{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using `eat` for thermosensitivity analysis: Real data\n", "\n", "This notebook uses data from the real world. It comes from a school building. Hence, it shows a large variety of occupancy:\n", "\n", "- usual school days\n", "- usual weekends\n", "- Wednesdays can differ from the other days\n", "- Bank holidays\n", "- school holidays either closed, or with another occupancy (think of a summer camp)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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seNl1Y2Nj+Pv78z5fNjY2ePHihcImGfnVqlUrXnZTUvOhR48esLS0lJsu+3k3NDTkVcU3NjbGyJEjER8fj+vXr2tdnj///BMGBgYYP348b/qkSZPAGMORI0d409VdV8poc/22bdsWI0eOxMyZM9G9e3eYmJhg3bp1vPVp+/kfNGgQr6ZDgwYNwBjDkCFDePM1aNAAz58/R05ODm96o0aN4Ofnx72uXLkyunTpgqNHjyI3N1fhPh8/fhxJSUno168fb58NDAzQoEEDuc+sKn/++ScqVKiAnj17ctPMzMwwYsQIuXl18b0mvY7ExEQkJyejWbNmGn+3EkJIflHQTQhRqn79+ti3bx8SExNx5coVTJkyBampqejZsyeioqK4+QYNGoRnz57h3LlzAPIChbdv32LgwIFy66xcuTLvtSR4TkxM1Lhc6tbx+PFjMMYwdepUODo68n6mT58OIH+dwT158gRVq1aFoaF2LXPi4uIAAN7e3rzpjo6OvIcHQF511aVLl8Lb2xsikQgODg5wdHTEnTt3kJycrNH2nj17htDQUNjZ2cHCwgKOjo4ICAgAAI3XIe3du3fIyMhA1apV5d6rXr06xGIxnj9/zpvu7u6u0bqjo6Nx//59ufNUpUoVAPLnSfbcA3nnX3Lu3717h6SkJKxfv15unYMHD1a4TtmySs6Xl5eX3LYUTRs0aBAuXLjALbd7925kZ2crvP6lPXnyBEKhED4+PkrnkaxT9tgbGxvDw8ODe1+iYsWKcoG+9PEBgO+++w4WFhbw9/eHt7c3xowZgwsXLqgsqzqy58Xa2hoAUKlSJYXTZT/vzs7Ocg/oJNdAfobzi4uLg7OzMy/gBz43HZE9buquK2W0vX5//vln2NnZ4datW1ixYgWvfwxA+8+/NsddLBbLrUP2OwnIO+4ZGRlcp4qK9hkAWrZsKbffx44d0+q7NS4uDl5eXnLXrKLvGl18r/3xxx9o2LAhTExMYGdnB0dHR6xZsyZf34uEEKINatNNCFHL2NgY9evXR/369VGlShUMHjwYu3fv5gLYoKAglCtXDlu2bEHz5s2xZcsWlC9fHq1bt5Zbl7LsJ5Pp3EgVdesQi8UAgLCwMK4jN1mKgqfiYO7cuZg6dSqGDBmCWbNmwc7ODkKhEBMmTOD2S5Xc3Fy0adMGHz58wHfffYdq1arB3NwcL1++RGhoqEbr0AXpjJIqYrEYvr6+WLJkicL3ZYMHTc/9l19+iZCQEIXz1qpVK19lVaZv376YOHEitm7dih9++AFbtmxBvXr1FAYO+qbJ56t69ep4+PAh/vjjD/z111/Yu3cvVq9ejWnTpnFDLSnL0CvLfirbri4+74Uhv+XU9vq9efMmF5TevXsX/fr1472v7ee/KI67pBybN29G+fLl5d7X9qGkJnTxvXbu3Dl07twZzZs3x+rVq1GhQgUYGRkhIiKC14kgIYToAwXdhBCt1KtXDwDw+vVrbpqBgQH69++PyMhILFiwAAcOHNC4erEiqqrkakJSBdrIyEhh4J/fbXl6euLy5cvIzs7WaogiSY/g0dHRvOrZ7969k8uk7dmzBy1atMCGDRt405OSkuDg4KC23Hfv3sWjR4+wceNGDBo0iJt+/Phxjcsry9HREWZmZgrHQX7w4AGEQqFccKEpT09P3L59G61atSrweQfyymppaYnc3Fy1514Zyfl6/Pix3HuKptnZ2aFDhw7YunUrBgwYgAsXLmDZsmVqt+Pp6QmxWIyoqCjUqVNHZVkePnzIu3aysrIQExOT7300NzdHnz590KdPH2RlZaF79+6YM2cOpkyZAhMTE9ja2sr1jg7IZ4h15dWrV3JDyz169AgAuGrr2lwfrq6uOHHiBFJTU3nZ7gcPHnDv64I21296ejoGDx4MHx8fNG7cGAsXLkS3bt24XtkBzT//uiLJWkt79OgRzMzM4OjoqHAZSTV8JyenfF9/Eq6urrh37x4YY7zjJ/tdo833mrLzsHfvXpiYmODo0aMQiUTc9IiIiALtAyGEaIKqlxNCFDp16pTCrMiff/4JQL7638CBA5GYmIiRI0ciLS1Nba/NqkhuvBXd9GvCyckJgYGBWLduHe/hgIR0tUltttWjRw8kJCTgl19+kXtPVQapdevWMDIywsqVK3nzKQrMDAwM5Na1e/duuTboysotedAhvQ7GGJYvX660fOoYGBigbdu2OHjwIK+q79u3b7Ft2zY0bdoUVlZW+Vp379698fLlS/z6669y7338+FFlz+fKytqjRw/s3bsX9+7dk3tfWZVZac7OzqhZsyY2bdqEtLQ0bvqZM2e4YbBkDRw4EFFRUfj2229hYGCAvn37qt1O165dIRQKMXPmTLlMneT8tW7dGsbGxlixYgXvnG7YsAHJycn56nH5/fv3vNfGxsbw8fEBYwzZ2dkA8gKr5ORk3Llzh5vv9evX2L9/v9bb00ROTg6vfXNWVhbWrVsHR0dHrs2xNp/V9u3bIzc3V+6zunTpUggEAq4n94LS5vr97rvv8OzZM2zcuBFLliyBm5sbQkJCeMNjafr515WLFy/y2jM/f/4cBw8eRNu2bZU+NA0KCoKVlRXmzp3LXS/SNPmMSbRv3x6vXr3iDduVkZGB9evX8+bT5ntN1XejQCDg1daIjY2VGyGBEEL0gTLdhBCFxo0bh4yMDHTr1g3VqlVDVlYW/vnnH+zcuRNubm5c+1iJunXrombNmlzHQl988UW+ty25yR4/fjyCgoI0DmKkrVq1Ck2bNoWvry+GDx8ODw8PvH37FhcvXsSLFy+4cW/r1KkDAwMDLFiwAMnJyRCJRGjZsqVcW0sgr+3upk2b8M033+DKlSto1qwZ0tPTceLECYwePVrheM1AXvY1LCyMG0apffv2uHnzJo4cOSKXverYsSNmzpyJwYMHo3Hjxrh79y62bt3Ky3ICeUGRjY0N1q5dC0tLS5ibm6NBgwaoVq0aPD09ERYWhpcvX8LKygp79+7Vqs28IrNnz8bx48fRtGlTjB49GoaGhli3bh0yMzMVjgOtqYEDB2LXrl0YNWoUTp06hSZNmiA3NxcPHjzArl27cPToUa52habmz5+PU6dOoUGDBhg+fDh8fHzw4cMH3LhxAydOnMCHDx/UrmPu3Lno0qULmjRpgsGDByMxMRG//PILatasyQvEJTp06AB7e3vs3r0bwcHBCq8fWV5eXvjxxx8xa9YsNGvWDN27d4dIJMLVq1fh7OyMefPmwdHREVOmTEF4eDjatWuHzp074+HDh1i9ejXq16+fr4dbbdu2Rfny5dGkSROUK1cO//77L3755Rd06NCBywr37dsX3333Hbp164bx48dzQ0JVqVJFL51OOTs7Y8GCBYiNjUWVKlWwc+dO3Lp1C+vXr+dqlSi75hX1H9CpUye0aNECP/74I2JjY1G7dm0cO3YMBw8exIQJE1QO76cNTa/fkydPYvXq1Zg+fTr33RgREYHAwEBMnTqV+wxp+vnXlZo1ayIoKIg3ZBgArpmBIlZWVlizZg0GDhyIL774An379oWjoyOePXuGw4cPo0mTJgofTCoyfPhw/PLLLxg0aBCuX7+OChUqYPPmzTAzM+PNp833mrL/Hx06dMCSJUvQrl079O/fH/Hx8Vi1ahW8vLx4D5c0NXv2bADgxibfvHkzzp8/DwByQ2USQggNGUYIUejIkSNsyJAhrFq1aszCwoIZGxszLy8vNm7cOPb27VuFyyxcuJABYHPnzpV7T9lQVIzlDV0zffp07nVOTg4bN24cc3R0ZAKBgBv+RZt1MMbYkydP2KBBg1j58uWZkZERc3FxYR07dmR79uzhzffrr78yDw8PZmBgwBv6RXbIMMbyhpz58ccfmbu7OzMyMmLly5dnPXv25A2lpUhubi4LDw9nFSpUYKampiwwMJDdu3ePubq6yg0ZNmnSJG6+Jk2asIsXLyosy8GDB5mPjw8zNDTkDaUUFRXFWrduzSwsLJiDgwMbPnw4NwSSouGWpKk6xjdu3GBBQUHMwsKCmZmZsRYtWrB//vmHN49keKGrV6+q3I60rKwstmDBAlajRg0mEomYra0t8/PzY+Hh4Sw5OZmbDwAbM2aM3PKyx5Axxt6+fcvGjBnDKlWqxJ2nVq1asfXr13PzSIZd2r17t8Jy7dixg1WrVo2JRCJWs2ZNdujQIdajRw9WrVo1hfOPHj2aAWDbtm3TeN8ZyxuKrm7duty+BwQEsOPHj/Pm+eWXX1i1atWYkZERK1euHPvqq69YYmIib56AgACFQ4HJDqe1bt061rx5c2Zvb89EIhHz9PRk3377Le9YM5Y3bGDNmjWZsbExq1q1KtuyZYvSIcNkz4uy60jRMZeU+9q1a6xRo0bMxMSEubq6sl9++UVuX5Rd84qGOEtNTWUTJ05kzs7OzMjIiHl7e7NFixbJDeOmzXWliLrrNyUlhbm6urIvvviCZWdn85adOHEiEwqF7OLFi4wxzT//yq5dZZ8/yXl79+6d3H5v2bKFeXt7M5FIxOrWrSs39JXskGHSZQgKCmLW1tbMxMSEeXp6stDQUN4QZJqIi4tjnTt3ZmZmZszBwYF9/fXX7K+//pIbhkvT7zVl/z8YY2zDhg3cvlarVo1FREQovKY1gf+GXFP0QwghsgSMFbPeTAghJdby5csxceJExMbGKuwNmJCSrk6dOnB0dFTYlnTixInYsGED3rx5I5epI8oFBgYiISFBYXMAoj8CgQBjxozROCtNCCEk/6hNNyFEJxhj2LBhAwICAijgJiVedna23JjGp0+fxu3btxEYGCg3/6dPn7Blyxb06NGDAm5CCCGE8FCbbkJIgaSnp+PQoUM4deoU7t69i4MHDxZ1kQgpsJcvX6J169b48ssv4ezsjAcPHmDt2rUoX748Ro0axc0XHx+PEydOYM+ePXj//j2+/vrrIiw1IcVDVlaW2r4TrK2tCzxcn64lJyfj48ePKudRNEwaIYSoQ0E3IaRA3r17h/79+8PGxgY//PADOnfuXNRFIqTAbG1t4efnh//973949+4dzM3N0aFDB8yfPx/29vbcfFFRURgwYACcnJywYsUKpUN/EVKW/PPPP2jRooXKeSIiIhAaGlo4BdLQ119/jY0bN6qch1plEkLyg9p0E0IIIYQQnUlMTMT169dVzlOjRg1UqFChkEqkmaioKLx69UrlPAUdm5wQUjZR0E0IIYQQQgghhOgJdaRGCCGEEEIIIYToCQXdhBBCCCGEEEKInlDQTQghhBBCCCGE6AkF3YQQQgghhBBCiJ5Q0E0IIYQQQgghhOgJBd2EEEIIIYQQQoieUNBNCCGEEEIIIYToCQXdhBBCCCGEEEKInlDQTQghhBBCCCGE6AkF3YQQQgghhBBCiJ5Q0E0IIYQQQgghhOgJBd2EEEIIIYQQQoieUNBNCCGEEEIIIYToCQXdhBBCCCGEEEKInlDQTQghhBBCCCGE6AkF3YQQQgghhBBCiJ5Q0E0IIYQQQgghhOgJBd2EEEIIIYQQQoieUNBNSAEEBgYiMDCwqIuhV2VhH0nJdfr0aQgEApw+fbqoi0IIIYQQolCZDbojIyMhEAiU/ly6dKmoi0iKiaioKMyYMQOxsbFFXZRibe7cuThw4EBRF6PYefXqFWbMmIFbt24VdVFKtNWrVyMyMrKoi0EIIYQQojXDoi5AUZs5cybc3d3lpnt5eRVBaUhxFBUVhfDwcAQGBsLNzY333rFjx4qmUMXQ3Llz0bNnT3Tt2rWoi1KsvHr1CuHh4XBzc0OdOnWKujgl1urVq+Hg4IDQ0FDe9ObNm+Pjx48wNjYumoIRQgghhKhR5oPu4OBg1KtXr6iLgfT0dJibmxd1MYiW6Ea/7Pn06ROMjY0hFBZtRaHiUg5dEYvFyMrKgomJiVbLCYVCrZchhBBCCClMpeNuTY9iY2MhEAjw888/Y/369fD09IRIJEL9+vVx9epVufkfPHiAnj17ws7ODiYmJqhXrx4OHTrEm0dStf3MmTMYPXo0nJycULFiRe79VatWwcPDA6ampvD398e5c+d47WrT0tJgbm6Or7/+Wm77L168gIGBAebNm6dyv8RiMZYvXw5fX1+YmJjA0dER7dq1w7Vr17h5cnJyMGvWLG6f3dzc8MMPPyAzM5O3Ljc3N3Ts2BHnz5+Hv78/TExM4OHhgU2bNvHmy87ORnh4OLy9vWFiYgJ7e3s0bdoUx48f5+ZR1n44NDSUl2WWPi+S42VmZoa2bdvi+fPnYIxh1qxZqFixIkxNTdGlSxd8+PBBYbmPHTuGOnXqwMTEBD4+Pti3bx83T2RkJHr16gUAaNGiBdf8QNJ+VFF54+PjMXToUJQrVw4mJiaoXbs2Nm7cyJtH2+tK1ocPHxAWFgZfX19YWFjAysoKwcHBuH37Nm8+SXvXXbt2Yc6cOahYsSJMTEzQqlUrPH78WG69krJIX3uaEAgESE9Px8aNG7ljJJ2RfPnyJYYMGYJy5cpBJBKhRo0a+O2335SWNTw8HC4uLrC0tETPnj2RnJyMzMxMTJgwAU5OTrCwsMDgwYPlrkWBQICxY8di69atqFq1KkxMTODn54ezZ8/KlVmbMu3YsQM//fQTXFxcYGZmhpSUFI3OwenTp1G/fn0AwODBg7ljI6km7ebmJpe5BeSvK1XlAIDLly+jXbt2sLa2hpmZGQICAnDhwgW15w1Qf71mZ2fDzs4OgwcPlls2JSUFJiYmCAsL46ZlZmZi+vTp8PLygkgkQqVKlTB58mSV56pGjRoQiUT466+/FJbRzc0N9+/fx5kzZ7hjKDk+itp0BwYGombNmrhz5w4CAgJgZmYGLy8v7NmzBwBw5swZNGjQAKampqhatSpOnDght01Nrg9CCCGEEE2U+Ux3cnIyEhISeNMEAgHs7e1507Zt24bU1FSMHDkSAoEACxcuRPfu3fH06VMYGRkBAO7fv48mTZrAxcUF33//PczNzbFr1y507doVe/fuRbdu3XjrHD16NBwdHTFt2jSkp6cDANasWYOxY8eiWbNmmDhxImJjY9G1a1fY2tpygbmFhQW6deuGnTt3YsmSJTAwMODWuX37djDGMGDAAJX7PXToUERGRiI4OBjDhg1DTk4Ozp07h0uXLnGZ/2HDhmHjxo3o2bMnJk2ahMuXL2PevHn4999/sX//ft76Hj9+jJ49e2Lo0KEICQnBb7/9htDQUPj5+aFGjRoAgBkzZmDevHkYNmwY/P39kZKSgmvXruHGjRto06aNRudL1tatW5GVlYVx48bhw4cPWLhwIXr37o2WLVvi9OnT+O677/D48WOsXLkSYWFhcjfN0dHR6NOnD0aNGoWQkBBERESgV69e+Ouvv9CmTRs0b94c48ePx4oVK/DDDz+gevXqAMD9lvXx40cEBgbi8ePHGDt2LNzd3bF7926EhoYiKSlJ7kGJJteVIk+fPsWBAwfQq1cvuLu74+3bt1i3bh0CAgIQFRUFZ2dn3vzz58+HUChEWFgYkpOTsXDhQgwYMACXL1/m5tmwYQNGjhyJxo0bY8KECXj69Ck6d+4MOzs7VKpUSeV52Lx5M3deR4wYAQDw9PQEALx9+xYNGzbkgixHR0ccOXIEQ4cORUpKCiZMmMBb17x582Bqaorvv/+eO3dGRkYQCoVITEzEjBkzcOnSJURGRsLd3R3Tpk3jLX/mzBns3LkT48ePh0gkwurVq9GuXTtcuXIFNWvWzFeZZs2aBWNjY4SFhSEzMxPGxsaIiopSew6qV6+OmTNnYtq0aRgxYgSaNWsGAGjcuLHK46mMonKcPHkSwcHB8PPzw/Tp0yEUChEREYGWLVvi3Llz8Pf3V7o+Ta5XIyMjdOvWDfv27cO6det4tTsOHDiAzMxM9O3bF0Dew7zOnTvj/PnzGDFiBKpXr467d+9i6dKlePTokVyb/5MnT2LXrl0YO3YsHBwc5JpvSCxbtgzjxo2DhYUFfvzxRwBAuXLlVB6rxMREdOzYEX379kWvXr2wZs0a9O3bF1u3bsWECRMwatQo9O/fH4sWLULPnj3x/PlzWFpaAtD++iCEEEIIUYmVUREREQyAwh+RSMTNFxMTwwAwe3t79uHDB276wYMHGQD2+++/c9NatWrFfH192adPn7hpYrGYNW7cmHl7e8ttu2nTpiwnJ4ebnpmZyezt7Vn9+vVZdnY2Nz0yMpIBYAEBAdy0o0ePMgDsyJEjvP2qVasWbz5FTp48yQCw8ePHy70nFosZY4zdunWLAWDDhg3jvR8WFsYAsJMnT3LTXF1dGQB29uxZblp8fDwTiURs0qRJ3LTatWuzDh06qCxbQECAwvKHhIQwV1dX7rXkvDg6OrKkpCRu+pQpUxgAVrt2bd4x7NevHzM2NuadG0m59+7dy01LTk5mFSpUYHXr1uWm7d69mwFgp06dUlveZcuWMQBsy5Yt3LSsrCzWqFEjZmFhwVJSUnjl1+S6UuTTp08sNzeXNy0mJoaJRCI2c+ZMbtqpU6cYAFa9enWWmZnJTV++fDkDwO7evcuV0cnJidWpU4c33/r16+WuPWXMzc1ZSEiI3PShQ4eyChUqsISEBN70vn37Mmtra5aRkcEra82aNVlWVhY3X79+/ZhAIGDBwcG85Rs1asS7Jhhj3Gf42rVr3LS4uDhmYmLCunXrlu8yeXh4cNMkND0HV69eZQBYRESE3LFxdXVVeMxkrytl5RCLxczb25sFBQVxn13GGMvIyGDu7u6sTZs2cuuWpun1Kvm+kb0u27dvzzw8PLjXmzdvZkKhkJ07d44339q1axkAduHCBW4aACYUCtn9+/dVllGiRo0aCq9DybGR/nwGBAQwAGzbtm3ctAcPHnDbvHTpEjddsm/S50fT64MQQgghRBNlvnr5qlWrcPz4cd7PkSNH5Obr06cPbG1tudeSjNXTp08B5FX3PXnyJHr37o3U1FQkJCQgISEB79+/R1BQEKKjo/Hy5UveOocPH87LUl+7dg3v37/H8OHDYWj4uRLCgAEDeNsGgNatW8PZ2Rlbt27lpt27dw937tzBl19+qXKf9+7dC4FAgOnTp8u9JxAIAAB//vknAOCbb77hvT9p0iQAwOHDh3nTfXx8uGMCAI6OjqhatSp3fADAxsYG9+/fR3R0tMryaaNXr16wtrbmXjdo0AAA8OWXX/KOYYMGDZCVlSV3DpydnXk1EKysrDBo0CDcvHkTb9680bo8f/75J8qXL49+/fpx04yMjDB+/HikpaXhzJkzvPnVXVfKiEQiri1vbm4u3r9/DwsLC1StWhU3btyQm3/w4MG8DKXsdq5du4b4+HiMGjWKN19oaCjv+GqLMYa9e/eiU6dOYIxxn4uEhAQEBQUhOTlZrryDBg3iZfkbNGgAxhiGDBnCm69BgwZ4/vw5cnJyeNMbNWoEPz8/7nXlypXRpUsXHD16FLm5ufkqU0hICExNTXnTtD0HuiBbjlu3biE6Ohr9+/fH+/fvuf1IT09Hq1atcPbsWYjFYqXr0/R6bdmyJRwcHLBz505uvsTERBw/fhx9+vThpu3evRvVq1dHtWrVeMe1ZcuWAIBTp07xth8QEAAfH5+CHRQlLCwsuAw8AFStWhU2NjaoXr069z0BfP7OkHwW8nN9EEIIIYSoUuarl/v7+2vUkVrlypV5ryWBUmJiIoC86tWMMUydOhVTp05VuI74+Hi4uLhwr2V7TY+LiwMg33O6oaGhXLVLoVCIAQMGYM2aNcjIyICZmRm2bt0KExMTrg2yMk+ePIGzszPs7OyUzhMXFwehUChXlvLly8PGxoYrq4Ts8QHyjpHk+AB5PcV36dIFVapUQc2aNdGuXTsMHDgQtWrVUlleVWS3KwkQZatDS6ZLlwfIO9aSBw0SVapUAZDX7rp8+fJalScuLg7e3t5ynVtJqqOrO26y15Uykjb5q1evRkxMDHJzc7n3ZJtGaLIdSbm8vb158xkZGcHDw0NlWVR59+4dkpKSsH79eqxfv17hPPHx8SrLquqcisViJCcn8/ZZdh+AvHOakZGBd+/eQSgUal0mRSMcaHsOdEG2HJIHWCEhIUqXSU5OlntoJ6Hp9WpoaIgePXpg27ZtyMzMhEgkwr59+5Cdnc0LuqOjo/Hvv//C0dFR4fY0Oa66UrFiRbnPtrW1tdrvhvxcs4QQQgghqpT5oFtT0hlpaYwxAOCySWFhYQgKClI4r2wAK5s509agQYOwaNEiHDhwAP369cO2bdvQsWPHAmUmZcnetCqj7vgAeUP7PHnyBAcPHsSxY8fwv//9D0uXLsXatWsxbNgwbnvSy0hIBzSabFeT8hQH+S3n3LlzMXXqVAwZMgSzZs2CnZ0dhEIhJkyYoDCzWVTHQ1KWL7/8UmlgKPvQRd/nND9lUvRZ1fYcKKLs85Wbm6twf2XLIdnOokWLlA5HZmFhoVFZ1Onbty/WrVuHI0eOoGvXrti1axeqVauG2rVr88rj6+uLJUuWKFyHbMBb0O9AVfJ7HeXn+iCEEEIIUYWCbh2RZAONjIzQunXrfK3D1dUVQF7WvEWLFtz0nJwcxMbGyt3o1axZE3Xr1sXWrVtRsWJFPHv2DCtXrlS7HU9PTxw9ehQfPnxQmu12dXWFWCxGdHQ0r9Owt2/fIikpiSurtiS9IA8ePBhpaWlo3rw5ZsyYwQXdtra2CqtWy2aIdUVSQ0E6+Hn06BEAcLULNH3wAOQdtzt37kAsFvOyhw8ePODe14U9e/agRYsW2LBhA296UlISHBwctF6fpFzR0dFcVWAgr+fqmJgYXmCljKLj5OjoCEtLS+Tm5ub7c6EtRc0XHj16BDMzMy4Dq4syaXoOVF0/tra2SEpKkpseFxenUQ0DSWd1VlZW+doXba7X5s2bo0KFCti5cyeaNm2KkydPcp2aSZfn9u3baNWqlVafG03oen3KFMU1SwghhJDSrcy36dYVJycnBAYGYt26dXj9+rXc++/evVO7jnr16sHe3h6//vorr53q1q1blVY3HjhwII4dO4Zly5bB3t4ewcHBarfTo0cPMMYQHh4u954k29O+fXsAeb0GS5NksDp06KB2O7Lev3/Pe21hYQEvLy/eUEKenp548OAB73jdvn1b4+GPtPXq1SteT+wpKSnYtGkT6tSpw1Utl4yfrig4ktW+fXu8efOG1/Y1JycHK1euhIWFBQICAnRSbgMDA7kM7+7du+XarGuqXr16cHR0xNq1a5GVlcVNj4yM1Gi/gbzjJDuvgYEBevTogb179+LevXtyy2jyudDWxYsXeW1unz9/joMHD6Jt27YwMDDQWZk0PQeqrh9PT09cunSJd8z/+OMPPH/+XKMy+Pn5wdPTEz///DPS0tLk3le3L9pcr0KhED179sTvv/+OzZs3Iycnh1e1HAB69+6Nly9f4tdff5Xb1sePH7lRGvJD0fWlD0VxzRJCCCGkdCvzme4jR45wWR1pjRs31rot66pVq9C0aVP4+vpi+PDh8PDwwNu3b3Hx4kW8ePFCbgxlWcbGxpgxYwbGjRuHli1bonfv3oiNjUVkZCQ8PT0VZnr69++PyZMnY//+/fjqq69UDjMl0aJFCwwcOBArVqxAdHQ02rVrB7FYjHPnzqFFixYYO3YsateujZCQEKxfvx5JSUkICAjAlStXsHHjRnTt2pWXideUj48PAgMD4efnBzs7O1y7dg179uzB2LFjuXmGDBmCJUuWICgoCEOHDkV8fDzWrl2LGjVqcGMS61KVKlUwdOhQXL16FeXKlcNvv/2Gt2/fIiIigpunTp06MDAwwIIFC5CcnAyRSISWLVvCyclJbn0jRozAunXrEBoaiuvXr8PNzQ179uzBhQsXsGzZMm5IooLq2LEjZs6cicGDB6Nx48a4e/cutm7dmu/210ZGRpg9ezZGjhyJli1bok+fPoiJiUFERITG6/Tz88OJEyewZMkSODs7w93dHQ0aNMD8+fNx6tQpNGjQAMOHD4ePjw8+fPiAGzdu4MSJE3LjpxdUzZo1ERQUxBsyDADvIZMuyqTpOfD09ISNjQ3Wrl0LS0tLmJubo0GDBnB3d8ewYcOwZ88etGvXDr1798aTJ0+wZcsWLoOtjlAoxP/+9z8EBwejRo0aGDx4MFxcXPDy5UucOnUKVlZW+P3335Uur+312qdPH6xcuRLTp0+Hr6+v3NB5AwcOxK5duzBq1CicOnUKTZo0QW5uLh48eIBdu3bh6NGjGvWhoYifnx/WrFmD2bNnw8vLC05OTrxaGbpU2NcsIYQQQkq5Qu0rvRhRNWQYpIaPkQzttGjRIrl1AGDTp0/nTXvy5AkbNGgQK1++PDMyMmIuLi6sY8eObM+ePXLbvnr1qsKyrVixgrm6ujKRSMT8/f3ZhQsXmJ+fH2vXrp3C+du3b88AsH/++Ufj/c/JyWGLFi1i1apVY8bGxszR0ZEFBwez69evc/NkZ2ez8PBw5u7uzoyMjFilSpXYlClTeMNuMZY37JGiocBkhz2aPXs28/f3ZzY2NszU1JRVq1aNzZkzhzc8FGOMbdmyhXl4eDBjY2NWp04ddvToUaVDhsmeF8nwQbt37+ZNV3TMJeU+evQoq1WrFhOJRKxatWpyyzLG2K+//so8PDyYgYEBb3giRUOcvX37lg0ePJg5ODgwY2Nj5uvrKzdclLbXlaxPnz6xSZMmsQoVKjBTU1PWpEkTdvHiRaVDTcnuk2T7suVavXo1c3d3ZyKRiNWrV4+dPXtW6TBush48eMCaN2/OTE1NGQDeUFhv375lY8aMYZUqVWJGRkasfPnyrFWrVmz9+vVqy6rs8zJ9+nQGgL17946bBoCNGTOGbdmyhXl7ezORSMTq1q2rcLi3gpSJMc3PAWN5Q8H5+PgwQ0NDueO+ePFi5uLiwkQiEWvSpAm7du2axudR4ubNm6x79+7M3t6eiUQi5urqynr37s3+/vtvhfPLHgd116uEWCxmlSpVYgDY7NmzFc6TlZXFFixYwGrUqMFEIhGztbVlfn5+LDw8nCUnJ3PzSc6Vpt68ecM6dOjALC0tecPYKRsyrEaNGnLrUPZdpagsmlwfhBBCCCGaEDBWzHqWInLEYjEcHR3RvXt3hdU2u3Xrhrt37+Lx48dFULqSy83NDTVr1sQff/xR1EUhOiIQCDBmzBj88ssvRV0UQgghhBBCAFCb7mLn06dPcu1EN23ahA8fPiAwMFBu/tevX+Pw4cMYOHBgIZWQEEIIIYSUJoGBgQrvMwkhukFBdzFz6dIlfPHFF5g7dy7WrVuHkSNHYtiwYahZsyZv/O2YmBhs2bIF/fr1g5GREUaOHFmEpSaEEEJIUYiMjIRAIFD6c+nSpaIuIikmoqKiMGPGDMTGxhZ1UQrNP//8gxkzZhRKR5wlzbZt2+Q6TCb6U+Y7Uitu3NzcUKlSJaxYsYIb0mvQoEGYP38+jI2NufnOnDmDwYMHo3Llyti4cSPX0zYhhBBCyp6ZM2fC3d1dbrqXl1cRlIYUR1FRUQgPD0dgYCA3LKrEsWPHiqZQevbPP/8gPDwcoaGhsLGxKeriFCvbtm3DvXv3MGHChKIuSplAQXcx4+bmhkOHDqmdLzQ0FKGhofovUClWlp70lhXURQUhpKwKDg7O9+gAupSens4NlUhKDunEDimZMjIyYGZmVtTFKDblKG6oejkhhBBCSCkXGxsLgUCAn3/+GevXr4enpydEIhHq16+Pq1evys3/4MED9OzZE3Z2djAxMUG9evXkkgKSqu1nzpzB6NGj4eTkhIoVK3Lvr1q1Ch4eHjA1NYW/vz/OnTvHazuclpYGc3NzfP3113Lbf/HiBQwMDDBv3jyV+yUWi7F8+XL4+vrCxMQEjo6OaNeuHa5du8bNk5OTg1mzZnH77Obmhh9++AGZmZm8dbm5uaFjx444f/48/P39YWJiAg8PD2zatIk3X3Z2NsLDw+Ht7Q0TExPY29ujadOmOH78ODePsjbSoaGhvCyz9HmRHC8zMzO0bdsWz58/B2MMs2bNQsWKFWFqaoouXbrIDVsoKfexY8dQp04dmJiYwMfHB/v27ePmiYyM5JoptmjRgmt+cPr0aaXljY+Px9ChQ1GuXDmYmJigdu3a2LhxI28eba8radeuXYNAIJBbJwAcPXoUAoGA6+w2NTUVEyZMgJubG0QiEZycnNCmTRvcuHFD6fpnzJiBb7/9FgDg7u7O7bN00mXLli3w8/ODqakp7Ozs0LdvXzx//py3nsDAQNSsWRN37txBQEAAzMzM4OXlhT179gDIq33aoEEDmJqaomrVqjhx4oRcOQQCAR48eIDevXvDysoK9vb2+Prrr/Hp0ye5cmtTpuvXr6N58+YwMzPDDz/8AAA4ePAgOnToAGdnZ4hEInh6emLWrFnIzc3lLX/48GHExcVxx0VyXUo+17LJqdOnT/OuGXXlyMzMxPTp0+Hl5QWRSIRKlSph8uTJcp+7soIy3YQQQgghJVxycjISEhJ40wQCAezt7XnTtm3bhtTUVIwcORICgQALFy5E9+7d8fTpUxgZGQEA7t+/jyZNmsDFxQXff/89zM3NsWvXLnTt2hV79+5Ft27deOscPXo0HB0dMW3aNKSnpwMA1qxZg7Fjx6JZs2aYOHEiYmNj0bVrV9ja2nKBuYWFBbp164adO3diyZIlMDAw4Na5fft2MMYwYMAAlfs9dOhQREZGIjg4GMOGDUNOTg7OnTuHS5cucZn/YcOGYePGjejZsycmTZqEy5cvY968efj333+xf/9+3voeP36Mnj17YujQoQgJCcFvv/2G0NBQ+Pn5oUaNGgDygqh58+Zh2LBh8Pf3R0pKCq5du4YbN26gTZs2Gp0vWVu3bkVWVhbGjRuHDx8+YOHChejduzdatmyJ06dP47vvvsPjx4+xcuVKhIWF4bfffuMtHx0djT59+mDUqFEICQlBREQEevXqhb/++gtt2rRB8+bNMX78eKxYsQI//PADqlevDgDcb1kfP35EYGAgHj9+jLFjx8Ld3R27d+9GaGgokpKS5B6UaHJdyapXrx48PDywa9cuhISE8N7buXMnbG1tERQUBAAYNWoU9uzZg7Fjx8LHxwfv37/H+fPn8e+//+KLL75QuP7u3bvj0aNH2L59O5YuXQoHBwcAgKOjIwBgzpw5mDp1Knr37o1hw4bh3bt3WLlyJZo3b46bN2/yqqMnJiaiY8eO6Nu3L3r16oU1a9agb9++2Lp1KyZMmIBRo0ahf//+WLRoEXr27Innz5/D0tKSV57evXvDzc0N8+bNw6VLl7BixQokJibyHupoU6b3798jODgYffv2xZdffoly5coByAuaLSws8M0338DCwgInT57EtGnTkJKSgkWLFgEAfvzxRyQnJ+PFixdYunQpgLzPY34oKodYLEbnzp1x/vx5jBgxAtWrV8fdu3exdOlSPHr0CAcOHMjXtkq0ohyvjBBCCCGE5F9ERAQDoPBHJBJx88XExDAAzN7enn348IGbfvDgQQaA/f7779y0Vq1aMV9fX/bp0ydumlgsZo0bN2be3t5y227atCnLycnhpmdmZjJ7e3tWv359lp2dzU2PjIxkAFhAQAA37ejRowwAO3LkCG+/atWqxZtPkZMnTzIAbPz48XLvicVixhhjt27dYgDYsGHDeO+HhYUxAOzkyZPcNFdXVwaAnT17lpsWHx/PRCIRmzRpEjetdu3arEOHDirLFhAQoLD8ISEhzNXVlXstOS+Ojo4sKSmJmz5lyhQGgNWuXZt3DPv168eMjY1550ZS7r1793LTkpOTWYUKFVjdunW5abt372YA2KlTp9SWd9myZQwA27JlCzctKyuLNWrUiFlYWLCUlBRe+TW5rhSZMmUKMzIy4i2bmZnJbGxs2JAhQ7hp1tbWbMyYMSrXpciiRYsYABYTE8ObHhsbywwMDNicOXN40+/evcsMDQ150wMCAhgAtm3bNm7agwcPGAAmFArZpUuXuOmS6zkiIoKbNn36dAaAde7cmbet0aNHMwDs9u3b+S7T2rVr5fY5IyNDbtrIkSOZmZkZ77rp0KED71qUkHyuZY/ZqVOn5K4fZeXYvHkzEwqF7Ny5c7zpa9euZQDYhQsX5LZb2lH1ckIIIYSQEm7VqlU4fvw47+fIkSNy8/Xp0we2trbc62bNmgEAnj59CgD48OEDTp48id69eyM1NRUJCQlISEjA+/fvERQUhOjoaLx8+ZK3zuHDh/Oy1NeuXcP79+8xfPhwGBp+rlQ5YMAA3rYBoHXr1nB2dsbWrVu5affu3cOdO3fw5ZdfqtznvXv3QiAQYPr06XLvCQQCAMCff/4JAPjmm29470+aNAkAcPjwYd50Hx8f7pgAeVnRqlWrcscHAGxsbHD//n1ER0erLJ82evXqBWtra+51gwYNAABffvkl7xg2aNAAWVlZcufA2dmZVwPBysoKgwYNws2bN/HmzRuty/Pnn3+ifPny6NevHzfNyMgI48ePR1paGs6cOcObX911pUyfPn2QnZ3Nqwp/7NgxJCUloU+fPtw0GxsbXL58Ga9evdJ6XxTZt28fxGIxevfuzV3jCQkJKF++PLy9vXHq1Cne/BYWFujbty/3umrVqrCxsUH16tW5cwV8Pm+K9nvMmDG81+PGjQPw+RrVtkwikQiDBw+W246pqSn3t+Qz3KxZM2RkZODBgwcaHR9tKCrH7t27Ub16dVSrVo23Ly1btgQAuX0pC6h6OSGEEEJICefv769RR2qVK1fmvZYESomJiQDyqlczxjB16lRMnTpV4Tri4+Ph4uLCvZbtNT0uLg6AfM/phoaGcr1mC4VCDBgwAGvWrOE6YNq6dStMTEx4Q6Uq8uTJEzg7O8POzk7pPHFxcRAKhXJlKV++PGxsbLiySsgeHyDvGEmOD5DXU3yXLl1QpUoV1KxZE+3atcPAgQNRq1YtleVVRXa7kgC8UqVKCqdLlwfIO9aSBw0SVapUAZDX7lrbUW7i4uLg7e0NoZCfn5NUR1d33GSvK2Vq166NatWqYefOnRg6dCiAvKrlDg4OXIAGAAsXLkRISAgqVaoEPz8/tG/fHoMGDYKHh4dW+yURHR0Nxhi8vb0Vvi9bJb5ixYpyx9fa2lrj8wNAbluenp4QCoVc22lty+Ti4qKwA7z79+/jp59+wsmTJ5GSksJ7Lzk5WeG6C0JROaKjo/Hvv/9yVfllxcfH67wcxV2ZDrrPnj2LRYsW4fr163j9+jX279+Prl27arWOXbt2Ye7cuXj06BEcHR0xduxYrtMGQgghhBRvZe1eQDojLY39N/qDWCwGAISFhXHtaWXJBrDSmbX8GDRoEBYtWoQDBw6gX79+2LZtGzp27MjL/BaUbMCkjLrjAwDNmzfHkydPcPDgQRw7dgz/+9//sHTpUqxduxbDhg3jtscUjKgh3ZmVJtvVpDzFQUHK2adPH8yZMwcJCQmwtLTEoUOH0K9fP16Gv3fv3mjWrBn279+PY8eOYdGiRViwYAH27duH4OBgrcsrFoshEAhw5MgRhWWXbd+sj/Mje01qWyZFn7ukpCQEBATAysoKM2fOhKenJ0xMTHDjxg1899133Odbm3JJKLt2FZVDLBbD19cXS5YsUbiM7MOKsqBMB93p6emoXbs2hgwZgu7du2u9/JEjRzBgwACsXLkSbdu2xb///ovhw4fD1NQUY8eO1UOJCSGEEKJLdC/AJ8kcGhkZoXXr1vlah6urK4C8rHmLFi246Tk5OYiNjZXLCNesWRN169bF1q1bUbFiRTx79gwrV65Uux1PT08cPXoUHz58UJrtdnV1hVgsRnR0NK/TsLdv3yIpKYkrq7bs7OwwePBgDB48GGlpaWjevDlmzJjBBd22trYKqxjLZoh1RVJDQTpgevToEQBwtQs0ffAA5B23O3fuQCwW87LdkurJ+T1uivTp0wfh4eHYu3cvypUrh5SUFF5VbokKFSpg9OjRGD16NOLj4/HFF19gzpw5KoNuZfvs6ekJxhjc3d25GgH6Fh0dzasV8vjxY4jFYu786KJMp0+fxvv377Fv3z40b96cmx4TEyM3r7JjI6mlkJSUxJuuzbXr6emJ27dvo1WrVlpdd6VZmW7THRwcjNmzZ8v1wimRmZmJsLAwuLi4wNzcHA0aNOB1k79582Z07doVo0aNgoeHBzp06IApU6ZgwYIFxe4JJCGEEELk0b0An5OTEwIDA7Fu3Tq8fv1a7v13796pXUe9evVgb2+PX3/9FTk5Odz0rVu3Kq1uPHDgQBw7dgzLli2Dvb29RtnLHj16gDGG8PBwufckx759+/YAgGXLlvHel2TgOnTooHY7st6/f897bWFhAS8vL95QSJ6ennjw4AHveN2+fRsXLlzQenuaePXqFa8n9pSUFGzatAl16tThqpZLxk+XDaYUad++Pd68eYOdO3dy03JycrBy5UpYWFggICBAZ2WvXr06fH19sXPnTuzcuRMVKlTgBYy5ubly1aKdnJzg7OysdvgpZfvcvXt3GBgYIDw8XO5zyhiTO8e6sGrVKt5ryYMlybWuizJJMuTSy2dlZWH16tVy85qbmyusbu7p6QkgrxaQRG5uLtavX692+xK9e/fGy5cv8euvv8q99/HjR26Ug7KkTGe61Rk7diyioqKwY8cOODs7Y//+/WjXrh3u3r0Lb29vZGZmyg3+bmpqihcvXiAuLk6u3RIhhBBCSpaSci9w5MgRhZ0kNW7cWOt2r6tWrULTpk3h6+uL4cOHw8PDA2/fvsXFixfx4sUL3L59W+XyxsbGmDFjBsaNG4eWLVuid+/eiI2NRWRkJDw9PRVmvvr374/Jkydj//79+Oqrr5QOMyWtRYsWGDhwIFasWIHo6Gi0a9cOYrEY586dQ4sWLTB27FjUrl0bISEhWL9+PVf19sqVK9i4cSO6du3Ky8RrysfHB4GBgfDz84OdnR2uXbvGDWclMWTIECxZsgRBQUEYOnQo4uPjsXbtWtSoUUOuna0uVKlSBUOHDsXVq1dRrlw5/Pbbb3j79i0iIiK4eerUqQMDAwMsWLAAycnJEIlEaNmyJZycnOTWN2LECKxbtw6hoaG4fv063NzcsGfPHly4cAHLli2TGw6roPr06YNp06bBxMQEQ4cO5WXXU1NTUbFiRfTs2RO1a9eGhYUFTpw4gatXr2Lx4sUq1+vn5wcgb4isvn37wsjICJ06dYKnpydmz56NKVOmcMPZWVpaIiYmBvv378eIESMQFham032MiYlB586d0a5dO1y8eBFbtmxB//79Ubt2bQDQSZkaN24MW1tbhISEYPz48RAIBNi8ebPCB4B+fn7YuXMnvvnmG9SvXx8WFhbo1KkTatSogYYNG2LKlClcLZIdO3bwHqCpM3DgQOzatQujRo3CqVOn0KRJE+Tm5uLBgwfYtWsXjh49qlEfFKVKYXaVXpwBYPv37+dex8XFMQMDA/by5UvefK1atWJTpkxhjDG2bt06ZmZmxk6cOMFyc3PZw4cPWbVq1RgA9s8//xRm8QkhhBBSQCXxXkDVkGGQGrpIMrTTokWL5NYBgE2fPp037cmTJ2zQoEGsfPnyzMjIiLm4uLCOHTuyPXv2yG376tWrCsu2YsUK5urqykQiEfP392cXLlxgfn5+rF27dgrnb9++vdbHLScnhy1atIhVq1aNGRsbM0dHRxYcHMyuX7/OzZOdnc3Cw8OZu7s7MzIyYpUqVWJTpkzhDZ/EWN7QW4qGApMdTmv27NnM39+f2djYMFNTU1atWjU2Z84clpWVxVtuy5YtzMPDgxkbG7M6deqwo0ePKh0yTPa8SIZn2r17N2+6omMuKffRo0dZrVq1mEgkYtWqVZNbljHGfv31V+bh4cEMDAx4wz8pGuLs7du3bPDgwczBwYEZGxszX19f3lBYqsrPmOLrSpno6Gjumj1//jzvvczMTPbtt9+y2rVrM0tLS2Zubs5q167NVq9erdG6Z82axVxcXJhQKJQbCmvv3r2sadOmzNzcnJmbm7Nq1aqxMWPGsIcPH3LzBAQEsBo1asitV9n1AoA3vJlkyLCoqCjWs2dPZmlpyWxtbdnYsWPZx48f5ZYvSJkYY+zChQusYcOGzNTUlDk7O7PJkydzQ5lJD/eVlpbG+vfvz2xsbBgA3nX55MkT1rp1ayYSiVi5cuXYDz/8wI4fP65wyDBl5cjKymILFixgNWrUYCKRiNna2jI/Pz8WHh7OkpOTFS5TmlHQ/R/Zf7R//PEHA8Bd8JIfQ0ND1rt3b8ZY3hiQkydPZiYmJszAwIDZ2tqyGTNmMAC8MfsIIYQQUvzRvYB+5ebmMjs7O7kxsyW6du3KPD09C7lUJZ+y4I8UD5Kg+927d0VdFFKEqHq5EmlpaTAwMMD169flehCU9B4oEAiwYMECzJ07F2/evIGjoyP+/vtvAMj3EAaEEEIIKR7oXiD/Pn36BJFIxKtKvmnTJnz48AGBgYFy879+/RqHDx/Gjz/+WIilJISQwkFBtxJ169ZFbm4u4uPj0axZM5XzGhgYcONVbt++HY0aNVI6Lh0hhBBCSga6F8i/S5cuYeLEiejVqxfs7e1x48YNbNiwATVr1uSNvx0TE4MLFy7gf//7H4yMjDBy5MgiLDUhhOhHmQ6609LS8PjxY+51TEwMbt26BTs7O1SpUgUDBgzAoEGDsHjxYtStWxfv3r3D33//jVq1aqFDhw5ISEjAnj17EBgYiE+fPiEiIgK7d+/GmTNninCvCCGEEKIpuhfQDzc3N1SqVAkrVqzgOmMaNGgQ5s+fD2NjY26+M2fOYPDgwahcuTI2btzI9bRNCCGliYCxEjiehY6cPn1aYa+VISEhiIyMRHZ2NmbPno1Nmzbh5cuXcHBwQMOGDREeHg5fX18kJCSgU6dOuHv3LhhjaNSoEebMmYMGDRoUwd4QQgghRFt0L0AIIUTfynTQTQghhBBCCCGE6JNQ/SyEEEIIIYQQQgjJDwq6CSGEEEIIIYQQPSlzHanl5OTg5s2bKFeuHIRCeuZACCFEO2KxGG/fvkXdunVhaFjm/o2WCmKxGK9evYKlpSVvSCtCCCFEE4wxpKamwtnZWaOYsszdLdy8eRP+/v5FXQxCCCEl3JUrV1C/fv2iLgbJh1evXqFSpUpFXQxCCCEl3PPnz1GxYkW185W5oLtcuXIA8m6WKlSoUMSlIYQQUtK8fv0a/v7+3P8TUvJYWloCyLtZsrKyKuLSEEIIKWlSUlJQqVIl7v+JOmUu6Jak/ytUqKDRUwlCCCFEEU2bKK1ZswZr1qxBbGwsAKBGjRqYNm0agoODAQCfPn3CpEmTsGPHDmRmZiIoKAirV6+moF6PJFXKraysKOgmhBCSb5o2UaJGzYQQQogeVaxYEfPnz8f169dx7do1tGzZEl26dMH9+/cBABMnTsTvv/+O3bt348yZM3j16hW6d+9exKUmhBBCiK6UuUw3IYQQUpg6derEez1nzhysWbMGly5dQsWKFbFhwwZs27YNLVu2BABERESgevXquHTpEho2bFgURSaEEEKIDlGmmxBCCCkkubm52LFjB9LT09GoUSNcv34d2dnZaN26NTdPtWrVULlyZVy8eLEIS0oIIYQQXaFMtwKMMeTk5CA3N7eoi0KIThkYGMDQ0JCGyCFEB1JTU5GSksK9FolEEIlECue9e/cuGjVqhE+fPsHCwgL79++Hj48Pbt26BWNjY9jY2PDmL1euHN68eaPP4hNCCCGkkFDQLSMrKwuvX79GRkZGUReFEL0wMzNDhQoVYGxsXNRFIaRE8/Hx4b2ePn06ZsyYoXDeqlWr4tatW0hOTsaePXsQEhKCM2fOFEIpCSGEEFLUKOiWIhaLERMTAwMDAzg7O8PY2JgygqTUYIwhKysL7969Q0xMDLy9vTXufZkQIi8qKgouLi7ca2VZbgAwNjaGl5cXAMDPzw9Xr17F8uXL0adPH2RlZSEpKYmX7X779i3Kly+vt7ITQgghpPBQ0C0lKysLYrEYlSpVgpmZWVEXhxCdMzU1hZGREeLi4pCVlQUTE5OiLhIhJZalpWW+h5sSi8XIzMyEn58fjIyM8Pfff6NHjx4AgIcPH+LZs2do1KiRLotLCCGEkCJCQbcClP0jpRld34QUrilTpiA4OBiVK1dGamoqtm3bhtOnT+Po0aOwtrbG0KFD8c0338DOzg5WVlYYN24cGjVqRD2XE0IIIaUEBd2EEEKIHsXHx2PQoEF4/fo1rK2tUatWLRw9ehRt2rQBACxduhRCoRA9evRAZmYmgoKCsHr16iIuNSGEEEJ0hYJuQgghRI82bNig8n0TExOsWrUKq1atKqQSEaLe03dpiPuQATd7c7g7mBd1cQghpESjoJsQQgghhAAAkjKyMH77LZyNfsdNa+7tiJX96sLazKgIS0YIISUXNe4kBZKdnV3URSAk/3KyAMaKuhRlUnauGIyOPSHFzvjtt3DhcQJv2oXHCRi3/WYRlYgQQkq+Ig26z549i06dOsHZ2RkCgQAHDhxQu0xmZiZ+/PFHuLq6QiQSwc3NDb/99pv+CystJxOIvQDkFq+AUywWY968eXB3d4epqSlq166NPXv2AABOnz4NgUCAv//+G/Xq1YOZmRkaN26Mhw8f8tZx8OBBfPHFFzAxMYGHhwfCw8ORk5PDvS8QCLBmzRp07twZ5ubmmDNnDgBg9uzZcHJygqWlJYYNG4bvv/8ederUAZB3no2MjPDmzRvetiZMmIBmzZrp8YgQokLKa2CRJ3Dgq6IuSZmTkZWDL2YdR+91F4u6KKQYKLH3AqXQ03dpOBv9DrkyD8RyGcPZ6HeISUjXaB2nHsZrNC8hhJQVRVq9PD09HbVr18aQIUPQvXt3jZbp3bs33r59iw0bNsDLywuvX7+GWCzWWxkZY/iYncubZnxoLAzv7UJ2w3HIbjlDb9s2NTLQapzwefPmYcuWLVi7di28vb1x9uxZfPnll3B0dOTm+fHHH7F48WI4Ojpi1KhRGDJkCC5cuAAAOHfuHAYNGoQVK1agWbNmePLkCUaMGAEAmD59OreOGTNmYP78+Vi2bBkMDQ2xdetWzJkzB6tXr0aTJk2wY8cOLF68GO7u7gCA5s2bw8PDA5s3b8a3334LIC9DvnXrVixcuLDAx4mQfLm7G8hMAW5vB7qtLerSlCmXnr5H6qccXI1NLOqikGKgJNwLlBVxHzJUvh/7Pl1p+26qlk4IIcoVadAdHByM4OBgjef/66+/cObMGTx9+hR2dnYAADc3Nz2VLs/H7Fz4TDvKmxZrsgsAILi4Cj6n9TeOatTMIJgZa3aKMjMzMXfuXJw4cYIb29XDwwPnz5/HunXruOB5zpw5CAgIAAB8//336NChAz59+gQTExOEh4fj+++/R0hICLf8rFmzMHnyZF7Q3b9/fwwePJh7vXLlSgwdOpSbNm3aNBw7dgxpaWncPEOHDkVERAQXdP/+++/49OkTevfund/DQ0jBmNl//psxQIsHXKRgtHmYSEq/knAvUFa42pmpfN/NXnmHaqqqpW8a6q+T8hFCSElVotp0Hzp0CPXq1cPChQvh4uKCKlWqICwsDB8/flS6TGZmJlJSUrif1NRUnZUnGcWnN8/Hjx8jIyMDbdq0gYWFBfezadMmPHnyhJuvVq1a3N8VKlQAkDecDQDcvn0bM2fO5C0/fPhwvH79GhkZn59+16tXj7fthw8fwt+f/w9V9nVoaCgeP36MS5cuAQAiIyPRu3dvmJsXn2NIyhhD0ee/c7OKrhxlkFAq6P7z7usiLAkpiXRxL5CSklKIJS45PBwt0NzbEQYyD8aEAGo6WyldThfV0hWtk6qpE0JKixLVe/nTp09x/vx5mJiYYP/+/UhISMDo0aPx/v17REREKFxm3rx5CA8Pz/c2TY0MEDUziD9xbt4vW2trRI0Nkl9IR0yNDDSeV5JVPnz4MFxcXHjviUQiLvA2MvpcxUuSbZJUyUtLS0N4eLjC6n0mJibc3/kJlJ2cnNCpUydERETA3d0dR44cwenTp7VeDyE6I5T6+sv5xA/CiV5J386P3noDsfM7FFlZSMlTFPcCZcnKfnUxbvtNXjVxMYB7r1LQ4ufTCquMF6Rauiyqpk4IKY1KVNAtFoshEAiwdetWWFtbAwCWLFmCnj17YvXq1TA1NZVbZsqUKfjmm2+41y9fvoSPj4/G2xQIBEqreAuFQo2rf+ubj48PRCIRnj17xlUflyad7Vbmiy++wMOHD+Hl5aXVtqtWrYqrV69i0KBB3LSrV6/KzTds2DD069cPFStWhKenJ5o0aaLVdgjRKV7QnVl05SiDZGuXi8UMQiFVOSea0cW9QEpKCipVqlRoZS5JrM2MsGmoP2IS0jFu+w1EvUqBWCqBrajKeEGqpcuiauqEkNKoeESMGqpQoQJcXFy4f7IAUL16dTDG8OLFC3h7e8stIxKJIBJ9zmDptkpZ8blJtLS0RFhYGCZOnAixWIymTZsiOTkZFy5cgJWVFVxdXdWuY9q0aejYsSMqV66Mnj17QigU4vbt27h37x5mz56tdLlx48Zh+PDhqFevHho3boydO3fizp078PDw4M0XFBQEKysrzJ49GzNnzizwPhNSIEyq06WcT0VXjjIgO1eM6Yfuo6mXA9r7VoBA5rvz4O2X6Fa3YhGVjpQ0urgXIOoxxnDvpfw9k3SVcUn2WlIt/cLjBF4VcwOBAE28HDTOckuqqWuyTUIIKUlKVJvuJk2a4NWrV7wOuh49egShUIiKFYvghq2YdQY0a9YsTJ06FfPmzUP16tXRrl07HD58mOtFXJ2goCD88ccfOHbsGOrXr4+GDRti6dKlagP2AQMGYMqUKQgLC8MXX3yBmJgYhIaG8qqkA3k1A0JDQ5Gbm8vLihNSJJjUqAQ51KZbn3Zde45tl59h9NYbAADZpPaVmA9FUCpSUhW7e4FSSpMq49JW9quLJl4OvGlNvBywsl9dvW2TEEJKiiLNdKelpeHx48fc65iYGNy6dQt2dnaoXLkypkyZgpcvX2LTpk0A8nrNnjVrFgYPHozw8HAkJCTg22+/xZAhQxRWJ9O/4hV0CwQCfP311/j6668Vvs9kOjipU6eO3LSgoCAEBSlvpy47v8TUqVMxdepU7nWbNm0UVlN/+fIl2rdvz3XiRkiREUsH3ZTp1qe3Kfzq+/K9lxev71JSuEr+vUDppG2VcWszI8zo7IPLMR8gANDAw17rrLQuq6kTQkhxUqRB97Vr19CiRQvutaS9VUhICCIjI/H69Ws8e/aMe9/CwgLHjx/HuHHjUK9ePdjb26N3794qqz7rVTHLdBeVjIwMrF27FkFBQTAwMMD27dtx4sQJHD9+nJsnOTkZd+/exbZt23Do0KEiLG0+pb4BhEaAub36eUnJIP0Aidp065fMwzrZr85i81WalQHc2gpUCQJsKhd1acqMEn8vUEppU2VcV52f6aqaOiGEFDdFGnQHBgYqzZwCecNKyapWrRovmCtaxeVOsWgJBAL8+eefmDNnDj59+oSqVati7969aN26NTdPly5dcOXKFYwaNQpt2rQpwtLmQ2YasLhq3t/Tk4pRhEAKhFGmu7DIfsvLfoKKTR9qZxYAF5YBf88Epjwv6tKUGSX/XqD0UtSTuaIq47rs/EzTbRJCSElSojpSK3Yo+AIAmJqa4sSJEyrnKdHDgyV9zrCAiQGB5kO5kWKMqpcXGtl4SranctmO1YpM7Lm835k0hjMhAL8n89j36XCzN5fLNuu68zNNtkkIISUNBd0FUkxuFIl+ber8+W9xDiAsQ0F3ZipgZA4IS1Sfi5rhZbqperk+iWWrl8u8X2yeXxqpbk9KSFnl7qA88NXlGN2abpMQQkqaUngnXYiKzZ0i0at0qSf40tnR0i7mLDCvIrCtV1GXRD8o011o5KqXy3x3CovLdykF3YRojTo/I4QQ9SjoLpBicqNICo84p6hLUHiOfJf3+/EJ4P2Toi2LPkiP0y0XFhJdkq1eXlxibDkGmnf4RAjJI+n8zEDmg20gEKC5tyNlqwkhBBR0F0yxvXMkesPKUKbb3vPz36fmFl059EU66FbRiRMpOIYSUr282BSEkJJFF2N0E0JIaUZturXFuzmnG7QypyxVL09///nvStr1PlsiSJ9LCrr1S7YjteJavZy+0wnJF+r8jBBCVKOgWxt7hgAJ0Z9fF5sbRVJoylLQLd3O2cSmyIqhN1S9vNDIHl3ZILvYfJPSdzohBUKdnxFCiGJUvVyVzFTg7p683ze3APf2Am/uSM1AN2hljlSb7ocPH6J8+fJITU1VuUhoaCi6du2q1Wbc3NywbNkyrYv3/fffY9y4cVovp5B0VfrSWK2eV71crHw+UmBisUz1cpmvzuIT6xabghBCCCGkFKGgW5X9o4C9Q4EDXwEHx8i/X3zuFBEYGIgJEyYUdTEKxYwZM1CnTp2i2bhU0D1lyhSMGzcOlpaWKhdZvnw5IiMjdVqM2NhYCAQC3Lp1izc9LCwMGzduxNOnTwu+EbFUIFoaM/yMqpcXFnVHt9hULy8u5SCEEEJIqUJBtyoP/sj7/e/vSmagGzRdysrKKtTtMcaQk6Nlb+T/BWrPnj3DH3/8gdDQUKWz5ubmQiwWw9raGjY2NvkvqBYcHBwQFBSENWvWFHxlvExwaQy6KdNdWNT2Xl5svkqLTUEIISXY03dpOPUwHjEJ6UVdFEJIMUFBd0EUk/uz0NBQnDlzBsuXL4dAIIBAIEBsbCwA4N69ewgODoaFhQXKlSuHgQMHIiEhgVs2MDAQ48aNw4QJE2Bra4ty5crh119/RXp6OgYPHgxLS0t4eXnhyJEj3DKnT5+GQCDA4cOHUatWLZiYmKBhw4a4d+8er1znz59Hs2bNYGpqikqVKmH8+PFIT//8D8jNzQ2zZs3CoEGDYGVlhREjRgAAvvvuO1SpUgVmZmbw8PDA1KlTkZ2dDQCIjIxEeHg4bt++ze1rZGSkwsxvUlISBAIBTp8+zSv3kSNH4OfnB5FIhPPnz0MsFmPevHlwd3eHqakpateujT179uStRDZa+C/ju2vXLtSuXRsuLi7cW5GRkbCxscGhQ4fg4+MDkUiEZ8+eyVUvT01NxYABA2Bubo4KFSpg6dKlCmsqZGRkYMiQIbC0tETlypWxfv167j13d3cAQN26dSEQCBAYGMi916lTJ+zYsQMFJh1ol8ah0qhNd6ERy3yOik1mW5aA/iUSQvIvKSMLgzZcQcvFZzA44ipa/HwagzZcQXJGdlEXjRBSxOgOoyAYA7LS9fejYZXX5cuXo1GjRhg+fDhev36N169fo1KlSkhKSkLLli1Rt25dXLt2DX/99Rfevn2L3r1785bfuHEjHBwccOXKFYwbNw5fffUVevXqhcaNG+PGjRto27YtBg4ciIyMDN5y3377LRYvXoyrV6/C0dERnTp14oLjJ0+eoF27dujRowfu3LmDnTt34vz58xg7dixvHT///DNq166NmzdvYurUqQAAS0tLREZGIioqCsuXL8evv/6KpUuXAgD69OmDSZMmoUaNGty+9unTR6vT9v3332P+/Pn4999/UatWLcybNw+bNm3C2rVrcf/+fUycOBFffvklzpw5ozToPnfuHOrVqye37oyMDCxYsAD/+9//cP/+fTg5OcnN88033+DChQs4dOgQjh8/jnPnzuHGjRty8y1evBj16tXDzZs3MXr0aHz11Vd4+PAhAODKlSsAgBMnTuD169fYt28ft5y/vz9evHjBPXjJN+kq5eJSmAmmIcOU09H5XnvmCf68+1puerHtvby4lIMQUiKN334LFx4n8KZdeJyAcdtvFlGJCCHFBfVeXhBv7wFznfW3/h9eAcbqewG1traGsbExzMzMUL58eW76L7/8grp162Lu3M9jLP/222+oVKkSHj16hCpVqgAAateujZ9++glAXjvl+fPnw8HBAcOHDwcATJs2DWvWrMGdO3fQsGFDbl3Tp09HmzZtAOQF7hUrVsT+/fvRu3dvzJs3DwMGDOCyt97e3lixYgUCAgKwZs0amJiYAABatmyJSZMm8fZHUhYgLxseFhaGHTt2YPLkyTA1NYWFhQUMDQ15+6qNmTNncuXOzMzE3LlzceLECTRq1AgA4OHhgfPnz2PdunUIaNaUv/B/Gd+4uDiFQXd2djZWr16N2rVrK9x2amoqNm7ciG3btqFVq1YAgIiICDg7y19H7du3x+jRowHkZf+XLl2KU6dOoWrVqnB0dAQA2Nvbyx0Hybri4uLg5uamySFRrLRXLxdT9XKF0t8DaxoBPl2A9ovyvZpbz5Mw/8gDAEBII1fee3IdqeV7K7pWfEpCSFF4+i4NcR8yaMivfHj6Lg1no9/JTc9lDGej3yEmIZ2OKSFlGAXdpdjt27dx6tQpWFhYyL335MkTLuiuVasWN93AwAD29vbw9fXlppUrVw4AEB8fz1uHJEgFADs7O1StWhX//vsvt+07d+5g69at3DyMMYjFYsTExKB69eoAoDBw3blzJ1asWIEnT54gLS0NOTk5sLKy0nr/lZHe5uPHj5GRkcEF4RJZWVmoW7eufDD2X/D58eNH7sGBNGNjY97xlPX06VNkZ2fD3//zuNfW1taoWrWq3LzS6xEIBChfvrzcOVDE1NQUAORqJmiNV728FAbdVL1csWu/AWlvgSvrCxR0v0vN5P5Wd3SLTYJZuiCMFaOCEaJfSRlZGL/9Fi9obO7tiJX96sLazKgIS1ZyxH1Q/T839j0F3YSUZRR0F0SF2sDgI+rnyy8jswItnpaWhk6dOmHBggVy71WoUOHzZoz4/1AFAgFvmuC/G0+xFlVO09LSMHLkSIwfP17uvcqVK3N/m5vz/wFdvHgRAwYMQHh4OIKCgmBtbY0dO3Zg8eLFKrcnFOa1lGBS1YQlVd1lSW8zLS0NAHD48GFe+2wAEIlE8kH3f5luBwcHJCYmyq3b1NSUO14Fpei8aHIOPnz4AABcNjzfxKU8003VyxXTQ5yp7vAWn+rlUi2ucrMBQ+OiKwshhUhVtehNQ/2VLEWkudqpvmdzs6eAm5CyjILughAYaFT9uzAYGxsjN5cfGH3xxRfYu3cv3NzcYGio+1N96dIlLoBOTEzEo0ePuAz2F198gaioKHh5eWm1zn/++Qeurq748ccfuWlxcXG8eRTtqyTAfP36dV6GGpAbTksR6Q7PAgIC5GfI/sh//V8gWrduXURFRaldvywPDw8YGRnh6tWr3LFLTk7Go0eP0Lx5c43XY2ycFwzIHgcgr/M8IyMj1KhRQ+vy8ZT6TLf0kGFUvZyjo87EpB+AyXakJrdJnWxRB4ylagWlvwOsXZTPS0gpoa5a9NlH75DLGFU5V8PD0QLNvR1x4XECcqW+8wwEAjTxcqBjR0gZR0F3QRSX7Azy2j5fvnwZsbGxsLCwgJ2dHcaMGYNff/0V/fr1w+TJk2FnZ4fHjx9jx44d+N///gcDA4MCbXPmzJmwt7dHuXLl8OOPP8LBwYHrpfu7775Dw4YNMXbsWAwbNgzm5uaIiorC8ePH8csvvyhdp7e3N549e4YdO3agfv36OHz4MPbv3y+3rzExMbh16xYqVqwIS0tLmJqaomHDhpg/fz7c3d0RHx/PaxuujKWlJcLCwjBx4kSIxWI0bdoUycnJuHDhAmwsTTHQ4T5/gf8y3UFBQRg2bBhyc3O1Oo6WlpYICQnBt99+Czs7Ozg5OWH69OkQCoVaZcidnJxgamqKv/76CxUrVoSJiQmsra0B5HXyJuk1vkCkA1FxLnDlV8CxGuDerGDrLS6oerligoJ9Lygie3TlYvCi/C4ViwGhggcNGe8p6CZlgrpq0YN+u8L9XRKrnBdmO/WV/epi3PabvIcYTbwcsLJfXb1ulxBS/FHv5QXx+naxqZYaFhYGAwMD+Pj4wNHREc+ePYOzszMuXLiA3NxctG3bFr6+vpgwYQJsbGy46tgFMX/+fHz99dfw8/PDmzdv8Pvvv3MZ2Fq1auHMmTN49OgRmjVrhrp162LatGkKOwyT1rlzZ0ycOBFjx45FnTp18M8//3C9mkv06NED7dq1Q4sWLeDo6Ijt27cDyOskLicnB35+fpgwYQJmz56t0X7MmjULU6dOxbx581C9enW0a9cOhw8fRlPh7bz2rdL+y44GBwfD0NAQJ06c0Ggb0pYsWYJGjRqhY8eOaN26NZo0aYLq1asrbCOujKGhIVasWIF169bB2dkZXbp04d7bsWMH1wlegUhnt59fBv4MAzZ2LPh6iwuqXq6YrjLd0n+rrV6uk01q79IaYIEb8Oq/noVzPn1+rzQOk0eIAuqqRUsrST1xF8XwXdZmRtg01B+nwgIRMbg+ToUFYtNQ/xL1kIIQoh8CxsrW3eaLFy9QqVIlPH/+HBUrVuS99+nTJ8TExMDd3T0vAJphrX6FPTYAvj31VNri6fTp02jRogUSExNhY2NT1MXRvfT3wO/jgZizQGYK/73u/wPcmwOW5bBq1SocOnQIR48eLdjm0tPh4uKCxYsXY+jQoQVa15EjRzBp0iTcuXNHaZMCuetcmYUeedk+AChfC3hzJ+/vKS8AkWWBylksHPsJ+Gdl3t/Bi4AGI4q2PMXBq1vAeqlmFtOT8p2FPnr/DUZuvg4A6OdfCduvPAcAxM7vgIdvUhG07Cw374TW3pjQukp+S51/ku9416bA4MPA3mHA3d1504aeACrVV7iYqv8jpGRISUmBtbU1kpOTddpRZ0k1aMMVuWrRqpwKC9Rr1lgX2WlF+ySp6k3t1AkhBaXt/xGqXl5Qd3aWuaC71Hl5A7i0Gmg1HbCpBJyYDjz4Q/G8+4bl/f4pHiNHjkRSUhJSU1Nhaal5EHrz5k08ePAA/v7+SE5OxsyZMwGAl63Or/T0dEREROimDb90Jlg6A5iTWTqCbjFVL5ezXqZfAx11JlbsH+0a/5fpk+7DoTR2HkiIEoqqRauir564ddWLOg3fRQgpbijoLqhi0pEaKYBfW+T9TowDhh0HUl6pX+ZTMgwtnHgdvmnj559/xsOHD2FsbAw/Pz+cO3cODg4O+VqXtJ49dfgASDoo/SjVU3tpqXbLq15OHakplPNJL0E3k3nIUeRBuaEo73e2VNvW0nKdE6IBSbXomIR0xL5Ph4FAwGvLLUtfPXHrqhd1bYfvovHJCSH6RkF3QZXBoDswMBClslVCwsP//tBg3wrQ7rVu3bq4fv16vpcvNNKZvowPn//O1V97uEJFbbrVy83K96LSh1Q2yJa1/O9oTGxTBNXLJSSFzfk8tjgF3aQscnf4HHTqoidubYJZXWanNR2+i8YnJ4QUFupIraAMStk4ri9vAKfnA9mf1M9b2nxKBh4d1SzrWRaCNKZknG5xaQm6pasPl4HzmR85uvkekP64iMXF8FhLOg0Ul/Jh8gjRwsp+ddHEi18DS9OeuPPTiZkm2WlNSYbvMpDpk8JAIEBzb0cueFeVWSeEEF2iTHdB6ain32JDUtVaaAA0/7Zoy1IUtvXO6yhNnbLQ3lNZ0FFaghGqXq6edOZXa4qD6703XsC3onwnlf++ToGHozlEhrofskwtyfmXHSaPkDJMtsq5NlWv81NNXNPstKbUDd9F7b4JIYWJgm4FtKo6XdqCbom3UfzXudmAQRmpaqXJ+S/BN+QaX9/KHixQ9fLSSdExKED1ct6qpf7+/c5rhUF38PJzaOhhhx0jGulkm1rhgm7pTDdVLycE4Fc510R+g1lJdrqgVdol1D000LbdNyGEFEQpjRjzx8goL6jMyFD9RcwjKIKsTGFLegbMrwwcDivqkhQOTQKwEpzpllzfkutdodd3lAcdpaZ6OWW6eRSd7wJUL+e16Zb6OydXrPQjdunpB8Vv6JuiTHcJ/owTUpQKUk28IFXalXF3MEeLqk5yAbSuM+uEEKIKZbqlGBgYwMbGBvHx8QAAew2WyREz5HwqPe2fJaM254rFyP5vvwzPLoVhdgZw9Vd8ajW76AqnJ7IjVYvFuWqfRmV+ygArYeedMYaMjAzEx8fDxsYGBgYqHhita6b8vdKSAaQhw/gU1WDIKUBHakqm5+QWw2MtCbbFlOkmpKAKEswWpEq7tnSdWSeEEFUo6JZRvnx5AED8m9caBd3JKamIj4nRb6EKUfX/fqelZ+D9jb9gkhQN0+RE2P43PaYU7atEdZnXnz5mQPUtA/Ai9gmyrMSATCctJYGNjQ13nedLbikJRqh6OZ+OM93SpHsvz8othrUKuEy3dI9vlOkmJD90EcxqW6U9v9S1+1aEhhcjhOQHBd0yBAIBKlSoACdbC43mt7axhbm7u55LVfgsLCxgfSwEAMCsXLjp7qVwX2WZiNT3SO/5V3/kVm6C7P77CqFEumNkZKQ6w60Jql5eOjDGf2ikKOjW0ZBh0mnvHHExPNYK23RT0E1IfuUnmC0K2mTWaXgxQkhBFGnQffbsWSxatAjXr1/H69evsX//fnTt2lWjZS9cuICAgADUrFkTt27d0nnZDKDZjaGhkREMTWQrKJd8BgafLw1Bykvub5NSuK+yhBpmrw2eXYCBSFQis90FUlqq3ZblIcNe3wG29gJaTQXqfpk3TWH1ct03ocjOYcWvYoHC3stLyXVeAhTnewGSPwWtJl7Y2WRNMuv56ZGdEEIkirQjtfT0dNSuXRurVq3SarmkpCQMGjQIrVq10lPJoHmWo7T2Xq4ukMzNBiI6AEd/LJzyFCZtsp6fkvRWjCKTFq/6/VJZvbzoilEk9o8C0t4AB8d8nqawenn+hwyTrlIufXizi2P1coXjdJeS67wEKNb3AqRAlHVipkx+xvcuDJIe2XNlnhhK98hOCCGqFGmmOzg4GMHBwVovN2rUKPTv3x8GBgY4cOCA7gsGaH7DVRZ6L1ck+jgQdz7vp+3s0pXt1SbozkoHTG3Vz1dSXFoL/PWd6nmoennJp+gcKpqmqyHDil1qW4aiTPfv44Ga3QGRZdGUqQwp1vcCpFAV12wyDS9GCCmoEpemjYiIwNOnTzF9+nSN5s/MzERKSgr3k5qaqnxm6eqVmo5FXJqCTWnqbpKlH0pEH9NvWQqbNgFYacuGqQu4gdKzz4x6L+dRVIPhwFfAPysLvyyFLTcrr4aH7DBhd/foZPXz5s1D/fr1YWlpCScnJ3Tt2hUPHz7kzRMYGAiBQMD7GTVqlE62Xxppey9Air/inE2m4cUIIQVVooLu6OhofP/999iyZQsMDTVL0s+bNw/W1tbcj4+Pj+IZ3z8B5lX6XF26tAQW+aVu/6Wr1b+4pt+yFDZtgu7SUtVaG5o+kCrupKsSl7VMtyLKPvPHfirwqov9I43Xt4CfvYHEWP50oW4qg505cwZjxozBpUuXcPz4cWRnZ6Nt27ZIT+cHEcOHD8fr16+5n4ULF+pk+6VNfu4FZB/Ap6Sk6LmURFuXYz6ofF/V+N7Snr5Lw6mH8ToJ0iXrEggEaO7tCAOZRIvBf9Mpy00IUafE9F6em5uL/v37Izw8HFWqVNF4uSlTpuCbb77hXr98+VJx4H1mAZDzEbj4CxA0R/Ogu7hXm8wv2YyPhFgMCIWlty07ALy5o/m8paWqtTZKywMp6c9uaf0cK6Nof3V8LSs7vAz89t7FmoH6kQw08ddff/FeR0ZGwsnJCdevX0fz5s256WZmZgUbzq8MyO+9wLx58xAeHq7HkpH8UtQruCLqssmqehd/n56pVcdsitbV2NMe/u52uPj0PTetOPbITggpnkpM0J2amopr167h5s2bGDt2LABALBaDMQZDQ0McO3YMLVu2lFtOJBJBJBJxr5U+3RbKDPdQ1oeLUbb/4mxAKOIH3coC9LKgtASg2igt+yyd3S7L7XYzPgBmdsW2BsOLxAyM334Tw5p5oL1vhcLduIF+hgFKTk4GANjZ2fGmb926FVu2bEH58uXRqVMnTJ06FWZmqqu1ljX5vReQfQCfkpKCSpUqFVq5iXKK2nFLUza+t2wP54rbg79D4M+nkCjVEZuiYb40Wdflpx/QxMsBp8IC89UjOyGkbCsxQbeVlRXu3r3Lm7Z69WqcPHkSe/bsKfj40QYyh0LjwKKEZGy0lf1R8fSFnkC/7TKZbsHnDHhZU0wDlXy5sVmz+UrLPkseFnVZ9XnYrLJoaQ3gx9c6f5iiZJhutTKycmBm/Pn7+KcD93DjWRJGb72B2PkddFY+jajJdKempvIe5Mo+5FVELBZjwoQJaNKkCWrWrMlN79+/P1xdXeHs7Iw7d+7gu+++w8OHD7Fv376C7UMpk997AU3ODSl8knbcqshmkxVloeu72eJqbKLcsrkMvIAb4HfMpmhd9VxtcS1O0boYN1+Lqk6a7SAhhPynSIPutLQ0PH78mHsdExODW7duwc7ODpUrV8aUKVPw8uVLbNq0CUKhkHeDAgBOTk4wMTGRm54vsjdX2tyA/jkZSH0F9N5cejpWe/K34ulZqcDGjoCZw+dpBkbA4qpAjW5A+zLWBrG0ZH0B4NBYzeYrLVXqJZnu0txUQhPZ//XKq8dr+ffbrzSeNzuHIVOYi3epmahoa4aUj0V4vRmqDtJkmypNnz4dM2bMULnMmDFjcO/ePZw/f543fcSIEdzfvr6+qFChAlq1aoUnT57A09NTu3KXMMXqXoAUKnW9gs/v7ou+/pV50xRloa8rCJKVke6YbfrB+3LruqFmXdRTOSEkP4o06L527RpatGjBvZZU/QoJCUFkZCRev36NZ8+eFU5h5KqX/3cDamwBZKUpX44x4Mq6vL9f3wac6+ileMVOhtQ/qdPz8n5fWUdBd1lQWppeUND9GWM6r8GgapgwdU3oO644j+j4NBwY0wSConyQqaYjtaioKLi4uHCv1WVSx44diz/++ANnz55FxYoVVc7boEEDAMDjx49LfdBdrO4FSKFS1yt4Aw973mtlmXFxPiodXnqaoHhdapajnsoJIflRpEF3YGCgyhuzyMhIlcvPmDFDbVZBY7I3dpLAQl3QLV1xsrRUuyWaK+3nPCw6r1dnaaVln7mg26Boy1Ec5GQWqxoM0fF537m/334FnYfcSc8AQxPAQoPqoWoCfktLS1hZWaldDWMM48aNw/79+3H69GmNmkPdunULAFChQiG3Yy8CxepegBQqD0cLNPd2xIXHCbyhwpS141aXGRdCfdD8merPt1DAD+aVlYkQQjRBKR5luEy31FPY0D/l55PujImGHSp7SnumW1EHYy9LyRBxkgdrpaVJSEFkvJcfLktaEfXuLtT1qUl6BizzBTa00Wx+HX2njxkzBlu2bMG2bdtgaWmJN2/e4M2bN/j4Ma/vjCdPnmDWrFm4fv06YmNjcejQIQwaNAjNmzdHrVq1dFIGQoqrSW29Ud2Z/79GWa/g6jLjfq62vNfmIsUPVRt72qOBu53C95Sti3oqJ4QURInpSK3QSYIpA2Ng9GUgNxMor+DmRzroev8YqNygcMpHiofS/qBFttkFANzfDzQYBVRuWPjl0SVJIEnVy4GlCoZRlMbEOqsRoCqjKUsoEECoy4cizy7l/U6MBVY3Vj+/jj7fa9asAZCX0ZUWERGB0NBQGBsb48SJE1i2bBnS09NRqVIl9OjRAz/9VPAx0gkpKrI9gstS1IlZTWcrzO3mCwsTQ9x4nii3rLrM+Kah/rj9PBE/7r+He69SkJ6puDkUY5qtKyYhnXoqJ4ToBAXdijD2uaql0BBwqqZ8Xun2rQdHA3UH6LdspHgpLe2blREqCbQe/10Kgm5q062xxFjAXjftirXJmQsEAnU1QPMv/r76eXSU4Vf3oKFSpUo4c+aMTrZFSFFTNV629DBdijpE+/d1CkIirqgc4mtlv7oYt/0mb/3VnS0RFpQ3bvviY9H493WqyjJefPoeMQnpCtclndF2d6BgmxCiG3S3KSGdTWHiz8GUsqBDojRVLxaX8qytPuggE/bn3de4/Typ4GXJj39+AVY3AtLiFb+vLMtYGqpkS86dus94qaRlMLmxU9543muaAOeW6KdIChT5ZVZE1eoJKQxP36Xh1MN4xCSk63S9isfLzhumS3rbZ6Pf8TLMgOohviSszYywaag/Do5pjJrOeX0q3HuZgs6/XECvtf8oXK8ise/TuXWdCgtExOD6OBUWiE1D/XkPBwghRBco082RurvLzf4cTCuqXiutNAXduqhKmZsjP+Z5SVStI/DgD/XzsYJlup+8S8PorTcAAA9nt4PIsJADwGM/5v2+sFzLBYs6GtIBybmjTLd6KS+Bf1YCb+/l/TT7Ru0iuohXhTpPdGu4NkvnvGEgS3vzEVImaZqJzg9lvYtLD9Pl7mCutkM0VctKKMpoazN0mHQv5JTRJoToG91tSkinVMQ5UkG3mgCSgm6+3MyCr+M/T9+lYeqBe3iZ9FFn65RzPVLxdFNbxdNlFbB6eWJ6Fvd3Vk4R3uDnaHneSkOgStXLtfPxQ6Fshkll4YUCgW6z3ZquTPLgkIJuUgppkonOL3XBdOz7vKy6ug7RVC0LKM+UazJ0mIFAgObejgUOsvVVU4AQUjqVgpSkjkjfeGsTdOdS0M2TkwkY6+Zpce91F5GQloVrcYk48nUznaxTzsnZiqcbioD2PwN/hqlevoCZ7mLDQFV2QwC56sifkoA7u/JqBBhrf/NULJTlIcPeP9Z+mZws9fNIYdpWYZcsJ7WYQCCAoChqVQgp6Calk6aZ6PxSF0xLssvKOjHTZFmgYEOHFbQXcn3WFCCElF6U4pGQC7rLYJtuXQSQ2mZMVUhIy7vJ//d1is7WKSdd/uYDQF6v9W4aBPp6aAefnJGNeUf+xYM3etxvWapueuwUjCl8aTWwbzhw9Af9lUnfxGW0evnTfHbYpaOUM2OqLzfpt4SCImrXTUE3KaU0zUTnlySYNpD54CrKLq/sVxdNvBx489maGcndmCpaVt23toUJP2FS39UWq/rV1UmbbX3WFCCElF6U6VaE16abqpdrJedTwddRHBgYa3a3r8ObckmwMf3QPRy49QrrzjxF7PwOOlu/SvFRyt9TFZTe3g50Wqbz4hQKbsiwUtA+XRv39uZvOS0fTuS3Tbd0T98C6Lh6uTKeLYEnJz+/5r73qSM1UrpomokuCHU9gktIOjGTHpbLzsxY5bKKssyKpHzKweah/sgRM50O96XvmgKEkNKLgm4J6eApPgrYPzLvbwq6tZOrXRVUZYq0fTOQV71ck2qtBawdoCiguPsyuUDr1Jh0lj5GRfZTVbBVkodMK6u9l2fmswZFYQXdUn/ndaSmw6hbWaFkmxhQppuUUurGptZFwKgomFa1XtlOzFQtqyjLrEyOmKFFVaf874gCmtQUoKCbEKJIGatXqYL0zZUk4AY0CLpLcNAhS90NpqGJ+nXo6CFEn/UXdbKefDMw0iwDWsDzrygGEBRW5lWcrX4eACofPpTkNu1ltSO1XE3PuyypizXllU6KonArUpsRCnWc6VZ2vco+eKGgm5Riiqp1F7SdsyLuDuZoUdUpX0GoomWVdZ6mjC6y9rIKo6YAIaR0oky3hPTNVWba57+1adNt56nbMhU2de2Tx14DltVUsw7dBGE3nyXpZD35ZiDSLBjTYdDJ1XbW2RrV0DT4UnUcSnJQUlaHDMvv/krf6O4aBAw7oXr2/G0l3x2wqZWTqfz7STbTLelYkMbpJqWQtpno4kLTYcZ0mbWXVRg1BQghpRMF3RLSN1fSgYTaTLdU4GJZQbdlKmzqAigzOw3WUYIzn9IMRZrNV8CHDIqyeIXWxFjTpgClNSgtq5luTfe3z1Zg5wCpCVLfkS+uFqgIKgNr6Uy3rj4MF1f91+mfkvUJZY6J5Hv/7X3At6duyqBHmZmZuHz5MuLi4pCRkQFHR0fUrVsX7u4KOkEk5D8laWzqp+/S8CZZs+FD9ZG1l6Zpm3VCCJFGQbeEdMAp/bfKoZTAz3SX9IBTVdDtWF2zocD00Jt3kdC0erkeMr2FNkSSpk0BSmtHY2V1yDBNz2flhvzXWiZ9mZIssbpMtmybbp0E3lwv+xq26X5zL+/3+SVA6+kF376eXLhwAcuXL8fvv/+O7OxsWFtbw9TUFB8+fEBmZiY8PDwwYsQIjBo1CpaWlkVdXEKUevouDXEfMuSy7pp0nGYgEOCLyjYY3dJL46y9su1pIj81BQqyPUJI6UBBt4SyoFttpltq3pLeqZqqANIvRMN1lOAHDwKDz+U3MNawernugu5/X6egoYd9IWa6Na1eXgqD7ts7gA9P8/6mTLdict99hVPVmslkugvl8pNtRpRZSJ0ZFkDnzp1x48YN9O/fH8eOHUO9evVgamrKvf/06VOcO3cO27dvx5IlS7Bp0ya0adOmCEtMyhJNg0x1Y15r0nGaJMusyTBgirZX380W/xtUX+thxDSpKUBjehNCJCjoluAFT9J3feradEsFLiW9UzVVAaS6hw8SJfnBg4ExkPPx898adRynu3P+/d47OP1tC52tTy111cuD5uX9Lo1BqXRniaVx/1TRdH9la/noqPO0j1mqH1RJZ8IL7XlPCbwGOnTogL1798LISPGNu4eHBzw8PBASEoKoqCi8fv26kEtISgpdZmG1DTLHb7+F84/5WWzJmNczOvuozHDP6+6Lhh72WpU5L4jnr/NqbCICfz6F02EtdB4IqxrTe9NQf51uixBSvJW8Ow19yXemO0fx3yWRqiy1smr2Nq781zoIQrddflbgdeSLgfHnv4UG/HbdVi6Kl9FhplvTHll1Rt312mh03u8SGJBoRbY9b2mncaZb5jP/9JRONp+QlqmyfzLp9wSCQmpsUQKbGIwcOVJpwC3Lx8cHrVq10nOJSEmTlJGFQRuuoOXiMxgccRUtfj6NQRuuIDmDXwvq6bs0nHoYj5iEdLXrVBVkyrr9PBFno99BLPN9IBnz+nLMB5XbKm9tolXA/bn3c/n3EjOyMWzjVd68mu6z+u3xNyg9pjchpOwoY3ebKigLntQF3TmZ6tdRUuQn091ojMw6Ch50/7D/boHXkS8GUvsoNORnupt9o2Qh3QXKkpYKhTZkmMZjqpfC6uXSSvtDBTkank+hIdBobL63kv/eyz8ToJA+D7LXgLGF/repA4mJiVi5ciVSUuTHXk9OTlb6HiGA+gBZ06BcQpMgUzqYDdt9R00JVX+LaDs8l7rez6/GJeL28ySt9lmZvIy//IMGabHvKegmpCwpa3ebyuU76P70+W89VS//8+5rDNxwGQlpmepnLgiVQbeSjIpsu+CSXMWel+mWCbqVZcJ0mJ3O/e9xf7EbMszcUfX7uzRs719clbWgW1UQW7nx57+FQiBojv7LI0Msk/YqnEy31DXgPwKwci6MrRbYL7/8grNnz8LKykruPWtra5w7dw4rV64sgpKR4k6TAFmbrDWgPqgdsekaL5iNjk9TOT8gQH1XWxjIfGcZCARo7u2odVV4dWNsA8CPB+5qtc/KjN9+C1GvVD/wojG9CSlbtL7bzMzMxNmzZ7F582asW7cO+/btQ0xMjD7KVriUBt1qqh3mSGUL9VS9fPTWGzgXnYA5h//Vy/o5qgJIZcdBnJN3k8qtowRn+6Wr0Atlei9X2nN7QYPuz9sQ/3f8C60dq6rrdWLU5787LAZcmwD2XornjToAvLyus2L9sP8uWi85g49ZhfQApwRWLS4QVQ8ZFH3OFT1wE1mr346OnkcVyufBwfvz35Ub8a91cS6wsTNwaHwhFEQ7e/fuxahRo5S+P3LkSOzZs0cv2y619wJlhLoA+dLTBK2rRqsLatUH2XxT9t3F1bhEWJnykx/aDs8lya6nfsqBlYnqRMq9lykFrg4ueaCh7G5IKEC+HhoQQko2jTtSK/VDkygLOLXJdOu55269Z7pVZamVtemu3Aio3ACIuwi8vau3TPfiYw9RvYIV2vvqcSx0kVS2SBJ8tJ0DJMUBzl8oXkaHmW5xYbfpVlW93FqqDbtNJWDwn8CxqcA/KxTPn5Gos2JJ2vSfi36HtjXK62y9nKTn/NeU6Vb9ntCA32EkID+cmJZUXenyHwMdRN02lYEkFX1F1B8KnPhvaDCBEGg7G3j4Z97rmXZ5v2POAJ2VXP9F5MmTJ/D29lb6vre3N548eaLTbZb6e4EyQn3WV/XnLvZ9utzQXjMORalYIv9SPuagvpstRrfQfEgwSZnUDTcmIQTg42yFeyqy07L7rIy6Bxo+zlY0pjchZZBGd5udO3dGnz594ObmhmPHjiE1NRXv37/HixcvkJGRgejoaPz000/4+++/UaVKFRw/flzf5da9/Abdmamf/9ZzR2o5inr/0CVtq5fXH5YXcAOA0X9D1ejpGKw8+Rijt97Qy7o50u04Jee98Vig/SJ+e2+e/J0Txhji3qfzlueqlxe3IcMkVF0fIt3cXKdnfr5+bMyMVcxZALtD+a/LWtCt6mZa0fedwpoAGlz3+byOpXsvZ9DR50HdOTaQ6jRRIFDepKKwH4ypYWBggFevlPcq/+rVKwh12FFgmbgXKCM8HC3Q3NtRadXtBu52KpeXrRqtydBe+ZXLGK7GJmrdu7o2ZfJztcWcbr4q55HdZ2Wdral7oLGy3xc0XBghZZBGme4yMTSJ0urlar4YJUNMAfwxu/UgV7aLT13TtiO1Doul3v/vxrwkj9MtXYVcdn+VXQf5vAkP/z0Kkf/EIqhGOW7a5zbdhdWRmrZBt4p9lc2E5lN27udrUGSop2D43QP+67IWdKuKYg0UPOhQVOVcj8Gn7Kp18mnIUdNpIO+YCJTX7BHnKH+vCNStWxcHDhxAw4aKax7s378fdevqLqNWJu4FypCV/epi3PabvEyw9JjXzb0dceFxAq+6tYFAgCZeDrzgV1KdWt80zTQD2pdpdEsv1K5ko9E+qxsWTfJAQ5NjRwgpOzQKukeOHKl+pv/4+PjAx8cn3wUqMvlt081bh34DTr0PKaUq6Faa6f2PJBtWojtSk27TLbO/SgOV/J2TyH9iAQBH77/9vCamZlO6JhsoO1YDekYAFk6K51d1fb+5C7g11V3ZANx+kYTalWx0uk4A8kG2umu7tNH24ZqihxJ67LvhfTo/QNbJ50FdT/3S+ygQKK/hlJtdrILusWPHom/fvqhYsSK++uorGBjkfQ/n5uZi9erVWLp0KbZt26az7ZWJe4EyxNrMCJuG+iMmIR2x79PlMsmqgnJp6qpTa0IIoIaLFe6+VF69W1HHY2cexuPWiyR8UdkWzbw/11DRtkySdU9q640PGZm4J1UO2X3WZOxtTY8dIaTsyPfdZlZWFuLj4yGWye5Wrly5wIUqEvntvVyavquXF2mmW82NpqQKY0nrSM25LvDqZl6vzUKZIcOkKXvgoYc23UXWe7lACJRTcZOs6tz+9T3Q8CvdlOs/0w7ex6BGbjpdJwD5KK6EDA+lM6pq5Cj6vlP44FF/30U91vyj+5WqrdUhk+lW9r2voxodutKjRw9MnjwZ48ePx48//ggPDw8AwNOnT5GWloZvv/0WPXv21GsZSt29QBnk7qC42ra6oFxCk17B1Wn6X6Z43PabCjPEX7jacENsuTuYI+59OrquuoBEqaG8bM2McGhMU1iaGmL1qccabVeSfbY1M8KgDVd4QXJNZyvM7eaLWlIPf5Vl0KU7W3N3MOeO3dlH73DzeaLcQwFCSNmjddAdHR2NIUOG4J9/+DdGjDEIBALk5pbQTKdOgm797ntShqbjKueTqkym5Dg4VAESHsm/X9Iy3W+jgPfRn8vdeBxwe/vn92UDDUOpNp+uTYD4KOBjInQZfOQqSHXP/iMKP7SvjvSsHFia6DjDJpv9U1fNWo/nNuVTNrquugBHC5H6mQtMNuguY1X9NPmcS1PUpluDh2uqHh4xLR5W6aS5Ra6aTiilH8QIBMrT69o2ySgEc+bMQZcuXbB161Y8fvwYjDEEBASgf//+8Pf319t2S+29AJGjLCiXUF6dGrAyNeIFxorM7+6Lvv55D2kUZYitTA1xNTYRgyOuAsiryn37RRKSP/LXm5iRjc6rzsPXxQY34pI02jdJ9lkS7Ev793Uqfj72iMteA+oz6JIq8OqqoBNCyh6tg+7Q0FAYGhrijz/+QIUKFSAotLqweqZp0B3yB7Cxo+J59Rxwxr0veBUulVRWL//vn4SyrKAkSNVztl9n1jTivxYIVWe6zR2AFj/lHYemE4DfvwauR+plnG5p/zsfg/uvUnDx6Xuc+TYQrroc11P2XKkLuvVYi2Ht6Sd4+i4dT99pNiRLgcjup/R47GWBylEKir5NN38zrJCql8tkupWup/gF3QDg7++v1wBbkVJ7L0DyRVGw/IWrLUIauyEjKweT99xVuqyzjQlOPYznMunS2fXVJx/jxrMk3vznot8pfdydmJGtcVtuSbCvSfaaMYa4DxlyHc/JklRT16QKOiGkbNE66L516xauX7+OatWq6aM8RUfTNt3uzfKGkTr2o4J1lPAn+yrH6f7vUnHyAV4p6EVcUMI7UhMI+edaUcYv4FvpBfJ+6bR6OW/NnItP3wMA9t14iYltqhRsI88u5WXp/QZrn+nWY9Cd8qkQgxnZ/SxrwYL0Z7RWX+DOjs+vTW3k589npltXCnx6PiVrV15VG1QXvBeBnJwcZGZmwty8cGtslNp7AZIv0lXR779MxsZ/YnE1NhFXY/OGk7Q1M0LKx2xID8IiyYQP+u0qN02SDXZ3MAdjDFfj5Iej1NV/3QYe9gCAyzEfVM43bvsNXhtvxfvyuZM0TaugE0LKFq277fXx8UFCgn6GhShSym7Kkp8rnq5ITqbeM0Bifbbr1qSDpaDZgF8oMOSY4vdLSvVyWbKdJ6lrVsDdmOs+063snl+bKrlK/RYE/DEReHpaPmsnPea8wgKouD6sKhaoWIU2ElNOFpBRCr+/tCH5jDYeD3Rfx3+v6TdARX+g3fzP03Q45FR+FLh6+ekFWm9RqfeatRMtLIcPH4aHhwdq1aqFxYsXq19Ah0rtvQDJt6fv0hD7Ph0b/4mVy04nZ2TDypRfrdrK1AhJMlXPJdlgQDcdtCnjameKMw/eouPKc5iyT3kWHgCiZMbuVrQv0p2kaVIFnRBS9miU6U5J+fyFs2DBAkyePBlz586Fr6+v3NAhVlZWGm/87NmzWLRoEa5fv47Xr19j//796Nq1q9L59+3bhzVr1uDWrVvIzMxEjRo1MGPGDAQFBWm8TaWUBRTPLslPM1TS7lScnRe4SMas1oNph+5hdlfVY0nmm2zALDT8XAVZUr3c1BbotFx+Wa4jtRIcdEtn9NT2aK37TLfMmuXo9HnLh6fy1ctlh9KSpSrotnPXugiMMdx9mQwvJws9dssl48bGwtpS8SU5j7Zu8u+ZOwDDZMZWzm+bbhUZY63Od0Ez3QkPtZtfVaY7q3jdLIeFhSEiIgK1a9dGxYoVMWrUKL1mvPV1L0BKNkXtl2WJkVf1e/NQf+SIGT5m5mD0tpty80lng/X5uC/uw0fM+ONflfMIkVdu2f+9svsi28Gcuo7lFPXCTggp/TT6TrOxsYGtrS1sbW3Rpk0bXLp0Ca1atYKTkxM3XTKPNtLT01G7dm2sWrVKo/nPnj2LNm3a4M8//8T169fRokULdOrUCTdvyn9xa01Z8KSoOmGdAcrX8ym54GVRYculZ/pbueyNtGvjz3+rzfxK2nSXsN7LOQL11ct5s+s+0/151Ypv+nU6ZJxAoH1VWVW1GPJRtoO3XqHzLxfQc81FpVn8f18rHz4mX+Kj+K/N7HW7/pJA8rBFUVttRddeEbbpBnTQm7+2VeFVNbMoZg8VxWIxhEIhhEIhxGKxXA/iuqave4GzZ8+iU6dOcHZ2hkAgwIEDB1TOv2/fPrRp0waOjo6wsrJCo0aNcPTo0QLsGSkIRe2XlckRM7So6oTVZ56onG/cthsIibiqch5983FW/eBIsi+yVcUlHcvJtv82EAjQ3NuRqpYTUkZplOk+deqUXjYeHByM4OBgjedftmwZ7/XcuXNx8OBB/P7776hbt4BjHyq7MbNykZ9mbAZ0XAb8MUH+vd/a5fWEXX9owcpTFKSPQd0vgQp1gJizea/VBaHCEt6mW2ioXdBdJJluXW5LoH2nUKqCl3y08d19Pa/pRtTrFNSqaK1wnuDl5xA7v4PW61bK1I7/euRZ3a27AF4lfYSJkQHszBV0ZKZrkocnijLYiui4TbehULswusAddGn9uVGxvWLWfGbRokUICQmBoaEhfvrpJ1haWup1e/q6F5A8gB8yZAi6d++udn7JA/i5c+fCxsYGERER6NSpEy5fvlzwewGiFWXtl5Vxs89r83xPxXjcAHDvVcEfuAoF+a8hNr+7L/zd7dBy8Rml86jKWNM43YQQWRoF3QEBAfouR76IxWKkpqbCzs5O6TyZmZnIzPw8XExqaqriGZXdRAZ+r12hEmOAw9/oLOjOyinEzLHkGDhWB7qsAq5FfH7PQM0QF4IS1nu5LKEhP7gowky3MjqNuV9eA25u0bIAqoJu7YMR6d7adftAQQXZLKZRwceXLajkj9loPP8kAGBhj1roXb+SfjcoOVeSa3zkWWBdc1ULKJiU/+8lSxOt++/UPZvKQJKSWkOKYm4zh7y+AAqxAzlNdO7cGe3atUNmZqbeA25Af/cCxeoBPNGKpu2upTsaO/UwPt/bE0D9f10DgQD+7nYwMhBq9UBAWgMPe7g7mCsZCu3zviij6RjnhJCyQ+O7Hzc3N7Ro0QItW7ZEYGAgKlXS842hBn7++WekpaWhd+/eSueZN28ewsPD1a9M2c2UsuqnhdTj8apThdhxj+RmXBKYSO+jUE3QLSxh43TLEhryAzJFVWp59Jjp1mdHahLaBtyA6oDj1a28c6/2uH0mHXQXWm1l2YOrrsf2QvBc6qZ18t478C5ngbqVtaueqxXJZ1RyrirUBvrvAqyVdIan8LyrP2HKviG1OdV6uy5sXIHytYAHfyh4U0HJK9QGnvxdLL/fjI2NYWxcCDUk/lMc7wXy8wBeun06yT917Zclmng5YFLbKjj1MF7tsFuqeDmZIzpedd8KkoyytZkRF/SeffQOERdi1a5fKACaen2uAl7QjLW6Mc4JIWWHxnecoaGhiImJwYgRI+Dm5gYvLy8MHz4c27dvx5s3b/RZRoW2bduG8PBw7Nq1C05OTkrnmzJlCpKTk7mfqKgoxTMqCyg0rYKpJ3/dK8RjKzkGkkBE+gZTXTBVkqqXK7qTFxoCsef5r1XRZ5tuJeGKPjuu14iqc5ubCRybqtXqeEF3fstUUMVguDAzY/5n65kee+wFIP85B4AqQUC5GqrnVzdNdhZl01mhNgkHvNvITzMwUl4IRQ8fiuH327Nn2vXv8fLlS51st7jdCwCaP4C3trbmforDw4LSQFX75fputogYXB8HxzQBAHRZdQGDI65i0G9X8r29zrUVNPmTMr+7LzYN9Ye1mRHXm7qbvTkGNnTVaP1+lW15AbUkY30qLBARg+vjVFggt35CCNGGxkH3jBkzcPr0aSQlJeH48eMYMGAAHj16hMGDB8PFxQXVq1fHmDFj9FlWzo4dOzBs2DDs2rULrVu3VjmvSCSClZUV96O0Cp7ScbqVBF+FdNdYqDGBZJ+4nsiljonG1cuLV/VLhRRlq4QG/OHh1D5s0V+mW1mKMLeoo251gdYlzTpElJAe47TQqpfLKgaZbpER/1rT+7GQzXSrozDozn8ZdVpjQxMG/2WBfbpITRPJN4UJPQz02AA4VpVfh2Q4PWVV0otA/fr1MXLkSFy9qryzqeTkZPz666+oWbMm9u7dq5PtFqd7ASD/D+CfP9diOFCi0sp+ddHEy4E3rYmXA/43qD5aVHXC4mOPNO5oTRkh8sbHXnz8kcr5GnjYIykjC4M2XEHLxWcwOOIqWvx8GjMORaGukr5DpI1u6aUwoHZ3MFfYaRohhGhK68Z1IpEILVu2RMuWLQEAiYmJWLx4MVauXIm1a9dq3BN5fm3fvh1DhgzBjh070KGDDjtYUpaXKeIxag207HSoQOQy3VI3pZpWLy9GmSClxAo6EBMaAA7ewMvrea/VDfum10y3YoUerMiq3Bj493f+tOBFwJFv87W6XOkHNEWX6i6qDSstgd6fWzEtO1JTdN1pMmSYFkXSK0Udxxkayw//5dZU+TokHUqeWQC0+EG35cunqKgozJkzB23atIGJiQn8/Pzg7OwMExMTJCYmIioqCvfv38cXX3yBhQsXon379jrdflHfCwCfH8Dv3r1bowfwIpGS4T5Jgahqv6xtR2uqtpGcobzzT+l21oM2XJEL8i88TkADDzvUc7XFtbhEpesp6uG8nr5LQ9yHDGoDTkgppHXQnZWVhYsXL+L06dM4ffo0Ll++DBcXF/Ts2VPrTlbS0tLw+PHnNssxMTG4desW7OzsULlyZUyZMgUvX77Epk2bAOQ90Q4JCcHy5cvRoEEDriqbqakprK3VP8HkyfkEbOsDVGkH1Busfaa7kAgLM9WtMujWdMiwkhB0K+jsTXb/1B53PWa6lSjqRDf8hwP39uZ1wibh4JXv1eVKfeRUZXen7LuDed1r5Xs7KhWDTLcsnWa6H/8N3NkJBC8ETG3+24CWmW6FT0QKkOnWcn6dDRkmfa4NRIBDReDxiYKuvcjY29tjyZIlmDNnDg4fPozz588jLi4OHz9+hIODAwYMGICgoCDUrFlTL9vX5b1AfujvATzR1tN3abgc8wECfO6ATELTjtaUEQqAauWtEKVm+EhJO2tlQX4uY/jnyXucCgvE+O03cO9lCu+7SLYtd2FTNNZ5c29Hrm06IaTk0ziinDlzJveP1dXVFc2bN8eIESOw9f/snXd4FFXbxu/ZkgakkNBCSyAB6QQISBWwICCIWBALSntfBQQpFiwgfCqKgEgRVLoF24uIFRQpUkPvECCFGgjphZTdne+PzezOzE4vu5swv+tCs7Mz55yZnZ0993na118jOjpaUecHDx5Enz59XK+nTJkCAHjuueewZs0aXL9+nRG39vnnn8Nms2H8+PEM9zVqfzkEnPwWSP7T+a/TSH7xxCc22aIsoAZQxpMZXQUmb1q6HaxEakpiuitD9nIpolsMXet0c2+/WVACkiTVl1BSitkKdHyOKbpViFaHxJju9UmXNRTd7ERqvrfH3iosZbzWdB3nq4ryS0HhwIC5FR14x9LN357rPxJ21eBikLRFhsAwoDQPuGsA0PRep9dL68fU9+FDgoOD8dhjj+Gxx7xzHnrMBXy6AG+gmNziMrz41WHsTclibO/WNBLLnu6IsBCr5ERrfDhIiArukd0aI7xaAI5fzYVNZHX6pW8Oc5Yjc5BAud2BvOJyn4hcrlrnuy/cwkvrj2Dd6M5eH4+BgYH2SFYa77zzDho1aoT58+fj8ccfR2QkT1ZvGfTu3VvQZZYtpLdv3666TwqilPXQVZtIrV5bIH23ukFxYPZqTDdrMk53FRcTJ1zH+Ct8Md0PfQysHQT0luA+Sl0PHUoI8SVS23zqBj744yymD2ihrGEt1BxdZA/7mpXxXd5EhV6CxWee8z62dCffKMDgJcznhi4x3XlXaB2oiOm+//+Av95Wtdbk9Y+a7l4+4QBw4yTQtK/zOzzgI2+PptKjx1zAlwvwBsqZuP6oh+AGgD0Xs1xikUq0xi67pSWr96S7/g4VKUkoVP87KTXbJyJXyDq/83wmUm8VGa7mBgZVAMkzzj/++ANPPvkk1qxZg+joaLRp0wYvvfQSfvzxR2Rmqo/X8TlqEqk1SAQCQ7UfE7zoXv79c8D3I5x/c1m6xahMJcPsXDHdFmdZoFfTgLtfkNCIfu7lQmkEPtuZorxhLT4buki1BDEXpWTeqz6p0+2Bby3dey96Tlh1CSOgfzZc7tZC0J+Nddt4bpPQJaM5mZ+16kegy9JtAmrUAeLuVdfo0fVAWaHKQVVe9JgLUAvw7H+UgF6zZg1j0X379u2C+xvoj1isNiUWAe5Ea2wSGoZrMq78EhssJgJsJ0EpToN0kStGSmYhtp27ybmv0HtciLngp2VJa8fAwMC/kWzp7tevH/r16wcAKCgowL///osdO3Zg7ty5ePrppxEXF4c+ffpgyZIlug1WV3hFt4SJaVCYrPrEcvCa6D690f23GtGtg+VXc4Tcy6UmztPxc+GzdLMhSRKnruUjNqoaqgVK+CrzeSGENQLyLgHRUuqO0sZmtqiyFPukZJif1enmykjvf9nLaeNxXS/vxHRrcikcMhcZxNj4AoLrP6BNW5WQKj8XMJCElFjttCynhZaeaO3UtTys3ZOGA2nuZGZU7PJL649oYhHncjEPtJhwu1za/CQtqwgkSXImNBOKvSZBSorLZidLE3PB93VyNwMDA21QlCWsRo0aGDBgAPr164ekpCRs2rQJn376KZYtW1aJfmhZD2W5YpFtOdJLdPtCE1DnJic+u7InUpNdj10/S7dUPf/HyQyM+/owmtWpji2TJSQu4vtsBn/i/H/9jhIGx3Inp7+WeS0YovsOLRnG9VmTJIkDadk4cikHY3o00SavA+N5JTemm/Zs1CCswusftcuyr90z2pqyWbO2KjNVYy5goAQpsdoZeSUM1+jYqGqICLHi+wNXOPenhLcW2c7ZSBXcAPDpPxdwIN1zUSAsxCoYe039zfXeutGdBQU7lws+PSO7gYFB5UeW6HY4HDh48CC2bduG7du3Y/fu3SgqKkKDBg3wyCOPMGKy/B72zI9rEtn3bWltOezAlUPMbbZSwKK+PIlXSoaxrwUlRMpvS29DRcmwQ+k5eO+305gxqBXaa+RiJoifJ1KTyobDVwEAyTckurryenNYgdie0tpgZIC2KhatPx+9iqu57vvLZ+Xd/SCRGhu7g8Tjy/cCAKLDg/FQW2XJqXih7n+p9zxDdKtfXCNByhLe6rOXy83WXkFofSDf+R3Dgx8Cf76mdiRVhio1FzBQBBWrLSSQp284AUC6aF03ujPWje6MncmZGLEqSdfx82ExETh8KddjfKPXHsCjHRsIxl5zQXdZn/nzKd5z51pwoDKyGxgYVA0kK43+/ftjz549KCgoQHR0NPr06YOPP/4Yffr0QZMmTfQco05IEN11JJZaIR1APmvldvci4B5l9YvpeMW9vCSP1WnF5FRONnbXZFx+9vJHl+0BADyxfC+S3+sv+3jZcIpuFZbuzHNAzaZOd2svQGUwl31r8C2IyDl3eqcmC5QuOkz69ijjtSZZqiXhX9nLub7fdM/I9Cx15Xbc0PpRk0jNXOEiyVXrnt0jb0y3tG4BjZa0uOp0S2HiUWDfUiDu/kpRleHLL7/E8uXLkZqair1796Jx48ZYuHAhYmNj8fDDD2vWT9WbCxgoZfHwBLzw1SHOZGp0KGH5zuCWkhKG6ZVwTQpcrul2ksTB9BzB+t5i/Hr8quC5ZxeX8dY6NzAwqBpIVgnh4eH46KOP0KdPH8THx+s5Jt/AJbqjJJ4n1w/ElQPqxlOBV0T3xnHM15T10i5jomlSEAfOoszuJXOnlpbu/cuc/+56CHjya/VjA0RLgs3cdAqzH24t3wLI99nIsVbTx2a2yhYjDgeJcp+Ztf0Pro+aHtOt2ff/zCYg/xoQGi3f3Zr+bKS+J3KeDezmZOyrSXy7y51epleGJQDoMdn5941T6sehI8uWLcOMGTPw8ssv47333oPd7jzn8PBwLFy4UFPRXeXnAgaSCQuxYv1/7kbqrSLsS8nCrYISzP/rvMd+lLBMSs0WbI+KAVdbZswfmb/F87rQoc6d+mdgYFD1kDwLWb9+Pf7zn/8gODiYd599+/ZpMiivQJ/LkSS36A5vLLEtjmPPaxPz55Uy3ed+Y76mJqe9XwNq1APunSneBjUZrwyJ1Piyl8uC9cGc/VXxcNiUlAsvXKzbmy74Pi+8ZfFkiJGMk+6/TVbZ1sPBS3eh3awtnkPwcRZxf4KuM81ahpwvaAHcukCzdEttnD4g6ZZuKc2JMffPc8r7cfVXcd+rybshsxyet1m8eDG++OILvPnmmzCb3efZqVMnnDhxQtO+qtxcwEA1sVHVMLxzI7RuEC64n9hX/05OGHYnn7uBwZ2C7CndAw88gOxsz9XK3bt348EHH9RkUN6B9vhP+pzbWi3VXZh0OGsW64DXspfToURYRAww5QzQc4qEY5TFeooJTF3gFN0yJ+Q61SMvtdlFrQGK0cLSnUsT/IRJtvXw5NV8lMhIaKMpZcXA9vd90zcPXN9uXSzdFEs6KkikRvubEp9c3yGJkF4MJgBAcy9XsYLhpdARpaSmpiIhwTP2MzAwEEVF+pQbqjpzAQOtELNQ390kEr3ia8HMeq6ZCQK94mu5LLz7U4Xd1eXSol4NdG0ivZ68V4wdFbDP3cDAoOoiexZy991344EHHkBBgTved+fOnRgwYABmzpRgEfUX6CL7rxnqLLSkHWjcTf2YONAkc7FclNReVphI7WZ+qaz9NcFW4rlNbrwnOw5eIzLyOMbGg2Yx3XIaiu/n/ru82OfZv2Wxf7mvR+CJSEy3qkSKpTwJ9gpvOP+vKqZb3L2cz3vBZ9nL1Vi6zQGMl45qdWQdPmfOHCQmJqJGjRqoXbs2hgwZgnPnmFb8kpISjB8/HpGRkahevToeffRR3LhxQ1L7sbGxOHr0qMf2P//8Ey1atJA1VqlUmbmAgWZQydWERDVXzW7PhGHazns+fboj1v/nbmyb1hurRybinUHC34lgqz7VaLigzl1ubW8DA4PKh+zl+xUrVuCxxx7DoEGDsHnzZuzZsweDBw/Gu+++i0mTJukxRv0JiVQpunUsGeYLr1sl1jVKtJ74AbidAwxZDlSvJXqYl21eTmwcQl9ubTY+QaOSAIv0cch2yeZ1L5dx77Z5HPjpP86/I5s644Q1wCv3QU6q/n3IRMzSTYnulbtSsWpXKr79z91oKDXe8ZKIi6/Uz52eUNEV010m7VgO5H7S9BwH528UoNTmQOv6YdIb0MLSzXYvl/l7sWPHDowfPx6JiYmw2Wx444038MADD+D06dOoVs1p4Zo8eTJ+++03/PDDDwgLC8OECRMwdOhQ7N69W7T9KVOmYPz48SgpKQFJkkhKSsL69esxZ84crFixQtZYpVIl5wIGqhHLwk2v2c2XMCw6LEhSXwkNw3DksvACeOvoUFf7ESFWzPw5TbQk2e0yfT3wvhzdGTYHiZhIZwk19vXiqu1tYGBQ+ZEtuk0mE7799lsMHDgQffv2xfHjxzFnzhxMmDBBj/HpCG3qR5jUie7m/TWtAetzlExO6YsOF/4GNr8BPPqF6GE+SVJq18C6riam1VdoUUPdZAKmX3EuXATW0MzS7ZX7oGZTL3QiD7463e73nTv836+nAQDv/34Gy56RUE/d2ZLw20oWCs0auJer+LDv/3gnAODojPsRHhIgsjfVocLs5XTY10rmOfz555+M12vWrEHt2rVx6NAh9OrVC3l5eVi5ciW++eYb9O3bFwCwevVqtGjRAvv27cPdd98t2P6YMWMQHByMt956C8XFxXjqqacQHR2NTz75BE8++aSssUql6swFDLREiqgGwEgYlpJZiPTsYte+YrOxIIsJq55PRKndgZGrhZPWvv9IG9ffXOXKuJA6GyQgbxGRqrvdM95tkBixMkmwhJqBgUHVQZLoPn78uMe2d955B8OHD8czzzyDXr16ufZp27attiP0FmxB0riH9GO7v1wpSspIRomQYh+Td4V7PxZysxNT5bIUU5IPZF1UfjyFCtGhFZq5l8u1PQbWcP4DWJ+7fspZ9ecOqLLO6gWXtwLdvdzCcnUpt8u4xmLnq2hxrUJ0k3an8FTwmZBQv8iSkV8iQ3Rr4F7OvlYqczrk5TmtczVr1gQAHDp0COXl5bjvvvtc+9x1111o1KgR9u7dKyi6bTYbvvnmG/Tr1w9PP/00iouLUVhYiNq1a6saIxd3xFzAQBOkZOHOLS7DxPVHPay8Ux8QzopfZndgwV/JOHM9X3C/NtGhaNswHIBT2ItZuOXSKjoUocFW7LuYJUmot4iugWn9mrle842JXULNwMCgaiBJdLdv3x4EQXhYYEiSxGeffYbPP//cNSmmSpX4PexZH3sSJVZjO/Ye5/8DajitPwpnkRduFuJQejYe69hQXfymliiZnLKPubQHyEwGajXj3l8hCuf5bj6K08jSrc8ii5zbSPZ10KNUF12MiFwTIQvnltPCsasOEjCr/XqU31bZgHdgZC9nfciyrMRiojs4QsaoqAHR3B3P/wU0e4B3V61ywHG64Mu5lZXW6WYMgim6iYo2CwoKkJ/vnvgHBgYiMDBQeDgOB15++WV0794drVu3BgBkZGQgICAA4eHhjH3r1KmDjIwMwfYsFgteeOEFnDlzBgAQEhKCkBB9Si5VybmAgc/gsjxTr3vF18Ku85mcYtZBQlLN7BPX8jFiZRIWD09Aenax7PE1rVUNFzP5Y6zfe6Q1PvzznGTL+Mmr+Ri8ZLfLfVxsTFQZMQMDg6qBJNGdmup/sZCaQpLuWVxUM6cVT8zSXTMWePkEEOy0VCi1oty3YIdrCPe2qIND6Tm4r0VtWDStFSQTRRYwjlvp53HAmL8FD5O7VKHalqqF4Ab8w9ItO6abZxKsxuzIvleSt/AKMYeKbpyTfJUqzgchAdfzbuOzHSkY0bUxmtSq7vE+p3s5SN73ZXmGCN2jbZ4AQmpKb4uCLrq/eRx4hz+ekm+oWoQSyLoOLvdyFfePh3u5s82WLVsyNs+cORPvvPOOYFPjx4/HyZMnsWvXLuXjYdG5c2ccOXIEjRtLLHOpkCo/FzDwGmJW3k3juyO7qBQnrwlbs8WgXLXfGdxSfGcWFzOLEBpkQUGpzWMxtHtcFOZvOY/9KfKrjUgdk1FGzMCgaiFJdOv9Q+4bSObf1MRs6OdAtGfpFU7CG7n/Vhnbeig9B/P/SkZmQSneHNACY3s1UdWeKhS5l3MsOkiwLMqN79REfGmBTgJO19BmPWqos8XIX28LiG7lZ6dGsLsb8X6pshe+PIRjV/Lw6/FrOPjW/R7vc93Jey+6y+VYWOZ9WZeBK2EgReexclpy4yf1qmXdSw4t3MtZx1Z4dZw+fRr169d3bRazck+YMAG//vordu7ciQYNGri2161bF2VlZcjNzWVYu2/cuIG6deuKDm/cuHGYOnUqrly5go4dO7qSs1Fo5epdNecCBr5ArCxYVnEZFg1PQN/5O1T1Q4n4305cQ3zt6riYWSjr96SgxIZqgWYUlroXrbvHRWHqA/F4eOkeVWMiKrK6775wC3Z6As0KUW9YuQ0MqhaS1NW+fSJZcGkUFxfj1KlTigfkLYhi1gNfrQuiSl9KO0kis8A5Sf6rwtX2et5t5BZ7wToXGMp8rTaRmrsh0cPk6jBf5F3jxCcZ4FTCm0hNQ0t3Gb+7nF2FclYj2F3oVFtdiGNXnJbgW4VuV+/8knLXYhPXY2M/rU47u063rEso5F6u9Dln1kZ0q0mmBsi8DpcqJsaaJlJzCvkaNWogNDTU9Y9PdJMkiQkTJuCnn37CP//8g9jYWMb7HTt2hNVqxdatW13bzp07h0uXLqFr166iw3vyySeRmpqKiRMnonv37mjfvj0SEhJc/9eKqjgXMPAuucVlGLEyCdM3nBTcLyayGm8JMiXM33Ie52/KE9yA89eREtyto0OxaXx3rBvdGdkazM3SsookllAzMDCoCkhSV88++yz69euHH374AUVF3PEtp0+fxhtvvIGmTZvi0KFDmg5SDwKSf3G/IGmWbi1Lf8mYWDpovwR2kkROURm6zvmHMQHXjfqsbMhaJFKTiGz3cn/RuvGeVkstkCVGNEukpgL2517O/Xx477fT6PL+Vs73vIYW2duFsJUCf04HzvOHVOxMzkTbd7Zg1i/ObORiIQJs0S3r/uCqR+9qWP/FRaEycLK+xhxdSl6EyTgB5KQ5/9YykZrMe2n8+PH46quv8M0336BGjRrIyMhARkYGbt92egOFhYVh9OjRmDJlCrZt24ZDhw5h5MiR6Nq1q2jmcsDp9s3+l5KS4vq/VlTFuYCBdxHLIE6v6Q2AU5RqQfVAs+yf0FPX8jFvSzIAoLHU0o0CxERWc2V7p2qIb5vWG+tGdzbKhRkYVEEkKaXTp09j4MCBeOuttxAeHo5WrVrh/vvvx6BBg9CjRw9ERUWhQ4cOSE1NxZYtWzBixAi9x609WiTbYXP9qORdbTTR7SBJnL+pTx1oblgTWM0s3RJ69qWI7jHF+f+4+4T346LDCCAyTtvx6A2fUFDzGbC/L3buZGpf/JuKvNvKLQPaWLp1di8/8wuw71Pg60d5d/nwz7MAgDV70pwbRGZ9nqJbxniEaslrubioALWfp0OquSr1X/ffakKAWPc5ITl1kpNly5YhLy8PvXv3Rr169Vz/vvvuO9c+H3/8MR566CE8+uij6NWrF+rWrYsNGzZIar9x48aC/7TijpgLGOgGFcdtF/j+d2gcjicSGyD1lnNRhxKliTER0DLXbGGpHZ0ay0smSQLYeT4Tey7cQpNa1dE6OlRw/8n3xyOxcYSHpZ69sAA4s733aV7bcCk3MKjCSIrptlqtmDhxIiZOnIiDBw9i165dSE9Px+3bt9GuXTtMnjwZffr0cZU/qZToYenOTpEcH06fhJKkZywnH9vO3cT0/53A/CfayV8NLskDtrwFpLES+mgV0y3hFISsYVrsL0jj7sDdLwIhkfKPDY5wlorbpG1NWj0N3fyiU0P3ctLhtPTWaQmERitvl4UmMd1sSz9X8j813BbPpqv2PGSJ1VKBBERKFhfj+8k/hg/V10HijmU0a6wq93J1OTukeCgEBQVh6dKlWLp0qez2161bJ/i+VuL3jpgLGOiGWLbu+DrVcCAtBwfSnM9SKst3VlGpa5uWjOsbh8hqARj39WFcyZFe3eI/Xx7EyVkP4r1H2uDhpbt59xvcrj6e7xqLl9YfYSSNM9zHDQzuTGTPOjt16oROnTrpMRYfQsterjIhGoM/XgNa81u96NDjXUmS9KjPy8fI1QcAAE+v2I+0DwbKG9+fbwBHv/LcrlX2cgmcyyiQtf/4rw9jaIcGGNCmnvzO2BNfsxWorn0tWzUcvZwreV/Zdav5LN1B4fLaYQ6C+bqsoMLSSwDv5Cpvl4XaGGAAnucfpW05O0lDYKlFtiVb9Hg516FcYIIrZ3Fx1Bbg4Erg/v9jbrcqd69U+2lKvg7066tSOPszkyZNYrwuLy9HcXExAgICEBISoovFuWrOBQz0RMwl++JNZsgCleV7ZI8YXcYTE+msJV43NEiW6C4stePf85noGV/LWdrsQiZjIZCdCG3d6M5IvVWEtKwiV59ipGQWIj27WPL+BgYG/o/Gpp5KjBaW7s7/BZI+c78u8iyHwYedZoR0kPBOze7LPElxtHIvF5kYH0rPwaRvj8rq5u8zN/H3mZvyFxgAT0uvOUB+G3S0KkRM46X1R6R3L7dxLkt3075AlAo3ed5roG3cgDaWbtb5ax3bIMF9nS0WxT5D9uWVNWShuGM5Vt9GXZz/2MTdK3iY0FjVXnrJopu+GBjWiH+/Sk5OjqcV8Pz583jxxRfxyiuv+GBEBgaeUInR2Nm6TQAc8HzOU1m+x/RkJh7UkmOXcyTV/GZz+FIO6ocH44nEBrhdbmNY4qns5tvO3XSJZuqfGLnFZZi4/ijDMk5Z/I04bwODyo0huoGKOt0axHQPmAvcNxN4X75bLX0S6SBJRaI7v6Qch9Jz0DMuSlqd7xKeGrtKxCTXdROpZb31zA2PbWU2HeNu2SLEolJ0s7lxGridDcQI13g/mOaF5HhccCVS6zpeZaPeKd+mi6Vb61z4EkS32h7lXQaBndUsLnafBOz+BKguXsqKDzkWe65kc5Krv9HPMyJGcp9Vgfj4eHzwwQd45plncPbsWV8Px8AAgDMxGtvdumV0qGA9bjtJcop1taRlFWHuH8q+G3+fvoGP/zrveh1fpxrqhQWjUXgwzt0oZJQT6xVfC1MfaIbs4jKYCQJ2kuS1YHMlmqMs/utGd1Y0VgMDA//AEN0UWsV0ByhzA7IzEqkBKZncmWGFePqL/ThxNQ+T72uGSffFKxoHAOCadGurCy7XTaGSReCWBLm3hY9RhYOV5MssXFNXNssqSvs89T3QjD/+9bHlezXpTvbaCJflU204RXC4M2+BkntGBprMs9iLDnpaukmS8wNiu5fL/Qxl5TQQWgRQ85yj3MpVJKbzmns53ZulsiU+1ACLxYJr1675ehgGBi6oxGg7kzNx5HIOOjSKQP3wYMF63DGR1TjFuloWbDmHMzJD3ChOXGUuEpy/UYTzN7jnbTvPZ3KOOzEmAitGJLos2FSiOTaUxT/1VpHham5gUIkxRDcAZ0w3Zen2TdzfiatuqzNJkhj39WHFbWw4ckWa6OZzP1UiRjkt3cICmmviLNmCpQS26AqsrrJBmmIKDANKKz7D318RFN1awaXX/j2fiZk/n8KHj7VFYgwrmZFedap7TgW+e0aftivQJHs5+37XMpt5ZjKwdTatbU/R7XCQss+D/RnLOlxoZzUePdQzUo3oVvl5SrZ2UZ9560erdEz3pk2bGK9JksT169exZMkSdO/e3UejMjDwhM99umuTSCSlZjO+23yx0ZuOXWVYmZUiZF33BgfSctD9w634ZuzdaNsgXDTRXFqWIboNDCozhugGKianFQ96LUuGySC7yC1QNREYUuCbNCux1nNZzkREN5e5S9dzZ4uugBratV1Kc9VX6O2gBc+uTAIAPPHZXqTOYcW9c61o5F7WoFcec21pARCozTXWJXu5lu7ly7oyPSlIB9gVGW8Vlnr0qEsitfLbgDVYxNKt5tFfMWYR0a3VV5nrEkkW7S4PpqodCzlkyBDGa4IgUKtWLfTt2xfz58/3zaAMDDjgc5/u0qQmusdFiWb5jo2qhkFtoyWJ7tAgC/JLuMtYAj4uWVpBYakdg5fsdrmgCxETaQhuA4PKjKKZ19atW7F161bcvHkTDtZEftWqVZoMzKs4aLHHZt+vQ6j9IZB8vJa/OFyTeAXu5bqKbrZICFCefVmQNo/p0y6Nsxn52HiU322U8zJyWbrj71c/GD7vkKuHgCa91bevFR6Wbg3vNXboAo8g9UikJjcBvdiQb5x2LgB0eE5YFJtViFBCmugWQrV7udSuqc9F6/Jwfgb7d9hbVLm5gIGuCLlP77mYhQ+GtsHYXrGwOfhjngFnQjYxQR0aZEHTqGo4coUnd42fsaviunDFrrMt/gYGBpUT2f52s2bNwgMPPICtW7fi1q1byMnJYfyrlJSXuP+2BPtuHBX43NKtBC4PAb5EbVT3HOep66mzRZfa7OV8WPX/YUy7JT/mn/PzDo5QPxgdsrjrgsf563mzcbctVxt5ZC8XO+DfCqvm4bX6Wbpd7uUqrp+3spe7RLcGHkyTTwP/3am+HR2YPXs2ios9XVNv376N2bNncxyhnio5FzDQFTH36dc3nMCzK5OwelcaaoYEICWzENvO3UQq6/cuJbNQUHADQEGJrdIIbsCZvX3n+UxM69cM3eOiGO8Zdb0NDKoGsmdey5cvx5o1a/Dss8/qMR7fYKPVZ7RonFxLAaot3VJntFqKbgXxklznqa+lmyW61cbvh/LUCtfyuvJQbhe+TsPNW4Gka0Dnse6Nf7zquaMmbrc8onvdw8A72kx6ZCUQ40PPmG42HG2TAK7mSq8Fy9ms2PeDfk8L7avK0k31ITwWoXfVfp6Sww0cGiXIBICw+s5/fsisWbPwwgsvICSE6b1TXFyMWbNmYcaMGZr3WSXnAga6Ilanm2LX+Uz0nrcNOcVuL0R62Swx8Q7ou6SqJ2/8dAJfj74b2cVlsup6GxgY+D+yVUdZWRm6deumx1h8jyVIe6vdp92AC3/LOsRrZYV4E2spGIGCWHhu93L5XUuG7QKs9rOO7Q1EccRg6ZWwjIZNwGQaiDLMsa4Efp8GFNJc+XIvee6shRipLJZuB6uE3YB5+vUl8UtIaB3TzRDdQpZuDUS3FxaXAO4lHfmW7qrtXk6SJOe9dOzYMdSsWZPjCPVU6bmAgWbQrdVUnW6zyHPPATAEN+AumwVIF++VkdPX8vHS+iOIjaqGPs1rG4LbwKAKIVt0jxkzBt98840mne/cuRODBg1CdHQ0CILAxo0bRY/Zvn07OnTogMDAQMTFxWHNmjWajAWAPlbum6eArx6VdYhdV+VJQ9OYbgWi29eJ1NRiMgGPrvDcvuUt7ftiIWTptoDWd/Et4MwvwO1c7p01EcwCbfhDphoKSoANXQG8cU2beHY+NBOkzGsrejkli25fZy9X3r0sqrjojoiIQM2aNUEQBJo1a4aaNWu6/oWFheH+++/HE088oUvfWs4FDKoeucVlGLEyCX3n78DI1QfQZ952PLZsDwa1rYcOjcJlt0cvm0WJ96qIg4TrPA0MDKoWsmciJSUl+Pzzz/H333+jbdu2sFqZFpMFCxZIbquoqAjt2rXDqFGjMHToUNH9U1NTMXDgQLzwwgv4+uuvsXXrVowZMwb16tVDv34alGjSum6zQqQKz6OXczm3SzqcJAF7qfRBiaHAVZvLxVRtKSHhDnUQwnwW/pRtQNx92vdXgU1AdFtBs+gv6+4874ZddBuLoHAnHT6rCOCBveK6mC1eyDCvT74C0fU4qaJbzWKLwkRqnz3bEf/98pDzUInXIsDM/VyRfC21dC/3QxYuXAiSJDFq1CjMmjULYWFhrvcCAgIQExODrl276tK3lnOBnTt34qOPPsKhQ4dw/fp1/PTTTx4Z2dls374dU6ZMwalTp9CwYUO89dZbeP755xWciYEecGUpP5ieg4Ppznj/xJgIPNi6Lv7v1zOy2qXKZk19oJmmNbv9DXZ5sJTMQqRnFxvu5gYGlRjZovv48eNo3749AODkyZOM9+S6Svbv3x/9+/eXvP/y5csRGxvrKoHSokUL7Nq1Cx9//LFGolunxFoykTqhHLJ0t/JOjnyp/Fgu6JN9wiRpQs51nnY9PVb1yPDLN5kvusW9XSPKBS4UQ3RTCw2X9+s4GhHRDQ0EDwn898uDiKoeiPceaaOsDcq93Bvlo0gHsgrFF7XkLjKJx3TT/r6tUzIriZZu9liVWKbqR6hMbFleEUNfRS3dzz33HAAgNjYW3bp18xC+eqLlXMDvFuANVMGXpZzO4fQcBFstnNm6haDKZmUXi5QklUBCgzAcv5ovuW9vQp0nX11zKr7dwMCg8iB7JrJt2zY9xiGJvXv34r77mNbDfv364eWXX+Y9prS0FKWl7slvQUEBfwf5V9QOURN0tfZSHFwtNAAFDdImWcO+Ar59SvQIrvP0aiI1LeCz8NvLgRM/AkHhQLz2Fm8h0R0A4ayumiM0v3bY1SXtquBiZhE2n7oBAJj9cGuYTQostfYK0a3BeEQhHdh+jjnpfO1/x2U3w9YuZzMEnl8A835M+1d2f5LQwr1c5RB4E7EVZztrlFuDgcKbwIEvnNurqOimuOeee1x/l5SUoKyMKUhCQ0M171PLuYDfLcAbqEJKojN7hRv1pgndAYAhKiNCrMi/XQ66Qxe7bJbKNKgAgOBAi0dtcH8gNMjiOk++uuYvrT+CdaM7+2J4BgYGClH13Lpy5QquXPGeUM3IyECdOnUY2+rUqYP8/Hzcvs2dFXjOnDkICwtz/WvZsqU3hqoKr4R0s5OK0VEyQaWrg7CGzv9bK5Kd7JgLfPu0R5yz1+t06xFnzec6nX0R+N9o4Gt58fxSsQncJFZCRHQH1ADaDgOe3ajNYIRCCzSKbbaa3fdXqU3h5+hyNfaCACM9ZeGOZPkTO9lLC2oz8svpQ+Znq9SjXfJxxdnA3FhgfnPn60Nr3O/dOq+s80pCcXExJkyYgNq1a6NatWqIiIhg/NMbb88F+Bbg9+7d67UxGPAjJ9FZVlEZ1o3ujG3TemP1yERsm9Yb26f1Qfc4pmcMVTaLihV/bvUBzvbMhFO0S2HPxSyM6RmDD4a2wfPdGkses97kl9jw+PI9OHY5BzvPZ3pY4unx7QYGBpUH2bNPh8OBd999F/Pnz0dhYSEAoEaNGpg6dSrefPNNmBSUjtKT6dOnY8qUKa7XV69e9XvhrVZ4SrKUa55kiTYztgQ5/2+vsLZse8/5/+Q/gbsGuofAMUx963TrYAHmUwRXD2nfl0SsEBGllkBg6Oca9ijmXq6eAIv7uXK7zI6QAAXC2eVe7iXR7QuXRSnx8036qOyDiulWfn5qrw3n4VcqJuElFWXqirPd76XvUdWfv/PKK69g27ZtWLZsGZ599lksXboUV69exWeffYYPPvhAlz59ORcQW4APDvYMS2B7veXn5+s2vjsdKtHZrvOZEPsFoNyoY6OYscrrRndG6q0ij7JZI1YmeVh+6XSPc7peUyW3buSV4PUNJ3j3H7GKW7z7mkPpOXhz40nBfdhx3wYGBv6N7Nnnm2++iZUrV+KDDz5A9+5Ot6Bdu3bhnXfeQUlJCd577z3NB0lRt25d3Lhxg7Htxo0bCA0N5fyRBYDAwEAEBroTpHnlhza8MZCbrn8/aqBcbblQIrrp4tNaIbodNmYcNSvGlMtFtNK5l/Ndq9Sd2vdFQ8j4J+perrU1VDCRmjbXnKCd8e1yhW16071cm8ri8pHy2arNWE/1cWYTcPQboD13KIlwnW51SDqefu9VcffyX375BevWrUPv3r0xcuRI9OzZE3FxcWjcuDG+/vprPP3005r36cu5gBLmzJmDWbNm+XoYdwyLhydg9NoDrsRpXCTGRPCKRnriMJIkse3cTZgJSHYFp0R8SmahovH7GgcJnLwqPF+lFiwMDAwqB7JnImvXrsWKFSswePBg17a2bduifv36GDdunK4/tF27dsXvv//O2PbXX3/plp1VMWO3AR81YW4rugVUi5J0uFcmpFq7l3NZugFmbeRyZggAd8kwBV1LRY9EalJEjsPhLC/mJaxiolvzTM76W7rpfLkvHdP7t5B/oF6J1LgSlpEOSdbcT/4WdnuWm5BKkqBW/ZnQ+tj4Iq/oFhyCjO85wXF/cV5boUaraPZyiuzsbDRp4vzNCQ0NRXa208rfo0cPvPjii7r06cu5gJIFeLbXW35+Pho2bKjbGO802Nm1w0Ks+PHFbnh8+R4cTMvxmJdEhFixYkSiRztcicPkwI53dlndL2R6J3RPY1pHh+LM9QKGizk7vt3AwKByIFsJZGdn46677vLYftddd7l+6KVSWFiIo0eP4ujRowCcGUmPHj2KS5cuAXD+SI4YMcK1/wsvvICUlBS8+uqrOHv2LD799FN8//33mDx5stzT0JdqkUBtlgv7nsVe617ShFbPmG66JdFOS+jDEt1cP4CVztItxZ1XB+EphKjo1ryEl8BnptHnSbcbf7YjRVJmcA/oJcO0ZO9Sz22kQ9Kpp2gdkydpEUjl90Chp4QmJeEFYV9wWodaenc0vFu7tjSiSZMmSE1NBeD8Lf7+++8BOC3g4eHhuvSp5VxALl27dsXWrVsZ28QW4AMDAxEaGsr4Z6AernrcI1YmIa/Yuci5YkQiOjZm5hVIbByB7dP6cGbffvGrw6oSm3HFOy8enoCmtaorbtOXvP9IG3SPYxpsqPh2AwODyoXsmUi7du2wZMkSj+1LlixBu3btZLV18OBBJCQkICHB+fCYMmUKEhISMGPGDADA9evXXQIccJZF+e233/DXX3+hXbt2mD9/PlasWOGf2UrZwtUmXSSonZtKcmwVmngrEWUBtB80uqWb7sbucQ2U1+m+lnsbz61KwvZzN6WPUZdEahK+Ql4W3eGEiDud1u7lQuen0TVn3xb/nJXxubvGUiG6tXY1Ngd6bruV7L/u5UKhJVr1IYoXrg5d5Wtp6e42Qbu2NGLkyJE4duwYAOD111/H0qVLERQUhMmTJ+OVV17RpU8t5wJVdgH+DkAou3ZucRleWn+E4WKeGBOBFc8lcgrulMxC7E3J0mRc+1JuYdu5m0i9VYSsolIP4aoXoUEWjzmcmSDQibXwIIXW9UPRtmG4R6K5daM7G+XCDAwqIbJnn3PnzsXAgQPx999/u1aV9+7di8uXL3u4fovRu3dvQZG1Zs0azmOOHDkiqx+fwK757ZA+0fXKZN3Gne0dABAZJ7+9GnWA/h8547mtwU7hTtpZQptEVmEpxn9zGMMSG6pyL3/zpxPYkZyJHcmZSPtgoPgBgHdjuhn9ai+6hayG86zLhQ/W2tWd7bZvCXbfXzotOCj6jujlXs4VI752EMj+/Ml7pML1MdvsDljMPJ+hJEGs8gnD7qMoy+ndI9IN3U187R5v5Lygi24NF1q8kSFeJnSxed999+Hs2bM4dOgQ4uLi0LZtW1361HIucPDgQfTp407wR7mBP/fcc1izZg3vAvzkyZPxySefoEGDBv67AF+F4avHTVmbx647iMPpuYz3Dqfn8pa72p+qnYfE9A3CScj04MvRndG2fjheWn+EcV0oy/RL64/Iqkn+/iNtXH+zE80ZGBhUPmTPRO655x4kJydj6dKlOHv2LABg6NChGDduHKKjozUfYKWFPRHnsHSX2XQSJFKe52UcdTQf/hTIOAF0e0lZx13+4/7bHOAUXnT3ctKB+X8lY19KNvalZGNYJ+XxdJlK3Iv1sHRLScqlh9gXIIwQqZGqtXu5kLDW6Nw9bmklutHlXq6x6OZJmqhXKjU7SfI/uPX34fYUncu6AdPOyWpCjjWL65QkPePo96WWQlmP54gKysvL8eCDD2L58uWIj48HADRu3BiNG+tbAknLuUCVXoCvwojV4z6Q5pnvgu7+7SkipT8z29QPxQmRRGPexuYgERZi5cy8npJZiHuaR+F63m2cvyme3K1XfC20bRAuewzs2HoDAwP/QdHyf3R0tN9lJvU72BN7DpfOLaczFDWdX1KO0CCVwoHL0t20D5CgUZZbl+imnTdJoqDEHW/MJUqkSgau5Eqi6FEyLChcfB8vu5eLonVSKQ9hTftcNTp39oRckaDVq2RYJrfg9EnSHm/W6aYolPYc03I9QPTzz04Fkj5zv27oaVVT3rl/fZ+tViuOHz/uk76NucCdjZx63Gy4yl11ieXwmGFhJggkNAoXzIruKywm90OOskznFpdh+Of7ZC00tq4fisXDE2QJ6NziMoxZe5BxXXrFO8unGa7oBgb+gaTZ5/Hjx9G6dWuYTCbRH3e9XNkqHWwXVrrFt4LsIs9tUhjwyb/Y9Vpf3vcVz/XZLvFqoBYdWJZu+o8SlyiROnaTkgm8HpNltpJo9Qhw6ifmtuPfAYljtO9bKV61dPvQm4NOQQZgK3H+7ZWSYRAdZI6E779sK6+kHAMau5fzsOnYNXX9CMB5CvSNP7Pirvu+rWHn/iW6AeCZZ55xle/SE2MuYECHygzOdpmWIoy5yl01qVUd3ZpGYs9FfoHaPS4Kwzo18EvRfSWnGOuT0gEQuLtJJGKjqmHi+qOy49TfG9LGw0VdSEDnFpehz7ztyClmGnd2nc/kdeU3MDDwPpJEd/v27ZGRkYHatWujffv2IAiC0xWMIAjY7f7leucz2AK2Wi3Nmr6SIxCPLYWUHdzbJZY0kwR1/izRbdLK3KWkHW+4hYbW99z221QgOgGo31GzboQs/QcdzdDJlMx/sOaWbi8kUhN5Lcqybu6/vVSzWSwp4O8nr2vfqVdiusW/eyRJYhcruZIXHN/dFDP7RvXa2rXth6LbZrNh1apV+Pvvv9GxY0dUq8YUNAsWLNCkH2MuYMCGilWWGsMsVu5q2dMdPdpLjInAc91i0Co6zK9rb7PjyNs3CMPRK3mSj6euzfwtybzJ6bgE9Nh1Bz0ENwA4AAFXfgMDA28jafaZmpqKWrVquf42kAC7LFFwuMcufJPQzAIF8co0BOf6hTeBdYMFdtAIl6Wb/kNAgp7/iWucUifmyizdXpgEBoVxb89O1VR0s7mSU4z64c76tOccDYVFt9Zxv2xhTf9gNXMvF34tSjHN0qC16I6KB9J3e24XWXAoLfdR3XjVfUgR3foOQbT9zLPuv7toXKfaD0X3yZMn0aFDBwBAcjLzuy+71rsAxlzAgA1fDDMgLMiVtEfBZ2H3N+QIbsB5baY+0AwPL/X8PeGLhU/JLOSMnafD5cpvYGDgfSTNPukJWdLT09GtWzdYLMxDbTYb9uzZo3vylkoD29JNubZ6BYEfIbbbpV5YKsoo0S3d+ddgpqllqeXBuFA0jaSLoOHfKu5bEKvyGDc5sOfRPT7chmfubgQAMEFEFHjVvVyrCZEGMd0UWruX95wKHFrjuV2kYkGphESKsi+fL2K6pR6mUPxxHfZ/v53Gox0bKGpPNX4ourdt2+aVfoy5gAEfXNm1pQhovrhlsWzdXIJeTwgA1QLNKCq1a54i84OhbdClwh19m0gZVLaAFktmB3C78hsYGHgf2bOnPn36IDvbs6xDXl4eo+RHpeS+Wdq1xY7pllGnWy23Csv4Be0NL5XRoER3Oc0V/th6puhW0bwiN3XK0t24O9C8v4reeTAHeq2cENfH+9U+Z0kds5jo1t29nG7p1se7IKtQWT4EANqXDAsM5dxMiCTu06V6ga9iuotuAWm7XW3rbXvK5XCl5O1V6/vdz7KX07lw4QI2b96M27edz101C5tiVOm5gIGmxEZVQ5/mtRliMbe4DCNWJqHv/B0YufoA+szbjhErk5DH+d32hBL0c4a2Ed+ZRWiQfG8nEkBhqR2NWMnjAi3qPUnqhAW5ro1Ycjq6gE7JLERGnrBBJ7FxhGHlNjDwE2QrBJIkOS0WWVlZHnFklY4eL2vXlkfJMI4Howq3vwsiJSeO87k1ectKQ2X1LsllbLbQakSrsnTTLt3aPWnSDqImy7oJY5K/bW+UcqrATPjQ0j3lLP97GrLgr2TM+uWUsoO1di/nsZyLie5SmzLxVmYXuKa+snQvSQTWDADO/aF//3LR+rsXze8a6yuysrJw7733olmzZhgwYACuX3fmCxg9ejSmTp2qS59Vei5goDsT1x/ljVuWQ5fYmrL7nvNIG2yb1hurRyYivnZ1WcdSluUW9WogoUEYymzqF7boQppynTezvltmgkCv+FqujOjUgsX0DSd4240IsWLFc4mqx2dgYKANkmefQ4cOBeB0EXz++ecRGBjoes9ut+P48ePo1q0b3+F3HhLqdKth45Grgu/bHDwTc29ZaagY9tvMWCO6hVrNTxV9sjdz0yk81y1G/CDq3LW2fFGQJJCdok/bLIR0hLh7ucbCjH5PhdYDw/lfq0RqHDfL6t1pmDmolfCBN896JtXS+vP3EPEEABKEiHu5FEs313dkxsaTWPikROHXfABw7nfmNp4SZ5Lhun9uV1g8z/4G3DWAO7mWkq4A7L4gL/OvZyMa3+91WqLo0a+BD7yQG0MikydPhtVqxaVLl9CiRQvX9mHDhmHKlCmYP3++Zn0ZcwEDtew4d5PTLVy4hjc3lyW4V7NpWT/M5b5eMySAM4ZajDPXC2Qfw8YEoEeFkKbD5Tqf0Cgcwzo1QOqtIsz8+ZTHggUXd9Xl9sIyMDDwDZJFd1iYM0EUSZKoUaMGgoODXe8FBATg7rvvxtixY7UfYWXFI6ZbW9HtELES877tjWRiAGCpuD9StjM20xOp/XzUs6SQVKOUItsVde56Za8mHczrawmieTh4z9JtElvO0Nu93GwF7KXc7yntQumBn3bx3Ka15ZN9P5mtgL0MJlLY0i3lnLi+5xuPXuMX3Wd/Y76uUc9znzK1k0WB61ex0KBlJP8lqZNq3oee9t89e13/snZv2bIFmzdvRoMGzDj3+Ph4pKena9qXMRcwUEpucRkmrj8qGoctJ/HXtnPSY7q5MqfXCLKgdf1QnL6Wz1nGVE86No7gTCpHj4U/eS0P6/ak4UBajuwyaUmp2UbJMAMDP0Ky+li9ejUAICYmBtOmTTPcx8TQ2dIt+tvgsAGlBUBgDdZ2L4lu6vzP/srYrCjrOAeKYrpd7uU6WbpBMq8vvR9vupd729LNbo8uQjeOAwbM1bY/f8Pj/J2iW8y9XAr//fIQ0j4YKP2A60dV9ymK0P1j57fue/ErwOrYO3kWfElRURFCQjxjQbOzsxmWaC0w5gIGSuFyKeeCK/EXX8K1mtWk5+igZ06XugCgF4kxEfjhBWGPkNioapj58ykcTs9V1IcSzwEDAwP9kG3ymzlzJgDg5s2bOHfO6abYvHlz1K6tYR3UqoBHIjVts5eLhUO3+vlBIO8i8GoqEEKLeeKzPHafpN3gAF5rciAhLUmKGIom8KTe7uUO5vVl9ONNS7eXRXerIcCexUBsT+dr+oLTjRPA6v4AvlHVBd/9frvMjuAA2nXOuuiMK+48FkjdqapPybBvxop7X8y93I8r3QgjdP9Qlm6Nzk2Tb80dILp79uyJdevW4f/+7/8AOF2/HQ4H5s6dq1tSM2MuYCCHlMxCSQK3F8vdmksc94qvhcXDExAWYsVDbaOx4K/zvO19ObozbA7SQ6xPXH8Uu3wkuKnxc0FfXCArRLNajJJhBgb+gWzRXVBQgHHjxuHbb7+F3e4UMWazGcOGDcPSpUtdrmeVggaJwJUDzr+7vaRt2zq7l4slIQvOu+j8I3030GIQ7UAOQdasP9D3bQ1HB97kUgEiLrdSUWfp1nESTncvL813/33sW6DVEPzrhR95r2cvtwYD4/bQ2tc4Ozj47/dJ3x7B5yM6uTd8OQTIvQTkXQb2L9d8HLwkjgUOfOH821zxWPVWKIcYzfoDyRomOBO0dDu/31wl3ZSUDNNEu98Bonvu3Lm49957cfDgQZSVleHVV1/FqVOnkJ2djd275cerSqFKzQUMdEdKaSsAmPZAM8ZroYRr60Z3RpNa1dE5JgJJHLWqO8dEoGd8LY/tUhcAtKZ1/VC8/0gbtG0Q7vFebnEZxqw9yHAhbx2tTUy2UTLMwMA/kD0bGTNmDPbv349ff/0Vubm5yM3Nxa+//oqDBw/iv//9rx5j1AVb/S7Aw5+6N8Tdr20HZtZ6BoelW40VR/FklMu9vNkD2tcu5hFeZoeKUk80FFm69U6kBvCb+CpEz7Mrk/TruwLRmG7d3OsraD1U3/ZpbDl9g7kh11k2Dce/99oYnNCuecW9T9iFF5gOpXuWW9KFR5YBz2xwvw5XWT9Z6MsnYt3XFT7PhjtAdLdu3RrJycno0aMHHn74YRQVFWHo0KE4cuQImjZtqkufVWUuYOAdxEphUWQVu+cIlDi2s35X6W7TAPDFiET0YonrXvG18MUI7szdUhcAtOKDoc5s6b++1JNXcPeZt90jZvvUtXyPffkIC7Z4TOjpGc8NDAx8j2xL96+//orNmzejR48erm39+vXDF198gQcffFDTwekJaQliTh4D5ZWNEMXHlm7ajszXXHGmepR1Yi86UJtJbVxulVjNdE+kBnivJJsAou7lLR7SdwB93wb2LtG0Sb/3xKZ/7hULWCayHEKP2GN8Zf20JjgCiLvX/brVEHXtCYnYiuvgE/fypM94GvFVMLl3CQsLw5tvvum1/qrKXMDAO1ClsHZdyBRMWEa3yoqJY8ptmp54LC2ryMOVnIJy3Tb74JFAjYftPp6eXYwFW84hh6M+OXWZTAQEr5mJAFpFh8FiMjEs+PQYdgMDA98jW31ERkZyuo2FhYUhIiJCk0F5BYIAY0qntRBjW3rtWmcvl7Fz6k7gwEqg/1we0a2DpOGxdIeWZQBQv+qq6DdT90Rq8F6iOgEE3ctD6wMJI/QdgDUIiGoG3ErWrEnZtyif0GqmkxhgxPJTMd02KHjE6o/a+19IxGr8LDHcy6WTk5ODlStX4syZMwCAli1bYuTIkahZU34dYylUmbmAgdfgKoVFwZVZXOyba2FlZqXKgLHhigsPDbIgv0SbcDcxXt9wAj8fvQaCAPZclF8CsWmt6jh/s5D3fQfpbHfbtN4AILjwYGBg4Dtkz0beeustTJkyBRkZGa5tGRkZeOWVV/D22xrHBesJQbAmjxovfXpkL+dwL1fRpay57dpBwOmNwG9TwDmNDa2vfCB88Lird7vEY42SiaIs6HonUgO8ZukWsvQLWrrvGgiYvCBCZAid0CBxYcoVIywyAO7ND86R2Y5EOCzdYonU1HCrUMUinloRKsHSzXuoZo9ZGffDHWDp3rlzJ2JiYrBo0SLk5OQgJycHixYtQmxsLHbu1CehYJWZCxh4DcoivWl8d494ZS6rrNivqU3A+rDj3E18sjUZ/57P5IwLLyq1aVZNRQp7U7IUCW4AgoKbDmX579O8tiG4DQz8ENlmmGXLluHChQto1KgRGjVqBAC4dOkSAgMDkZmZic8+c4uqw4cPazdSzWFNHLWemLFFZ+4lYMvbwAP/p0nz8kUIgFyOeq0JzwLN+6sfEBseS3exRRsLiKREanlXnK61ARU/Pt6wdLcfDpz8EajTGrhxUr9+BBC0dOuQ5IwTGcJOrTXzYmYhmtZihYfw9W/WtnySi0DaBLLiGu84cx1ADe79VXIzvxRR1RWei56iu+LT1DMzey3k4OfAt4Ftx4E+b0g4ouqL7vHjx2PYsGFYtmwZzGbn881ut2PcuHEYP348Tpw4oXmfVWcuYOBt2jYMx68Te4q6g4vFgbMt3QCQnlWEIUt3c7pr07H7fcySfIyEaQYG/o1s0T1kyBAdhuEDPCaOWovuAM9texY5Mz1LmigKo9mktu9b+liCeGK6L4d3Aq7yHyb1tESHnJ0CLEoAQiKBV1MqGqcs3Rpbepv0AVK2Aa0fBeLuA8YnAeGNgPfqatuPRAQTqWmdMI8POQsbUj50gX3KbByLDHw3iCVI0pBk02sakHEcaDsMSPocAJBXpE2yHi6rdu5tFQkJq6ss6SRo6Rb+MAnIW2Thyl0xwbIR0UQ2sONDac9SPXM4+AkXLlzAjz/+6BLcgDOT+JQpU7Bu3Tpd+qwycwEDn8HnDk5BxYHvvnDLI5ka4ExMSi8fBkCS4KbTun4oTl7lTlhmqnhg+T5TizBcrvkGBgb+h+I63ZUflnu51nF/fBZFqRNFEYQTqfG9xyFE9JqQ8py/SaOSYaKLJBe2Ov9fTHPn+udd5/8dGv+EPr4GOL8FaD7A+bpWc87dNh27pm2/PJgIgfPzmuiWvpBTUCp+Twjd7dxd8YlujsUwLQiOAJ77xfn3fqeFrwlxHdvRXnXTX+xM8dim6BZ+dKXze9HhOXUDkpJITcfUd1bw5E2o2RTIvui5Xc9wEj+hQ4cOOHPmDJo3Zz57zpw5g3bt2unSZ9WZCxj4M0Jx4ACzfNiOczdlCW4AGN+7KV78+gjnew4SSIyJwAGOcmT+BN01n56ozRDhBgb+hSrFVVhYCAdr9hcaqk1dQd0hTGBMzLW29gpZUy8nAQ07g1BhXRdKpEbwTXi5zlGvCSmPuNNKdMuOxbLRLIOX9moyBhfB4UDbJ0R3m7ie+4ddayqbe7laONef+L7PermX08k4DgCYYf0Sq+zqQzfsHF92RY+rNo85/6lFRfZygiBUu+nw5ixoMQjYvZDjgKpv6Z44cSImTZqECxcu4O677wYA7Nu3D0uXLsUHH3yA48ePu/Zt27at5v1X6rmAgV9DxYHvTL6JEasOeLxPLx929Equ5HYp63BQgPDzYWiHBni0QwMcvZKLb5Muyx2+bnw5ujNsDtIlrnOLyzBiZRJjcYLtBUBhCHMDA98gezaSmpqKCRMmYPv27SgpcScHI0kSBEHAbvd99mZJeMxaNRbdQhPTlfcDI34G0ERx80KWJKboou13/ZjnzrpZurnbNZHC94fU+bhoTDf7/SM0F0tvWXt1ROjshUW3l8QwazGnDrJxA8qzKMvXaRxXKDBMP0u3jnC5VfISFA6U5Oo1FCcS3Mtvl+v3O8B/f/NcpztAdA8fPhwA8Oqrr3K+RxCE5r/RVWYuYFApEIvBPnU1D3+duiG5Pco6nFUknJRy+gbt8yGoJbFxBHqy6pJzJYujewEA3Fnc+YS5gYGB9siejTzzzDMgSRKrVq1CnTp1lNVL9gt0di8Xa2/dw7Det0tx80LzcMGYXo+ddZqQ6mzp5r3tSBI48QOQySpXlUtbofaWtddHJJgu8L+pZxI5Rj/M+39/0ASMLZuCvxydFDUnyV2ZXq6Na3Gn5SBFfcum/1zgj1dxyBGvSXMOqfUBSZJDcOvg5i1i6bY7SHR692/uQ2V2xTV6E8FzTrzm9apfMiw1NdXrfVaduYBBZUAsqdraPWk4c72A9/2IECs2jOvukbgtLMQqGDfuDdrUD0WNIKvk7ObPd4thvE7JLOR0v6d7AcRGVZMkzA0MDPRDtuI6duwYDh065BE7Vulg1+nWfMIg3l610puKW1fkXs6Fl2O66xaeAdBDdfO8H9fZ34ANYz231+/g/tuuIgmVnxMCz9J0DLwV38oh7idYNuKvMmWiWxKltGQ4RRzxf96yeEY5xXYIVJT1oiF5Irhdp3JobASvI4lCnWvf8rqX85UruwMs3Y0bN/Z6n1VmLmBQKeBLqmYmCHRoHC4Ydx0aZMGm8T3QMDKE051aLG5cLREhVuTftvE+y09czUf7Bp417/loWZ+5b3q2cNLOtKwikBUCnA1bmBsYGOiHbBNAYmIiLl/2n7gWpZCESd863RKsK1ZbkYoOpLqXi+BlS3d81jZNmueNh796UPxg221NxuCPVIPIufnI0g0AZSpSSEjTnbR7gkuAecvDweqcuARrJbqlfp13fKhJf6IILdyQDjh0thbxPt/4+vWDRGo7d+7EoEGDEB0dDYIgsHHjRsb7zz//PAiCYPx78MEHZfVx7do1fP/991iyZAkWLVrE+KcHVWUuYFB5WDw8Ad3johjbusdF4TmW5ZfNJ8MT0DCSaSlPySzEtnM3kXqryBU3vm1ab6wemYiR3YXbYxNfu7rg+znF5ejQOFxwn6NX8iT3N/PnU8ijJYwT8wKIiawmSZgbGBjoi+xZ8IoVK/DCCy/g6tWraN26NaxW5kRWjyQtusAWBVpbuiWIboK0AVA2IRR2L5chuvVyCVQYNy2clZ0G37AdPFY2+nabNmLIl/B9bKTYOpq3BAhH7HQZqVz0Ct0VB9NzMOePs5h1f13ECjXiLYtngHMCFEJoc59xfSd86sgrtHBDOmC6dhD/C5iJd8ufwRGS6WIv93HD9TjgD5/h2R4RI69THSgqKkK7du0watQoDB06lHOfBx98EKtXr3a9DgyUnvRvzZo1+O9//4uAgABERkYyXL0JgsDEiROVD56HKjMXMKg0UOKYXd87JbNQ8Dh6/WqhuGYTAUxafwT5Mr11zt8U7h8AnusWg7mPtcPzq5JEBbAYbJdwygtg1/lMxuyPXkpMbG716T8X0KFhhBHbbWCgI7JnoZmZmbh48SJGjhzp2qZHkhbd0du9XJLoVl66SsiaxBDd+d4pU+U5CP5bi4BDXBwqha+WEn27TcQFuxIjGlrgLUt3YA2PTTaFC0xivL3xJABgStZ1/ERt5Cof5a0FB2uF6BZz9ZcIV/ZynyJ0HR12hH3dHx1NwPcBsxFf+qX23XMsKuaXlOP69TwwHJ3vHucU3DHqw1nU0r9/f/TvL5zJPjAwEHXr1lXU/ttvv40ZM2Zg+vTpMHkpWWKVmQsYVDrY9b2FXM/Z9av54ppf/PoQklKzYdPpebvy3xRYzCbVghvwdAnPLS6DzeHweDJ2jq2JqQ/EY9u5m4iJrCYYu374Ui5vbLeR7dzAQBtki+5Ro0YhISEB69evr+TJUwifu5cX3S4BEKyoecmJ1P58XVH7qhE4/xCUokjheYvClUDL4WBauq1V90fDzFfDmMJb2csDPEW3Q8V3TIoHRGZ+sdtxpG4boLwYKLju3sFbWesDnK6GzphuEmqfLb5K7sOL0LMtw12aykp43ovOsBB158PlXv7aj8fR5WImmtN/0Zr2BeLvV9WXN9m+fTtq166NiIgI9O3bF++++y4iIyMlHVtcXIwnn3zSa4IbqEpzAYOqAFdcNr1+NSCccExqEjOlHLks3X1cKmlZ7gRp+1OyGe+ZCOBsRj4eXrrHta1rk0i0bRCGI5dzPdriiu02sp0bGGiLbNGdnp6OTZs2IS4uTo/xeA+POt1aZy8Xn4BsOJgOIEJR80KLsbJiuvVC4HoGoUw/0c3lXk7amduHfaVP3yI0Ja7iIllf1z5EP3tvWboDPBc2SDWiW8I+DAso6QCiE4BzNNHtLfdya5CzO4JEAGwog7rJieTs5d7CizHSXFnrudzL/ziZgbstrO1eEIEFBQXIz3cn8AsMDJTlFk7x4IMPYujQoYiNjcXFixfxxhtvoH///ti7dy/MZvHrPXr0aPzwww94/XXvLbJWmbmAgSiVwdLJ53pO5/S1fJ6jKycxkdV4FxIcpDOWnE5SajZa1PNcEKdDCXlAWhkyAwMD6ciehfbt2xfHjh3T9Id26dKl+Oijj5CRkYF27dph8eLF6NyZ/wu9cOFCLFu2DJcuXUJUVBQee+wxzJkzB0FBQdI7ZU/ANXcvF2/vKfNWbHe0V9S8UAklWSXD9IJDdJMmKwhHOYLAnz1c9ci5RLfD5raANx8INOiothdFvGNZi2fL39CkLb67y0yIiG5vCSYf1EI3s0U3+yp5K5Ea7dkiK78CD6o0tx5WcjULNxo8ZrmuqcVE+OS517JlS8brmTNn4p133pHdzpNPPun6u02bNmjbti2aNm2K7du349577xU9fs6cOXjooYfw559/ok2bNh7x1QsWLJA9JjH0mAsY+BeV0dLJdj2ns2ZPmncHoxN0t/lt56RXwbGTJE6KLDxQ8e9Sy5AZGBhIR7boHjRoECZPnowTJ05w/rgPHjxYVnvfffcdpkyZguXLl6NLly5YuHAh+vXrh3PnzqF27doe+3/zzTd4/fXXsWrVKnTr1g3JycmuzK+yJhaEWV/3cgk8YD4ElIvvx4mgpVtCLN1dDwGd/6OwcwlwLTpYg4HScgQRZarVNe+nlXfFc5vD5hbjPsxkzOVuqzV+Y+nmsCqrsXRLuV9M9BwJJOl5kA/KpVmkfBdF4HQvZ19Kdi6DhGed5fN6TVPdv2ffvq17zXWPW8wECB+44Z8+fRr167u9V5RYublo0qQJoqKicOHCBcmie/Pmza7yXexEanqg9VzAJ4vvBoJUJUtnSmYhDqbzlxXTAjNBIDjAhMJSfX/rOzQKd7nNi2Uu56J1/VCcuVYgGP8uJdu5IboNDOQhW3S/8MILAIDZs2d7vKckecqCBQswduxYVzKW5cuX47fffsOqVas4XeX27NmD7t2746mnngIAxMTEYPjw4di/f7+sfkmTzu7lOs//hBKpSXIvf/JrDUfDAdf1tIYApfkIUrzSIMLtHODC357bHXbnP8CnoltW/XSFMBZcYu8BUncwd/ChpVvvsyc8LN0svOVeTutHi1APu13ClTuyjvm63/vAoEXei+GXiFz5x5293POaWk0mmDyuk/4LqTVq1EBoaKjm7V65cgVZWVmoV6+epP3nz5+PVatW4fnnn9d8LHxoORfw2eK7AS9VzdKpRQIzMbrHReG/vZrg6ZXy5qNyGdc3zuVpwJdEToj3H2mDeZuTBePfpZQhMzAwkIfsGZnD4eD9J1dwl5WV4dChQ7jvvvvcAzKZcN9992Hv3r2cx3Tr1g2HDh1CUlISACAlJQW///47BgwYIO9E9C4ZpiIzuaTmBd4TdTH2Blzu5RanFSgQZXja/De+C5iNUGhYGzIzmXs7Q3R7SXgBwIt7gPbPuF5q4WosBiXyMslQV0IvBl6zdGvreigUTkHh6V7OOsZbLu+0hQ2v5Vc49RPzdWANvxPcWsHpXm4mvLKopZTCwkIcPXoUR48eBQCkpqbi6NGjuHTpEgoLC/HKK69g3759SEtLw9atW/Hwww8jLi4O/fr1k9R+YGAgunfvruMZeKLlXIC++N6yZUssX74cISEhWLVqFef+9MX3mJgYPPDAAxg+fLhrXmCgnqpW11mJRTjEaoJZ4tRwfO+mWDe6M7rHR6FXfC2YdFzzYwtervrlQuQWl2Fkjxh8ObozVo9MxLZpvbFudGdGyAAl5s2subGZINArvlalWnAxMPAXfDoru3XrFux2O+rUqcPYXqdOHWRkZHAe89RTT2H27Nno0aMHrFYrmjZtit69e+ONN7hjZUtLS5Gfn+/6V1BQ4HzDZNHZvdx3E0BRl9auE/QfBJelu0LwmuDAe9ZV6GI6i/9YfmXsoouHqMMGOMoZY/AKdVoB3d31cbWMOeV2GSUxwvwXAMAOMzjvQW8JMU5Lt5rs5eL7MMTY+c1AGWtS6K3PniBc97+kUA8t0DtHhQKKSE9Xay2GZea4r2NMN9HEdJ1jb//g4MGDSEhIQEKC05I0ZcoUJCQkYMaMGTCbzTh+/DgGDx6MZs2aYfTo0ejYsSP+/fdfye7qkyZNwuLFi/U8Bd3w6eK7AS9aWDpTMgux7dxNpN7yvUDnE5FCFJc7EBosbbE2Kc2dPXzx8ASESTxODnyCNyzEikXD2yMxRlpi3hGrDmDk6gN4dmUSVu9KQ82QAM79uMQ82yJuYGAgHdmzUC5XMjozZsxQPBgpbN++He+//z4+/fRTdOnSBRcuXMCkSZPwf//3f3j77bc99p8zZw5mzZrl2RBhhr7u5dIE1sfWpXi9fCxKwf3QU4Koda1Oa8364oVTdDstgPRJczWFtYw5RSffj6nDBthKnX9btIm5lAwjqZa+CzEPmg7gactWABU1sTljgX2ZSE1fIWhin2/av6wdvBhaYLIA9jJYvGXpLi30Tj+AMzeDBA447lLdFad7OduTp7wEP9nG+3gJWZjevXsLlr3bvHmzqvaTkpLwzz//4Ndff0WrVq084qs3bNigqn0utJoLCC2+nz17lvOYp556Crdu3UKPHj1AkiRsNhteeOEF3sV3wLkAX1pa6npNzzpv4Imc2tds/DUBG1dZMTHyb9uQGBOBcX3iMPf3Mzhzg/tZeyAtB/+ez0TP+FrIKir1yByuBR0ah+OJxAacrv0T1x/FYQUx60Ix+lIywhsYGEhHtuj+6SemG2N5eTlSU1NhsVjQtGlTWaI7KioKZrMZN27cYGy/ceMG6taty3nM22+/jWeffRZjxowB4Mz0WlRUhP/85z948803PeqUTp8+HVOmTHG9vnr1qjPjrImVSM1H7uWPmHfjjKMRPrcP0qxrUUu3NxIhcfVRIfjMGiQU45zA8k1qHTbAViHuLV5OsuPFLN6tTGmuvx0kTz1kbwlPrd3LJaxXiC42eSt7OeAS3WbCoT5poJRHUznNFdSiUzk+ipCaQP+5wB+vCu7GVZed0GDhxcO9/OZp1W1WdsLDwzF06FCv9qnlXEAuchffAYEFeANepNS+5sJfE7CxRaSZcFp9hbCTJA6k5SAmshom9I3H+PVHePd9dmUSesXXwhOJDVSPlVrcmPVwK5y6moe1e9JwIC0HB9Kcwpq+iMEXfy8FKTH6QhnhDQwMpCNbdB854vnAyc/Px/PPP49HHnlEVlsBAQHo2LEjtm7diiFDhgBwxolt3boVEyZwu0AXFxd7CGuqjimXEGPXTXWvbrPFh+/cyyMJbVfcRWOHfSW6K6y+9EUBVRmtpULagXJKdHvb0u0WeuUe95y2WGnX1QGTH1q6latP2XW6ufBm1m1qgUkn93KGeC0tADKOu1+/dFCXPhl0+a+o6LbrZHr2WFzJuqBLP5WJ1atXe71PreYC3lh8BzwX4PPz89GwYUPJ47wTUWLprAwJ2OgiUmoSsrSsIrSIFk+auOt8Jm6Xc5QulQm1uBEWYsXMn0/h8KVcxvv0RQwtksQZ2cgNDPRHk1lRaGgoZs2axbvCLMSUKVPwxRdfYO3atThz5gxefPFFFBUVubKZjxgxAtOnT3ftP2jQICxbtgzffvstUlNT8ddff+Htt9/GoEGDXOJbCiQ7y4Xmlm7pAoPUeHIqbun2gtAViemmYFvDpCTMAmSWwSkrAvYtdf5ddEt4X62hic9yUt+YYgvcP/QkwJPB21tlszw/H6vO8c0mL5Rkk0zFddaiZJgof810/93+aSBMvZVFCxwczzUtHj0eiyu2Uu4d7zBsNhv+/vtvfPbZZ67cJdeuXUNhofdCD5TMBeiL7xTU4nvXrl05j5G7+A44F+BDQ0MZ/wykERtVDX2a15YkyipbArbFwxOQ0ChcdL+YyGqS4sIdcLqa1whU/lv75ejOrsRm1CIGe1GAvoihJEkcm8hq2oU4GhgYcKOZCsjLy0NeXp7s44YNG4bMzEzMmDEDGRkZaN++Pf78809XfNelS5cYP65vvfUWCILAW2+9hatXr6JWrVoYNGgQ3nvvPXkdmywsYey77OV2jfsWr9XsA0v3kGVA0goAYMS5amXpvlVYCt7cneuHu/9OVhc7KRua6M5ATc2a5frN9/Qg8KGlm+NzpS8KyIVrIh2GQjxl/gcb7d1xHZHMOt2cjXgxq79rgUl9HD/XZ81YnLpCc48897vq/rQiltAnsZnHNXWotypVdtLT0/Hggw/i0qVLKC0txf33348aNWrgww8/RGlpKZYvX+61sSiZC0yZMgXPPfccOnXqhM6dO2PhwoUei+/169fHnDlzADgX3xcsWICEhASXe7mSxXcD7alMpaao2HOh+t3sGHapceEFKmp1f/jnWbStH46wEKukRYw+zWsjMSbC5XrORWLjCAQHWHjHPW9zcqWrvW5gUNmQLboXLVrEeE2SJK5fv44vv/wS/fv3VzSICRMm8LqTb9++nfHaYrFg5syZmDlzJuf+kiF4sjtrBkfbNeoBBZ4TUS6LkBr8I6abphR6vwG0fwrkwTUAmC63WonuTu/+jXP/iQCn83jeZfff9+qb6M+DoDDXn7kkRwkvDbGyryunpdtLLtYcStGiopQd1zd1nvUz3G8+hOHmrehV9ol/uZd7y9J9O5fpWn5bfiIdvWhmuuqxTYtvu8eioiG6MWnSJHTq1AnHjh1DZGSka/sjjzyCsWPH6tKnlnMBny2+G2iOmgRs3oYr9pwNO4adcrnfmXxTNB5cKaev5btcx8V+tSwmAimZhXiuWwzOZRQgv8TzeRgRYsWK5xKRllXEK7r9xfXfwKAqI1t0f/zxx4zXJpMJtWrVwnPPPcdwA/d7CFbMqzcSqYU15BHd8vsWOkK0Tre3Ld03TlRso4QI3dLNQsU6SGZBKUQdayNilHeglB6TgV0f615H2CN+mOse9KGlW+vz72U6BgBoZHJOIsQTqXk5ezm8UJt9YRt92xdi4hHg1EZgK39yqhooRgHUuz7S8bimDj8KK/AR//77L/bs2YOAAKaLaExMDK5e9Vz80AKt5wI+WXw30AWlCdi8iVjysQ+GtkGXJpG8IrRXs9qoHmhGoQqLNh8O0i2CxX5BPvzjLE5ec+cFCg2yMIR3YkwEVoxIRFiIFdmXywTbosd1p2QWIj272MhYbmCgIbJFd2pqqh7j8DpkYA2dO+By7eUWuw5SvggWki9+Yemmiy4qmZirZJj27uUAcKuwTFx0e7NON0XF9Q6E9iVE+HBaun2YvZxjEUuN6OY8FVZ74qLbi5+93pZu6tRLfVj2qGYToFk/QdEdjFJVopsrrMBwL/fE4XDAbve8165cuYIaNfT5rasqcwED7akMpabE3LbrhAUJjjkls1AXwU1nX8otiPkH0QU3AOSX2JDQMBwT74v3uO5SXP/9tdybgUFVQLX6ys/Px8aNG3HmzBktxuM1yls+pnMP0gWPEku3EH4R003Sfowq4ppJV/Zy+iRZ2blzHTX7Vwmlg3whuitG+7RlK962fKlhi/yQILi9N3xo6VYX3+w+tqvpFEabf/OweDrEYrZ9kr1cZ0t322H6ti+GyP0UQpQwd9fAo0iye7m3KxX4kAceeAALFy50vSYIAoWFhZg5cyYGDBjglTFU1rmAgX7IScDmbdTGnmuRMVyM6RtOYvqGE5zvsXMB0zlyOZchuFMyC7Ht3E0QBMGZCM5csT02qppguTcDAwN1yJ6FPvHEE1iyZAkA4Pbt2+jUqROeeOIJtG3bFv/73/80H6C+6OheziXueCb9SnoWdC/3B0u3gzYxppKJVUzQgwi3xVfLBQdJllSfWLrd5zja8odu3dC9BkiAuy61Dy3dWrlarw94D29bv4aZkGnp9mpMt/M+Uyq6LbDhu4DZmGlZy/m+68zZluBBnyjqTzEi1zQE2mcWZ9xH+de4RXeLwUCjbpr37W+YzWbcvHkT8+fPx+7du9GyZUuUlJTgqaeecrmWf/jhh7r0XbXmAgZqoYRd6i3/yk7OB18mcjNBIDEmAmlZRYLnokXGcDU0Eul/f0oWcovLMGJlEvrO34GRqw+gz7ztyL9djmZ1mPllKNd/KZnSDQwMlCN7Frpz50707NkTAPDTTz+BJEnk5uZi0aJFePfddzUfoK7omb28WX+gYRegKy1GjWeCalKQYErYvdwPxAd9IkyJv4p+g+COK2KfhxpbqDTR7UXh5cILJdpYkCC4Fxi8FtfM5V6uHCkV+EQFbuw9KkYgE8qrQ2EZs3tMx9DFdBYjLZuZNbnZsAWnty3fIvfTa5ZvGa/l3gNcHzvje/7jaI+Y7l21hgPDvvTRd927UO73DRo0wLFjx/DGG29g8uTJSEhIwAcffIAjR46gdu3auvRdpeYCBorhEnYjViYhr1j7cCqthf3i4QnoHsesexIabMGBtBzRc6FEu69IyxK2tGcWlnJarY9eycWZDGdJwdb1Q7FpQndXebLKVu7NwKCyIXtWkpeXh5o1naWP/vzzTzz66KMICQnBwIEDcf78ec0HWGmxBACjtwD9aNlUTWZg0CKPXS87tJ0U+YWlm+5eTom/ihVlK6OetHaC1FwJLN3ewim6OQSRt9zLOWO6tc1ezkbUkl4tUvh9LeHIXyCHAKnl1eiiu+dUwBqsqD/FcDxLbpHu+sf3mI97vK8WxjMj44THwkPRHRribbFY8Mwzz2Du3Ln49NNPMWbMGAQH63c/GHMBA4A7A7jW7sh6CXsq9nzbtN5YPTIRiY0jkH+b+QAROpfFwxPQrakXf1fkUGGdZlut6Zy+lo//o4XlVaZybwYGlRHZCqRhw4bYu3cvatasiT///BPffuu0ZOTk5CAoKEjzAeoKfcLoDWFEmICOzwHntwBnf3VtVmLpFhqtuKXbC+dKnwhX9EdNlgNoCcW0yWhNohWRjuqEhBgrH8Z0a9ukcJskwKgR7sJblm4pCbDUNeeB7vHTclApusWulet6UFbehxYCnUYq6ksVHKJ7Uvl4fB0wh2d/9V0yRDfp8BDddtL7i1y+ZMWKFaheXbgc4cSJEzXvt0rNBQwUwZcBnO6OrEU8t5Cwl1tbmisrd2xUNZAkiQMc9bqFziUsxIo5Q9tg0OJdnKW6fElUDfHvoIMEDqTl4PFlezD/ifZ4ZxN3Xhx/LPdmYFAZka1AXn75ZTz99NOoXr06GjdujN69ewNwupq1aePD8jVKqFEXaDEIMAcw6inrBmHCv+czUWrugftAE90al1Lyi3rFnNnbK0Q34f5xUiuU4okr2BzwGkyExGvotURi9D69IwKYV4AAqnG4vnnr/B2eFgit73PP9v1IdLsSqdlhhh2JpnM44ohDKQJEDnQi+VwowemTxSRwLuJoebeLLrY4bHd89vLly5fDbOb/XhMEoYvorlJzAQNFSHFHVivUtBL2Ylm5lZ7LkKW7/U5wd2saiZb1pFctOJSeg4eX7vKw8lP4W7k3A4PKiuyZ2rhx49C5c2dcvnwZ999/P0wVcXNNmjSpfHFcBAEM+8qL/Znx7MokAA2RRluE1FosiMaRekN0N+7u/ju0PtUxAKZ7uZXlCi/FoklnXcAH3II7KBwoyfXc7s1azS585F7eezpwKxmo0xrY60x45LXzt7tF9/vlw/GGdb3uotu/LN1Upn47plh+wHjLJgBATMk3kg4X8wAhqfd9Lbo5FnGEnmdafBOYlm77HV+n++DBg7rFbQtRpeYCBorwhjuyVsJezFqu5Fx2nLuJHB1i19VALSTIce93AILnMevhVka5MAMDDVA0U+vUqRM6derE2DZw4EBNBlSlcQkeAmcdDXGX6bJzs8ZixC+yOFsCgKe+B5L/BLq8QHXsfIsmtEXjz3mgjMf1iGzuHRp3B8795rndF6LbJzHdAEJqAiN+dsa9UqLbW5ZuWvmus2QjZ9dq3MslHOuPotsE0iW4ZR0u9Vq5RLcvFpP4+11p6+/K1E/AAVJFdcraNQJxs4AnCzqHpVvLPBH+jhYl2NRgzAXubKhkYrsv3GLEDmvpjiwmhm/klYhau6VYy/nOxQSgY+MIj/Zzi8sw4+eT8k5GB3rF18Ksh1sx6qHzna9S2AsbXC76BgYG4sgW3Xa7HWvWrMHWrVtx8+ZNOBzMie4///yj2eCqHLQJUjLZAHeBEt0aW7r9IZEaADTr5/zn6td5/nRBITpWxfCIltAGOvUnhI8s3Vz9eyujM23SYoO5YhT6xXSPNf+Km2S44va1pthGIgTK72/GM0Ho9qEWN3wlujmeJQSAfx2tMRpO0R1D3EAqWc/5nkyRSIJE7VCm6Pa4j+5g93JSrmuQhhhzAQMALqsqXeRp6Y7MJ4YpXq+oY013FWcj1VrOdS4OAAfSc/D48j14rlsMWkWHuepZX8q+LdiuiXDGTetJQUk5aoYEMMSv1jXEMyoWNiJCrIIu+gYGBsLIFt2TJk3CmjVrMHDgQLRu3drnK+2VCtoElS6KtLd0+4noZkGdJV1Q6Ca6+SajZu+74ZbZHRIjeaXD/a1jbrU7SJhNBCthoPfFmaPCyqlnzPWb1m8wuexF3dqXy8nrRegMz++iVKuvWI4CdyI1X7uXc4luByNspFyZQxUvHh4NLNG9v3pf3Cm21pkzZ4omUdMLYy5gALgzgKfeKmJYW7WESwyzEUqsJtV1nDqXR5buwpHLeYx9DqTl4ECaM9FaYkyE628+woItaBUdhj0XswT3E8JMOBcdzt8s5N3n2JVcj/NWUkO8RpAFxaV2zoWN6RULGxEhVuTfZrqhK01oZ2BwJyJ7NvTtt9/i+++/x4ABA/QYT9WGJnjojzWtxYhfuJdz9sth6WZlbpfiRiwN31mA2Jy6XgBvpyAhQOKPk9fxUNtopnu71yyi7utPkp6fu/LW+FFaE1sPim0EYPb8LgbAhlZEGgab92Ax8RSyyrmXYypzIjWAuZhGLxWnRJex54AenzMtpvsWGYrrATHyO6mkzJw502d9G3MBAzqxUfq5GtOF/b6ULJcIpCOUWE2OG3xKZqGH4GZziCPLOZ3qgWb8OqEn3tx4EgSUz0bsJHAhk19wA05LOvu8m9Sqjk6NI3BQZJx0CkpsiAixCsZ2c72ndaZ6A4OqjGz1FRAQgLi4OD3GUvXhEbveF92+skg4+40k3D9oFqn1iHkoJ3lEpA/dLtnYfBBqTADIpX4gfW7pJirGpMa9XPzYQPhPQht7xaPVTHiK7g2B7+B5yxbsN4/iPZ6+QMH1bXW962vRzeNenk2r1S255jgHXB+7h3dMxTVYZBuCu0uXKO7LQB7GXMCATUpmIbadu4nUW0W6tBMbVQ11w4RLYaVlcfe9eHgCusdFMbZxucHvT+XJE0NDzGX8l5d6Iru4FDvPZ6pe/pc6lWGf98huMbL7yisuR2LjCMwZ2lr2sXzX3cDAwI3smdrUqVPxySefYMmSJYY7mVxMdEu3fu7lni7b7LVW33xu1DkPNCe5tonWFOeBOgOn6zKXhdN/RLfdB0MhGD4DPrB002YKWohuKQSDJ9kW4HXvDkp0s7+L9Mz9Qve+0DOhh+kEAnduxfikJ7GwvBxWwIcx3dzZy/eTd7leM63e8mFPOj3CZypEdy5ZAzZY/Gm9rUpjzAUMKMTKcWnZjtKM6WJu8FRysFuFJZLHawIYT3G65fyhRYclt6MF7PNuER3Ksyc/VPz6ox3l576xmIxngIGBGLJF965du7Bt2zb88ccfaNWqFaxW5gN1w4YNmg2uykGb+J9wNMEj5t3OzXpnL7cEAjbpPyS6wTExY4sSuRNmO5+zhh/NvO06ZFLhmuPSF3J47ykfWLqpceldMizEj0S3w1Wnm/ldtEq0+go9E74KmANcAb4rC8D1kEI0AvzOvRwgcJ2siXpEtuRzlorHYkWF6LapyJBuIB9jLmBAIVaOS007u85nYszaA/jhxW4A1GdMZ7vBcwl9qXRsHIEDNBduynKeklmIk9fyZbenBC0zxVPwVosQwKZ3xjgDgyqA7JlaeHg4HnnkET3GUvWhTfzX2e/HDOuXzs1KmhKwLHhYuj2Elq8ejp5jVloyjIJ/ou0/PwC+snS7of3trezloFu63YnUTHDgBfMmJDnuwkGaNVS0tYrmqoE/W2ww4T+im+QR3QGENBd4KQtxjYibsNsq2vOjOt3Ut7ycNAMEGEnV5Gcvd/8ViXxkowYiCFaMY4XotsNH1n4/YObMmRg1ahQaN27stT6NuYABIK0clxRByNcOPXv4ihGJCAuxapoxnUvoi0EJXbblnCRJ/H7yGg5IcFHXCr7zVpPBfMFfyQgNsiC/RPqCqRY12Q0MqjqyZ2qrV6/WYxx3BrSJvw0W/GDrhcctOxVZuoViXE2sOFKfTcg98JxwW1WKbkclsHT7IqbbBNJ9DejXwieWbieNTJlYZl2IfuaDAICYkm9ktOFsZZrle959BC3diWMk96UFjgoBSM9fAEiPb5aS52Gy9X9IR92KA/wnpvsWGQbAnbVcraWbBPCJdSkeNu/BvPLHPXeoSKRmc4lu//nue4uff/4Z7733Hu655x6MHj0ajz76KAIDA3Xt05gLwmpurgAAyhpJREFUGADSy3GpbedQeo7Lcq5VxnSl9azpQjc2qhoiQqwY9/VhyZnKZw5qiY6NIzBvc7LqetqzHm7l4cKfklmIjDx13o1SBbcelnYDg6qK4plaZmYmzp07BwBo3rw5atWqpdmgqiy1mjNekq5YVzdxxBU8ZN6HL2wDUYRgRd14WLp9Fe/JguSwcqm3dPvHuQnhc0s3SRNwPonpdgszSnArpaUpnfe9ED5Ld/1OwH2zVPUrF8oDY6JlI2O7FNFdDbcx27pWUj9m0u58gPjMvZy2kNh9Cv53ughHrzuTazGSyan8Djxs3gMA+I/lN883XZbuO9e9/OjRozhy5AhWr16NSZMmYfz48XjyyScxatQoJCYm6tq3MRe4s1EaYy23Ha4s3Wrr1IsJ/Q+GtkGdsCDXOfAJ/Inrj0oS3CYAPeJrYWT3WADAutGdcexyLt7ceAInrypzRz91Lc81HjWu8kppEV0D0/o181p/BgaVGdmzlKKiIowaNQr16tVDr1690KtXL0RHR2P06NEoLlbuzlKlGbUZ6DkN6Pxf0V3/DnwVL1s24HXLesH9+Nw0x5k3YrxlE3OjP1u6WeV/pP6EUufPa+nmamnoFxJb1xY9NDfBupbPm//E05attPd53Mt9mL1cDdTcykHyP7IC+LKXN7kHsGhdKV0YvvtSitV3pmWd5H5ci1Z+sLC28HI8Xrt+j+u1S3TTS4YpaJc+sfZMEgl3TDdfJYM7hISEBCxatAjXrl3DypUrceXKFXTv3h1t27bFJ598grw84TJIcjHmAlUfKdnIqRhrM2tOYiYI9IqvJdkCSrUjNilNyypCbnEZRqxMQt/5OzBy9QH0mbcdI1YmIU+g3BUXYkK/S5NI9GleGyRJ8gpuOdbyHhVJ4ejM35KMM9cKZI2bzto9aa6/X/zqsO6C20wQaN8wHK0rErWdvJqPwUt2K7r+BgZ3GrJF95QpU7Bjxw788ssvyM3NRW5uLn7++Wfs2LEDU6dO1WOMlZ9GdwP3vu0x8ScFsjq3N10QbJJvhfdVK4f7rb+Ibl0s3Xzu5RzuuTE9VfWlHP0tcO9YmUKNkb3cF5ZuRjSudqLbLtAWrxXZ7v2JAF98sRU2XCdrul5Xh6c4udt0mvH6vuz12BkwCXXhaUlxCVpffsebDwTqtsWy5OqMzQ4O0S2XJo50hJDua8S5aMGydPtRZIlPIEkS5eXlKCsrA0mSiIiIwJIlS9CwYUN89913mvVjzAWqLnJFrdRyXICwkF88PAEdGkcIji0msppg4jY5iC0YRIRYBa9DbnEZxn2jPEs5JdjtKh5aB9JykHqrCCmZhdibwm9tj69dnfc9OXSPi0JIgBlnrjMXCpRcfwODOw3ZauB///sfVq5cif79+yM0NBShoaEYMGAAvvjiC/z44496jLHKQnL8pQt+IrozC8s8tukW081l0bUK1/fUC7bobE/wLaiQGFzzMsKhfNWbgpEp3Mcx3bK8ERS3JWDpdmibPVsKvcA9EQsgbMgl3ZYSrjh0dm3vIbc+RyNTJl62/M9DdLot3T78jg//BvjvTo+FBkoEf2pdiIGmfQC4s+5TmGFHDdoiREfiHL6zT8GGvGGubWzPGLQY7IrpLlceLVUlOHToECZMmIB69eph8uTJSEhIwJkzZ7Bjxw6cP38e7733HiZOnKhZf8ZcoOoiV9RSMdbbpvXG6pGJ2Dattyv2mkKKkA8LseLHF7shMSYC7ApUlBAmKxK0sYUqPXGbHIQWDISyqQPO63T2uvTfa/Y1VJPsjE5aVpFoffFRPWIZnw/XYgMfBIDW0aHYNq03RveIwZ6LWZpdfwODOwnZoru4uBh16tTx2F67dm3DpUwmXDHd7Pf4kJUF2Owfk1H2yiigztLdgUhGA4In6yiXRdcq7EqmF+zPcmPgDETC09Wzj+koFhW/hn8C1VuJCJBurc2wdHs/7pVPWleD9EQvVBtCMfwu0d19EtDhOfcbd78ouR+tqE3kcG4PgI1h+Q0hPK8BX2k1E0j8L2AmY5vFH0Q3wKmmqbCCakQplgYsEm1iU8BbOBE0BnXgnDw+ZN4n3m+NekZMN4A2bdrg7rvvRmpqKlauXInLly/jgw8+QFxcnGuf4cOHIzNTO9dTYy5QNeGzvkoRVbFR1dCneW2XCzbdqi1HyK8YkYgecczcAJQQlpK4TQ58CwZZRaWc14HKpj5o8b+yXbnZ1zAiWHoNcyGcMefCi9gEmJ8P12IDHySAk9fy8eqPx/Dc6gOC+8q9/gYGdxKyZyldu3bFzJkzUVLinizevn0bs2bNQteuXTUdXFWHekRqnb3cAx9YN7ko5/Ay9azTLf28NgS+w/8m1zmbvRvX64JDkEy2eFqC7jc5k4zVZJdEUgBDuFX3nBh7Ez7r9E8BMyS34bwvSLQzXeTdJ5Aqx2WygjEBCW8kuR+9mWb5jim6uSzdPO7YNpjQ1pTKva8fxHSz4f7c+RcLW1UkybvffAgAUF2gPJwbklan2/+ugbd44oknkJaWht9++w1DhgyB2ex5LaKiouBwaFdKwZgLVE20ELVcVm05Qp4UmBNplbiNDXvBQOw6KE18BgCbjl1F6q0iLPjrvOI2AMBEwBU33yU2UnDfLk2Y74eFWPHO4Jay+juUzr2YTMcoHWZgwI9s88gnn3yCfv36oUGDBmjXrh0A4NixYwgKCsLmzZs1H2DVhj+mW4s4WBe+toJVYHN4nqdFRbynIFwiRGaNYK3g+iyfsWzFW7bRvMcEoBxl4F8FZ56K53UlCNq20HrAU98DgTWkDFcbGNnLua97M9NVWU1+av0EkQS/K58rptusjfVADSfJJmhNpHhsb2NKQ6rDvQgSBM+QC4LnO8ElYv3G0s2BUsvzu9bV2OtoicctO8V3Jh2GpRvA22+/7fU+jblA1UQLUSu39jW7rNjE9Uex6wLTikxZxdeN7oxe8bWw+8IthojXsnSVs+SW8KKfmqDAj/86j49FBHf7huE4ejlXcJ+W0aGuuPkmtaqjW9NIzizq3ZpGcl4Xue7tHFM4F0bpMAMDcWTP1Fq3bo3z58/j66+/xtmzZwE43daefvppBAcrK3F1p0J3L29AZGKYeZvkYyuje7nNDg/fCovMGr69TUdxr+kwjjteFd6RXT842jOhiz8z0vwnPrMPkrQvl2XU6V5O+4Vs1k+roclGqwWkAeYkwfdd7uUmi8+zaa0iB2MBsZDzveo0l3Kuetx87uVcllyTPyRS44FrkeBWYSmaEldhhgPJZEP0jI9CoMWMv8/cYOz3fcBsaZ2QpEed7jslj9qUKVMk77tgwQLN+zfmAlUTKrmYUlGrpPY1Xcgfu5zDeTxlFV+fdMlVooq+H1/iNjloWXIrIsSK/Ns2xUnS+txVC8Vl5Ui+we9ZsHh4B0bc/LKnO+Kl9UcY4+/FkTGdQmyBhcIEiJpHtLj+BgZVHUUztZCQEIwdO1brsdxxUI9iK2HDrsBJ+nXkJ+7lXA/tWNMNmOAQTJBFZ03AXADAr9lNhXdkW7rH/COpfV2QkayEoilxTXT/VkQq7iIu4xeHpysnIeig5100KRkmYZ8WpsvOP8ws93IfIHQ/1yLc8fwWjhrWfO7lXBnRLX4suu0c5d0ssGFr4CsAgBYlqzDv8XaoExqEmNeZ9beFPBqYuN3L7XdYybAjR6RlCpa1QCsTYy5QNVk8PMFDvEkVVWqTg73500nB96dvOAHAKSY3je+OrOIyzlJeSpBroQeAhhHBuJzDtIp3axqJD4e2xZsbTyoW8GKW8MTGER7nTMWnp94q4i1xRodvgYVNh8YROCjgWv7l6M7oGV+L930DAwMnsmdqc+bMQZ06dTBq1CjG9lWrViEzMxOvvfaaZoOr6lAWwCYcAktTyWAyA80eBJL/dL6u1VzL1iXDZ/FMJM5hP9miYh9pRJaLuCazFxp8kECMQoml18zO0szBb4FvAgCKyjyzsvNZS72HtiXDZJ2OHwhQqa7OXIkE+T47rsULExVG4AfnzIZrvHR3+jAUqY/4oLmX85YPrKJs2ybdM0oPjLlA1UWueKMj1XpKh3IvT8ksxMlr0mKlKXG8bnRn2f1RpGQWIj27GDGR1VxZ0eVCCe742tXwVOfG6H2XOy583ejO2JmciRGrhL20lPB8txje92KjpH9eXAssveJrYVq/Zsgqci9ojFiZxOv9YAhuAwNpyJ6pffbZZ/jmm288trdq1QpPPvmk8UMrA0qMBHPEdUrhIdNevGNdi5fKX8JeRyv+HQkT8NR3QGkhYC8DgsIU9acWPt0UThTiGdNf+MUuPfmOmRRxS7f4pjwYN1It3e4rJFZKjd5iR1OyYFu+RhNLN1fddT5MVl8buiV7bnDlNAgluC1FgvWuK0kiNfqCgtRrJMihNa4/+WqjG+iDMReo+sgRbxRSrad0KPdyOVZyehI2uWPkciNvXT9UVhtsLt4swrZzmRjZI9ZjnHrQsr428zipCyxqvB8MDAycyBbdGRkZqFevnsf2WrVq4fr164oGsXTpUnz00UfIyMhAu3btsHjxYnTuzL96mZubizfffBMbNmxAdnY2GjdujIULF2LAgAGK+vcV1KNYjuiuhRxkIhwAsCRgMQBgovkncdENAIHVFYxSO0iSW3wtsi5GIGHDA6aDsKOPpLYsJE9NZgDpjtpo3PdN4OhXisapNUp+ctlZ3YXaDIXnRMVELxnmC0i6pVu9uCLk1Nr2kxwGUuCK6eZDsLyeH1q6Paz9JIlPrEvcL0GA0DBhJGXpllXZoRIzdOhQrFmzBqGhoRg6dKjgvhs2bNC8fz3mAgZVAy6B5oxxLoed9vVkx4mrsZLLgcuN/LRECzsfDjhjzI9fyUXbBuGu7WLnlNg4AnMfb4dNx66KupQDzozlPeJqaZ6wTGyBRY33g4GBgRPZM7WGDRti9+7diI1lrubt3r0b0dHRsgfw3XffYcqUKVi+fDm6dOmChQsXol+/fjh37hxq167tsX9ZWRnuv/9+1K5dGz/++CPq16+P9PR0hIeHy+7b11CWbgvBJSg8J6OPmP7FxwHL8HH5o7iEia7t4WIlpvwkppvPzTiw4vx7mU9AqsMkl6X7qKMpPrM9hD8cXZAWKv9e1A1eH1oS9M+ZvpeYpZsOV61nn5t6aTh4FlvySenJlkwO/kUWz519H9NtlpggUGxxhbmvgED3k+84HQ/RnZuOPuZjrpdaeEAw+/O/a6AnYWFhrnjtsDDvey9pPRcwqDpwCbSaIQGiltImtaqjk0j8MBu5Jar4Er0JZea2mAjO6itcvPHTCfz6Uk+G67rT8p/JWHAAnAsRK55LRFiIFYPaRksS3Q4SKLc7cOxyLrI1jGcXgn4uSrwfDAwMnMgW3WPHjsXLL7+M8vJy9O3bFwCwdetWvPrqq5g6darsASxYsABjx47FyJEjAQDLly/Hb7/9hlWrVuH111/32H/VqlXIzs7Gnj17YLU6szbGxMTI7tcfoEQol8Bqb7oIAg6GlfBd6yoAwGTr/zCZJrpFJ6/sTN4+QtJPlkStZCE9vQMmlE/EFdIfY4u4Px9nsjPu9wStmhJarwwx3XLKxRGyRLcZ6DEZOPo10PF56cdpiFQxLegy7rFv5bJ0e7iPF95kvU9oWsXvTqvTvXr1as6/vYXWc4E71eOtKsMWaGwhTpIkDl/OYQjHkd1iJIlupSWqlCR6szlIJMZE4ECa+LhOXs3H48v24ADtHLo1jUTn2EjsTXGX80qMicCKEYmu7ONy3PL3pmTh4aW7Xa+pDOX0TOZ8sAW0EMcu5+DNn04y4uzl9GVgYMBE9kztlVdeQVZWFsaNG4eyMqfwCQoKwmuvvYbp06fLaqusrAyHDh1iHGcymXDfffdh7969nMds2rQJXbt2xfjx4/Hzzz+jVq1aeOqpp/Daa6/BbK6ck672pouc24ebtyEIZWhOXMbrtjHIJkNRjeAopVExueV1VfVRfWo2pIbin+tc+eob+5rQspuc2wkw1xjocdjRRBa+sb6LVfb++NvRUbB9rvOuDNnL5SwsmATCCTwgSSAqHnjrJmAJlH6chkj1VJBl6SYqeUx3oef3QMsnE/Uc9Jf7vqqj5VzgTvZ4u9OIjaqGiBCrR0w1JeZaREuLrVYaT6zEhR0AxvWJQ0xkNaRlFeH9387g/E1+D8NDrEWD/SnZ6B4XhW3TenO6ZlNCeNoDnqXQpECvYc4HVxw7W/hTYzl9LR9r96QxFg7k9CUFOeLfwKCqIFt0EwSBDz/8EG+//TbOnDmD4OBgxMfHIzBQ/uT21q1bsNvtqFOnDmN7nTp1XHU/2aSkpOCff/7B008/jd9//x0XLlzAuHHjUF5ejpkzZ3rsX1paitLSUtfrggKppWj0Ryyr8/vWla6/f3F0ZbhrhpW7H5zU5LYGR2wvAP+xdGs4GyY4EmtdI6O060BDwku5y38JlUq7q6L8VTfzacSUeCYrol9Lv7R00wbIJ7rlCE6qFrMkqEUmHwluQHr9eTkLD4Jt+snCGh07+3MvZsZQaj1iytK9/VwmzlzPR4t66hIjVTZ+/PFHfP/997h06ZJLBFMcPnxY8/60nAvcyR5vdyJcMdV0McdXJ7xD43CX+FUq1PgsyiZC2MWc7lqddqsIs345zbsve3Zip2VG79PcvYjEJYR7xdfCpgndkVVUhoy8EleJNCGo9ncm34SdBOf1cV5zppg/kJaD3vO2Yfu0PiBBSqpRriaBHcB/zob13OBOQLEaq169OhITE9G6dWtFP7JKcTgcqF27Nj7//HN07NgRw4YNw5tvvonly5dz7j9nzhyEhYW5/rVs2dJrYxVDTHRnku5JYwhKGKL7nQuPuf6mtocSRdwN+YvoljDNlmqfZVu6Z5c/67cxnSaeTOsmkIjGLdUWeq5M5QRIv0koxZdIzUyQOBo4FmlBTyEUPPduBYRYtno/Q6rbuBwXe58vpMjE43O3M70VCJAwabhYQK8L/uJXhzRrtzKwaNEijBw5EnXq1MGRI0fQuXNnREZGIiUlBf3799e1b7VzAcrj7b777nNtk+PxVqdOHbRu3Rrvv/8+7Hb+RazS0lLk5+cz/hl4Hyqmmu1CTYm5f89nYvHwBHSPYy6id4+LwooRiejTvDZIksS2czeRekv4d4MPrvZ7xNVC1yaRMLOeSWaCQK94Z+Ky9KwiJMzewiu4TSKPs7Qs5nj5Fh/mbU5Gn+a10SW2psQzcjJi1QGMXH0AfeZtx4iVSTh2ORfbzt3EzuTMimvueUxOcTnGrD0gu0Y5+1ykIrTgYmBQ1fFpIGBUVBTMZjNu3LjB2H7jxg3UrVuX85h69erBarUyXMlbtGiBjIwMlJWVISAggLH/9OnTMWXKFNfrq1ev+o3wFptCf2/vjfGWTRX7Ery1f6ntAXyWMD9xPVVTrzkQZagJt5dCsyLmpNqfa/TyZVofYNqPhQGf4ld7F0won6S4fS4x5vuSYeKWbgAIr1goesXyHd62jeLdr17mbt73PLv29bkDpQgQ3wnS6rFTDDZzCxBfs+fiLey5kOWxvR3BCptheacQUG6gLyWtCCSY3yt6THdBSeVapFHLp59+is8//xzDhw/HmjVr8Oqrr6JJkyaYMWMGsrOzfT08Qbzh8QY4F+BnzZql+fgNuOFzHxaLqX52ZZLL8pldXMZwx84tLsOIlUnMUl/RoXj/kTZo2zBc8tj4MnHnFZfzJntLySzE4CW7UFjK/8zu2Fg47pue9I0voRvdkqyk/BrFzvOZkt3UudzIxZCbwA6Qds6Gq7lBVcanSiUgIAAdO3bE1q1bXdscDge2bt2Krl25azZ3794dFy5cgMPhnsAlJyejXr16HoIbAAIDAxEaGur6V6NGDe1PRCFiIrQB4V4NFBLdDldMN/OhfIVyt+7EL2a8iRop9HvAdOwNekmzsXgTi6OUc/s4y88AgIfM+wEoF8pcLsr+5Gws5aziTVcF3+9y6v+0GYyX+IOUVnO+Grgyz1cunvpiP5Zsu+Cx3WOxhcPSrbRkWCk83RDpni4OP1h48SaXLl1Ct27dAADBwcGuMKpnn30W69ev9+XQdEGuxxvgXIDPy8tz/bt8+bIXR3znQAnjvvN3MKyuecXO77+UmGrK8hkbVQ19mtd2CTEuK+nJa/kYvHQ3ow+psNunxPi2ab2xemQitk3rjUXD2+Ol9UfQd/4OQcH90WNt8eGjbSX3Lbb4QFmSuazyvqZb00hF4ljqORsYVFV8bh6cMmUKvvjiC6xduxZnzpzBiy++iKKiIlds14gRIxhJWV588UVkZ2dj0qRJSE5Oxm+//Yb3338f48eP99UpKEZMdD9s3sN4zZeZ+27TGbQnLni4tPYpXYDycQeAuwaqG6hGkCyz1iWH9EzjTU3CdV/9SWSyORb1kKT9lFr9uFyU5dR/1gVLkOtPvrh1OoWkc/+HTHvR23RUVlfLbazr6wfxzeWw4N3yp0X3o5f7a0GkY6l1oY6j8i6FYJWE48pAr9TSzeGkRfd2kVjdp8pQt25dl0W7UaNG2LdvHwAgNTXVb8JM+FDq8dasWTNejzcu2AvwoaF3Vsy/txBzH6ast2w3bjp0yycFn1s6xa4LmXhp/RGkZBaKup6L7UMX41Ldrq/l3ZYlKsUWHyhLMnshYNOE7ugV79sqLUofKVLP2cCgqiJbdBcVabsSNWzYMMybNw8zZsxA+/btcfToUfz5558uV7NLly7h+nW34GrYsCE2b96MAwcOoG3btpg4cSImTZrEmWzF35Hz3CIhXBJnY+AMD9FdDgvImnHKBqcz39l6c4qxu/a9jjXWD1GVchCfjriXc7tUvREET0s5SXPV5RPYPp1rdxyJwsi2mFf+uKSwgjJYUQfZWBKwGGsC5srqqsy3UTK8SDnvcLhF9xLrIgw0J+k5JK8iZukGSNEYSD7KDEs3g759+2LTJmco0siRIzF58mTcf//9GDZsGB555BFd+tRqLuANjzcD7yAWr02JXKnWW7pIFRO0DtLpUs1nYQfErfBSz4eLDo0iRCfUFtoDj2/xgR5DTodaCGjbIJwhwteNShQdmxiJjSNEF0Lo7E3JUhRPL/ecDQyqGrJFd506dTBq1Cjs2rVLs0FMmDAB6enpKC0txf79+9GlSxfXe9u3b8eaNWsY+3ft2hX79u1DSUkJLl68iDfeeKNSlguTE+NMgoBVJCPyM+a/1A5JV+jnu8I+gDPWNzptA3qbj6E5UXVc/wgeZUF3J7fCxuteHgjPCQE9+ZrU8lReJbA6Tg7ciCX2R8TryMO5xFKTKGBtkUY56Z+iW8p5h9OSH4p5c1R6bMzFI2dMtzLVXcbxmdMt3XeY5sbnn3+ON998EwAwfvx4rFq1Ci1atMDs2bOxbNkyXfrUci5wJ3u8VSWkWnrDQqx4Z7B4bh265VNJqS92gi4uq/Wu85kYs/YA5/FSa3qHB1vRM76WqH+ZjeWCw5cwTkopNEqE92pWW5Zg5uL5bjGy3diVuoKrOWcDg8qO7NnqV199hTVr1qBv376IiYnBqFGjMGLECERHR+sxviqOPNHNmyitguGWba6/88lggT19A110l8MsuOggN1Mzp2B98hvgx1HAEH0mnWqhj/khE3+SrAiiAHlkdeaxNEt3G1OKxzFqktZpBSV8pLiXkzAxrocZDsnZ6PPAWh33E8Ul5bxbE6lYal2Iz2yDYCNNwrW4qXZJAibCP85RFna26FZ+l3q4roNp6bb7mX/5zp078dFHH+HQoUO4fv06fvrpJwwZMsT1PkmSmDlzJr744gvk5uaie/fuWLZsGeLj4yW1bzKZYDK577cnn3wSTz75pNanwUDLucCwYcOQmZmJGTNmICMjA+3bt/fweKOfH+XxNnnyZLRt2xb169fHpEmT8Nprr2l2fgbykeo+nJJZiF+Oc5fSpIivXc0l7GKjqrmspLvOZ0oOnqJb2Ela2S46DjgTiT2+fI9HzWqpQj++dnVJ+9PPn0oyx5XQTS6Lhyd4JICTQ8v6YR7J5cyEMxu62LnIhS+JnYHBnYBs0T1kyBAMGTIEmZmZ+PLLL7FmzRq8/fbb6NevH0aNGoXBgwfDYvFPy5O/Ide9XE5d4ytk7Yrj/GfySR+JDWZBUaKJaLxrIDD9KmD2//uxGsGfUOvHgFnoVMpMEGSxuVfgq/Mc6y+fvZRRsK3CckT3LTLM/SKgOtBysIzR6YcUS3dT03U0xXUMNCfBRkpzPCqHGYES64D7Eo+zt5Wx3ldeMqyQ9Jzc2vzYvbyoqAjt2rXDqFGjMHToUI/3586di0WLFmHt2rWIjY11/aaePn0aQUFBHC0yOX/+PH7++WekpaWBIAg0adIEQ4YMQWxsrB6nA0D7ucCECRMwYcIEzve2b9/usY3yeDPwH5rUqo6IECtyONy1I0KsiAixemQf5+P8zSKMXO0UfVQ2c6XiUopV9lB6jqtOOIXU7OEH0nMEs42bCQLd46I4z586NzXCky1kI6sFYN7mZEY/ESFW5N8uZ5QNo8ZF75uqRU6Nje9c1Aplej8GBncKihOp1apVC1OmTMHx48exYMEC/P3333jssccQHR2NGTNmoLhYmlvOnYw8YUnASkifaI8rnyh/QLrjPl8HaRIUJVIEC7Nlnh9EPxDcdBfa/yt/hnMfoQWVKMKznqy1LE+wT7+wdFd8JlIsvmzkJIIrols9Xz4BBPq+QgEJUrfPwF/r0YviYelWnvOOy9JNf2b4meZG//798e6773LGV5MkiYULF+Ktt97Cww8/jLZt22LdunW4du0aNm7cKNr2nDlz0LJlS7z22mv43//+hx9++AHTpk1D8+bNMW/ePB3OhokxFzCgSMks5BTcgLMe9Ni1B2XVgqag3MQpcblpQne0ri89EV5MZDVRKzQVE07FKlPJ1qb1a4YOjcNF+xDKNk65T09cfxS7WAsGWtao5ov73jatN7ZP64PuccwEbGJu3YuHJyChUbjkY6QksTMwuJNRrEhu3LiBtWvXYs2aNUhPT8djjz2G0aNH48qVK/jwww+xb98+bNmyRcuxVjno88ITjhi0MaUBALbZ26GP+ZjH/lJjd5Md9ZFG1tNghNpCnxTbISy6/UE06sFZsqHrb7Y7NVecKh8BtkLxnfwEKZ8l+25gJwUUopwuQs2eCba8ze4Lt1BS7oDDrE9xiACOGP9KAYelWyn5HKKbuajnZ6pbgNTUVGRkZOC+++5zbQsLC0OXLl2wd+9eQTfxbdu24a233sLbb7+NSZMmISIiAgCQnZ2NhQsX4vXXX0fnzp3Rq1cv3cZvzAUMKMRioJXUgwY86zi3bRCORU8moO/8HYLHsa2yUtzTvzt4CYfSchj1tltHiwt8drZxtvv00Us5Xq9RzbYmy3Hrzi0uw8T1R3GQ9pklxkRg6gPxOHw5h3E8tS+XBZ/urm9gcKcjW3Rv2LABq1evxubNm9GyZUuMGzcOzzzzDMLDw137dOvWDS1atNBynFUSuhgphTvjaj47RrUCsURqFNWJ2+4+/GTuSZIk7A64fCvsMIPUsGJdHunfbkoDSt9Hc+IydjvawE4SMBMkQ3SY4EA2pFtoCVL8XvCXz16K14Izhp9kvZYGQ9QTPq+CiKdXOOuus8/gKhmJ+kSW6valxH37JRwx3crdy4VzVnhLdBcUFCA/3+2JEhgYiMDAQFltZGRkAIArfpmiTp06rvf4WL58OcaMGYN33nmHsb1mzZqYPXs2MjIysGzZMl1EtzEXMGCjJNkZxeT741GnRhBe33CCd5+0LLcwlZLkjG2VXTw8AU+v2IeT1zy9xyiWb/fMkXJaYH/Amf2bK9s4fdtbP58UbIN+bnoi1a2bK+ncgbQcPLzUXcqWEtZCZeLo7voGBnc6smeoI0eORHR0NHbv3o2jR49iwoQJjB9ZAIiOjnZlUjXghyG6SSvn3xQESMmiO5rIVj84jckqKkMJrcyPHYSgGJNbZ/pnR3fFY/MGp8kY/OToCYDb3doi06GenkjNb5GRSI2NnM/fTo+F9gPRTcE+7xJSuJRRpRXTUmFnLyeUu5cXQNxV1Bu0bNkSYWFhrn9z5szxTscVJCUl4dlnn+V9/9lnn9Ut7tmYCxiwESoJlRgTIXjs4Hb10Tm2puA+crKZfzm6M9aN7uyytOYWl+Gl9UcEBTcfQk/magFmvP2QcCb2lMxCnLwq3K+ZgN+4Zkstlbb7wi2MXntAUpk4AwMDBZbu69evIyRE+GEXHByMmTNnKh7UnQL9EUWvNVzO8bGY4ZCVSM3fcJAkcki3JdcOs6DMpLsXExIEGDvO9bMdF/Hfe5oqGKn+cP2MmeCQJTQJ0vNe2GVvhR7mU4L9+AL6OLbYO2K3ozVes3yLEMItwgaYk/C73V0qUI57uR3+KrppJfJs/dHXpE3cXmXBw33cXsaxjzKKSXnWZL04ffo06tev73ot18oNAHXr1gXgdNOuV88dFnTjxg20b99e8NgbN24gJiaG9/3Y2FhRa7lSjLmAARdcyc4oi/NL64/wJuYiSRLp2cVIjInA4fRc3uRdVNzwt0ncZUWpfXvGM+OXndZYZdm9hSgqs2Pw0t2C7tRiVvnqgWZGpnC9XbPp2dO5rN5SS6XZSZLhfs6Ftyz4BgaVAdmi22azMdzpKAiCQGBgIAIChK05Bm743MsLOOIVzXAgQEYiNX+DJIHbtHO0wyQY60sXXXIEGMWcP876seg2wWnrd2OpuCJS4bJ022hfZzXxslpBuv7vPtObZDjW2vvhv5ZfEAKm5fMT6xLX33I+c4efim76edtgwRZHIl4w/eLDEfkYlqUbIBXX6faXZHI1atRAaKj0hE5cxMbGom7duti6datLZOfn52P//v148cUXBY8tKSkR/M21Wq0oK/Nc7NACYy5gwIVQSSguQd45tiZsDgcjPpudAb17XBTeHdIKwz/fh70pwiE6XIm+KMutntDdqdmiVswqX1jKXETXyzVbauy1mjABNkpLixkYVEVki+7w8HDBiVKDBg3w/PPPY+bMmYy6mgZcMOtWUxRwlMMxVQFLN8lKpCZk2aWLrsp83lxQFlD6+ZsIhyyhuev8DTzA2ka/h/zrmtGySlf8bSfNHmZOM8GMcZeKw89iuikcJP28gYW2R/GCRb3oZns0VBrsXCXD3K+l1ikHWN4NlYDCwkJcuHDB9To1NRVHjx5FzZo10ahRI7z88st49913ER8f7yoZFh0dzajlzceKFStQvXp1zvcKCgq0OgUPjLmAgRBcscNcgnzmz6c84oHzb9uQ2DgC4/rGuYTrY8v2iFpVAWDWw60YAtIpNPX3MqLcqR9ftoeRMI4StVJKj7HbUpNcjS78KS+CT/+5gMOXchn7aSHwxbwTDAwMnMgW3WvWrMGbb76J559/Hp07O7+kSUlJWLt2Ld566y1kZmZi3rx5CAwMxBtvvKH5gKsS9Ecv3dKdx5FIzSQjpvtX+93uPnxv8ATgGWNph1nQsksXXbGEPu6RvqIEAQhGGcNzwVKRz10MAg6QMCH1Zj7AMiTRwxJMcPjNZ0+HssDbREQTfQEiFPyZ2hfZhvite3kw4RaZDhCM77gacsEtsPyNM2RjtEK6ewM7phvMcnpyvDNqEJWrDNXBgwfRp08f1+spU6YAAJ577jmsWbMGr776KoqKivCf//wHubm56NGjB/7880/RGt2NGjXCF198IbqPHhhzAQOlUIKczwJtJ0kcSHdmyI4IseLx5dIEN+Dpzjxx/VHRRGhacog1zl3nMzFm7QGseC4RL359CHsuSk+muS8lS1KmcTpc1mwhuAS+VPdySlgLhRQYGBi4kS26165di/nz5+OJJ55wbRs0aBDatGmDzz77DFu3bkWjRo3w3nvvGT+0IpA0S1g+GYLXy8fADhNKORIumeFAJCHNanGRjNZsjFrhYKluO0woA3+8El10vWNdq9u4vAHbFlSEIESgkOFebQIpKrofMf2Ld6xrMbZsKqdVnN5eAOF7S7eQ6BdzDzYRDteq1IqA+bz7LbA9gZZEmnuD0sxcOnCVjHT9zXalB4AviEcxlvyf7HYrSzm9/yt/BrfJADxr+du5gcPSzXwtnXCBhRh/pHfv3iAFvhAEQWD27NmYPXu2rHbT0tJUjkw5xlzAQC1i4u6l9YcRGmT1ELJCUO7MKZmF2J+apbtbORv2L7MDzlJpY9YdgMVkAgHp+Vam0zK5S43z5sokLgX6YoVU93JKWAuFFBgYGLiRbRbas2cPEhI8V68SEhKwd+9eAECPHj1w6dIl9aOr4rDdrb+198UP9t6cCcY6mJIV9uEf5k72fNMBQrDMl4UmGmvgNu9+lZEi0mm9CqYJMQKkaEz3xwHLEEYU4/OABZwCPaYSeARQd7ZNRHRTiwrdTCfR2XROcN9zZEOcd9THmcB2WgxRM3Y63OOphhKP908R8YravUYT8/5MHqrjbdsoFFFJz1iWbno4AQCYCOnPqmIIW4AN9MeYCxioRUzcnbqajz0XsyRVIyAIp5tzRIgVI1Ymoe/8HZi+QbhMF+eYIkOw7OkOso8T42B6DvamZCmekVFu4FQiOa6s4FKzjnNBj73my0IvRmxUNfRpXtsQ3AYGPMgW3Q0bNsTKlSs9tq9cuRINGzYEAGRlZSEiQrg8hAFztZMutLlEdwtT5Z64eNbNJTjd6CnoojIA5bz7VUZuwylCrLSFBQKk5JhuBwhMsfzosT2fVUbJ1wsuQv2LlRGjrsU3Ae+L9mOHGf3KPsSHdT6SN0CdoZ9jIOF5D5+GskR/P9jvUTwmX+C6Dh7u5fTnnLx7tbJY+6syxlzAQC2UuOP7NZDzVCBJZx3pPvO2Y5cK6/bl7GKsT7qMrk24FzcDLcpCmNSGe1Fu4H3n78DI1QfQZ952jFiZhDxawjmpbuF0zASBXvG1PITy4uEJ6B4XJXgstRBgYGAgDdnu5fPmzcPjjz+OP/74A4mJiQCc8Wpnz57Fjz86hcCBAwcwbNgwbUdaBSEZCaZMnNsplGTw9ic8RTcELd1mGaL7a9u9ygfmA7iSQDlzuXP/Kl8nmbVL7TChtSnNY78rZC3cdgSii+ksNts7aTJWvRCL6ZZbp90Bk1+5lrMJgmcG6RIJMd6ZZCjMFitq2t1xgLf9pFyWVFyLiOXMCSHds0Nutn3/8N+5szHmAgZasHh4Ap5esU9R/Wwu6FnPleAggZ3nM7FpfHfM/vU0I5Y8sXEEnusegwnf+IfQZCdBU5J1nC/2mu4yvi8li+HqTqFFwjcDgzsJ2aJ78ODBOHfuHD777DOcO+d0++zfvz82btzoqhcqVubEwAldXEciz/U3l6VbaQkof0mmxeUeViTgIkpPGidUKq1jyTJkQV3JHm/DJbrHWn7HHntLSfvzWYnLYcF/yyajvzkJv9nvxn/95LOnQ52LWEy3kkUmf7nXuQjkWDiSIrpPOmIRT+SiJtyiu7JZeV33bxnTHdLESKImj8p2DaoixlzAQAvCQqxYNDyBUTKMjYngnkPoydQfjuH8TXfuiMSYCKwYkYisIs/8HHIwwTPuWyls0Ut5DghlSTcTBDo0Dse4PnGSYq9jo6ohLcvTlZ0OXy1usXrgBgZ3GrJEd3l5OR588EEsX74cc+bM0WtMdwz0R+Ljlp14xfZCxXbtRLe/QLJKhgHCE+eVAfNxd8liZCBSMGt7FsI0G6O34BPN3cynObezBShfuaRLZG3kogbW2/3D8s/1m+8W3WKW7sp9v7OxcNzDNgmPX+d1YF4LrkU5f8btXs7MzUDQYrgfNe+U1Sb72bHUNljZ4AwUYcwFDLSETyyaCcJVx/tAmvRkalpAF9wAcDg912VV7hVfizdBW+voUBAEcOpaPmOhwEwQ6NKkJiwmk+bJ3eiilyuTOB168jOpiFnQM/JKkHqryFWarGZIAOZvSRatB25gcKchS3RbrVYcP35cr7HcgXBPnrlEWQfTBY49xfEX6aJklfpFyybMtI1EgMRSaX4L62O2k/Jiwtiim0+0r7H1k9WuL6DGLraIJNe9HPCfe50LrkUEKePluk6VzcrLd7+6zqIgAx9ZP5fVJvuqpDj8r2KDt3E4HLhw4QJu3rwJh4P5/enVq5emfRlzAQOtmfpAM2QXlTLczCmBePhyDkauPqB5n2bCuTgs5deGsiov/uc8pj3QDDaHg7P8FzX+iBArw9WdLnapLN9z/zyLM9elVaURgp4EjXIL35mciSOXc9ChUQQaRISoyiouZkHncj1ns/N8Jl78+hC+GXu36L4GBlUV2e7lzzzzDFauXIkPPvhAj/HcUfBNnqW4nVY2uGK6pXKFrIUWhPxEchduFiCudg3F/eqFmJWXTW0iF3WQ7XptI82c6zVUgjZ/gesTp6y0YpbsuKhg9GzZFNivw8B8AF9m7hXEoxgjUDYsmsgC+zFd+Szd3OMtt1ckEiy8yXvsW+Uj8a51tR7DqlLs27cPTz31FNLT0z1KkxEEAbtd+xKCxlzAQAu46kq3rh+K9x9pg7YNwgEoi1WWgp0EagRaUFAqfWF//pZkzN+SjK5NIrFpQnecvpaPlbtScTGzkGFcyL9tQ2JMBKcbN1WnvEPDCPSet80jDt1MAN3jamHWw61cYnnmz6c4PQG6x0Ux2ua6nlpYmRcPT8CYdQdUeRzsuZhlxH8b3NHIFt02mw2rVq3C33//jY4dO6JaNeaXZ8GCBZoNrqrDJzv2OFrhL3sH3G8+7NXx6AlJVohF+jaJx54hG6EFmKL7UvBdeC/vQcHjTl3L90vRrcRS+Z7VnSWYT7SzxY1QXWBfQcVyi1m6P3miLdDwLlmi2x/Pl4LvfL8kBgmK7jjTNVxBI4/W6NhJQiRCXj+kXHO++9V1FjbPcmoUJQjA5LIX8XHAMma/HqEqdzYvvPACOnXqhN9++w316tUD4YWkgsZcwEALuOpKn7lWgHmbk10JwprUqo5OjSMYSc20Qo7gprM3JQvzNifjncEt8TpPkrEDaTmwmAhekRkWYsX2aX08xGz3OLdIFnIb50qCxnU92QnX5EIJeS1c/PenZBmi2+CORbboPnnyJDp0cNYwTE5m1o72xg99VaKYxzLpgAljy6chzfyU6j78RYg4SBJ/ODrjRccmJDnuAiA9eVIgR+bnJU0/x+aDVwSP85NT9+Aes3y3zLqE+8eOT8RUBrdje8UYRXMUkHbOD3BC2UtYErBYj6HpCt/5FhDVZbXzie0Rj8UVGyw+FN3i+9QnmC6YpaQVgUS5+5qU3+Y4yomDJPCToyd+KemKzQGvoanpuprhVlnOnz+PH3/8EXFxcV7r05gL3FnokRSLqivNhisr9shuMbqIbjXsPJ+JpNRswX2eXZkkaGkOC7Hihxe6uVzO+a4vPZs4335yrqccuIS8Uvx0WmZg4BVki+5t27bpMY47EnrJLJvMOF9h/O+xRpJAKQLQr2yurOPqIQsDzUmK+lTj0u5v0EuE8Vu6tbyH1MO14HPKEQOAGbM9rmwiPg1YxNzRYQdIz0i702RjTcfoLfjc6cUWxb6x9UUv83nX649tj6MmmKV1ymH2WWCBkm9YIYIQCJrodvCX+KHuaRssrPtbelLGO4EuXbrgwoULXhXdxlzgzkAvd2VAvK40lSAst7gMq/ekqepLL1buShHdR4qlmXI5F0NoP6nXUw58Ql4pd/PUPzcwuBOQLbopLly4gIsXL6JXr14IDg4GSZLG6rZMSmhT5efLX/PhSPSHSwBLmbC/Y12rok/Fh2oKobEgcMCEYjIQIUQpazvbvVzTblUxoPR9tDWl4HdHFwBMEXqJrO15AMktum0+s+mqgysxHAlxb498hHhYydmf89f2e/FflePzJg6Xt0MFAvcp/VyZ5808aK+Du9zencJLL72EqVOnIiMjA23atIHVyhRDbdu21a1vYy5QtdHDXZlCLFabShA2cf1RHLmUK7ivmSAQGmxB/m0bZwb0sxn5qmt4c3HxZhEiQqwe/dLxVj1rsesZGSI/X5CYkJdD1yaRhmu5wR2NbNNYVlYW7r33XjRr1gwDBgzA9etOd7/Ro0dj6tSpmg+wKlNGW/PY52ihSx/+oruUWp3DCOH6kHr06e/YYeIUcf6WYIt+9U+TMfjW3hdgCy44PSA84LF0C2V+9+ePW04JtOFlb7r+5rLg0redcTTEPNswdYNTgbLwFfY5sdogzLR3CM6/6QsReeNOIgN3tvXk0UcfxZkzZzBq1CgkJiaiffv2SEhIcP1fD4y5QNWHsnKyxSRdRKqByoptZi3SmAkCveJrgSRJrE9K5xwDm+5xUdg0vge6x0V5bP/w0Ta4q26oqrHy4QCQU1yOltHi+WPE6l2rhbqefMzbksz7Hh9Kk9hFsLwgesXXwvJnOipqy8CgqiDb0j158mRYrVZcunQJLVq4heKwYcMwZcoUzJ8/X9MBVmVK4X4oSanZW5lRqofkltdi9OnPKkwFdpgrfSkpgrZoUAIOF8UqZunmi+nm2kq/5x0cR9I/522OBJT78NlhU+BOQoIV1+9gZdZuOww49o3zLdq6MFN0u3FUqyN7DFWN1NRUr/dpzAWqPnq4K7PhShBG1ebuO3+HpDZCgywud3euuOcRK5NEY6/VcuJqvug+9NJeejH1gXhed/Cd5zPxbdIldJFhcaaE/K7zmYKl1UwAOjaOwLi+7mztYnHqBgZ3GrJna1u2bMHmzZvRoEEDxvb4+Hikp6drNrCqCFsEHnQ0R6qjDi5zuddq1qduTctC6TjkltfSok9/xwaTR+1uJ5UnozPD0k1yWbodskU36cdnLKfuuJ1HaApt8xWrd6fJPob6lNyim5U92MRcdOD6m74U4b+fuvdo3Nj7uQ6MuUDVR6r7txq4hPLMn09hl4w44vwSG8asPYAfXuwGgBn3rHVMslJ6xdfyivDMFnGhpzKty4nLXzw8gbO0GR0HgAPpOYiJrAaSJLHt3E3ERFZDn+b6zW8NDCobskV3UVERQkI8H8TZ2dkIDPSvOsG+xOEgMWPTSbSsF4anurBL/jgpgxX3ls33O7dgbyFFPNAtXTfJcNQmcp3HSphpi7mjVVYcMLnclTfYe2CoeZePR8SDwOWni9DSO8DSLeReXk6aYSXc1l76Pc/1bOATn77g6GX52YSrwVkizHUPsEW32b0Iw3ct6OddVcNIlHD69GlcunQJZWXMig+DBw/WvC9jLlD1oaycUupDq4USykcv5SgSyQfSczhjprWMSVbDU10aeqUfqe7gUuLyqYz1ZoKQHA//0vrDOEmz+muVdE8pemTdNzBQimwzYs+ePbFu3TrXa4Ig4HA4MHfuXPTp00fTwVVmdiRn4qt9l/DGT+76jVxzQ+ek8s4U3VvsnQA4xfQph6elhgDT6rfb0UpW+/6SSE1rzHDARDhPjl37nI63tci3SZfwxU7xTK4AU4Ryiu7Mc0CmZ/yZHSbMLn8WAPBB+ZOM9/xZewmJ7tV2Zr15pqXb5CGs/cnSbRf5kg3tUN9jW3XCKbqfNf/t3CAouumWbv/Kzu9PpKSkoF27dmjdujUGDhyIIUOGYMiQIXjkkUfwyCOP6NKnMRe4M1g8PIEzTppdH1orpnPUvJYKV8y00phkrXnhq8MYsTIJeTokc6PDFyfPRiguP7e4DCNWJqHv/B0YufoARqySXkHm9DWmmz0l7r0N+xz6zNvuletvYCCEbEv33Llzce+99+LgwYMoKyvDq6++ilOnTiE7Oxu7d+/WY4yVkuwiz9rSPsFvhIjnQI6TTXFv6UfIIGtigXUZWsHTJZE+0V5uG4QrZC2cCEpEmJQe/USFsX/7Xisfiw+tXyhur5PJLUb9yfJLua31b1MXDSJCBN296UKyjEt0/z2T8zgbzFhl74+f7d2QJeku8A/Ok0zxWUw6LYEkCRSQwYz3GEKT9LRlO3him32BmOgW4jHLTucf7Jhuk/tniX6ufDHdfvI19ymTJk1CbGwstm7ditjYWCQlJSErKwtTp07FvHnzdOnTmAvcGUipD60VKZmFOJNRoPh4Lnd3Pmu9L5Cb9V2plXbx8ASMWXcAB9LEPZG44vKV1OU2welizv5JEMrcTj8/kiQZ56rWQq1n1n1vYFjoqyayRXfr1q2RnJyMJUuWoEaNGigsLMTQoUMxfvx41KtXT48xVkpsDrdr7Jzfz+CJxIaaxD/1KZ2PbYGVJzPsnyevIzwkAFYztzy4WCFGuCyBZjgYk+4CMgTzbU+grikIPST07fBTU/dtrhhmhZQpTKKVV1yOsBArists+N+hK7i/ZV3UDQtSPA76Akf+bRsQIbw/wz1YhgXTXrHIwCW4fTWfKim3Y/E/53Fvizro0Ih54oNK38Xj5h342PYoAOCpsjfwtuVLvFE+BqjQ2ivtAzCh3lkE3joJgHk90sk6HutVfmXpVnHNXaX0PGK63QtJ/InUaDHdhurG3r178c8//yAqKgomkwkmkwk9evTAnDlzMHHiRBw5or2lyZgL3FlIrSOthv2pWYLvN4mqhkvZxZwJHCNCrLzj40rW5gu4BCiXuFJbGz0sxIpxfeIwcvUB0X3Z81KlMfAto0Nx8hp/Mjm6uOc6PzoRIVaGO7vYubPF+/7UbM62vVW6TQ1qP3sD/0bRjD0sLAxvvvmm+I4SWbp0KT766CNkZGSgXbt2WLx4MTp3Fl+J+vbbbzF8+HA8/PDD2Lhxo2bj0QL6j8JnO1Owdm8aTs16UOAIaWSR8speyE0uZXeQyC4qQ60a6mPyjl3OxQtfHQYA/PhCV8F9CY5EU09btuJ3u/s+oNyQM/JLUFxm89ifjZ9qbk3dZIUyV/N99t8fvIxXfzyO6f3vQnp2Mb7Zfwmfbr+IvdPv1WRMV3Nvo2W0vPt0ne1+jLD8JbqfTeTaldrs+HJvOno3r4242tVljUEpn+9MwdJtF7F020WkfTCQ8d4JsglO2Jq4Xu9xtEb/sg8BAOEV24oRhGtDvkfsCmetaQIkni6bjkTTOfzs6IbnTbvQwHHV1QZTdPv2Jrc7hBPEESCAGtFAwTWuN52wRTfBLbQTTBc8DnXu4x1IksSxK3loXke8NJC3sdvtqFHDOa6oqChcu3YNzZs3R+PGjXHu3Dnd+tV6LmBwpyO8oNi/dV0s3X6R872c4nLsTHaWFmNbB8NCrHhncEskpWbjZkEp0m4VYcORq5zteIO0LGdtbz5xpYWVVsyt3kQAPeI8k7vJiYFvUz8U/72nKVpFh4EkScFs83RxL2ZJZ8eP8527mHjnQ2nWfW9Ynyu7hZ6NYbFnokh05+bmIikpCTdv3oSDNekaMWKErLa+++47TJkyBcuXL0eXLl2wcOFC9OvXD+fOnUPt2vxZD9PS0jBt2jT07NlTySnoDtvtsqTcoYlFRk02bymMXnsA289l4vv/dkXn2JqK2zl+JRcPL3W7GIqVFuL7qR1gdscS3YZ7IeD3ExmiY/BTza3pZyjkXp5/2y1mdiRnonqgBR0bR+DVH48DAOb8cRZ1Q53W7et5JarGQb+1x647iLQPBgpanu2scW+yd5UkuiOrB+FWIXfoBgkSy7en4OO/k/Hub2c8BLBeXLhZqOg4i4lAeYWp2BEYBnR4Drh5BskXGqKctGC3ow0A4ONqL+O57EVYYR8AwM8s3VJWtu57B/jpPxxv8Fi6Cbqlm/tcV9gG4DHzDmy0d8dDXvqif7X/Et7eeBKdY2tiwUDvJEWSSuvWrXHs2DHExsaiS5cumDt3LgICAvD555+jSZMm4g0oRMu5gIFBF5E5RwMRIUmPPaYELAlSkTDTk5jIapziatf5TDy2fDfO3/SMs5ZrpW1Sq7qHxZhOj7hanHH5YmK9TXQoTlRYtE9czcf3B65g8fBaCAuxSkq6p8SSznfuStzgAflZ971lfea7NpXBQs/GsNhzI3v2/8svv6BRo0Z48MEHMWHCBEyaNMn17+WXX5Y9gAULFmDs2LEYOXIkWrZsieXLlyMkJASrVq3iPcZut+Ppp5/GrFmzdJ1QqKGcw+9Si7khZ9IpFmcd3NnSAeBmQQnW7U1DQQn3g3j7OecXZO3eNEXjo1ifdInx+naZnWdPJ1JKKhVDnvuzv7iXs2WDWLb6IlK6l8FNMpz3vVW7nbV7b+aX4LlVSXh02R4AQIDF/bVXUmdZC9iLBdKt/8LX7vAl+dm01WI2KRfBjIW4wYuAMX95eC/cNNXGqPJXscfRGoB/ZS8XMXQ7Ibg/W9fIPWK63fcG3wLVLYQhsfRTvGt71mul4tbvdz7T9K73q4S33nrLJXpnz56N1NRU9OzZE7///jsWLVqkS59azwUAp9dbTEwMgoKC0KVLFyQlSUvg9O2334IgCAwZMkRRvwb+QZNa1dG1SSTne12bRIqKcjqUdVCpMNOTy9nF2Hk+0yPG3AFwCm46XMniuEjJLBTMOD7r4Vac4ocvEZuZIBARYsXp68yYe3qiNLGkeymZhfjlOIfXk0Re+uawKxEaJVDlxOmbCUJR6TYh67MWpGQWYtu5m9gv8tsi9bP3B/S+ZpUV2ZbuqVOnYtSoUXj//fc5y4XIoaysDIcOHcL06dNd20wmE+677z7s3buX97jZs2ejdu3aGD16NP79919VY9ALMbdLJeSTwbCJfGSLbUPwh8PtgsJ+Hj31xX5cuFmIg2k5WCSQfVStLS3QwhRVxSKie6V9APqYj+FG3T7YddWGR83Mz/Ufe3vZY/B10hQ+xATmwLL3sV1i3P539j6IJ67gAtmAd5/MwlLX3yRJIthqRpnNeX9qVW6JqxWhpstlJoA7a7kLZ0tr4lZJKe8+JMkcx+0yO4ID9E80ZxLJEssH/foItcD2kPGVpXvD4Su4nleC8X3iXNtsIs85EqRnJkE2Au7lQt8VsuI9b60bWXjyUvgD/fr1c/0dFxeHs2fPIjs7GxERESAU3p9iaDkXAKqu15uBPJY/09Ej/ppuIZOaFI2yDsqhW9NIkCSwN8UdWy5kLVbKP2dvKD5WqpVWzE389NU8XvE59YF4ZBeXMkp/dWgczpmYjW2F5Uq6R2USV+ttcPpavsvNWkkpOClZ99nu0HKsz3JdqeW6x2uRF4qNHu7fVclirzWyRffVq1cxceJETX5kb926Bbvdjjp16jC216lTB2fPnuU8ZteuXVi5ciWOHj0qqY/S0lKUlron6gUF3Jkxk28U4J1NpzDl/mboFKPcrfrLfelYvTsV3Zp6rtbK1TdvlI/G+9aVrtdpZF3RY76x3Qv6FL7U5sDgJbvQvmE4Zj/c2uUKu+W0sHu22olaoJU5WRaLwd7laIMuJUswo2sf3P5hosf7fc1HgUpa6YH9sYu5l6eR0pIQlZFmFCMIb9jGCu5nMbn7szucojvvdrnrtRbIDZ044ohDW1Oq67XYQsSDhTMktWuzu0XgjfwSxHjhwU43dOvhXcG+tL5aSpry/TEAwD3NaqF1fWciO0mJ1Hgs3ZLcy0n/KBOWXVSG41fyfD0MUS5cuICLFy+iV69eqFmzpq5J5rScCwBMrzcAWL58OX777TesWrUKr7/+OucxdK+3f//9F7m5uZqMxcB3iGVL1ysp2pyhbTC8s9NLkN33zuSbOHI5Fx0aReCLnamq+16zx7NSixTkWGnF3MTX7EnDwHbRjG1cIrB1dCjef6QNsorLBBOz0eOk2c+dsesO4lC6ei80B4Cd5zOxMzkTGXm3JR/3wdA26NIkkvPaUaKzZkgA5m9J9ljsGdaJ36AB8MfnU9etbcNw3mOlemGwXfS1QE/3b7EFEaUx9VUB2aK7X79+OHjwoE/cugsKCvDss8/iiy++QFRUlPgBAObMmYNZs2aJ7jdy9QFczb2NPRf3qooFfXujMwNxSqZ6N5Bv7PdicreaqHXgIwDcwmR02VTcbTqDsZbfAXgKut9PXMfxK3k4fiUP/Vu7xRylDZZuu4DScjvG9GqCGoHu20FrS7cUi+oN1AQIs2YxzwSAU9fycOpaPh7v2EA3i49ctEqkVohg8Z0AmGndxb35B+M9uuimMpprgdhkf67tSRQiGL/Z7wYg7nIvqU8wjap01/nrebdhNhGoXUN5hnY+6O7lMzedknycVDnEdp/2dUw3vRyi2CIDAUJAdFONsLOX0y3d4ufqjezlo9aIZwH2JVlZWXjiiSewbds2EASB8+fPo0mTJhg9ejQiIiIwf/58zfvUci5Qlb3eDJTBly2dLcrNBCGrjjQfd9Pc2qm+uSy09HmSt5nWr5mk/Xacu4mjV3IRExmCtCxuAXQgPcdlcaSE56f/XMDhS7mM/c5cL8C8Lcl4Z3BLwT5jIp3Xa8zagzhIE9ihQRbkl4gnvpWD1M+bEqudY2u6XLOp8z11PR/r9qQJllXbfeEWcor5vesA/vj8k9fyMXjpbrSuXyG+G4Qz3pcT2y7FQi8XPRO2iS346GGxryzIfnoMHDgQr7zyCk6fPo02bdrAamVO0gcPHiy5raioKJjNZty4wXS1uXHjBurW9bTqXrx4EWlpaRg0aJBrGxXHZrFYcO7cOTRt2pRxzPTp0zFlyhTX66tXr6JlS+fDgyRJfLkvHXVDg3A1V/qqmVKUxB4GZR5z/U3FwdpJAmbC2dZWR0d0Mbm9AtiCji52h3+xzz0WkkSpzY6PNjsz2y765wL6tXJ7HMjRpza7AxYzs98gK3sc0tvTMrv3wEW7AADhwVY80ErcU0ANJEni47/P4666NdD3rtoIsnK7Nmu1qFBIShXd/P3RRfewz/fiz5d7KRoL++NdsycNDSL4H7xFCMZHtidpx2sjJOn6izo3Kls7AKS8PwAmFTHYXNDb+3KfPAuGlK+F53fHt3W696dmIauoFI8kNJCWE0Cu6KbtL+W7wqe5y+0OnLiah7b1wzyeT3I5ejlX1fF6M3nyZFitVly6dAktWrRwbR82bBimTJmii+jWci7gC6+3/Hz+8kYG/g9dlKutw53YOIIh8IVEaEGptgJSDllF3ElEAeeYD6Rl473fzkgWuSev5WHmz6cExR/lEvza/45zvk8J24gQK/rM2+7hii9XcA9NqK9ZZvnOsTVhczgYWdXlLALYSRInrvI/JxIahmNfSpbg9Tt5NR+Dl+z2sCKLWYM/GNoGdcKCdMn6vePcTV3dv6m8AGJJ9e5EZIvusWOdrqyzZ8/2eI8gCNjtwrG7dAICAtCxY0ds3brVlQDF4XBg69atmDBhgsf+d911F06cOMHY9tZbb6GgoACffPIJGjb0zCgbGBiIwEB3Yir6D+1Hm8/hU57yE/5CtUvbXX9TE1AHTDCD+zqzLUN88aYOEvh8Rwpj2+ZT7sUPqZP5/2/vvOOjqPY2/uxueu8JKaRAEmogQIiEXiRYEFSQi1wJCChIfRG5ItJsFAEVRL0CUiygqKDXAmog9BI6gQAJKbQEQnojdd4/wm52dqfuzuxukvP9fNDs7JRzZmZnznN+7W5RJR5fexDPdQvEuyM7sR5XaOwwBUqWDO2vfH1G9mzWR9IfYF1iGoCGzNTvP9sJY2L0k9oJ6V8VZQ1bBbc/fblAS7cVh8jUfiBezWUOvWCDoihk51cg2FNfXH95KAPvjOjEsBUzfBZNb2db5JVWYWgHX/x1hSUejmIW3WrBDTT0VymxVNVNOCMUbQstlxcGlyVXJSABodRsONDwzOze2gOpOQKESy2zpUBF1QB1tcCB9+lfaLmXC5mMYTs9i/akYGfyLbzaPwwLnmjPvFIz4a+//sK+ffsQGEh3hQwPD0d2tmGurHxIORYQi5xeb4Smx/qx0Zi8PZnTasnFhLgQAMD5m4V4+5cUWiyzJcFkIbxwqxALd6dw1shmY/uxLJzNLhK0Lpt7uNoKO3l7siSx71KWckvNKdFLGiyl1f3crSKcEzgheyQtj2ZF5rMGs7nDG4PQGHIp3L+ZwkDksNg3NUSLbt2yIMYyd+5cJCQkoEePHujZsyc+/vhjlJeXa+K6xo8fj4CAACxfvhx2dnbo1Ik+kHdzcwMAveVCMLXgNmQSVlHf+MCopRoGo7oCRXu3uoKOLbNyXT2FNX9fZz+uQCGx6XAmyqvr8PWJbJro1k2cJsbSzTTQzqcsrzauLrlaZbdq6yn856dLeKFHkN51F2LJf7Z6GWZb/YxD9VF435o5k3+pQNHNZdk1NAa5uLIGnx1Ix38PZeCxMA/0DKXnMLBWKUW5/fKJK0cbFfIAUTHaTPHqcngiG5O9XAg3OEJVXGC+bKbJWQKzeD/Qes50Gw+c3d74+coe/fVZspfnUB5opdA/JpsH0c7kWwCA/x7MkFx0P/PpEUn3Zyzl5eWMsdUFBQW0SWcpkXIsYA6vt5KSEsaJeoJlICbBk6uDNV4b2JYz5pgLpUqB0V8cM1i0Aw2lgJRKhSwVQZgshIbWqFbvL8zbQVR/2bq1bERH5JdXGXXu5KKo0nISAanj0d/532VE+DojNswTcW08cexGvt660a3dBIlept8I2+8mI68Mr359Bul5/CVOpXD/5svN0FIxX3DKI8aMGYO8vDwsXrwYubm56Nq1K/bu3atxM7t58yaUHO6xcpB07T5W7r2GmYPa4snOwpJaHU7Lw1dHMjnXuSHgZtdFuySQegCqK1AosLtjGqoHhG6mXX5KG7XFV40YAaZkGETPr2Gq82tZML1s/0m9r7esnuI/u1eoELxaMxc9FMyulQBQThkfn2zIAGHRnhSaG/WJjAKcyKCLIbGZnvkmItSt5MzyrSO/auvrkV9WpbeO1BicvdyIY+ZRLvBWlOB4fQeEmeBFxjSBsex/AuPXtc9Plxfpors0h2F95jrdCdX/wVtW32Ft7Sja6nyPFmc76V9z90u44/xMTd++fbF9+3a8++67ABomTevr67Fq1SoMHDjQzK3jxxxebwTLxNAET3yWQy7e2HUBZVXGeWY42VmhVAIr6tieQUi/X0YTsUwWwlk7zuNIuqEJ3Sje0mRqlACnP1VTKmNlCXx1NEvztwvLu+nczSKM33yK9Z5n+o2093OGrbWKFgrVKcAFC4a1w4akG4ziXhc53L/ZcjO0VASPRp588kns2LEDrq4NWWtXrFiBqVOnaizN+fn56Nu3L65cuSK6ETNmzGB8sQJAUlIS57Zbt24VfTw+JjyaLX3t27OCXZJf2syf2OGaSPddXdhEtzbVOnW8ueJ5ORGoI5hEdxlDzJMYiypTze5SSvwLlU0LPaypY423NpR7JQ/xwR+pesvX/n0d/SO8acvEuM9ziVHda82G1ImmhMQtW4u87/haKLQL2rfZgav3UWOCelJGhQsb2LzHqz5EP+Ul7KvvgQAjDi+UHadu6i0zyE2vTicmUTeeG2AtGXadCsKEmv/orc4XuiLFQNjSWbVqFQYPHozTp0+juroa8+fPx+XLl1FQUICjR49Keiy5xgLm9HojWA6GJnhiiyMVgjGCW6kAOvq7cMb+iqFLoBuWPxfFaSEUk4SLCUFVJx7haKtCKcf5CfF0NEkyy+YI1zv0cFoexm06gfUvdtMkfzuZWQAFgJ/O3NZPeMegL1LulGCcAG2ihrh/y4/g4eK+fftoSUg++OADFBQ0Wrdqa2tx7do1aVvXRBD6wFnL4c7Nxv3H3tb8rU6kxhX/Wq0zj8IVzysFtjqiu7q2HmO/PKG3nlDtQ1F0676aWpF1nZlIv1+K9ov2ot2ivUi5I235n+V/pDIO7lNzSvSsq2ISxXHXKRZ2bc3xPrS2YrqK7PBbuhv2xh37TP+8bn+63nWWODoGgPx1upkogjN+rY9DFWxMUkLskjHlsuq1Bmx1Ou5+TKJbySy62RDS/8pqwwbVnyfdQMibvxu0rSnp1KkTrl+/jj59+mDEiBEoLy/Hc889h3Pnzum5WRuLXGOBMWPGYPXq1Vi8eDG6du2K8+fP63m95eQweEYQmg1qMakrmrUTPHGxfmw0ercVFuMPGOYJ6GpPn+zu09Ybr/aX7jf27clsFFfUINTLEQMjfTSC68C1+5r+n8zkt1pKBZfg7hTgAqBxwkOkgxuBAwoNGdAHrk5Cl2X7MGjNQSz4+RLe/PkSkrMLDU4ayMbXk3pi+6SeklWwITAj2NKtKyzJzFYjQl10bxeKz5Be6f+Y5u86jejmGojSn3qGVskSKiR0RffUb87gEoOgFZpIDWB2L5dCdA9Ze0jz95q/rmHLROPKIqjJL6tC4lV9N3I2xFi6udaVosyWXFiLNP/y9UUtlnlvS51b53Aa3WKycu9VLH2mo6i2GcuEuBBsPZal+bxmdBe8vusC6/pWLHGBEb5OuH5PP0TFFM9io17wrlrJveprcKiuM/qpHrkG1zzUX1/BHNPNhpCmlVXVwt5G/DNk5V728A5Lw9XVFQsXLpT9OHKOBSzN641gWoyt76sbR/rZgXSczS5ifX518HcRlTRNqWiwRC8b0ZFmhT54Tfj7n49Ld0owYPUBJM0bCAqUnhuxu4O1JAnLpCDlToMo7Bfujf8Mi8C/NxdZTNuaE8WV8ntrrfsnDVEBbkR0y4zZY7qbA1W1MmYQ1lIZdY+EiZjySoYmeRK6la642s8iPoVnL2e2dD+EjcAWNaLg6EV5dR0elFXhmxPZGN0jCAFuwpKS6ZJ+v5Qm5oUgRnRzZae2ZNGtUigks7BfqQ/W/G1sj7cey0JJZQ3yyqqwbWJPycuHMTFzUFuN6A7xdEDX1m4A2MXKqYVDkFv8EE+uo9cd5rqf5ebHM7cN3zj638Bvcxr+DhuA/6spxBnVtIbPNQyDbJp7uZA+899oldV1KKqoxrZj2Xg2OgCtGTLuN3UePnyIixcv4v79+3pJzsSU7yIQzAVfXLano7BxgDqOtFuQu14G5ZgQdyTEhaCjvysoiqKVk+KjnoJmXwMjfRqXC96DMAorajDqv0fhZmej50ZsiaL2aHoeXtxUaBJxSJCH09mFmLwtGbumxZm7Kc0awaJboVDouXYKzXDd3Kmqka80Cr1mLbN7eTWHFVjuzMrat0D8R+ziU7h7OcVo6S6mxCdi4EqaVVFdi9k7z+Foej5+Onsbh+cPEr1/AHj2s2OitxHjXu6qYHens2T3crGPBq5zklA9HzYO/PulICxRmrokybV7pWjfykVMMw1CoVBg28s98dHf17FqVBTtO6bWejjawINhcMnW96z8CpRV1cLJVp45VKNDMVTWwJIigKoHlCq8MqwnkPTou2qG5JJK7URq0li63/jxArycbPH7pRx8dTQTF5YMFbDfpuPNtXfvXowfPx4PHjzQ+07q8l1kLECQC7WbMlu88ru/XcFrA9sKzoQsJINyj2B3nGYph8WGrsXdmCRubKTdKwfMWJ1CDHWUaayxBPmgACRnF2L4+sP4ZtJjxOItE6LcyydMmKDJ/vnw4UNMnToVjo4NDx7tGK+mgCGZxNmQ19LdOOhUu1gvrUnAxzaf4RvVswCAfXU9MctqD0oofWutofGmhmx27R57ojgx41cFw7xxMaTNfviwph4pdxriom4ViHf7V2NIkiYxFmquyQYxHg+mRqxe4ToneXCH/6Md8t3PYo4rJuTBWPpHeGsS6mU8evZoH91YzbI+MQ0LnpSnFnVeqQTPdoVC4zb+6oC2jaK75C7DuszZy9m4yeOSCgAnMwvg7dzw7ioWWEbGBDn4JGPmzJkYPXo0Fi9erImBlovmNhYgWBavD41gFd3JWYWasmBCMpqr4cqgvDkhBgNWHxBlQdYuqVRUUY2lv4pPIEwgWCLa4Q1EeEuPYJNbQkICfHx84OrqCldXV/z73/+Gv7+/5rOPjw/Gjx8vZ1slZdzGk5Ltq1ZMKkjRNA461SJrT30fLAr/BZ9bvQQAuEyFYETVOxhatUp/a4NLhkkr6AS7l1PMLsRVAjN1ayOmD9+d1M/OLBk6XRfjXn6eaotlNS8xfidUvMtRJov/mI3/1cbD0QaD2vnoLeebQBBUMkykiJ7/40XM2nEOZ7IF1ptmOy7P96xt5tnwhR6B3CtoYUi+CKHI6oKf/o/+Mpp3D/9vZdK204IOpZ1U8lj6A9TUcU+WNiVL97179zB37lzZBTfQ/MYCBMuioKKafyU0ZjQ3FlcHayTNG4iYEHfedZWKxuRhapiyrRMITZnCihpM3mZYzfumgm5yQlMh2NK9ZcsWOdvRpBEqamytlOKt4lqqub+yMfmSvbsvcKsxk+sFqq24/Qo/LPd6AvcnpmQYkwCjRAhVoSgUjZbRt3ZfwouxrSU/BqBf41iMezkAbKl7AmNV+xGhvGPUfkzJmexCTOkbqrd875y+cLSxwtH0B+gS5IY95+5g+Z9XeScQagRObImRSZfvluDy3RL8euGu4NKAhqD7W9J2xeUSdiO7BuCH042x1FwuvHwC0hhUpnYd1nIvpwTUtBdKTnFj0rYXN53EawPaYP6wdqzrNx3JDYwaNQpJSUmSZypngowFCHIi1FVbO6O5oXWAM/LKkF1QgRBPR+yaGofMB+WY+d1ZXLlbwhinXU/Rk4dxWeWbIgoAbhaUqI1gPpKzC436bVkqTDXOxXjNGAtJpCYBQvVkmLcTUnO4M2W2crWjDQ61Za0D6G57clpipB5nC47pBmWSBGHp96ULL+Bj05FM2mcxlm41zBMRlhvTzXZcpUIBR1srDO3oB6DxPuMTVw/Kqh6tz1EyjO2gZobN44LiWUcvbpbjGHwVFB7W1OFabimiAl1Fx9+KLLluPCIt3Yby9YlsbtFtebcSK59++ilGjx6Nw4cPo3PnzrC2pg8eZs2aZaaWEQjiEFtvmy+jORNsA+/Xh4Yj5a6wbOZH0x+goFxcKIWzrRVKqywn9tnPxRa5JY19oAC083PBgifb4dD1PKz+S3yZW4J4nHlqoXNhb61EZY08k+6G/LYsHSbPFLXXzPZJ0lQ04oKIbh4oiuIdpOYUC3PtFCKS9Y5Ei+lu/Ft+10fzuJfX10sXq2ypuX2kEhKCRbckR5OXO/DCYas49O3aDjj9Fet6lnpNOdG1dAvdTM9Czr4un6X7pc0nkZxViBXPdUbvtl746extTIgLgZsDfzbgi8bU6DYEkYnUDIUvE7I5wjIMZceOHfjrr79gZ2eHpKQk2jtLoVAQ0U1oUqwfG62XdZwN7fhqobANvAsqhIvoOooSLNCBhlJfv07vg//74bzoxG1yoS241ZzKLMDqfURsm4qYYHdsSojB0RsP8Nq3Z0Vv/+X4Hth4KFPwJJUYPjuQjm5B7jQLsLZ3SFMT5Bl5ZYzPFCm8ZoRiuf6pFoKQH8EsCeKK1OgJfKV+9nJTIHWMkphJAqlEt6VaquopaSzd9QJdb8sMSPYmF7otbrTwKvCe4wLg6Y94tuewdFPmmWAwdAKMbzu9c6UAPhvXjXFdrrwSheXVSM5qGOR9d+omXtp8Eh//k4b/+/68oHau+FOGWtUB3dm/o5UMk+8VZcVTS95Snx9MLFy4EMuWLUNxcTGysrKQmZmp+ZeRkWHu5hEIolBnHT8wbwC2TIxBTLC7XpiLSqFAv3Bv0YNk9cBbV6DUUZSomt1i+HBUFM4tHoogTwdsToiBuwUnqFILkObkNm/JJGcXYuaOc/jmRLZB298prMT6sdGIDfOQuGXA2ewiTd6EoopqjN98CoPWHMTELckYuDoJ4zefQrGAUARzxU/rks2TdDUrX/72EdHNw58puajlsSI9KBOW+MMwGl80tSa8XDcLKvRikZlY9MtlQfsT7l7eNCyzxiCVpVuIG/613FIM//SI4H1WVEsn0Jmuo7UVve9iLdd861uiUOKyWHM1lymB2ZOdWzFaaGvq6rF63zXsu5xLW15ZXYfod//WfK6nKGTlN7x4Dlwz46BqwFv0z+HxDf/v838G1OmWB0u8l9iorq7GmDFjoDR5LACBIB+hXo4YGOmDTQkx6N3Wi/Zd77ZeWD82WvQ++QbenfxdJBtpKdHgtj66R5BmmauDNX6Z3huONvxGlGXPdJCoJQRL5nBaHo7dyDdoW3Wp1Au3iyRtE0C3AHO5ZbNhjFCXA758EYZ4zYiFvKEF8EdKLv9KEqFXV1trhK5t6RZq1TOm7M2y/wkT1EIQnr2cksy6ZamuyNUMUR0/1fXF4bpOeLZqGeM2Koa0LkIEybbjWaLatvRX6a753SL9sAsbHusiH5zZy43as3ywWff5SoaxbfewRj/263R2IT49kI5Xvz5DW/5JYhrtc72M1Q1FodvhkN7AwlxgyFLaYjljuvl+PU3JvTwhIQHff/+9uZtBIMiCruX7wLwB2D6pp0GJj/gG3h882xkd/F041xFK92B3rB8brWfpm/vDBVRU88fwXrhl4tAeglkw5k1TWF6Nbu/+jXIDY8KFcCLjAat3iFqUM2GIUJcTdb4IqbxmDIHEdAtAaF1XOaAY6nSbiu3Hs/H645GSZPQTY+neVPskJlrtM/qYYvk86Qb83ewwomuAoPXvMIhKIVRB31L5es00zm2swGSBln5WYfe5O1g1qgvr92Jcqd/7PVVvmRVH+SkhkyS8lm7+XZgcsYnL2LZTf/R0skW5gNrUAHDuJj12UHfyK6e4Eq1c7Q1qn1EodMS0QgVY67fDnLXom5Klu66uDqtWrcK+ffsQFRWll0ht7dq1ZmoZgSAdXPW2hcKWqE2lUKB3Wy9EBblh3dhoDFpz0OBjKBUNgnvj+B56sekudlYoERjy1YQeQQQzsWrfNRMchfs9zJRwzRLip5lgyhdhqNeMIRDRLQDz1mvViuk2JBbYyLbXSGQaE9wOCrgDbzygXOClkCe+io2VextiV5+O8tf3ONChqKIavVfsN+g4upbueTWv8m5jrdCfxRRi6RYrWfhKcxn7U+A7r3xwClgz/U7FHrYxYzv3JIKeW/qj/385vjuW/noZQzv44Z3frnAey9GWfq/pWld6Ld8va7k0VpQ6E4hK7XZqe/fIaOnmuRWFeudYApcuXUJ0dMOgISUlhfadoZM+BEJzhW3g/frQcBy4dh8hno6MwlypEGZA6NPWW3MMXUufUMENAM91C0B+WbXBSbLCfZyQJmGlFncHaxRV1Mg2GRAT7I5kC0kyR2jk57O3Ob9ncssWEj9tDtGt9prJfFCOrPxykyeEI6JbAFKNvYTsR298xGLpFtokY9su1cBT7H4qKVs5DLmCyHxQhrY+zpzrqONiDUH7Om6ofQY/1vXn3cYKTKLb9NEhxt4N+tZbaS+yJcokTpd4jgYrWYLB2/m5YOcrvXBJQFZxB524wZsML8KruSVo5yeNO6UurJ4NupZuXRH+CDljuksquQe/lngvsXHgwAFzN4FAaDLoDrw9HKyx5q80jNhwTLNOXBtP9Az1wPGMxljbDv4uvMnWPhwVhdE9glgtfYLbaG+NvuHeiApwE5zJXRcpBXdMsDvWvtAVC/ekiG5LXBtPFJZVI/VeKef+NyXE4F9fHkdqLvt6BNNzNrsI7g7WKKms1fMOiW7tpklApi1eLSF+mgspvGYMgcR0C8CsFg+tgbeuyBLSLGPjEqXqupg63QCwpDZBmgMbwJC1h3jXcbEzZr6q8Zom10cK2oJZdJt+VsLUXh/T3T6nfa7nuJEoWKZLMJt1n++3yXd1hcxXWAuIob+aI98Ax9+NxXVdsOiW7xWVW/KQ+36ywHuJQCBIhzpR25q/0vQs0iczClBbX48Vz3XG8uc648C8AVj3L34X1Dd+vIjxm0/hSo7hnnruDtb4bUYfAMyZ3M3B2ZtFWLgnBdsn9cTip7kTvOkKLiulEjtf7YWYEHcwvQ7dHayx5oUumLnjHBHcFkgdRaGwogbdWrvRlrvYW+F0diFjkjRLiJ+2RIjoFoAxycjEEOHrxJA8qRFDspc3NUu3+lzvr2cujWQpSGWhTa0PFrTewfoovWXmiHeV+qfA2INn1gM+HYE5lxDWgV5ayhI9ZfnOiaEu9Wzu5XzU1VMorqjB7xdzUFXLn1xFzoRhE/uEMH+hULF/5pholJpqrsoURHQTCE0aIaWKuEqIJWcV4s2fL2HBz5ew5JfLKH1YIyi7+dH0PLz18yXR7Q1yt8fXk3pqyotpE+rliGAPB7O5X2vH4g6I9OZc91Yh3aPqaPoDTN6ejIS4EHTUSVIXE+KOpHkD8faeyzhigDU/OtAVbvb8eYdUCgV6CJiwWP5cZ02yPiHrtyReG9S2cfInxF3PW0w3Sdr6sdF6VQfat3LGvKERJmkvE+YuX0bcywUglXWPa3CbvHAIXO2tMfQj3eQdjdsYkkjN2KZzlQ0Tc164LEqWiNwJpro//BzOigrcg7DaiktrJiClPhRuijLMttoNwEyiW+LLyCiiu41v+AdApbxO+8rV3hqv9AtDTV09thzN0mubJWac1p3pFRrTreteLnTC4fFHz5CMPGEvFbkymv80rRdc7FgGQwIt3XLGdAPck4FS3ktLly7FsmX0ygSRkZG4elWGGugEQgunqKIas3acp7lB9wtviLPWTQzLF3uqRkzt6jpKXOy2mluFlQh0Z3fLFdpWObl8txhPR/kzx7wDqIe+oUo9gZGcRZ8wiAlxx6bxMch8IMwVPybEHQm9QvDfQzdw6ZGb/zkBYVZAQ8z+mB6BOM0zafFYmCdCvRyRkVeGniHuvOu3JNTxz9Sj66mLbpI0tZfGhVtFWLjnElLulCDlbgme2XCU9fcoF2KeCXJCLN0WgrezLWyslAwW1Manl/YAVEReMqPgOo4YHS3YvdxCNFNi6n3O742diMmHK7KoVoLXL4UDttQ9gVyqUaSbs4axIUT6csfJM8EUE/zWk+2xZHhHveWX7hRbzP2jDVO9baCxvqZQ9LxgWC5/Rl65YMENmCl8Rld0U8zKX+57nGtSUep5wo4dOyInJ0fz78iRI9IegEAgABBXqogv9pQNpQII9pR+Yl4dH8uEoW2Vkm3HsgAwWzHFllo7m12EmTvO4e1fUvhXBrDo6Q744fRtXLkr3AX9/x4P15SYay+gfQt3X8LYL09g0JqD+OxghuDjGEJTqcOuAGgu4UKSpGmz5q/rSNW5ZqYuHWYp5cuIpVsAphyU6mtubdFtiKXbuLZzWoJE7FuouJDSumSMC3hVLbf5z1zaTtu6bZ5Eaob3nMnNmj9umb1uvZRQFGWyLM9Mx2E6tL6lW66+y7JbbpTCRLfc2RS5rPxS5y+wsrKCn5+fpPskEFoyGXllyC6ooGUgFluqSB17eiQtD2KcfuopIDvfsLKhXKgnmpn6xlXuzMXeSi/RlRhe7h2CegoY3N4Hn/yTxmrhTc4q1JxD3SzQFEWJKrWmviZCuXy3WHQSt26t3fXO35H0PNZJ1WM38pm/kJiYEHe0ljmZWFwbT9TW1eMUg1VaDD0e1ZtXIyZJmiWUDrOENqghlm4BmNIzWj+mm929XIgAMrbpXH0Xs2+u0EnaPi3EUskXC2uudmqLbiFNkLqZcvZbiKjkW8PQ36ox/TJ4W57t+GK6FRIJUrO45Otauuu1f2+m8+DgGqAKOSulpaUoKSnR/KuqqmJdNy0tDf7+/ggLC8O4ceNw8+ZNA1pMIBCKKqoxfvMpDFpzUC+Jk1grHACjXEw7BbjohRAZQ1FlDWvf1G3VtTD3buuFT8d2Q3t/8d5kar46moWtx7Lw0uZTKHlYw7mu9jlUJ6ML9XJkTZ4lFQ/KqkVv89LmUxj9xTH8dvEuMh+U4/Wh4XpVPUyNu4M1No2PkdVzIa6NJz4f1x121lZGvVE7tHLGrmlxtN+HmCRphvwepcYS2qCGWLoFYNqSYTo/D62N6rXqdAseKMuYSE2MB4BQq5GFaG5U81i6zdVSivZ3058z4xPaYt/ddQYGKJvyagrtkl7JMN39SDSuMUu6BYHu5XJTy3G/CHlkdehAdw9csmQJli5dqrdebGwstm7disjISOTk5GDZsmXo27cvUlJS4Oxs+ECZQGiJcLmKLuVx2WUqVZRfXoXCCm6hycYHz3bG6n3XaZY0dwdrFFfUiLKcq1n48yWUVzEnqNo+qSdDuTMbrPnrOsZtPqlZP8zLAQqFAjdEhBlpc/0ed6kxrnJPTDXQpeLX83cN2o4pntwQPBysUVlTh8oa7ivbyd8FKXeZs9erS6O5OljD1cEanQK4y9CF+zhh9pBwqBTAtG/ZXaE7B7jg2ehAONio4O9mhzoKuHC70Kjr4O5gjR1TejF+x1brXtsiDlhG6TBLaIMaIroFYEr3cj0PXGXj7FKdAfNVxlqxpCqpI3hdCzF1P+R5qFqCpds8JcNMezyxycRqDVSQDZNCpj2fFChQFPsxTeRZb6aYbh1Lg5l+UJyJIgU8O69cuYKAgADNZ1tbW8b1nnjiCc3fUVFRiI2NRXBwMH744QdMmjRJRIsJhJbNwWv3OV1FFY+sbUwu2L3bejG6kRqSoEy9v6hANz03aw8HGz1B4mSrQlkVfzUJpgRsTG6w6jrD4zefwtF0+vnIeFBhZFlTZpQA+vCUe3J1sMbSZzrgZGYBFAB+OnMbZ28WMXoVqc8hAL3rxcSNPObJAPV+JvcNxfivTgnuj1gKBE7MrH+xofqO+n7Q/lv33L0/shOtPrwuN/LK8EPybWyf1BP9wm/rhUEoAXQPdseuaXGMycIMRXtygAndyR+mvgHcIRFsv0epsYQ2qCGi28LQdRmtdQnU/F0I8RYRo7OXSzQYFrqfvZdzJTmesfBZ5i1hakCI6JZap0ntiqwtJJnaKtalmktEcWHSEBKGLjDGeet9NiybOR8WYekOf9wMjeCrzsC/vbOzM1xcxCUPAgA3NzdEREQgPT1d9LYEQktEqKDIyi9ntcK9PjQcB67d1xMIfJawL8Z1w3enbnFa9dQiWI2x8c5sfdM+BlusKtAg3l3srFD6sFayt3Y9GryDiitqGMUY0zXqFeaJ2DAPxlhp7XPIZR1ny4qupltrN6wfG42zt8ybaVxXxGlfKyZhl5FXhoKKGsQEN2RJZ+pePQXNhAvTfd3nUQZugNkDhIuYEHeaB0BMiPujsm6ugoWo7n3PBFO7uwW76VnF5USoZV5uiOgWgFTlroTs5do9eoY/hUIBjPwCSN6I9278u3FflLBBobEt587uK3zvQtc9mm6aJBa88AgaS7B0N4uSYXzfi+xibZ2Blm4jfimGbstnXNdPIqf7UaLrb+7s5Y+9BniEmr4NMF50G0pZWRlu3LiBl156Sb6DEAjNCKGCIsTTkcEF2xpr/kqjWRS1ywXxWcKGdW6FYZ1b8Vr11GgnQRsY6UM7phCLLlfftLnC4sKshqtsmVJh2ITriYx8jau7LkzX6FRmAXq39cKBeQOQlV8OK6UCtfWU3jlUX6/Ld4ux7VgWTQx24HDXBhrqR7s6WJs9u7tQEcc0OeFgo0JFNbsnhHrChc26zDUBo4v6vhZiqZYCVwdrrBvbFVO2ndbUmU/OKsTMHedMVrJLqGVebojoNiEGZ8PtOhboOhb33vzdgGMadkg13Nl9TdcOQzBKkvC011z1oLXdkeVyL+fK5G3qXnO5l7/aLwz/PUQv6WGoq7Qp708FbeKEYz2eRGpSYRZLt0rr1RMzmf6dV7jJmmGse7lQ5s2bh+HDhyM4OBh3797FkiVLoFKpMHbsWMmOQSA0V4QICiZXUboLNnMMuFo8CrGE8Vn1+GoBGxrvzOYG+99DN0TtRxtDn/tqy+uOUzc1Na0B/gzRAGgTEGp0s7SHejni6Sh/UV4C6skItskTU/D1pJ7oG+4taN2GyQn6ueIS3AB9woXpPhQTIqF9XzPpEqbM+cYya8d5nL1ZRFum+xs0BUIs83JCRLcApHLjNIfwNHbgaGx2XzVmiRs1gr9T72HBk+1ZvzefpVv7b3lkWF09BSsVi+iW3NQtrg/aa78RH4lB7XxwIqMAH/1zHYDhMd1yMbp7oN4ydZf5Wmq6RGrynDPO3dq5sX/n2QZ4aQ8+PFIApErdKjqmsnTfvn0bY8eORX5+Pry9vdGnTx+cOHEC3t7CBmmE5o0cg9zmhBBBwWZlFFouSApLGFeCN3UStKXPdOAUkAoAbg7WtMRuun0rqqjG5G2ncYkjAZfcLPj5EoDGSQUhGaK1zyffBIWuOBIakytmYkOpAOxtVCgXEGvPRUyIO6/gVv/GVQoYFHM9/8cL2DSePcaaz8r/9aSeNA8DdQUA3VAAhYJeNk37mhiKJZXsMjdEdJsQQwa3xo6rjR04coksce7lxrXD1GTwZP20BPdy7Wz2UlJHUWZ5MAiJddb+aKVSIjbMk1ZP1NCYbrmu54ejuwhaT1A8u0yWb7Pcy3aujX/XMAzW2gxEzpnzAO7I2gyuScXfL+ZIdpydO3dKti9C84FPeBAaECIo2ESPWDFoqCVMqLDga0/HABd8O+kxFFRUs4r/WTvO4yxLHW1jmD6wDY6l5+PcrSLB2xiaNZ5vgkIXoTG52pMnV+4UY+uxLI1Lsy592nrj/ZGdsHBPisHJx9Tlv9iQKrnZmexCTquwh6MN3HUma7TZeCiT9lxhOv/HM/TDO6WwRov9DTZniOg2IVKPbYXsz9hjcm0vZrDe1CzdfJjNvVxknW5D4AwpkPhYvDHdAvahLbRrhRaE18GomG6Rm6r7xJcxXc+1XibPBrmyonOiVAGdRwPFtwEf5sEan6VfCrhyALz/h8xmdkKLR6zwaKnwxVxzWRn5BPtnB9LRLcjd6EkOocKCrz3rx3bTlJNiS74lRzkuADh4PQ+pd0v5V9TCkKzxhlg+xXoiqCdPnupCd1UH9DOJa+/3s/3prNnWdeHL8A2IT27GhnZCNaZ+z9pxHiWV7NnVtZ8rYu4hKazRllSyy9xYRKHfDRs2ICQkBHZ2doiNjcWpU+wp/zdu3Ii+ffvC3d0d7u7uGDJkCOf6UsBXS1goZnEvN/KgnNuLiuluZqLbArpTL9PPl0uAmr5kGP0zk/CkiW4Ls3TzH5j9K76SYWYRy1Ly/Cbg5b0NApyBpt49AoEL9cBXd3CvPcglNLJ+bLSmvJQaIYmr1IJdxfLAPJtdhJk7zhndPr63sdWjlxlbe1SPRCufsOET98Y8N1PulBgcC/3rhTuYFx8h6BoJmaBgI9SrITmdUAGYkVdGE9ls26uXb0qI0etDv3Bv/Dq9N7ZMjMHXk3piy8QYHJg3ALumxXEKbrbfuDEwnZvG47Bvp/1cMaREHtc14cPYe745YXZL9/fff4+5c+fiiy++QGxsLD7++GPEx8fj2rVr8PHRT7qQlJSEsWPHIi4uDnZ2dli5ciWGDh2Ky5cv0+qlWiJSWntNJWK5DiPKvdwwAyRBB7Ex3YbcJVyX9dfzhrv79o/Ut0bwCUe+DN4A/T40WHQbtJWBMMR0M7vWc3+WSpbKJW7trJnFtFBMYelmu9cf1hgX40cg8EFcLsVhTMz1+rHRmLQtmRaKpMYYS552LD7fEEf73WRM+SI+q2GPEHdYKZU4kZEv6r0W7uOEtPvMdbCF8NHfafjo7zT0C/fG5+Oicf1+Gbq1Zo51NoXl05DQDfX1XDaiIwD22tpCEStulQCc7Kw4s857OtoYdZzLd4qx7XiWqHYBxl8TSynZZW7MLrrXrl2LKVOmYOLEiQCAL774Ar///ju++uorvPnmm3rrf/vtt7TPmzZtwk8//YTExESMHz/eJG02FEN0srHjTqNjug38ThdzuJfLeUSLiOmWK3s5x3eLfrls8H5nD9bPSq1tuRYiPJmwVjXaGAwt72cOTwy+Q+rFs8vmXi7Pfh1tjXu9KE3gh8Xm1dHcwmGaChs2bMCHH36I3NxcdOnSBevXr0fPnsxu1hs3bsT27duRkpICAOjevTs++OAD1vUtDeJyaRiGxFy7Olhj+qC2mLglmXUdMZMcTIIuJsSdcxvt65lfXoWJfUIwpV8oY/ksLthc7ZUAuge7Y9fUOBRX1KDvqv2c4k2Xf/UMwru/GR9Scygtj35eGFyw+cIFDI2p105GOHnbab24d7bQDbECXWjiQ77feGd/F1zSKoWmrrk9eXsyrWSaNqv3Xddrv5hSaW/tvoQyEfeFMddEG0sp2WVuzCq6q6urcebMGSxYsECzTKlUYsiQITh+/LigfVRUVKCmpgYeHh5yNVMy2AZyui60QhEyLjR28MjpXS5zIrWDdVHor7qIn+r6it9YZlJzzJU1VP463WzX1VhhaojlU1946jOhdwjW/m1c9nJjEv2JPS/a4rmaIwZd6hrmpsbRxjhLtykczNkunVwTHAR2WpLXGyCP8CCwI+UkB1Oc7tnsIrg7WKOkspb1enKJOzEwWQ3Vgu3CrULM23VBlOAGgAhfZ1nKbSVnF2LA6gNImjeQJmCNsXxqi97iimq8/UsKUrQyubuwWIvZvBqE5lYQK875fuPbJ/XEoev3ce5WEc0r4O2nOmDEhqOMfVe3n6IozTkQUypN7H2hfU24JhuETkSYu2SXuTGr6H7w4AHq6urg6+tLW+7r64urV68K2sd//vMf+Pv7Y8iQIYzfV1VVoaqqSvO5tFRckgghtPVxQroAtxzWAZ4Bo2ehj0R5s5dLsx82ZtXMwND60/ijLlb0toYeUwi3Cysw/6eLsuybD+0eyWXpZruucmSg53Uv11tffwMXO2t4ONqgoLza8IZYoGGTq0Y5YPkxz+4MbnBiMHQyUgxsk5LmSpTYkmlJXm9qiMul6ZBqkoMrCVhhRY2e4HOxt8L7IzsBkC5xHpPV0N3B2qAa4Gpe2nwKcW080TPUgzGLtTEUVtRg8vZk7Joap1lmiOVTaCZwPmGp7dUgJqmbIdeP7Tf+3siOeiW71AK+oIJ7LDPzu7NI0bKQ9wtvyMI+d9d5Vgu5WFY81xmxj+qwM5UXU7eVAkUqMIjA7O7lxrBixQrs3LkTSUlJsLOzY1xn+fLlWLZsmVHH4RNv3Vq7CRPdLAM5OQeXcmYvP3ZDeEZGQyzuxXDCrroBoreTm6s50k/cCEWse7lBtxbLpTKHC7bQ+Shjf0OmFFmMbvQMV8pUlmyu42QZkMzp7afa47lugTS3f0MwSUw323KiuU1KS/N6U0NcLk2LFJMcfPGzZVV0wVdSWYuFe1Kw9JkOktcq1rYajt98CkfSjctqfiIjH33aeuPAvAGa+3HJL5cZXdnFpulJzirEoev3UUeBdp+LsXxKlQlc26tBaG4FIeJcbX1WKRSooxrDBph+4+M3n2IV8Hzl167cpXtaHk1/gPk/XURltfG5SNRhCv/q2VqzjGuyQf0303ekAoM+ZhXdXl5eUKlUuHfvHm35vXv34Ofnx7nt6tWrsWLFCvzzzz+IiopiXW/BggWYO3eu5vOdO3fQoQP3Da0L3wBMqAWQbT0uS7exbo7GCiUusTx753nB++HKqtjUUJnCBMcCvWSYabOXy2Lppv3NIDx1lrGdeWPjko35mch1a+snUtO1fMufSO2938XH+Hk52cLDSCs3YJpJB7brTmK6TYs5vN5KSswVIqRPS3e5NBVSTHLwuanrvifVouxkZgHndnwx5XyuvUIs3EpFQ23qyX1DMf4r/ao/6rJUpZU1GBjZENLBNFER6eeM1FzxxofxXzXG1GtbQ7X7pu02LaTMmBiUaHDD196v0LADPnH+yvZkpN3Xn6RW91P7N84n4NnKrykVDddId8KjjqJwPCNfEu+3ejSEBIzffArrx0Yjv7yKs61MSFFmrLliVtFtY2OD7t27IzExESNHjgQA1NfXIzExETNmzGDdbtWqVXj//fexb98+9OjRg/MYtra2sLW11Xw25EXLN/wSOj5jE8CG/FBMNiaU6DiWmKjKUJRmFd3Mf0t6DDZLtxFH3DO9t0Hb6ZUMYzn16sWGupmb8u4UevcInXCQE66YczakEsumsHSzXXk5JpgI8mEqrzdC84BtkkNIXCpXIjPupyX3Q4UtplxIHLHQ7NXdg92xfmw0zt7idkF+a/cl/DarIZcO00TFG7suCDoeF0fTH2DqN2dgrVKyirdO/i744NnOiApyM6jMlS7q/msjNOyAT5wzCW6A2eorxLrONNkR5OGA7Hz2bYW+tvRCIOysUFZVS3vvHUnPw4Qtp1BjwBhADanAoI/Z63TPnTsXGzduxLZt25Camopp06ahvLxcE9c1fvx4msvZypUrsWjRInz11VcICQlBbm4ucnNzUVZmeKkDPvgsm0IFJdtAzvDBJf9x5cpeLlZEm6VGuUxSyoyaW8e9XC5LN8tyI05n1yA3xuX8JcOE7V/9G3oszDDXUkusI893n5niNqw14oVrLKbQ3Kzi2vJuh2aNFF5vf/31F6/XW3FxsebfrVu3JGk7oemjjlkdtOYgJm5JxsDVSRi/+RSKK2oY12eqGR4V6Mp5jAA3e3QKcNF7rvPVKuZz7QX4BaECDVnEd02NQ355FXKLH3Kun3K3BId1hLC6jjVFUYyl18Sits5yucSn3C3BMxuOYtTnx3A60/A4c6WiIbs8W11tpuvZvpUz5g2N0Hz2cLSBuwExytpWXzV818vT0UYz2fHL9Dh08ncBAE7BLYY5QyKw4rnOWP5cZ2x/uSdKHtbqvQvrKeDcrSJa7LhY5KjAkJFXhgPX7tPOZ1PC7DHdY8aMQV5eHhYvXozc3Fx07doVe/fu1biZ3bx5E0qt2jGff/45qqurMWrUKNp+lixZgqVLl8rSRlsrbnEjPKlZw5rPRgdg6TMd0WXZXwC4B5ds3/ElWmhsmzzZy8VqlLpmZDpSmTFttClKhrEml5LFvZy7D3rWXpbV1QMZQ+vBm9TSzdAJ5nJpPInUpLr8HDsyNBu8FJgigzhxL7cMzOH1RiCoEZsgi8n6u4SjnKaLnRXNtVobrphyoUm++LJX9w33xnsjO+klw+Lipc2nGBNiSWFx1kbIK+Z0dqEooe/uYI1CrQmTPm2ZM8Rn5JXhZGYBFACWjeiIksoaLNxzCSl3SjSCX30OZu04j5JK5kkYIWhbfdXXi+1avPO/K5g+qC1CPB2x5q80pPLkERIbY//Ob1c0fzvZGlZlRKkAXO3p51kbrokkQzCk7rolYnbRDQAzZsxgfbEmJSXRPmdlZcnfIJEIFZTqtZztrOBq33iTGDK0/P1iDu9kACCFpVuaOrZmqdPd7N3L+dthyCkwlxARUqebTYipBaqhpU6MiumW6bToZW6X5zAWiyl+ZmweDkR0m565c+ciISEBPXr0QM+ePfHxxx/reb0FBARg+fLlABq83hYvXozvvvtO4/UGAE5OTnBycjJbPwhNCzHZq3VRu6nzxRvrZtNWAujg74L1L3bjFCZCk3wBzLHXnQIeuWcHujEm7uKDaeJBTE1oBYBwHydcF5BoWAq03dGZ4vbV4QMeDtZY8ec1vSztbvbWKH1IF5FH0x9w1s0Wiq7V9/WhEaz3zOnsQs6a8rrEhnni4u0ilBuQSK2syrDka228nZDGcV3nxUewfmcIUmX+NzcWIbotHf5EagLdyx+Jc92xpKHu5VW1/HNbxg4d2eYTxO7XPO7l8mBlTv9ykXW6DTnvbBMtspxPXvdyYedavZqhbuImzV4ucD39kmG6Md7y34fmvNdNMblFvMsth6bg9UZofogRtobuQ5d6gNVtVzuuXExtca4kcYYmIWOaeBBTE9rGSskquBWQ7jnbvpUzPhvXnXadtOP2hZYaK2KwZNdRlNGCOybYXe8eEuqtyoWPsy3mDY3E9hNZqKwxPnO5GF7uE4oFP19i/T7fmBKuOhgzMWZpENEtAD5RLVR0q1fTExJylgwz1tItkSWoOVmOLMXSLcy93CDVzbzYHCXDdD+zupc3fGGoN7RF3p48jwnJ3Ms5Om9Ipn5TZFWXCrbnUnN6XjUlmrrXG6HpIUbYGroPNrQFPZv7bFwbT5zMKBBcW1zb+n7g2n2EeDoa7RKuO/Gwfmw0Jm1L5nX55jIMSfmEdXew4RRdUpUaM5QJcSF6ywy9Z7S5X1qF+T9dNHo/YlDfe7Gh3PlzpIznlmJizFIgolsAXA+H+6UP8celXKP2I2eWXqNjutmWi9xtc3IvN6edW2wiNcMs3czIXzKM4XuRdboNzR1gytuTuU63PkIztxsL1ykzZ3k8qcQ7JxLlrCAQCE0TodmruTKbi7H+aqMtTNjcZ3uGeqB3Wy/BtcWZxHuPYHfBbeJr5/mbhXj7lxSk3LGcknvHbuSzWjulKDVmLB0C9JPsGXrPmBv1vefqYI0ewe44m11IiyfnmhAyFCkmxiwFIroFwPV7+OjvNMH7YROeco4tjf4tSzQobUZ51CzG9dTUidTM0XGhE1KNlm7Tu5eL3VaoW7hJRCe4PRjMOcFkkphutuWW8iMnEAiywxQP3cHfGevHRgtO4MS0DzaYBD2b++zxjHwcmDcAAATVFmcS7+duFsHdwRollTWoE/FsU9f1DvVyFOyibS6y8ssZa3xLnfhNDHwC9L2RHTFiw1HWZGSWQL9wb8yLj0B+ebXmvKqz/TN5OnBNCBmK0ImxpgAR3QLgGsjfLBCetr7RvZy+3DT1aA1DqkRqZqnTLZNKNOeAXEgct9HHMGEiNT5hqZ+xm7tQt8Gi2wJFlr7oFJbJXSxcXTdE+JsgqbpkkOzlBELzQkitbaZ13x3ZEcPXH9EkPbt0pwQDVh9AW28nnL1ZRNuOKYGTdkz1zO/O4srdEtaM0rrChE8YbjuWCU8nW3g72XJa9bjEe2FFjV59Zj6061rP2nEeRyxUcAPAe/+7ghtaZaRigt2xKSFGEjduQ+EToG/vuYySSuHXQwqslApaVRLdTO/aIlulAOoowNnOGlGBbgAa7rFZO8/hik5OAqWi4X6RK6kZ06SWHAJfbojoNgKKouDhKLwEiXogp1cGSdJW0TFW7Epl9DSHpVuucbM5azrTYrop07qXy9Frsfc+2/oaS3cTKBnG1Al3RxuG1eQR2bpw3SPmtXSbIpGaCZMGEggE2RBTUohpXV0xAgCFFTVIZrDmcSVwCvVyxLeTH9MTCDHB7pgQF4IOAa562/AJw63Hsmmf49p44vNx3fX6xSfehQpuJRoE1K6pcQAsw0Wbjxs6dZuTswsxYPUBJM0baFI37g9HRaG2vh6AAo+FebKWszLXOa2tp/D1pJ6orac0E1O6yfeKKqqxet91Wvvi2niCoqCX8V1NPQUkZxXKltSMK1FgU4KIbgAdWrngSg57fAqTyKIoCi9uPMl6AzLu59H/xdTbNXbcaewzhk0st+REaubsidg63YZY+81WRonhZhfuXt7wf8Mt3ea7qqO6B8JapT+BwpdvUSr3c65zZk4nHFO417M+35pTPAyB0AIQU1KIaV1dwS0EtgROYgWC2PjeYzfyGfsllVW3T7i3KEu8LkqFZYQUFlbUYPL2ZGwaHyPY9d9QlArgsTBP/O9CjqCJH3O6vdfWUxgY6aP5rJ3pHWD+fRy7IUzryJ3UTLetTQ1+U1kLIK6NJ669Nwz7X+/P+D3TM7C8uk6U4G7YD1tMt3yDS2MffGxtpkRaFC3hASwVYgbkjjYqSY8tVnTnl4kv28Dq3SBHIjXekmHC1jc6ptuIvondVrcPQnM96G1nkh+VIdnLzXVk8bA+35rR84pAaO6orYa6glXbIs23riHounqrM4arjxfq5YiBkT6CRML6sdHo3dZL8LEPpeVhx6mbtL6pxbshA3uloqGu94F5A7B9Uk+aSBQr5p1sLceel5xViIKKamyf1BMH5g1ApwAXWfKF9GnrDYoC68SPLuZ0excSomDo76MpJTUzB5bzyzAjxZU1sLVSwdfFDs52VijVccFhGtvW1on3Y1XvR/f33tbbSfS+TAW7q7G4H2SNAefLWOSyXorROlLrIor2N/+bI/HqffHHYBXdplci+qEYzH1WT1wZmr3cEuFLuPZQqy7nK/3C8OWhDIOOw3VZzVmS3jTu5WzLm899RCA0d/ishr9euINnugQg1Mv48lkAoFIAvR8lGMvIK8OVuyXYdiyL5orOZuFUoxt7rm0d//XCHUFJetV1krWPtX5sNMZtOsFaB5yNegpIuVOC24UVepMEHo42erG/XOi6sYvZVg5OZDxAVn45VAqF5FnXw32csGZ0FxRWVCNhS7Le9+qJn/WJ1+HlbIfHwjwR6uWIMG8ns5wXpprh2hj6+2iKSc3MARHdAHxd7AAAjrZWODBvAHq89w/te6YBWDVH/UE21KJFPZb8ZXpvbDuWhTeGRbJuY6wVPD2vzKjt2RMNiduPOUS3XIgZkEvvkt14P8iVVM2Uca58t7fQslnqxU2hTrfQq6bXd50ta7TS0C54oh32Xc5Fdr74FybX/WzI40dodnY+TCL4JXq+EQgE88FnNfzo7zR89Hca+oV749V+oUYfz8XeGu+N7Ijxm0+xuiyzubbzxZ6HejlieJS/qMo42sdydbDGG/GRjAJQCC9tPqU3YTBrx3kUGSEOSyprERPsjtcGtcUn/6Th/K0ig/dlCAt+TpFt32n3y5Cw5RSveF6jdT2jA12xdEQns0xEMNUM18ZQC3xTTGpmDlq8e3nPUA9MHdBG89nLyRZtfRosz+1buQBgHpBXGSC6NZbuRyPZLkFuWDumK1q52mvWWTK8g+j9cvG/C3eN3AOb+6W4UakhkxTGIl8iNfO1QWydboOOYaaMzkbV6X50Kgy1xps15wDLoXUn3HTPRTs/Z/SL8Ma/YoKgUCgMvte4BKZUAtoQTBFPznbdm1MOCgLB3Oi6XUuN2q1axfPQOJr+ADMYXH3VMKTWYKSwogav/3BBz5VYGybXdoA79lyN2goqFN1jGTva0m6P2t3YmCdiHUUhObsQHg7WuGGkIcgSESuez90uxpj/HpepNdww1QzX/n0K/S0BDQKykz9zSAKBmRZt6d6c0AOD2/vqLd/9WhxuF1Zix6mbSM0pYRzIy2W5dbSxrEvSlC3dcg2bxQzIpR6807KXy2bpZlluYFfeHdGR9Tt+UScs07/aFdnQOCRjrpLYbYV6r/BZ+ZVKBba/3GhFMdQlmjN7eTNPpGbK/AUEQktDTEZxQ9B20RZSJ1tdOouN3a/1xsKfLyHlbgnv05QpqzkT2omluEp6aWdDz8grM8gKqj6WsfHC2u2RMuHX/31/QS9801gC3Gxxp6hK0n2agocmNkSpFApEt3ZDVn5jvgG23+f7Izth4Z4U3uzlfST8LbcULEvhmZDnuwUyCm6goSZd+1bWmgE+08O3orqOYSmdZc90xJJfL+st5xxKWljJbjZx3RQs3XIhpuuGZETlPLYJ3MvZJgrE9sRapUBNHYVODDOravh0lUrJbe1tXG5kyTALKQOnjZ6lm+d6t/ZwwK2CSgOOL7F7uUS3pVljuonqJhCMRkxGcTFwifkLt4vw87nb2HNOvJdffnk1vmEo92UM2oml+ASsWjQbKnSlTmK1/+o9lFdJJ5IzZPB0eLxDK2w9liX5fpsbLvZWOJ1diImPwg76hXujpq4epzILaOsdTX+AhXtSWLPvN/WSXeamxYpuIfGC6kEvRQG/nL+Dj/9Jw6cvRqOjvysu3Snm3PaN+EgkxIUwim6usbNeWSD+ZsqKVPG9QutDSolc42Zzup6aQnSzda9SwESTkP2IwdZKmL+f+kxwlf7jwpRXVPeqSSXwPhrTFT3fTxS9HXed7ubtXs527vNKm57lhECwJIRadQ1hyvbTOKNjaT6anocBqw8YFScb4klPaDbzu7O4crfEIHdtpsRSfBZotWjmW08Jugu5rhWTT7S/PjQCnQJckVfyEPN/usS63ru/pXLuxxIY1M6HiG4BFOv8Lo6k5zEa1TSJ3/anoUugm973XCW7tD1PKIqiJQrkQzexYHOlxYpuIa6L6lXyy6vw6c50AMBT647g1MLBmqyRbEwf2JZ9vxwDWVNYd8RgrvheKTA2AzFFUYz3iTl7bgr3crYePvHJIVF7Ud8jQt2EmVbTF93M+zI26ZYpS4YZiq7VXxcfZztcfXcY2i3aK91BzZq9XP5jqAcdXx3JxP3SKvxnWCQUCgVW7r0q/8EJhGaMUKuuUNRZwtclXsf1+/oW0zqKP7ZWiYYa2iWVtbRQJJVCgfatnPHrhTto5WoHb2c7hHg64v1nO2Ph7kuiM4ED7Iml2vk542puqd7y9q2ccaugQmNFZKrbrVIoEBvmASulkjahoWvFjAlx52ybt5MtQjwdER3khvd+TzWLUUQK3B2s0S/CG3FtPAXXkW6p6E4c8TlhrvnrOu0zV1gIk+eJMdt28nfBB892RlSQG3cjmyAtWHQLWOfRiHPHqVu05WzWpNYeDrhpZPyLhWluyeN7TcnH/wjP/snErjO3UVJZg8l9w2jLzeuKLK5Ot0HHYOgeRVG0bNlCYCuRJwZba3qd87tFzO7TYuJ/bVRKVOvlGDDdNdVtqtAj21vz13y3s1Zh7QtdMPeHC4Lbw1Xvm+msdmvthrM3iwTv31BMY2Wn8LCmDu/8dgUA8GRnP0QFuuFeCbF0E4RjDiuNJVmGmNoi1KrLtZ+MvDJczinB9mNZSM4SFkPNRT2AIA8HONpY0WJTKVBIuVtikLhmItzHCWN7BuLsrUKEeDqiuKIab/x4EWn32ZOIpeaUYvxXpzSfw7wcEezpQHPJDvN2xOPtfTCgXUNoZFZ+Odb+dQ2Xdcpgnc0ugruDNYorahit9G8+Mho52apQViXOg82SKKyoweG0PEwf0AZnswtNHifdklCHhSx9poPeb50pjESbI2l5GLfpBNa/2E3zu1bvY8kvl/W2Tblbgmc2HJU0/4Ol0GJFtzD3cuH7e+vJdhgY6YOp35zB7CERmuXDOvph7+Vcwfvl+o5pX1Ly9lPt8d7vdHciNoHZFCzdxjL/x4sAgMHtfWmDmqwH0iUWEYtpYrr1lxmSrV8N9/3O3Yc6nSBtthJ4OSxinIlWbnZ6pbVyi6vQ1sdZ8D7omOa3YG/DL7oBwEagS74artbrXp9wHyfMGhyOCRzlaKpqpRnE8Vn2peDLQxmY/l1j1uA7hZWICnSDm4M1ckseyn58QtOGLbb49aHhKKiokUUQy5GczFABz9SWmBB3bBofgzBvJ8SEuONMdiHtncLkds20H7kE4cXbxXC2tcLqUVFYte8a7pdWSV4iMO1+GaZ9y54lXQjaYttGpUB1HYW0+2VY9lsqlv2Wih7B7qirp3CJoe60OmGcSgHOB3xTFtxqXtp8in8lgtGo3c4HrTmoWdYpwAXPdwvkzX9QjwYhPXB1kqja5EfS83jzPzA9uyxpQlKXliu6BQzoiiuFxwYpFQqE+zoj8fUBtOWrX+gCxS7gz5RGscx1ZF33cu2PHzzXGZkPynHtnr5rEh8Bbva4wyFMHGxUeKlXMLYey8LtQn4B0wI0t4b8sirND7e+ntJYxcyNfNnL9S9uHcuo5PNx3TDt27Oc+xNqsWRay8mWPohkK6NSJOK3+liop57oLqioFry9LmJ/C7rnQ+j2dgIs3QBgLbTujYDj60669Qz14J0oGRDhI+r4bLRyteP8/vD8gbhbVInckoeYvfM8YkLcadaw8b2CcSqzgNGVU42uxT6vrMHC3Tfci3M7AgFgtvAcSsuTLVs32zENTU5mrIBvaAt9wJ2cVYg+KxPh7WzHmDhL7XadkVeGk5n5ABT47mQ2UnTEo5yCsLSqFvMeTao3BaoZvMxOC8ieLtI5jUAQRcqdEqTcETceFpNzoZ5qeJ5+f+omcksfoltrd/QN9wYAnL9ZiLd/SaE9N5gyrFuatbzFim4hVuwUnmRp2rBZZZxsrdAlyI0muj0cbQTvV1vreDja4N+9grFoTwptnVaudnhtQBss+oUhadsjHG25B+zH3xwMWyuVXgwtayZrEQ/zz8Z1Qzs/Z4R6OaLHe/8gv9xwgWMOtEtcVNRYzszwuyM7o+/P0u+X6drWMry9o1u74YnOreDlZIsHZezuuJyWbp62RPo5Y3KfUGw6kgkAmKLj6q8mIS4EnyfdYPzuP8PaaWJ0R3UPxLBOfvj+ND1kxJiQAbGb2lkr0T/CGwevNwxWO/i7CNquoFyYy3OAm72o9nDlPlD3zcPRBi52Vvi/xyOgVCjgYKOiVXBo38oFqTklGN09EO4inm9c9GrjCXtrFSq1fnM9gt01g02lUoHYME8AwDNd/KFQKHAjrwwVVXXoHNiQMT/p2n2NVf6tJ9thSt8w3C6sRN9VBxiPufiXyxjfK0SvOkWIpwOy8s3n4UKwPNgShekiRbZuvmMampzMGAHP1f/SqjqUVukLbhc7K7w3siOmfXuGxOASCARB/Ecrh5arvRUifV1wKqtAbz2mZwqTW7zYJG9S0nJFtwDr279igrD0f8JmcZxs2U/l6O6B2HAgXSPenusWyLqulZIuenVLbT3TxR9Lf72ssTx+NaEHBj2K7+kb7o3/XbiLqCA3JHxFd7kprqzB7MHhKKqoxoFrebTY8/2v99fMAq19oStGfnZUM9g2NpGajUqJJzu30nz+dkoshn18WNB2n/+7G75PvoW/rtwTdCy5mLg1GVkrngIAweUzPB1tOCcXVj0fhZ6hHth0JAOtXO3x4b5rjOvNGtQWO5JvIa+0CqO6B6IyPRN4pL2CPJwwLtYH3yffwpaJMVjz13Wcv1UkqH19w71w434Z7hbru9Ayim4dN+9X+oXhzWHtAAARvk6copsLH2dbzd9ss/JvP90Bbz/dgXM//xnWDjlFldhznl4mxtFGhZf7hMBapUByVgHefqo9XOys8fZT7dEn3Asf/HEVh67nMU4qCEX3t9DOzxnPRgdgSAfmkoQKhQLbXu6JfZdzcfxGPib3CWXd98iu/po+/fuxYEHt6ejvgil9Q7HxcCZteZdAV+SWPNTEKw9p74t/Uu9xulaq+zZnSDjG9wrRLD+76HFUVtdhya+XcST9Aba/3BPeWtdSCtwcbJD67jBNPoGLt4sQ3dodb/x4AfdKHqKVS6MlXG19b+PtRNtHn7ZeeCqqFbq1dsekR+c5SEAN27JHv/NpA9qgk78r4jv64psT2TiVVYA/LuXCz9UOd6TqKKFJIrSskxTZuoUeU0xyMmMFvCFlrUoe1uKpdYdR2gzcmgkEgukprqxlFNxsMLnFa2NqS3iLFd1CwgUT4kIQ4O6AVq52WPrrZT13Hj8XO03cX/8Ib9b9eDrZ4tLSeEHt8nSiW4lCPOkDRFd7a9z44ElkPiiHg40KvloDzxAvR8wcHA4A+HhMV8z5/rzmu/8bEoF/9WwNAOiXeg+fJd3A7cIKvPVke4RpDVS7BLkh/f0nMXFrMg5dz2MV3dqLI32dWV3ed776GO1zOz8XXH13GOI/PqRx8d01tRcyH5RjdPdAnL1ZhLbeTnCxt4JCoUCYtxMi/ZxRUlmDAe18EBPigeraepy/VYh1iek4f6sIXk42OPKfQbBWKdHmrT+YGywQtiRUdfUUVEqFZjCuTc8QD81DwNnWCj9Oi0OErxPaLdpLi4V+84l2WPFng8X1hZggAMB7Izujrp5CpK8zkrMK8N9DGZr1Fz/dAS/3CcXcoZGaTOoF18qAHY9WUCjw/rOd8c6ITlApFXB3sMHoL45rLIMdWrkwltDyc7HDf1/qDjsrFb45mY2YEA888UnjRMjPZ2+jfav2NDdiXffyt55s39jO4R3w3m+pUCgaxNnznx9nPrkMtNey8l4QOGHAxornozQC9amoVlg6vKNGCE7uG0ZLiKf+W/Woi3XGWLof/X/GwLaYFx8peLv4jn6I7+jHuc7H/4rGh6O7oKKqTvBLQaFQYOFTHfDWk+1RVVuPkoc1yCl6iPatXKBSKpBfXoWKqjpsfuQ9wGWqV3+l61JuZ62CnbUK68ZGa34bcqFQKGBjpUCPEA8ADRODQrFSKbHhxW6ij3k1p+F51trDAU9FNUwaTugdigm9G4T7rVu30HqF6N0SmhF8icJ0EZut25BjiqnTbKyAF9t/NURwEwgES0FKTyQhtGDRLaRkmAKPP7JW/TgtDgBQW1cPCo1xk/89eAPtW7nAx4U7/lAoXYPcNPHXJxYMZo2f5Ht5j4wOwMjoAJRXNZTGcLFrHLAPbu+Lwe2ZrXBAg6u8+qhsw3Ft616olyPmxUdiyvbTmmVBHvb4Y1ZfONvpCwU7axX2zu6H6d+dxdAOvogJ8UDMowF192B6qYtQL0e8PlRHyNgCg9r5oltrd/x+KQdPd/bXxLs+Gx2A3eeYbVBKBfD2Ux0YY7IXPtkeU/qFobK6jlF0s4n5Vc9H4YWYIIS8+TsAYPaQcET6NSTkuvbeE5r11KL5sTBPvbhklVKBIR18Mbi9D0Z1D4RSqcDprAKM7h6kWUd9H3i4aFnyFErN9gDQKcAVV96Jx7V7pVBAAWc7K4z58jgqq+vwoKwaMwa2xdQBbWheGWrrZb8Ibxx65O686Ugm+oR7YUBkY2xuDYc5tJ2fC76ZHKv5vGPKYxi78YTmcwGHxV/7vhSbAEwXO2uVxiNBKOpzx5XBmw/1T8HJTp7HqbVKCVcH8edGoVBoxLGPc+PzycfZDnBudPvn6rn6d86lqU2R8MyUZGnlzWDzYBKTLZ/QPAnzdmIs68SGGEEs9phMycn4MFbAqxOlSZFVnEAgEMyBlJ5IQmixotvQQZOVTpKiV/u3kaI5GuysVTj65iDJ9ufI4fbOhWZAzhrT3bh8XnwksrQSpkzsHYLFT3fgPMf2Nip8NSHGoLapcXOwwbhYusvth6OiMGtwOKyUCng52eJmQQX83exQ8rBWE+v6Ymxr7Luci6u5pcjIK0P34EbXU2uV8PvCzcFaY7FWo5480EV9Lrpy1B1UPErGB+i7yWpQaXlCKPSFmEKhQDu/Ruvx4fkN91JVbR1srdjj+rdNjEHogsaJhf/8dBEn3xqi+Vwnwv26e7A72vo4If1+GTwdbdBNZyJFl1mDw7EuMc0gi6SxqCffjLN0P6pHLkmLTIe6vWyhItn55ZrQDhuRydmaMgNWJ2n+5gobIhDWj43GzB3nOGO7DRHEYo/JVhOaCykE/KbxMRiw+oCo5EgEAoHAx+PtffB36n2THU8KTyQhtNgRRTMzzkgO34BcvdjFzgptfZxwXcu9fOGT7c1mCbJSKWk/HLXVWdvibmetwoiuARjBsr26dFobb0cM6+SH5MxCnMoqwDNd/BHi6YB1+9MBAEVaA40D8wbgTmElunCIakngEd1scAluQH8S6l5JFULe/B1rX+iC5KwCtHIVnpzLxkqJfXP6QaloSATIZwn9vyHheOmxYMljgoUghaUbGhdsCRpkQuwelSDbc+4uthzNAgA421mhb7g3/km9R7u/3RykSY7W1GhuVnyCtLg6WGP7pJ7IfFCOrPxyeDrYYPVf140WxGKOaUwyIGMFvKuDNZLmDcTkbclIFpBNWwkw1o0mEAgEbXq39TKp6JbCE0kILVh0k8EUF/6PrML/+ekShnfxh4MN/VZRxyqrawerxWa4j5OeN0BTQzf+V5eHtfX48lCGxjoONLjBmyQLokrLNV2E6BYCUww4k6u9ENRiRYjjgEKhMIvgBhrbWWuMe/mj/wstjWYplD1K7KhdSrCiug4/nrmtt66YigtNgR+n9sLyP69iav82CPZ0wNCPDjGux+a5QiBoo/38l0oQizmmoUgh4F0drLFrWhwyH5Tj8t1ibD6cgXO3mCu/9An3xsOaOt5ESI42SpRXE3lOILRUhCax5iMm2B1nbxaxejNK7YnER4sV3URzczOqeyC+PXkTAPDCf49jxXNR6BTgqvlenaxLLcYD3Oxx8q3BtBjd5sob8ZEYGOmD6NZupj+4tqVbYpH382tx+Oif6/jvwQz+lZsJatHNVodcCOpQi6b2TIlr46X5jWuj9lDQJlpuDw4T0yPEAz89ytMBQJMLoKauHlZKBYnZJhiFySZhJUKK9qr38XSUPzIflONERj4UAALc7VFbT2kEfXFFjZ51vXOAC57rFgg7axUeC/OEh4ON3jqONiqUVzffJGxtvBzhYKPCpbv6yU8JTQsFGsr0yllrniCMJzv7wd7GijUESGpPJD6I6CYwEt3aHU9HtcJvF3OQcqcET68/gszlT2oGo5WPXn7qBGYAaJnUmzPWKiV6tfE0z8FpotsIl2gG7KxVaG1gRtqmiurR/Sy0BB4T0l4F0/FEJz+sej4KKqUCVioFno7y13OnziutMpsXgjmwbuJeOgSCJcAl4oVa15nW0bjxO9pg9T66G3+4jxPG9gxCuK8zauspWCkVuFNYCQpAoLs9iitrsO1YlkUmfnN3sMbPr/WGq4M1Rn9xDGeyCzlLOWoT4mGP/PIalLKUMw3zdERGvn7NdDmws1aiW2s3pN8vw/3SxgSq/cK9MbVfGJb87zLS7pdplttbKeFgo0K+BDkBJvcOxR+X7+JukWHlS6WEAojgthDsbaz0niUAZPdEYqPFim7iXs7P6tFd8NvFHM1n7URbaiqqhdWtJkiEtnt5vfTn3l5rEiXM2xEZefov66XDuWtmNyWUGku34ftgK6tl6SiVCr1EgLq0JMFNIBBMhxDruu46xrrxq63wuoNvJhHfOcAFtfUUruWW0gSwSqFAt2A3PN8tEBSAx8I8UfqwBm/tvoSUO41W6n7h3pgXH4H88mqk3i3BkbQHsLFWIL+sGpe01osJccem8TGakpCbxsfoWfn7hXtj3tAI5FdUs4qGw2l5OHuzEP6u9qirpzRtC/VyxPjNp3A0PQ9c+VCjg9yw7JmOuFVQgU8PpCM1l14GNq6NJ8Y/FoyTmQVwsFHhVFYBbQJDtx9M1+bvuf0Zl1+8XYQ5359DRh69jJ2rvTVKKmsETWyP6xWMt4d3oO1//o8XcDq7kFYVU6HgrJLJGNrgbGtFm9ToFeYJhQI4diOft11KAEEeDgbVtScYT2xYg4GM6VliDlqw6DZ3CywfbSs2G/4iEmwRJEDb0i2D6I7v6IcAt+voEuSKz8Z1x92iSuw6fRtuDtaIa+OJvLIqPBZqJiu/DEhp6SaPFAKBQDAdhrjFsw2+mUQ8kyu82h3VVaf0528z+7JOAgyM9MFrA9tqPnNNFgj1BNBd1jfcG33DvRn7zJQwL8TTAU9FtUKQuwNiH4lzAIgKcsNTXeghAtrfD+vcSlA/2K4N0/KoQDfsf32g3jGZwgx00Y3J1d4/0wRGj2DuMne/zeoHAHp91+1rRl4ZBq05yLofNfUAEdxmIq6Np9nENRsWIbo3bNiADz/8ELm5uejSpQvWr1+Pnj3ZC5Xv2rULixYtQlZWFsLDw7Fy5Uo8+eSToo5JLN3C2DO9N0ZuOMr4XftWLtj6snFlvwgiUWq96OukF92OtlY4NH+gZlLK380es4eEa75XlzRrLqgeZXqrFVESTZemGtNNIBAIhEZ0BaHYRHNCJwEMsfIbg24/VAqgjgJnf0zdRrb9GVMdgO36NVj+uUvl8U0iECEtP+prMrlvKMZ/dUrUtv3CvU0aqy0Us4vu77//HnPnzsUXX3yB2NhYfPzxx4iPj8e1a9fg4+Ojt/6xY8cwduxYLF++HE8//TS+++47jBw5EmfPnkWnTp3M0IPmTdcgN02SIYIFoNSKOZXB0g20rDJJKknqdDfQcs4agUAgtByaWmI8NtwdrLHklyw913Umy70lYWxYge71k6LWfbDI/DcxIe44m82eRZugj7ZXSY9gd5wWUJZwxXOdaZ4ZlobZs8asXbsWU6ZMwcSJE9GhQwd88cUXcHBwwFdffcW4/ieffIJhw4bhjTfeQPv27fHuu++iW7du+PTTT0Udt1cbLymaTyCYD5lEd0tCXfKu0pjcBE00pptAIBAILYdZO87jaPoD2rKj6Q8wc8c5M7XIMEK9HDEw0sdgYaW2gB+YNwBbJsbgwLwB2D6pp6iJhzBvJ/QL99ZM3LOhUijQL9wbm8bHoHdboju46BfuzXpNNifEwMWO204cE+yOf/VsbbGCGzCzpbu6uhpnzpzBggULNMuUSiWGDBmC48ePM25z/PhxzJ07l7YsPj4ee/bsEXVsS74oBIIgiOg2Glf7hgf68Yx8fPT3dYP2cf1eQ8IZorkJBOMwR6gZgdASyMgrY4yNrqMoHErLQ+aD8hY3LjbWg4HJYu7uYI1CrWzs2tZatZV+5ndnceVuCbTTtSnQdCuhSEFcG0/NeWK6Jq4O1jg8fxD6rtqPkof6Y193B2tsSrD8cFeziu4HDx6grq4Ovr6+tOW+vr64evUq4za5ubmM6+fm5jKuX1VVhaqqxhICpaWljOsRCE0OlwBzt6DJ4+3UkJ075U4JLfOsIahr1hMIbIgVlS0JEmpGIMgHXwxyVn7LE93GwhYzzpdg7tvJj+mJ9b7h3qitrxeUEb2pop3R30qpwO3CSr1EfVyohffkbclIzmbPnG/JNPtR4vLly7Fs2TJzN4NAkI7xvwIPrgOtY83dkibPU1GtcLuoEgXlxtX29HC0xbBOfhK1itAcESsqWxraoWYA8MUXX+D333/HV199hTfffFNvfe1QMwB499138ffff+PTTz/FF198YdK2EwiWDl8MsroUGUE8XKXtmGAT68UVNZj6zRkcz6ALbxc7K0brLh+6Vne56RrkBgcbFW3iICbYHRPiQtAhwFWSSR1XB2vsmhYnOq7fUjCr6Pby8oJKpcK9e/doy+/duwc/P+YBrJ+fn6j1FyxYQHNHv3PnDjp0aD51hgktkLD+Df8IRuNoa4W5j0eYuxmEFoBYUdmSMEWoma7XW0mJcZ4tBEJTQh2DzJe1m2A6mLLl73jlMcZybbrLbhdW4OzNQpRW1uJBeRUifJzR3t8FVkoFauspPau72rKcX1aFrAflKKqsQXxHP/i52mH32du4V/IQgAK+Lnbo1cYTXs62SL1bgsNpeTieUcDah68n9aQdD+AuJSfXuWsqmFV029jYoHv37khMTMTIkSMBAPX19UhMTMSMGTMYt+nVqxcSExMxZ84czbK///4bvXr1Ylzf1tYWtra2ms/kRUsgEAgEKSgtLaW9U3TfN2oMEZUtCVOEmhGvN0JLR4qs3QT5YRKUTNZ0trrsfPvShW0/6vryXCXWmLZtqoLYFJjdvXzu3LlISEhAjx490LNnT3z88ccoLy/XWAPGjx+PgIAALF++HAAwe/Zs9O/fH2vWrMFTTz2FnTt34vTp0/jyyy/N2Q0CgUAgtDB0vaaWLFmCpUuX6q1niKgkSIuu11tJSQmCgoLM2CICwbSIrTtOIABkskZKzC66x4wZg7y8PCxevBi5ubno2rUr9u7dqxmc3Lx5E0qt2sRxcXH47rvv8Pbbb+Ott95CeHg49uzZQxKnEAgEAsGkXLlyBQEBjQkNmazcBH5MEWrG5oVAILQ0iCWSIAYyWSMdZhfdADBjxgxWd/KkpCS9ZaNHj8bo0aNlbhWBQCAQCOw4OzvDxcWFdz1DRGVLwhShZgQCgUAwHDJZYzxK/lUIBAKBQCAYiraoVKMWlUQkNjB37lxs3LgR27ZtQ2pqKqZNm6YXaqYdEz979mzs3bsXa9aswdWrV7F06VKcPn2aVaQTCAQCgWBOLMLSTSAQCARCc4Yvf0lLh4SaEQgEAqE5o6AorXR0LYDbt28jKCgIt27dQmBgoLmbQyAQCIQmhqHvkU8//RQffvihRlSuW7cOsbGxMraUwEZJSQlcXV1RXFwsKESAQCAQCARtxL5HiKWbQCAQCAQTwJW/hEAgEAgEQvOFxHQTCAQCgUAgEAgEAoEgE0R0EwgEAoFAIBAIBAKBIBNEdBMIBAKBQCAQCAQCgSATRHQTCAQCgUAgEAgEAoEgE0R0EwgEAoFAIBAIBAKBIBMtLnt5fX09ACAnJ8fMLSEQCARCU0T9/lC/TwhND3W11JKSEjO3hEAgEAhNEfX7Q2j17RYnum/dugUA6Nmzp5lbQiAQCISmzK1bt9C6dWtzN4NgAKWlpQCAoKAgM7eEQCAQCE2Z0tJSuLq68q6noITK82ZCQUEBPD09kZKSIugEDRgwAElJSQYfz9DtS0tL0aFDB1y5cgXOzs4mPbax2xq7vbF9N2fbjdmeXHPzXPOW2m9zbt/U7/W+ffsiKysL+fn58PDwMHg/BPNRX1+Pu3fvwtnZGQqFQtS2JSUlCAoKwq1bt+Di4iJTCy0T0nfS95bWd6Bl95/0nb3vFEWhtLQU/v7+UCr5I7ZbnKXbyqqhy0FBQYJuHhsbGwQGBhp8PEO3V7ssBAQEGHyTG9N2c/UbML7v5my7MduTa26ea95S+23O7Zv6vW5rawug8X1CaHoolUqj7gEAcHFxaXGDUDWk76TvLZGW3H/Sd+a+CzHgqiGJ1HiYPn26Wbc317Fbar8tYXtzHZv02zzbm/PY5t7eXMc2tt1TpkwxansCgUAgEAgtixbnXl5SUgJXV1cUFxdb9IxNU2mnHLTUvrfUfgMtt++k302z3029/QTjaMnXn/Sd9L2l9R1o2f0nfZeu7y3O0m1ra4slS5Zo3AMtlabSTjloqX1vqf0GWm7fSb+bZr+bevsJxtGSrz/pO+l7S6Ql95/0Xbq+tzhLN4FAIBAIBAKBQCAQCKaixVm6CQQCgUAgEAgEAoFAMBVEdBMIBAKBQCAQCAQCgSATRHQTCAQCgUAgEAgEAoEgE0R0y8jy5csRExMDZ2dn+Pj4YOTIkbh27RptnYcPH2L69Onw9PSEk5MTnn/+edy7d4+2zqxZs9C9e3fY2tqia9eujMeiKAqrV69GREQEbG1tERAQgPfff1+urnFiqn4vXboUCoVC75+jo6Oc3ePElNd83759eOyxx+Ds7Axvb288//zzyMrKkqln3Jiy3z/88AO6du0KBwcHBAcH48MPP5SrW7xI0e8LFy5g7NixCAoKgr29Pdq3b49PPvlE71hJSUno1q0bbG1t0bZtW2zdulXu7nFiqr7n5OTgxRdfREREBJRKJebMmWOK7hEIjGzYsAEhISGws7NDbGwsTp06Ze4mmQSm9227du3M3SxZOHToEIYPHw5/f38oFArs2bOH9j1FUVi8eDFatWoFe3t7DBkyBGlpaeZprMTw9X3ChAl698GwYcPM01iJkWoc0xQR0vcBAwboXfupU6eaqcXS8vnnnyMqKkpTj7tXr174888/Nd9Ldd2J6JaRgwcPYvr06Thx4gT+/vtv1NTUYOjQoSgvL9es83//93/43//+h127duHgwYO4e/cunnvuOb19vfzyyxgzZgzrsWbPno1NmzZh9erVuHr1Kn799Vf07NlTln7xYap+z5s3Dzk5ObR/HTp0wOjRo2XrGx+m6ntmZiZGjBiBQYMG4fz589i3bx8ePHjAuB9TYKp+//nnnxg3bhymTp2KlJQUfPbZZ/joo4/w6aefytY3LqTo95kzZ+Dj44NvvvkGly9fxsKFC7FgwQJanzIzM/HUU09h4MCBOH/+PObMmYPJkydj3759Ju2vNqbqe1VVFby9vfH222+jS5cuJu0jgaDN999/j7lz52LJkiU4e/YsunTpgvj4eNy/f9/cTTMJHTt2pL1vjxw5Yu4myUJ5eTm6dOmCDRs2MH6/atUqrFu3Dl988QVOnjwJR0dHxMfH4+HDhyZuqfTw9R0Ahg0bRrsPduzYYcIWyoeU45imhpC+A8CUKVNo137VqlVmarG0BAYGYsWKFThz5gxOnz6NQYMGYcSIEbh8+TIACa87RTAZ9+/fpwBQBw8epCiKooqKiihra2tq165dmnVSU1MpANTx48f1tl+yZAnVpUsXveVXrlyhrKysqKtXr8rWdmOQq9+6nD9/ngJAHTp0SLK2G4tcfd+1axdlZWVF1dXVaZb9+uuvlEKhoKqrq6XviEjk6vfYsWOpUaNG0ZatW7eOCgwMpOrr66XthAEY2281r732GjVw4EDN5/nz51MdO3akrTNmzBgqPj5e4h4Yjlx916Z///7U7NmzJW03gSCUnj17UtOnT9d8rquro/z9/anly5ebsVWmQeh7uLkBgNq9e7fmc319PeXn50d9+OGHmmVFRUWUra0ttWPHDjO0UD50+05RFJWQkECNGDHCLO0xNVK905oiun2nqJb3/nV3d6c2bdok6XUnlm4TUlxcDADw8PAA0GDlqampwZAhQzTrtGvXDq1bt8bx48cF7/d///sfwsLC8NtvvyE0NBQhISGYPHkyCgoKpO2AgcjVb102bdqEiIgI9O3b17gGS4hcfe/evTuUSiW2bNmCuro6FBcX4+uvv8aQIUNgbW0tbScMQK5+V1VVwc7OjrbM3t4et2/fRnZ2tgQtNw6p+l1cXKzZBwAcP36ctg8AiI+PN+r3IjVy9Z1AsASqq6tx5swZ2v2sVCoxZMgQi/odyklaWhr8/f0RFhaGcePG4ebNm+ZuksnJzMxEbm4u7T5wdXVFbGxsi7kPkpKS4OPjg8jISEybNg35+fnmbpIsmGrsaono9l3Nt99+Cy8vL3Tq1AkLFixARUWFOZonK3V1ddi5cyfKy8vRq1cvSa87Ed0mor6+HnPmzEHv3r3RqVMnAEBubi5sbGzg5uZGW9fX1xe5ubmC952RkYHs7Gzs2rUL27dvx9atW3HmzBmMGjVKyi4YhJz91ubhw4f49ttvMWnSJGObLBly9j00NBR//fUX3nrrLdja2sLNzQ23b9/GDz/8IGUXDELOfsfHx+Pnn39GYmIi6uvrcf36daxZswZAQ+yvOZGq38eOHcP333+PV155RbMsNzcXvr6+evsoKSlBZWWltB0xADn7TiBYAg8ePEBdXR3j79DQ91ZTIjY2Flu3bsXevXvx+eefIzMzE3379kVpaam5m2ZS1Ne6pd4Hw4YNw/bt25GYmIiVK1fi4MGDeOKJJ1BXV2fupkmKqcaulghT3wHgxRdfxDfffIMDBw5gwYIF+Prrr/Hvf//bjC2VlkuXLsHJyQm2traYOnUqdu/ejQ4dOkh63a0kbC+Bg+nTpyMlJUWWGKj6+npUVVVh+/btiIiIAABs3rwZ3bt3x7Vr1xAZGSn5MYUiZ7+12b17N0pLS5GQkCDrccQgZ99zc3MxZcoUJCQkYOzYsSgtLcXixYsxatQo/P3331AoFJIfUyhy9nvKlCm4ceMGnn76adTU1MDFxQWzZ8/G0qVLoVSadw5Rin6npKRgxIgRWLJkCYYOHSph6+SlJfedQGgJPPHEE5q/o6KiEBsbi+DgYPzwww8WNdlNkJd//etfmr87d+6MqKgotGnTBklJSRg8eLAZWyYtphq7WiJsfdeeDO/cuTNatWqFwYMH48aNG2jTpo2pmyk5kZGROH/+PIqLi/Hjjz8iISEBBw8elPQYxNJtAmbMmIHffvsNBw4cQGBgoGa5n58fqqurUVRURFv/3r178PPzE7z/Vq1awcrKSiO4AaB9+/YAYFb3L7n7rc2mTZvw9NNP680+mwu5+75hwwa4urpi1apViI6ORr9+/fDNN98gMTERJ0+elKobopG73wqFAitXrkRZWRmys7ORm5urSRgYFhYmSR8MQYp+X7lyBYMHD8Yrr7yCt99+m/adn5+fXqbMe/fuwcXFBfb29tJ2RiRy951AsAS8vLygUqkYf4eGvreaMm5uboiIiEB6erq5m2JS1Nea3AcNhIWFwcvLq1ndB6Ycu1oabH1nIjY2FgCazbW3sbFB27Zt0b17dyxfvhxdunTBJ598Iul1J6JbRiiKwowZM7B7927s378foaGhtO+7d+8Oa2trJCYmapZdu3YNN2/eRK9evQQfp3fv3qitrcWNGzc0y65fvw4ACA4ONrIX4jFVv9VkZmbiwIEDFjHbbqq+V1RU6Fl2VSoVgAbPB1Nj6muuUqkQEBAAGxsb7NixA7169YK3t7fR/RCLVP2+fPkyBg4ciISEBMZSf7169aLtAwD+/vtvg86dVJiq7wSCJWBjY4Pu3bvT7uf6+nokJiaa9XdoLsrKynDjxg20atXK3E0xKaGhofDz86PdByUlJTh58mSLvA9u376N/Pz8ZnEfmHocY0nw9Z2J8+fPA0CzuPZMqL2IJb3uUmV5I+gzbdo0ytXVlUpKSqJycnI0/yoqKjTrTJ06lWrdujW1f/9+6vTp01SvXr2oXr160faTlpZGnTt3jnr11VepiIgI6ty5c9S5c+eoqqoqiqIaMqh269aN6tevH3X27Fnq9OnTVGxsLPX444+btL9qTNVvNW+//Tbl7+9P1dbWmqR/XJiq74mJiZRCoaCWLVtGXb9+nTpz5gwVHx9PBQcH045lKkzV77y8POrzzz+nUlNTqXPnzlGzZs2i7OzsqJMnT5q0v2qk6PelS5cob29v6t///jdtH/fv39esk5GRQTk4OFBvvPEGlZqaSm3YsIFSqVTU3r17TdpfbUzVd4qiNPdB9+7dqRdffJE6d+4cdfnyZZP1lUCgKIrauXMnZWtrS23dupW6cuUK9corr1Bubm5Ubm6uuZsmO6+//jqVlJREZWZmUkePHqWGDBlCeXl56f1WmwOlpaWaZw4Aau3atdS5c+eo7OxsiqIoasWKFZSbmxv1yy+/UBcvXqRGjBhBhYaGUpWVlWZuufFw9b20tJSaN28edfz4cSozM5P6559/qG7dulHh4eHUw4cPzd10o5FqHNMU4et7eno69c4771CnT5+mMjMzqV9++YUKCwuj+vXrZ+aWS8Obb75JHTx4kMrMzKQuXrxIvfnmm5RCoaD++usviqKku+5EdMsIAMZ/W7Zs0axTWVlJvfbaa5S7uzvl4OBAPfvss1ROTg5tP/3792fcT2ZmpmadO3fuUM899xzl5ORE+fr6UhMmTKDy8/NN1FM6pux3XV0dFRgYSL311lsm6h03puz7jh07qOjoaMrR0ZHy9vamnnnmGSo1NdVEPaVjqn7n5eVRjz32GOXo6Eg5ODhQgwcPpk6cOGHCntKRot9Llixh3EdwcDDtWAcOHKC6du1K2djYUGFhYbRjmANT9l3IOgSCKVi/fj3VunVrysbGhurZs6dZnz+mZMyYMVSrVq0oGxsbKiAggBozZgyVnp5u7mbJwoEDBxifOQkJCRRFNZQNW7RoEeXr60vZ2tpSgwcPpq5du2beRksEV98rKiqooUOHUt7e3pS1tTUVHBxMTZkypdlMOkk1jmmK8PX95s2bVL9+/SgPDw/K1taWatu2LfXGG29QxcXF5m24RLz88stUcHAwZWNjQ3l7e1ODBw/WCG6Kku66KyiKogQYxAkEAoFAIBAIBAKBQCCIhMR0EwgEAoFAIBAIBAKBIBNEdBMIBAKBQCAQCAQCgSATRHQTCAQCgUAgEAgEAoEgE0R0EwgEAoFAIBAIBAKBIBNEdBMIBAKBQCAQCAQCgSATRHQTCAQCgUAgEAgEAoEgE0R0EwgEAoFAIBAIBAKBIBNEdBMIBAKBQCAQCAQCgSATRHQTCBZIUlISFAoFioqKzN0UAoFAIBAIMjJhwgSMHDlS83nAgAGYM2eO2dpDMIz8/Hz4+PggKytLsn1+8cUXGD58uGT7I5gPIroJBAtA9wUbFxeHnJwcuLq6mq1NRPgTCAQCgcBMSEgIFAoFFAoF7O3tERISghdeeAH79+8Xva9PPvkEW7dulaRdS5cu1bSL7V9zY+vWrXBzczN3M/D+++9jxIgRCAkJ0Sz79ddfERERgcjISPz222962/z0008YMGAAXF1d4eTkhKioKLzzzjsoKCgAALz88ss4e/YsDh8+bKpuEGSCiG4CwQKxsbGBn59fs3w5EggEAoHQHHjnnXeQk5ODa9euYfv27XBzc8OQIUPw/vvvi9qPq6urZKJx3rx5yMnJ0fwLDAzUtFP9r6lQXV1t8mPW1NQYtF1FRQU2b96MSZMmaZZVVVVh+vTp+Oyzz/Dpp59i2rRptD4tXLgQY8aMQUxMDP7880+kpKRgzZo1uHDhAr7++msADePBF198EevWrTOuYwSzQ0Q3gWBmJkyYgIMHD+KTTz7RzEJv3bqVZmVWz+L+9ttviIyMhIODA0aNGoWKigps27YNISEhcHd3x6xZs1BXV6fZd1VVFebNm4eAgAA4OjoiNjYWSUlJmu+zs7MxfPhwuLu7w9HRER07dsQff/yBrKwsDBw4EADg7u4OhUKBCRMmAAD27t2LPn36wM3NDZ6ennj66adx48YNzT6zsrKgUCjwww8/oG/fvrC3t0dMTAyuX7+O5ORk9OjRA05OTnjiiSeQl5dHOw8jR47EsmXL4O3tDRcXF0ydOtUsL10CgUAgmJYBAwZg5syZmDNnDtzd3eHr64uNGzeivLwcEydOhLOzM9q2bYs///yTtl1KSgqeeOIJODk5wdfXFy+99BIePHig+V7oO+vnn3/GwIED4eDggC5duuD48eO8bXZ2doafnx9at26Nfv364csvv8SiRYuwePFiXLt2DQBQV1eHSZMmITQ0FPb29oiMjMQnn3xC24+ue7k277zzDjp16qS3vGvXrli0aJHecicnJ/j5+Wn+qVQqTTv9/PxQU1ODF154AW5ubvDw8MCIESNo7tDqtnzwwQfw9fWFm5sb3nnnHdTW1uKNN96Ah4cHAgMDsWXLFr1zuHPnTsTFxcHOzg6dOnXCwYMHaW3ju1YDBgzAjBkzMGfOHHh5eSE+Ph4AsHbtWnTu3BmOjo4ICgrCa6+9hrKyMgANXnkTJ05EcXGxZgy1dOlSAIBCocCePXtobXBzc9N4Fajb/f3336N///6ws7PDt99+CwDYtGkT2rdvDzs7O7Rr1w6fffYZ4/VR88cff8DW1haPPfaYZllVVRVUKhW6du2K6OhoWFlZoaqqCgBw6tQpfPDBB1izZg0+/PBDxMXFISQkBI8//jh++uknJCQkaPYzfPhw/Prrr6isrORsA8GyIaKbQDAzn3zyCXr16oUpU6ZoZqGDgoL01quoqMC6deuwc+dO7N27F0lJSXj22Wfxxx9/4I8//sDXX3+N//73v/jxxx8128yYMQPHjx/Hzp07cfHiRYwePRrDhg1DWloaAGD69OmoqqrCoUOHcOnSJaxcuRJOTk4ICgrCTz/9BAC4du0acnJyNIOE8vJyzJ07F6dPn0ZiYiKUSiWeffZZ1NfX09q7ZMkSvP322zh79iysrKzw4osvYv78+fjkk09w+PBhpKenY/HixbRtEhMTkZqaiqSkJOzYsQM///wzli1bJun5JhAIBIJlsm3bNnh5eeHUqVOYOXMmpk2bhtGjRyMuLg5nz57F0KFD8dJLL6GiogIAUFRUhEGDBiE6OhqnT5/G3r17ce/ePbzwwguafQp9Zy1cuBDz5s3D+fPnERERgbFjx6K2tlZ0H2bPng2KovDLL78AAOrr6xEYGIhdu3bhypUrWLx4Md566y388MMPgvb38ssvIzU1FcnJyZpl586dw8WLFzFx4kRRbaupqUF8fDycnZ1x+PBhHD16FE5OThg2bBhtgnv//v24e/cuDh06hLVr12LJkiV4+umn4e7ujpMnT2Lq1Kl49dVXcfv2bdr+33jjDbz++us4d+4cevXqheHDhyM/Px+AsGsFNNwDNjY2OHr0KL744gsAgFKpxLp163D58mVs27YN+/fvx/z58wE0hON9/PHHcHFx0Yyh5s2bJ+q8vPnmm5g9ezZSU1MRHx+Pb7/9FosXL8b777+P1NRUfPDBB1i0aBG2bdvGuo/Dhw+je/futGUuLi6YOHEiWrVqBX9/f0ybNg3Ozs4AgG+//RZOTk547bXXGPen7fnQo0cP1NbW4uTJk6L6RbAwKAKBYHb69+9PzZ49W/P5wIEDFACqsLCQoiiK2rJlCwWASk9P16zz6quvUg4ODlRpaalmWXx8PPXqq69SFEVR2dnZlEqlou7cuUM71uDBg6kFCxZQFEVRnTt3ppYuXcrYJt02sJGXl0cBoC5dukRRFEVlZmZSAKhNmzZp1tmxYwcFgEpMTNQsW758ORUZGan5nJCQQHl4eFDl5eWaZZ9//jnl5ORE1dXVcbaBQCAQCE2b/v37U3369NF8rq2tpRwdHamXXnpJsywnJ4cCQB0/fpyiKIp69913qaFDh9L2c+vWLQoAde3aNcbjCHlnXb58mQJApaamsrY3ODiY+uijjxi/8/X1paZNm8a67fTp06nnn39e8zkhIYEaMWKE5rPumOCJJ56g7W/mzJnUgAEDWPfP1s6vv/6aioyMpOrr6zXfV1VVUfb29tS+ffs0bQkODqa9dyMjI6m+fftqPquvzY4dOyiKajyHK1as0KxTU1NDBQYGUitXrqQoSti16t+/PxUdHc3bp127dlGenp6az1u2bKFcXV311gNA7d69m7bM1dWV2rJlC63dH3/8MW2dNm3aUN999x1t2bvvvkv16tWLtU0jRoygXn75ZcbvioqKqJKSEtqyJ554goqKimLdny7u7u7U1q1bBa9PsDyIpZtAaCI4ODigTZs2ms++vr4ICQmBk5MTbdn9+/cBAJcuXUJdXR0iIiLg5OSk+Xfw4EGNa92sWbPw3nvvoXfv3liyZAkuXrzI2460tDSMHTsWYWFhcHFx0SQMuXnzJm29qKgoWrsAoHPnzoxtVdOlSxc4ODhoPvfq1QtlZWW4desWb7sIBAKB0LTRfm+oVCp4enrqvTcAaN4dFy5cwIEDB2jvuHbt2gGA5j1nyDurVatWtOOIhaIoWk6WDRs2oHv37vD29oaTkxO+/PJLveNzMWXKFOzYsQMPHz5EdXU1vvvuO7z88sui23XhwgWkp6fD2dlZc748PDzw8OFDmst9x44doVQ2SgRfX1/adVBfG93z06tXL83fVlZW6NGjB1JTUzXH5rtWAPSsxQDwzz//YPDgwQgICICzszNeeukl5OfnazwejKVHjx6av8vLy3Hjxg1MmjSJ1tb33nuP1k5dKisrYWdnx/idq6urxsKthqIoUW20t7eXrL8E82Bl7gYQCARhWFtb0z4rFArGZWqXubKyMqhUKpw5cwYqlYq2nlqoT548GfHx8fj999/x119/Yfny5VizZg1mzpzJ2o7hw4cjODgYGzduhL+/P+rr69GpUye92GvttqkHH7rLdN37CAQCgdBy4XvPqd8l2u+54cOHY+XKlXr7UgtnY95Zhryj8vPzkZeXh9DQUADAzp07MW/ePKxZswa9evWCs7MzPvzwQ1GuwsOHD4etrS12794NGxsb1NTUYNSoUaLbVlZWhu7du2vilrXx9vbW/C12vCH02HzXCgAcHR1p32VlZeHpp5/GtGnT8P7778PDwwNHjhzBpEmTUF1dTZuo10WhUOiJW6ZEadrHVMeKb9y4EbGxsbT1dMdS2nh5eaGwsJD1e10iIiJw5MgR1NTU6J1bJgoKCmjXiND0IKKbQLAAbGxsaAnQpCA6Ohp1dXW4f/8++vbty7peUFAQpk6diqlTp2LBggXYuHEjZs6cCRsbGwCgtSs/Px/Xrl3Dxo0bNfs8cuSIZG2+cOECKisrYW9vDwA4ceKEJsacQCAQCARtunXrhp9++gkhISGwstIf0sr9zmLik08+gVKp1CRGO3r0KOLi4mixu1wWUyasrKyQkJCALVu2wMbGBv/6178070kxdOvWDd9//z18fHzg4uIiens+Tpw4gX79+gEAamtrcebMGcyYMUNzbK5rxcaZM2dQX1+PNWvWaKzvuvHwbGMob29vWrb2tLQ0Xmuxr68v/P39kZGRgXHjxgluZ3R0NL755hvB66szkn/22WeYPXu23vdFRUWauO4bN27g4cOHiI6OFrx/guVB3MsJBAsgJCQEJ0+eRFZWFh48eCCJBTgiIgLjxo3D+PHj8fPPPyMzMxOnTp3C8uXL8fvvvwMA5syZg3379iEzMxNnz57FgQMH0L59ewBAcHAwFAoFfvvtN+Tl5aGsrAzu7u7w9PTEl19+ifT0dOzfvx9z5841uq1qqqurMWnSJFy5cgV//PEHlixZghkzZtDc3AgEAoFAABqSgRYUFGDs2LFITk7GjRs3sG/fPkycOBF1dXWyv7NKS0uRm5uLW7du4dChQ3jllVfw3nvv4f3330fbtm0BAOHh4Th9+jT27duH69evY9GiRbSkaEKZPHky9u/fj7179xrkWg4A48aNg5eXF0aMGIHDhw8jMzMTSUlJmDVrll5SNEPYsGEDdu/ejatXr2L69OkoLCzUtJXvWrHRtm1b1NTUYP369cjIyMDXX3+tSbCmJiQkBGVlZUhMTMSDBw80wnrQoEH49NNPce7cOZw+fRpTp04VZFVetmwZli9fjnXr1uH69eu4dOkStmzZgrVr17JuEx8fj8uXLwu2dsfGxmL+/Pl4/fXXMX/+fBw/fhzZ2dlITEzE6NGjaUnbDh8+jLCwMFqIIaHpQUayBIIFMG/ePKhUKnTo0AHe3t6iYr242LJlC8aPH4/XX38dkZGRGDlyJJKTk9G6dWsADVbs6dOno3379hg2bBgiIiI0ZTECAgKwbNkyvPnmm/D19dWI3507d+LMmTPo1KkT/u///g8ffvihJG0FgMGDByM8PBz9+vXDmDFj8Mwzz2hKfxAIBAKBoI2/vz+OHj2Kuro6DB06FJ07d8acOXPg5uYGpVIp+ztr8eLFaNWqFdq2bYuXXnoJxcXFSExMxH/+8x/NOq+++iqee+45jBkzBrGxscjPz2fNWM1FeHg44uLi0K5dOz23Z6E4ODjg0KFDaN26NZ577jm0b98ekyZNwsOHDyWxfK9YsQIrVqxAly5dcOTIEfz666/w8vICwH+t2OjSpQvWrl2LlStXolOnTvj222+xfPly2jpxcXGYOnUqxowZA29vb6xatQoAsGbNGgQFBaFv37548cUXMW/ePE53dDWTJ0/Gpk2bsGXLFnTu3Bn9+/fH1q1bNSEDTHTu3BndunUTnJUeAFauXInvvvsOJ0+eRHx8PDp27Ii5c+ciKiqKVjJsx44dmDJliuD9EiwTBSU2kp9AIBBkYMKECSgqKtKrqUkgEAgEQkuHoiiEh4fjtddek9RaLwVZWVkIDQ3FuXPn0LVrV3M3x2z8/vvveOONN5CSkiKZh97ly5cxaNAgXL9+Ha6urpLsk2AeSEw3gUAgEAgEAoFgoeTl5WHnzp3Izc0VXZubYDqeeuoppKWl4c6dO5LlosnJycH27duJ4G4GENFNIBAIBAKBQCBYKD4+PvDy8sKXX34Jd3d3czeHwMGcOXMk3d+QIUMk3R/BfBD3cgKBQCAQCAQCgUAgEGSCJFIjEAgEAoFAIBAIBAJBJojoJhAIBAKBQCAQCAQCQSaI6CYQCAQCgUAgEAgEAkEmiOgmEAgEAoFAIBAIBAJBJojoJhAIBAKBQCAQCAQCQSaI6CYQCAQCgUAgEAgEAkEmiOgmEAgEAoFAIBAIBAJBJojoJhAIBAKBQCAQCAQCQSaI6CYQCAQCgUAgEAgEAkEm/h8z/C9ocrQ1owAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "files = [\"data/example_data_1.parquet\", \"data/example_data_2.parquet\"]\n", "\n", "for file in files:\n", " data = pd.read_parquet(file)\n", " data = data.resample(\"1D\").agg({\"energy\": \"sum\", \"temperature\": \"mean\"})\n", " fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", " data[[\"energy\"]].plot(ax=ax1)\n", " data[[\"temperature\"]].plot(ax=ax1, secondary_y=True)\n", " ax1.set_ylabel(\"Energy consumption (kWh)\")\n", " ax1.right_ax.set_ylabel(\"mean Daily Temperature (°C)\")\n", " data.plot.scatter(x=\"temperature\", y=\"energy\", ax=ax2)\n", " ax2.set_xlabel(\"mean Daily Temperature (°C)\")\n", " ax2.set_ylabel(\"Energy consumption (kWh)\")\n", " ax1.set_title(\"Energy consumption and temperature over time\")\n", " ax2.set_title(\"Energy consumption vs temperature\")\n", " fig.suptitle(\n", " \"Synthetic data for energy consumption \" + file.split(\"/\")[-1].split(\".\")[0]\n", " )\n", " fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Thermo-sensitivity analysis\n", "\n", "The main objective of the analysis is to explain the impact of the temperature over the energy.\n", "\n", "Each category of occupancy can be modeled with a thermosensitivity model by:\n", "- finding the threshold temperatures for heating and cooling\n", "- finding the three coefficients $E_0$, $TS_{cooling}$ and $TS_{heating}$ such that\n", " $$ E = E_0 + TS_{cooling} * DD_{cooling} + TS_{heating} * DD_{heating} $$ \n", "\n", "But this must be done for all the different (unlabeled) categories." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modeling the Weekly energy\n", "\n", "The first step is to model the weekly energy consumption. This is done by passing the frequencu \"7D\" to the ThermoSensitivity class.\n", "\n", "Processing weekly data is a good way to get a first idea of the thermosensitivity of the building without being too much influenced by the daily variations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from energy_analysis_toolbox.thermosensitivity import ThermoSensitivity" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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durationenergyholidaystemperature
timestamp
2015-05-04 00:00:00+02:00600000.0600000.0True15.800000
2015-05-04 00:10:00+02:00600000.01200000.0True15.766667
2015-05-04 00:20:00+02:00600000.01200000.0True15.733333
2015-05-04 00:30:00+02:00600000.01200000.0True15.700000
2015-05-04 00:40:00+02:00600000.0600000.0True15.666667
\n", "
" ], "text/plain": [ " duration energy holidays temperature\n", "timestamp \n", "2015-05-04 00:00:00+02:00 600000.0 600000.0 True 15.800000\n", "2015-05-04 00:10:00+02:00 600000.0 1200000.0 True 15.766667\n", "2015-05-04 00:20:00+02:00 600000.0 1200000.0 True 15.733333\n", "2015-05-04 00:30:00+02:00 600000.0 1200000.0 True 15.700000\n", "2015-05-04 00:40:00+02:00 600000.0 600000.0 True 15.666667" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_parquet(files[0])\n", "start = data.index[0]\n", "first_monday = start + pd.DateOffset(weekday=0, hour=0, minute=0, second=0)\n", "data = data.loc[first_monday:]\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ts = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"temperature\"],\n", " frequency=\"7D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"integral\",\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.568
Model: OLS Adj. R-squared: 0.566
Method: Least Squares F-statistic: 421.2
Date: Fri, 11 Oct 2024 Prob (F-statistic): 2.21e-60
Time: 20:44:14 Log-Likelihood: -7243.9
No. Observations: 323 AIC: 1.449e+04
Df Residuals: 321 BIC: 1.450e+04
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
heating_degree_days 6.991e+07 3.41e+06 20.523 0.000 6.32e+07 7.66e+07
Intercept 1.089e+09 1.01e+08 10.746 0.000 8.9e+08 1.29e+09
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 46.497 Durbin-Watson: 0.965
Prob(Omnibus): 0.000 Jarque-Bera (JB): 130.523
Skew: -0.649 Prob(JB): 4.54e-29
Kurtosis: 5.831 Cond. No. 40.7


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.568 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.566 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 421.2 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 2.21e-60 \\\\\n", "\\textbf{Time:} & 20:44:14 & \\textbf{ Log-Likelihood: } & -7243.9 \\\\\n", "\\textbf{No. Observations:} & 323 & \\textbf{ AIC: } & 1.449e+04 \\\\\n", "\\textbf{Df Residuals:} & 321 & \\textbf{ BIC: } & 1.450e+04 \\\\\n", "\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days} & 6.991e+07 & 3.41e+06 & 20.523 & 0.000 & 6.32e+07 & 7.66e+07 \\\\\n", "\\textbf{Intercept} & 1.089e+09 & 1.01e+08 & 10.746 & 0.000 & 8.9e+08 & 1.29e+09 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 46.497 & \\textbf{ Durbin-Watson: } & 0.965 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 130.523 \\\\\n", "\\textbf{Skew:} & -0.649 & \\textbf{ Prob(JB): } & 4.54e-29 \\\\\n", "\\textbf{Kurtosis:} & 5.831 & \\textbf{ Cond. No. } & 40.7 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.568\n", "Model: OLS Adj. R-squared: 0.566\n", "Method: Least Squares F-statistic: 421.2\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 2.21e-60\n", "Time: 20:44:14 Log-Likelihood: -7243.9\n", "No. Observations: 323 AIC: 1.449e+04\n", "Df Residuals: 321 BIC: 1.450e+04\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "=======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------\n", "heating_degree_days 6.991e+07 3.41e+06 20.523 0.000 6.32e+07 7.66e+07\n", "Intercept 1.089e+09 1.01e+08 10.746 0.000 8.9e+08 1.29e+09\n", "==============================================================================\n", "Omnibus: 46.497 Durbin-Watson: 0.965\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 130.523\n", "Skew: -0.649 Prob(JB): 4.54e-29\n", "Kurtosis: 5.831 Cond. No. 40.7\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.fit()\n", "ts.model.summary()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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energytemperatureheating_degree_days
timestamp
2015-05-04 00:00:00+02:008.418000e+0818.0675102.365944
2015-05-11 00:00:00+02:001.519200e+0919.3193451.547856
2015-05-18 00:00:00+02:001.975200e+0917.2274804.530394
2015-05-25 00:00:00+02:001.726800e+0917.5257942.079876
2015-06-01 00:00:00+02:001.925400e+0922.0760420.111308
............
2021-09-06 00:00:00+02:001.674000e+0922.3655260.000000
2021-09-13 00:00:00+02:001.678800e+0921.5572420.000000
2021-09-20 00:00:00+02:001.786200e+0919.9177580.473862
2021-09-27 00:00:00+02:001.790400e+0919.8412700.058568
2021-10-04 00:00:00+02:001.202400e+0917.8355940.995487
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336 rows × 3 columns

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" ], "text/plain": [ " energy temperature heating_degree_days\n", "timestamp \n", "2015-05-04 00:00:00+02:00 8.418000e+08 18.067510 2.365944\n", "2015-05-11 00:00:00+02:00 1.519200e+09 19.319345 1.547856\n", "2015-05-18 00:00:00+02:00 1.975200e+09 17.227480 4.530394\n", "2015-05-25 00:00:00+02:00 1.726800e+09 17.525794 2.079876\n", "2015-06-01 00:00:00+02:00 1.925400e+09 22.076042 0.111308\n", "... ... ... ...\n", "2021-09-06 00:00:00+02:00 1.674000e+09 22.365526 0.000000\n", "2021-09-13 00:00:00+02:00 1.678800e+09 21.557242 0.000000\n", "2021-09-20 00:00:00+02:00 1.786200e+09 19.917758 0.473862\n", "2021-09-27 00:00:00+02:00 1.790400e+09 19.841270 0.058568\n", "2021-10-04 00:00:00+02:00 1.202400e+09 17.835594 0.995487\n", "\n", "[336 rows x 3 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.aggregated_data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictions = ts.model.predict()\n", "\n", "fig, ax = plt.subplots()\n", "aggregated_data = ts.aggregated_data.dropna(how=\"any\", axis=0)\n", "ax.plot(aggregated_data.index, aggregated_data[\"energy\"], label=\"True\")\n", "ax.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "ax.legend()\n", "ax.set_title(\"Predicted vs true energy consumption\")\n", "ax.set_ylabel(\"Energy consumption (kWh)\")\n", "ax.set_xlabel(\"Date\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Energy consumption vs temperature')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.scatter(aggregated_data[\"temperature\"], aggregated_data[\"energy\"], label=\"True\")\n", "ax.scatter(aggregated_data[\"temperature\"], predictions, label=\"Predicted\")\n", "ax.legend()\n", "ax.set_xlabel(\"mean weekly Temperature (°C)\")\n", "ax.set_ylabel(\"Energy consumption (kWh)\")\n", "ax.set_title(\"Energy consumption vs temperature\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Energy consumption vs temperature')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data2 = pd.read_parquet(files[1])\n", "start = data2.index[0]\n", "first_monday = start + pd.DateOffset(weekday=0, hour=0, minute=0, second=0)\n", "data2 = data2.loc[first_monday:]\n", "ts2 = ThermoSensitivity(\n", " energy_data=data2[\"energy\"],\n", " temperature_data=data2[\"temperature\"],\n", " frequency=\"7D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"integral\", # here the provided data is already in daily frequency. Hence the only mean\n", ")\n", "ts2.fit()\n", "predictions2 = ts2.model.predict()\n", "\n", "fig, ax = plt.subplots()\n", "aggregated_data = ts2.aggregated_data.dropna(how=\"any\", axis=0)\n", "ax.plot(aggregated_data.index, aggregated_data[\"energy\"], label=\"True\")\n", "ax.plot(aggregated_data.index, predictions2, label=\"Predicted\")\n", "ax.legend()\n", "ax.set_title(\"Predicted vs true energy consumption\")\n", "ax.set_ylabel(\"Energy consumption (kWh)\")\n", "ax.set_xlabel(\"Date\")\n", "\n", "fig, ax = plt.subplots()\n", "ax.scatter(aggregated_data[\"temperature\"], aggregated_data[\"energy\"], label=\"True\")\n", "ax.scatter(aggregated_data[\"temperature\"], predictions2, label=\"Predicted\")\n", "ax.legend()\n", "ax.set_xlabel(\"mean weekly Temperature (°C)\")\n", "ax.set_ylabel(\"Energy consumption (kWh)\")\n", "ax.set_title(\"Energy consumption vs temperature\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion of Weekly Analysis\n", "\n", "As you can see above, the model is able to fit the data quite well. The model is able to capture the heating and cooling needs of the building.\n", "\n", "One limitation that we can observe is the drop in energy consumption during the summer. This is due to the fact that the building is closed during the summer. This is a limitation of the model as it is not able to capture the occupancy of the building." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Modeling the Daily energy\n", "\n", "The next step is to model the daily energy consumption. This is done by passing the frequency \"1D\" to the ThermoSensitivity class.\n", "\n", "However, the daily data is more complex to model as it is influenced by the occupancy of the building." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", "2016-02-01 00:00:00+01:00 Open\n", "2016-02-01 00:10:00+01:00 Open\n", "2016-02-01 00:20:00+01:00 Open\n", "2016-02-01 00:30:00+01:00 Open\n", "2016-02-01 00:40:00+01:00 Open\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.522
Model: OLS Adj. R-squared: 0.520
Method: Least Squares F-statistic: 352.9
Date: Fri, 11 Oct 2024 Prob (F-statistic): 6.83e-155
Time: 20:44:16 Log-Likelihood: -20126.
No. Observations: 974 AIC: 4.026e+04
Df Residuals: 970 BIC: 4.028e+04
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
heating_degree_days:Closed 1.855e+06 4.2e+06 0.442 0.659 -6.39e+06 1.01e+07
heating_degree_days:Open 6.648e+07 2.57e+06 25.819 0.000 6.14e+07 7.15e+07
Intercept:Closed 6.558e+07 1.75e+07 3.756 0.000 3.13e+07 9.98e+07
Intercept:Open 2.124e+08 1.11e+07 19.157 0.000 1.91e+08 2.34e+08
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 124.025 Durbin-Watson: 1.065
Prob(Omnibus): 0.000 Jarque-Bera (JB): 375.035
Skew: -0.632 Prob(JB): 3.65e-82
Kurtosis: 5.765 Cond. No. 8.88


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.522 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.520 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 352.9 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 6.83e-155 \\\\\n", "\\textbf{Time:} & 20:44:16 & \\textbf{ Log-Likelihood: } & -20126. \\\\\n", "\\textbf{No. Observations:} & 974 & \\textbf{ AIC: } & 4.026e+04 \\\\\n", "\\textbf{Df Residuals:} & 970 & \\textbf{ BIC: } & 4.028e+04 \\\\\n", "\\textbf{Df Model:} & 3 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days:Closed} & 1.855e+06 & 4.2e+06 & 0.442 & 0.659 & -6.39e+06 & 1.01e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:Open} & 6.648e+07 & 2.57e+06 & 25.819 & 0.000 & 6.14e+07 & 7.15e+07 \\\\\n", "\\textbf{Intercept:Closed} & 6.558e+07 & 1.75e+07 & 3.756 & 0.000 & 3.13e+07 & 9.98e+07 \\\\\n", "\\textbf{Intercept:Open} & 2.124e+08 & 1.11e+07 & 19.157 & 0.000 & 1.91e+08 & 2.34e+08 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 124.025 & \\textbf{ Durbin-Watson: } & 1.065 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 375.035 \\\\\n", "\\textbf{Skew:} & -0.632 & \\textbf{ Prob(JB): } & 3.65e-82 \\\\\n", "\\textbf{Kurtosis:} & 5.765 & \\textbf{ Cond. No. } & 8.88 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.522\n", "Model: OLS Adj. R-squared: 0.520\n", "Method: Least Squares F-statistic: 352.9\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 6.83e-155\n", "Time: 20:44:16 Log-Likelihood: -20126.\n", "No. Observations: 974 AIC: 4.026e+04\n", "Df Residuals: 970 BIC: 4.028e+04\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------\n", "heating_degree_days:Closed 1.855e+06 4.2e+06 0.442 0.659 -6.39e+06 1.01e+07\n", "heating_degree_days:Open 6.648e+07 2.57e+06 25.819 0.000 6.14e+07 7.15e+07\n", "Intercept:Closed 6.558e+07 1.75e+07 3.756 0.000 3.13e+07 9.98e+07\n", "Intercept:Open 2.124e+08 1.11e+07 19.157 0.000 1.91e+08 2.34e+08\n", "==============================================================================\n", "Omnibus: 124.025 Durbin-Watson: 1.065\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 375.035\n", "Skew: -0.632 Prob(JB): 3.65e-82\n", "Kurtosis: 5.765 Cond. No. 8.88\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'Model with Weekend/Weekday categorisation')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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//jveeecd3nwS07kACA6vMsnJyeF1vGrXrs173PRYVlYWwsPDFX9GAGNn8u+//8acOXN4273tfQSMfxvVqlWzWodJ6HVnZmZixowZ+OGHH6yeJycnx/zv+++/H23btsXq1asxfPhwAMZhaw899BAaNmwo2G6Ty5cv49lnn5XcBzDONZo3bx7Onz+PkpIS8/Z69erJHpuQkACWZTFlyhRMmTJFcJ/U1FTUqFEDV65cERxqZ/k6TN81lu9bYGAg6tevb37cpEaNGoom/7/zzjvYtm0b2rVrh4YNG+KRRx7BoEGD0KlTJ/M+d+/exZw5c7B8+XKkpKTw5v5xfy9qXLlyBY0aNeIFbYD1d6uJ1N8XIcS1KNAhxMMNGjQII0aMwK1bt/DYY4+hQoUKLnleUxbgxRdfFO1Ec+fFKFG9enXUq1cPu3fvRt26dcGyLDp06ICoqCiMHTsWV65cwZ49e9CxY0erToUaWq3W5mMrV66M+++/H3v37kVeXh5OnjyJadOmmR/v2LEj9u7di+vXr+Pq1au8u9kGgwE9e/bE22+/LXju++67z7xfdHQ0Vq9eLbifZQe/WbNmyM7Oxvfff49XX32V14E1/Z4++eQT3p12LsuOu9j7w1oUrVBi7969yM3NxeOPP87b7m3vo1oDBgzA/v37MXHiRLRs2RLlypWDwWDAo48+apVBi4+Px9ixY3H9+nUUFRXh4MGD+PLLL21+bq5Vq1ZhyJAhePrppzFx4kRER0dDq9Vizpw5uHz5suzxprZOmDABvXr1EtxHLiCzFzcLI6VJkya4cOECNm/ejD///BM//fQTvv76a0ydOhUzZswAAIwePRrLly/HuHHj0KFDB0RERIBhGDz//PNWvxdnceTfFyHEPhToEOLhnnnmGbz66qs4ePAg1q1bJ7pfnTp1sG3bNty5c4eX1Tl//rz5cdP/DQYDLl++zLvjyl2nBoC52pZer0ePHj0c9npiY2Oxe/du1KtXDy1btkT58uXRokULRERE4M8//8SxY8fMnRYxpmE7ztK5c2csW7YMW7duhV6vR8eOHc2PdezYEWvXrjVXaOKu+9KgQQPk5eXJvl8NGjTAtm3b0KlTJ0WdvMjISGzYsAGdO3fGww8/jL1796J69ermcwFAeHi4w35PSj8jgLHaWtOmTc1V8bi86X00ve7t27cjLy+PFxxavu6srCxs374dM2bMwNSpU83bTdk1S88//zzGjx+PtWvX4u7du9DpdHjuuedk29ugQQOrtYgsbdiwAfXr18fGjRt5fxfcoBIQ/5upX78+AONQLLn3u06dOkhISLDabrnN9F1z4cIF8/kBY4W4pKQkuz6nYWFheO655/Dcc8+huLgYffv2xezZszF58mQEBwdjw4YNGDx4MObNm2c+prCw0Kram5rvkDp16uDkyZMwGAy8GzCW362EEM9Dc3QI8XDlypXDwoULMX36dPTu3Vt0v8cffxx6vd7qTvFnn30GhmHMldtM/7es2satZAUY70o+++yz+OmnnwQ7W2lpaba8HMTGxiI5ORnr1q0zD2XTaDTo2LEjPv30U5SUlMjOzwkNDQUAwbK/jtC5c2fo9XrMnTsXjRo14mUGOnbsiLy8PHz99dfmdpsMGDAABw4cwF9//WV1zuzsbPOaSAMGDIBer8fMmTOt9istLRV8XTVr1sS2bdtw9+5d9OzZ01zGuHXr1mjQoAHmzp2LvLw8q+Ns+T0p/YwAxvkLYtXYvOl9BIx/Q6WlpVi4cKF5m16vx4IFC3jnMN2xt7xDL/T+AMYA67HHHsOqVauwevVqPProo4iMjBTcl+vZZ5/Ff//9J1ie2vTcQm35999/rcpWi/3NREdHo1u3bvjmm29w8+ZNq+fhfn569eqFAwcO4MSJE+ZtmZmZVhm1Hj16IDAwEF988QWvXUuXLkVOTo7o50UO93cFGIfCNW3aFCzLmofsabVaq9/LggULrErLh4WFAVD2HfL444/j1q1bvBtNpaWlWLBgAcqVK4euXbva8nIIIS5AGR1CvIDU/AuT3r17Iy4uDu+99x6Sk5PRokULbN26Fb/++ivGjRtnvvPfsmVLDBw4EF9//TVycnLQsWNHbN++XfBO7YcffogdO3agffv2GDFiBJo2bYrMzEwcO3YM27ZtQ2ZmpurXYgpiLly4gA8++MC8vUuXLvjjjz/M605ICQkJQdOmTbFu3Trcd999qFSpEh544AE88MADqtsjxJRdOHDgAIYMGcJ77L777kNkZCQOHDiA5s2b84YSTpw4EZs2bcKTTz6JIUOGoHXr1sjPz8epU6ewYcMGJCcnIzIyEl27dsWrr76KOXPm4MSJE3jkkUeg0+lw6dIlrF+/Hp9//rngXKyGDRti69at6NatG3r16oV//vkH4eHhWLJkCR577DE0a9YMQ4cORY0aNZCSkoIdO3YgPDwcv/32m6rXr/QzkpSUhHPnzvECA29+H3v37o1OnTph0qRJSE5ORtOmTbFx40aruR3h4eHo0qULPv74Y5SUlKBGjRrYunUrkpKSRN/T+Ph4c1uEAjMhEydOxIYNG9C/f38MGzYMrVu3RmZmJjZt2oRFixahRYsWePLJJ7Fx40Y888wzeOKJJ5CUlIRFixahadOmvMBX6m/mq6++QufOndG8eXOMGDEC9evXx+3bt3HgwAFcv34d//33HwDg7bffxqpVq9CzZ0+MHj3aXF66du3ayMzMNGdJoqKiMHnyZMyYMQOPPvoonnrqKVy4cAFff/012rZtK1uEQcwjjzyCqlWrolOnTqhSpQrOnTuHL7/8Ek888YQ5i/3kk0/i+++/R0REBJo2bYoDBw5g27ZtqFy5Mu9cLVu2hFarxUcffYScnBwEBQWhe/fugvO9XnnlFXzzzTcYMmQIjh49irp162LDhg3Yt28f5s+fbzUvkhDiQdxQ6Y0QIoFbXlqKZXlplmXZO3fusG+++SZbvXp1VqfTsY0aNWI/+eQTXtlhlmXZu3fvsmPGjGErV67MhoWFsb1792avXbsmWH729u3b7Ouvv87WqlWL1el0bNWqVdmHH36YXbx4sXkfpeWlTaKjo1kA7O3bt83b9u7dywJgY2Njrfa3LC/Nsiy7f/9+tnXr1mxgYCCv3YMHD2bDwsKszmEqraxU9erVWQC812ny1FNPsQDYUaNGWT12584ddvLkyWzDhg3ZwMBANjIyku3YsSM7d+5ctri4mLfv4sWL2datW7MhISFs+fLl2ebNm7Nvv/02e+PGDfM+Qr/nf//9ly1fvjzbpUsXcznd48ePs3379mUrV67MBgUFsXXq1GEHDBjAbt++3eo9SEtL453P9JkzlQdmWWWfkS+//JKNiIhgS0pKfOZ9zMjIYF966SU2PDycjYiIYF966SX2+PHjVp/v69evs8888wxboUIFNiIigu3fvz9748YN0RLORUVFbMWKFdmIiAj27t27ou+XpYyMDPaNN95ga9SowQYGBrI1a9ZkBw8ebC75bjAY2A8++ICtU6cOGxQUxMbExLCbN29W9TfDsix7+fJlNj4+nq1atSqr0+nYGjVqsE8++SS7YcMG3jmOHz/OxsbGskFBQWzNmjXZOXPmsF988QULgL116xZv3y+//JK9//77WZ1Ox1apUoUdNWoUm5WVxduna9euoiWjLcs8f/PNN2yXLl3Mn/EGDRqwEydOZHNycsz7ZGVlsUOHDmUjIyPZcuXKsb169WLPnz/P1qlThx08eDDv/N9++y1bv359VqvV8kpNWz4vyxq/B03nDQwMZJs3b271fWf6Hvzkk0+sXovY54IQ4lwMy9LsOEIIIeo9/vjjKFeuHH788Ud3N8XjlZaWonr16ujduzeWLl3q7uY41Lhx4/DNN98gLy/PrkIghBDiaDR0jRBCiE26detm93pH/uKXX35BWloa4uPj3d0Uu9y9e5dX+CEjIwPff/89OnfuTEEOIcTjUEaHEEIIcZJ///0XJ0+exMyZMxEZGWnzopWeomXLlujWrRuaNGmC27dvY+nSpbhx4wa2b9+OLl26uLt5hBDCQxkdQgghxEkWLlyIVatWoWXLllixYoW7m2O3xx9/HBs2bMDixYvBMAxatWqFpUuXUpBDCPFIlNEhhBBCCCGE+BxaR4cQQgghhBDicyjQIYQQQgghhPgcCnQIIYQQQgghPocCHUIIIYQQQojPoUCHEEIIIYQQ4nMo0CGEEEIIIYT4HAp0CCGEEEIIIT6HAh1CCCGEEEKIz6FAhxBCCCGEEOJzKNAhhBBCCCGE+BwKdAghhBBCCCE+hwIdQgghhBBCiM+hQIcQQgghhBDicyjQIYQQQgghhPgcCnQIIYQQQgghPocCHUIIIYQQQojPoUCHEEIIIYQQ4nO8KtDZvXs3evfujerVq4NhGPzyyy+qz/Hjjz+iZcuWCA0NRZ06dfDJJ584vqGEEEL8Bl2bCCHEM3lVoJOfn48WLVrgq6++sun4P/74Ay+88AJGjhyJ06dP4+uvv8Znn32GL7/80sEtJYQQ4i/o2kQIIZ6JYVmWdXcjbMEwDH7++Wc8/fTT5m1FRUV47733sHbtWmRnZ+OBBx7ARx99hG7dugEABg0ahJKSEqxfv958zIIFC/Dxxx/j6tWrYBjGxa+CEEKIL6FrEyGEeA6vyujIeeONN3DgwAH88MMPOHnyJPr3749HH30Uly5dAmC82AQHB/OOCQkJwfXr13HlyhV3NJkQQoiPo2sTIYS4h88EOlevXsXy5cuxfv16xMbGokGDBpgwYQI6d+6M5cuXAwB69eqFjRs3Yvv27TAYDLh48SLmzZsHALh586Y7m08IIcQH0bWJEELcJ8DdDXCUU6dOQa/X47777uNtLyoqQuXKlQEAI0aMwOXLl/Hkk0+ipKQE4eHhGDt2LKZPnw6NxmdiPkIIIR6Crk2EEOI+PhPo5OXlQavV4ujRo9BqtbzHypUrB8A4dvqjjz7CBx98gFu3biEqKgrbt28HANSvX9/lbSaEEOLb6NpECCHu4zOBTkxMDPR6PVJTUxEbGyu5r1arRY0aNQAAa9euRYcOHRAVFeWKZhJCCPEjdG0ihBD38apAJy8vDwkJCeafk5KScOLECVSqVAn33XcfXnjhBcTHx2PevHmIiYlBWloatm/fjgcffBBPPPEE0tPTsWHDBnTr1g2FhYXmcdO7du1y46sihBDizejaRAghnsmrykvv3LkTcXFxVtsHDx6MFStWoKSkBLNmzcLKlSuRkpKCyMhIPPTQQ5gxYwaaN2+O9PR09O7dG6dOnQLLsujQoQNmz56N9u3bu+HVEEII8QV0bSKEEM/kVYEOIYQQQgghhChB5VwIIYQQQgghPkd1oLN792707t0b1atXB8Mw+OWXXxQfu2/fPgQEBKBly5Zqn5YQQggRRNclQgghQlQXI8jPz0eLFi0wbNgw9O3bV/Fx2dnZiI+Px8MPP4zbt2+rek6DwYAbN26gfPnyYBhGbZMJIYTYiGVZ3LlzB9WrV/fYNV3oukQIIf5F6bXJrjk6DMPg559/xtNPPy277/PPP49GjRpBq9Xil19+wYkTJxQ/z/Xr11GrVi1bm0kIIcRO165dQ82aNd3dDFl0XSKEEP8hd21ySXnp5cuXIzExEatWrcKsWbNk9y8qKkJRUZH5Z1Msdu3aNYSHhzutnYQQQvhyc3NRq1YtlC9f3t1NcSi6LhFCiPdSem1yeqBz6dIlTJo0CXv27EFAgLKnmzNnDmbMmGG1PTw8nC4ohBDiBr40PIuuS4QQ4hvkrk1OHXCt1+sxaNAgzJgxA/fdd5/i4yZPnoycnBzzf9euXXNiKwkhhPgLui4RQoj/cGpG586dOzhy5AiOHz+ON954A4BxAifLsggICMDWrVvRvXt3q+OCgoIQFBTkzKYRQgjxQ3RdIoQQ/+HUQCc8PBynTp3ibfv666/xzz//YMOGDahXr57DnstgMKC4uNhh5yPK6XQ6aLVadzeDEEJkufK6RAhxH71ej5KSEnc3g9jIUX1L1YFOXl4eEhISzD8nJSXhxIkTqFSpEmrXro3JkycjJSUFK1euhEajwQMPPMA7Pjo6GsHBwVbb7VFcXIykpCQYDAaHnZOoU6FCBVStWtWnxvETQryDJ16XCCHuwbIsbt26hezsbHc3hdjJEX1L1YHOkSNHEBcXZ/55/PjxAIDBgwdjxYoVuHnzJq5evWpzg9RiWRY3b96EVqtFrVq1PHadB1/FsiwKCgqQmpoKAKhWrZqbW0QI8Teedl0ihLiPKciJjo5GaGgo3YD1Qo7sW9q1jo6r5ObmIiIiAjk5OVbVbUpKSpCQkIDq1asjIiLCTS0kGRkZSE1NxX333UfD2AjxIVLfv/6M3hdCPI9er8fFixcRHR2NypUru7s5xE5SfUul38Fen/7Q6/UAgMDAQDe3xL+FhoYCAI2HJYQQQohbmPogpj4J8W6O6Ft6faBjQqlJ96L3nxBCCCGegPokvsERv0efCXQIIYQQQgghxIQCHUIIIYQQQojPoUCHEEIIIS6VmJaHHRdSkZSe79RjCCF8Q4YMwdNPP23+uVu3bhg3bpzL27Fz504wDOP0MuBOXTCUeJ6SkhLodDp3N4MQQogfyi4oxpi1J7D7Upp5W5dGUVgwMAYRocLXJluOIcRuej2wZw9w8yZQrRoQGws4sarskCFD8N133wEwLpZZu3ZtxMfH491330VAgPO66xs3blTcL9y5cyfi4uKQlZWFChUqOK1NjkQZHTcyGAyYM2cO6tWrh5CQELRo0QIbNmwAUBbpbt++HW3atEFoaCg6duyICxcu8M7x66+/olWrVggODkb9+vUxY8YMlJaWmh9nGAYLFy7EU089hbCwMMyePRsAMGvWLERHR6N8+fJ4+eWXMWnSJLRs2RIAsHv3buh0Oty6dYv3XOPGjUNsbKwT3xFCCCGexNFZlDFrT2BfQjpv276EdIxee9yhxxBil40bgbp1gbg4YNAg4//r1jVud6JHH30UN2/exKVLl/DWW29h+vTp+OSTT6z2Ky4udthzVqpUCeXLl3fY+TyNzwU6LMuioLjULf+pXZJozpw5WLlyJRYtWoQzZ87gzTffxIsvvohdu3aZ93nvvfcwb948HDlyBAEBARg2bJj5sT179iA+Ph5jx47F2bNn8c0332DFihXmYMZk+vTpeOaZZ3Dq1CkMGzYMq1evxuzZs/HRRx/h6NGjqF27NhYuXGjev0uXLqhfvz6+//5787aSkhKsXr2a9/yEOMKIlUfQYc52nE7JcXdTCCH3ZBcUI37pIXSftwtDlx9G3NydiF96CDkFtpd5TUzLw+5LadBbXCv1LIvdl9IEgylbjiHELhs3Av36Adev87enpBi3OzHYCQoKQtWqVVGnTh2MGjUKPXr0wKZNm8zDzWbPno3q1aujcePGAIBr165hwIABqFChAipVqoQ+ffogOTnZfD69Xo/x48ejQoUKqFy5Mt5++22rvqrl0LWioiK88847qFWrFoKCgtCwYUMsXboUycnJ5oWZK1asCIZhMGTIEADSN+5NtmzZgvvuuw8hISGIi4vjtdOZfG7o2t0SPZpO/cstz332/V4IDVT2lhYVFeGDDz7Atm3b0KFDBwBA/fr1sXfvXnzzzTd45ZVXAACzZ89G165dAQCTJk3CE088gcLCQgQHB2PGjBmYNGkSBg8ebD5+5syZePvttzFt2jTzcw0aNAhDhw41/7xgwQIMHz7cvG3q1KnYunUr8vLyzPsMHz4cy5cvx8SJEwEAv/32GwoLCzFgwABb3x5CBP199jYA4PsDV/BRvwfd3BpCCCCdRVk5vJ1N57ySWSD5eHJGPupFhtl9DCE20+uBsWMBoRvXLAswDDBuHNCnj1OHsZmEhIQgIyMDALB9+3aEh4fj77//BmC8Ad2rVy906NABe/bsQUBAAGbNmoVHH30UJ0+eRGBgIObNm4cVK1Zg2bJlaNKkCebNm4eff/4Z3bt3F33O+Ph4HDhwAF988QVatGiBpKQkpKeno1atWvjpp5/w7LPP4sKFCwgPD0dISAgA4437VatWYdGiRWjUqBF2796NF198EVFRUejatSuuXbuGvn374vXXX8crr7yCI0eO4K233nL6+wf4YKDjLRISElBQUICePXvythcXFyMmJsb884MPlnX8qlWrBgBITU1F7dq18d9//2Hfvn28DI5er0dhYSEKCgrMCy21adOG9xwXLlzAa6+9xtvWrl07/PPPP+afhwwZgv/97384ePAgHnroIaxYsQIDBgxAWJjrLijJ6fn44fA1DO9cD1Hlg1z2vMQ9DCozooQQ5zBlUSxxsyi2BBd1Kkkv4li3svU5bTkGML6GK5kFqFs5jAIhotyePdaZHC6WBa5dM+7XrZvTmsGyLLZv346//voLo0ePRlpaGsLCwrBkyRIEBgYCAFatWgWDwYAlS5aY15tZvnw5KlSogJ07d+KRRx7B/PnzMXnyZPTt2xcAsGjRIvz1l3gy4OLFi/jxxx/x999/o0ePHgCMN9FNKlWqBACIjo42z9GRu3HftWtXLFy4EA0aNMC8efMAAI0bN8apU6fw0UcfOfBdE+ZzgU6ITouz7/dy23MrZcqe/P7776hRowbvsaCgIFy+fBkAeBPETB9kg8FgPseMGTPMH2Cu4OBg879tCU6io6PRu3dvLF++HPXq1cMff/yBnTt3qj6PPZ5duB8Z+cU4lZKN1S8/5NLnJq5HYQ4hnsFZWZT6UeXQpVEU9iWk84aiaRkGnRpGCp5T7TFUuIDY5eZNx+6n0ubNm1GuXDmUlJTAYDBg0KBBmD59Ol5//XU0b97cHOQAwH///YeEhASr+TWFhYW4fPkycnJycPPmTbRv3978WEBAANq0aSM61eLEiRPQarXmkURKKLlxf+7cOV47AJiDImfzuUCHYRjFw8fcqWnTpggKCsLVq1cFP1CmQEdKq1atcOHCBTRs2FDVczdu3BiHDx9GfHy8edvhw4et9nv55ZcxcOBA1KxZEw0aNECnTp1UPY+9MvKNk+3+Tcx06fMSQog/szWLosSCgTEYvfY4LxDp1DASCwbGOOQYZwy5I37k3sgZh+2nUlxcHBYuXIjAwEBUr16dV23N8qZ1Xl4eWrdujdWrV1udJyoqyqbnNw1FU0Puxr27eX5E4KPKly+PCRMm4M0334TBYEDnzp2Rk5ODffv2ITw8HHXq1JE9x9SpU/Hkk0+idu3a6NevHzQaDf777z+cPn0as2bNEj1u9OjRGDFiBNq0aYOOHTti3bp1OHnyJC89CQC9evVCeHg4Zs2ahffff9/u12yrUgPd6yfAN7suY/PJm1g9oj3Cg+nOLCHOYkvmRamIUB1WDm+HpPR8JGfkKxpapvSYXRdSnTLkjviR2FigZk1j4QGhrAfDGB93UgXasLAwxTevW7VqhXXr1iE6Ohrh4eGC+1SrVg3//vsvunTpAgAoLS3F0aNH0apVK8H9mzdvDoPBgF27dpmHrnGZMkp6vd68Te7GPQA0adIEmzZt4m07ePCg/It0AJ+ruuZNZs6ciSlTpmDOnDlo0qQJHn30Ufz++++oV6+eouN79eqFzZs3Y+vWrWjbti0eeughfPbZZ7JB0gsvvIDJkydjwoQJaNWqFZKSkjBkyBDecDcA0Gg0GDJkCPR6PS/7Q4g7zPnjPE6l5GDpniR3N4UQn7dgYAw6NYzkbZPLvKhRLzIMcY2jVQUeYseYKsQNXm49MoErOYMqtBEZWi3w+efGf9+bLmBm+nn+fJcUIpDzwgsvIDIyEn369MGePXuQlJSEnTt3YsyYMbh+b57R2LFj8eGHH+KXX37B+fPn8dprr0ku0Fm3bl0MHjwYw4YNwy+//GI+548//ggAqFOnDhiGwebNm5GWloa8vDzejfvvvvsOly9fxrFjx7BgwQLzukAjR47EpUuXMHHiRFy4cAFr1qzBihUrnP0WAaCMjlsxDIOxY8di7Nixgo9bjqFs2bKl1bZevXqhVy/xOUli4zCnTJmCKVOmmH/u2bOn4F2ElJQUPP744+ZCCIQ4i9JaBIWlevmdCCF2sSXz4i5Cw9WE2DPkjviRvn2BDRuM1de4hQlq1jQGOQLzot0hNDQUu3fvxjvvvIO+ffvizp07qFGjBh5++GFzhuett97CzZs3MXjwYGg0GgwbNgzPPPMMcnLEl3NYuHAh3n33Xbz22mvIyMhA7dq18e677wIAatSoYa74O3ToUMTHx2PFihWYOXMmoqKiMGfOHCQmJqJChQpo1aqV+bjatWvjp59+wptvvokFCxagXbt2+OCDD1yyZAnDql38xQ1yc3MRERGBnJwcq/RcYWEhkpKSUK9ePauMBBFWUFCARYsWoVevXtBqtVi7di3ef/99XpWNnJwcnDp1Cj179sSmTZusJplZctTvgWVZzPr9HOpWDsWUX8+Ytyd/+ITN5ySere6k3wEAz7aqiXkDWsju90qX+nj38SYuaRuR/v71Z/S+eIbEtDx0n7dLch/TkDuao+P7HNon1OuN1dVu3jTOyYmN9YhMjj+R+n0q/Q6mjI4fYhgGW7ZswezZs1FYWIjGjRvjp59+4o3H7NOnDw4dOoSRI0fKBjmO9N/1HCzdS0OTiDgvuDdDCHERuQpxgGOH3BE/otU6tYQ0cQ0KdPxQSEgItm3bJrmPq0tJm9wtpmFJRBrFOYQQE7kKcd8Pb4fYRrZVoCKEeD8qRkA8SmAAfSSJNIpzCCFA2aKgbetUhNZi4riWYdClURQFOYT4OcroEI8SRIEOkWGglA4hfk1oUdCKoTpkFZSYf6bhaoQQwIcCHRq3716Oev91Wgp0/FXO3WJF+9GfOiH+TajKWu7dUrStWxGvxTX06ApxxDWoT+gbHPF79PpepfZeBYziYmWdJOIcBQXGCaE6nX0LOQZoGfmdiE/adi4V17PkJxYTQvxXYloedl9K4y1kChgXBT2cnGVzkJOYlocdF1KRlE5r7XgzUx/E1Cch3s0RfUuvz+gEBAQgNDQUaWlp0Ol00Gi8PnbzKizLoqCgAKmpqahQoYI58LSVxnKBLuJX/jpzG8M7Sy+YS0PXCHE903wYd2dL5KqsJWfkq2qf0DC4Lo2isGBgDCJC7btxR1xPq9WiQoUKSE1NBWBca4ahfoXXcWTf0usDHYZhUK1aNSQlJeHKlSvubo7fqlChAqpWrWrz8SzL4lSK+AJWxD/oDQbZfSjOIcR1PC0QkKuypnZRUKFhcPsS0jF67XFad8dLmfoipmCHeC97+5aADwQ6ABAYGIhGjRrR8DU30el0dmdydlxIxbAVRxzUIuKt9PJxDliqu0aIy3haIFA/qhy6NIrCvoR03vA106KgarI5pmFwlvQsi92X0pCUri47RDyD6QZ4dHQ0SkpK5A8gHskRfUvARwIdANBoNPavgkvcZsupW+5uAvEASjI6BopzCHEJTw0EFgyMwei1x3lts6XKmqOHwRHPotVqHdJRJt7NZwIdQoj3K1UQxdDQNUJcwxWBgC1zfyJCdVg5vB2S0vORnJFv87whRw+DI4R4Hgp0CCEeQ68o0KFIhxBXcGYg4Ii5P/Ui7SuMUCks0Gr9HcBYjrZzoyjK5hDiA6hEGSHEY1BGhxDPYZoPo7WoWqVlGHSxIRDglnCWmvvjbKZ2jFh5BLl3redwRITqaLFRQnwEZXSIV0lIvYP52y5hzMONcF+V8u5uDnEwRRkdKkZAvJ1eD+zZA9y8CVSrBsTGAh46l8AR82GEsjdCnD33R2k7sgpKkFlQTOWlCfEBFOgQr3AlIx9aDYOB3/6LtDtF2HMpHf9Ne8TdzSIOVqqnjA7xcRs3AmPHAtevl22rWRP4/HOgb1/3tUuEI+bDCGVvpDirCICadlAhAkJ8AwU6xCPILefV9ZOdvJ9zBIYbEM8347czKC41YPYzzQUfV7SOjqMbRYirbNwI9OtnHa2npBi3b9jgkcEOYPt8GLHKbVKcUQRAbTuoEAEhvoHm6BBCXOJusR7L9yVj9b9XcTu3UHAfJXN0DLamdNITgKTdth1LiL30emMmR+jza9o2bpxxPx8iV7mNy9a5P45sB7cN3DlFhBDvRBkdQohLcOfWlIisDKqs6pqNDfiytfH/r/0LRN9v40kIsdGePfzhapZYFrh2zbhft24ua5azyVVu47JlLRxHt6NTw0jMevoBxC89ZFdFOEKIZ6BAhxDiEhpO5SaxYMUl5aXTL1KgQ1zv5k3H7uclTJXb9iWkQ8/529UyDDo1jMSMPs1snvujZg0eqXa0ql0Br3VvaD5P/NJDohXhVg5vp6qNhBD3okCHEOJyYsPPlAQ6ehZYsS8JbepWwgM1IpQ9ob607N+BNPaeuEG1asr2O3sW2LnToyuxqSVVuS0iVKc6wLF1DR65dgDic3mcXRGOEOIcFOgQQlxOLCmjZI7Ob//dwG//3QAAJH/4hHn7jvOpqFM5FPWjylkfVHyn7N+BAo8T4myxscbqaikp0uMvZ80y/ufBldjUckTlNi6pNXikMi5K2iE3l4eqsRHiXagYASHE5ezJ6Ag5eiUTQ1ccRvd5u4R3KMwt+7fGN+6SEy+j1RoDFwBg5OpMoqwS28aNzm2XC9WLDENc42jFgYJQMQBTxkVv8R3CzbjY0w65uTxUjY0Q70KBDvEISq77xHeIhTOlCspLCzl1PUd6hyJORoe17TkIsVvfvsYS0jVqyO/rw5XY5GQXFCN+6SF0n7cLQ5cfRtzcnYhfegg5BSWKMi72MM3l0VpclJxZEY4Q4jwU6BBCXM6eYgRCtFqZrzIKdIin6NsXSE4GduwA/vc/6X25ldj8iNTQNGdmXEwZpAm97kOnhpG8x5xZEY4Q4jw0R4cQ4nJildOUzNERYnn31UoJ5y4wBTrE3bRaYwlpP63EJkWuGABzL7MiVsXNloyLWHGDTa93QkZBsd1ziggh7kOBDiHE5cTiGZszOnK5aX0J58n9axgQ8WBKK7Ep3c8HyA1NO5iYjgFta+JuSSkOJ2eZt9uTcRHLIAGgctKEeDnVQ9d2796N3r17o3r16mAYBr/88ovk/hs3bkTPnj0RFRWF8PBwdOjQAX/99Zet7SWEeCluEkesGEGp3rZARyOX0dEXcxpCGR1f47XXJVMlNrHPL8MAtWoZ9/MTckPTJm88jTfWHMfh5Cy0rVMRXw2MwY4J3bByeDubFvN0RHEDQojnUh3o5Ofno0WLFvjqq68U7b9792707NkTW7ZswdGjRxEXF4fevXvj+PHjqhtLCPENYnN0xAIgOQFamUDHwMnoUKDjc7z2uiRVic308/z5PrOejhJixQCEHLuajXVHrts1rMzZxQ0IIe6leujaY489hscee0zx/vPnz+f9/MEHH+DXX3/Fb7/9hpgYmthHiD8SC2hsrb4nn9HhBjo0dM3XePV1yVSJbexY4Pr1su01axqDHB9YR0ctoYU9hThiEU8qJ02Ib3P5HB2DwYA7d+6gUqVKovsUFRWhqKjI/HNubq7ovoQQ78CKFpW2n1ajZuia89pBvJPbr0t9+wJ9+hirq928aZyTExvrV5kcLsuFPW/lFGLyxlOi+9uziKcpg+TI4gaEEM/h8vLSc+fORV5eHgYMGCC6z5w5cxAREWH+r1atWi5sIXEHBrSQjj9xdKwhO8yF5ugQCR5xXTJVYhs40Ph/Pw1ygLIyzwAQ1zga7euJB6CA/VmXBQNjqJw0IT7KpRmdNWvWYMaMGfj1118RHR0tut/kyZMxfvx488+5ubkU7BDiQ2ydiyNGw8nosCwLxjLw0ZeW/ZsCHcJB1yXPIVbmecHAGKdmXSwzSFROmhDf4bJA54cffsDLL7+M9evXo0ePHpL7BgUFISgoyEUtI4S4gpKqa7Zm9rgZHb2BtS5OwM3oUHlpcg9dlzyL1EKhQvN2HJ11qRdJAQ4hvsYlgc7atWsxbNgw/PDDD3jiiSdc8ZSEEA8mtlyOrfN4tJzARs+y1l9sNHSNWKDrkmeRWyg0s6CYsi6EENVUBzp5eXlISEgw/5yUlIQTJ06gUqVKqF27NiZPnoyUlBSsXLkSgHFYwODBg/H555+jffv2uHXrFgAgJCQEERERDnoZhBDvYgxoWAcNYbPM6Fgx0NA1X0bXJe+npMyzKeNCAQ4hRCnVxQiOHDmCmJgYcwnO8ePHIyYmBlOnTgUA3Lx5E1evXjXvv3jxYpSWluL1119HtWrVzP+NHTvWQS+BEOJtxDI6Ng9d08gEOryMDg1d8zV+dV3S64GdO4G1a43/13v+59lUXEBq8U0q80wIcQbVGZ1u3bpJ3oVdsWIF7+edO3eqfQpCiA/ifmsYxCIdG2nkMjpUXtqn+c11aeNG4fV2Pv/cI9fbkSouEBGq4+1LZZ4JIc7g8vLShBDi6FDDMqOTmJaHwhLOnW7egqE0dI14oY0bgX79+EEOAKSkGLdv3OiedkmQKi4gxJFlnpVkkQghvs/lC4YSQojphq0zkiu7LqZh/I//oUXNCPz6RmfjRgp0iDfT642ZHKE/GJYFGAYYN8646KiHrL8jV1wgKd16kU9HlHlWk0UihPg+yugQjyC33iPxftyhRWLDjBzxOfj+4BUAwH/Xc5BbeC/AofLSxJvt2WOdyeFiWeDaNeN+HkJJcQEx9SLDENc42qbhamqzSIDzsj+UVSLE/SijQwhxOWfOkskrLKuwNvmnU/jqhVZUdY14t5s3HbufC7ijuIDaLJKzsj9y501My8OVzAIqkU2IC1CgQwhxOdOCoY4KeLgZovyisqDmzzO3BHYuC3QKS/T468wtdGkUhYphgQ5qDSEOVq2aY/dzAaniAq3qVDBndBzZ0ZfLIo1ecwyrX37IHMRIZX9WDm9nczvEzjtq9VEEaDQ0rI4QF6Kha4QQl+AGNTdzCvH+b2eRlJ7n8Oe5wwl0DIJzGsqGrs3Zcg5jfziBQUv+dXg7CHGY2FhjdTWxsZ0MA9SqZdzPgwgVFwgPCcDh5CwMXX4YcXN3In7pIeQUlIicQR25LNLZG7nmIWym7I/e4juCm/2xhdR591/OwF6LjJPcsDpCiH0o0CEuYTCw+P7gFZy5kePuphAP8PaGk1i2Lwm9F+xz+LnzOIGOua/B7XRwMjqbTxqH+py7mevwdhDiMFqtsYQ0YB3smH6eP99jChGYmIoL7JjQDcuHtkXbOhWRe7eUt4+tHf3EtDysPXQVPxy6ag5KTFkkjUg8aADMQYw9c4ikyJ3XcuCsvYEVIUQaDV0jLvHbyRuY8stpAEDyh09YPU7FCPzT3RLHFAbg3juVreTG2YE+d8Rr9O0LbNggvI7O/PkeuY6OSb3IMLAsi8NXsqwek6rCJiS7oBhDlx/C8Wv8m2YdG1TGwhdaY8HAGLyw9CBOp4jfvEjOyHfaHCK584pJzlD2+gkh6lBGh7jE+Vt33N0E4gWcEXik3inkb6BiBMRb9e0LJCcDO3YAa9YY/5+U5NFBjokjMijZBcWIm7vTKsgBgP2XMzB67XFEhOrwxfPS6+7UrRxmzv5oLb50tAyDLo2iBIMOJVXUxM4rlmXitokQ4niU0SEuEailmNrfOWPNHCXazd6O5HacJ+eUl2YopUO8jVYLdOvm7lao5ogMysvfHUGWxHweU2aoflQ5RITokHPXet+IEJ05iFkwMAaj1x7nFQcQWqBUbXU2ofN2bhiFEr0Bh5IyrYozdGoYSdkcQpyEAh3iEoEBFOiQMsE6DQpLHJdZURVEcTI6FOYQ4hpSVdiUdPQT0/JwRGDom6XkjHywLCsY5ABAzt0S8zA5pQuUqq3OJnbenIISRYEVIcRxKNAhTpeVX4xP/rrg7mYQDxKoVR7olOoNWLTrsuBjLMuqz8pwAx2KdAhxGaUZFCFyQ99M6lYOwz/nb0vuczAxgxfQ1IsUX89G7do8XJbnVRpYEUIchwId4nRz/jjn7iYQT8AtfCaSgWEEciw7LqRh7taLwqdkFQYrvKprnKFrlNMhxGXs6egrmeRvmlvzw6Frkvup+atXMrdIbbAiFVgRQhyLAh3idDeyC+V3In5FzUiz4lLxzI+BZaFRG6xQMQJC3MqWjr5p6NveS2lWJZoBY9W1BQNjkJiWh0up0utzta9fWfHzOqs6GyHENWjiBHE6y0UbWXfNSiceQ3AhTxHlg8Xvx5iXyVETOtHQNUK80oKBMejcKIq3rXqFICx6sRXWjHgIEaE62QxMk6rlVQVZtlRnM1FSpY0Q4lyU0SFOZ9mpLdYbEBTgWQvbEefjBiNqAh2pPZWfR3jcHMU5hHgP09C3/65l4b2fT+P0jVzcyC7CyFXHzFXQ5DIwHz37oOrnVTu3SG2VNkKI81CgQ5zOsi9aXEqBjr9Tk9STygDalByk8tLEn+j1wJ49wM2bQLVqQGyssUS1F5u39RLO3eSvzbYvIR0jVx2FTmQpAw1jLPH8YK0Kqp9P7dwitVXaCCHOQ4EOcTqhQMcadTiJMEUZHZmAhwXnE0ZzdIi/2LgRGDsWuH69bFvNmsDnn3vFIqNCpKqgHUjMEF2Ys3PDKMVlnBPT8nAlswB1K4eBZVnzv5XMLbKnShshxPEo0CFOJzR0jfg30aprKuPd/67l4GBiBlrK3KVlWVYw0KGEDvFZGzcC/fpZ/7GlpBi3b9jglcGO3Bwcg8h3y4w+zWSHjQkNOeNSMvzMGVXaCCG2o2IExOksrztSVbSI7+JVeFZVPED8oYHfHsTn2y9hocg6O8JPzh26prwZhHgNvd6YyRG6o2DaNm6ccT8vo6TMtJDkDPmCAEJDzrhMw8+kUJU2QjwLBTrE6awyOhTo+D1Vc3QUBEXnbubKnIP7AyejQ0MmiS/as4c/XM0SywLXrhn38zJiVdDkOjNyAYZpyJle4suJO/xMbfuUVGkjhDgeBTrE6SyHEogNLSD+Q1XVNQW76uU+VNyTGCijQ3zczZuO3c/F5MoyLxgYg04NI3nbWtWpaNdzyg0545LLDgm1T6pKGyHEeWiODnE6y6pZqoYtEZ/B/a2rCXYdEeiIzglS3gxCvEe1ao7dz0WUlmW2rIKmZRgcv5aFI1eyRM8tNzdGzZA4ueyQ2ipthBDnoUCHOJ2au/eE2ELuM8aKraNDKR3ii2JjjdXVUlKEo3yGMT4eG+v6tklQW5a5YqgO035NFi0ewCUXnJiGnO1LSBcdvqZhgKbVw2Wfy0RJlTZCiHPR0DXidAaLKTli111ChCgJk+UzOtxAhztHhxAfpNUaS0gD1l+upp/nz/eo9XTE5shIzYuRKx4AiM+NERoeJzTkjMvAAqdTchE3dyfilx5CTkGJkpdGCHEjyugQp6N8DgGkF/609zh18744O1OkQ3xV377GEtJC6+jMn+9xpaXl5sgcTMzgDQMTW6/GUv2oMHRrHGlev0ZueJxpyNnBxAwwAGpUDMFHf5zH2Ru54N6zowVACfEOPhPo6A0sxv5wHC1rVcDLsfXd3RzCYTVHhyIfooIjPi7iVdcI8WF9+wJ9+hirq928aZyTExvrUZkcE7k5MpM3njL/u0ujKDzXpqbk/rUqhuBa1l1cSs3D+5vP4f3N59ChfmUwDPBvYiZvX27Qkl1QjGm/npENomgBUEK8g88EOn+fvYXNJ29i88mbFOh4GMv5E44sRsCyLK5mFqB2pVCab+Gjdl6Qv2srhzXQHB3ip7RaoFs3d7dClpI5Mib7EtJRUFwquc+1rLtW2w4kZgjuyw1apv16BnsTlH/n0AKghHg2n5mjk1/kfQuf+bq9l9KxbG+SU8tJz916AV0/2YmvdiQ470mIy1gGHizLYu2hqw44M83RIcTTyc2RMdGzLI5cyULbuhWt19Ox44/6n3O3sftSmqprllSRA7ky2YQQ5/OZjA7dmPU8Ly79V3B7qd5xkc9XOy4DAOZuvYg3ujdy2HmJ49nyWy91UJRsmVM0oe8NQjyHZVnm2zmFmMQZsmZpcMe6CNFd5w0za1o9HKdTpBcQFvPD4WuK99UyDDo1jBTM5igtk00IcT6/CHRYlgXLAhp7bvUQh+nz1T4kf/gEbxv9ZnxXYYkeh5Iy0TC6nOpji0sN8jspIVp1jT55hHgaU1nmxLQ8yf2aVY/AyuHVeevVsCyL7vN2SR6nYfgFTLQMg1Z1KuBwsvg6PJbEFgBNTMvDmLXHcfYGP9ii4gWEuIfvBDoiHRaWZfHswv0o0bP49fVOFOz4KJ2Wfq+e6u0NJ7Hpvxvo0SRa9bElescEOqLFCOhjQ4jHEpu3Y5lNsVyvpkujKNFiAh3qV4ZOq+E93qlhJAa0rakq0JnRpxkvOyOUxeGi4gWEuIfvBDoiHZY7RaU4djUbAHD7TiGqRYS4rlHEZYICPK+KEDHa9N8NAMC2c6mqj3VURoc3t9nGsn95RaUIC9RSAQNCnCwxLQ9XMgtQt3IYFgyMwei1x60CE6Fsislbj9yH61kFSLSYG9OhfmUserE1IkJ1vCyQkuyRJcsiBErW9LE8jvs6KfghxDl8JtARw+2SUFlj3xUU4DN1NQhHkaOGrnHZUHXtzI0cPPHFXvRuUV2yg0UIsZ3U3JbMgmJeYCJ2/KhVx6yqqzWICsNnz7XEgzUrmLdZZoHU0jIMdlxINQ+XU7KmD2AsXkBzeAhxHZ/pHWpEOizcjgzFOb6LAh3fYPlX7Kiha8Wl3KqMnEBH4fHf7k4EAPx2LztFCHE8oayIaW5LvcgwxDWOlgxOxqw9IVhC+nJaPmZuPiv53HILlppoAFQM1SF+2SEMXX4YcXN34qkv98oep2UYdGkUhXqRYZKvkxDiWD7TOxS7McvP6FCo46uCdDR0zRcVOyjQ2X+Z06m4N0fndm4hzt5UVp2J5vYR4lyJaXnYfSnNag0d7twWJceLOZychf4L9yOnoETwcbkFS00iQnXIvcs/R56C5S1Mw+3sfZ2EEHV8J9BRcG+W4hzfRRkd3+Swqmtc974Ihq04rPgQsYwxIcQx5DIqyRnSAYCSjMyRK1l4eaXw372p8IHQujxt61bE8qFtsXJYO2QVlEDpCgkaBnigRjh2TOiGlcPbISJUZ/frJISo4zO9Q+qHeBdHZ9co0PFNjgp0eF8P9zI6Z24oX2vDsvNDCHEsuYyK1MKcSo4HjINWpTI7QguWdm4YhSXxbRHXONoqCyOnafVwrB7+EG+4nb2vkxCijs8UIxDrhlASxzMZWMCRFaGp6ppvsIwnHDV0jU/9twINXSPEuZSWkpY7XklRgKNXsgTXtLFcsNSy8IHa22kLBrbiFRcwVVlrW7cijl3Jtul1EkLU8Z1AR6Qfws0c0NA1z1FqMECrcVxwEkgZHZ/knKFr6s+ppY8XIQ5nWV7ZllLSXAsGxmDkqqOCBQm4DIDkmjaWFdnk1sixZBm0CB1fMVSHLE5WSc3rJIQo5zOBjpL6SQaKdDyG3uDY30UALRjqkxw3dI3zebPhe4Dm6BC/pNcDe/YAN28C1aoBsbGA1v4bVFLllaUyKnIiQnVY+8pDSErPxysrD+NSqvR8F8u1cMTIrZEjF7QIHZ9ztwTNa4Rj/CONaR0dQpzIZwId0YyOyL+Jc8nNwSm1CHSoH0mElCid9auGDRkdCnSI39m4ERg7Frh+vWxbzZrA558DffvadWqp8sorh7eze42bepFh2DCyE15eeRiHk7NE91MyH0aumtv3w9shtlGUaHAmdryBBU6l5OLrfxKwZHBb2XYQQmyjekDG7t270bt3b1SvXh0Mw+CXX36RPWbnzp1o1aoVgoKC0LBhQ6xYscKGpgpLzS3E5pM3RDvWlMRxD7n3Xe+MDizxOY5aR4eHAh2f42nXJa+3cSPQrx8/yAGAlBTj9o0bbT61q8orR4TqsH5kR7StU9Gqo8Nd00aOXJU00007sXV+5I43zRcihDiH6kAnPz8fLVq0wFdffaVo/6SkJDzxxBOIi4vDiRMnMG7cOLz88sv466+/VDdWSO8v9+KNNcexfF+y7L60jo7ryA0TtMzoEOJM/DBF/WeP5uh4Nk+7Lnk1vd6YyRH6DmdZ439jxxr3s4Fcx3/02mOia93YYsngtujcKIq3Tc18GGdXg+POFyKEOJ7qoWuPPfYYHnvsMcX7L1q0CPXq1cO8efMAAE2aNMHevXvx2WefoVevXmqf3srt3CIAwL9JmcI7cL6rqW/tOnJlOEsN8nfVO2lOYVzAT5hc8jIS2JqS+9L9ds8VoGEUB7aWv0fWGQNObZmjQ1XXPJqnXZe82p491pkcS9evA7NnA1Onqj69XMf/7I1cwYpotpKrpCbHUdXg9iakSfZBlM4XIoSo4/T7lAcOHECPHj1423r16oUDBw6IHlNUVITc3Fzef2rwKq3RzBy3kOtLlioYurY6cA7aai7i+8APHdQq4g4eFyRQMQK/547rkte4eVPZftOm2TSEzdTxF+t8GFjbMxyJaXnYcSFV8FixoWVSx5gIra+jthpc6zoVJfeh9XMIcQ6nFyO4desWqlSpwttWpUoV5Obm4u7duwgJCbE6Zs6cOZgxY4bNz8myZZPb+X0aCnpcRW7ommXVNUYiJ1ONEcnWEa/gCXEOv+qaDeWlKdDxKe64LnmNatWU7ztuHNCnj+pKbAsGxuCFJQdxWmLRXjUZDqkqbtx1bGw9RiwrlJiWh2PXsmSzRKb5Qv0X7seRK1lWPZGKoTpUCg1U9FoJIep45MjzyZMnIycnx/zftWvXVB0v1smmKTquIzdSSclQpgI2SPHzMdQR9Vj2BAnO+ZuloWtEPXuvS14jNtZYXU2Ja9eMQ91UigjV4QuZbIiaDIdUFTdHHmPKClUM1SF+6SF0n7cLQ5cfRtzcnYhfekh2btGSwW1RQSDwyr1bQgUJCHESpwc6VatWxe3bt3nbbt++jfDwcMG7ZgAQFBSE8PBw3n9qsAASUu9gwvr/kJxRlo6mOTquozajIyQT5R3VHOJGaoIElwSsNmR0cu86bnI0cT93XJe8hlZrLCGtlNKhbhZMQ9gsb4TIVUQzDTXbfTHt3v9TVVdxU1r5TWxY22urj1mVjN59KQ2jVh+VfM0Z+UW89XbKnpcKEhDiLE4futahQwds2bKFt+3vv/9Ghw4dnPacLAsM+OYgMvOL8dfpW057HiLOIBPIKClGoGc1VGXAB3jC/BZ7FgwtLjVgxf5kxzaIuJU7rktepW9fYMYM4zwcOWqGullYMDAGo9ce5wUNYnNfhIaaKSE0BE6u8tvpGzmY9usZwWFtGflF2H85Q/C4/ZczkJQuPuRO7nmpIAEhjqc60MnLy0NCQoL556SkJJw4cQKVKlVC7dq1MXnyZKSkpGDlypUAgJEjR+LLL7/E22+/jWHDhuGff/7Bjz/+iN9//91xr8KCgWWRmV8MALhTVGreToUJXEcuYaMko6OXSTj+m1h2sXF/V5qICbBj2JdThq7dy+hoGGVZ3uy7xU5oBHEkb7gueZ333gO+/Va8AhvDGIe4xcba/BRqKqIJDTVTQmgInFzlt5X7k3HsSjZv296ENIxeexyPNa8ifNA9/yZmiL4Ge0tVE0LUUz107ciRI4iJiUFMjPGOy/jx4xETE4Op98pM3rx5E1evXjXvX69ePfz+++/4+++/0aJFC8ybNw9LlixxSwlPBUkE4iCOWEeHlQlfnlt8UFWbiHt43PwWc6CjsF10f8TjefN1yWOZhrAxTFl1HxPTz/Pnqy5EIESsIpqJ2FAzKWoWBbV0ODnL6rlM1eCuy2RlpFooNlxPA6BtnYqUzSHECVRndLp16ya58KbQ6tLdunXD8eOum2gn1smW63wTx3HEHB25jI6cwhI9gnX2X4SJfeyJcxz1Fyu0YCjFOb7DG65LXqlvX2DDBuMCodzMTs2axiCnb1+XNENuyJcQqfLPtpzPZOvZVMnHH6pfWfJxoeF6BgCHr2QhfukhyUpxhBD1nD5Hxx0onnE/ud9BiV7BHB07Ap1DSZkY8M0BvB7XABN73W/zeYj9PK40872MjrHwgYLMosUuBgPreVkqQpylb19jCek9e4yFB6pVMw5Xc0AmRym5IV8m3w9vh1IDK1vuWen5hFxKzbP5WKBsuF7/Rftx9EoWb/isqeqboxZLJYR4aHlpe4l1XSij43jXswrw4pJ/seMC/y6X7Htt8bBQX9hgx8dz5uazAICvdly2+RzEMVRVXXNiO8zufTaVBmCWn2U1w2cI8QlaLdCtGzBwoPH/LgxyAPEhX+bm3RumFtsoSnIInNz5TEPIHqhhe0U9bqVXMYlpeTicnGU1R1CqUhwhxDY+GeiID11zcUP8wLs/n8behHQMXX6Yt13J0DQ5ajI6ltc/uuHuOeypuiY1HEnlmbgnBWD70DVHfLYJIeosGBiDTg0jBR+TGqYmJDEtDwPa1kSrOhV4201DyPR62//GpQoKmMpVH0qSXgRbSbBECFHGr4auOa7TREyy8oUrUqlM6Agy2HF/n4YWeQ57qq45h/HTpzQAs/zeoMwwIa5nWaEtQMMoGqbGJVSiOjw4AHlFpbwboRdu3ZE8T7kgLfKK9FbbK4bqBNuitjQ2VV8jxHF8NNChjI6rBGiFO4uO6AzaM3TNE9ZuIUYeF3Sa5ugo3d3io6ykYiAhxDnqRSoPbABjFuVKZgHqVg7DtF/PWJWozi0stTpGbgapUJADAFkFJYLr6Cgtja1lGHRqGEnV1whxIB8NdMS2UwfF0XQa4WBEri+o5FehrhiB9eraxDOoiXMsf22Oq7pm+9A1S3KL4RJC3M/WBUa5LNfa0jIMmlQvj9MpuaLHWC76aSqNrYTaIXiEEHk+GejQHB3X0QV4aEbHJ2efeSePy67dy+hoFUZglh9lmqNDiOezdYFRrgZR5XhV1ppUL4/XuzXEqNXHRI/RMgx2XEg1D6mTK2U9p29zVI0IVjUEjxCinE8GOmLdEMroOF6AWEbHEcUIWBq65gvs+l045U/WlNFRGOhYNIKqrhHi2dRkUaSYghzTnJzTKbkYtfoYKobqkHu3BNyaBRoY5xHFLztk3talURTeeqSR5HM8VL8yBTiEOJFP3vdmWeG7tXQj1vF0onN0pI+z7DwKnoM3HE16f+uqaxToeApPyK7xPg33MjqWXxEXbt1Bid6AfQnpuFtcNgbfeh0d57SREFLGVKHMllLLahcErSizQKflnJycghKEh/CPibgX/HDtS0jHR39eEDy/BsZAiIIcQpzLNzM6LAstw0Bv0TmmjI7jiWZ0HDx0TQNWVRU2inM8B+Oa1XGU4y0YWqbX/N148aHaWHXwKro1jsKKocZF+yw/y6UU6RDiNEJza7o0isKCgTGIkAlITCop3M/ku6HtUD5Eh4OJGZi88ZTs/gYYCw+YFijVMgwvk2OiZ1nsv5wh+A0YEaqj+TiEuIAH3Gt1PBZAsd66MzJ36wWk3SlyfYN8mK1V1ywfFjoLtxiBVrYODp/S+RfEsynJ/Kk/qam8tPVDqw5eBQDsvFDWybJsAd0vIcR5hObW7EtIx+i1xxWf48M/Lqh6zoyCYtSLDEPViGBVx5UaWMQ1jpYdzir0aFZBCTILhJdnIIQ4jlcFOnsUjrld8M8lwe3Hrmbj9TXikwiJeoFa4Y+QIzqDel5GR2Wgw7lbX6o3IJsuKF7COQEqv+qaaeiabcUICCHOYZpbYxk46FkWuy+lKRrGlpiWhwOJGaqe17RuTZ1KoS45zoQWBiXE+bwq0Bm1SlmQYrorK0RuRWKijlhGR64ylbIFQ8s+ngEQXrdADHdY0pML9qLl+3/jmspx28QxPG8YoboFQ51UEYEQ/6DXAzt3AmvXGv+vF/8ul5tboyQw+FfFNV7LMLx5MvWjyqFLoyjZ5QlsPc6SIxcGtWdOEyG+zKsCHeJ5AkQyOo6Yo6Nm6Jrl5YU7LOn8vVWu/zpzy+42EddySjZF5Ukpo0OIjTZuBOrWBeLigEGDjP+vW9e4XYBcZkRZYKD8D1Zo3ZoFA2PQqWEkb5tlMQGlx4mxDJTskV1QjPilh9B93i4MXX4YcXN3In7pIeQUlMgfTIgf8MliBMR1dJyI4tzNXCSn5+Ox5tUcUuGOW3xA7dA1obv11GH1X0ILhiqtBkdzdAixwcaNQL9+1n8w168bt2/YAPTty3uoUlggKobqkGXRSdcA6KwwMGhfr7Lk46YCAmLr1kSE6rByeDskpecjOSPfvJ/lz4Axi3Ils8C8beXwdth9MRXxyw5LtsGRC4NKzWlaObydQ56DEG9GgQ6xi46T0Xns8z0AgPUjO8jOtFBSAc/g4GIETpnYTmTZM3LNOcvo0BwdQpxKrwfGjhX/42FZ4JVXgD59AK3WvHnM2hNWJZoB8QplloEGYBxG1rFBZey/bD1Pp2ODyohtFCXZdO454xpHm7fXiyx7DqnKcA/WrCAcrDFA0+rhWDCwlcNKSoutF8Sd00Tlq4m/o0CH2EVo6Nr5m7loXDXcoc8jO3TNch0doUCHOqx+oQLu4DPd19ig74rfDQ8J7KFujo4jhmES4lf27DFmbqRkZACzZwNTpwKQXuTTVKHMVF5argT1whdaY/Ta44KPi1FT1lquMpzQsLGIEB1WD39ItkS2UPAmRsmcJgp0iL+jQIfYRWjBUAOrvhiB3Cr1ajM6VF3aOzmicMHYgI2I0/6HOO1/+L3QGOgILRiq9LksAx3KDBIi4+ZNZft98gnw3nuAVquq0y43XEts+JkUpUPA5LIoYiyDNUu2rB/kmDlNhPg2KkZA7CK0YCjLsnYtzhqBPLwXsAqNmWvmbVrGAXN0bG4RscWdwhIUlujtil5s+RiFMzJVh1h1GR1K6BCiUrVqyvbLyzNmdaC8066mBHW9SOPwM7kgR+k5E9Py8NvJG8pemwCpqnG2rB8kVu3NkcUOCPF2FOgQuwj1FVkoCCokdpitW4oRAVtwnybFvE1tMQKhdtEQJNe5W6xH8+lb8eD0rS5/7mJWZlV08xwdZeez/NjQx4gQGbGxQKVKyvb9/HNAr1fcaXdECWpLcuc8k5Jjrmz22d/C6/QpIZZhsWf9IKFqb44sdkCIt6Oha8ThDKx9ncG2GutVreXLS1tfHIn7mC7MxXr+722kdhMYAAv1TzntuYtgHejYs2AoBciEqKTVGosRTJsmv29mJvDCC8APP2DBwBiruTWWnXZHDtcyzYeRu158tz8Zx65mS+6jZRhzwLEvIZ0XtJgeE8uw2DPXxpZheoT4Ewp0iMOxLGvXPIZAlFpt06pcMFSw6hr1V12Gu5Cs4d58rXIowCTdDwCANfruyEE5q+Msf2u2fI6EAh3Ls6pBgQ4hNnjvPeMcnLw8+X3XrQNq1kTE3LmynXZT5kdtMMElNB+mYqgOuXdLoOf8uWsZBq3qVMDh5CzZc3IDMqlgjVtsgGVZRYGWkuCNWxWOEFKGAh3iFHJ9Q6kObCCsK9aoLUYgV9yAOBc3W2IqTMEdfhiMYuQ46bllAx3VGR2Lw21pFCH+RqsFJk5UltUBgHnzgHbtgAEDZDvtSjI/QkxBxtf/JFhlaHIKShBhURa6U8NIDGhbUzLQebNnIzzVogavvULBmmlhT7GCBWKBltLgjRAijAId4nB6A4vt526rPi4IxfhK9znCmCKrxwJUlpcWqHptV4EEog43o2YKdLjrIgUozNDZ8ivjztHRwAADNBZD1+49pniGIn1uCLHJe+8BX3xhLCWtxHPPAQEBVguJWlI7XEsog2PJAGNlNMsFRRPTpDNSMbUqmucFcdtgGawJFRvgEgu0aK4NIfahQIfYReie+LrD15AoMXkSEO7AvqDdjh5a4QozOoHhbFIEq65Rf9VluEMxTMNLuIGOhjE4LX7gZnRCUIR8hPB3sDejQx8kQpTRaoHFi4Fnn1V+zMCBQEEBbyFRMdxgQmr9Gbkgg6vUwPIWChUbKqeBMeCKX3bIvE2sHLTUGkEmYoEWIcQ+VHWNOJxckCOmMiM+mEloOJsUKi/tXtxsiWmOzpiAjeZt3AzdRwGLsVo3GxoYUE6fDSx7FDixxubnLkVZBykExQJ7GNujdHCjQWZNKEKIhL59gaFDle9fXAwMGqR4d9OQsO7zdmHo8sOIm7sT8UsPmRftFKtoJkZoPoxQZbOIe0PNuLjloBPT8rDjQiqS0vNliw1wmQItCnIIcQyvy+gYDKzgqvfEuwhdc4IkgpkgpkRVpEIZHffiDV1jWTRjkjEyYLN5G3e+znMBOwEALUsT0DYvHcg4AFw9ADTra1NwquEcJRgg38voKF3fh+IcQuy0aBGwfLny/X/8Efj+eyAwUHZXuYU+lQYZUvNhLIfKaRmGl8kxMZWD7r9wPw5fKZvX06ZORUVtAGiRT0IczesyOkrvyhDXcOScf6FqayZSQZAQioXdJ6+oFJv/K1sZXW9gUZG5w9tHaI5OIFOKQg1nmFlhtk3Pzw2iNIzA94XK7xDLwhn0DUSISoGBQMuW6o559VXZXZSsPyNXjtpEyXwY0wKkcv2Qo5wgBwCOX81GgMxFiRb5JMQ5vC+jQ4GOz5LM6MgEOtbFCISGrtFnxxXe+vEE/jpTVozCYGCtAhuh4hJa6KFxwN83t0Kf4EKzrLoKfvSVQ4gD7N8PhCoLOgAAGzYAS5ZIztVRsv5MXONo0XLUrepUwGtxDVXPh5ELniy/YfQsK3uHhAoPEOIcXpfRMajroxAPJfSdH8QIzacwUjtHR6i8NHVYXYMb5ADGMeeWAYdQABIAAxhuQMTatvIsd+iaBgbEaY6ji/aU1X6K5+hYtIE+R4TYICQEeErFQsF5ecCePZK7KFk8NDEtDwPa1kSrOhV4j3VqGIkl8W1tmg9jKlBguf6NrSMJPuzbHCuHt7MqYkAIsZ/XZXRo6JpnceR6NbJzdFQQuuDQJ8c9DCxrtQ6S0NA1LfTCGRiVuOfQwoDlgZ9Y7KF2wVC7m0QIAYBffwXatAGOHlW2//btQGysaFZHavHQ9vUrYdqvZ3jVztrWqYghHeuiaY0Iu4aImYKnuyWlvDV2WtepqGhxUUvt61e2uS2EEGlel9HRU6/DJwiV6LVr6JrF/XmhoWt0K9499IozOnpoWW4AZNtgQ/7QNft/51ROmhAHOnIEeOghZfvOmgXUrg1s3Ci6i1BFtE4NI8GysCpScOxqNtYduW5zkMOt8PbGmuM4nJyFtnUq4quBMdgxoRvWj+yIDiJBS0SIzjoDBOCB6uE2tYUQoozXZXSo1Kvvkhqe5pCha6pbRBxBb2Ct5uQIz9ExgFE5f0aIhpGbo6OyGIHV7vRJIsQue/cCFSoYh6fJuXHDuA7PTz8JLiQqtHgoy7LoPm+X1b7cIgW2BDtCFd6OXc1GSOB1rGxRHYB4gZ7GVcohWBfAyzAZAJy+kYu4uTtF1+AhhNjH+zI6dHfVZ0kNT1Nbdc3yzhlACR13yS0shdZiqBo3GDHRQQ+N5RwdG2gthq6JUTrqkgqgEOJgWi3w3XfqjnnhBUBvPeTVxFQRrV5kmKIiBUqZ1sPZfTFNtsJbYloe9l/OEDzPoeQszOjTDDsmdMP91cpbPb77UhpGrjrKW3+HEGI/78voUKfDJ1j+FhnGzjk6Fp1WoU4sVV1zH6VzdPhD12yLdbjPFYZC9SfgPT+LgmL720QIsdC3rzFLM3YscP26/P6FhcDWrcBjj8nuqqRIgZzsgmKMWXuCl4GRoiR4Ss4wlrs+f/OO4OMHEjN4mSjK8hBiP6/L6BhK9cD534E7t0X3CUIxZgYsQxfNfy5sGbGX1Do6wYIr3KtDHVT30VpkcCwzPAAQwFhkdGzEHa5WmckV2EP5B2HI8sPmlc4JIQ7Wty+QnAy0aqVs/3feUbSbWFU0NWvVjFp1THGQAxiDJyUB1r9JmYrPaVr4lBBiO68LdIJPrgR+GAQs7CC6z1sB6/FSwDasDPzIhS0jaggFHTqJQKcio2Ast9xz2n0GYivLuTJCQ8oCoIfGohiBLbjnjmRyRPdTMnJt10Xrjg59jghxIK1W2VwdADh1yri+jgJiRQqUrFXz37UsHEgUHoJmiRs8KQuwlH+DcIfFEUJs43VD14ITthj/USD+JfSo5pCLWkMcSWg4k0kUsl3XEOJwSosRWAZEtlQ84wY6lSGQ0aHUHiGepXZt4OJFZfv27y9amIBLqEiBWCYnMS0PVzILzPtMWK98NEiTauUx4ZH7zD8vGBiD0WuP87JB3ACrfT31paSTM2wrnkAI8cJAhzXID23RMfYPfyHyDAYWBcXiWRhp1p3NAInfm9SdeSFCd+upf+s+SstL8zI6Nv7CGM5nS3joGiHEo4wfD2zbpnz/MWOAPn1E19fhqhcpHuAIzcNpW7ciLqUqz6CcvpGLp77ax5tPIxVg1Y8qhybVyuOcyDwdIUrmFBFChHnd0DUY5KtvFbI0cc8VBnxzAF/tuOyQczFgoJPI6MgFOkqGIVExAue6U1giGvhaZuuEsnftNOehsSgvbe86OpUFPzfGs9q62C0FzIQ42COPADoV1+2UFGDPHrufVqhc9NEr6hf8BIxV00atLlsIlVsFztKHfZsrOqeaOUWEEGFeF+gwBvkMQiECXdAScsTGC4IYoQnqZY/Zv74KxTnOU1iiR/PpW9F06l+Cj1v+/jQwoD5zA/21O83bHtcesihGYP8cnXJ2Vl0jhLiAVgusXq3umJ9/tuspE9PyBMtF27NU3/7LGYrm07SoVRFdGkXJdsCUzikihIjzuqFrUBToBLmgIcQewsUIxAMdRmWnV7i8NHGWG9l3JR+3HKoWAAP+CZpgvZ8jFgzlPFcIU2S9g50pGcoMEuIE/fsDcXHAjh3K9v/iC6BrV9m5OmLk1tqx1b+JGYoyMEJzebo0isKEXvchI79Yck4RIUQ5mzI6X331FerWrYvg4GC0b98ehw5JT/6fP38+GjdujJCQENSqVQtvvvkmCgttvNOqly8zXMiWZXSksgTEs9jzu1IyDMmWie1EGa1G+v23LD6gFZmPZblgqDPX0bFt4BrxZG69NhH7/fmn8pV8AdlFRKXIlYK2ldBXltAioKa5PDsmdMPyoW2xY0I3rBzeDg/WrCA65I0Qop7qjM66deswfvx4LFq0CO3bt8f8+fPRq1cvXLhwAdHR0Vb7r1mzBpMmTcKyZcvQsWNHXLx4EUOGDAHDMPj000/Vt1hRRqdsrG8wipGPEPXPQ5xK6GIgVXVNbUZH8DkpznEajUznREl5aQAW5aVtbQsnowOBjA7xSW6/NhH7BQYCAwYA69Yp27+wEKhTR9mCoxZMpaD3JaRbDV/j0gBoUTMC5UMCFa2r81D9sqpqQsUOLBcBlSqWQAixn+qMzqeffooRI0Zg6NChaNq0KRYtWoTQ0FAsW7ZMcP/9+/ejU6dOGDRoEOrWrYtHHnkEAwcOlL3TJkbJHJ1iTqAT4oCFJolrSA1dU0sow0NxjvPI3YS1DGLF1kyyb8FQFlWRwc/oMEJ35+0cukYfJI/k7msTcZDVq4Fy5ZTvn5ICjB1r01MJrbVjyQDg+PUczOjTzJx9iakZIbhvh/qVeUGLULEDWgSUENdSFegUFxfj6NGj6NGjR9kJNBr06NEDBw4cEDymY8eOOHr0qPnikZiYiC1btuDxxx8XfZ6ioiLk5uby/jNTEOiwnEEpwUJj9InbCXUWNYxze5DUQXUeuaFr3CwLYMy0Cp6H5f59q5sNM0T7Fw4Gj8bT2v3mbVIZHRuLrhEP5Iprk+R1iTiOVgt89526Y774AvjxR9VPxR0+9mbPRpL7mtayiWscjRXD2qNLoyje410aRWHRi63NP4sVO+AuAio0pI0Q4liqhq6lp6dDr9ejSpUqvO1VqlTB+fPnBY8ZNGgQ0tPT0blzZ7Asi9LSUowcORLvvvuu6PPMmTMHM2bMEHxMSUaHO8wpUOTOMfEu1Cf1bHJD1yyHqollWgNZ2zOw03UrrbYJztGxM+ClgNnzuOLaJHVdIg7Wty+wfr2xQIFSzz0HBATYVJygXmQYej9YHZ/9fUl0H+5aNkoWI5UrdjB67TGcTikLli2HtAmxXNiUECLP6eWld+7ciQ8++ABff/01jh07ho0bN+L333/HzJkzRY+ZPHkycnJyzP9du3bN/JiSQIfLEXM7iOejdXTcSy47YhnoBDPCAU0Qy6nexrJ2F5DQOjlLSLyX2muT1HWJOEG/fkCvXuqOGTzY5uIEpjk7WosvM6m1bCzXyuFmaOSKHZy9wc8ISg1pyy4oRvzSQ+g+bxeGLj+MuLk7Eb/0EHIK5NcVJMTfqcroREZGQqvV4vbt27ztt2/fRtWqVQWPmTJlCl566SW8/PLLAIDmzZsjPz8fr7zyCt577z1oNNaxVlBQEIKChEtEMwoWDOUGNw5Zf4U4nNqgg4oReDiZ99Yq0BHJ6AQZXFHxStkH4ccj1JH1Fq64Nkldl4iT/PwzEKqiOlpeHjBzJjB9uk1PJ1TyWclaNmJFBzo2qIx/EzN5w9c0MM77sVyvhzukzTKokprrs3J4O3UvkhA/oyqjExgYiNatW2P79u3mbQaDAdu3b0eHDh0EjykoKLC6YGi1WgC2lftlVFZlokDHO9B8Ce8m95dsPXRNeO4ML6OjIrhlbPg7Z2TygG9vOCm4nTKDnscTrk3ECUJCgN691R0zY4bNWR2xks9Sw8kA8UCEZWFV7KBp9XDJcyVn8OfrKJnrQwgRp7q89Pjx4zF48GC0adMG7dq1w/z585Gfn4+hQ4cCAOLj41GjRg3MmTMHANC7d298+umniImJQfv27ZGQkIApU6agd+/e5ouKGsoyOmUsy9oSz6C2HyGX0VESKFHnxX0s10gKFSkSEmxjRicKOTYdR3yHu69NxEk2bQJq1ABu3FB+TI0awK1bNj+lmpLPpkDEkp5lcSAxAzsmdAMA81yeqxn5GLz8sOj5uHOBAPm5PqYiCYQQYaoDneeeew5paWmYOnUqbt26hZYtW+LPP/80TwK9evUq7y7Z//73PzAMg//9739ISUlBVFQUevfujdmzZ9vUYN4cnawrKI8C3IF4apsyOsSEwhznkYshlRYj4Gd0lKvOZCjf2c6Al+Jlz+TuaxNxoqtXgbAwoEhhFdXbt4ExY4zV2JxMSSBSp1Io8opK8faG/3A4OUtwPy3DoFPDSKugRW6uj2VgRAjhUx3oAMAbb7yBN954Q/CxnTt38p8gIADTpk3DtGnTbHkqK7yha58/iP1BIWhetNRiL5qj42vUjmwTyt5QB9V55IZzWc/REe6w6LhV11gWSn/zAbZUV6Thkj7Hndcm4kRaLfD998bFRJVasADo0sVY1MCJ5AKRr3ckiAY3XGJzgcQWNhULjAghfE6vuuZs5RnpO8A0dM0zuSPmMLAsDiZmICufFpF1NctApxqTKbhfAMsfmqo0OFUVs7B6inoJ8Tb9+wMNGqg7ZuBAm+frKFU/qhwqiszhCdAwOHYlW/Yc3w9vJzkXSGhhUyVFEgghNmZ0vIlGoEu95t+rGNS+thtaQwCgBZOAxmd3A01nALpghUep65gK9WP/PH0Lq/+9iujyQTj0Xg/rHYjNZIeuWSwY2lAjPN4+gHXBulclBcB3vQG85/znIoQ4zokTQPnyyvcvLTUWJ3j/fac1KTEtD1kiZZ5LLUuriTh2NQs1K4aKZmek1u2htXUIkeb1GR0h3InrYcxdDNf+jtpMWdnRd38+5Y5mkXt+DZqKxhcWAfs+d+nzZtzL5KTeUTjOmygmdzlXmlnVwSKjozDAVV1+PHkPGF7JVwMW6T7DpsD3bBsGRwhxvnLlgFat1B0zc6ZTszpyc3SU+OzvS4rWxuGu20Nr6xCijE8EOpYVnbgmBfyAKbrV+DtwogtbRBS5VVa+t03qT5K7MgAqIRdiXWoaieTZbJorp/CXaktpacvj2mnO41HtYTyoSUItxrqCkg3NIgp07doVK1euxN27thWhIH7o6FEgQOVglKZNndMWyM/RUYO7aCh38VEhUmvrmMidgxB/4BOBTqDFXWDueP37NcZF/4IYukvrcfRlv7fHrs6V3LU8cxfHgkdiWsBKRadW2hct0RswfdMZbD93W35nIkqudLfUzQg5YbiLzppTgudoxiThv6BXMCTgL9Xn5WaZKuKO4HbiXDExMZgwYQKqVq2KESNG4ODBg+5uEvEG+So77hcvAm+95ZSmmIoFaC3WONAyDMoFqStTblobp/+i/ZKZGrm1df67lkXZHkLu8ZFAh4IYr6RXXxRgqA0dWinrDl/Div3JGP7dEYee19+oLS+t8KxgWWCR7jOsCpyD17S/Wu3xpe4LhDMFeFx7SPXZufOGuDdL5NpKC4Y6zvz583Hjxg0sX74cqamp6NKlC5o2bYq5c+fi9m26+UBEBAaqr6b26adAsbprjtKMiFixgG9ebKOujfccvcKv0maZqZEbLvfez6dlsz2E+AufKEYQZJXRoY6IV9A77u6Srb/x1FzbFqgk6gTYkSWJ1Z4GAMQHbMUCfV/eY2LV25TQsJxAh5PxpZL0rhUQEIC+ffuib9++SE1NxeLFizFlyhS8++67ePzxxzFmzBh0797d3c0knuaHH4wBj0HF3+sjjwAWZcaFZBcUY8zaE7yFQLs0isKCgTGCldGkigV0aRSFvZfSeN8qGkDyW8ayhoEpU5OUblwcVG643OkbuVbbLM9BiL/wjYwOQ+lYr2RDRkcpuQyD/t6VRKOhxVRcwZ6hayZCi4wG2/G3zx2ixr1ZQkPX3OPQoUOYNm0a5s2bh+joaEyePBmRkZF48sknMWHCBHc3j3garRZYtUrdMbt2KcrqKJn/IoRbLMBkwcAYdG4Uxduvc6ModGxQ2Wq4m5yzKTkApIfLPVAjXPIcyRk0X4f4F58IdCij46UcGOjIzRGxVFBsvIOvUXmhIcKcMnSN5Q8SK8cUorvmmPrzKGgTP9CRfjFUjMBxUlNTMW/ePDzwwAOIjY1FWloa1q5di+TkZMyYMQNLlizB1q1bsWjRInc3lXiigQOB1q3VHRMUJPmw3PwXqWFsQkPdTNmeHRO6YfnQttgxoRtWDm+HhS+0thruJmfF/mTzv8WGy81++gHJc9StTNkc4l+8auia2F1hy0CHeAkHDl2zJDePYl9COi7ezqNOq4PIvd+OypIsC5yLl4onYY/hQbvPxRu6Bhq65g41a9ZEgwYNMGzYMAwZMgRRUVFW+zz44INo27atG1pHvMKRI0ClSkBWlvy+JuHhQK718C5Afv5Lcob10C8lQ93qRfLXuYkI1WH6U03Rfd4uxc0+fCXLPPRMbrjcvoR0XrCmZRh0ahhJw9aI3/GqjE5/7U7B7dYZHeIJIpGDRsx18R1szuiUfXm3Yc5jQ+B01Cq8oOoMI1cdw6d/X8TaQ1dtbANRo73mnA1HsYKBaGvNRbvbA1gMXWOKBbcLt4o4yvbt23Hu3DlMnDhRMMgBgPDwcOzYscPFLSNe5dYtdfvfuQOkCZeRl5v/IpQRUTPUjZv1sWUNHsuhZ2LD5YSyPQsGxqh+PkK8nVdldP6nWwOhMMaWqmsDFh3Ap8+1QM2KjquBT/iOBI8CAHQumo/rbLT1DqZAZ8ccVecNQgmKEAgA2BBkXPG63o1pAAaqbuMtKkbgEFKZsWZMEgIZxy3Y15K5DGO4Yd8tDWPVNeM5KKPjHrGxse5uAvEFpipsGzYoP6ZJEyA93Wqzaf6L0oyIaaibJcvJ/0JZn+Yy82mEKBl6JpXtIcTfeFWgIyaAKeXdZlUyR+dQciYmbzyF74e3d2LLCAA0Z5JEAp0S4OZ/wK4PVZ0vFIXmQMckyMBfcJCGpLmW1Nsdo0mw8aTGsyYYqqOh5oZ5czftf3hUfxh/GtrZdt57jEPXjOtc8MpLMwZK27hITEwMGIF5cgzDIDg4GA0bNsSQIUMQFxfnhtYRr/LDD+oWEs3IAJ5+GvjlF6uHFgyMwei1x3lBiVhGROlQN6GszxmB6mhibBl6ZjlcjhB/5FVD18TYel83mxbPcolSiCyapi8GCnNUny+MKbLalqeNUH0e4hqiv38FWLCCxz+l3W9PkwCIV12Tu1GitvAFEffoo48iMTERYWFhiIuLQ1xcHMqVK4fLly+jbdu2uHnzJnr06IFff7VeQ4kQHq0WWLlS3T2KX38FBCr6iRUQECotXUlgG1fdymGiBQ4sy0hLoaFnhNjGJzI6tqKCW64hHuiUABr1H8FQGIebNWBSzNvyLQId6oq6llTn355ABwB0AkNTHVFZUQM9AGMnhYauuUd6ejreeustTJkyhbd91qxZuHLlCrZu3Ypp06Zh5syZ6NOnj5taSbxBdkExxhQ3xlfaQJRXM//z00+BDz4wDn+zoCQjMm/rJdHHujSKQr3IMOy4kCp5Dgb8a5YGxhLUM/o0c+jQs8S0PFzJLJA8n5J9CPEmPhHoWHZ6lHaCKM5xDb1Y4lBfDDDqO8Fh9wKdZswV87asAOGJzMQ1pP7iSllbAx3jWYUDHSM9y0DL2Bb0cAMa7lpccoEOBdGO8+OPP+Lo0aNW259//nm0bt0a3377LQYOHIhPP/3UDa0j3sQ0NCxm3A+4NM+4sLCiazzLAgsWAG+9peh5uIEAe28ejpgJve5DdkExvt4hPXzX8jvFAKDUYECl0ECHBBtKqsKpXSSVEG/hE0PXbEYpHadhOJ1F8YxOEaBR3wkOuTd0rZgTp2foqqk+D3EcqdFcJXbcT2FZQCdQyMB0M8OebBF36Fp5FAhuJ84VHByM/futhyHu378fwcHBAACDwWD+NyFCuEPDSgMC8U27vupOMGuW7C7ZBcWIX3oI3eftwtDlhxE3dyfG/CC9gGhGvjF4OHYlW117APybmCm7QKlSSqrC2bpIKiGeziczOsT9AriBjtgdfdYAGNRX4zJldAJ46ypZfAZoHoVLvfr9EdHHbA5GWKmMTlmgE2RD1UWAH9DUZMou8HIZnddWHcOed+Kg0/r3fSJHGD16NEaOHImjR4+a18o5fPgwlixZgnfffRcA8Ndff6Fly5ZubCXxdJYFAT6MG4bqual46vxeZSfIzgb69DHO2REhFAiclSkmoGUgmfGRYlm1zVZKqsKJZaYc1QZC3MknAh1bUT7HeQI4nU/Jjm6G+PhmMaFKAh3iUpfTxFcLtzdDIlQ+3jx0zZ6MjjkYZlGLKRtDLxfo3MotxKYTN/Bs65o2Pzcx+t///od69erhyy+/xPfffw8AaNy4Mb799lsMGjQIADBy5EiMGjXKnc0kHk5o7ZtxvSciLuEwypdaF68RtGkTcPcuEBJi9ZBYsGAqJqABeN8apgppuXdtuwnDJbRAqRpKqsI5uw2EuJNP3JK0DFgUz9GhSMdpdJwgRDLQ+fV11ec2VV0L4A5pskzoqD4rcRZ+QKqGeEbH9FiJXUPXjO0KRCmvkp+S7487hVSx0V6lpaV4//330bVrVxw4cACZmZnIzMzEgQMHzEEOAISEhNDQNR/AXSjT0Uxr32g5F3WDRotJT76p7lpQpYrgZrlgoWl1/no4pgppK/Ynq3l2QbdzCu16z5QsgGrLIqmEeAvK6BCn4HZu7bnrLiREMKNjP4OBhUZDnwpHs7eKmdTQNbsyOvfaZRnYKGkvBdL2CwgIwMcff4z4+Hh3N4U4kasmuQutfXPnyWdQor2MwJ/WKzvJnTvAk08CmzfzNssFAgsGtQIAXoW0xLQ8HLmSpe5FCJi08RQAoG3dihjcsS6aVY9QlV1RugCq0D4m0349Q0UJiNfykYyObVXXjl3NRnEpTTx2BkcHIVymUMTRzyH0BU/sFyBQTEARlgVr0COAsf4bNX0GSu34Cpuc9o7gsDoqL+06Dz/8MHbt2uXuZhAnctUkd7G1bwLXrQWCgpSf6PffgR9/5G0SyhgBxmDBVEK6XmQY4hpHmwMHuSyQWoeTs/DGmuOIm7sT8UsPIUfFOoALBsagU8NI3jbLdXmE9jGhogTEm/lERqcc7mKlbg42Gx7Cj3p1K2h/9Od5THmyqZNa5sOKC/C97gPsMMRgmf4xq4f5d+EdG0CYAlluh9QyuLUlZtEbWOgcm3zyC3ILaNoTODAix5ozOqzW5tRsCHsXTZirSGCr87YrmVNEMbFjPPbYY5g0aRJOnTqF1q1bIyyMf6f6qaeeclPLiCMomQjv6LkfVmvfaLXA8uUAZzikrOeeA5591njsPUIZI6lFPOVuwXzYtzna168MoCwTBAAHEzMw+V4WR4wp8Fg5vJ2CF1MWBCal54uuyxMRqsP0p5qi+zzrGw9UlIB4M58IdEYG/IYHNMnooj2FH/Vxqvo93x+8QoGOLY59h1jtacRqTwsGOjbfxVdBeO4GgELpSjhiDNR7tUmRTFZU9PekACPyO3FUpcUqTKZVoKMkMKPPimO89tprACC4Tg7DMNDrnf89QpxHyUR4l3ScBw4Exo4F0lRUQAsPB/LL5sYoCRYA41C9l787IjpszTRk7Pl2tc3buOdRUhzA1sBDbgFUj/l9EeJAPjF0rRJT1rGtiFx00p5RfCzNyLBRUZ7kw9xhZbGaU2jJSC+YpsawgD9REbn4n2512UZTx/PIMuDDWmiS9ofq85YaqPNqi7vF0p1R2zM6rLEEuQDT320+7JukXo+5hS6ak7xtGoGhcsQ5DAaD6H8U5Hg/j5rkfuWK/D5cBQXAd99ZbbYcosaVXVCMuLk7JefmSGWBAPn3jMsyKLK34INH/b4IcRCfyOhwK3xtC5roxpb4DxasZJDI/Z1M0v0AAKhbuMYhz12NycSSwHnCD/7xDgDgiYRpeB3qns9AgY5NCkqkO6Q2z6XaMhFB1aYJPsQ4oOoaALwd8AOCGH7GSaMgW0QJHccrLCyk6mo+RulEeEdKTMvDlcwC64xLSAjQoQNw4IDykw0ZArz4Im8Im5QRK48gS2LuzPfD2yG2UZTkOepHlUPFUJ3keUxMgYejCj644/dFiLP5REaHOzSmMnNH1bFUYto2ch29AImSwI7QWmO5/s69c0fYvraJngIdm8hndGwMdK4eQIekL207ViHLIAdQWnWNPiuOoNfrMXPmTNSoUQPlypVDYmIiAGDKlClYunSpm1tHHEHJRHhHyC4oRvzSQ+g+bxeGLj8sPGl/zx71J54xQ9FuiWl5OJwsXWXtetZdReeRC3K4RRAAYNSqY1ZzoXZfSsPIVUdln8+Sq35fhLiKj2R07JgDQIPXnCJAoLOoAQuD097vex1PxvY7/FR1zTZyxQjsqY5XqSBRcLspo+OMTxMVI3Cd2bNn47vvvsPHH3+MESNGmLc/8MADmD9/PoYPH+7G1hFHUDq3xV5S1d3Mk/a1WmDlSkBNSfPZs4Fp0wCtVjxbBGVV1iZvPIU/Tt2SzLQoOQ838EhMy8OBxAzB/Q4kZqiex+Oq3xchruITGR17OlKU0bGNXD9PKKPjzJLTZiJzOpQw0NQMm8h/Fmx/Y7Ws9E0MRxUl4D0nraPjMitXrsTixYvxwgsvQMsZHtSiRQucP3/ejS0jjiY1t8VepupuljeruJP2zV56yVhoQCmDAfrISNlskdK5NXKlmuXO07xGOC9Q+jcpU3L/gyJBkBxn/r4IcSWfCHSEhp8oRXGOjWRuaesEqq7ZPIRJgbIOr+1dUMroOIfWjgp8DCt8rJKsi60UBTr0UXGIlJQUNGzY0Gq7wWBASYnydUKIf1NSLYwnUzo4sKTJzsYnY3rxtu29lIaXvzts/rlsrR3pcwkGXxxia/aYnL1xxyJQkv4yoj4O8Xc+EejYg6GUjk3+u54t+XgQrDsp9tzZV8yOHigVI7CN/Hwt2wMdjUhGh7H4vyOJrd1Tk0k1Zyppjo5jNG3aFHsE5k1s2LABMTE0J4Aoo7pamFYL/PCD4vMzAKILsvHUqW3mbQYAh69kof+i/ebMjnF+i3SxAROpMtILBsYgpnYFwccsA6X29SpLPo9prR5C/BUFOu5ugJfaeT6V85N1py+Kybba9qnuayQHq1i0TQ3W6h+qUTEC28h1+u1ZMFQ80HHe70qovd00J7A3aByW6T4BQBkdR5k6dSreeOMNfPTRRzAYDNi4cSNGjBiB2bNnY+rUqe5uHnEie0shc4llQSwn7fM89xzQsaPi52AAzN8yHxoD/8bN0StZ5gyLaX7LjgndMKfvA5LnkyrVHBGqw+vdrTOdXKZAqX5UOXRsIBzMdGxQmYaeEb/n94EORTr2E+oYVoP10ICe2mPOb4wdPVAauuYcOjsyOlqD8PAlDcNiSsD3aKpRuTaGAhUZ6zWihmr/BAB00UqvWE7U6dOnD3777Tds27YNYWFhmDp1Ks6dO4fffvsNPXv2dHfziBMoqo4mQio4sqla2O7dgE55+WUNgK3fjuRtM7CwGopWLzIMA9vVEQ2+2tSpiOSMfMkgr2KIdLu4gdLCF1qji0XZ6i6NorDwhdZyL4kQn+cTVdfsQXGO/QKgh95iPZOqjG0TIG0nNEeHhZrfMGV0bCMXH9ozN0sso/OQ5hwe0pyz+bxSRgX8hlw2DAv1T5m3WQ6/k6s0R5SLjY3F33//7e5mEBdRVB3NgpJ1YmyqFqbVAmvWAP37K25/g+ybeOLsTvzetBtve3KGdXWzBQNjMHrtcV67w0MCcORKFoYuPyz4Okw+/dtyCYUyllkqqpRGiDg/y+hYd05ojo5tuEOHhOZgVGPUTfZ0GM6vWO3cEAp0nMOeYWYakWIEzvaOjj9+P4CxDHRc2RrfV1xcjOvXr+Pq1au8/4hvUVUdjUMqOLLM8qiuFtavHxAbq/g1MAC++G2u1RA2oaFo3KFsy4e2Rdu6FZF7l3/zRqgKm+l9EjPhkfsEt1OlNEKs+VVGR2gdF4pz7CcUUFRlpBdOczShqmtaGFStsGSg3qtN5N42e/7ExDI6rma5Vhd9Uhzj0qVLGDZsGPbv38/bzrIsGIaBXu+eQJc4h5LqaJaddLFOvyk46j5vl3mbWHZE1rZtQFCQ4t21AD7/aTZG91c2j6xeZBhYlhVcUJQb5Jleu9z7lFFQrLithPg7v8roCM0loTjHNgxT1tUTmoNR1W0ZnbLfsdqFZCnOsY1cMQJ7Mjpy6+i4ilWgQ58VhxgyZAg0Gg02b96Mo0eP4tixYzh27BiOHz+OY8dcMKePuJTq6mhQtoCmidwaNaICA4Fx41Qd8mTiIQSUlgUcUlXUAHUlsG15nwghwvwsoyMQ6FBKxybcLI71HAxWcEK3M5k706z0kDriXTQGzwh0rOboUE7HIU6cOIGjR4/i/vvvd3dTiAuYqqPtS0jnDV/TMgw6NYwUHHKldCFOQDg7othnnwHr1gE3byranQGw4sfpeHHQBwDkgw81wYst7xMhRJhfZXSE1nahMMc23I6f5eKgGjd0As3XAs6cDrXVvuguvW3kh67ZMUfHQ4JVy88SfVYco2nTpkhPT5ffkfgMtdXR5BbQFCKXXRF17Zqq3TtdO4kgfYl4CWsOtSWwbaoiRwix4lcZnfIoQC74XyaU0LGNTiKjY8+6KbYyd6b1ZUMJ1GZ06C49EWOd0SGO8NFHH+Htt9/GBx98gObNm0NnUeo3PDzcTS0jzmJLhTCh6mVSbB7apdUCEycCn3yiaHcGwOlP+6Hgzl1F+wu9DrHgxfJ90jKAngUyC4rVz0EixI/5VaATzhQghXooDsENbiw7gUJDBF0i6wpQWmT+MYApVdUjpbv0zuEL9xJ0jMUQOvqwOESPHj0AAN27d+cNI6ZiBL6vXqTyEshCwdG0X884Z2jXnDnAJ58oXpxAZ9AjYs13wMsv2/Q65NpaMVSHab8mS5bWJoSI86tApzyEJgP6QjfM9bgZHcthPe4IdNrk7wY+f5C3TfXQNUc2iJjZM3TNU1gNXXNTO3zNjh073N0E4kW4wZGa7IgqWi1uLVuFKsNeVH7MiBHAxYvAxx8r2l1NkGfLukOEkDI2zdH56quvULduXQQHB6N9+/Y4dOiQ5P7Z2dl4/fXXUa1aNQQFBeG+++7Dli1bbGqwPcIZ60CHhq7ZpjKTa/63JwxdizBYl+2kYgSu4Q/JjSDwy7n6w2t2ha5du0Kj0eDbb7/FpEmT0LBhQ3Tt2hVXr16FVquVP4EFb702EfUs16jZMaEbVg5v55Asx7mOPfH6U2+ru6HxySfAhg12PzeXresOEULKqA501q1bh/Hjx2PatGk4duwYWrRogV69eiE1NVVw/+LiYvTs2RPJycnYsGEDLly4gG+//RY1atSwu/FqCWV0KM6xTTUmw/xv64yOZ/QCVc/Rod6rTeTnNnn/+xqGQt7PNJ/LMX766Sf06tULISEhOH78OIqKjENPc3Jy8MEHH6g6lzdfm4jtnLFIZp1KodjSpAvytYHqDhwwAHDgcEs1JakJIcJUBzqffvopRowYgaFDh6Jp06ZYtGgRQkNDsWzZMsH9ly1bhszMTPzyyy/o1KkT6tati65du6JFixZ2N16tEMZ6kS3K6NimOifQCbBYY8Rtc3QscAOdvprdeEhzVnJ/6roSrhHazZgasBIAiwCG/5k20IfFIWbNmoVFixbh22+/5RUi6NSpk+p1dLz52kQ8i6lCWtcR36q7LrAs8PzzDmsHradDiP1UBTrFxcU4evSoeQIpAGg0GvTo0QMHDhwQPGbTpk3o0KEDXn/9dVSpUgUPPPAAPvjgA8lJpkVFRcjNzeX95whCcwUYyunYhJsds+wEekpGx7TIYxPmCj4NXIQfAmdJ7k8JHdvIl5f2Tu/p1mBYwJ9oylxxd1N81oULF9ClSxer7REREcjOzlZ8Hldcm5x1XSKeacHAGDRrcz8KNSqnMm/YABRb31S1hdqS1IQQa6oCnfT0dOj1elSpUoW3vUqVKrh165bgMYmJidiwYQP0ej22bNmCKVOmYN68eZg1S7zTOWfOHERERJj/q1WrlppmqkIZHdtw3zbLIWLumKMjJPBepaxajPDQFWsU6djjSc0BdNOcsNru7cUIysO6dCwFxY5RtWpVJCQkWG3fu3cv6tevr/g8rrg2ufK6RMokpuVhx4VU2fkoSvdTyjQH6NaNDPXfYA7MCtJ6OoTYx+lV1wwGA6Kjo7F48WJotVq0bt0aKSkp+OSTTzBt2jTBYyZPnozx48ebf87NzXXIRUU4o0PsZRnoeErH9lXtZlxjoxX/jqnzahsWQBVk4svABQCAuoVr3NsgB4tg8qy20RwdxxgxYgTGjh2LZcuWgWEY3LhxAwcOHMCECRMwZcoUpz632muTs65L/igxLQ9XMgskyytnFxRjzNoTsmWVle5nq3pVwoGVK4H4eOUHnT8PTJgAzJ1r9/PbUpKaEFJGVaATGRkJrVaL27dv87bfvn0bVatWFTymWrVq0Ol0vAo6TZo0wa1bt1BcXIzAQOvJfkFBQQgKClLTNJsxlNKxUVlHz1MzOt20/2GvdizeL3lJ0f7UdbUdtwofAwNYTrLY2//CAjlz0PTsvVdDHxaHmDRpEgwGAx5++GEUFBSgS5cuCAoKwoQJEzB69GjF53HFtcmV1yVfpSYoUVpW2SXll196ybiQqMXnS9KnnwIffAAI9HFsoaYkNSGkjKqha4GBgWjdujW2b99u3mYwGLB9+3Z06NBB8JhOnTohISEBBkNZ5/fixYuoVq2aYJDjTOMCfsJPgdOsSsUS9RipQIfxjEDHZKrue85P4j1UyujYhmVZi8+DZ/3+7cX9fGsZFpTPcRyGYfDee+8hMzMTp0+fxsGDB5GWloaZM2eqOo+3X5v8hVRQwqW0rLJLyy+LDIEUxbLAo4867vkJITZRXXVt/Pjx+Pbbb/Hdd9/h3LlzGDVqFPLz8zF06FAAQHx8PCZPnmzef9SoUcjMzMTYsWNx8eJF/P777/jggw/w+uuvO+5VKBTJ5KK15hL6a3eZt1FCx37WQ9c8t6MrVXKaykvbxriCeNl714q5hAiUDffylKGMttIxllUFWfqsOFhgYCCaNm2Kdu3aoVy5cjadw5uvTf5ATVBy5qZ0oQdTWWWXl1/etEnd/jt2AOvXO7YNhBBVVM/Ree6555CWloapU6fi1q1baNmyJf7880/zJNCrV69CoymLn2rVqoW//voLb775Jh588EHUqFEDY8eOxTvvvOO4V6FSOc7kYgp0bOMNxQiEBECPUlumphXmAsHhjm+Qj+BW2lsXNBOZbDm0KloMwAcCHYvPdwD0VF7aA/nCtcmXKQlKTEOzVu5PltzXVFbZ5eWXH38c0GgAg4pr3HPPAX37AjYsgEsIsZ9NxQjeeOMNvPHGG4KP7dy502pbhw4dcPDgQVueyim4Y+6pvLRtuJ1XoTvenkoHvcXSj2VEW71nHrD9feDZpUDzfk5qmfdiWetgppLABH5vpbUK5PU0zNFDefu1yZcpDUoS0/JwODlLdL+2dSqaAyJT+eV9Cem8TJGWYdCpYaTj57RotcC6dUD//sqPYVljsLNhg2PbQghRRPXQNV8wLOAPdzfBp1hmcDxlwVAhlp1WLtHO6/b3jf/fpHxytL+RyuJ5e9bUOqNjoFk6hKikdE0YuczPkI51eT+7vPxyv34oHDde3TfATz85bG0dQog6Ti8v7YkqMGXjdr29E+YuksUIPCzQKWG10DHGNlp2WrlkO68a+0uV+iZW8n31dgHgZywpo0OIbRYMjMHotcd5VdcsgxK5zE/TGhG8n91RfvmVB57DU82Oo9+ZHcoPCg5WN+SNEOIQfhnocFGcYxupOTqeNnTNwGmtVDEC2WZraIy1mACL4Ytc3j5Hx9MDeUK8hZKgxNbhaK4qv2wqqrD/0dHoe2aH8mExLAtUqaKuRDUhxG5+OXSNi9bRsZ8OpbwhYZ42dI3lBDpaRiqjI0Pj9/cFBLEGA+brvpbaw2VtcQbLbJWnfb4J8Tb1IsMQ1zhaNDBx+XA0FUxD60oDArG0dR91326pqcD338vvRwhxGL/vuVGYYxsNU/b1/p5uDZ7W7kP/4mkoQLDHZXS4JIeuyTVbS0PXhJS/sQdRTI67m+E0AYxl+XQqRU6IM7ljOJpS3KF1s3uMwJPndqNagXjxBCvx8cCgQVSFjRAX8fuMDkU66gl18ppprqCn5ggAzxvaY+B8zCXX0ZGdo+P39wUEMQbxYWuA9/+JWQbHDFgqL02IC8hlftzBsqhCp9dXqL+1N3Wqw9vlLIlpedhxIdWxi68S4kJ+H+h4eyfMHcRuZoczxpS+pw3tCWWKzP/WQbxTLnuTngIdQfoA6U6I98/Rsf7MUNU1QvwXd2idQaPF5w+pKDcNAB98AOg9u4BLdkEx4pceQvd5uzB0+WHEzd2J+KWHkFNQ4u6mEaKK3/fcaI6OemdSctBcYHsIjAGFpwU6XHZlm2jomiC9znPutjqDZRaQAUtV1wjxY1ZD696MBaquV3eSOnWA69ed00A7JKbl4UpmAb7+JwHHrmbzHtuXkI7Ra49j5fB27mkcITagQMfdDfAyRaV6PPXVHiQFWz9mypxoPfhut2RGR+5gyugIYlnpvyJvz+hYD13z9vIKhHgPU8fbk+bpmPAqvf3wA/D888oPTkkB3nwT+Owz5zROpeyCYoxZe4JX+tuSnmWx+1IaktLzPe53QYgYGrpGkY4q+UXi6fZgGBdE0zCem9GpxaSKLhoqO8GcAh1BYsO4dChFK+YiguDdQx2E5nVRRocQ5/K6oVPPPQc88YS6Y+bP95iFRMesPYF9CemK9k3OoPk6xHtQoEM5HVX0Blb0HQv1gqFrnwd+je90Hwo+9tt/NzHgmwNIzS0UPpgCHVU+1X2NjUHT8Zj2sLubYhfLNYKMGSqKdAhxJqGOt2nolDM4ZNL95s3GtXLUqFzZ9udzENPaQHqFd3DqVqZsDvEeft9zo4yOOsZAR/jLsGyOjmd3Ajtrz0AoyfDTMeN46Rmbz+KrQa2sd6BAR5jIxbG39qCLG+IcARaBO83RIcS5TB1vS84YOiU0ZKtLoygsGBiDiFAb5mXeugUEBCgvNpCXB4wdC3z+ufrnchDT2kBy5BZtJcQT+X1Gh6hjkOjhhTDGFLynlZdWKyOvSPgBKkYgwrd7/YJV13z7JRPiVnIdb0cOnXJK5mj4cHX7f/GFw4aw2ZKZ4q4NJMVTFm0lRA26RU1UUZbR8e5Ap0RPvVg1fL3UslUxAsb3XzMh7iTX8XbU0CmnZY7mzwcWL1Z3TLVqQEaG+ue6x57MlGltoH0J6bzha1qGQas6FfBaXEOPLAZBiBJ+n9Gh8tLqGFjxOTreMnSNz7qtxaXeHai5GuNNv24bWBcjoKFrhDiT5aKcJlqGQZdGUQ7rcDstcxQSAvTureoQNjMTtxcts+35YH9mirs2kEmnhpFYEt/W4xZtJUQNv8zoGDjlcCnMUadUYkn4wHuTtr1l6Now7R94JWAzni/+H5LZaubtJXrvaL/H8PFev2VJcobyOYQ43YKBMRi99jgvQ+HooVNOzRxt2gTUrw8kJSnanQFQedTLGKxtgi9eaKNqfpAjMlNWawNRBof4CP8MdDjhjcbvc1rqGCSGrgXdKy/tLeumTNV9DwCYErAKw0smmrcXU6Cjiq93+3UMlZcmxNVc0fGWGrLlkEn3iYlAWBhQoGyyfwBYTJnUH6M1G1UtyqkkM6X0tfDWBiLEB/hlN587+IrKS6ujZ8UDnUB4V0bHxPKOvWhGh3q3fqka+OPmjQuG0meBEFeoFxnm1KFTYkO2HJY5yspStXuDzBSU+3W9Q4sJUDlo4s/8MqPjLRkHT6SXGrp2r2aztwU6lnhzdHjBDX1uBPl4AFhHk8r7mQFLHwVCfITTM0eBgarKRzMAFvw2F7tTxytuh9MzU4R4Mb/M6HADHclaBGd+BvbOd3p7vIlkoHNvjg7jZYFOBSaP12Ze1TXWu16LW/h4oCPE/14xIb7FsgyzUzNH8+erWkhUC6DNOyNVPYXTM1OEeCm/zOhwSQ5cWz/E+P96sUCN1i5ojeeTCnSC7mV0vKvqGvCgJgkrdB9jcMkkAEAJL6Mjlt0hJv42jMu4YKh/vWZCfIXDFwhV6tYtQKsFDMpunpXfvAnYsAHo10/R/q4qJpCYlocrmQVW5xfbToi7+WWgo2VYTAv4DjNKB8ukdO7JS5Xfx08YJOfoGAMdbxwa2FV7Eveazy9GQBkdYsE4R4cQ4k1MHfGvdyTg2JVs3mOmMsxqCgDYZNgwYMkS5fsPHw4884wxQFLIWTdhxALEWU8/gP/9ctr1gSMhCvlloAMAQwP+wvzSZ8GggvzOBuuqS/6qVC9Vdc00dM27iQc6LHD9CHByHRD3HhBSwdVN80x+mN3ww5dMiFcS6qBbkivDbJmtsDl78cUX6gKd3Fxg507g4Ydld3V2pkpsnZ4+X+1F7t1Sq+0uCRwJUcBvAx0AqMPcBsPUlN+RpUDHRHLoGlMCgAXjBStINmKuiz7Grz9gMXRtyb0LjqEUePIz5zTOy/jbMC5aR4cQ7yHUQRdjKsNsCmQqhQZi3taLvOChYqgOWQUl5p9VBRMhIUD79sC//yp/Af36KarcJrVgqL0Bh9Q6Pdz3grtd6fo9hDibXwc6tZlU3FCyI2V0zEoNrGTGJtCiVLOn+jvobcnHU3MLER0eLD50Lf2SE1pFvAEDFga54I5lgZICIJAu8oS4i1gHXUylUB3ilx6SPMayY686mNi3D9DplKeFs7OBp54yLkAqwhELhkqRW6dHjJr1ewhxFr+sumYSyhSCUTJHh+ZpmOklFgwFjPN0vHGOjqW31v9n/Ifl0DUTjfIx0z6P/j6s/fo68EF14NZpd7eEEL+ltIOuZRh0aRSFeVsvKc7+mHCDCWVPpjUWGVDjt9+Au3dFH1ayYKg95NbpEUPr9xBP4NeBjg4KMzWU0TErlRi6BnhPRkfO+Vt3jP8Qq7rGUKBTxvsDW4c7sdr4/33z3doMQnydZZloLqUd9E4NI/HWI42w+1Iabx0aNVQFE337AvHx6p7gzTdFH3L2gqGmdXq0FjeGtQyDiqE6we1dGkVRNod4BD8PdEqVTZynOTpmeoNBMmNjfE+9v+NrMAV0Yhc9jV+P+uTx/t+2Oqo+35TtIsQpsguKEb/0ELrP24Whyw8jbu5OxC89hBzO0DKpDnrbOhWxfGhb7JjQDSuHt0OmwFwTNVQHE99+q27/xYuBjRsFHxJ7nRoGDgs4xNbp2fR6Z1q/h3g0v+6tBUCvqLo0ZXTKyM3RYSD9uGdjYaoZZ85c0dA1WYzfFSOA8uiOvjsIcQqhyfd7L6Xh5e8OY/2ojuZtCwbGYPTa47w5LKaOOLeAgK3Ds7QMg04NI9UHE4GBxizNZwqL2rAs8OyzwE8/GTNCFhYMjMGo1Uex/3KGeZuBBUr0BuQUlNhdeU1qnR5XrN9DiK38OtDRQa9sjo7BN4ZjOYJU1TXA2An01oyODnqU3PuTMAgFOtx/M36dDOXzzl+3a1BGhxCHE5t8bwBw+EoW+i/ajyXxbRERqpPsoHPLRJuyIvsS0iWHr1lWXbMre/Hpp8DvvwMXLyo/ZtAgID/fam2diFAdAjQaaGB8H0wOJWU6rNSzVFntepEU4BDP5OeBDg1dU0uuGIG3BjmA8fNgCnTMFzpuR5V7d54yOmYs/KszbywvrfBzToEOIQ4nN/n+yJUsq849tyMutubM7KcfwHsCi19OeOQ+ZBQUmzv4Ds1enD1rzO4YFH5XFBUBM2YA77/P2+zMymvOXqOHEGfy60AngFGYqfGzoTlSjEO6pAMdbw12AlGCAgQD4GSueBkdTqBDxQj8lro5Ot75t0CIJ5MbZsaywO5LaTh5LRsP1qpg9bjYmjPv/XLanP05mJgBBkD7+pWdm73QaoH1643D0pSaPRuYNo2X1VFSec3WNjtzjR5CnM2vx9/oaI6OarJD1xh47RwdbsU44UCH89pv/gec/NFFLfNwftiZV/ySKaNDiMOZhpnJdWDe/fmU1TZT5sNyeJop8/HftWxM+/UMJm88hUkbTwkWOXC4vn2NWRqlDAYgNpa3yVmV1+TeL8VltQlxE78OdAKgB6OkW05D18wMrHyxAa/N6DBlFzLZoWuZl4GNI4DrR1zUOk/mnb9vW6kK5Om7gxCnWDAwBq3qVJTc5/SNXKuOuFzm471fTolmL2wlVQK77InfA8LDlZ/0wAHgrbfMP0pVmFNTec2yrc5eo4cQZ/ProWs6lFJGRyWWlQtkvHnoWllGx3zzSmzomklmIlCzjXMb5uH8LaHDgFX+mum7gxCniAjVYcOojuj56S5cSs0T3c9yyJZc5uN0Sq7VNlP2YvdFY2ZD6dwcVXNbtFpjCennn5c9r9mnnwIdOgD9+gGQrjBna1vfeqSR5HG0KCjxdH4e6CgdukZV10zk+nfeGuQAIoudig1dM9HSREz/y+jQOjqEeIq5/R9En6/2iz5u2REXq66mZRg0qVYep29YBzom8csOmf+tZDK+6rktzz0HfPEFsF/89VgZPhx45hlAq5WsMCdHrK0ARN8vm8pqE+JiNHSNhq6pw8pVXfNegRAYg80LbgRet4YCHT+LcwCAqq4R4iFa1KqIjg0qCz7WsYF1IQFAfPHL2c80V/y8csPZbJ7bsns3EKDiHnRuLvDCC7xN9SLDENc4WtVwNam2TnjkPloUlHgt/87oMEqHrlFnxaRsSU1h3l51zYpcRkfj139CRn7WmVc3R8e/3htC3EFsKKnYdqnMh5K1dAD5ss02V0HTaoHVq43ZHaXWrTMOX7s3hE0tubZmFBTbtSio1Po7/sDfX7+7+XUvTccdqnT6J6DkLhDzovWO1Fkxk5ub4NWBDlNqnZ3g/e4FXpfBiZV4iIeioWuEeIrEtDwcSMwQfOxAYobk+jFCZaKF5rlIEQtYlFZBE+wEDxgAfP65uiFsL7xgHsKmltK2qi2r7Yz1d7wpaKD1hzyDXwc6AdCDYRhjxmbDMOPGBt2B8Or8Hj0NXTNjFQxd89bhazbN0Sktcl6DvITiYVw+hMpLE+IZbM2cmDrMWoZBSnYBAAYP3Vszh5u90DIMb26OJbHJ+FJzgTo1jETFUB3ilx4S7wTv3g2EhgLFxTLvwD3FxcDAgcCP6pc9kGsry7LYcSFVdXDhyPV3vDFo8Pb1h7wpqJRCgQ7A74zkpRoDHS69/921330xDZM3nsLH/R7kjc01sH48dE3odekVXoR8mLf+vm2l6vWKVF3beuYWKpcLQmuL8rh/nLqJ2VvO4ctBrdBSYKFDQgif2vVjhDrMXB3qV8aiF1vzshe2TsaXqoI2eu1xq07w3ktpeGHJQSwY1Mp43rVr1S0kun69MeAJDFR+jERb29evhBK9Ad3n7TJvUxpcmOb9WBIa8qekQ+1tQYOa1+9pvDGolOLXxQgCzeWlOR2X0kLj/7m3bPfNBwoyHfa8aXeKUFjimVmirPxi3CksQfyyQ0jJvosXlvzLe9yXu7SU0bENK7OIrK9hoOLvQCAbfC2zAK98fxTPLrQeljJq9TFcz7qLUauO2tVGQvyF2vVjhDrMXAcSM6yKDIgVL5CbjG+aC7RjQjcsH9oWOyZ0w8rh7ZCRXyQ4+d8A49o/5kVKH+1tDF7UGDlS3f4SbQ3QaHAoid/3UbKmUGJaHn47eUNyn+SMfGQXFCN+6SF0n7cLQ5cfFl2c1RsXLfXm9YekgkpvZFOg89VXX6Fu3boIDg5G+/btceiQeFqX64cffgDDMHj66adteVqHC0TpvYwO54+n5O69f1h0ZY4sc8hz3sy5i7azt6HzRzsccj5HKizRI2bm32g+favoPvJD13w4oyMU6Phhto8ARaUKh6QJDF3LzC/LApbohc9TovfOvyF385VrE1FHaSAi1mG2ZNl5FgtYlN7dtqyCJtcJBjgdy379gClTFD0PAGD5cmDjRgAKFyoVaSt7L4hQE1xwA5fP/r4k+Tx1K4cp7lB7Y9CgNtPoKbwxqJSjeujaunXrMH78eCxatAjt27fH/Pnz0atXL1y4cAHR0dGixyUnJ2PChAmIjY21q8GOFMQUG+foQCDQsfwiLJH/YlJizyXjH3V6nudlAm7nFircU/oiUQ53JR/3VDpGIMvG7agKFR7Qe97v0fX8q1POgMXui2lITMtD/ahykvvm3i2G5Vrn5YIDOI+XoHK5IKvjAjTeOtPNfXzp2kTUUbp+jJIAw0Robo/ayfhi5DrBgMUQp2nTgI8/BoqUXW8Mzz2PoV/vwq7LZdkYuaFHlsPHbJn7JJctA4x31zs3ijIHUpaEhnY5Kmhw5ZwTuXlPnjpszeZqgR5MdUbn008/xYgRIzB06FA0bdoUixYtQmhoKJYtE8946PV6vPDCC5gxYwbq169vV4MdKdh0B58b1JSKZHTuBUAf/nEe3T7ZgZy7tt3JN3jwMJ8QXVm1FrF+ltwk7F6aw3hLt8GBrXId2YyOUPaGhq6pmJnvG0wZy8W7E2X3zcqzvnmg4QyxEfseCdBSoKOWL12biG3k1o9REmCYOPOOu9hwOyHJGfnGSmorVyo+v6a0BPPHPMLbJjb0SGz4WKVQ6Xk+lu+P0mxZRKgOCwbGqMrSqB2eaEnpEDlHs3XIozt5ayZKiqpAp7i4GEePHkWPHj3KTqDRoEePHjhw4IDoce+//z6io6MxfPhwRc9TVFSE3Nxc3n/OEITiexPruRkdkazGvYzOol2XkZxRgJX7k216Tg+Oc3gYkS9gFqxkMYK3deorvngK2QVDBTM6NHTN35g+/0qGrzGw3oflfKZyCwXmhQHQaf16+qRqrrg2ueq6RJxHaYChpPNsL6FOsBBzx3LAAKBPH8Xnr1CYh/f+Xmz+WWzokdjwsXlbLyoOLoyT15XN38gqKEFmQbHqDrUtQYNp6N6IlUesCz8kpOGFpQeRlJ6veIif2qGA9g55dAd7g0pPpGroWnp6OvR6PapUqcLbXqVKFZw/f17wmL1792Lp0qU4ceKE4ueZM2cOZsyYoaZpNglmio3FCDgdj9uZ2Xjps1146+F66MXduYQ/HEtsbL0cubsd7qSkZSzru1W2guSKEQgFNbs+BOImO69RXsE3Pw9yipXM0xGYo8N9t0QzOjR0TRVXXJtcdV0izrVgYAyGf3cYR65kie4z4ZH7nN4OUyd498VUTPn1DK5lFvBuhAoOcfrlF2PAo6BAAQPg5WOb8FHcEJQGlGVnuEOP5CqDbXqjEwAIVo3jGrP2BM7eUB74J2fkI65xtKqS1kqHJwLylfUA403n0ynGwg9cQkP87K1C5qghj64iVS3QGzm1vPSdO3fw0ksv4dtvv0VkpPydC5PJkydj/Pjx5p9zc3NRq1Yth7cvGMUAGOCPieZtvx5OwMXsuhi95hguBnN2tpijIxawnLqeg2oVghEpMO4e8Oyha9yXpBdpp+e23n6BjMzQNQfN0/I1rAcH785gCvQVZXRYA3ZfTMOhpEy82fM+aBj+39ndYsrouIMt1yZXXZeIc0WE6vB694YYuvyw6D4ZBY5dNkBobohcZ1y0Y7l2LfDzz0Cp8HcHFwNg1zcj0On178zbuJkSueFjGfnFssGFWLAkRcsw2HEhFRN6GQNK7vEP1oyQLGktFTSY3uev/0nAsavZqtpkIlSy2hNLWztzvpGaoNIbqAp0IiMjodVqcfv2bd7227dvo2rVqlb7X758GcnJyejdu7d5m8Fg7BwEBATgwoULaNCggdVxQUFBCAoSDhQcKRjFqFZyBTi+yrxNozcOXbPMWmRm50DD+fITSuicup6D3l/uBcMASXOewM2cu/j95E0MaFsL4cG6e8d5bqfQtPDjPN1C6FCKMSVvwHLVHF/O6OjkMjpCGPWrUPsc3/w4iDJ9/osVZHUZ1mBebPBQUiYup+Vhau+m5sfFYsTrWQUYsOgAXu/eEF3vi7K/0T7OFdcmV12XiPO5ah6CVCZAqPOsAdC0enjZOjpCtFogJgY4LB6ocVXPy8ATZ3fiz2ZxVhkipe+DVHChpsCDBsZONHcB1g71KyOmVgUcv5YNAOb/c3GDCluCRjUsiyHYsh6OM4MQV65x422ZKDGqbhsGBgaidevW2L59u3mbwWDA9u3b0aFDB6v977//fpw6dQonTpww//fUU08hLi4OJ06ccPvdsCCUIJjlz8kJYYTv5Jy+noWnvtxn/llvsO7krDl0FUBZ52XANwcw6/dzeO/n0+Z9DC6++61mvR6WBQZod+BZ7R48pT2AaGRb7+PDvVqt0GuTC3SCI5zTGDc6eyMXT3yxBzsvpAIwfobuFkt9jnz3MyGluPTee3I3G9j3BZCTYrUPg7L37VByJjLyizH2hxPmbWLvXG5hKQ4lZ2KwxIrspIyvXZuIMFvKJQuRm4dgGjZlz/MkpuXhxaX/Ym8Cv5O8LyEdL688LLmOjqx//lHcDgbA57/NRZta5fHWI414r8sR8zHUFHgoFxxgNVz3QGKGYHDDZQoq+i/cL1hQQEm1N7VMxRDUFE0QKnrQf9F+hxY98LU1blxB9dC18ePHY/DgwWjTpg3atWuH+fPnIz8/H0OHDgUAxMfHo0aNGpgzZw6Cg4PxwAMP8I6vUKECAFhtd4cAxgAty7+LH3Jv+JJl1sIADa5yPvCWN3N3XUzD2nuBDmBcL+dapnFej6nDCLg20Jm+6QxW7E/GH2Nj0aSaZZFbayyAj3Xfmn/WCE6ktszx+A4t9HhYcxSvBPyOCSWvGjfKBTpyj3uhl787jBs5hRiy/DBOTO2JLh/vAAtgx4RuIkMy/TXQufe7/20scPYX4OhyYAz/YsPI/L372ag/p/KlaxPhc8ZdbKF5CO3qVUKpQXzYlK1t5dKzLA4ni88PAhSU8C1XDqXh4QhQWBAjAMDUT0biiasfm7eZXpe98zHEyiibaBhjZshgMCA5076lJ45azKval5AuO9/KVl/vSECrWhVlA7ldF9IQoGEQ2yjqXhDC/70fTs5Ct7k7sHNCnORnyDILZPpZywB61vgeqinJTcqoDnSee+45pKWlYerUqbh16xZatmyJP//80zwJ9OrVq9BovGd8eZDBIqMD4YyO3iL5ZWBZsCyLDUev4/6q4Vjz7xXe449/vkfwPK4cubbiXmW4+dsu4puX2sjubznXQiPQgZVbMNSbjQjYghHYAgCYEfAdgGEKAhnfey9S75SVzE5M/3979x0eVZU+cPx7Z9J7B0JJQu+9SJWigmtDUJHdFUHsFBXZXSvq6oprWfvqzwZWsIG9swSkI0UISCckkASSkN4mmbm/P4YZZpLpmUl9P8/DQ3Lnzr3nlsyc955z3lNmzgx2LLfMdqDTymrrdcboHPrB+P/ZuummFSf3T1NqIa3RG5j22iY6Rofw6l8GA8a5tYKayfVtad9N4jxfjJGwNQ7hkS/31Xs/3mhdcKXr3K//28X4oV1cfvDYO30/9//vbZZONGYYtDyu+o7HsBUsmUQG+3PMS5NM1v401auqT4IcgJ0nCs3nx1Egt3xTOss3pRMR5Gc3i2ZBeTU3v7udT+8YVec1W4FxdIg/BTZagfq2d/zAujnOcdMQPEpGMH/+fObPn2/ztdTUVIfvXb58uSe79JmAWl3Xgs51XatdmZ+k3UVcdRF5GLsq1RgMbDqaz98+2wPA2G7WA1qtbtJzm1p74AxPfW87A5AvlTvsdmSkqipPfPMHr1ssC1Cq69Tjm0mdp95ilHNPypy26Pi+LA2txiIat7ze1/3fZl77y2Au7deuEUrVdJjH6JgCHQdzKTl7KFBSWcOP+3K4sHs8Qf4NP95r9a6TRAb7M7FnG/7ILmHPySL2nCziyn05nCqo4J/f7OeKXlENXi5PtaTvJmHkyRgJd5jGIXhjP+4MzB+WFM3OjEKPJ5NM6pRAVkgM7cvPOl0XjD0xbt2+mmfG3UCNX0Cd46rPeIzaQaOfRqHGoPLftUfqtMI0F5bn595LunG2vIq0U/Zb0OwFOSbbTxSwclsGIzrHWp1nW4GxrSAHcJrZrjnOcdMQfJp1rTmYd3qJ1e9BmAKdur4IfJgxVS8Bxq5rlk8pHAUTpo+xOctdGzzobWVVzrOzrD+cxw/7csAi01yAjcH5Ki03GYGlKs6l42yFLTrWrI/vjg93kv7UZbXWaOnnwLbzyQjsH78Gxw8Z7l+1F4CZwzuxdFo/bxXNJaaurQCd40M5lnv+8+y293eYf/5yd1aDlksISw01U7s39uPKwHxTMOONLmOz//Mly24f63KrjgJ8vfwuLr35NfMyV8+fKwPsLYOlY7mlTrvoeUv/DpGknSrySY+ZBSt2WgU4STEhbiVgsHTfuc97U7fB/LIqtxIoNOFcVk1aqw90agvEdosOQAflfNS95Vg+PduGm393FEyUVtXwpguzqPuKsxadymo9X9mozNiaQFNVwYXJnJu9KvVcX1pnTVgtpIlLV2Pg498y6RAdbLXc1uFlF1XQLjLY8UotmOn2d2UeHa2LY7hWbMto8EBnucWkx5ZBjhBNSUNlSPPGflzpGGkKZryRwvfFG0bw/WfXc+kvK10OdnrmZ3LpH+v5vtc4oO5x1Q5oCst13PLeb1ZBi+W4JXsBkKfBgCf2+SjIgbqtKBleOK6NR/K4/YMdlFR6d8Jx6bpmmwQ6tQRh7IbirNXieF4Zj3y1z/y7s2DiX9/9Uf/CeajMzlwdJn/7bA9f/24r0LHVotM6KrXmRAwutugYDConzpbz989+587xXZnQM8G3BfSytQfP8PAXaXWWP/fToTrL7vt8L+/eZNFfvdUFOsbjrXHhm1VrK2W5EMJl9ga7u9PNq6H24+zbYum0fswc3slqWX27jI368l1OpWykw5lMl96jAM9//Ry/9BzDyO5tHKZoHtk5lj+yiymslSlt45Fc7vhwB7oag9UYGcsAyJ1sbPWl9+FXUO2PeW/sSq+qbD6W7/XETv/9nzGBgrfTTDd3MjKzlgBVx3jNbgZpjrj1PnsznDcFtlIDq6rKo1/t44MtJ2wGOQABio1AR4WW310LwpQK0Fe7MEZH5aOtGfR99EcueX4d29MLGq2LYn0U27l/Nx/Lr7Msp6jSxprCFj8nXdeEEM69PHMQo7taj4P1xUzt9d2PswpV7RZzS6bU2esPnXGa2toyzfbCFbuZMPtVqtyoNgepeubq0q2Oy9ZYkc3H8usEOWAMLDYdza+TCGDD4VxzmuOY0ACipcLtkLdrUjszCiXNtA3SolNL2+qTLA942vmKtTTlQKesqm5la8/JIquuK7bY7LpG6xijM1BzDP6dAlOedLKmygOr9zZImbztVGEFuhoDKXGhbl3RuplnWv79YMmdp3A2J6FtApryxMVC1NZQM7XXdz/OWnRqtwIfyy1lf1Yx725KZ7uNQfu1U1vbTV2taLjrqn/w2pdPufz5dN+Pr8HzC8zl8MZkmwYwD+B/5Mt9Xp0/xlsSI4PILqps0t9aYYFaSm3U25wxJVD49XAuY7vJRNMmEujUEmZwLS99c2JrBnc/rfOPQ1td11pVNyVdCexe4XgdF89HfmkVX/+exdRB7YkKCfBC4erHYFAZ/ZRx0rm0xya7FasY6rTlt6J7AlAU1eXz5d9EW3ScdWcVoilqqJnaPd2Pq+N8nM21Y1I7tbWj1NU/9BzD13+M5spDG22+Xscff8DHH8OMGV4fT7PlWL5XAidfyGrAHgmeBixfLxgLYJ3B7n9HbAbDttzw9rZ6zzPVkkjXtVbi69+zePyb/eZKqr/W+aW39TTa2KLTingp69qt7+/g0a/3M/+jptGs/M7G4+afiyqq3ZrI1tZcAq2RK38HGqVpnqtSJ6lQhRDus9ddS6sYW2dMwZOrc+1Ypjg2tbo4+vy9+6q/U624Ua27/npYtcrr42laVR3BAXeDHK2imO+TlLhQJvRIYGy3eJJiQlwOckxMQbKQQKdV0BtUFqzYxdsbjrMr0/jH4kpd1W7WtSbd6OtlBsdN79V62x9ktVs9THMJbKjnRHLecKa4kie+PZ8cQ6u4d0XrdntqRfcD5+9/bx/1rw34BNSVlPNCCNssx8hYWrhit83uWhHB/ubxMK4ELLWl55e51Opi0Gi564rF7n02zZhB55hgxnWLR+uFlKrDkqIZnhJT7+00Z1pFcTq5py32xoN50uJmGSS3dhLotDKz39nOG+uPcjyv1Om6NpMRtLJKLXqdw5frdOMyLXfwJZZXWoXaiK0iuaXWE1yqqG71Pqu9bmMeS0tyw9vbGmxfVS6kxhZCWCss1zHr7W1MfG4dc5ZtZ8Kzqcx6extF5dXmAMbWX1ZBeTVny43fJZ5UWpNjQ11udfmu1zgOxHZyvqJJTQ1cd53NRAwjO8cyqkus1bJhSdGM6hKLrd7v0SH+vHXjMDrHh9EtIcz1MjRjXeJCGZYcbbVsdNc4/jW1r1vbeX/ucN6bO9xmV7P6tLil50ugI2N0WpmSqhqe/O6AS+sGSosO6B0/+bZ3LhydoaFP/MLVg9rz/IyBnperHmpXcg2qewFs7RadVnU/0PqOVwhhZKvLmamL0LXDOjh8r2mOE3cqrbVTW9tKf23LFbNf4NBz01BwrRuZumoVgR3/wXsv/MdmIob1h3LZlVnA4E7RjO0WT1F5NTe/t91qbp1hydG8NWuYuaI+c3gn/vnNfpeP1RN/v6QHr68/SnEjdsU9mlfGW7OHAdQ5b65cL9M1dpY8oG9iBPuyit3+9vHWPFPNmQQ6wi7TXDKqqqKca9I2qK2s/22u4/mP7J0LZ2NeVu861WiBTmW1dXc7VXWvRcfqQ9tgILT0hJdKJhqKNMIJ4R57mclMXYQKyqtsvOs8U4XT3nw9ttTuyvTyzEEsWLHL6UD/Gr8Alo28hps2f+ZwPRMFCHzxeRg9kpRrr3U6t46iYBXk9E2MYPbIZM6W68yBTpd431WwTcHBnRO7cufErnz2WyZ/+2xPoz2CSs8vY0KPhDoJLFy5Xo7Sl7uatMIWb88z1ZxJoCOs5KqRxCtFwPlKvEHF3Ezd6rquOaGxk1DU9P1lGSQ2FbVbdFTXk4gB1t31DP97gj4HX/FSyZoHU4tO07qq7nEn+YQQwnmXs72n7GdsHZYUbVXhtFUBHpYczY2jkokM9qfGoNpMbV07/fXCj3ZSYmPAu1aBS75+lxODfic587BLx6cA+rlz0U6bBlotYH9undrSsoqZd27g+6gusaiq7fW8xTI4KCzX8a/v/mjUmklybCjHcks5cbbc6rqZrte1r21ix4kCq9qCAnRNCOWxq/rYzYzmatIKW+wFULbK2dJJoCOsWHbLMQ+6Vi1yrbW2rmtO2KvsLv70d24e25lb3vuN+y/t2aBlcqaq2jrQOV1c6dY4G8unkJoNz3mtXM2F6Zo357+C5lx2IRpDfcZJzB6VbPW7rfl6VFXlxNlyOkSHOK2AmrJyfbdwHFe+uoECiwQIEUF+fLtgLB1jQ+Dg76ghIS4/lNGWlEBqKkya5PHcOpuO+ibA6dc+gjHd4hjVxbqb183v/mZ1/A0tMtiPB1fvtTpuy9TOx3JLbWZMU4HDZ8qY8GyqzVTQ6w6ecev8axUYnBTNnRO62gxibLUOtZYU1BLoCCtai2cOmnPVIcshGa1lwlBX2Usf/M2ebL7dm42qwqJPfm/gUjlWVWP9BPCa1zfTu53rGWLsJWAQzYe06AjhHntdzjQKdIwJ4US+/Raf3u0jbS5PiQslOsTfowqo6cn8qjtHc7KgnJ0Z58fQmAUHo4waBZs2uX6gd94JBw96fW4dgO5twjh02nkiJJOIID8evLwXn/12ku3pBew9VcxrqcfM5ye/rIrf3Ey77KqwQD9KXchOWVRRUye423Ak1zz/kSvn0XK+pN8zC3hwdRppWY7ndOyWEMbhM+fPZa/ECB6+vDf9O0TZXN/R+DLTPE0tlQQ6jaiksprwoKYVSVsGOgoqA5QjcPYIJHQHJMOWO5rqqardogOwP9v1iXIt45xqTRD+hoabgK0pcCXQr1a1+Cv6c+sbUOuR4NIX3R+b6r0pRFNmq8uZQcVukGM5TsJelyF3K6BuP5lfvx6CgozZ1Vxx6BBUVHh9bh2A+//UC60Cs97Z7tL6ZVU1PPXdAYorrMtuOj+X9mvj9TKauBLk2GNQYf3hXPZkFrp0Hk3jvK59fZPV2CdH3pg1lOIKnTkoSjtVzJWvbLR5LzgbX3Y8r6xFd2OT9NKNaMBjP7Evq8gn2/5y9ymP3mc55qS9kseXgUsI+O8w8zKpINli+6SEBTp+jtBYLSO1W3TcZZl1TaO2vvlYHAU6S7//g18P51Jt8QwpwMbEu+7wxd+cPLAQwn2mLmdrF4+nb6LzVvDRXeN4YmpfpympayclcDQHiqPAyCatFj7+2PWDBLjySnMLljfm1jFJjg1lXPcEl7erV42pue2dn/tXpXmtbL7wwOq9FufR+fquBDmWk4o+99Nh/sgusXrd1r3grFWppaeglkCnERlU+PS3k17f7s6MAu5auduj92osKnHdlcw6r0vXtbrsnY/wIMeBTpmucYKEShstOu6w/NLRtsJAx8TW99b/rTvGDW9vo8bio9WP+gWWf/tsD6eLvdtqJn/BQnhOVVWnXYtM86I89EWa3cDE3QqoJ4ERANOmwSefONyXlV9+geHDbc6t4wnLyjngte02dWlZxaw/dIbrhnUg1MmDT1f1Sgxn8eTubt0LzlqVWnoKagl0GlleaRVTXljPzgzv9TM9VVDh8Xstu67ZnDBUakh12HtQExKgdfg+QyPN2VhTz5ak1j5Gx5VkBKrFXaGtZ6Dz+c6TPO7l+Sjk71gIz7ky7qLGoDqtjDpr1ahdAa3Xk/lrr4XJkx0X2tL27UTOvIb35g7nvZuGOV//nFFdYhnZ2XqS0doZwCJD/Hn0yt6ul6UZm/XOduZ/tMtrc/2Yuqjd+dFOh+ttOZbP2oNnOJ5XZrd1rnYA2lLJGJ1G9s2ebABm/N9mDv/rT17ZZkxogMfvtey6ZqvLjWpVhRPgYNJQJ5VJ04BwVVXZc7KI5LhQIoN9P2arvj0RnM390NK50qKpt3iGpLWTgtwd3m7RkWQEQnjOlXEXybGhTrsE6VXVZoIDe3OgRDv5fnD6ZH71aghxY+zNV19BRQV6Jx8XS6f1o21kkNX4I1sTj1pyJVjUKgoRwX4UV9Q02e+d8EA/SuoxnsdTB2p1Wavt/lV7zT+P6xbPv6b25cEv0qzG6jiaw6clkUCniah29knihkA/zxvqnAY6kl66jqf83uRvNbfXWV7tpMnm498yuX5YR6a+upH0/HLaRwWz8b6Jviom//7hADlFlXRrE1av7TTR75sG5N4J8PNCoJNfpqv3NizJNRTCc6Yn5PbS/5qekjsbC5ccG2ozwYG9Cuh/frY/J45LT+aDg+Gqq+DLLx2vZykpiaR9xxyuckHn2Dr7NqXAtuVYbik5Rc4f3ozuGmezgu6pp6b1IzEqyOVkCJbGdYsnr7SSP7JLrL4BynQ1RIf4U1Re7YVPet/YeCSPB79Iq5PSvKW35JhIoOOmFCWb42q7xi6GQ573LFLRWqRLDqDxctM3J9f6refvNbfWyayldxK8PvX9AQ7mlJB+LmPPqULPuxy64rXUowCM7xHvZE1RX5aNZvXtugZwLLeMI2dK6ZpQvyDVRJIRCFE/L88cxB0f7qiTWnhk51hzkGIvJXXtFhtXKqDO5rVZfEl31wr+xRcwZgxs3Oja+rm5dL75L4y78kGXW57ssZUxrjaNAr0TI3h55mCr8+Ms7bJWUeiVGE6ag4lb20QGmZMh1D4WR3q3C6e4opr9NlpRDOcSJgzsGMXuzEKXtueOuFB/8srqVxernV2ttQQ4JjJGx01rA+9t7CI45Wm3FE2tJ9X+Nlp0DKoqLTo2+NuozLryIfpHrbTOP6TleK1M9qTbG7AqXKLU+t/2OuevvZ/ined8e08VemU7IMkIhKivyBB/PrrlAtYuHs9T0/qxdFo/1i4ez4pbL7BK7Wtr4L2tFpuUuFAm9EiwWwl11tUrv9yNVt9169zuwvby1J4uHYcjtjLG1Tamazwfzr3AnJLbNM7EVoax2mX519S+Drdt6trnbjKE/dkl7D5Z6HCdGr2BtYvHs2zOMJfHNLnSBXLGsE4ubcsVLT27mj3SotMCeRro1B5LYC8ZgYzRqcsPPTqs+0/XuNAdsfa1uv2DHXxy20iGp8R4tXyW0h1MbOdMBKV8GvBPSE2D8f/wYqmaj8BzLZ3mK6doQDX+7diaM0fjpQ4Nei/2i5AGHSHqx3JenOuH26+MmlJS17fLkFczZ2m18NZb8Oc/u/yWyMH9eO/ECY+Pw1mLlAIMTYrmvbnDKSzXMevtbS53V3t/7nDzRKmutKBZXpMtx/KtxrN4ytTSNKFHgsNyDE6K4s4JXc3nr/+jP9pNVDCuWzzTh3Tg1XO9MeqrpWdXs0dadFogT7N51a6Q2eq6psqzYJv8bLR+uZLdrPZEaAAHclyfvLOh3aj9iR6ak5D6ZGMXpdG8HvACkVjM7q2cz65nGo9j1aLjha5r4N1sd5KMQAjPmCrhtubFccRZi40zXs+cNXMm9Ozp+voZGTB8uMfH4axFSgW2nyjgeF6ZSy0/liy/a11tQQPjNWkbGeTyfpyxbDGxV463Zg1jQo8EokP8mfX2NrtBzvDkGF6eOYjO8WGM6hJrcx1XtZbsavZIi049RFNMIWH1mvXcFzzvumYd6Fh1XVNVUBRJRmCHza5rLlRMc2xk0/rljzPccEESihcnavMWb3XDau4u0uxkPRcbf9FowWCs5GjRU41frTE6XmrR8WJwIn/BQnjG0YSd780d7tN9u5O4wCVpaeDnRjVw+3ZYscIYJLnJlW5aAFuO5bmdeMCypcLUWrP+UC67MgsY3Cna3NpTn3J5Wg57LWD2grnk2GCWzRlhte5rfxlS57q7o7VkV7NHAh0PDVSO8EXgEn7QD+P26nsauzhWvNV1LdBWoIMEOrbYempf7WFfo/WHcvli9ymuHtShvsUy89bgc73atIL6xqJVLK63VYuOabn3W3TqO/+RJWnREcJ99rpf1R7s7Sve6gZnptXCRRcZJwh11Z//DNddZ3yvG0wtUhuO5DpJmOT6Az5byRBsJTwY1y2el2cOsho7Vbtc7iQncKUcJrYG/zvqxpeeXzcpUX160jw1rZ/DrpWtgdRaPHSj348ATNG6n6bQ1zytw9RORhCoWDbFm+Z88bBQLZytyqwrLTr2/O9A/VNpWvLWdbOcH6Y13wxaDOe/jjVaq+Vg/VXtrTE6Xp2otfVeOiE8Vq8JO72ovt3grHz1lfvv6e3ZZJ8vzxzEmK62W1dM3atGuDE+1VZLhaMWN0flGpwU5XBfAzvaf93dFhN37yN3u/JZGtG5ft3eWgJp0fFQieq95k5v81bXNSvmbcqEobb4Kfo6lcf6dDUq9/IEZN56gm+wDHT0rTf9uBaDxeU+/xdhCnh9MUZHWnSEaFxeTQjQVJybW0f98kvXv9sPHYLSUghzL929qUVqT2YhD6zea5Uq2hQsRIb4O0wo8NhVfey2Znna4hYZ4s+dE7oyZ5n9B9d3XdTNPAms6Tp72qrmzn3kLImDPRpgTCsel2NJAh0PlRLc2EWwy9P6kMOxBOeySqkqDNQc8WwHLZitymx96pJlOu8GOt6q1uotvwr1VV7aavNj/VDA4svYRjICb43R8WaLjsQ5QrjP1XlxmpPCch0Lr3iABdsOMCz7oOtvjI2FKs++A/p3jOKbhWPtdsFzNBYpMsTf4xTc6fn2uxa6EnzU7oZW38QSzu6jY7mlfL0ny+G2FGx/v485111PSKDjkWAqiafQYolx5EpT4WmXKcddbIzbDKkuYIn/Ox5tvyWzlYygPip03t2et57g66VFB6gVvKiOW2+81aIjyQiEaHxeTwjgJZbprt2pgJu6RW3469McfGYq/q5+Ouh0cPfd8MILHpUXbI9fAc/HIrnaUmLrXDV0EOvoPnJlYlWTocnRbE8vMP/et30ET17dj/4dorxa3uZMAh0PfBvwAJ015yd2DEJHJYGNWCJrng48rz1Gx3qjxordHcfmebTtls5Weun6KPNyoOOtOrJV17Wa1tuio7XTomPqwmiVdU0xeCWyqM+Yr9qk65poaTyt6LvL6wkB6sndwfeWrLpFabTcdeXfePWrp11/bPvii/D00xAQ4FnhnbAXCNnjLFgxpXS2d64aMoh1dB/Nenub0zE5pmNqSvdiUyWBjgcsgxyASMqaVKDjm65rKlSVEK/L9GzjLdw3gQ9xedUTpKmdvbI9b4/R8UkyAr0bM3G3MFbJCNTzfze2xuh4Lb20dF0Too76VPTrw91KuK/UJ9117a5e3/Uax47tXzA0+5DrBRg82JimuolwFKwsWLHL4bnyVRDrKAivfR+5OibHMgBrKvdiUyWBjhdEKOWcVn03k727PE5GoDh6nwolOQ5eF8/7v8bFume8sq3KGu/OV+OtiV4NEugAxuAlTC2FtydDdbnVcvBNMgLvBjoS6YiWoTHntWls9U13baur13V/fYYjz1zlekreffvg449hxgxX3+FT9oIVd85VfQIHy6AmOsTf7SDc2Tijey7uxpUD2ktg4wYJdLwggoZJKekqz7ulOOm6Vl03v7s4z1tphMH7FVFv1ZGtWnRa8f2gwcBcw6eQucVq+fkWnfO0Xgp0vNndTMIc0RI09rw2jcmVgeqOBt+D7a5eBo2Wey5fxAvf/Mf1Lmx//jNcc43bc+v4Uu1gpT6JClxhq2UxOsSfonLrsazOgnBn44xsBTkN1W2zuZJAxwsilPImVXPw1jw6dTbaisdkuKIK3/RT9gavTRhqFeg4/uJoybQYSFZP2Vhed8LQpth1TcboiJbA15XX+vJFBdSdgequpLu21dWrYOoMDNs/QnvaxV4cBgNcfz18+qlr6zcCX6cGt9WyWFAryAHnQbg7SREcddvML6uS4OccCXS8oKm16Pgk65pqgJpKD0vUOlThvf7g3q6GequObNV1Tde07vuGpFX0xKmFdZb7+TC9tFezrkmc06zJE1wjb1ReGyoY8da4IVcmj3QnU5jdcSmzT4K/v+sfFp99Zgx0rr3WtfUbmC+zqnky142jINxW8NmrXTiLL+lutZ6te2HD4VzGP7vWKshqiDFrTZnL3TCFfRFK03qy7fmEoU7G6Eig45BXAx1vV0S91XVNlRYdMP6tBFK3hdNWNzVvjdHx6jw6XtuSaEiF5Tpmvb2Nic+tY86y7Ux4NpVZb2+r0z2mtTBVXrWKdScrraIwzslkib48l47GDdWHqULt7KGHJ5nCUuJCmdAj4fw502ph5Ur3CjhzJui9mzHUm16eOYjRXeOslnkjq5qzlkVbHAXhpuDzy3mj6ds+AoC0rGKufHWj+R61dy8YqNuS5I17rzmTQMcLImhaFT5PK8mK065rEug4UqV6L9Apqqhmv8Ws0fXlk3l0dr7vlW02R1oMNltAz7foWK/rDXov5qeQZATNk68q0M2Zp5XXhg5GLLssecqVgeprF483ZxCrt+uug6Qk19fX6+Hhh+u/Xx8xBRBrF49n2ZxhXjtXzloWLbkShJs899Mh/sgqsVpmukfdCa68ce81Z9J1zQsilaZ18/ikRUfG6DhV6eUxOv/4fA9fLxjjlW15q1prFQwf/tFLW21+tBhsBjBa8zw6vhij481kF17blGggrXngvSOepAT25bn05bghdwaqe61L3h9/QIjrFXmWLoXXXjOO29HpQFGMAZBWC35+xmWm5YoCwcEQHW2ci6ekxPjhFBlpXJaTA6WlEBMD4eHG17KyoKzMuM34eOja1bjfrCw4ccK4PDDQWOaSEuPvISGQkGB8X3ExKXo9KVqtcZuKYly/oMD4OhiXx8ZCdjbU1Bj3n5QEBw5AZaWxS19srPE4EhLoPHQoS/P8id2zg4TiXAJrdITodVT4B1IQGkF8QR4xVaXo/PyoiIwhqTAHbj1Xn9JojGWotm6F0Wu0vGkwYFA0KKqKgvGfQdGiVY2PHI9x/rvd9HBNBWoABQU9Kn6A9txy9Tk/4/nWao3nNyjIeN7LyozHBOevTYcOEBpq/L1zZ0hOhs2b4eRJ4znQaKBfP5g9GyZNsk5EodfDr79CZub595w6df66JCRASgpMnAjjx/s8iYUEOl7Q1MboeNrDxWGLDmqrzrLlCm8HOpXV3usC4K0WHcfdG1sPe4GOzXl0FG9lXfPKZs5tS65jc9PUB943NndSAjdmMFKfQe+ujDPx+vig4GAYOdJYYXVVYaHzdUzlLy01/rOUWysILSiwvY2TJ43/aqupOR+0ABQVGf/VVnu/JmfPGv+ZZGUZ/5lUVEDxuR4Xp07Brl3MtL0lyLf4WQeU1yqHnQdYWoMeLYBa6/uj9u+23mtcse4LNTXG4A+cX6MjR5zuh7Q0WLECwsLg3Xdh2jRYtQruusv2dantySeNAeMbbxjf6yPSdc0LWsUYHUlG4JQ300sDVNZ4L9DxVr3WcTDcemjR2xyPo7XRdS0A70z+qric69U5iXOaH19njWpNGiIY8WTckCucddXzSZe8X3/1/L2i5SsthenT4e9/N6YZdyXIMcnPN7531SqfFU8CHS9oai06nva/d5x1TcboOHNKjXO+khsqdE1vXh7Hk8q2HhpUAqg7aNnUomN5nhKV/DrrNTa5is2PryvQrUljByP14Wicic/GB2m18MEH9S67aOGee87zp2h33eWzRBaK6kEN6NVXX+WZZ54hJyeHAQMG8PLLLzN8uO3Jj958803ee+890tLSABgyZAhPPvmk3fVtKS4uJjIykqL7wokI9OJjTS/SqVoCznVRKVcDCVGM/S+rVS3+it5qWaXqT5BSbbXM/LN/yPlsVqafXV3mF2QORkzbq1E1+CmGOuUylddymag/0/m0dW1tLatQAwhWdFbLLO8lq+usaI3N1pbLTNfcyT2i+gWj1FS4XC7TPWq5zHQvC8ds/U1ZLqtS/Qms9fdvug+cXR/Hf//BUFNhvUwbAHqd9TLAgBYNzj+XAIqrVCKfKqGoqIiIiAivny9vasjvJvP3UgOel6Ly6jppZ1t76lhPNcS5dGfckDesPXiGOcu223192ZxhTOiR4PkO4uKMT+CF8IW1a41jdlzk6mew22N0Pv74YxYtWsTrr7/OiBEjeOGFF5g8eTIHDx4kIaHuH1BqaiozZ85k1KhRBAUF8e9//5tLLrmEffv20b59e3d332QFWFQALSsJpoqh5TJTBdJymflny5S9pp9dXWbR4mLaninIqb2/ABvlEvVnOp+2rq2tZaYgx3KZ5b1kdZ1NfXMtl5muuZN7RDlXAXa1XKZ71HKZBDmusfU3Zbks0Mbfv+k+cHZ9HP/9V9RdptfVXQZocO1zqTlpDd9Nngy8F7Y1xLl0Z9yQN/i8e2NWlnFAuRC+kJ3tk8263aIzYsQIhg0bxiuvvAKAwWCgY8eOLFiwgPvuu8/p+/V6PdHR0bzyyivMmjXLpX02hxYdIYRoiZpLi05Dfzc1RouOEM7Menub3WQF7811vSeNXX//OzzzTP23I0RtPmrRcWuMjk6nY8eOHVx00UXnN6DRcNFFF7HZxYwc5eXlVFdXExMTY3edqqoqiouLrf4JIYQQtjTEd5N8L4nmwJfjgwB4+mlYvNg72xIti6Yew/47dICxY71XFgtudV3Ly8tDr9fTpk0bq+Vt2rThwIEDLm3jH//4B4mJiVZfSLUtXbqUxx57zJ2iCSGEaKUa4rtJvpdEc9Ag3RufeYac7n1pc+tswDrLpGjF7r0Xnn3Ws4QEL77os/l0GjTr2lNPPcXKlStZvXo1QUFBdte7//77KSoqMv/LzMxswFIKIYRoTVz5bpLvJdGcpMSFMqFHgteDnMJyHbPe3sYFR+O4feoDFASFe3X7ohkKC4PPPze29n32mbF1xlWxscb3+nAeHbdadOLi4tBqtZw+fdpq+enTp2nbtq3D9z777LM89dRT/PLLL/Tv39/huoGBgQTKgDchhBAuaIjvJvleEsJ6np4fe4zi524jGJmRxoyiA1yZu5+sEzmoZeWE1lTir69BD/irBtBqCQ4OBJ3O+E9RjP+CgyE6GgICjJNZqipERhqX5eQY52iJiYHwcONrWVnGyUD1eoiPh65djQXLyoITJ4zLAwMhJMS4Pb3e+HNCgvF9xcXGZVqtcZuKYly/oOD8JKPh4cYKeHa2cZLNmBhISoIDB6CyEvz9ja/rdMbtDh0KKSmwZQtkZhrXKS+H0FBjprqTJ43bDwiAuDj0x46hVFahKqDVaIxlqK7GgDH1vzGFjIIGMCgaFFVFQcUP0Pr7Gctk0WpiORGFCtQACgp603vOLa9CQ7V/AHo0FASFofMPoEbrT7Cukho/P1BV/PU1qCgk9u1GSFS48Rg7d4bkZOOksSdPGo9Po4F+/WD2bJg06XxrzLRpcNVVxrmXMjPPv+fUqfPXJSHBeL4mTjSOyfFRS46JW4FOQEAAQ4YMYc2aNUydOhUwDvhcs2YN8+fPt/u+p59+mn/961/8+OOPDB06tF4FFkIIISzJd5NoDo7llnLibHmjZcur7/5N8/RYMmi0bEwewEYGEHXTcGa9s83u+9cuHt+ssgR6+3oVlutYuGK33ZTm6bmlTHxund33D0uK5tM7RtVZvs5JWnGb20qOxl+rYeuxs95PXKHVnk8qcMMNnm/HS9xOL71o0SJuvPFGhg4dyvDhw3nhhRcoKytjzpw5AMyaNYv27duzdOlSAP7973+zZMkSPvroI5KTk8nJyQEgLCyMsLAwLx6KEEKI1kq+m0RT5ayC21z2f+JsucPXd2UWOHw9Pb+sWQQ6vrpelq1hJhuP5LFgxS7emzuczvFhDEuOZnu67fO4/UQBx/PqnkNnacVtuXNCVwZ3jK4zl5RXE1c0EW4HOjNmzCA3N5clS5aQk5PDwIED+eGHH8yDQDMyMtBYZF547bXX0Ol0XHPNNVbbeeSRR3j00UfrV3ohhBAC+W4STdOx3FIWrtzF/izrLH2WFVxfc1bBdlWMk0r+oI7RDl+v9zw+bvK0RcZb56t2WWq3hgHoVZX1h3PNAcyNo5LtBjpgO1jsHB/GuG7xbDiSi8HFPADJsaGtZl4utwMdgPnz59vtDpCammr1e3p6uie7EEIIIdwi302iqbDVKmCpdgXXV5xVsFdsy+CCzrEuleG5nw7bfW1ct3g6RAfTt30E+7OKrSrcpu5Qvq5EmwKbmJAAnvvpkEctMq4GJO5y1hpmCmB6t3M8J5e9YPHlmYP4y9tbSDvlOO29rWvR0BPbNjSPAh0hhBBCCGGbrVYBW3zdnctZBfv+VXsB54GAvQDApKSq2u74kl6J4Sye3N3FErvPWVAJrrfIuBqQuMtZ97Lk2FBzoDYsKZqdGYU2x87Y23dkiD8vXT/I4RgfaJld05xp0PTSQgghhBAtmSko0Lswn0jtJ/THcktZe/AMx/PKPN635ftdHb9hCgTscRYA/J5ZaPW7AoQFGrNppZ0q5spXNjLr7W0UlVe7VB53uBJUWrbIOOJKQOIJU/cyrWI965BWURjVJZZHvtzHxOfWMWfZdrafKCAi2LodwpUAxd4+NAr0bR/B2sXjeW/u8AYZF9aUSIuOEEIIIYSXOAsKoO4T+voOgHf0/nHd4tl4JM9h4OWsa5azAKD22BAVKK3SWy3zxbgkZy1NtTlrkTEFC7XPlze63708c5DNwf/VegMbah1DcUUNw5KjuXNCV7fGztjax5iutu+jxs4C2FAk0BFCCCGE8BJXWlFqP6Gv7wB4R++3Vfm1p3YgYFkZHtctng2Hc63mbdFgPY+LI74Yl+RKUGnJlRYZewGJq12+7AUQtgb/F5XrmPrfTXW2oVdVtqcXmLfhalDiSoKBxs4C2NAk0BFCCCGE8BJ7rQIaoHdiBC//eXCdYKI+A+Cdvf9suc5c+d1yLI/7V6XZ3ZYpELBVGY4M9q8T1PTvEMXuk4V2t2eLN8cludo1z16LjK0AwtNsZK4GEJaD/y9/eafDbe47VcQjX+5zOyhxlGDAF1nlmjIZoyOEEEKIFqm+Y1489fLMQYzuGme1bEy3eD68+YI6FVBXBsA74ur7U+JCmTk8ye5YkXHd4s1ls1UZLqqwHl+jUSAi2N/m9hypT5rp2tfT3riU2mq3yBSW65j19jbzuJgJz6bWGUOUEhfKhB4JLgdljgIIe8fiLEvaA6v3svGIdRDrbDyVI/bGj7k6hqk5khYdIYQQQrQojd09x51WAWetEjlFlQ5bddwdQO+sa5ar414MKqw/nMtX80cDWL0nOsSf4opq9A7STLszRsTR9bR1POO6xbP4ku7kl+vQKqBX4Wy5znzt3W3VcFZWT1rlXOl2V1xZ49Y2nfFVVrmmTAIdIYQQQrQoTaV7jitzlNjr6mbiLAW0uwPonQVh7o57yThbXmd7MSEBdoMpT4JQZ9fTcv9aRUGvqqjAsg3pdfZz7yXdXQ5KXC2rJwGEq93u3NmmM77KKteUSaAjhBBCiBbDV5M++pIrCQMcBWqeDKC3F4S5WwF/d1M6l/dPrLM9e8HUrLe3ud2a4sr1jA7x55Ev052ew7NlVQ6PxzKAcDVgdieAqJ3gwVlGPFe26SpfZpVrqiTQEUIIIUSL0Ry751i2sthLGOAoUPN0AL0tpspw7Qxr9mxPL7AbPNYOfnzRxct0PV2dTycty/G4GFMA4U5Z7SagUIzpnVPiQm22Do3sHMuIzjFsOprvsEy1WY6ncld9s8o1N5KMQAghhBAthrOn66fPjXmx1FhJC2pLiQulbWSww3UcJSdwdwC9Pe6OZbJXptrn1ZPEC9HBjsuRHBvq1iStYJxA01lCBnfL+vLMQYzoHGO1zKBCtd5AUXk1d3yws07gtPlYPqoKX84bZZ5g1RWLL+nu8rq1mYLitYvHs2zOsBY/kai06AghhBCixXA25uU+izEvT0ztw0NfuJ++15caahyFowH2+WVVFFhkIHOmdpnsjW2510kFXasorD14xqpM//n5sN31TYHJ2oNnXC4rgL9Ww/CUGDYfO9+SUrtVw93rEBnij59GU2duoW3HzzL33e38dqLA5nY2H8vniW/+oEKnt/m6LfnlOpfXtceV8WMtgQQ6QgghhGhRXB3zctWrGymuqKmzvDHnFPHGOApHQYwrA+xdTUhgr0z2xraY9mVrjqHIEH9mvbPNqkz2EgeY3D6uM+D+uKI9mUWM7hrH2sXj7Xb1c/c6OOrqZi/IMdnu5PXaWmLSAF+RrmtCCCGEaFEsu+csndbP5jp6VaWgvLpJziliax4eV8ZRuDI/jCvzvbgaOAxPialTJmdztcwc3pFeieFWr0WeS0ddu0wPrt7rcP9P/vAHYAxKhiZFu1ypNZXlZEG5w65+tq7D4E5RNq+Du9nqPFG7ex00nW6XTZW06AghhBCiUbgzl4onUuJCnU64aU9jJi3wNLmAsyxhrg6wNwUOjloiFIxdwGp38XNW4b/jw53mn/smRjBvQlerZZZlcpY4IO1UMb9nFvDcT4dtlrVvYoTDbdzw9jaHXRUjQ/x5aeZAbnnvN7anG7e//UQBC1bsqvOe+qaLdsWgTlHMGNqB43llRIf4N+pcUc2FtOgIIYQQokG50vLgLZ5WQJtC9yB3kgu4Muu9OwPs54xKdriuCjZbvtw5339kl/Dq2iMO10mKdZyc4cHVaXWCO40Cw5KjecmFTGK1W7NqW7hiNztPFDp9j6mrm60kB0OToh2WYVhSdJ33mWgU6NkunGHJxsBz3opdTHg2lQnPprKhVtDq7FhaIwl0hBBCCNGgXOk+5Q2mFiNbFUmtohAd4u80+1Zz4UoQ484A+16JES7tt3aLWUxoANEutii40mpz35ReDl9PyyquE9wZVGPaa+VckOGosmurq6KpO9j6Q2ecBo+W7HU5dBY0zh6VzKBOUTZfM6hwILuEHbVarArKq+uk/24K3S6bGum6JoQQQogG0xATetoacB8d4m+VSWx01zj+NbUvD36R5tGcIr7uducuV4KYlDjbk1TaGmBvnk/nSC4GB1mba7d83fLebxRVuNcy17d9BH9kldgs06X92rlUDlsWrNhJ2inHgZRJer6xO5hlNzVXtv/h3AvMXcXsdTk8llvqcDu920cyb2JX5izbbncdd479q99PceWA9k3ivmxsEugIIYQQwj69Hn79FbKzoV07GDsWtK7P+VGbLyb0rB10LFyxmw1HrIOp4ooahiVHc+eErlbBibtjYWwFUX0TI3jy6n707xjlVrm9ydUsYe5MGOkoe13t7RaW6/jrW1udttDY8uTV/Xj2x0N2y+RKFj1b9rtRlpiQACY8m+pWWu39WcXc/N52pg1uDyhc0DnWnLbZVtDo6NqoLs4B5Irnfz7M8z8fdnnMTlML2r1JUb15Zn2kuLiYyMhIiu4LJyLQdh9GIYQQ3ldcpRL5VAlFRUVERLjWlaU1MH8vtfTzsmoV3HUXnDx5flmHDvDiizBtmvP36/WQmmr8ZzBAVBRns87wwdZMNnfqx9ZO/TBojEGTxqBnRMZe/tu+mOggP4iJgbZtoX17m8HVsdxS9mcV83/rjrLXokI7qGMUuzIL7RZp7eLxDitzzip9s97eZneOHmNK5G6cLa92q9K47uAZ1h48Q1xYIJf1T/S4sllUXl0nIBiWFM1Dl/fmbLnOqkym4O5MUSU5JZX4KQo1qsrgTtGM7RZvtd09mYXc++nvHD5zvmWib/tzwV2HKHZnFPDXt7dSWuX6XDBwvqJvSuW9/tAZdmUW2izDsdxSJj63zqXt1p7LxpUylOtqnKaBdkXPtuE8Pb0/YUF+nDhbjlZROFVYQaVOz3d7s61SSdcORGzdW+4cS221z29trqQat9SUAiJXP4Ml0BFCCGGXBDq21TfQsVVh8FUlwuPtrloF11wDtasJpjEtn33mONhZtQpuvRXy8+2ucjYonPunLADgqR9eJrqyxOZ6NSGhVFx2Jaq+Bt2xdNL8otgY0o7eZ47TI/cEoboKcsJiOJSQwu62Xbj46G+EVlUQV15IblAEwWo1GCCh/CwxcVH4hwZToQ3Er2sK4bfeDBMnUlilr9tSY1GZB/cq2+A8C9aJ/DKufGUDRbXm8hmeHMObs4aa3+fONSws1znsfjU0KZo5o5KpqK7h0a/32wxOokP8+WreGKoNBpvBZO113WkFsWQKwjLPlvPupnS7QcDvmQUsXLGLE2crXNqus2xrlkzz9Vz16kaPjsFdgzpFMXdMCn0SI+ukif4jq5jlNs7D7ycL3e4OaMlecG8rsLIVHLkbEDUECXSEEELUmwQ6tnka6NiqMIzqEouqYjVLuzcqEfWqnOj1kJxs3ZJjSVGMLTvHj9vuxrZqFer06cZVHexGtfhfcbKuL6mKQnFQGKUaf7LDYgGFDiVn0Csa8oMjUWJi6NG1LWfC4/hPUQQDsw/TMzed8PIS4iqLCK7WofPzJzM8njPhsXQoOgMahRNR7fjk7id5Z95Em/sd9M+f7AYJ47rF10ltbFru6BrOensbGw7netwKYOKnUahxd1CMF2mA/h2jiAjyd6nL2vtzh1NjUIkJ8efxb/5wqXVm6bR+zBzeibUHzzgcH+Nt47rFm9N978su5r1N6VbXeFhyNDeOSqZPYiSqqroVXNuybM4wJvRIsFrmLGi3DI5mvb2tzhgpZ61FvubqZ7CM0RFCCCEaiK1sY5uO1m3xsJz7xJv7cnm7v/5qP8gBYytPZqZxvfHjrV/T643d3XAeuCg0fpADoKgqkRUlRALty85avda+7CzkHYdD0AH4j72N6HXEVJVBXrp5Ua+8DCbPn4R+cTDaiy8yBofDhsG2beRv2cH/nS6hKCiMyMoSwnUV5IVGkdYmmSEnDxFeXc7RR0KZ2K4n15cXkh0Ry9ngCAr2R/PqgR088NStNrvzuTuOxZ7GDHLA2F1rt4MuiCYaBcZ0jTd3dZv19jZ2ZTh/H0CfxAiO5ZaSU+RaS5G3rD+cyxUv/Wq3lWzniUKC/U/y3txE1h48U+/92UqV7upYud8zC3yePMSXJNARQgghGoA7ldD6ViLqndksO9u1Hdla71yQ5Grg0tL7aSiAtrICvv7auOC11wCIPffPSn4GYzP2WC0acuqPuhv9Gmo+eBy/KZMhLAy6dKFw9s3c/eFvXJCxhzYl+cSVFRBdXky7klw0egMpZ08RVl0BKByNac9vHXqQVJDDhGM7CdVVUunnT0ZUW37sMZJ3h1xJjV+Al8+Eb8SFBfLnER0B9wO9G9/Z5rTbXUSQH8WVNQ7X8YS9IAes/07rMxGpBhhjJ1W6q6nGH1yd5nC9xpxY1xUS6IgmaaO+DxFKGR/rJ/CA30eEKFWNXSRRT6WBbQmryiEnMJm2Vek+2UehGkqUIvMHiKbJ2RNUWzytRNQ7s1m7dq7tyNZ6rgZJol60OdmwfLn594hFi/jQL5Dw6kqn7+1amMXkY7W6alVD24oihmcf5MHU5eyLT+FUZAJnwmJIj2nPBwMmMzjnMG2LchmcdYCEkrOE6CpQVD2dinOp1vixuVNffuw+ipiqMs4GhjLl0GYuyNyLTuvHjsRe7OzQk+jKMgoCQxmYfYi2xXm0K83Hv1qHAvirNQTpKgmu1qHXaCgPDGFnYk9W9RlPz9x0rt6XSmRlKWdDIzkanUhMeQmB+mpOfdiGuYMuJnvAMEam72Zkxl4UVaUwKISoyjIUVKLLihmcdQB/g57NHfvyQ/eRxFcUMSjrIAAnotpyKLYTF2Sm0S/nCBX+gZzqO5Rrlv2buSt+Z+fxPEYe38Vt21aTWJJHVlgsG5L70zP3BL1yT6CqKjV+xq6PChBVUUy4rpxqjR9V/oFU+AWQHxKFQdGQFRnPlk79UAwGrt6/lo4Fpwmo0VHtH8DJiATKAoKJKytA+flJokYN58mcGs6ezCGx6AzxZYUE6SpJLM4lXFeOQVEo0wYQgAEFBb+aamq0Wsr8gygIjaZr6Wkq7lZQkjoRNHQIbN8OxcV07tGD2/tdzjK/ZAad+oOE0gLOhEWzo2NfRnWNI3DdWnZ99QOTD51hRFAoUZXlqIpSJ4mIw4l1TRkbT52C3FyIjzcmFxk1CjZt8lomR0dkjI5oUHmaOOIMeVYV0lw1inilEICbdfcy3+8LlofdTFCXMQCE73yNqdqNfK8fzmL/T8+9J5J4pYhiNZgIpWGbnIVn9l/1Hb0qdrE/YjRLPlzLKTWOLwbtpO0fyyjqeyPs/ZQgdKSpKQzRHKZMDST0XID7rX44kzS7+FR/ITf4/VJn25OrnmKw5jBHDYl8Evg4xWoIEYqxondU6UhHQxaf68exxjCYO/y+okPfsbTZ/06DHn9zJWN0bPNkjI67A9nBeYYwT/fldLt6PZUdOhKQk21zskUDoGubSNDJjLoVlNRUmDDB7TKL+jFV5nxVSzJ1MWzKDOBwclCPaDTo/nQZ+u9/IFjveUKApqr2dS0JjcSvRkdwlf26lSmJyKmJU/hmwVjbK9nK2Gii1RqDIBN3Mjme0yLH6HxccyHblSHc5vcNQzSHebr6Ov7u/wkAP0z6gbi9bzFo+Fi039wFnceTlZtPYsletkdczLDinxu59K3PoXZX0j37K3KjBvBHvoH2Sh5vtPsXhowtnFajUYCFfqtYUj2HKKWEE2pb8vza8ItuCEtG9eamMSkAJG+/nDf1lxNMJX006cQoJTxe/VfGafawUj+RFQFPkKJkc0jtSF9NOgcNHeihMf5hPWi4nen8wo/6Ydzvv6IRz4bwi+uC0nE0MUUV7FCzAMi54GHaXryQ3Oo4rvztQvyowR89U7Ub2WTow/eB9wNwyL8X88sXoqIxBzqFShRRaiF7oiZxMKcTB/WdALii6gn0aJjWBUacXMbe3ou5aoeWUoL57aGLKSxfRBtOwv53QBvAegYzTr+Fu3R3MtzvCO21hYxXtzXOSRItmr25NGyxNYGjN/bl8na1WgqffIaEm/5ap/JoGuRetPQZgmw9hR07Fjp0QHWx+5qvK+ithZw/35wD1WDA/5uvaZzcYr5X+5yFlRU5fU90ZQmvf/EkJ/7UE7AR6NjL2Giir5Xp79Qp4/rOMjl6oFm16Mz+v7WsPVaGHzX0VdLZo3bm8ysC6No+jvDkIeffcOYARCdDZRH6/KPQ8QLWfPU+sZpihkRVwq73YOhN8MujADxR/Rfu9vucjYa+TNb+ZrccqjYARa/z7cE2M6kD/4Mu5wDK2aNcrFvDz/rBVONHANUUT36Zab3DUIOjSHlsEwDPzxjAT/tO831aTp1tXTUwkZvHdObwmRKuHtQe5VwK09FP/Y9ThdZPFjpEB3OyoIKbRqcQSCWfbDxABYFM0/7KZkNvUpQcgqPakKbpwfG8MvypYWvgncQopRwa/BBdd/6L6raDKc3NIFafy2uGqcxRvuWYmkhvzQm7x1tFIIFINzpnXqqZygjNAVb4XcUz/m+Qnng53W58xfz6N3uy2J1RyAN/6oVGo3D4dAkXP78egI33TeSelbvZln6Wm7XfMtvvR273f4K0UuMTm1kpxQwu+J4JNz9FVWEO8Z0HcN0bWzmQXcKbNw7lhV8OcfOYzkzqlYBBhddSj/DsT4cASH/qsvOFzDsCGg0bcvx4+P2fmDBqFHeM70J4kB9BuXvgg2sobDeaqKNfNtyJa4KkRcc2T7Ou2ZrnxFdZ12zty93tvnTnv7n2g2dpV3I+qUFWeByf/XUxC//7D/tvbGZZ14RwpDm0ZjU0FdAntscv44R1q65eT02nJLRZp9w7Z84yOdbSMtNLnzuYU4UV/LL/NNcO7UBIgAeNUqoKR/8HHxijxglVz5GpxuOHnl2BtxGs6KjsNJ6gjFTodx1oAyC8DaRvgMyt3j24pi6iAxSfhJjOcPaYcVl8L8j9A/pcDdcuByDzZAYrPlpGeferWL7lFABPTevH9cONT9lfWnOY/NIqllzRB61GQVVVdmUW8ntmIUOTYggN1JIcG4pGU/fPYtXOk3y7J5vFk3tw18pdTOiRwA0jk/gtvYArBySiObe9PSeL6BQTwvtbTpAcF8qVAxLp/uD36PTG54+f/bkTKFqG9usNJachIJSK0gKOHDvOl6fj+GRDGlX4szFwIXFKsVXL0I/6oQzRHOL97i9xct8WQpUKhmkOcoV2C7/q+zJW63iwXkt2So2lvZLPlsRZXBCaAwY9yftuAhQig/35/eGLQOO8M8Gra4+QFBvC5f0T+X5vNnd8uBOAyX3a8OvhPMp1xidA6U9dhqqq5kAYoEZvoLxaT0RQ3crb2TIdf/v0d64e3J7L+yfa3HdeaRWxoQFW28RgIPvMGdq93gOASr8Igmrcn/G7uZNAx7b6zqNjmqzR1gSO3p5Hpz7bLSqvZuGHv1G1NtXchz9wwnhe+stQ58HSqlUYbrkFzdmzdlc5GxzB/ZPnA7D0h5eJsTOPjhCiaXr83ldZ+M9biAzxp7Bcx38feZsHnr3T8w2uXVs3k6MNLTrQ8YrSXNTXR1PdaQy/9HyCgopqdpwoIDm4iiGxVYweMghO7YCkMaA9F0wd/gW+XghDZmM4sQkl9yDKqAUYfnkMXbdLCaouhowtcOHfYN0z0OkCCI6GA9/A+Pvh1+cgrju0GwA734MJD8CmlzleGcKP1QO5zf8HlAn3wbY3QRsIA/8M65+BsffCno+hugJG3AqpT8GI243BWkk2jFoIqUtZE3QRkSVH6K5k8nvyzYw99SZ0n4KushS/jI1s7XQL/Y6+wS5DV84QxeWarTxfM507/b7iuNqWlAEXErbvAzQT7ofNr0JwDNz8CxxfB237wbI/gaKFWV9Czh7odQVorb/oynU19F7yIwDf3zWWXu0at2L06W+Z3L9qL6/8eTBT+ra1u97S7/7g/9YbA7koShin2YvaeTy3nbqfwpoA/lr9AP7omTWmG29vOA6AFj0dlTO069SD+84+RJIml1+DxzOlYCWv1EzlOr9U/NDzQc1FLPRbzVv6P3GxZgcxSjFn+t5Kjz9eRjfgBjRZO9EWHkMzdhGsXQq9r2LD7/sZpBzmpZpp3OW3iq2GnpQSzMWaHTxfcw33BH1FULs+0KYP7P7QeH9tegnC2kK3izBsfo1nddOY4/cjlWoAqwxjmaf9gtfVq7k9cisagw7NuXupdNBtZG3/gjiliOoR82jz239g0F/hdBrkHoSxi4z3XM/LUCuK4MQmMgcsoEPa62hGzqO63RAOp22l4+S7CA8LA2DvySLu+ngXf5/c0+F5t8dgUHnoyzR6tAnnxlHJfLsnm7s/3sUz1wxg6qD2HtwJntvy+z4SarJpk9KHPa/PoazTJC4q/RIKM2HM3VT/8i9W14yik+YMg/xO8EzV1cz3+4KlNX9mUdJxorN/JaP/QlL2v0Z5TG/CE7vDnk+M12zjixDVEZLHwrY3jJ8Jm/8LgeF8bRjJlMKPeaVmKjP81uKvQEm/G0hOexXN6AXwx9dQUQAj58PaJ2HoHMjcBgXHYcw9xnupz9VQkk1l+jae103lLr9VbDL0pmeHeDrkrj//uZTQC+J7wu8rjGXY+CKEt4MuEyla9xpRSwsk0KnFJ99LTZjHwZJeD6mpfPrc++QUlFNoZ1Dz8OQYdqfnMiR9LyMz9tIlL5Pxx7YT2gLHRAjRkiy84m8UXnUN780dzqy3txHz1We88NUznm/wo49g5kynq0mg4wqDwaUnzU7V6MAvwNhSZKgxVv711aDxMzbFmV63uayGcc+mklFQxerbhjIopQ0YzvVd1GjPr2fQG7ev9bNYZgDVYF72l+U72XgkDz/0LLioN3eNTzpfLn01r23I5Lkf0qhBCyj4U8MVg5Lo0zaYC3sm0rVNuFW5UDTW58eyXA78kJaDn0bhot5t6n9uvUBXYyDAz/F13nHiLDe8vY0hSdF0bxPO+1tO8PLMQdTUGFj48W705+YTWPe38ew4UcCSL/fxyBW9CQ/yY2LPNsbtGwycKdUx7/0t7DhZBqqBpJhgNFo/MnKLqMYPBQMaVDY/cAkJIZq6982585983zf4oacGP/ypodrimlXjhx81xEeEkl1cRYS/SnREKElRgfRqH8m+rFK2HsmhGj8053rT3z6+G1GBMLZnIr3anKuknLu/ssv0jFr6i0vlslrmrb8fF7lyHRuMxd9eztlinv75GLNGJjGwfRgHcyv5+6e7WXhRdyb1TDD+3Tv4+zf/ndVallOiY/77W+jbKZ73NhmDcAMa/Knh+0UT6RoXavX37+iazX57E6lHCs330n+uG8i0/gkulav4bB6RsfGtpkLvqtYW6NSXrW50STHBzB6VwvieCaTEhZKZX85lL/9qTuWrMegZkbH3XAYtA7rQMDpnHaV9cS6Z4QkcSEii95nj9Mg9QaiugpywGA4lpLC7bRcuPvoboVUVxJUXkhsUQbBaDQZIKD9LuTaQdqX5RFZXSHckIerp+plPsqVTf967aRiz3tnOBRl7WLniAc836OUWnWaVjMDrvFVJM+WaV5TzLRyWLR2m120u80M5FzgYNOdetwwkTOvZXKbBPETULwCNYuzhXIMfVw9qb12ucz/XnLvk913ak72ninjsqj6EB9kuVx1OAhwTT57g+5IrleMhSTHsXnIJ/loFRVF46LJe5m5Mf+pvTJ9q+j0pNpSpA9vX7Wan0ZAQEcSn88ajqzGw8Ugeo7vGcfhMCR9uzWDRxd3Ze7KIsCA/EiKCzr/P8r4xz1ugmK9VtcWfqennGvzILjaOFSquVijOL+dEfjnrj5pmVjauZzh3fySEBzJ7dErdA/cLQKtUoqJBD8SEBoBWY79clssaMMgB165jg7H422sbE8F/Zgw0v9SjrT9fWmahcfL3b29Z28ggPps/nj0nC1m+Kd28WjV+/LjvNF0ndMXy7x+we80q9BrzewHCAv3cL5cQ9RAZ4s97c4c7bBnqGBvCnkcn8+vhXHZmFJAYGYzeMBAVuKBzLClxoRzPK2PLsXwU4Ip2ETz+zX62nyios7/PB15q/jksUMv8CV3ZmVFAbkkVXeLDGJIcQ7RSQ+nCu0nIOkGb0rOEVZUBCtlhsYBCh5Iz6BUN+cGRFAWHUR4QwunwGA507E7PjIP0zE0nvLyEuMoigqt16Pz8yQyPR1U09Ms9hm+S5Z5Xe9yIJHXwHRmjU5cKZIfHsa1DHwB2nZvcdVuHPmSFx9G2JM+tDHjmTI5j7WRx81DrDnSaCM25CnR9JyE2tc39e3o/OsXWnQjKYNF4d+PIZIIDfP0x3LxYVqQtx2pYjds4x9ZYotrbmtAzAYA+iZE8eXU/APMyZxZO6sZLaw4DxoHKaaeKWHJFHw6dLqG0qoY/sovNMz/3bBvO4KRowoP8OFuqI7e0itSD1hOmRYfar6wmRATxz6v6EBnsj5+2CQUTAgDFxtfrMz8eZMeJAt64YQiVNQZq9AaiQuxfY9M4NZPI4JaaP0g0dSlxzru+je12fpZ7Z+//9I5RHM8rY19WEe9uSmd7+vmgJyk2mPsv7cWUvg7mBNr8lTn48tMo1BhUqqr1vPK/I6RZTOg4LDmaG0clMzYxklnnAq70/DKe+d8RdmYU1smipzHoGXnid2YdXk/06ZME1lSTEx7D6fA4drfryqCsw/TIOwEGlaKgMCIrS2ir6CgIj2FTRHuGnDxEeHU5JQEh7EjsRUJ5IdkRsZwNjiA/NJqJR7Zx+cGNaNXzf9sGFMr9XZtHxxPNobLvizLWTpjR0ngSMJvWeWzSreb5dAZ1jALAoNHy2KRbee2LJ+2es9rLnWZyrAcJdJoAU535bFn9MrpVn6vM2EvQUFx5vq9zk3o6LupYdHF37hzfhSB/z//gd2YUMO2/xmx3tgbpW5o1Mtnj/Qjfsvy7TQgP5EyJsSXvfwfOsD29gH99t59TBRWkLp5AZIg/pVU1zH5nGxN6JjBvQlfA2O3PUn0yeQnR1JiCn8v7J3o0lshW8DWlbzuH2zK9Z3DH6Dpd8oYlRTN7VDK9208iJe5hisqr+evbW9h76nzgtKr/ZKvtjewcy+t/HUIk8NyKXfzbxvYuax8JYC6TNsKf/Kefp3jfQVJrwvlX0njjeKeT+7gwRMf1nQJZv/UANenpaPQGUs6eIqy6AlA4GtOe7D4DmRldjf/PP1FWUEiZ4o9B0dC2vMDmk/jmUMn3RTBiQOG3fmMYcnArfrqWl3m39jkrCI7Av0bnMGAuOJdE5MceowBjNsdx3RMY1y2eXw/n8mOPUdwx9QEeWfMGiRYZG030igY/iyA9x5TJcfafvXVYZhLoNAEju8RyNLeM297fwYvXD+TKAYk2WxGcKTnXrzk8yPZlnT64A6t2nmLBxK5onbRIiMZXnyAHjE9XRqTEsPdUEX3PfUGK5mdQpyiSY0MYnBTNoou7M+bfa82vbTt+lrRzlaf7Vu1hwcRuPPxlGjtOFPDbiQLaRAQxpW9bCmo9RJEWHdFSudJi5M1tudIlLzLEn68XjLVaB2DrsXyrbnkmzrZn+XvsQ/8gFkgBxpvfM8m8zlWcTyRxuKSKfVlFxIUFcln/RCZbbCccyDvXLVCr0zEp9XNis04YZ65v2xZ69IDbboOtWyEzEzZvNs59UlYGNTVw4gQEBMCFF8L06XD2LMTEwOefw7p1xtdGjoTRo8nPzCFHG0yHQ3s5vOsAgdnZ+FVXoQD+ag1BukqCq3XoNRrKA0PYmdiTC5YspN2Jw/DBB1BYCAkJlHRKQXc6lxBDNcHdurBr4hVcuz+AYSf3nxvXpVIYFEJUZRkKKtFlxQzOOoC/Qc+hnoMZ97dbKM/OQbdhM+HB/gR07cJLpwMJ3bKBfjlHqPAPZFvHPrw3+HJq/ALQTNEz8vgu/rb3a2LOnuZEcAy/JvWnZ+4JeuWeQFVVgkKD6dy/G6VVNVTn5hNYUUp2uZ6zBi0VfgHkh0RhUDRkRcazpVM/FIOBq/evpWPBaQJqdFT7B3AyIoGygGDiygoIrtGR1qYLZ0PCia4sJbHoDPFlhQTpKkksziVcV45BUSjTBhCAAQUFv5pqarRayvyDOB0cRdfi04BKZlg8ae1SGJx9hIiqco7GtOeN4dPYktSfoVkHzFkVTV3RLMfH2UsiAjA8OZqXZw4C4OWZg8yB/489RvFztxEMP7mPNiX5xJYXkR8SyenwWH5L7Gm1T1MmR19o3ckImoiCMh2T/rPO3KKzcFI3Fl3c3e3tmOabWX3nKAZ1ivZ2MUUzVFWjp0avEhoozzSaM1M67Rq9ga4Pfl/v7e3/52SXU/O39M9fT8l5EaL+bCWpsGSa4Pa9ucOdbutYbikTn1tn9/X35w6nxqA6be279rVN7DhRgMHO6xqw+5ppP7W7Xu7JLOTeT3/n8JlSB+9snsZ1i69zfT7/LZN7P9vj9L0h/hpW3jqS/ue6vblDkhE0I9GhAbx0/SDu/HAHxZU1vPy/w3SOC+XDrSe4dVwXLnYxe5mpi0uEPK0V5wT6aZEYp/kztfB6awxVcD1bC4UQwhssW8T2nypi+aZ0q+QSo7vGmVsLnOkcH8a4bvFsPJJnNWbKFCzZG/dl6Vhuqc3kFpYcBTkAN7y9zTwxb35ZFVuPn0UB3phlbLFYe+A0720+QXp+udPyNAfrD+dyPK/MKnjUuTjovLzaQLiP66xSBWoixnSLY8+jk1n0yW5W7TzF3R/vBmB7+m/Ws7nboTeo5q5r0i1FiNZlREoMW4/XnZQxPNCPQH8teaVV5mVTB3rWNVYIIXzF1E3wsgGejbMysew6ZeJOsHTirHeCjw2Hcxn3zP8oqqixWh4R5GdOn96SpOeX1bpWrncWq/te75JAp4m5tG87Vu08ZbUs+b5vAZg7JoXL+7dj45E8ThVW0q99JEUV1ZwpqWSHxRMIZwPPhRAtw9rF40mJC0VVVfZlFXP7BzuYP6Er963aC8Bz1w1gaHIM17+xmUOnjV0mTAkKhBCiKarPOCtXxkw5khRTN2OtPRrFfrZcA9QJcoAWGeQA5nFnJiNSYj1+r7dJoNPEXNA5hiB/DZXVdRtH395wnLc3HDf/vsLG+3u2DZeMakK0YM9eO4B/fL6Hl2cOMn+BK4pC3/aRbPjHRMA4B0/aqSIu7t0GRVH46Z4LMRhUSnU18iBECNHieRos2ev+ZkmrKAxPicFfq7E7tqg1Gdctvs657hwfxqgusWw6mu/wvcOSon3amgO4NZePaADhQf7886q+5t/bRZ6fWFKjQICdPvphgX60iwxixS0X+LyMQojGc82QDux7bDJ/6md/bpDxPRKYP7GbVRc1jUaRIEcIIZx4eeYgRneNs/v66K5xvP7XIbw3dzjv3TSsAUvW9IzqEmu3W+BrfxnCOAfjoqJD/HnrRt+fP8m61ozV6A0oiiKpooUQPiOfv7bJeRGiZaudDtxeV7hZb29z2ALUEpgmzI0M9udkQQUKMKJWWnR79mQW8sDqvXUm4H1r1rB6zenm6mewRy06r776KsnJyQQFBTFixAi2bdvmcP1PP/2Unj17EhQURL9+/fjuu+882a2oxU+rkSBHCCHOke8mIYS3pMSFMqFHgrkbnOnn2my1AEW3gEmZNUDfxAjWLh7Pp7eP4vL+iYztFs/M4Z24fngnl7uc9e8YxTcLx7J28XiWzRlm3l5DTVztdqDz8ccfs2jRIh555BF27tzJgAEDmDx5MmfOnLG5/qZNm5g5cyZz585l165dTJ06lalTp5KWllbvwgshhBAg301CiMZhSoBgWZFPXTyBkZ3rDsiPsDOhuzO92oUzqKN3Jv4ODdDw0c0jWLt4PEun9eOpaf34at7oOt3MxnSL58ObL/DqBLz2gkVfcrvr2ogRIxg2bBivvPIKAAaDgY4dO7JgwQLuu+++OuvPmDGDsrIyvvnmG/OyCy64gIEDB/L666+7tE/pIiCEEI2juXz+NvR3U3M5L0KIxnM8r4wtx/KtunpZLmsfHczJggqOnC5Br6r0SYwkLjzQbnc5U3c6P41invz0ZEE5q3eepLTKmGwmLMifSb0SAFi98xSlldVEBPsTFuTHpF5tHM4nVJ/U3g3NJxOG6nQ6duzYwf33329eptFouOiii9i8ebPN92zevJlFixZZLZs8eTJffPGF3f1UVVVRVXV+3ofi4mK76wohhGjdGuK7Sb6XhBDuspX9zZ2McK68NyUu1G7w4sokqZ6Wrblwq+taXl4eer2eNm3aWC1v06YNOTk5Nt+Tk5Pj1voAS5cuJTIy0vyvY8eO7hRTCCFEK9IQ303yvSSEEM1Pk0wvff/991NUVGT+l5mZ2dhFEkII0YrJ95IQQjQ/bnVdi4uLQ6vVcvr0aavlp0+fpm3btjbf07ZtW7fWBwgMDCQwMNCdogkhhGilGuK7Sb6XhBCi+XGrRScgIIAhQ4awZs0a8zKDwcCaNWsYOXKkzfeMHDnSan2An3/+2e76QgghhDvku0kIIYQtbue5W7RoETfeeCNDhw5l+PDhvPDCC5SVlTFnzhwAZs2aRfv27Vm6dCkAd911FxdeeCHPPfccl112GStXruS3337jjTfe8O6RCCGEaLXku0kIIURtbgc6M2bMIDc3lyVLlpCTk8PAgQP54YcfzIM6MzIy0GjONxSNGjWKjz76iIceeogHHniAbt268cUXX9C3b1/vHYUQQohWTb6bhBBC1Ob2PDqNQeYrEEKIxiGfv7bJeRFCiMbj6mdwk8y6JoQQQgghhBD1IYGOEEIIIYQQosWRQEcIIYQQQgjR4kigI4QQQgghhGhx3M661hhM+RKKi4sbuSRCCNG6mD53m0HemgYl30tCCNF4XP1uahaBTn5+PgAdO3Zs5JIIIUTrlJ+fT2RkZGMXo8koKSkB5HtJCCEaU0lJicPvpmYR6MTExADGeRCcfdEOGzaM7du3u7RdX63rzvq+2m5zW7e4uJiOHTuSmZnpUqrWxj6/ct18u66v7gdZ1/11i4qK6NSpk/lzWBglJiaSmZlJeHg4iqK49B537+vmSI6x5WgNxynH2HypqkpJSQmJiYkO12sWgY5pkrfIyEinF0mr1bp8IX21rjvr+2q7zXFdgIiICK+eN7luzXdd8P79IOt6ti5gNdmmMJ6PDh06ePReV+/r5kyOseVoDccpx9g8udLLoMV9c82bN6/R13VnfV9ttzmu647GPr9y3Xy/rjuaQnlb8rpCCCFEc6SozWCEqcxA3fLJNRaW5H5oOuRaeE9rOJdyjC1HazhOOcaWr1m06AQGBvLII48QGBjY2EURPiLXWFiS+6HpkGvhPa3hXMoxthyt4TjlGFu+ZtGiI4QQQgghhBDuaBYtOq2Noih88cUXjV0M0YTIPSEsyf0ghBBCOCeBTgOYPXs2U6dObexiiCZE7glhSe4HIYQQwvsk0BFCCCGEEEK0OBLoNLDk5GReeOEFq2UDBw7k0UcfbZTyiMYn94SwJPeDEEII4R0S6IgGIV1zhCW5H0Rr8+qrr5KcnExQUBAjRoxg27ZtjV0kr3r00UdRFMXqX8+ePRu7WPWyfv16rrjiChITE22Oi1NVlSVLltCuXTuCg4O56KKLOHz4cOMU1kPOjnH27Nl1ruuUKVMap7AeWrp0KcOGDSM8PJyEhASmTp3KwYMHrdaprKxk3rx5xMbGEhYWxvTp0zl9+nQjldh9rhzj+PHj61zL22+/vZFK3HAk0BFCCCF86OOPP2bRokU88sgj7Ny5kwEDBjB58mTOnDnT2EXzqj59+pCdnW3+t2HDhsYuUr2UlZUxYMAAXn31VZuvP/3007z00ku8/vrrbN26ldDQUCZPnkxlZWUDl9Rzzo4RYMqUKVbXdcWKFQ1Ywvpbt24d8+bNY8uWLfz8889UV1dzySWXUFZWZl7nnnvu4euvv+bTTz9l3bp1ZGVlMW3atEYstXtcOUaAW265xepaPv30041U4oYjgY5obtiBhQAAGBdJREFUcD/88ANjxowhKiqK2NhYLr/8co4ePWp+PT09HUVRWLVqFRMmTCAkJIQBAwawefPmRiy18BW5H0RL95///IdbbrmFOXPm0Lt3b15//XVCQkJ45513GrtoXuXn50fbtm3N/+Li4hq7SPVy6aWX8sQTT3D11VfXeU1VVV544QUeeughrrrqKvr37897771HVlZWs8qI6OgYTQIDA62ua3R0dAOWsP5++OEHZs+eTZ8+fRgwYADLly8nIyODHTt2AFBUVMTbb7/Nf/7zHyZOnMiQIUNYtmwZmzZtYsuWLY1cetc4O0aTkJAQq2vZGiYQlUCngWk0GmpPXVRdXd1IpWkcZWVlLFq0iN9++401a9ag0Wi4+uqrMRgMVus9+OCDLF68mN27d9O9e3dmzpxJTU1NI5Xad1r7PSH3g7XWfj+0NDqdjh07dnDRRReZl2k0Gi666KIWF6wfPnyYxMREOnfuzF/+8hcyMjIau0g+c/z4cXJycqyua2RkJCNGjGhx1zU1NZWEhAR69OjBHXfcQX5+fmMXqV6KiooAiImJAWDHjh1UV1dbXcuePXvSqVOnZnstax+jyYcffkhcXBx9+/bl/vvvp7y8vDGK16D8GrsArU18fDzZ2dnm34uLizl+/HgjlqjhTZ8+3er3d955h/j4ePbv30/fvn3NyxcvXsxll10GwGOPPUafPn04cuRIs+/3XVtrvyfkfrDW2u+HliYvLw+9Xk+bNm2slrdp04YDBw40Uqm8b8SIESxfvpwePXqQnZ3NY489xtixY0lLSyM8PLyxi+d1OTk5ADavq+m1lmDKlClMmzaNlJQUjh49ygMPPMCll17K5s2b0Wq1jV08txkMBu6++25Gjx5t/n7JyckhICCAqKgoq3Wb67W0dYwAf/7zn0lKSiIxMZE9e/bwj3/8g4MHD7Jq1apGLK3vSaDTwCZOnMjy5cu54ooriIqKYsmSJc3yw6I+Dh8+zJIlS9i6dSt5eXnmJ/cZGRlWf5T9+/c3/9yuXTsAzpw50+Iqtq39npD7wVprvx9E83TppZeaf+7fvz8jRowgKSmJTz75hLlz5zZiyUR9XH/99eaf+/XrR//+/enSpQupqalMmjSpEUvmmXnz5pGWltbsx485Yu8Yb731VvPP/fr1o127dkyaNImjR4/SpUuXhi5mg5FApwEYDAb8/Iyn+v777+f48eNcfvnlREZG8vjjj7e6p7VXXHEFSUlJvPnmmyQmJmIwGOjbty86nc5qPX9/f/PPiqIA1OnO1FzJPXGe3A9yP7RkcXFxaLXaOhmcTp8+Tdu2bRupVL4XFRVF9+7dOXLkSGMXxSdM1+706dPmBy+m3wcOHNhIpfK9zp07ExcXx5EjR5pdoDN//ny++eYb1q9fT4cOHczL27Zti06no7Cw0KpVpzn+jdo7RltGjBgBwJEjRyTQEfVz5swZunbtCkBERAQrV660ev3GG2+0+r12//yWJD8/n4MHD/Lmm28yduxYgBb9ZMUeuSeM5H4wkvuh5QoICGDIkCGsWbPGnFLdYDCwZs0a5s+f37iF86HS0lKOHj3KDTfc0NhF8YmUlBTatm3LmjVrzIFNcXExW7du5Y477mjcwvnQyZMnyc/PtwrumjpVVVmwYAGrV68mNTWVlJQUq9eHDBmCv78/a9asMXelPnjwIBkZGYwcObIxiuw2Z8doy+7duwGa1bX0hAQ6PlRQUMDGjRtJTU1tFbnKXREdHU1sbCxvvPEG7dq1IyMjg/vuu6+xi9Vg5J6wJveD3A+twaJFi7jxxhsZOnQow4cP54UXXqCsrIw5c+Y0dtG8ZvHixebW2aysLB555BG0Wi0zZ85s7KJ5rLS01KpF6vjx4+zevZuYmBg6derE3XffzRNPPEG3bt1ISUnh4YcfJjExsVnNEeboGGNiYnjssceYPn06bdu25ejRo/z973+na9euTJ48uRFL7Z558+bx0Ucf8eWXXxIeHm4edxMZGUlwcDCRkZHMnTuXRYsWERMTQ0REBAsWLGDkyJFccMEFjVx61zg7xqNHj/LRRx/xpz/9idjYWPbs2cM999zDuHHjrLqFt0iq8JmpU6eq7du3Vx944AHVYDA0dnEa1Q033KBOnz5dVVVV/fnnn9VevXqpgYGBav/+/dXU1FQVUFevXq2qqqoeP35cBdRdu3aZ319QUKAC6tq1axu+8F4k94SR3A9Gcj+0Hi+//LLaqVMnNSAgQB0+fLi6ZcuWxi6SV82YMUNt166dGhAQoLZv316dMWOGeuTIkcYuVr2sXbtWBer8u/HGG1VVVVWDwaA+/PDDaps2bdTAwEB10qRJ6sGDBxu30G5ydIzl5eXqJZdcosbHx6v+/v5qUlKSesstt6g5OTmNXWy32Do+QF22bJl5nYqKCvXOO+9Uo6Oj1ZCQEPXqq69Ws7OzG6/QbnJ2jBkZGeq4cePUmJgYNTAwUO3atav6t7/9TS0qKmrcgjcARVWlD4TwvSlTptC1a1deeeWVxi6KaALkfhBCCCGEr8k8OsKnCgoK+Oabb0hNTbXKUS9aJ7kfhBBCCNFQZIyO8KmbbrqJ7du3c++993LVVVc1dnFEI5P7QQghhBANRbquCSGEEEIIIVoc6bomhBBCCCGEaHEk0BFCCCGEEEK0OBLoCK9YunQpw4YNIzw8nISEBKZOncrBgwet1qmsrGTevHnExsYSFhbG9OnT68wWvnDhQoYMGUJgYKDN2aUfffRRFEWp8y80NNSXhyc80FD3BMCPP/7IBRdcQHh4OPHx8UyfPp309HQfHZkQQgghmgMJdIRXrFu3jnnz5rFlyxZ+/vlnqqurueSSSygrKzOvc8899/D111/z6aefsm7dOrKyspg2bVqdbd10003MmDHD5n4WL15Mdna21b/evXtz7bXX+uzYhGca6p44fvw4V111FRMnTmT37t38+OOP5OXl2dyOEEIIIVoPSUYgfCI3N5eEhATWrVvHuHHjKCoqIj4+no8++ohrrrkGgAMHDtCrVy82b95cZ/bhRx99lC+++ILdu3c73M/vv//OwIEDWb9+PWPHjvXV4Qgv8NU98dlnnzFz5kyqqqrQaIzPbr7++muuuuoqqqqq8Pf3b5DjE0IIIUTTIi06wieKiooAiImJAWDHjh1UV1dbzZ3Ss2dPOnXqxObNmz3ez1tvvUX37t0lyGkGfHVPDBkyBI1Gw7Jly9Dr9RQVFfH+++9z0UUXSZAjhGhw48eP5+67727sYvjco48+arc7sRBNhQQ6wusMBgN33303o0ePpm/fvgDk5OQQEBBAVFSU1bpt2rQhJyfHo/1UVlby4YcfMnfu3PoWWfiYL++JlJQUfvrpJx544AECAwOJiori5MmTfPLJJ948BCGEaBV0Ol2D7k9VVWpqahp0n6L1kEBHeN28efNIS0tj5cqVPt3P6tWrKSkp4cYbb/TpfkT9+fKeyMnJ4ZZbbuHGG29k+/btrFu3joCAAK655hqkZ64QoiHNnj2bdevW8eKLL5qT5aSnp5OWlsall15KWFgYbdq04YYbbiAvL8/8vvHjx7NgwQLuvvtuoqOjadOmDW+++SZlZWXMmTOH8PBwunbtyvfff29+T2pqKoqi8O2339K/f3+CgoK44IILSEtLsyrThg0bGDt2LMHBwXTs2JGFCxdajZVMTk7m8ccfZ9asWURERHDrrbcC8I9//IPu3bsTEhJC586defjhh6murgZg+fLlPPbYY/z+++/m41y+fDnp6ekoimLVxbiwsBBFUUhNTbUq9/fff29ONLNhwwYMBgNLly4lJSWF4OBgBgwYwGeffebtSyRaGQl0hFfNnz+fb775hrVr19KhQwfz8rZt26LT6SgsLLRa//Tp07Rt29ajfb311ltcfvnltGnTpj5FFj7m63vi1VdfJTIykqeffppBgwYxbtw4PvjgA9asWcPWrVu9dRhCCOHUiy++yMiRI7nlllvMCXPCw8OZOHEigwYN4rfffuOHH37g9OnTXHfddVbvfffdd4mLi2Pbtm0sWLCAO+64g2uvvZZRo0axc+dOLrnkEm644QbKy8ut3ve3v/2N5557ju3btxMfH88VV1xhDkiOHj3KlClTmD59Onv27OHjjz9mw4YNzJ8/32obzz77LAMGDGDXrl08/PDDAISHh7N8+XL279/Piy++yJtvvsnzzz8PwIwZM7j33nvp06eP+TjtJYyx57777uOpp57ijz/+oH///ixdupT33nuP119/nX379nHPPffw17/+lXXr1rm1XSGsqEJ4gcFgUOfNm6cmJiaqhw4dqvN6YWGh6u/vr3722WfmZQcOHFABdfPmzXXWf+SRR9QBAwbY3d+xY8dURVHUr7/+2ivlF97XUPfEokWL1OHDh1sty8rKUgF148aN9T8QIYRww4UXXqjedddd5t8ff/xx9ZJLLrFaJzMzUwXUgwcPmt8zZswY8+s1NTVqaGioesMNN5iXZWdnW30+rl27VgXUlStXmtfJz89Xg4OD1Y8//lhVVVWdO3eueuutt1rt+9dff1U1Go1aUVGhqqqqJiUlqVOnTnV6XM8884w6ZMgQ8++2PpOPHz+uAuquXbvMywoKClRAXbt2rVW5v/jiC/M6lZWVakhIiLpp0yar7c2dO1edOXOm07IJYY9fo0VYokWZN28eH330EV9++SXh4eHmMRaRkZEEBwcTGRnJ3LlzWbRoETExMURERLBgwQJGjhxplV3ryJEjlJaWkpOTQ0VFhbn5u3fv3gQEBJjXe+edd2jXrh2XXnppgx6ncF1D3ROXXXYZzz//PP/85z+ZOXMmJSUlPPDAAyQlJTFo0KDGOHQhhDD7/fffWbt2LWFhYXVeO3r0KN27dwegf//+5uVarZbY2Fj69etnXmbqvXDmzBmrbYwcOdL8c0xMDD169OCPP/4w73vPnj18+OGH5nVUVcVgMHD8+HF69eoFwNChQ+uU7eOPP+all17i6NGjlJaWUlNTQ0REhNvHb4/lPo8cOUJ5eTkXX3yx1To6nU4+x0W9SKAjvOK1114DjP2MLS1btozZs2cD8Pzzz6PRaJg+fTpVVVVMnjyZ//73v1br33zzzVbN1KYPuOPHj5OcnAwYB7YvX76c2bNno9VqfXNAot4a6p6YOHEiH330EU8//TRPP/00ISEhjBw5kh9++IHg4GDfHaAQQrigtLSUK664gn//+991XmvXrp3559pZIhVFsVqmKApg/A50Z9+33XYbCxcurPNap06dzD/XnnR78+bN/OUvf+Gxxx5j8uTJREZGsnLlSp577jmH+zOl+FctxkeautHVZrnP0tJSAL799lvat29vtV5gYKDDfQrhiAQ6witUFwZ9BwUF8eqrr/Lqq6/aXcc0WNERjUZDZmamO8UTjaAh74nrr7+e66+/3p3iCSGETwQEBKDX682/Dx48mM8//5zk5GT8/Lxf7dqyZYs5aCkoKODQoUPmlprBgwezf/9+unbt6tY2N23aRFJSEg8++KB52YkTJ6zWqX2cAPHx8QBkZ2ebH0o5mw8PjC30gYGBZGRkcOGFF7pVViEckWQEQgghhBBekpyczNatW0lPTycvL4958+Zx9uxZZs6cyfbt2zl69Cg//vgjc+bMqRMoeOKf//wna9asIS0tjdmzZxMXF8fUqVMBY+a0TZs2MX/+fHbv3s3hw4f58ssv6yQjqK1bt25kZGSwcuVKjh49yksvvcTq1avrHOfx48fZvXs3eXl5VFVVERwczAUXXGBOMrBu3Toeeughp8cQHh7O4sWLueeee3j33Xc5evQoO3fu5OWXX+bdd9/1+NwIIYGOEEIIIYSXLF68GK1WS+/evYmPj0en07Fx40b0ej2XXHIJ/fr14+677yYqKsrc1as+nnrqKe666y6GDBlCTk4OX3/9tXlMa//+/Vm3bh2HDh1i7NixDBo0iCVLlpCYmOhwm1deeSX33HMP8+fPZ+DAgWzatMmcjc1k+vTpTJkyhQkTJhAfH8+KFSsA4xjampoahgwZwt13380TTzzh0nE8/vjjPPzwwyxdupRevXoxZcoUvv32W1JSUjw4K0IYKaor/UuEEEIIIUSTkZqayoQJEygoKKgz8bIQwkhadIQQQgghhBAtjgQ6QgghhBBCiBZHuq4JIYQQQgghWhxp0RFCCCGEEEK0OBLoiFYhNTUVRVEoLCxs7KIIIYQQQogGIIGOaJHGjx/P3Xffbf591KhRZGdnExkZ2WhlkmBLCCGEEKLheH+KXiGaoICAANq2bdvYxRBCCCGEEA1EWnREizN79mzWrVvHiy++iKIoKIrC8uXLrVpTli9fTlRUFN988w09evQgJCSEa665hvLyct59912Sk5OJjo5m4cKFVjNXV1VVsXjxYtq3b09oaCgjRowgNTXV/PqJEye44ooriI6OJjQ0lD59+vDdd9+Rnp7OhAkTAIiOjkZRFGbPng3ADz/8wJgxY4iKiiI2NpbLL7+co0ePmreZnp6Ooih88sknjB07luDgYIYNG8ahQ4fYvn07Q4cOJSwsjEsvvZTc3Fyr8zB16lQee+wx4uPjiYiI4Pbbb0en0/nu5AshhBBCNBHSoiNanBdffJFDhw7Rt29f/vnPfwKwb9++OuuVl5fz0ksvsXLlSkpKSpg2bRpXX301UVFRfPfddxw7dozp06czevRoZsyYAcD8+fPZv38/K1euJDExkdWrVzNlyhT27t1Lt27dmDdvHjqdjvXr1xMaGsr+/fsJCwujY8eOfP7550yfPp2DBw8SERFBcHAwAGVlZSxatIj+/ftTWlrKkiVLuPrqq9m9e7fVrNmPPPIIL7zwAp06deKmm27iz3/+M+Hh4bz44ouEhIRw3XXXsWTJEl577TXze9asWUNQUBCpqamkp6czZ84cYmNj+de//uXLSyCEEEII0fhUIVqgCy+8UL3rrrvMv69du1YF1IKCAlVVVXXZsmUqoB45csS8zm233aaGhISoJSUl5mWTJ09Wb7vtNlVVVfXEiROqVqtVT506ZbWvSZMmqffff7+qqqrar18/9dFHH7VZptplsCc3N1cF1L1796qqqqrHjx9XAfWtt94yr7NixQoVUNesWWNetnTpUrVHjx7m32+88UY1JiZGLSsrMy977bXX1LCwMFWv1zssgxBCCCFEcydd10SrFRISQpcuXcy/t2nThuTkZMLCwqyWnTlzBoC9e/ei1+vp3r07YWFh5n/r1q0zdzVbuHAhTzzxBKNHj+aRRx5hz549Tstx+PBhZs6cSefOnYmIiCA5ORmAjIwMq/X69+9vVS6Afv362SyryYABAwgJCTH/PnLkSEpLS8nMzHRaLiGEEEKI5ky6rolWy9/f3+p3RVFsLjMYDACUlpai1WrZsWMHWq3Waj1TcHTzzTczefJkvv32W3766SeWLl3Kc889x4IFC+yW44orriApKYk333yTxMREDAYDffv2rTOWxrJsiqLYXGYqqxBCCCFEayctOqJFCggIsEoi4A2DBg1Cr9dz5swZunbtavXPMqNbx44duf3221m1ahX33nsvb775prlMgFW58vPzOXjwIA899BCTJk2iV69eFBQUeK3Mv//+OxUVFebft2zZYh4zJIQQQgjRkkmgI1qk5ORktm7dSnp6Onl5eV5p6ejevTt/+ctfmDVrFqtWreL48eNs27aNpUuX8u233wJw99138+OPP3L8+HF27tzJ2rVr6dWrFwBJSUkoisI333xDbm4upaWlREdHExsbyxtvvMGRI0f43//+x6JFi+pdVhOdTsfcuXPZv38/3333HY888gjz58+3SnIghBBCCNESSW1HtEiLFy9Gq9XSu3dv4uPj64x38dSyZcuYNWsW9957Lz169GDq1Kls376dTp06AcbWmnnz5tGrVy+mTJlC9+7d+e9//wtA+/bteeyxx7jvvvto06aNOeBYuXIlO3bsoG/fvtxzzz0888wzXikrwKRJk+jWrRvjxo1jxowZXHnllTz66KNe274QQgghRFOlqKqqNnYhhBDeN3v2bAoLC/niiy8auyhCCCGEEA1OWnSEEEIIIYQQLY4EOkIIIYQQQogWR7quCSGEEEIIIVocadERQgghhBBCtDgS6AghhBBCCCFaHAl0hBBCCCGEEC2OBDpCCCGEEEKIFkcCHSGEEEIIIUSLI4GOEEIIIYQQosWRQEcIIYQQQgjR4kigI4QQQgghhGhxJNARQgghhBBCtDj/D/WiW19FQW8eAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from energy_analysis_toolbox.thermosensitivity.thermosensitivity import (\n", " CategoricalThermoSensitivity,\n", ")\n", "\n", "data = pd.read_parquet(files[0]).loc[\n", " \"2016-02-01\":\"2018-10-01\"\n", "] # Selecting dates where the behaviour is more stable\n", "start = data.index[0]\n", "first_monday = start + pd.DateOffset(weekday=0, hour=0, minute=0, second=0)\n", "data = data.loc[first_monday:]\n", "\n", "\n", "def open_close_categoriser(series: pd.Series):\n", " \"\"\"Return a series of categories based on the day of the week of the index\"\"\"\n", " timestamps = series.index\n", " return_data = pd.Series(\n", " data=[\n", " \"Open\" if timestamp.weekday() < 5 else \"Closed\" for timestamp in timestamps\n", " ],\n", " index=series.index,\n", " )\n", " return return_data\n", "\n", "\n", "categories = open_close_categoriser(data)\n", "display(categories.head())\n", "\n", "ts_cat = CategoricalThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"temperature\"],\n", " categories=categories,\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_cat.fit()\n", "\n", "display(ts_cat.model.summary())\n", "predictions = ts_cat.model.predict()\n", "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", "aggregated_data = ts_cat.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "aggregated_data.plot.scatter(x=\"temperature\", y=\"energy\", ax=ax2)\n", "ax2.scatter(aggregated_data[\"temperature\"], predictions, label=\"Predicted\", color=\"red\")\n", "ax2.legend()\n", "fig.suptitle(\"Model with Weekend/Weekday categorisation\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", "2016-02-01 00:00:00+01:00 0\n", "2016-02-01 00:10:00+01:00 0\n", "2016-02-01 00:20:00+01:00 0\n", "2016-02-01 00:30:00+01:00 0\n", "2016-02-01 00:40:00+01:00 0\n", "dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.601
Model: OLS Adj. R-squared: 0.595
Method: Least Squares F-statistic: 111.0
Date: Fri, 11 Oct 2024 Prob (F-statistic): 6.43e-181
Time: 20:44:16 Log-Likelihood: -20039.
No. Observations: 974 AIC: 4.011e+04
Df Residuals: 960 BIC: 4.017e+04
Df Model: 13
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
heating_degree_days:0.0 8.133e+07 5.36e+06 15.171 0.000 7.08e+07 9.18e+07
heating_degree_days:1.0 7.282e+07 5.28e+06 13.788 0.000 6.25e+07 8.32e+07
heating_degree_days:2.0 3.684e+07 5.1e+06 7.229 0.000 2.68e+07 4.68e+07
heating_degree_days:3.0 7.318e+07 5.25e+06 13.931 0.000 6.29e+07 8.35e+07
heating_degree_days:4.0 7.303e+07 5.48e+06 13.315 0.000 6.23e+07 8.38e+07
heating_degree_days:5.0 1.907e+06 5.43e+06 0.351 0.725 -8.75e+06 1.26e+07
heating_degree_days:6.0 1.8e+06 5.49e+06 0.328 0.743 -8.97e+06 1.26e+07
Intercept:0.0 2.402e+08 2.28e+07 10.552 0.000 1.96e+08 2.85e+08
Intercept:1.0 2.414e+08 2.27e+07 10.613 0.000 1.97e+08 2.86e+08
Intercept:2.0 1.054e+08 2.27e+07 4.637 0.000 6.08e+07 1.5e+08
Intercept:3.0 2.33e+08 2.28e+07 10.215 0.000 1.88e+08 2.78e+08
Intercept:4.0 2.32e+08 2.29e+07 10.143 0.000 1.87e+08 2.77e+08
Intercept:5.0 6.622e+07 2.27e+07 2.919 0.004 2.17e+07 1.11e+08
Intercept:6.0 6.494e+07 2.27e+07 2.863 0.004 2.04e+07 1.09e+08
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 330.600 Durbin-Watson: 0.781
Prob(Omnibus): 0.000 Jarque-Bera (JB): 1675.453
Skew: -1.482 Prob(JB): 0.00
Kurtosis: 8.701 Cond. No. 5.86


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.601 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.595 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 111.0 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 6.43e-181 \\\\\n", "\\textbf{Time:} & 20:44:16 & \\textbf{ Log-Likelihood: } & -20039. \\\\\n", "\\textbf{No. Observations:} & 974 & \\textbf{ AIC: } & 4.011e+04 \\\\\n", "\\textbf{Df Residuals:} & 960 & \\textbf{ BIC: } & 4.017e+04 \\\\\n", "\\textbf{Df Model:} & 13 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days:0.0} & 8.133e+07 & 5.36e+06 & 15.171 & 0.000 & 7.08e+07 & 9.18e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:1.0} & 7.282e+07 & 5.28e+06 & 13.788 & 0.000 & 6.25e+07 & 8.32e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:2.0} & 3.684e+07 & 5.1e+06 & 7.229 & 0.000 & 2.68e+07 & 4.68e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:3.0} & 7.318e+07 & 5.25e+06 & 13.931 & 0.000 & 6.29e+07 & 8.35e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:4.0} & 7.303e+07 & 5.48e+06 & 13.315 & 0.000 & 6.23e+07 & 8.38e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:5.0} & 1.907e+06 & 5.43e+06 & 0.351 & 0.725 & -8.75e+06 & 1.26e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:6.0} & 1.8e+06 & 5.49e+06 & 0.328 & 0.743 & -8.97e+06 & 1.26e+07 \\\\\n", "\\textbf{Intercept:0.0} & 2.402e+08 & 2.28e+07 & 10.552 & 0.000 & 1.96e+08 & 2.85e+08 \\\\\n", "\\textbf{Intercept:1.0} & 2.414e+08 & 2.27e+07 & 10.613 & 0.000 & 1.97e+08 & 2.86e+08 \\\\\n", "\\textbf{Intercept:2.0} & 1.054e+08 & 2.27e+07 & 4.637 & 0.000 & 6.08e+07 & 1.5e+08 \\\\\n", "\\textbf{Intercept:3.0} & 2.33e+08 & 2.28e+07 & 10.215 & 0.000 & 1.88e+08 & 2.78e+08 \\\\\n", "\\textbf{Intercept:4.0} & 2.32e+08 & 2.29e+07 & 10.143 & 0.000 & 1.87e+08 & 2.77e+08 \\\\\n", "\\textbf{Intercept:5.0} & 6.622e+07 & 2.27e+07 & 2.919 & 0.004 & 2.17e+07 & 1.11e+08 \\\\\n", "\\textbf{Intercept:6.0} & 6.494e+07 & 2.27e+07 & 2.863 & 0.004 & 2.04e+07 & 1.09e+08 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 330.600 & \\textbf{ Durbin-Watson: } & 0.781 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 1675.453 \\\\\n", "\\textbf{Skew:} & -1.482 & \\textbf{ Prob(JB): } & 0.00 \\\\\n", "\\textbf{Kurtosis:} & 8.701 & \\textbf{ Cond. No. } & 5.86 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.601\n", "Model: OLS Adj. R-squared: 0.595\n", "Method: Least Squares F-statistic: 111.0\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 6.43e-181\n", "Time: 20:44:16 Log-Likelihood: -20039.\n", "No. Observations: 974 AIC: 4.011e+04\n", "Df Residuals: 960 BIC: 4.017e+04\n", "Df Model: 13 \n", "Covariance Type: nonrobust \n", "===========================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-------------------------------------------------------------------------------------------\n", "heating_degree_days:0.0 8.133e+07 5.36e+06 15.171 0.000 7.08e+07 9.18e+07\n", "heating_degree_days:1.0 7.282e+07 5.28e+06 13.788 0.000 6.25e+07 8.32e+07\n", "heating_degree_days:2.0 3.684e+07 5.1e+06 7.229 0.000 2.68e+07 4.68e+07\n", "heating_degree_days:3.0 7.318e+07 5.25e+06 13.931 0.000 6.29e+07 8.35e+07\n", "heating_degree_days:4.0 7.303e+07 5.48e+06 13.315 0.000 6.23e+07 8.38e+07\n", "heating_degree_days:5.0 1.907e+06 5.43e+06 0.351 0.725 -8.75e+06 1.26e+07\n", "heating_degree_days:6.0 1.8e+06 5.49e+06 0.328 0.743 -8.97e+06 1.26e+07\n", "Intercept:0.0 2.402e+08 2.28e+07 10.552 0.000 1.96e+08 2.85e+08\n", "Intercept:1.0 2.414e+08 2.27e+07 10.613 0.000 1.97e+08 2.86e+08\n", "Intercept:2.0 1.054e+08 2.27e+07 4.637 0.000 6.08e+07 1.5e+08\n", "Intercept:3.0 2.33e+08 2.28e+07 10.215 0.000 1.88e+08 2.78e+08\n", "Intercept:4.0 2.32e+08 2.29e+07 10.143 0.000 1.87e+08 2.77e+08\n", "Intercept:5.0 6.622e+07 2.27e+07 2.919 0.004 2.17e+07 1.11e+08\n", "Intercept:6.0 6.494e+07 2.27e+07 2.863 0.004 2.04e+07 1.09e+08\n", "==============================================================================\n", "Omnibus: 330.600 Durbin-Watson: 0.781\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 1675.453\n", "Skew: -1.482 Prob(JB): 0.00\n", "Kurtosis: 8.701 Cond. No. 5.86\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'Model with Day of Week categorisation (Monday, etc.)')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_parquet(files[0]).loc[\n", " \"2016-02-01\":\"2018-10-01\"\n", "] # Selecting dates where the behaviour is more stable\n", "\n", "\n", "def dayofweek_categoriser(series: pd.Series):\n", " \"\"\"Return a series of categories based on the day of the week of the index\"\"\"\n", " timestamps = series.index\n", " return_data = pd.Series(\n", " data=[timestamp.weekday() for timestamp in timestamps],\n", " index=series.index,\n", " )\n", " return return_data\n", "\n", "\n", "categories = dayofweek_categoriser(data)\n", "display(categories.head())\n", "\n", "ts_cat = CategoricalThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"temperature\"],\n", " categories=categories,\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_cat.fit()\n", "\n", "display(ts_cat.model.summary())\n", "predictions = ts_cat.model.predict()\n", "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", "aggregated_data = ts_cat.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "aggregated_data.plot.scatter(x=\"temperature\", y=\"energy\", ax=ax2)\n", "sns.scatterplot(\n", " x=aggregated_data[\"temperature\"], y=predictions, hue=aggregated_data[\"category\"]\n", ")\n", "ax2.legend()\n", "fig.suptitle(\"Model with Day of Week categorisation (Monday, etc.)\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", "2017-06-01 00:00:00+02:00 Open\n", "2017-06-01 00:10:00+02:00 Open\n", "2017-06-01 00:20:00+02:00 Open\n", "2017-06-01 00:30:00+02:00 Open\n", "2017-06-01 00:40:00+02:00 Open\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.588
Model: OLS Adj. R-squared: 0.586
Method: Least Squares F-statistic: 346.1
Date: Fri, 11 Oct 2024 Prob (F-statistic): 1.47e-139
Time: 20:44:17 Log-Likelihood: -15439.
No. Observations: 731 AIC: 3.089e+04
Df Residuals: 727 BIC: 3.090e+04
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
heating_degree_days:Closed 2.833e+07 6.95e+06 4.078 0.000 1.47e+07 4.2e+07
heating_degree_days:Open 1.062e+08 4.23e+06 25.095 0.000 9.79e+07 1.15e+08
Intercept:Closed 2.67e+08 3.29e+07 8.113 0.000 2.02e+08 3.32e+08
Intercept:Open 5.864e+08 2.11e+07 27.728 0.000 5.45e+08 6.28e+08
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 30.135 Durbin-Watson: 0.894
Prob(Omnibus): 0.000 Jarque-Bera (JB): 79.470
Skew: 0.099 Prob(JB): 5.54e-18
Kurtosis: 4.603 Cond. No. 10.6


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.588 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.586 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 346.1 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 1.47e-139 \\\\\n", "\\textbf{Time:} & 20:44:17 & \\textbf{ Log-Likelihood: } & -15439. \\\\\n", "\\textbf{No. Observations:} & 731 & \\textbf{ AIC: } & 3.089e+04 \\\\\n", "\\textbf{Df Residuals:} & 727 & \\textbf{ BIC: } & 3.090e+04 \\\\\n", "\\textbf{Df Model:} & 3 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days:Closed} & 2.833e+07 & 6.95e+06 & 4.078 & 0.000 & 1.47e+07 & 4.2e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:Open} & 1.062e+08 & 4.23e+06 & 25.095 & 0.000 & 9.79e+07 & 1.15e+08 \\\\\n", "\\textbf{Intercept:Closed} & 2.67e+08 & 3.29e+07 & 8.113 & 0.000 & 2.02e+08 & 3.32e+08 \\\\\n", "\\textbf{Intercept:Open} & 5.864e+08 & 2.11e+07 & 27.728 & 0.000 & 5.45e+08 & 6.28e+08 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 30.135 & \\textbf{ Durbin-Watson: } & 0.894 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 79.470 \\\\\n", "\\textbf{Skew:} & 0.099 & \\textbf{ Prob(JB): } & 5.54e-18 \\\\\n", "\\textbf{Kurtosis:} & 4.603 & \\textbf{ Cond. No. } & 10.6 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.588\n", "Model: OLS Adj. R-squared: 0.586\n", "Method: Least Squares F-statistic: 346.1\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 1.47e-139\n", "Time: 20:44:17 Log-Likelihood: -15439.\n", "No. Observations: 731 AIC: 3.089e+04\n", "Df Residuals: 727 BIC: 3.090e+04\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------\n", "heating_degree_days:Closed 2.833e+07 6.95e+06 4.078 0.000 1.47e+07 4.2e+07\n", "heating_degree_days:Open 1.062e+08 4.23e+06 25.095 0.000 9.79e+07 1.15e+08\n", "Intercept:Closed 2.67e+08 3.29e+07 8.113 0.000 2.02e+08 3.32e+08\n", "Intercept:Open 5.864e+08 2.11e+07 27.728 0.000 5.45e+08 6.28e+08\n", "==============================================================================\n", "Omnibus: 30.135 Durbin-Watson: 0.894\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 79.470\n", "Skew: 0.099 Prob(JB): 5.54e-18\n", "Kurtosis: 4.603 Cond. No. 10.6\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'Model with Weekend/Weekday categorisation')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data2 = pd.read_parquet(files[1]).loc[\n", " \"2017-06-01\":\"2019-06-01\"\n", "] # Selecting dates where the behaviour is more stable\n", "\n", "\n", "def open_close_categoriser(series: pd.Series):\n", " \"\"\"Return a series of categories based on the day of the week of the index\"\"\"\n", " timestamps = series.index\n", " return_data = pd.Series(\n", " data=[\n", " \"Open\" if timestamp.weekday() < 5 else \"Closed\" for timestamp in timestamps\n", " ],\n", " index=series.index,\n", " )\n", " return return_data\n", "\n", "\n", "categories = open_close_categoriser(data2)\n", "display(categories.head())\n", "\n", "ts_cat = CategoricalThermoSensitivity(\n", " energy_data=data2[\"energy\"],\n", " temperature_data=data2[\"temperature\"],\n", " categories=categories,\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_cat.fit()\n", "\n", "display(ts_cat.model.summary())\n", "predictions = ts_cat.model.predict()\n", "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", "aggregated_data = ts_cat.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "aggregated_data.plot.scatter(x=\"temperature\", y=\"energy\", ax=ax2)\n", "ax2.scatter(aggregated_data[\"temperature\"], predictions, label=\"Predicted\", color=\"red\")\n", "ax2.legend()\n", "fig.suptitle(\"Model with Weekend/Weekday categorisation\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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105256 rows × 4 columns

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" ], "text/plain": [ " duration energy holidays temperature\n", "timestamp \n", "2017-06-01 00:00:00+02:00 600000.0 1800000.0 False 20.200000\n", "2017-06-01 00:10:00+02:00 600000.0 2400000.0 False 20.133333\n", "2017-06-01 00:20:00+02:00 600000.0 2400000.0 False 20.066667\n", "2017-06-01 00:30:00+02:00 600000.0 1800000.0 False 20.000000\n", "2017-06-01 00:40:00+02:00 600000.0 2400000.0 False 19.933333\n", "... ... ... ... ...\n", "2019-06-01 23:10:00+02:00 600000.0 1200000.0 False 17.483333\n", "2019-06-01 23:20:00+02:00 600000.0 1800000.0 False 17.366667\n", "2019-06-01 23:30:00+02:00 600000.0 1800000.0 False 17.250000\n", "2019-06-01 23:40:00+02:00 600000.0 1200000.0 False 17.133333\n", "2019-06-01 23:50:00+02:00 600000.0 1800000.0 False 17.016667\n", "\n", "[105256 rows x 4 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data2" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", "2017-06-01 00:00:00+02:00 3\n", "2017-06-01 00:10:00+02:00 3\n", "2017-06-01 00:20:00+02:00 3\n", "2017-06-01 00:30:00+02:00 3\n", "2017-06-01 00:40:00+02:00 3\n", "dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.638
Model: OLS Adj. R-squared: 0.632
Method: Least Squares F-statistic: 97.27
Date: Fri, 11 Oct 2024 Prob (F-statistic): 1.89e-148
Time: 20:44:18 Log-Likelihood: -15392.
No. Observations: 731 AIC: 3.081e+04
Df Residuals: 717 BIC: 3.088e+04
Df Model: 13
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
heating_degree_days:0.0 1.128e+08 9.15e+06 12.320 0.000 9.48e+07 1.31e+08
heating_degree_days:1.0 1.058e+08 8.86e+06 11.950 0.000 8.85e+07 1.23e+08
heating_degree_days:2.0 9.898e+07 8.71e+06 11.358 0.000 8.19e+07 1.16e+08
heating_degree_days:3.0 1.096e+08 8.72e+06 12.564 0.000 9.24e+07 1.27e+08
heating_degree_days:4.0 1.093e+08 9.29e+06 11.762 0.000 9.11e+07 1.28e+08
heating_degree_days:5.0 2.839e+07 9.33e+06 3.043 0.002 1.01e+07 4.67e+07
heating_degree_days:6.0 2.828e+07 9.22e+06 3.067 0.002 1.02e+07 4.64e+07
Intercept:0.0 6.692e+08 4.47e+07 14.964 0.000 5.81e+08 7.57e+08
Intercept:1.0 6.575e+08 4.51e+07 14.591 0.000 5.69e+08 7.46e+08
Intercept:2.0 3.184e+08 4.52e+07 7.044 0.000 2.3e+08 4.07e+08
Intercept:3.0 6.277e+08 4.42e+07 14.211 0.000 5.41e+08 7.14e+08
Intercept:4.0 6.426e+08 4.41e+07 14.565 0.000 5.56e+08 7.29e+08
Intercept:5.0 2.676e+08 4.36e+07 6.138 0.000 1.82e+08 3.53e+08
Intercept:6.0 2.663e+08 4.43e+07 6.017 0.000 1.79e+08 3.53e+08
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Omnibus: 58.978 Durbin-Watson: 0.679
Prob(Omnibus): 0.000 Jarque-Bera (JB): 247.407
Skew: -0.216 Prob(JB): 1.89e-54
Kurtosis: 5.817 Cond. No. 7.14


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.638 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.632 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 97.27 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 1.89e-148 \\\\\n", "\\textbf{Time:} & 20:44:18 & \\textbf{ Log-Likelihood: } & -15392. \\\\\n", "\\textbf{No. Observations:} & 731 & \\textbf{ AIC: } & 3.081e+04 \\\\\n", "\\textbf{Df Residuals:} & 717 & \\textbf{ BIC: } & 3.088e+04 \\\\\n", "\\textbf{Df Model:} & 13 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days:0.0} & 1.128e+08 & 9.15e+06 & 12.320 & 0.000 & 9.48e+07 & 1.31e+08 \\\\\n", "\\textbf{heating\\_degree\\_days:1.0} & 1.058e+08 & 8.86e+06 & 11.950 & 0.000 & 8.85e+07 & 1.23e+08 \\\\\n", "\\textbf{heating\\_degree\\_days:2.0} & 9.898e+07 & 8.71e+06 & 11.358 & 0.000 & 8.19e+07 & 1.16e+08 \\\\\n", "\\textbf{heating\\_degree\\_days:3.0} & 1.096e+08 & 8.72e+06 & 12.564 & 0.000 & 9.24e+07 & 1.27e+08 \\\\\n", "\\textbf{heating\\_degree\\_days:4.0} & 1.093e+08 & 9.29e+06 & 11.762 & 0.000 & 9.11e+07 & 1.28e+08 \\\\\n", "\\textbf{heating\\_degree\\_days:5.0} & 2.839e+07 & 9.33e+06 & 3.043 & 0.002 & 1.01e+07 & 4.67e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:6.0} & 2.828e+07 & 9.22e+06 & 3.067 & 0.002 & 1.02e+07 & 4.64e+07 \\\\\n", "\\textbf{Intercept:0.0} & 6.692e+08 & 4.47e+07 & 14.964 & 0.000 & 5.81e+08 & 7.57e+08 \\\\\n", "\\textbf{Intercept:1.0} & 6.575e+08 & 4.51e+07 & 14.591 & 0.000 & 5.69e+08 & 7.46e+08 \\\\\n", "\\textbf{Intercept:2.0} & 3.184e+08 & 4.52e+07 & 7.044 & 0.000 & 2.3e+08 & 4.07e+08 \\\\\n", "\\textbf{Intercept:3.0} & 6.277e+08 & 4.42e+07 & 14.211 & 0.000 & 5.41e+08 & 7.14e+08 \\\\\n", "\\textbf{Intercept:4.0} & 6.426e+08 & 4.41e+07 & 14.565 & 0.000 & 5.56e+08 & 7.29e+08 \\\\\n", "\\textbf{Intercept:5.0} & 2.676e+08 & 4.36e+07 & 6.138 & 0.000 & 1.82e+08 & 3.53e+08 \\\\\n", "\\textbf{Intercept:6.0} & 2.663e+08 & 4.43e+07 & 6.017 & 0.000 & 1.79e+08 & 3.53e+08 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 58.978 & \\textbf{ Durbin-Watson: } & 0.679 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 247.407 \\\\\n", "\\textbf{Skew:} & -0.216 & \\textbf{ Prob(JB): } & 1.89e-54 \\\\\n", "\\textbf{Kurtosis:} & 5.817 & \\textbf{ Cond. No. } & 7.14 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.638\n", "Model: OLS Adj. R-squared: 0.632\n", "Method: Least Squares F-statistic: 97.27\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 1.89e-148\n", "Time: 20:44:18 Log-Likelihood: -15392.\n", "No. Observations: 731 AIC: 3.081e+04\n", "Df Residuals: 717 BIC: 3.088e+04\n", "Df Model: 13 \n", "Covariance Type: nonrobust \n", "===========================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-------------------------------------------------------------------------------------------\n", "heating_degree_days:0.0 1.128e+08 9.15e+06 12.320 0.000 9.48e+07 1.31e+08\n", "heating_degree_days:1.0 1.058e+08 8.86e+06 11.950 0.000 8.85e+07 1.23e+08\n", "heating_degree_days:2.0 9.898e+07 8.71e+06 11.358 0.000 8.19e+07 1.16e+08\n", "heating_degree_days:3.0 1.096e+08 8.72e+06 12.564 0.000 9.24e+07 1.27e+08\n", "heating_degree_days:4.0 1.093e+08 9.29e+06 11.762 0.000 9.11e+07 1.28e+08\n", "heating_degree_days:5.0 2.839e+07 9.33e+06 3.043 0.002 1.01e+07 4.67e+07\n", "heating_degree_days:6.0 2.828e+07 9.22e+06 3.067 0.002 1.02e+07 4.64e+07\n", "Intercept:0.0 6.692e+08 4.47e+07 14.964 0.000 5.81e+08 7.57e+08\n", "Intercept:1.0 6.575e+08 4.51e+07 14.591 0.000 5.69e+08 7.46e+08\n", "Intercept:2.0 3.184e+08 4.52e+07 7.044 0.000 2.3e+08 4.07e+08\n", "Intercept:3.0 6.277e+08 4.42e+07 14.211 0.000 5.41e+08 7.14e+08\n", "Intercept:4.0 6.426e+08 4.41e+07 14.565 0.000 5.56e+08 7.29e+08\n", "Intercept:5.0 2.676e+08 4.36e+07 6.138 0.000 1.82e+08 3.53e+08\n", "Intercept:6.0 2.663e+08 4.43e+07 6.017 0.000 1.79e+08 3.53e+08\n", "==============================================================================\n", "Omnibus: 58.978 Durbin-Watson: 0.679\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 247.407\n", "Skew: -0.216 Prob(JB): 1.89e-54\n", "Kurtosis: 5.817 Cond. No. 7.14\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'Model with day of week categorisation (Monday, etc.)')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def dayofweek_categoriser(series: pd.Series):\n", " \"\"\"Return a series of categories based on the day of the week of the index\"\"\"\n", " timestamps = series.index\n", " return_data = pd.Series(\n", " data=[timestamp.weekday() for timestamp in timestamps],\n", " index=series.index,\n", " )\n", " return return_data\n", "\n", "\n", "categories = dayofweek_categoriser(data2)\n", "display(categories.head())\n", "\n", "\n", "ts_cat = CategoricalThermoSensitivity(\n", " energy_data=data2[\"energy\"],\n", " temperature_data=data2[\"temperature\"],\n", " categories=categories,\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_cat.fit()\n", "\n", "display(ts_cat.model.summary())\n", "predictions = ts_cat.model.predict()\n", "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", "aggregated_data = ts_cat.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "aggregated_data.plot.scatter(x=\"temperature\", y=\"energy\", ax=ax2)\n", "ax2.scatter(aggregated_data[\"temperature\"], predictions, label=\"Predicted\", color=\"red\")\n", "ax2.legend()\n", "fig.suptitle(\"Model with day of week categorisation (Monday, etc.)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Adding the school holidays\n", "\n", "The previous categorisation of occupancy is not enough to explain the daily energy consumption. We need to add the school holidays to the model." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.org/simple, https://gitlab.ecoco2.com/api/v4/groups/recherche/-/packages/pypi/simple\n", "Requirement already satisfied: vacances-scolaires-france in /home/ubuntu/mambaforge/envs/eat/lib/python3.11/site-packages (0.10.0)\n", "Requirement already satisfied: jours-feries-france in /home/ubuntu/mambaforge/envs/eat/lib/python3.11/site-packages (0.7.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install vacances-scolaires-france jours-feries-france" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "from jours_feries_france import JoursFeries\n", "from vacances_scolaires_france import SchoolHolidayDates\n", "\n", "jf = JoursFeries()\n", "shd = SchoolHolidayDates()\n", "\n", "\n", "def is_bank_holiday(date):\n", " return jf.is_bank_holiday(date)\n", "\n", "\n", "def is_holiday(date):\n", " return shd.is_holiday_for_zone(date, \"B\")\n", "\n", "\n", "def school_open_close(series: pd.Series):\n", " \"\"\"Return a series of categories based on the day of the week of the index\"\"\"\n", " timestamps = series.index\n", " is_open = []\n", " for timestamp in timestamps:\n", " if timestamp.weekday() > 4:\n", " is_open.append(\"weekend\")\n", " elif is_bank_holiday(timestamp.date()):\n", " is_open.append(\"weekend\")\n", " elif is_holiday(timestamp.date()):\n", " is_open.append(\"holiday\")\n", " else:\n", " is_open.append(\"Open\")\n", " return pd.Series(data=is_open, index=series.index)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", "2016-02-01 00:00:00+01:00 Open\n", "2016-02-01 00:10:00+01:00 Open\n", "2016-02-01 00:20:00+01:00 Open\n", "2016-02-01 00:30:00+01:00 Open\n", "2016-02-01 00:40:00+01:00 Open\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Open 66240\n", "weekend 43338\n", "holiday 30672\n", "Name: count, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_parquet(files[0]).loc[\n", " \"2016-02-01\":\"2018-10-01\"\n", "] # Selecting dates where the behaviour is more stable\n", "categories = school_open_close(data)\n", "display(categories.head())\n", "display(categories.value_counts())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.819
Model: OLS Adj. R-squared: 0.818
Method: Least Squares F-statistic: 877.3
Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00
Time: 20:44:41 Log-Likelihood: -19653.
No. Observations: 974 AIC: 3.932e+04
Df Residuals: 968 BIC: 3.935e+04
Df Model: 5
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
heating_degree_days:Open 8.125e+07 1.96e+06 41.464 0.000 7.74e+07 8.51e+07
heating_degree_days:holiday 8.248e+06 2.87e+06 2.874 0.004 2.62e+06 1.39e+07
heating_degree_days:weekend 4.009e+06 2.52e+06 1.589 0.112 -9.42e+05 8.96e+06
Intercept:Open 2.965e+08 8.88e+06 33.375 0.000 2.79e+08 3.14e+08
Intercept:holiday 6.924e+07 1.12e+07 6.181 0.000 4.73e+07 9.12e+07
Intercept:weekend 6.59e+07 1.03e+07 6.403 0.000 4.57e+07 8.61e+07
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 123.564 Durbin-Watson: 2.009
Prob(Omnibus): 0.000 Jarque-Bera (JB): 621.575
Skew: -0.462 Prob(JB): 1.06e-135
Kurtosis: 6.803 Cond. No. 7.90


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.819 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.818 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 877.3 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", "\\textbf{Time:} & 20:44:41 & \\textbf{ Log-Likelihood: } & -19653. \\\\\n", "\\textbf{No. Observations:} & 974 & \\textbf{ AIC: } & 3.932e+04 \\\\\n", "\\textbf{Df Residuals:} & 968 & \\textbf{ BIC: } & 3.935e+04 \\\\\n", "\\textbf{Df Model:} & 5 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days:Open} & 8.125e+07 & 1.96e+06 & 41.464 & 0.000 & 7.74e+07 & 8.51e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:holiday} & 8.248e+06 & 2.87e+06 & 2.874 & 0.004 & 2.62e+06 & 1.39e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:weekend} & 4.009e+06 & 2.52e+06 & 1.589 & 0.112 & -9.42e+05 & 8.96e+06 \\\\\n", "\\textbf{Intercept:Open} & 2.965e+08 & 8.88e+06 & 33.375 & 0.000 & 2.79e+08 & 3.14e+08 \\\\\n", "\\textbf{Intercept:holiday} & 6.924e+07 & 1.12e+07 & 6.181 & 0.000 & 4.73e+07 & 9.12e+07 \\\\\n", "\\textbf{Intercept:weekend} & 6.59e+07 & 1.03e+07 & 6.403 & 0.000 & 4.57e+07 & 8.61e+07 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 123.564 & \\textbf{ Durbin-Watson: } & 2.009 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 621.575 \\\\\n", "\\textbf{Skew:} & -0.462 & \\textbf{ Prob(JB): } & 1.06e-135 \\\\\n", "\\textbf{Kurtosis:} & 6.803 & \\textbf{ Cond. No. } & 7.90 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.819\n", "Model: OLS Adj. R-squared: 0.818\n", "Method: Least Squares F-statistic: 877.3\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00\n", "Time: 20:44:41 Log-Likelihood: -19653.\n", "No. Observations: 974 AIC: 3.932e+04\n", "Df Residuals: 968 BIC: 3.935e+04\n", "Df Model: 5 \n", "Covariance Type: nonrobust \n", "===============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------------\n", "heating_degree_days:Open 8.125e+07 1.96e+06 41.464 0.000 7.74e+07 8.51e+07\n", "heating_degree_days:holiday 8.248e+06 2.87e+06 2.874 0.004 2.62e+06 1.39e+07\n", "heating_degree_days:weekend 4.009e+06 2.52e+06 1.589 0.112 -9.42e+05 8.96e+06\n", "Intercept:Open 2.965e+08 8.88e+06 33.375 0.000 2.79e+08 3.14e+08\n", "Intercept:holiday 6.924e+07 1.12e+07 6.181 0.000 4.73e+07 9.12e+07\n", "Intercept:weekend 6.59e+07 1.03e+07 6.403 0.000 4.57e+07 8.61e+07\n", "==============================================================================\n", "Omnibus: 123.564 Durbin-Watson: 2.009\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 621.575\n", "Skew: -0.462 Prob(JB): 1.06e-135\n", "Kurtosis: 6.803 Cond. No. 7.90\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts_holidays = CategoricalThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"temperature\"],\n", " categories=categories,\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_holidays.fit()\n", "display(ts_holidays.model.summary())" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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WVBZ0GIbpKdaM1LB2pI5X7zQj8R51XaMGcbboMAzDMBE77bQTAMTCDrNlmD17dvy3KAoLOgzD9BRvOiPM+nLrf70Te+8wXXFdS7PoMAzDMAwQpkreeeedMWfOHDQajewTmI5TrVbbsuREsKDDMExP8vDSDaGgQ47RrGtUABqtcTIChmEYRqVcLndks81sOTgZAcMwUwbVdU1KOrUmCzoMwzAM02uwoMMwTE8SpaWk6SltrmucRZRhGIZheg8WdBiG6UlMsgu16Owy+gwurn4Lr/JeRMCSDsMwDMP0HCzoMAzT01ARhlp0/mnp6fjb8nxc1/f1zD7WjNTwH1c+gnsWr52EETIMwzAMMxmwoMMwTE9DjTX1ZhA/H/BHAACDXl1ps2LjBBavHlH6OO0PT+G6R1/Cxy66d1LHyjAMwzBM52BBh2GYKQO17iwd2j9+Xm4Mx8/fcvZcvPuc27BmpBYfe3E9V8hmmF7jxN8+jtP/+NSWHgbDMJMICzoMw/Q4UryhiQlGqtvEz2evfzJx1qJV0qpT4qrYDNNTvLxxHFfevxQ/u3MJJhqcdZFhehUWdBiG6U1aMg11SwuoSYe8UWlsSpzuk8alEgs6DNNL0PntB8WSkQhOYsIwWz0s6DAMM2WwbUu8IFn5WhF0WM5hmJ6iUpLbH7+gwFIjMX9F4bWFYSYXFnQYhulplC2MZUNTCuqJY81AbmLYdY1hegsi58D3iwk6nXB5K1sknZueXIGbnlzRdv8MM9VhQYdhmCkD9VDxiNBjsug0yebHthlhGKY7KRPlRVGLzkSjExad5NoyVm/i//38Ify/nz+EkZq5yDFl0aoRzFuwqu2xMEwvwoIOwzA9iWjZcugeRlic17wguZlQXddY0GGYXiUoGKMzPkkWHZoGfyyHoHPYubfh05c8gEeXbWh7PAzTa7CgwzBMTyOUrGvqOxEl32DRCdiiwzC9Cl0KGgUFnY64rhmUKHS9cbE2PfbihrbHwzC9Bgs6DMP0JKb9gS3rmic4GQHDTCXo+lA0RqcTFh1TRkePCD9Nh7F1IjkCw/QaLOgwDNPTKK5rFu3oyOgYDjv3Nlxx39L4GLXoeOy6xjA9C0084sJEffKSEUQEDhadus+CDsPoVLb0ABiGYSYT+z5BvvHwklVY1BzBV3/3eHzMJ5sfk3sJwzDdC3VpLVpHZ6LZAYuOYW2hCpmmw9jqbNFhmATOFp3bb78dRx55JHbZZRd4nodrr702tf1vf/tbHH744dhhhx0wc+ZMHHLIIbjpppuKjpdhGKYwqnZUPq8iGfDbVAqGTuaoGIbZ7JClIEuYsFmCxzpi0TFcjzx3SZTAgg7DJHG+fY+OjuKAAw7A+eefn6v97bffjsMPPxw33HADHnroIbzrXe/CkUceiUceecR5sAzDMK7YkxFIKkhuWKhvPGddY5jeJcuiY1s3ilqCKFnWYpdkBCzoMEwSZ9e19773vXjve9+bu/13v/td5fVZZ52F3//+9/jDH/6Agw46yPXyDMMwuTBtD55dNYJjLnsA3/zH18PFosNZ1ximt6Drg4t7mNJH+3KOMRkB7dclGQHH6DBMks0eoxMEATZt2oRtt93W2qZWq6FWq8Wvh4eHN8fQGIbpQfTNyC1Pr8JZNzyDj5I3+gyCDo3RYYsOw/QWSta1jGQENlHDVpfLBePaQrp1SkbAFh2GSbDZPc+/853vYGRkBB/5yEesbc4++2zMmjUr/rf77rtvxhEyDNPrvLRhXHkdWXTonkPNurZZhsUwzBbAxWrSaSoZ1mIX9zgWdBgmyWYVdK644gqceuqpuPrqqzFnzhxruxNPPBEbN26M/y1btmwzjpJhmF4gTRHa0Fw8ql4o6Gw3rT8+RmtrcNY1huktqDWmaDKCSXNdK5gRrsauawyTYLO5rl111VU45phj8Otf/xqHHXZYatv+/n709/entmEYhsmDaTPS8AN4SoxOmIxgu2l9WDMSus0qWddY0GGYnkKJg8kSdHL0URSTQUd1q2OLDsO0w2ax6Fx55ZU4+uijceWVV+L973//5rgkwzAMALMffd0XymYicl2bMSB1Pz6nl2aYKUFWjM5kkqVE4axrDNMezhadkZERLFq0KH69ZMkSzJ8/H9tuuy322GMPnHjiiVi+fDkuv/xyAKG72qc+9Sl873vfw8EHH4wVK1YAAAYHBzFr1qwOfQyGYRiVtEDhetOH5znU0WGLDsP0FErWtYwYHZus0YnIHlNGR9ovW3QYpj2c9ZQPPvggDjrooDg19PHHH4+DDjoIJ598MgDg5ZdfxtKlS+P2P/nJT9BsNvGlL30JO++8c/zvuOOO69BHYBiGsWN2XRMwpZemGY6olpfTSzNMbyFE/jgYm9LEFrvjAl1bov5cxkbh9NIMk8TZonPooYemTu5LL71UeT1v3jzXSzAMw0wq9WagrH59rWQEdGVrcMFQhpkSFK2j0wno2hIIoKwtNZxemmHagz3PGYbpGUxKGNM2oeEHiqknsujYgoBZ0GGY3sIl4H9zua41W1ZkF7c6ii7oBIHAghWbEGxBQY5htjQs6DAM0zOYNiQm4UffEFRaWdcUlxFBBZ0ODZBhmK2OwhadDsgPNHV95C1bOOua5rp23i0LccR3b8e3/7ygrTEyTDfDgg7DMD0D3RKkeXzoG4LYokOONUmbksGPnmGY3mCLZl0ju7CmYRwuQpiuwPnBrWHiqB/NW4w/PPpSsQEyTJfDgg7DMD2Di+uaB7kp6DO4rtmyrrEXCMN0P3SuNwpnXetsMoLIelO4YGhKjM6/X/kInli+scAIGaa7YUGHYZieIe+WQN87mLOuyeflDK0rwzDdi4swQelMwdCkoAOLwiWLetNPff/5taNOY8ti/Wgdv5+/HBON9OsyzJaEBR2GYXqSaHuQZzNS9aIYHXmMbjBMfvQMw3Qv1GpC5/qKjRM49Q9P4rnVI8a2k4lJ4HJxqzOll56D9fFzl8QGefjkxffhuKvm46wbnu5ovwzTSVjQYRhmq2C01sTP7lyCZevGCvdhFmpsfifyeMUQo+OTTYFHta4co8MwXY8a8C8FhNP/+BQuuet5vPd7d2T30eExvfX/bsU3rntSjRUsGKMjhMBny9fj/oEv4fPlPwBoZZvsIE8sHwYAXMfxP8xWDAs6DMNsFZzz54U4/Y9P4T3fvb1wH1Tz+vyaUfzHlY/g6Zc3Gdt6pK2M0TFreY3uJQzD9AR0rj+3JnTvqilCg/m8Tug8dCvypXc/XzjrGm06UmvipOovAQBfrV4Z9z8ZcPpqZmuGBR2GYbYKHnxhHQBgtF7c35tuEH525xJc9+hL+Pq1TwAAtsNGfLZ8A2YjKfhUkXRdo1peGqPDN3WG6X5s1tv9dpoRP48yL07mjM9yiyvqbrZ6Uy3ZVyAwWmvisRc3dDR7JBu5ma0ZFnQYhtkqmDFQmdT+f9b3HZxU/QW+Xf1x64ihYKjFb59d1ximt7BZb3fbZjB+vmRNevD+ZMXu2JKiuLBmpI5x0acca/oBPnzB3fjgD+/C9Y+/3NYYKQGvicxWDAs6DMNsFczor7bdR9r99sDSYgDA4eWHE42rng8PgeL6YdOkskWHYXqDGRhDP+pWYWLBytD6a7N+dNp1LWKs3oyfF3U3Wz9WxwgGlWNNX8Sf6TcPvVioXxO8JDJbMyzoMAyzRfnDoy/hP696BJWyl904gzwa1k1i0Hi8Cl/Z0NDNj037yzBMl9IYw+MDx2B+/+eVOU1n98hEMklJJ3h46Xr8+LbF1uQAwxNS0ClazFQIkVjrGqSvTq5jbOVmtmYm11eEYRgmg3+/8pGO9ZXnfiu1nGrjCnwtMNgcjMzJCBim+6msfw4AMOjV0bTUn8ma6UVXgi/98mG8vHECL6wbM65Zmybat+gAwCgGlNfUSt3JdayT8T4M02nYosMwzFZHPaXCdxp5brejYsDYuIqmGqBs2QiwPzrDdD+iLONXhF+Xz8n0jp5bp3zBteDljRMAgCvuW2pcZzZNNOLnrgJJJHQIAYwS17U+NOLkCkX6TYN1P8zWDAs6DMNsFfRX5HJEb/QuUM3ibt5qnFy5HLt5q5U2kUVHF1j60LC6qOURgBiG6SLK0qHFo4IOme2TpdTYZ4dp8fON48m1bqQNi07UXABKMoLZGEEjMK9v7cLKH2ZrhgUdhmG2CvrKVNBpprTMxy+rZ+IzlRvxk+q56IPcTER+64Hm+z7k1RTNpBqjI4/zTZ1hup/AI8lP/GQqZoAoOGx1dApeu1KSa50prnCTEqPjKuhIi04Zco3bxtukWHQ6KejwkshszbCgwzDMVkGpJJMRDBe16JDnryitAgC8tvQCZmMkPj6BUMup+5VPx7g1vTSlw8XFGYbZ3AgBQK43XnNCfUt7ISCwK1bjNd7SZDdFLq9YjZLvU4u2ax0dOqaoPhgAbOONKGta0SQHDNNtsKDDMMxWQZkIOkUtOqaNR01UsY0ni4RWWjd/PVPQdExYkw7QjQm7rjFMF/PcbcA3X4Hpi34fH/IC6roG4/O7Bo7Djf0nYCesbXsIdAkxBfK3k3UtIMJZxZP9zMKIIjQVLUTKMN0GCzoMw2wVlDwq6BSz6Jh8SUa8IWxLBJ24OKgu6HhjnHWNYXqdyz8ITGzEDveeFR/yLMkIoppZ9NhrSktJ22JrAXV/NfVgy7q2brSO79y0AM9nFDINx6ZadPrRVNY0XseYqQILOgzDbBWQEB0Mjxe06Bi2DWMYwjYggo4X3vw9k+uayNZ4cs0IhuktvKwYHUI/ifcrvBIYMrtRbFnXTvjNY/jhXxbhAz+409q1tOhIpQ4AlOGjMUnppRlma4YFHYZhtgrKXgdidAz37nFvEIOQGts+mIsAzvDGlWOcdY1hpgYlS9a1OL00aduP9hOlKBYdw6I1UjNbdB5euj7xvg7trkIsOhXPn7RkBAyzNcOCDsMwWwU0GUGjoP+46axRbxBV4qseaTk9JC06dAPCdXQYZmpAXdcUa0v0SOZ8v2d2c3OBLi2mZWa0Zs66Vi1nb9lk1jWhCDpV+Gp6aT8A/Caw8klOm8b0NCzoMAyzVUCTEZhc0PJg0o6OYki74TejxuH7oh8AMN0b14oFmv1L2KLDML1FiSQjoJjWkz5i0Sm6EihWI0Mv1D2WWl76KtlbNtqb7rqWsOjc8F/Aj94K3HtB3qEzTNfBgg7DMFuMgNzEqeta8bStIRVygx/FoLI5qWquJ5swBACYhgnrxoUeD1jQYZieokxidAzZpTXXtYKJUgg0kZpprVOTn8jGeSw6gvRd8VSLDo07DIQAHro0fHHHOZn9Mky3woIOwzBbjAa5iVPXtaJEG4RpkHUxRjGoCD59sRtb2HikVUB0hm7RsVyDkxEwTG+hpJcWSWsLnfJKMoKCa4FyjQxBhwonbq5rata1su66RhU2s3bPM2yG6UpY0GEYZovhWyw67VpNZnhj8fMmSsoNX4/RiSw60zEOKt7QMahpp1nQYZhe4oWV6/HFXzyEVcMTsHisxvR1wKKjWo2SFwlsrmvlbGVQHFcEoVivq/AV65CSVXI2CzpM71LZ0gPYkpz9p6cxUfdx6t/vv6WHwjBTEpp0QI3RKUakgZ2JMeW4KRlBdI1NLYvOdIyphfwM/QLsusYwvUaf18Rvn1iBhh9gz+2mxcejqU7nf7/XAde1jDo6NsVKnhgdatGp6BYdst72ByNAufWCLTpMDzNlLTr1ZoAf3/YcLrvnBby0YXxLD4dhpiTUolMiq1Fh77DWeTMwrhzUNZsA4LXajqAl6HjjWgKC7DFTgkBg6dox43sMw2y9RO5oz68dsyo49LaA+zo1Xvfx0zuew8phGRNkyuJIr7thrI65T69Eww/yxeiQ7qop6aV3ClaThkN5PwLDdB1TVtChC0m9GaS0ZBimE4zVm/j+3GexcKUs3klvvJTCWddaj9R1DZpmUyYmaLmuifAmPwPj2iaHPFfSwZrHdsJvH8PffPsv+PWDywqNnWGYLUPkjtb0A7PrmhKjY665k4dv37QAZ1z/tHIsK0bnsRc34rOXPYgfzH3WKOjorm9CseioCh5qHdoZq5zGzjDdypQVdCiJjcuztwC//AgwwgsBw3SKb924AOfevBB/d97t8TF646WZiMbrPsbrPlyJpvIQSUbgQRiyrsnrbkToqrKNt0mLyzG7l1hkM1z94IsAgPP/ssh53AzDbDmi9UGv3xULDYa2RZi3ILmnMIlKJmXKJXc9bxF0zP0J4aPsyTd117U9FEGH3XGZ3oUFHWiLit8AfvmPwLM3Aff92NyeffQZxpmoqjeFBsTSWfXj25/D/t+4CQ2bVGEh0rAO0qJ+UC06JU+gjCC+4gtiRwTCw7beCGZj2DgeSlbWtVmDVacxMwwzuYzWmrjj2dWKBVl4cvvT14q7afiBWuPGMNVpjI6r69pILSkkGS06hnM31Zrod4jR8Xw1lqiq1dHZx3spfRAM0yNMWUFHzVNP3lhwA22VOO/uxWvwum/chN889OKkjY1hehGqTfzpHc/h3JsXoknMOLoLhh8IrNpUgwtRFwOglc6DRO2cKprwWo3HRD9eFNsDAPYRcl4rAcPUdS1D0TFrqM9pzAzDTC6fufQBfPJn9+OHxNoqSnKeRnE3zUAYU8xb00s7jmPMYKU2ZV2zyR1VQ9Y1vWl0bkmoa15Zc13bp/QSPct8QYbpAaasoENRLDprFsrnjWSSgmMuexCjdR//9etHN8PIGKZ3oKlNz7j+aXx/7rNYtGokPma6udcabu5rURdU0PEAVD21H7W6uYdnxW4AgL2EjK9RNzyW+hMG2KLDMFsX9y1ZBwC44r6l8bGgnBR0dAuy0aJDlSiOGC06hna2+jx5YnRii06gK3d8JR5ZsehshYzUmoXrFDEMZcoKOtbgYjqvxpOuNiWv/aKGDDMVMQkIq0doRfLk+3VX1zURua5RS5AwWnToZH9W7AoA2Md7kZxlxmTRoTfkWYNTOms/w2y10PVElPvj55Hio+mbhQa6NilKkg7sw40WHUvbKnFds1mWo+68QHVdq8CPP/9MjGIHb2PypK2Ep14axv6n3IT/uGr+lh4K0wNMXUHH6odLXoxvSJzHcg7DFMN0Y940kb5pcM2IKF3XyE1ey7oGRK9loPFSsSMAYCesVc4zPTfF6IwTyxNbdBhm6yRoErezkpynfcSiY0pCIsja9bbyk3hX6ZHW++0LCCZ5xZbZsY9YdCKhRW8ZWaVKmkWn7EmLzu7eau2srUvQ+emdzwEA/vDo1m11YrqDKSvoUJS6GHSBmdiQaMsWHYYphsmis2lCbjxMN/dawdTvqnuJwaLjqa5rfmsp9ATR+CK54QHMdXQ2jMnPMdTHFh2G2RrxfJKkhAg6UYKBZiBn/V95S7DX2juM/VzS9+2wjw7IB8Y6OpZ+J4hCJRZ0tLZ/e85tuPrBZfBEMhlBJATN9EbzXdDCHx97CddMYpxyX456QQyTlyl7R7bXxaAWHZPr2uSNiWF6Gd0tBMi26NQaxQSdQUjXNQ9CKZwHhO4nnkAYwAM56z0y/22hOKaNyfqx4n77DMNsHkr+BNCSb2iMjill9PX9XwOeAebesS9es/8bJm9QpqxrlrWHKlTSrN3/c81jOP/vpivHyvDjtWsm9MLG+QWdph/g2Cseyd2+CHkKozJMXqbsr4lOa2tsscF1jS06DFMMk0VnhAo6hnPqvmMygsh1zcuw6CgxOh5ES+Khs1txYSHPTRadjWMNY1uGYbYeaMY0Otv7YE8Z/fM/3QYRTF5RcZdkBBvG5bp2/NWP4ow/PmV1n/NEMhlBRMKi48DmWN0qhuxyDFOUqSvoCKq5dXBdY5MOwxTCN2wWhhWLjsF1zdGiE930B7SNS0XLulaFWcCyuatRjK5r48VrazAMs3mgNXBA3FQVQQcCdPY3UUGtaVa4uCg1bG1Nx+3WZPn89oWr8dM7lySKnEYkYnQQxGtTwqLj9DlyNy0Mu64xnYR/TdA3LuR5cyKRYprFHIYphtGiU6MxOslzXGN0opuw7rqmu6b0aVnXZNtkX/rzrBgdlnMYZuuEWnQ8yLVFLwJKk5f4KGG8nnRtc8W2lpnWPZuVxiQU2VzYkumlm3GvMz1V0DGtaVsSdl1jOsmU/TWprmuWHQ2QcF9j1zWGKUZm1jVTemlXQaf1qLquAZWE65ofx+MI4rqmiynRxkJJRmDYbEw41vthGGbzo7iukXk8HRNKO6oYaYgyxgz1b/rQcLJu0LWOYlr3bP2a5BG6Ru6MtSi3hDQ9GUEFPiDCzLEzobqu1Zr5BblOZJrLggUdppNM2V+TXbbRJrHmvlZm1zWGKUSjQHrpCYvLiI1IMFELhiaTEVS9ZjzVBTwI0YrREbqgk7yGsY5OxjkMw2x59GyMEbO8EeUodWXzUcaYwaIzA2NOW36aYZJiXGMsHRvde1tr5MHe07hn4N9xduWnAADPV69X9gIICFRLpdii47fWvQkHF+HNsb5xjA7TSZwFndtvvx1HHnkkdtllF3ieh2uvvTbznHnz5uENb3gD+vv78cpXvhKXXnppgaEWZ+NYA7+fvxzjdbLZsWZd06irJl426DBMMUzuEfTmbxR0HC0lsUWHbGiEgDkZgZeMx/F0i45hbKYapmrtDZZ0GGZrhLqojZC4um1ABB2hFQWFh/Fach2a7o0njqUxVrfF+RiPmtsajkUucSdXLwcAfKRyGwCglEhGEL4ulWSMzjCmhX002nfN6yQ0RoeTuzDt4izojI6O4oADDsD555+fq/2SJUvw/ve/H+9617swf/58/Od//ieOOeYY3HTTTc6DLcpXrnkUx101H1/73ePxMboZCdLUsVp1YXZdY5himASdEeISYlI4uGgaAVow1Jx1rSHKAIAh1GLrTRh6bJ7X0nUtXZBJ835lGGbrgAowYzW5Rgx6dcXa00cEohICjNbl62ExCKBl0XGY67a2pvUkTzKCiChhy2u8pcpxPUYnSkZQKZXirGsbRSTo5FcobY71rUosOnWTZolhHHCuo/Pe974X733ve3O3v/DCC7HXXnvhnHPOAQDst99+uPPOO3HeeefhiCOOcL18IW5+aiUA4LePLMe5Hz0w8X5gS0YAAL4u6HR4cAwzhaEZgzph0Ynm76Cnuq5FWdeWijnYx3sZu5LK4DYhR/amHcsIHmY5h2G2LsolD36gJiXRZ/1sjGAltgUgtKQFQvEG2YQhzMQ4ZnjjTtZbe4IB07H8yQhqTR8lBCh76nulIFkwVCB0C5vZDC06G+Eu6GwOqhWpg681A/RXyltwNEy3M+kxOvfccw8OO+ww5dgRRxyBe+65x3pOrVbD8PCw8q8dZvQn5TlrFiW26DDMFsG0Eei0RWeR2BUAsKe3Urt2VEfHHKOjWGwM1021CjMMs0WJLATUhdXTBIPZrTgd3XWtjABjxKKzSQwBCC06LtgTDKTH/GW1rTUDvNpbFr/e0LLS6HV0yvAhhECl5GFGK0YntuhsZckIKkSj7JqQhmF0Jl3QWbFiBXbccUfl2I477ojh4WGMj5t9XM8++2zMmjUr/rf77ru3NYY9thtKHLNmXUtYdNQFgOUchpkczOmli2ka1aBjWSzv2VjQWaFlXQvRBR1j/J5pY8KyDcNstURZvBRBR5vrs1uZyEJBRwo2ZS/AhGLRiVzXxjsy742KE4vvmul6taaPN5YWxq8jJY8nwjHXW+66lZZFp+wBs1qfNYrRqTcdLFObea1jQYdpl60y69qJJ56IjRs3xv+WLVuWfVIKe2wrBZ3RVkyAWjA05WS26DDMZsHsuuaeXrqEAP2e6qISW3SCUNB5RWklEAs61KKT7xo6VCBimYdhti6i4PYqWRdKuqDjbZLtNYGIppcebllBpnvjTnPd1janLsV6vNYIcFDp2fj1gNfAG7yFceNGK0IhWgPf6D2DGd44xkQ/Xhbbts5yyLqWu2Vx6OdkQYdpl0kXdHbaaSesXKm6iaxcuRIzZ87E4OCg8Zz+/n7MnDlT+dcOMwak69oLa5Pm5rQ6Ojc/oQpZLOgwzGRhcF1zTi+tu621YnQ0i86u3lqtnS0ZQfSYHktkOodhmK2DvlbMhy7AUGa3AvQFhCIQlRFgjGQlkxYdV9c1l3geMzbXtYO8Rcqx3/Z/A3usnAsAaCK06JS9MBnBB/1bAADX+m/FGPoBKAkos8c2yQvcaK2JFcOyrhEnI2DaZdIFnUMOOQRz585Vjt1888045JBDJvvSMXRertwUTiA6Vf2UZAR/eHipkhmqxNkIGGZSMGcUck0vLYyCTmThWSW2QU2Eio9tYw2up7TV+wsf6ThNrmucXpphtlYqhhgdffOzDcL1QHddK0FgnNTRGW1lXZvmTThpNZysP9ZkBMljtaaPbUgdoIg9V4UCTT226IRr6W7iZQDAbcEBgKVQcurYcrcsxpvOuAXfvUVaqNiiw7SLs6AzMjKC+fPnY/78+QDC9NHz58/H0qVhasMTTzwRRx11VNz+C1/4Ap577jn8z//8D5555hlccMEFuPrqq/HlL3+5M58gB2qccGvjQg6mWXSq8JWMKyznMMzk0Kn00oOoKccqpFhoHZXYTa1EhBgZo5PsL3EN8nzRqk34/txncdvC1annMAyz5TDF6JQ0M0ak+GgGAv2KQBQogk4kOEQxL3lxWResBUMNV6w1g4SCBgBqlRkAgGZrvOXWOhitcUHCea89bHFFroxryq0aCzpMmzgLOg8++CAOOuggHHTQQQCA448/HgcddBBOPvlkAMDLL78cCz0AsNdee+H666/HzTffjAMOOADnnHMOfvrTn2621NI6sSsKmeJpFp2K5yumU3ZdY5jJoSMFQwXQ56kJRKi7ShNlIujIeR3H6Gibn+iVTRdywm8ex7k3L8QDz693GifDMJuPOEaHKD1KWlzK+8r3oYIm6s1ATUaAAOO1pKCjFyHuJC6pqGsNi6BTnQUAaLaSEcjPLpOwpHZsG5ulabNDgo4OW3SYdnGuo3PooYem+mheeumlxnMeeeQR10t1DNV6Ex2Ux0yFDCOqrYUvgi06DDM5mGtEuCYjEIkNCH3dIBYd6bThWdNLR1YmW8HQ9WOqm1z4vhv1ZoByyUOZFxeGmRTiGB0tSQkArBSz4QHYzVuDd5Xmo9bcFbM0i84IsSw3iCuYm/U2f2N7wVDTGukbIwxrlTC2mVqgAKiFkoW765qtqTFDZQfgGB2mXbbKrGudRtmkGCZjWh2dCnxF0JktNiY0QQzDtE+nLDrpgk6ZuKmF81gY9aH2MdHGnsHC63K/rzcDvPX/5uLvzrst/0kMwzhhcl2LJvKE6MOjwd4AQve1WtNHn6fH6MjXDSEtOk4FQzuQos0coxMYT2hUwuxwcTICg0VHFIrRMbeN91H1MeDGrwJ3fjd3n2mwRYdplykh6NB5Gc1FJRlBygpURRONSKOw/CFctvbjuLT6zc6PkWG6hD89/jI++bP7sHpTLbuxAyaNYBF3iD5N0Im0uE1RgkApEaOTSpx1zTxOkybVZfOzZM0o1ozUsXj1aMd83BmGUTEVDC0RRUdkpelDo+W6prajdXTqqAII3dpdcJNzzK1tWdfM61B4tKElIzDVD+uE61q8j7rmaODe84FbTgGC9oUUFnSYdpkSgo7J617ZuKRYdKrwpfvMgxcDAP6m/HjnB8kwXcIXf/kw7nh2DU7741Md7bcT23yTRSfatESazQh5w6d1dMJjZfj45/I8YNNLxmukDyL/eKNsUADQ6MCmgGGYJMZkBGT+12NBp4m6n4zRGSMWnXprHelD08lK05lkBGFa6zd7T8cW6bolGQFE+H607pU8AQ/BpGVNi/dRzxHrtFaHMAuTx03dL1Y0mmEipoagYygOmjsZAXxZnZ0VrgwT8+J6tzoSWZgL57lPuqpndl2LNJt5YnS+WrkC367+BNN+/9lWGzImy/MiVEtyCWbNJcNMLqY6OgJe7I7WFycjUC06dI8QWXRC17X8RGvZTliLT5dvxBAmMtsmjwNX9p2Bq/tPx3tL9wMI3XuNgk5LcVInodhV+IqzWjHXNTPxd9QcJwfdBB2TgMfrItMuU0LQoZjWDz9ljle8Jqc3ZBgDY7XOatqM9Wkc+zAlIyi3NJ9+a7mL+lSzroVEt/3PVv4EAKi89ED4vsXoa9qQuIxZseikLUQMw7QNXRs8YRZeas0gEaNDJ31DC+535dK+b+Eb1cvxjcpl1ja2lSAQAvuXngcAHF5+CIA9YYsQ4fiirGtAK05HyNUuFnScXNcsMTpCAL6Wic7RotM0WLVZ0GHaZUoIOnRaxlmUHFzX5ETjjQjDRNBq4Z3AGPfvOOXCYn/quJLazqRFB8SiowtKH7/oXgyPyxu2moHNNIb8g6a5DBqcXYhhJoVoSlY9s0Undl3zGgiEWken7AXKnFeSERRIVvaa0jIAwIfKd2aOV2f7YE38fFGwK4DIdc3UR9gJddkNLTrJGB2XfI+pFp26VrhUF3wyMGXAZUUz0y7O6aW7EUUDqz0CejICk+uaeaIFgUCJU8IyU5ROW3SMbuaOygUBtVYGQH3xPeUyaoyOZF9vWfx8oxjC3YvXqtfI8F0r6rfPmkuGmRyidaRqcF0D1No4obKEWnQCZaLWaXrpNrKu9TkmMwCA/fxnZX+tR+q6Ni76MOjVW9cLjzXINq+iCDpkbB3IHmcUdJwtOqYYHV4XmfaYchYdEVt0LDE6hvTSNUuK27RsbQzT64zWi1l0bDV3ja5rzhYdoWxSACRu7KaCobTtLG80fj3LG0NFs/DQtcNo0XEZL3nOFh2GmRyiKdunFAylFp1q6/1mYg0pQShzPhZ0PLf1z1VpY2JPIZUwAy2BpkaSERzT+C9ywXA9Ccg2733l+8h4pCW7E84qQQCgplt03AQd3+C+ywogpl2mhqBDNyZCfQTSkxH0wR6jk1ZolGF6nYlGsRtQ2SLpdETQQXIDQl016KOntJDHpmNcOX8bqDfvrCEV1X9wjA7DTC42iw5NRhBo7q9lBMqcbhDrT2GtBuF13nP4ZuUn2AHrM7soCTmugZYwRl3XlgQ742b/Da3rRemzJWdUL4mPdLqOTt0P8NhzL6oH/QZWDU/g4aXZnw2wWHRY0GHaZEq4rlFOue5JeB7whj22iY+ZBBbhleCJABX4GLFMtCI1PhhmKkLnWKnkGdPrdGI2mWJ0aL0Mep2SUjBUxujogs623jBWi9nKNeTz9kataIr5hs4wk0Ico2MoGKrE6KABAaEkIwgFIjk3G4rrmjubxCBmeOEa83pvMa7rPwkAsKO3Hp9u/G/quVQ460dk0fGVzyKtNHJ9q4kq+r2kdUV3482FpemPb1uMlx55EL/sIweDBt581lwAwO+/9DYcsPvs1K5Nyi5eF5l26S6LziO/BP5ytvNpdOpsHG/guKvmK+8H6s4lfCiFszXMuuYr70XUGj5+MPdZPPRCPm0Fw0xVIresaRi3WnQ6k146mUyA1sug0FFQZ7Rpnpr2dTtvWLuC2XXt7aXH8bPqtzGj/nL+0dIYHXZdY5hJQUCgH3Xs7Ml4O7ouNIg7WhCYLDrE+kMtOk5jCBnFQHwsEnIA4FUlzRqS1gmAvbwVOKd6AQ4cv9ccb0gEnQ/XvwEgjDk01Q9zyrpmOf7rh17EdD1lNnFdu3/Jusy+TcpjDhFg2qW7BJ0b/xe47f+AFY4FOzMChqm2+aUNoaalJqTWpmZx0fn5vS/gnJsX4h9/dLfbeBhmiuEHAu8sPYonBz6L/yz9Kvd5zmKOSG5A9NxCuruGcsMHMEOz6GwHTdCxhPT9ou9svLv8CN794oWOow7RY3TWjtQK9cMwjIoQwB/7voa9SyviYzRGp5YSo0MFnUB4aLTSNVdabV3GEF7DHLdSyrXayTZ/U34c/1i+Ex8Zv1proQovAsA4+gGEK6AnhNrOEdtH7iuXME1bO2kyApO1RscUo8NyDtMu3SXotFi45AWn9iafUpqvnWoM5i8NtQ6jfvjVpGVdW7hyk9M4GKYXqBTINNj0BU6tXAoA+H/eb3OfVyhGR8+65pljdPRsbEC4EZjm6a5r6jxXcpcY1payyB+Aq/j+E0Hn8nuexxvPuAU/mPus4SyGYVx5VWm58jpaFwDVSiOgFxYNYvlCtf74jumlw8aDLZcznVkYxbV9J+Hz5T+kdJLci2wXrDUWPxakrarcoTE6IMfbo79SSljDaXrpPJYZUx0dhmmXrhR0No64VWQ3za+RmpyAtI7OjIFwEaN+uLHrmtoreE4yU5HBvnJ2I41GEBh9xLMokqmor5WMoCZCLW0y61qIWjBUxuhMg+66tjExqviZQUu7tn+33GNV6nMQQefk3z8JADjn5oW5+2IYxkzaKiLgod7y4OhHWEeHFgMNCw7LHqK6NM6uayIUmqL0zzpDXg0Hlhbjq9UrnfpdjW0SCVfiC0IVaEgEj9reyXXN3La/Wk66rlGLTo6YZmO8NJt0mDbpSkHHD9wXGJ1NE7KPpkHQaRLztMmiU0ZQaBPGMN3OtD5zDpNbnlqJx17cYHyv6Ys4eNaFIgVDow1IFGCcp2AoDcqNAoVHRejusR1Ui45pTP9SvjV+PlrZ1mm8EfUmrycMMymkTC3FSgMfgQiLhEaUFHuIp9bccRzCQIE1MAuPrGBKjI7FNdeUdc2pYKjlQ4cWHc11zaeua9l9m2J0eFVk2qUrBR3RdNcM62yaMGsa+srhlKeLmSlGp9JaEBlmqjHULy06zZYVYtGqERxz+YP44A/vMp7T8AP0W3zTO4kQwiDotN7TXdc8uRGgwk9k0VkqdgQQJiPoK8ulUo/RebW3FKdVL6OjKDR2TkbAMJODMLh8SUjWNa8BISIrTkgJgWIxkRYdN9c1ABhCu3F35gsaU+WTZATqu63PIszpWIqNAOivlhLWcBCldK4YHaNFJ/fQGMZIdwo6jkWoTJaX4XGb72j4nPrhStc12a7qGIjIML0CteiM1sO5sXTdqK05gPAGVkTQcU5GAGrRCV3XbOml1fPkTX86QtfYpWIOgDC9NE0Up68nO3tqNiGnAGXyvMFpVBlmUigJc9HvCFkwtAHA5LoWIiBr7ri7ronYba0u3N1/W50kDnkQShyinnVNrROmnl8kRse2vvVXyonU/IpFp6jrGtt0mDbpUkHHzfxrmpfDxKKjKFJFJOhErmu+zONOOtKLiDHMVKFSlrv+0VasW8mSMjqiGQSoeO4b+SKua1EgceR3r6eX1rMN6a5r01sBtS9EFh0MK7daJRmBMAlwxTYNetY1hmE6Q1XY9wyqO1roqVGC7rpmS1zgptQYbFl0oixo7pjVNPRZ0qIDsr7pZ3n0Rb4RpLiu6an41axr2X0bXdd4n8W0SVcKOoGfrp3RMc2T4QlzMoKodaThUbKuEfN30WJhDNPt0BvPWMuikyXoNAxpQ3NezbG1dF1raDE6tnSqeta1SCsZWXS284aVYSiua0BS0Clq0SGCToHEdgzDAFg/Wk8oDSop1mQBqRTpi5MR0LkYKO6vkRK07AkgcNiLCCno0Fo6LngWi45+JL4g9FgcoayHeqr9dhioeDiwtCjsrToUHvQd00tzjA4zCXSloNMJiw6N0aGua9FT6ocbu64R7UQFzVwTl2F6DZPzQzljZ266geW6VgHftaqnuq7pgo5J4FGyrmkWndneKEokZbRSMFQA/YksSi4WHfm8ToTBLMGRYZgkyzeM46DTb8aRP7hTOV4N0i06jThGp9mK0ZECjGrRkW0BoCzyu68JCAx5LYuOyLLo2NYQg6BD9y+adZq0io/JOjqktw7sZXYLXsS23ggmRBX1HQ8KDyoxOtl9cHppZjLoSkEHjjE6psWBxuhQi060OEQaHiXrGrluxeNkBMwUhdwUozlAN+Z5fLFzX6pAez0ZgV6ILz1GR8QWneVie/itgN3ZNPOaYtEpFntk6ky16LCgwzCu/PnJsCDoMyvUTImVFNc1gMbohApMGpeTiNEpKug4WHT0WmCkl8QRWzUcWhg0WrJplGKnC4a+qvY0AOBRsQ+a5dbn64RFh/dZTJt0paDjNSeyG2VAY3SaqtM9ALmYVeDLrGtEOxFmXOEZyEw9FEfP1gtq0TH5WRe1frrOsTBGJ9wk1PRkBMJs0dHrTESZgzaJIazHDADAthgm7VWSrmtu442ok2QELOcwjDv9FXOQfyWliK+AmmU1adEJYIrRAQAvcFNy5I3R6bMpTzJc13Q3tfCYqsgxFRd1skJb2s70w6Qszwc7ye8ooLHQ2dcw3TvYeY1pl+4UdHy3FI0urmvRpKKm7NicSi06BVJLMkyvEQkwJPuyUagpauRxt+iQ9NJCj9GJ2miCjlA3B1EGoyZKWCdCQWcWsegIzdVVF3Q8FHO/YIsOw7RHX8W8penLmYygDw0IzaJTgogVDwIeApQQtJQm5RQBKnEdgdyuazZBx7Qq2AWdwHBMJNrrfWSRte8RkHUI4bullzZ5A/A+i2mXrhR0Sq4xOoZjm6zJCEKoRSeeaIEq6HCMDjMV0evIAOrGnGrlRmtN3PjECozV5XyriWqha+Ul2iQ0LHV00ihpm4AmWQciFAMwgH6vuOsa/Xh1TkbAMG1hE3TSkxF4SspoAbVgaCj0qO5e0dpScorRkQVDx9EXC0sm+iypq00Wbt11LXpVImOmFmt9TPqzwhBXuUa0tQzc0ktz1jVmMjCXON/KKfnj2Y0I+uIwgBrG63LjYjKp1qmgEzeUiw8LOsyUQQigPgL0h9YNJRi/9ZwKOj4Jqv+PKx/B3GdWYe/tp+HW1rHIpSzfpd1d12zJCGQbT7njU9eOkuKPbw7s1V332sq6Rpo2mvJFiSUdhnGGFvYNAhHPo7RkBACJ0fF8iMBXBB21YGhIA2X0o4FS4BKjI2IBpoZqqmjR5zVyyx4lxYKc5bpmyULp4m5rfUNeLxIcQZTSeaz6XEeHmQy60qLjNYtbdA4tzcczA0fjX+rXxMcCg4pa0fBE7xPtRBVNTkbATA3+cBxw9m7A8ocBmC06NEaHuoLOfWYVAOC5NbKgqJOg4zhUAXsyAlvBUNMmIGonNw2kvebq2o82sq5xMgKG6Rj9xKJDLaTUovO95j8o5wiocTcl4SdidHSkRcfBdQ0y9sdv5XKzYbPomFzMbK5rcty661qyrdOaZVXkyOvVRevv4Oi6xhYdZjLoSkGnHLjF6FC+Xf0xAODz9Z/Hx3xDHR1aMFRadFTXNVY0MFOChy8LH2//DgCzoEPJShE6gb7813acY6HWNNxM1PVkBKmXiTYHtJXZovOXZ1bh+sdebl2vgxYdn5MRMEw7VIlFJ04iBBmj82CwL54M9tTOkjE6YdtGIuua7v4aCTouMToA4vo8vih3TNDJk1WSnu95SUuPy3Jj6z9aywS8OD5SLRiavS76hnsHb7OYdulKQafkKOjQ+ZXUvra0CEIAzbox61o804iZOkwvzVOQmXrQX71pDmRl16ExOnOwHmm3srYsOolkBLasa4gzsiVd1+QW5zXeUlTRxGjdx5eueBirhidwTPBrfLxyK5DoMed4SVOadY0tOgyTj3ozwPWPvYw1IzXFshzXvwNQbQk6NVE1zH9V0KmIhlowlDixSkEnVIS6ua7J9aWZEE9UrFnXzD1rz9S1zBajo7quFVuzgLAEB726ALBwTSszLk0vnSNHS9NQWJq3WUy7dKWgU24jGcGAQdAJhAB+9a/At/fBYHMDAOn20u8R1zWfkxEwU5jW5lvJOhY9kqlgFnTksch17cjS3bh/4Es4vXKJ9ZLOKdyFFHRqOQuGqq5r6oij9z5evhU39p+AH1XPi99ftamGL4pfmQeRe7iyLScjYBh3LrxtMb50xcP4+x/epcynGlEcROml66gYLSkCJTRamcIqoqEoPIwxOsI9GQEg4qQmPsxpsCOyLDpXN9+J0xufaI1BVc7Q6wHR2twSfryk0NYOnyn/CY/3H4M3eguUZAQrR1tW9QaN0cleF01tOEaHaZfuFHScLTpyovR5yUJcfiCAZ/4I1Iax1/q7AQATJM99pA1KZl0zX4NhpgoivrnJ379J0KHuXZEA8r/VqwAAn6zc0rnxQJBkBC4FQ0Mit47wmNSE/l35IQDAYeVH4vepYAJAZlEquBSormss6TBMHm58IiwSunzDuDL3qKATW3TQZ4jRC4nWizKaSpZF3Z0VAJotQcU1vXTZyxmjY8nkGK1IL2NbPBHsHY4vsWa1hBpaMNSYjIAKOy6Llmx7cvXnGPTqOL16qSLoRN9PsyH3anlims11dBimPbpU0HGz6GRBTarRxB8XMo6gr1XkiwbWVWnsDorXCWGYbsb0uzfdrKjLaE3kj9Fxdl0TUhsqY3SyLTq2rGtp3uvU1QyQsUdFa1I0iNsGW3QYJh+VspwsdOaprmuh4BBmOzNbdCN39X6oFp2yFyRWgTgZQZBUnNoQIDE6KCNtbbFbdOQzU/xg6IarHhfaimR2XyvuugaE6bKp61qUll/4rjE6hja8t2LapCsFnUobMTomPCI41ctDAEIf3HrLlN0fXY+4zIX1ddK12AzTi6jzSSSOmeolDBCLju/gMuHsuUZc16KidSUvXdAJj4WU9E2Dk6ATxR4VWws46xrDuEPnCl0vFItOa/2Jg+QJ0RyPrTQItBgdc3ppACinFCJNXKcDMToma4xe+0tX2ujrmFEAconRMRwbFkOKRSdyAxRNsu7nqaNjitHJPTKGMdOlgk5nLTr9vkx9Wy8NtZ55sftaP1qBdYrrWlPRUHC8DjNVoG5q0b2L/vpNFp0BT85Ztww/bvNKQN74m5offFpPtk1DGjWLRcdlyJyMgGHao1KiFh0So9Ogrmt2i448N6QEobiDmZMRRFnXXGJ0oMTopK0v/RkxOkJ4ZLzmBCrJaJ2oPbUFqTV38iDXLHnOJgzFr6nrWicsOhwWwLRLVxYMrThoUYDszdJgMCLbelLrO44+zMRYnJpScV3zfMXljS06TE9icM0wpZfOsm7SGJ2irl352of6S8AuqKQnIzDH8wTCUzY/gMGiI/pauwsX7ahsW+f00gzjDC2uq1p0fKwbrUMIEcfo1A2FOuXrsB9aQyd8nQz2j5zZPJEjlVh8roj7Kh6jQ/szpcQn8YZK1jW6xmWn208jWrNmQiqIR8Sg8uU3Cgo6xjo6BcfJMBFdKehURfuua01izOpvygnrkeq+Y6If8ID+6HrEolNGoGxGfNY6ML1IcyJxSI1NE4ljJkFnEHLOdqJmQxp6zQtYXtPjkYBjK75XQxWDWsbGuq9uiOJCqAVTtdLvrcxBOgyTi7JFKzA80cQbTr8Z2wxV8bVKlIygCn0F0l1aq5qg4xkKhsZrieNcrygFQ+1ULRadxPVhUs6oApDuukZjFtvJvLaDtzExqqhfY4yORSYMAoG6H2CgWjZnXeOtFdMmU8J1zTRRaqRoIbXo0Mkaua4NRIIOmbRVNBVBxxSXwDBdT4MIOpFQQ9NLi/A1nWMmrdwe3qr4uefZ50ofGnid95zcXLhadCBv/HoIcVqMTjw2y6YhFmIIukVHrinF/N3pd8hiDsPkw5aM4LYFqwEA68ca8PzwHm6ax3JdaPWnCRllxXVNPccFAWkdarZZMJQKL7pyRm+rr2qqoBO1cLBMtU7aHsNyvF5TidFxcV372EX34jUn3Yh1o/U4RmcQEzi2/Du80nuRLTpM23SloFMt6Lp2SuWy+BgVdDasXxs/p0vCeKvNgJgIJ7GWXtojiwq7rjE9SXNcPm/9/ukvfd6CVXjTGbfgL89IQcY0F15dWhY/T3NdO6f6I/yh/+v4dd9pOKJ0v3uMjkgTdNRHetwe2BsygWSmOFuMjotrnjoOEhfAvmsMkws1GYGcQ/MWyDWpL6qjYygYGp/bOl7x1HldJitJ8lwXAYG6rmUJOra01Um33KQVWj2uZ480ppcuEFe4PbHohFk1Zb+R65pSMNRyjfuWrAMA3PL0Svgts89XKr/GV6q/xi39/8MxOkzbdKWg47oFEAIYQA1HV26Kj9GNywxvTPYtpF/ruIiSEdTQaKoLT0Uzb7PrGtOTUItOYzzx9o9vfw5rR+v44V8WxcdMgs5rvGWJYyaOLN8LAHhTaSF+3PddDIqk61w6cguQTArrnl46Oj5BUmJHbYwxOoCjO4tsS107WM5hmHyoyQgka0elQjTKulYzxOjIc1uCTorrWsIq7Hjfr8R1dNLVIdSi80ZvAb5V+TG2wbAicJmVM+GI6XH9OianOZdPESlktlMEnQaoEBZlvBRBo3UkyIzR8QMRewMcUnqq0NgYxkRXxugU+enrfre0lscMEEGHLA6RRadf1PDQc6vwFq2/wLJJYZiegVh0/Pp4qKfLmH5mQWdpocvv7S13ak8tOlm++Op7yTOoxpO6vAygjjEMJAqGmqw+meO1PGeLDsPkgyYjsK1NfULG6Nhi96TrWjIZQcKlVRSbn2WSdS21jg5JRvCb/lPDcz0fjVZ67HQrtJ5eWo/FSbcKZRFte4ZI3GU/GprrWmtr6Tfxw+oPsL+3BGf5P03t1w9EfO8YgFscNsOk0ZWCjqtrSOgbqy5e0abkiNID2L+0hDSWi0Mco4MaFr68XhF0yvAVUyxbdJiepClvOAteXI2dRuuZs6+pSf0zMYLdS6vj1y7zd284Cjoo4rpmT0YQ0SBL5RBqGMOAkr4WoHV03P3dw+fsusYwaYzXfTSCADMHpOKBJiOwubpGVpnAkO0sElpsFh01vTSUR6d4PEFidLTU9zr9aOJH1fPCbGYt9vFewgKxR/yJTBE4qusauTZ5bk5G4L5/od9TH2iMjuq69oHygwCAA8buBvA31v6oRYeWI2CTDtMuXSnouOechVIADAgFnXeVHsGP+85TjgcBdV1rWXRQw+KX1yvtqp6vuZ3wbGR6EOKu1o867nh2dabPtO6icGBpsfI6TdDxhYcySVbwyjYsOoHmmStv6kkBKMt1jY55wKsBAgmLTmwldloKyCaFnMdyDsMkeeMZN2Os7uPJU4/AtP5WLRtLemmKLqiYiOa6rhQtKSqT4q5ryfTSdvb0VuA95Qe080tK3I1pzaJjo4WSzVnXpJDnFVDURm54ANBPBBOajIDGNQ/6NOlTkqZi0aH98d6KaY+ujNFxFfEFRCKTygSqeGfp0dS+x6OCoaKG51ZtUFrpBUM5GQHTk5D00v1eMhmB8RStuvVBXhi/M9qKeTPt4aOb9VrMUo47CzpEp+knBJ3o0eS6ZvZ3jzYC9HiUZrrWCLBahONdLWZiBKH2tWidoIAtOgyTylg93FwvXLkpPpZH0KFuVUmLroru5m6qo2OypmSRTC9tn+O6sBVd05RIILFmpShywvbUpc2d6DumFp0wRif6nrzYouP5VNCRZTxMBETQoan82VmGaZeuFHSKJCPQM6nURRUzSRKCiBIpADZGXNdGR1VtRIVd15ipALHoRFq2rJ+6LvQfVAoFnYeDVwEwbw6iLENrhCro7OatcRpuaNGxvJeSbSkakS3rmqcIOqE730RT3ug/Wf9qMXcWy/NSV67MDLN5aFpqTtlmnskSIs9pCS/CbNF5a/kpvKm0wHiOax0d6rqWJuiY7D0BSrGl17Y22ZQ4tLeiWSFlf+H5aa5rorW1pNZ/tYxHkiZxXRv0WNBhOkeh2+n555+PPffcEwMDAzj44INx//33p7b/7ne/i1e/+tUYHBzE7rvvji9/+cuYmHDNpkRxj9HRLToCamXfCLogTsTJCOqYATXjVDIZAc9GpgchFp1Y0MmYf7rQv6MXpg99TuwMIF3QmdDqXLjUdwjHZnddo21UbL7qZveQIa8l6DR85SyTm5vT2NmiwzC5aBC3UdWikz73bBYP+lj1ktaUM6qXaG2LxbbErmsi3XVNd0cDwpjDrDo6ptXH7rpWLEYn+oqrikVHLfkRf0/k7zEtQ9AJhIjTS6t98d6KaQ9nQedXv/oVjj/+eJxyyil4+OGHccABB+CII47AqlWrjO2vuOIKnHDCCTjllFPw9NNP42c/+xl+9atf4atf/WrhQRfZSJS1hcODwAwvmS7XA43RkRadaZqgMw0TalVzVjswvYjBopMFteh4nrwh1ltCTHRrpTfz/pYiIjlPszcvOu0UDNW3HyZLT5QRqNYIYNIUuwxXTUZAxsGCDsMo0HWgQdxj1WQE1rNb/9vnlYzRsStX9PNdYlsEpLWoqEVHJem6ZhqjfkyPQwSKxehQy1e/p2ZdMwlQQ1kWHV8Yi03z1oppF2dB59xzz8XnPvc5HH300Xjta1+LCy+8EENDQ7j44ouN7e+++2687W1vw8c//nHsueee+Lu/+zt87GMfS7UC1Wo1DA8PK/8orpNSCJHwuwWE0aJDA/XigqGoYTBQ2+7kreMYHab3IRadihfACxqZNx4ao1PyvPiGGGUui4QDWisisuhE8/R3/tvitm6Cg72Ojq65VY+rlptAy8Skuq61YnSaviboxINwGq8+PoCTETCMDr3FNolFp5QnGUHKnNQVIFXN+yOtrQtCiDgpkin7mzJeg6ATuool1xvbmqWPWfYtj7fjbltNxOjI96XSh1jCRbqg4weBcR/FOyumXZwEnXq9joceegiHHXaY7KBUwmGHHYZ77rnHeM5b3/pWPPTQQ7Fg89xzz+GGG27A+973Put1zj77bMyaNSv+t/vuu7sMMwHVpER4EMYYHTqtomQEg2IiUbhQF3S4jg7Tk2hFQst+PTtGhzTwIF1B4pSjsaAjb45RooNoni4Vc1rnuzsu0GxDKmkFQ0PK8blQ2iqua1GMTiOA3HjQqxSL0eFkBAxjR7XoUNc12caucMwRoxP1l2rRUc+ByH/jFwhr4QCRRceOyXVtGsY1IaVlgfKSa1Dy2sSik6N9GtHfIRmjk0xy4OK6FsXo0PtC2EfBgTJMCydBZ82aNfB9HzvuuKNyfMcdd8SKFSuM53z84x/Haaedhre//e2oVqvYZ599cOihh6a6rp144onYuHFj/G/ZMrWqunMdHZHMjQ8BzIQhGQFZECdIeulpLevPc8FOAICdvXXsusb0Pk1VwC8F2bF1dLNR8rx47kXF7qJbLtUC/kflt/AQGNu6uK4prmAOrmtZWlAl65oxRqc9f3f9eYnlHIZRoDIMdV2rkMwdDT9d8BDCsxb7lHV07BYd2bYAAkp66bS0SibXtemYMMboyO7zWXTo8UJrVutRSS+NeqySUvoli9pQkPSgoX8vXwgEgVAKuId9sBaZaY9Jz+0zb948nHXWWbjgggvw8MMP47e//S2uv/56nH766dZz+vv7MXPmTOUfpUjBUF3QqcC3xOjIyToeZ12rY0iEbReJXQEAM70xDASkajy7rjG9SF29OZX9iUzBo6nF6FC/dCCaYwL9ntxQfKh8N95dekQKOi03txICp9lOXSUCod/w1Ud5PE3Lm/SDH4hd1/SK6UU2DcQqTC1hbNFhGAU6V2hRYmr9tAk6npACgr3/SNDJjtEpJiCI/DE6XrLfad64kmsta4zydZpyxz2Biim9dNkTqAg/cT3FoiPUe8ncp1fiVV/7U/zab8Xo6J425RyCJ8Ok4VQwdPvtt0e5XMbKlSuV4ytXrsROO+1kPOekk07CJz/5SRxzzDEAgNe97nUYHR3F5z//eXzta19DqUAe1SJbAH3xGvLMmulynIwAaLbkwDJ8TGtpGV4W22KTGMQMbxzbBWuxCNsBSBZJZJieYPUzystS0Mi8JQZa6teqIUanz3Dz2tYbjrWEDbI0ucboxONwKBia6Ec7xyMbjzi9dMMWo5N/vLQtW3QYxg6dH4pFp+wZj2tnt/43ZyWjJLw/DG2LpJcO+85XMNQkeEzDhCW+Rh9b8rhtjSu0ZiFyXVPX8P44Kyf5PhVBR3Vd+/zPH1Je+yKso7MDNijHK4HqysYwrjhJGX19fXjjG9+IuXPnxseCIMDcuXNxyCGHGM8ZGxtLCDPlcqjZdc2mFOGachZCoOKpkzJ9mUlqOyKLzggGsUJsCwDYXsgaH2zRYXoOIYDlDxsPp9HUXNci5YGM0VHd1iLWiFnEoiOtPy5ROrbg/vB1fulB3zQY00s323dds8ExOgyjogo6cj7SmWK16OSK0YksOnZBR56j9puHsI5OvoKhphidfq8Zx6+YXddsY01+5uh4RJFMtnqCJ5li2rwW6sotff/ntwqG7qrVTisLFnSY9nCy6ADA8ccfj0996lN405vehDe/+c347ne/i9HRURx99NEAgKOOOgq77rorzj77bADAkUceiXPPPRcHHXQQDj74YCxatAgnnXQSjjzyyFjgccV1CxC6rqkLR5agE54nrxSllx4Vg1glZuNVWI7txPr4fbboMD3HxmXA2BqIUgUTfgmDXj1XxkNaC8HzgKoIb3BNyLgbPeAUCJN/6K5rrlnXoAg6ukUneszjw57tuub7UidKtaOdTkYQBELJLMUwUxE6P2hmRzqH7DE6yXmqnx8LOoY6OsneCmRdA43RSd/72BIiTG/tQ/IIbPS6aXE6UZu8RH8GfYzSokMywKXE1+jX9INQpbWLt1Y5Xg7ylTVgGBvOgs5HP/pRrF69GieffDJWrFiBAw88EDfeeGOcoGDp0qWKBefrX/86PM/D17/+dSxfvhw77LADjjzySJx55pmFB10kGYGedS2foNO6nhCx69omDMr4ASH75KxrTM+x4onwcc5+qL38XCutcraFhe41Sp4X+25TK43JdQ2Q2lQZz+OGEqNjvbnrr03aTvU9JRlBy3VNgEblyI1HEX93/Xkk5/xX5Wrgml8D/3QxUMDNl2F6BV2geX7NKB59cYPiKpvPdS19XUh1XYvj/gpkXRNSOGiKLIuO+XNEccVmd7S0ZCsmCq5ZrUc9DXefqANe+B1ZXfv8BlBWi0LHbwUCQrBFh+k8zoIOABx77LE49thjje/NmzdPvUClglNOOQWnnHJKkUsZcU9GkKyjk+X+pm9cIovOiBgkfq1yHJx1jek5mq2bav8sxRUhM700DRSGQMULX9dJJrV+L6ml8yDiTYZs62jRIbgUDM3yd/cMrmtCWFxinIoIkpgicl5U7f3fK9cCTwF48YvAHgdj2boxbBxvYP9dZ+W+BsP0AnR+NHyBQ78zDwCw/fQ+ctyWjCB+lnjPxXVNaI8uthBB1jc/I720bY8TZSRLc10zx+gYPrcAIrmt3WQEgLR0p9YUq48Cg7ONb0Xu/7pFp8KCDtMmXakidNfyult0qFYiFHTCBWYEg2RhJJuUQODcPy/A5fc87zg6htlKEXKbT62bpplTIa5VNEanz5Mbj2ZGMoISZEG9ZsEYHSgWHXMygjyuHWlZ1wbjG7oggk6xyBw1HbYkjBAkmzY/FK7e8a2/4AM/uBNL15pqgDFM7yIE8Ffe8zjQW6QUDF0zIpUm2TE62XM92sDrWRtNbV0pezQZgVuMDh2bCfvYZLyx3r6Qciaqo+OZY3Todywg1O+xkcx0GxFadIBd2KLDdJhCFp0tjSn1Yhb6ApGdjEDdeMQWHSLo0MXh6RXD+P6tiwAARx2yp/P4GGZrRXhqcKnpnlgpe7GAQxNzVIigQwuGmmJ0QotOs9VWrbmTFxpDlOWiktZOtjHF6IRCRyDMrmuuRQSnYww19EEIqZkueV6sIaXjiHjg+XXYY7uh3NdhmG5H+A1c3x/W3/th/R3GNnWroNPqI9VNNYTGCZqSptB+8sQsxucINUaniOsarfNnPz9/koJ20PdUkfJKF6CU/VrDrqBpBqFSa2dvnXodjtFh2qQrLTqumAqG2jQm8TkprmuBQdBZvanWwREzzFaAVWhI3jpp0T4q6FSJ1q9OhBfTBqIEEVf5juN5PDfXNQF7jI6LNjYt69pgy+1OCOqkYdaaZuE1RvHEwDF4oP+L+OvgMaARpr33NEHnzsWqO8eaEV5vmKmFqEtrQKW23tim0bQICC2FS5BDQIj2CjWDHjgZvO8W2yJjENO3XjZBJ0pzn56MQL9ueNxUV6ytgqGWcABbemkAibpsFF+Ea/0QwjVwkxhsXYctOkx7dK2gIxyi/wWSZtY8PqnUbUXVNKsBfCUEqI6tNPbBMN0LvalGh8yCR5m4rvmBwLdvegb/c82jSmwcdV2bbqhjResyNMkmw8V+K4iQlRB0hF3QyXJnoevFm0oL8d3qDxEExHVNFHNdm7ZhIQBgtjeKHwWnAX/6bwBhHZ0BcoO/8Fa1nlEexcptC1fj5N8/gYlGdhYphtnaEcQa0LSUc7BnXWv14RCj0zAKOno/LloYrWCowTUuwrY/oceTAo3lstb2ecqPGvprnaTHPdMahNbvJ811zRdAEMTKrqhgO9fRYdqlewUdR59S1/TSel0MOm3lpi/s83vVH+KrT/8D3lp6IveYGGarR0hBhwr3pplD5+OiVSM4/y+LcfWDL2LDiNyc+K3lxoOIg2rvDfbDE8GeANQbZ0NJRlAsG0E7dSb0tvp68aHy3dhFrDC6xLgE9jb7ZqgHHr487MMDBj0pzAygrnwPq3NYdD518f24/J4X8LM7l+QeD8NstTSlckQ0zL//pkUBmlZHR2YrC4mUok1DCuiE1cQp8YgscxFk7EBsHidprmv2GMQ0MaZ4AhU97pmKTVY33ka6RccjfY6JUNCpcowO0yZTQtAB5KRsiHLrdZbmR2qAPQhl06cnIziyfC8A4NjytU5jYpitG5Prmnne0ek495lV8fNynEVN+qR7AKa30qRuIlkMabpStWCow4jJQGyua8bzEkfsyQgiXiGWx2cKeERDm3/EgSVMUggormv9aKDWpAHY+V3Xnl9j31wwTLdALTqiGf7+t8NGbI+N8fG6xXUtT9IQ3aKT5t5eNJV8KU62Uiy9dIm4h+V1XdPfN712ymTbamqLe1YsRZqg84ObHsNDL6gxOBF+IOCRkh3jCGMWy+y6xrRJFws6bvnrq5o52stIaJD0vjdoUjRha1rLHaeoBpphtipac0x4JSUuzfT7thXMjbSjPnHVoBadTRiK55Mq6Mh4HqcYHbIuuBQMzUrVatr0vFIs1TZQ7trRxLak3BcfVQWdOmoNOQaXmMAsdx6G6QY8EqMjGjVU0MRDA1/EgwNfjJOb2LOuyWdZcz3awOuuWWGb6FxPPSkncXppkZ6MQBc8RsQAACro2F3X8lt67G5tedC/n5LBdU3/HM++uAr/+KN7jP35gUApoIIOu64xnaFrBZ3A4qNrg/rGAtnJCNQF0eK6pk3iuGoxyzlML6Ckl053XbNNR6lgkHUjwhgdWpeqpUn1ZFrXgLi5OZp05JhsN3xDUG6im5QYnYi9sUxZIejnyz9crW3f9NZxYIDUGhrwGqg15SaAptTNwl5EkWG6B0HjO/yJWFkCALMwAiCP65qh30SMTrZigK4yeRFCyIKhGXV09P3JRkxrHafuxDp2gUYds2xfyDLVetTjnkuGRAm6RWfQUD8twg8ESkTZFbmucR0dpl26VtARLgsMZMHQKPNTVoxOeF6IR7YxqkVHbT/TG4WHoJB2hGG2PpKuCMKSjMBm0VGCb8kNeGZs0aGuazIjkbSkuNXRoW3zppc2tU1mXUue9Uq8mOH7n2fAZkEHSFp0JohFZ92ofG+s3sR5Ny/Eky9JFx4KW3SYXsBrktTEzQnFohAJENmua9mxLVFSlPuC/RL9JBUg+RGQWSgDB9e1mqigJqrK8bT1JmnpscfuFFmzbAVDTe6BugAVZVQzKar9QKAkDBYdwemlmfboXkHHwaJDC4ZKi06W65q6mKkLZTwI5ZwdvGFcVv0mu64xvYEhvbQQgfH3bfvF9xHXNcr0OF37ECIXs8h1rYmKYtFxmU5eHouO8YYP7Zh6jskCPIQJo+uaW20Nrd++afGVqaAzgAYmmklXGgC4cN5ifG/us3j/9+80vs+CDtMLKBadZk1J1tHvhVp/u0Wn1UeK7SI6HglNNVTxsfrXLG0LBPGTsWWlly6T+mPDxL2XuofZ6uXYki2Y2heyQrfaxqmyRak1NoNFR1s3P1qehyuqZ2DFy8sS/YYxOq06Q8JDDaFwxxYdpl26VtBx8WcRSGZS0Sdg8hzVrJtXc/s35cchAHzvlmfxucsfVGqKMEx3kfzNC5GddY1SsbiuzYiSESCZjKCpqCHckhHYa/+QJonXdi2vzDZn7skczpt/xIkNRr90XRukFh2vbk0T/eyqkdRr2FLxMkw34ZFkBCW/rs6PzBgdQyxdC0FaAdSynCPrmstcJ9aKrIKhdF3YJIYSx8PkJ+axJcdsHmkhCzSSFp1G7CVD6+iYk7i8prQMby0/Be/W0xP9+kKgJKJ7QBl1FnSYDtG1go6bRUfEk7Iu8rmuqYuAMC6UNi2IEMB5tyzEzU+txO0LV+ceJ8NsVUSZBj05F0Rgjpmxxui0NJNNJeuawPTIdY3E6EhBR83Q5mYhJRYdoScjyJFmVWsbu64Zkpd4UP3Sqd4492j1z1YdjHugMTp61jXK9H5z5raIuuU8hukqiEXH82sYBLHoRIKOxXWNKm3scz18LKe4lyWtJi6CDq0TZt566dYRAHhO7EwsOnZFTiJRQnQ8T/0wxzTZQJqgk20pqo8m3WybgUAJ0gMg2quxoMO0S/cKOg4xOgCUIEBALhhjoh9vnjgft/uv0/pXBRrV9G1POQuo8Qq2zQnDbP20fsdCpk62ZTu0xehUDTE6HkAsOjTrGsnQRuaek5ijWHT0T5MerGs6li4cqdcqtGlIqGVFfFx1XbNbdKYPpAs67LrGdDWNCeCRX6Cy/jl5zK9jRllugKO5Us/Iumbe7KuPVeKSlUxcYhcasvACKejYYnQm4pTK8nP8Z+NLRuVq/qQD9vZFkhFEVKxxz3SPZLlfeElrmR8Ecda1Jkqxu3OZCIgMU4T0O+RWjJNFB8n00lT7sArbGBedyMffE9F/SZe2LEru6yHDbB3EtaPITbTluvbe0n3Y1VuDS/z3tFJHm7swFd8LLTpRHZ0hucHwwhua7ubm4nlFBbFkjE70aIjRSVwje0NTEgHJMltkq4CkUOTX47HqdXRoMgLKjAyLDmddY7qae34A3HoGZpJDZb+GWdVmPKn7vQYg8rqumYktOqAWHXObeCPvUOaCZiDTk7NETKAP0zERu9avFLMxArlGmmrVJMZmFc6S7YusDKFyRsSJFRqaoCPgxWuvi6DT9AW8lgeAj7LcfxVbWRkmpnsFHZcfvyAFQzWLTp6MJJ6nu66RjgHURDUOhgTUvUvJY0mH6Vak65oSoyMEvln9CWZ64ziwtAjHNo6z9iAtOhVFQTDTC13XRkDSSxtqTHhwnet5XDsMp2W4rpmg7mzFtaPaRiASdITmupYSo0MtOvVmgL6Kaqhniw7T1TyfTLJRCiYwu9JEVEuyv6UUyBJ0zHV01D2AyQqtU8h1jVh0fIs/SBSAr+9PouQssYJWZH8OeVwfc/K1a3ppmnGtIcqApwo1WV4vvpfcevqBQLlE4zTdv2OGMdFVrms/an4gfh5YsquYSLfopGk7TK5rJdBNGCAXJ3mu7K3UVd8wwxAMdXRCbV6AmS3Xsw+U70vtQk0ZLedNbNEhrmt9kBadCGdtXmvMgcNGwLT50c+JuM4/BBe21iHdjaSYRUd9OT5Ri61mSYuOWdAZ6pObhk0TSX92TkbAdDXT5iQOlYKGknVtoCXxNC3WS5Pruf5udGY5dqE1WXRaj60nvh/gvJsX4vEXkzEnCaJAe1GCbc2ZEKHrWlIRC+14fte19CQFBRSxQnWtk8Wdk2PT6+hEBAZBR4/R4VWL6RRdtQ1fFsgFz61aupDppUXSzEof43MgFwwPgmhSkppbPZ88HZvHFh2ma0m6SQgRoF+ra1CF3Yc6SpNKC+RVPD8uHBdV/AaIRUeL0XEz3sqbrfnTGOa64RK2ts+JnXGDfzCAZGBwEQ2kHvP04pqN+NUDy7BjfRk+V7khPp4m6FCr8fBE8m/BFh2mq5meFHTKfg39giYjCNcTW0xsesHQ6DFyXQv7MMfRqPuFF9aO4ntzn8WRPzSndlfODKQARfugvCS2A6CnkZbXpQra/LE4eRQ8LhYdoaz5eowOHZs1jtmQ0a7hB3FmOsWaJgL819WP4oe3Ppt7jAxD6SpBZy310nXMEiL9SXXXtaiNfRHwYM7DLwUdOekboqwEZrPrGtO1CHnjilwnRCDQT7IdAcBs2NMbmzKpKfOFuLRZs645jZluBNzd0bLaUpcR1VVD4lJHR1/Hqmji5OuexGfXn6ccH0Ad4w1doRL9fWQfJotOgxOiMN3MtO0Th/rQUAWdluu4LSmK6f6tkxR08liF88/1qBhmFGSvn/lU8Ar8xv+b1njNitiyMctjRJbrGrTjyb1MXqhyV5bsoIJOuhuvLUYn/o6EFDJXDk/gNw+/iO/8eaHTGBkmorsEHTFDvnAIAgRojE5kZk13XUOrVfi/tO/QBSY6MyqKGLWl5nNORsB0LUK92YaHAgwITdDxUgSdKBkBibtJWEJawbNxW72Ojss9WMh+7U3s8XjJNsnj5kDbYtpR/cNVPB/1po/tmyuV4/1eA+N1dc2LPNKoZ9omg0WnzskImG6mMpg4VBUNDBjSS9sFneQmPEJ/rbu1m5ACggNCrm+ms09sfDaRFdbuWm+33NhJed9xyaqQtS/OjpawQqUlIzC5rgWxoNPUrfoM0wZdJeisE7Pi5y61NejEtC8k6a5r1PQdCDkBy9pE9iDQIPFDbNFhuhdVIAFagg5U17VtsMnaA5130gdetYREgoO06NDEBarFInvIdh/2tLKf+QN4ZT9J17XoKgUksxa7eWtwY98JWFx6hXLcZNGJN3VkLTRadNh1jelqkvOpD3UMiIn4dbQm2cPR0mJb1D2ArI2VZh1x34RL17XIomNXuOguX+a20I6pj+TKxuPq53PdT4VrdV0ks6PRz1E21B8DzBadBrXoELfBrJqHDJNFVwk6GzAtfu4k6EAYilvpPrv2RSfpuiaP6/E5HtSAyLof4I5nV1v96xlmq0Ukb1xhfRcHi44hgxG9cdEUrlLQoYkLHC06ys3W9I5Z82ly6wCSHrI2/3MqADmN1vDhXlNahu0bLyvHohid13uL8bbS4wCkoEN7GB7nGB2mxzDMkYTrWsuiIwQwgBqOKt+Ez5X/GK9V9P6d6D6+TDIOJpmiXhUanASdVjICGaOjj4OuLTK7mqmtaa1Js0Kr79PreYYz0hGgZQOkUkqN0Unv0Te6rgUoi2QyAlYVM+3SVemlfRLAZitcaEIIQ3ppxdfVtujIzZbZ/zRIBGKXPAGfqJWuuG8pbn5qJf73Pa/BFw/dJ/eYGWbL0/rNezQZgVAqkgPpgk6FxN1E6JsDPUZHvck5FgyNrUX5Y3RMQkqezYGeTlVmGipu0YloaEtzPxoYr/u4rv8kAMBbJ74Pg0EHw6asa+y6xnQxgQgSGtmqaKBfSb8uXdc+XL4Tp1UvAwBswHT82j9Uu3+b0RUYaZZeFBAQPKEmIzBdX7cUpStn8q5Z9va6qiYPQghjNk1bzKIJk+tag2Rds6WXDgKBEscDMI50lUVHjRVwM7XKaseqJiGP6xogjBlFZnjjOK/6o8T1Gk1pvVm9qaY8MkzXYHADEyJwSkZQUhQMSXcPupmIU8Br8Twucx0GK0c8zqE+vPEV22Bav54OPn96adNmRPZBW+UkcmfRivzVWynr7/FfCyCsqTNB1pU9SqukRUdxXTPF6LBFh+leRmtJ4b0PdfQbXdcEtsfG+PiOWA8gOVcpiYB/2BOa6Oe4WXRU9/k0JUpZixMyFT/O67qWJ87HNQ6mrFjqW8cMRdVtmFzX/EBoFp3k2Hw38z7DAOg6QUcStJmMQO8zy6xbMkziL1b+gMPLDyWu5ZMYnci646aXZpitAcONSwADWnrpbVIsOiZXhLJmCYmoEIsOFYqKJiPQ5/TMwT785otvxazBvuxuUlxGAm0zErUrlIygRV2rxRWlbF2LMAFLZNGJqKIZxyPQqzUd6osxTDcw1rJS3he8Bt9p/DOAcD7odaaAUOM/ROrrRIWJ013XVGHCXBxcbRtbnC0xKCZKkeuaMLuu0f71GOI013pbH/K17bhnaJWNgLkQdJ6xRfgGZyIhaB0d6RhMe/K5JhhTgC4TdMhP3lGyj4KiaTHCENuGBsbsSqbFT6dJNKhRsT5WRDBdR2wxIK5rQYABz8GiI6RFxxyjQyw6JAW8TPjhOuQUF5VWYhDNeGJsm0cBYquj41RlvDXehAKm1UV0vAxfSUYQCjphI3rv530A02uM1kIB4UWxA54TOwMAqlCzru1XegElBHGMTsRMjAIgwouxkHD0qCowTHV0dOuP0/rUst7GqfoTZ5MYHZIQwdTW7FZnd8PP20cewmQEyXVd9pvDda2UtOgEAlrWtfB7Uiw6vMAxBegqQUdZVpxc1wQqXlR1XbfouAXqhcfSFwdF0PGjoEKeoEy3QX+zkeuacEovHVtpBHVFMMe2qDE6UgfrNnVkitMs/3p63CWeR/fll5/DneismrYuRccbrQLHVfhKQpM+NOMM+3RtsaXXZZhuZazeSjQAD7WW5bNPNJR16A2lRTip8nMEQmCQWHqkRaelFMixsVeLdWZZR9zdagPrnqPYOqS3tV4+5T0HwxQAWTA0sk7p4yhi0QGkq3NYRyc6xq5rTHt0maAjUzsLB8legKa5VSdYkLKQRCQtOumTuBGQYlqx6xrDdBmGrGuBEBjULDozMWbtoiySvtx6trLolVowNCRMRuBuITHPUfMGIxqH+jrbZYQKbMo5TnufyNKsrkslzdVWt+j0oWEUakQQxJpjhukFAuIVEbl49qORiBU8unITfG19Slh0YLakgBx3SVxQJJV8muUlf4IBu8I13UXN3NbNCi2tXg2L61q2rct8vaw6Oj4nVmEK0HWCjtSo5PdF39t/AQeVFgEA6siXjAAwu6LYFr+akBsVnwQNR6ldWdPKdB2CBuXKY5Fv/OpWXatp3ri1i7KXdHGoeGaLTsWQcceDm9un6otvvtkmS1u51tEJ6YTrWvTh6kKN0Sm3vvsoVqfP8xEQS3Gf18RvH1mOT/z0XqwdjTTYAp966hjg/DcDfjIpAcN0JbElpIRaa570oZ7IeAqE7k9pFh2zm6q6B6DRIdlCkcvH0K9sUqJYzs3juibMexm7JbtYjA4AbOuFtdNGMBgrn2lPmWu2JZZQ1hpS/woRbNFhitBV6aWBaHK6ZWL6WPD7+HlTmJMRpGlu9eDpZLLLULPRH2mkA+q6xjE6TLcS/mibgrh8kDo6a8Qs7OBtxAzYBZ0qkll0VJJZ12wZd3LRulGaNw1p2lEYj5k2RdH81wU22iov0bqgp5yNRq+k5Q7kxq6KJk7/41MAgLsWrQUQurPtOvoUMApg3eLcY2CYrRohXckiC2cVTdQN92EhhBJDGFmbqQIkKSBE74XEMTrGeB6z9ScPUdu+agVH7rcLBhdXQGW19l3XYGybtu4JPWAxBwLAPt5LAIDFYpc4s53Sr3atQHhx3FEaJSQtOhSO0WGK0IUWHRkrkJcdxLr4+cvY1tyf8VohNl/8JvFPpRsSv0mTEVB/X4bpIlpz7I5n15J5F8QaU2nRmTCfDz1oVSXSBOpJPwKS/MC5jo4hJXZMbMqxCzb6a7Mm1XDdlFepEKuZMlQkXdqirE1AKNTo9EGm4b1w3rP5x8AwWzHRCqBbTY2qDOFrWddU17X066gWHbP1R7tegbneVynjBx87CNVK0rsk7zqUVifMXhNMGw455uq6tk+pJegEuxjP1GOhErWDLPu3EsnSqWfBA1jQYYrRhYJO69Ehjeo6zAYA/NE/GIuCXbX+sgMDbS4qNCWsIuhQi07sX8wTlOk2LDE6kUUHLUEH2YKOSUOnW1PVlKrUdc197qTF6CTb5hdNbDF6yibMSTIzCzqRWKgKOlKQMbnt0GPXPrxMvQyvP0y3oigvJKbN+TZio+K6FlqbpciSR5jwUhKa6Oc42UOiOWhRuKQJVnkSF+hjy+6jYNY1iNiis0jskqvf5OcKv+MSAvxT+TYcW/5d+FqY3JdZ0GHao0td18JneYkmyiPBqxwWB3PQMV1g6qhgqLXpo5Ox6ZNkBOy6xnQrhg2GEEEc7LsmsuhgotUiObeooJPoXtM0mgr1lTzXClTZGxp4JcPx4prU5PUctKOWMyLrVoMUOK4EZovOYLWM8YavHKuiiWrZQ6O1/jQDgWrZfVPDMFueZMyMzaKzA9Yr6aWrno+dsU5zXdN7N69D+dJLu8z1aG2K1h+TMJB3HTIJD3Z3W1Mf9Ltw+hyBUFzXTLFCme7BAnhf6V6cV70A/a2MuDcEB8MjFh1dAQawoMMUo+ssOrG/qdMPPmwbmBY5S2FAugjoFp0IWpOHxvH4RNCpdzIZwbolwK8/Dbz0SPt9MUwmSQuLCGT61jViJoBQGBnSMiBFROmlmyJp0dHTrJa8ID5OZ4tbwVCz9heIP4Lxlp7fN97uulZk0+Ap37GkFGeJJDE6pFBrnyetO9P6y4ljA6hjoCzirFP1Zn4LOMNsTQgh798B2fx6reMnNz6F5WI7AMAcbwMGPbWg8W39/xkX9jRZQnSLR5m01V2w9HXBRXXgxUXOW30k9v4p1qZEwH+21UQnzQ3PZc0q+WOY0UpA85LY3ngdg1Oh+koEuKDv+7GQA4RrlmrRSY6tyYIOU4CuE3TkouQwMQ2a4mR/7q5rgnx9NAU1nYyyjk7u4dr59aeAJ38H/OTQDnTGMOlEdVvoXBDEdW09ZsBv3YCnWRISRC5Yfg7tqHRd0+ajyL9JFyJtrqdpUmE8Zl4XsmpHuPjt2wQdubmLYgFpjA51Uxvqa2VmI8f6vQYuKZ2OxwY+h928VSzoMF2LZ5zT8tkTwV54JtgDQEvQ0ZQufZ4fW5bTXbWS1lud5LrgrnC1xf+f+sG/wmfevrflenpP9jjD/HE+doVOGh7ZzNjX9aw1VmCtmKEcGUAd5biOTjkW7mhPnL2WKUIXCjqRWraY377TIiCk+4xsTzdmcvNALTrUdS2SeToyPdct6UQvDJOL9aPRhkHq1IQQscZ0XPRjFAMAgOmWhATUOcL0LiDnhpxPukWnfcHBdN34lFR3FkNb43AKppeGOVlJibjP+C2rTlnJuibXmErLJa0fqkXnTXgaAPAPpTvjNPcM030kLcsesRsEKGEYQwBChUsk6IyK/rgH6habP1i/s1nX5MJhjtH56722w0F7bKOdZFuH8gs0b9xzW/zbofugUkq67Mq4QgfXNUFd+c3fUbbrmsAyMUc5NN0b5xgdZlLoWkHHZfNDqyK7+LWaNksBaMVeOeEVP1LDpqIjmohSMs6BYSaLsVq4saZzIRCB4lY1ikEAdotO+tyLHlXFQaDNvWLJCAw31ygI2CADZd6YyXH7e9ETN3/38Fx1KS4TAagRCzpSkKEZ1qLLUYvOAAnInubVOqNosVEb6ZDJmmEMEHdUmYnLbAGuIIjdoT5T/5+4C6VgqPZTtVlv9XXIdI5T1Fus9DRblsND6jpgL2huv7LedpdZg/if97zGUEDMMzzLAfkCqTshvX72eAWWaoLOEGpxemmadY32xoIOU4QuFHRajw7uLB7R8triBNLq6CTHkHRpU13XDGPrxPwsVbPbMEyHMKVqFkKQTYOHUZFu0Sl5aXOvFPcP6GldiaDjkGERwmwVivqN3tOPF3FpjQi0Qn1OmwayAaNQD/UoNWtZmAWd6OZP3dkGSJzCECYmz+Vj6X3A2bsCf/rfyemfmfIIw/27RFQn1CJLU0svErvEz9Pc19OtJtpY2rHoRFZYz3w9z/Pgecm1yTy25Ofoq1bwy2MOxtteuYN62WSFZAMulqkiFh2tCyGwQUxXjoUWnVZMJ8nSyckImHbpQkGnuEUnemXsz+S6Zrm+XvcjfK5adF7vLcYhpSdT+3KmzIIOszlJbiSCIFA0qSMt1zWbRYdu5LOECVv9CgEXtyvZx+Gv3Ul5J+ndL89Izs+0DYbpigWxuNp5RECMUkyXiLtanyefTw824ozKz/Dm0jPxMdWiM4FJ2x/MPS18vP/Hk3QBZsojzOtCNPNCkSfcygyRVPfjSLqu2bImyt7o67T0y8Vd1+IzdAHEKxkEHTkW/bhpbG975faYPqDtEwzprHXljBvUld9cmDnToiOSNv5pmEC5JUT5iqpHwskImCJ0b3ppB4uOXBBL1mUpac7OTiNL43L0rGvX9Z8EAPjrifOxGtt0yHWt6/5cTDdjCAJOWnQi1zVbjE6Iae7pFpYycV1Tbm9O/uPh40C1jKMOeQWwmA7G3XXNNOYApvTUtI/2Y3TodxFZdCqWOjpfqP8cH6zMVc7vp4IOJhBM1gbBr2e3YZi2kOtQNPdC0YYIQK2fd5T9cUz0Ky5V1HVNx8Vqoq8LxcQEm345LX4oaYVyndGKlVw7VizWyO7el+0KLBJ3hGmYIK5rJZiEyUmxTAuR0+rFdCtdaNFpPTr83hX/XCeLjs3KY3BdIwkLAuJqs7u32nm8Vtiiw2xOSFrXeJ4EcvsQwMtMRlAiG/nsTYPcuNBNilsq+dbcM7qByFGp2K25eSy9UggssmkwX4cGT0cWHZvr2s5iZaLbAfL+ECYmL4SGBR1msjFYdEqKHVYKQFGNrzH0K3PKZi0G6FzXj9tnchEBIU4vneK6pm+4iwhhepyPl7K30dfeXChKZpNwZrfey7OS3+404rrmE9c1tUZhhxeyPxwHnP9moD7W2X6ZrYquE3Ril5ICrmvpGhrtuLDVyzDX16HQGJ3+Vm2LjkxPtugwm5XkvAktOnITPtJKRjAd5huFpzwzz71ok0JdQVXtYxFtY3LTEC13eVxU0jYYttSpcb8Fs8Sd2vhkfJhWZ/cz0kuPtYRNCo3RCV3XJknSIZngGGZSMMQK0o0yFXkiy/IE+pS5aypGHHfvIkyIdgQE1Q6UUKIYBR31kR63xRolLmsRrIqi773yCYi661rSYXgItdh1TamjQ07t+Dr20KXAmoVh2Q6mZ+k6QafIZiJf5ifT8XTXtZIldqBJsq5FLiSdcV1jiw6z+aA3NHmD1yw6rWQE0zxzwVAlk1rCPVR9tFUkL5pe2tM0m3GXOdwU0rW86Rsll+2ErJYOXOK/FwuDXQGoG7OoaGiVCDqHlR/BO0uPAgi11zoDuuvaZAk6bNFhJp2kwoW6rtH1IkotPSFUQcdao0vBJGTki5nJ9yk09zltHfKQtEI7xQq2zrX2QY4n1yz3Nda3xPmkKYNkF/Lvt0lEyrJx6bomZNa1zVIwlNexnqaQoHP++edjzz33xMDAAA4++GDcf//9qe03bNiAL33pS9h5553R39+PfffdFzfccEOhAcsJ6pB1rYhFx9AWUIUlXdCJJn7gk8J9kQtJR1zX2KLDbEZMQcCBUOrdRJvwMgmUp8ioley5p7q5JceRc9Dh/0ZhxtMe5Rn51wXTVE76n+dFFkOMrE1hXyZBpyxU68llfd8EgFjYpNCaOtO98clLRuA3stswTDsYsq7ROjp0/lZIjAf9yVMrdKJ7zY0rIkDJGLtLH91c11ptPXN6aa+UP+ua7ZjlyoZzXfsg5wr1uzSnl7a41cUjkkcir4AhT8boNC2ua5MWa8iW6Z7Geef8q1/9CscffzwuvPBCHHzwwfjud7+LI444AgsWLMCcOXMS7ev1Og4//HDMmTMH11xzDXbddVe88MILmD17dqEBUxeavHhCxHM9K05AHrdtV0gyAk9tER4XCEjB0GjD4eR+Y4MtOsxmJbnBCIScQcmNh70PU9CqfhO3WXSKuofYNJvJEaYVuMvhzqKd4xYmrGp59T4UQQdmoSKqZUShFp0hTGCcLTpM15L0yKA2A6Hck6UFmSYNUV3XTL3blBq2NSMah8u8UgUEs8Ikr+ua3RVYj9ExxQQlx+C+xsoaPzmsTfr3KKTCbEQMAh4wHRNxcht/cxcMZUGnp3EWdM4991x87nOfw9FHHw0AuPDCC3H99dfj4osvxgknnJBof/HFF2PdunW4++67Ua2GG/U999wz9Rq1Wg21mnSFGR4ejp9TzbIrgTBlforIZ9GJ3ks7HpBJE8XouJQCscLJCJjNieIbHx2S2w0qvNji1dKCgPVieGWPXo/clAskIxAw+LvHWdfac11LajCLbxpojRB6Jv3eYkEn8I02+FGT6xqN0UENqyfNosOCDjPJkNpYNOuaySWdWpvpT56uLXkzm+VTarh8jsiiY1aieJ4HlLIyOqrjUDGvb57xepplyml9SBfY0r43pVWrSWTRmeZNxJ4BoUUnGunmcF1jy3Qv4+S6Vq/X8dBDD+Gwww6THZRKOOyww3DPPfcYz7nuuutwyCGH4Etf+hJ23HFH7L///jjrrLPg+2ZXFwA4++yzMWvWrPjf7rvvHr8nJ1f+H3xa5idrYCCSJtko97x+XI4txFdidDpp0WHXNWbzYSrUJwI1rWuQccPP4zZq1UzGr10Khsore9bsatkaSLtvfJpVuPjmR/bRKg5KkxFE6aWNFh2B0cCQjIBYdPq9xiTG6PAGgZlkhHygigB1HVLnTVra4ywrDW1rU2qYUh/n/SDS8qK/70HPkJa1RkZ7ErUX29WpRUc/x8VDRr2SaY20f2/RAbnqbiIlCiqQdXRgWE85qQpTBCdBZ82aNfB9HzvuuKNyfMcdd8SKFSuM5zz33HO45ppr4Ps+brjhBpx00kk455xzcMYZZ1ivc+KJJ2Ljxo3xv2XLlsXvFXJd0xcYgq5VptexayWS/cwP9iYWHSnERRuOjsxPFnSYzYmpjg7ZbtDNhGcRRqh7SaJ7y3v63CuSjCBML21r5CK86GNOKxhaYPOjFRHUNdMBSnF66YpI3oxnYiwWhChU0AEmcYPAgg4z6SSVJXp6YpMl1O6qqr92seio60KhGB2L8GKO0QnJFBzo2Cyua+bzndQy4bmC1jsz9WH+3k5pfIockHa42KKDccWis1mTEbCg09NMeta1IAgwZ84c/OQnP8Eb3/hGfPSjH8XXvvY1XHjhhdZz+vv7MXPmTOVfRFuua6kLl30jlmyb5HP1/0I04U0xOh2Zn+W+DnTCMG7Qn66rRaeEpLAkiZQW+vW0tk4FQ+1BxzL7kOE8i1IjrR/93EL+7poSRncFFJDppStI3oy39YZhKp4cuczGV5ks17WABR1mkqEutKRWlVp3S01RH61LusXDZs0xvWe29EZDKmC9jXqzua7BS2ZhTtmfkB6V53Ybj32PU6SOjl0ZZF5PL/OPwLX+W8mowjOjZCpDXo1YdDgZAdM5nASd7bffHuVyGStXqgXqVq5ciZ122sl4zs4774x9990X5XI5PrbffvthxYoVqNeL+HdHkyu/O0vaZitNq2zd0GiL52/8t2M1tpGLK826FvvKd2CCctY1ZnNisOgkk7RHG/Msi05yBtiDWbUbeBGLDpDUZFo2GGnBs25a3taNuWA67PAxhK5ZcXppQ2a7bbHJ+P0kLDr+JN3I9Rid8fXAdf8BLL13cq7HTEEiCzINUJcbYGrtoEkH9Pei1/mtt9GVTCNyt94m4/EM65NXVs9JsSwn+4hc4jQBKkpGQHVHifMdPgdRwiTHkK4cWidaSmti0Wm01rcSAmLRMScjYIsOUwQnQaevrw9vfOMbMXfu3PhYEASYO3cuDjnkEOM5b3vb27Bo0SIEJBp/4cKF2HnnndHX526hKOK6lqa3cAmos2/M1NSwwpBeuiPzk7quTZqKlmFCBHG1iIX4gIg8JLlHmp4UiIqC5rOmJuvoFMjkYSi+lx6jk3PzI0x+++nnpKNvzFqxBiQ6WAo64bpSExU8ErwSALCdNwyT2+AA6pgQJHlJYzNV/r7p68DDlwEXH7F5rsf0PiIZY0tnIZ2/JejWhvxWGn1d0NchAJgx2IcDdp+NvedMj3t0+CCty5RMl4M5U2R0pvY5DDVsRIoiRz+ejNHJT7Q0Bdq+h14vSxkkRKDUQQJCK3aF1NEx7domzaLDLrg9jbPr2vHHH4+LLroIl112GZ5++ml88YtfxOjoaJyF7aijjsKJJ54Yt//iF7+IdevW4bjjjsPChQtx/fXX46yzzsKXvvSlQgOOf+ZO6aXDx3Zd1wAP93313Tj0NWoa7WgoUXs/MCQj6HTBUNZAMJOMKbsaRKAk9zD5UVPSCvXZtK5628IFQ/V+HbKu6WO0ja3VYfyefJX3Aq3xahXXIwJRkoKOF815D2vFDAChoGNaCwdQR50m1dxcgs5Lj2ye6zBTCBqjE0ItOtSFVrfo5FFg2oWi5PnVcgm//9Lb8PrdZsfjyItHBLYQUyyNi7XJLGbpwpKXml7a3TIF7XPkq6OjPZJkBFGMoQcR//2amvUuYvIsOvbkWEz34+wL9dGPfhSrV6/GySefjBUrVuDAAw/EjTfeGCcoWLp0KUokReLuu++Om266CV/+8pfx+te/HrvuuiuOO+44/O///m+hARex6HheEdc187EdZw5gRUYKSBEkLTodmZ40vbRf53TTzKQiqG+8Yd7R+WS7UapZ17T+tUe1X9qHi0WHbIVyCjQXfeqvURNV4OpkL/nc3OR7+tmZaMkITIkSdNc1AekCsi2GY4sypeyp249SYzT/mNphc12HmToolmVbemlV0JHeFyWAuHyaZqbcfOvHDfsFzWpStMaXeSzJNctkuaGvTcJLHmGpmPU5Otfdapa06NC/n/ybyoKv5hgdf9KyrrFFp5cpFPRx7LHH4thjjzW+N2/evMSxQw45BPfe2xmfbTlhHASd+FzL4mK5jt33NN2lTbHoeJPkuubXAUzrQKcMYyMppAhS6C2A52DRKV6U062OjtxM2AuGqscP2n02ZkyfrhxrRyNcLOuazbrlJVzXBDwMYwgAMMMbj9OzUvSsVJvNotMY3zzXYaYOhnpeNL00dWRLuq5pXTlYdEzne9ozJ4tO/CRyXdPO9uxZ1+xXMhxPWHQMbT3gtL//K1TWlICH1CtlEuixRipp33G8VzIKOrLga1MRdMilOUaHKcCkZ13rNPFGwKECZxQcbPK5LaKVSGhd9D6M6aU74bpGAhXZp5SZZEx1dML6B0gctxUMjS06wiHgX6guHE41qKIxe60sRspg0l3XAuWa0Q05j6VXd11zn+s2y3JgEHQCeBhrFQkdRM24BVI3goBXZ0GH6VZa928h4/xKniBri5w3tP5U+JhUdthmZ2LuiZT9guem1BitNQERWWTNCpdQOWPzFtHHCsPxdGFIKOueh6MO2RMH77V96pkmZDICm6LKtEZGj9F9RK62PmTGvMiio5YukJ+SC4YyReg6QYdOlLxI95nwldqf1i85btLwhF3Y+gihdXT6jUX+CkKFpWatc/0yjAmRnDcByZbj4rpmjI+zxKXE2r9IyHC6t6VFyphvzF7JHFRrOpbm/mo/kEa2G0hTJC0641FKVtSMGe90i06pubkEnc10HWbKQGNbqDJCrY8nBSBAWgkSFlIBJPcAdmHCFo/nOQg6P7tzCf7qlJvw8NL1Sh+Jvg0JVGQcTLq7fHw+6T/zOG3isGjp2e7yCJO6UBR6BiQtOvQYtd5FsEWHKULXCToRbq5rRNdq8MMNH03XsLjaWFxi4r6UOjqhRacjBfuocKendWWYjmOIrxFqHZ1IWMm06KQICCYrBn3fKcMg9YPXY+msFh27gGNydc1ywWvHdc10vWZrma56UiMcWXSGPLtFh47D21wCCN0wcGZIpiOY1xC5KU66rskzbXNV7z2fV0esZ41e5jCFnP7HpwAAEw1f6SM5lPzrUGqMjiWtvrFtycWW0+ouUC1TuWKbtM8hiMKM/u3MirHNYNFhQaen6TpBJ9YCO/ze07TK9pTRhrbxAqJ+bXof1KIz4EVZ1/KP1w7phE2tzGRDhAYliNSjPvP5LDrUvz7uPmXuKY8u6aUj7a9Xgu66Jm+btuOkG1NVUWR9jqg/95gi6cOua26BZiuUklp0VNc1mzhGLTqT7VLmAXqtHnZjYzqILnio9fFC4mQEokjq4+T1bFaQyMWsiCVEJg9JCiTJGB2b1SR6P9nWRZEjr5f/c+geLGYFlm285D7SaukTi45pr6akl560ZAQs6PQy3SfoxE+KuK65BCKmaG61pgltBRF0BhG6mHVkftJO2KLDTDbGrGty3gUtHRziVknku8k6OgnLjdaTnFfuggMA66YhMcZYq0k1nuZz8lmmilt0dAKU4o2AFHSAcdGy6KAWu+tQdEFn0i065T5gbI16rM4Z2JgOQNYhqggoe8n7Ok1nH72ndIW02Zlcn5Ln60JK/rkeW71TzEB6jI68bn4ByJaERRjWN48IGbmJ/x52YTJ5SqTISQo60nUtIBY5NZV4RNNnQYdxpwsFHTlR8pJPq6wfNy1hZpuzvujQ4qgDHXVdI32seBxYt6T9PhnGSmvekEQCNOsaFYBsrmv6xkPt3WbRiW6gLVzcFeJkBKZbd6So0Jc9u2tHHkFHP99l0yBEevB0aNFJxujEFh1vIj57udgODwb7tsag9uRNdoxOuQ8YW6ceq49M7jWZqYFiWTa8jaTrml2Jkj1/6XE9xke+lZzrWXsSfetuitGxW3RgOW5wR9Mt1qlroT62HAiZ5h4wZ4oESIwlDOsbcV3zBbXoyD5NFp2OppdWFMcs6PQyXSvoOBUMJZoDuwk4v+ZW3yjFVeOjxYdadLyaem5bkF5+/2/A9w/skKmIYSTrRuu4+amVEEGy/pRQsq6Zi7pRPM8+9+zChP5+fuutIJuixA3etmcxbCZ09wx63HZjF0orN+T3m+w7WUfHwziIRad1vT/7b8IJjWMARFnX5PdWmgyLDl17ypWkVpQtOkxHoLEcZjesaP7oBUNNQfz29SZ51SyvDroJz7oVx+tmavZHs9U7qVw1jTmtX/W4XLeTwkQmQu3DbpGnx7S25D5Cs66ZyhFQJZrvkG03E/oH4zo6PU2hOjpbEjmJilp0bGZW8wJqeq23TPRBBJ3pmFAH3g6mlXR8PTC0bQc6Z5iQf7jgLrywdgzfHRrGflCDfWG16JhvQGnW1IjMOek0d4jWNIevOkBd11LGoBxPF8yc/PYd6uhUaHppQZMRCKU9AMWpEJikrGvUfbbch4Q7MQs6TCcQUngxWVhM61DWJlw9Zla4BFY7dXglIBk/Ukqx51K3LPUR8Wsvoxi5flw7PXzIlYxAfc8N1WqW7uEiDMeg1WOzxOgIg0Wng3KO8mtg17WeZkpZdExbkLQUtzZzsW1xiCexIuiMw0PQ+axrESMr2++XYQgvrA03xeN16SolhQ4alUMKhlqtJUkNXURg8fFuJ+savV5CgMnIupbXdU0nzV8+Gz2mINl3nF5ayboWpZeeALVYK6laSexOaTISAzQn5HOjoMOua0z7pCkq0ToW3cd1i47JHS2/wsV8fvgQWSGooJP6MZJ96H17KXV0tL5Nihir0jYlvbRcCvOvsUKYhRd9HGpdsviKrT5oHZ2WkEprI1l2bZ216NAstizo9DJdaNGJhIl8E5O62phM32m+8VmLXGJM0WsyGUuewAyMd8SgY1yMRlYCc/brSO8MQzFZY9QgUnozUm9AX65cg22wSWub12Ukqf3LTTygNLcQm0Bi1habXgfCiwUJm/Y4F7G22hbYK2N0+mgyAoPrGv076du5yKJTa/r4/OUP4a37bIf/9859ioxY0iQWnVIFiW+ALTpMBzAWLibQtaWsWRtMFlKXdcgURxM+Rg/Umpq+AsTrqcHCEneas46O/r5piEq/htHQRycVTWZKfCjvm9pSi45PPpuaSS85qo5adBTXNRZ0epmuE3Qk+X/xJr/PiPRgP7Om2XZcCmHqpJnpjU2iRWdV+/0yjAGPPKOROVTrRi0IEWX4OK7yWwDASjGb9KGSN0YnCn7Nh3QP0dNLW33jveQakKYRTrZV3/OcBDPdopNcn/RkBIB0XRvwGmRzJy06ZW19LLfSS//p8RW4beFq3LZwdfuCjk+LFouk2pkFHaYj0PXGbNHRkxHYXU/tFggX661JQMia9jLrWsk0tNY6lHd/Yhqj+XN4Rtc1dS10i9FpfcfCtkaq46FtorTfHtnLCCLoUItc7C2gWM06ozIOL0LWSBZ0epqudV3Lq+UVQnef0ftT+9WvYzxmyYwiUyeqm4wZGOt8eumITSs60DHDJDG5ndktOvK3OQMyHkS6p7lsMNSsa24WHdK2lJ1dDZDTOU0DKY+HUA2r/jnaqaNjFnTU9NIBZNY1IHRfi3qKrqzHTJVbFh23VN0ZNImgI0yCDruuMe3jZVh06NqiW3TacT21XS8clFT8xO0zplYyYbJhfcrhVmsbc7z+WDxO1GQE0aF8thwhBFmHs5Uz9H31PdmfXkcHIFnzhDnrWrOTrmt0hJyMoKfpWkHHbjDV28v/ze4z6VqJwFQ4MKOoF43RAYCZGOvQ9sLiusYwk4DZdU3NjBPdiKmv+kxPCjpUMMhvTdXfd3ddEwbtqGd4Fr4ybRqQOGYbs37MTTuaLugE8IwFQyfQF69N07xI0CnFQqIu6JT80KIzvb8aH2u06wdCLTZCIGFxvuErwPrn27sGM+XxoM4RHUFWn7LmTpp0XcvPFw59JX7w8YP0wShPXKwNic9htOio2NzqTJZla7KVuA+7UJS1Zn3+5w/hH390N5q+VG9Fyp7Ed2yw9CTWNyH/ar7FomO6t0ye65qL1wDTbXShoNN6dIjRUV3X9P6yNLd2cy+0NjZXm5neqJtW2ga7rjGbEWrpkL9t7eZuuOFTi468cSXJchmhN8X8uLmuGRUZLmMzvOeGrh1N9ikLhspkBCBWnWnUotPqwOS6Vmv6mNZfjo+NTLTprjG8XP0cpvVp1TPtXYOZ8gji3mmKVQkVMfmst+kxOurx3bcdwhF/tYuxX1MdnWxBJ3piW0OSFp00Fzy9jyzXXONo5CKfys1PrcTDSzfgseUb46wLdmWQYWy6MpjsxujftBSXIzAXDJ28ZARs0ellulDQcbfomNKv6q9dTMMGVYx6rjYZZ06m6xpbdJgIvwn85Szg+bs60p0p25EQqkYvOl5CgK9WfokPle5ULDppwaV6bEuEnnWtmOuaZw3KpYcFzPuALAWI4n+uCUvtuK4l634Ajcii40nXNYAmJJiI+4hjdDx1DJs2bcSrv34j7nh2jTzWrqCz8UUyUGL3m/2KMAtb/AkYpjhprue24y4FQ63Ki5SYGVP9maxfukeUMOpj9vWcPFFypZdW18K0NYuuv2tH6hDQ46C09obvPqHIMdTRAVSLjrQ6TZJFh46QY3R6mu4VdJxidEICYXefsZl9TVdJVi+OrtWamLqg442iM77xhj5qwx3ol+l6xtYBN30VuO2bwKXv61CnyQ0G9a0ONazhb/4dpcfx+cr1+G7fBZhpsOiku43qV9XmpIOgE7c0pGq1aXmT17ULYek38eTmJ3vA6RYdKBYdmu4bcUKC6S3XtSDlyo16mCHtR/MWx8eGJ9rUYiqCTiA1pJV+YOcD5XGGaQu6DpktqbYivibFQRLzOuR5pYTQoFtlFKVJxk89VtFa42JMFh31UR43jznspaS9TrE054jRoc4z60ZrcSIBuxCGxHHZtjU2EaDk6fV4LIIOqKAzSRYdjtHpabou65qcRPk3E2qBQ1t/+vHkJJaLZkZ6ad11DWPoyPw0raSdzELCdC/n/RXQ6GxRSGk7JZpGoomjN6PpkHVaZnhJQce0/c8KGDa5xWWixLxYXDi0CuHq51Sf28dmSkYgj7iP115TKK6jA3VdGUux6Oj0IamxHB6vAY1xoDqYf7wAsOwB4M9fB0ZX0w8i1yK6QWRBh2kXQd2Zkhtz03FTdraQ/HV00iwsphidvOmlZda1diw6slfozxMOJ4Z1L26avcZSl7y1o3XsKrLGZrcgmaz0vjAkIzAIr2Fb6zDdoXsnrqPT03SdRSfWvuSN0VEWopSFRKQvaIYhxMic/VFgn27R6VAyApNQwxsJBuiYkEMD1FUFgRQHSgYrzTjJAjYbI6QP+ybFHjCs3ij1LIZpxHPPMxQMNSDgkfSrak/JY2bFiD7e7KvSq6gWHdP6lEid21qragjdw4a8MPtZmkWnz2ugH3Xl2Ctv+RxwzqtDa6ALv/oEsOxeYJ20DikWHXhyM8eKGKZtpPLCll7aJgjoMXguMTqel7SwSKEhGcSftSWRQfVpewvL53AQJhIWHGNMUKttKXvNooLOupF6/JnT3AP144nv2JJ1bbNadOgI2XWtp+k6Qcc5RkdAmZhOvq7QJ6u6yCX7CNEDgcP00pN0w+eNBNNBak3521VEG0FvUNFxOZ8m0Beft6O3Pn5eUQLoVWwbjMSN0inkRd9MJPvV56+xG8vYTO5v7biu6VXGzRua8JitGKLMsOYhGZQdsqO3AQsGPo1DSk8CAPrQwJwV84CJjcCzN+ceLwCgtsn0QaSg45WIoMOKGKY91LpUtvu0Pm/sFtJEW2GeezC4rknX2ORosu7xyXXBtLbktegYhAnPMCjlQFIoso+N9Ku4rtWBDNe15HXlc6p2lkmikoIOVdqoWdc6uN/hgqFThi4UdFqPDjfQ9Kxr6mPyODX3tjYyVj/aaOOh9jbT61QyAtNnFmHGkImNHbgA0zMU1HxNNKR7lJw36m87tkKQWgdUK7ezt87Qh8ntxKwRTBTgdZg8agpXizaWIJRWJleL/JpUtde8qIKOSdtsK4aoFwelbW2cXPk5AGAf7yV50K9bWluYtbvhIHEMZkGH6SjqHNExp66PHk0WHb13m4XFlD45EiaSCtesPXjcS2RhSSyHBgtSyrqQPB4912N0kiQtyPkEnbWjdYjMNctk0Umu6Wl1dOj6rVp0rMN0h9NLTxm6UNCRmuVc7YU6UfJadMzHbW1V7ZFew6IfcnFoC5vr2o/eCvzfHpxqmpEUdGWjFh26wTBr4pJuVQCwkyLoJDV0EVkxOvLRXXAIXdfUd2KXDi1GJ+15Edc1JzKSEQQoxd+TnqpbajyjInu6iiVJvRWW+WpvmTyopInOwWyDoENd1zztOMO0g2b19BPuaOZ5Ez5aLDKmy2ivvTSXL8MmPK9FR1owDEJNwlskP3Fb3WU37XPkSkZAXNdG64m/Rz63OihtPVKPze66Fo10klzXOBnBlKELBZ3WY84VQM/XnscVhb42+ZnaLDoR+najimaHPMwsgs6aheHzxbd24iJML0CLOTpALTpS10f9pcMj+vGKRdCpen6ibYRNk5rY9Ltslml6aT1piGe+Hq0XlBxDPsVIeGn6HeVDLyJosshEm7aKl8eik76kNxEmNnhNiQg6G5dZWluYSWqLlFuxWUKQBbKU2LAxTHF0ZUByTtqyq5ktOvmsPzDG7sVvkv+R0o6eIZUwyqNyveKKWLm6WSzZJgVPKYo1sqMkIxhJZl2zr98mJVLSokPXPGrRkTHPko4mI6B/MVerNtNVdN3dSG64HFzXPLlQtuW6ZpvYsY+vuvGI6POamcXEcmHMuka1Emx+ZVrUR7LbGKg1TBYdsoeFeoPSrQ0AsBNswe3ZygR6nN4U8yLIZiKxj7CMyaTVLOK6Fn9HTnV/slK1ZscVSr/2bItOJOi8wlshD250tOiUSLLOwW1ag7IlI2CLDtMuUlEZvjLNERWbwG9yabWtQzAoRvSinGoygnwWHXsyAs8QE5RuLVYUsTYByno9s2Uq7RqjdT8+Yt872ZXE8nPIu4rJoqMWDJ0siw51XWty0dAepmsFnbybH9rMtGkIrGbk6H26oYnSQqYnI9Bd1/rQzNyA5MLouqZNVmbqYfpdFBR0JprUokOtDfKGWFKOh9DffGR5oAQiudRI62zGzb2A/4ZI2TSoms3UbqzHzYKOp7XKg/5dJpUoto1ElCCCWnRsyQgiGi1Bpx/ypi5cBR0qvOz/j/Go1GQEXrItwxTA09w7datnkGLRybJwhm0twkSKy5dJ0MnaksTrqcWybLboqI/pY7ZYlNMKhkYfJ03QIVO43pQKjbyux+qx6IC8j9C/UcWjSpvkd9zZZATa2lTQC4LZ+ulCQSd6klPQgZwo5qxr0aNlU6RM1tYRbSXRJ7wu6FTRdNv7RLw0X0v9anFdMz1npg4mTVTBRZtadOS2XXVdowJQJMDoVkydeONBhBqrhlboN0UXSyWx6NhcOGzaUYNrRx6X1nK5hDkz+rH/brNSek8frk2rbN7EefF7QHqtIp2gFaNTITV5muuXuoxYrjPb7gO88dPRoCC/e5qMoKO+JsyUJF0ZYJ5xWdZi01XU97x4fTKRFCqyLDrS3trq1+S6ZlHO2NYAo8dJosipzdKjfwIz9HM1/AB6jI7NGyYwjI0qg9T7SHJfZhJ0OinnJEbe4Tp0zNZD1wk6ru4sQpg10PH7NrO18bhF65pwJVHP6kMB17Wl9wI/eSfw/YPIhTJc15w2hEzPYAqkLBqjY7DoAETIh0DZk/PJZsVMDNE6z8yb+6j/8Im7KxgAeCUt+1Carzr09SG/trLkebj3xHfj//3NK1tnusz1qDZO9CqpmTZpsOkY1CJ76Uu674WCDi0+Wg0mHMYL+R0f9AmgVJbHYouOx65rTMfQXUHNa4g2R0T6/KUba5vVRHpukD5SXNcyLTpepAhIbWUcr02YMF/HZplK9uvF9YDs0L1LMxDx6yyLjklJTItAJ0UetQ+T61pHy3SwRWfKUMlusnXh7LoGOVH+492vwpqBPYFb1Pdpv/FxkTxu84HVF0o9fqhaxHVtwQ3h48SG5KCUi9MYHd5UTEmMFp32Y3SMFh2P3HRAAuWRLmSrAoKuEVTn06ffthfetdtBqP6+DARAsYyFCXuO5QZsse5ojzq6trJU8nK5gdgulBavlJXVyJSpiFIXZfS1kkL4XhUAUPE0N1chLBpf+5jVOiOa61ospPKaxLSLul5QYd631MDRrZ5qT2YFpovrmjnrWvqn8BLP5OcIIvtRRukKaK+F8EjHFouXlzyqu66VPPvgdStKM1aGWb4343H1mOoCHf5Ny+QeorpL28fSFvofjAWdnqXrLDpJHXM20WL0rv12wifesqfWX7qJ27gRSmQUUhcY3Y2nWiQZgTGxQIY+nC06UxNTbFZR17UmraOTXqWaBoyWU26UUR/0EQBxUVPn2I6zBvDBA3aRV3KpoxO1Nfi7mzcuyTHaxqu+Tt7EcwsKWo9Z19PjbvT4A+nXnrToBMJDg+izfC+0wFR1wdQps51FoKHFWtmiw3SMlgVBd2mFfd4ExnlqWYcsbT2jJaT1aJjr2fd44tppficxhmwvEnLMooj1LC7CedEVTY2mWgTaZm1K+zuFq3NkGUomUaGJblwSPrjBgs5UoQsFnejGmtd1jfrGGjY/aQINzJNV70OvVF7WgrH70HB3VTcJOkbXNZH+PtP7mASdWictOnIeUCGeCkBZmG6KNtcHtDbjrm6qcrThuV5Jv+EnNwLm+Z0ieBiEM+kFk7wxZyH91JNjiF7b3GptWmxKAE3QMcTohCcXcA9Ukg5oFp14M9dRp3pmCuIlYkLyKyTyzBH5nu140hbjmVzXrD2HxPsQafpNXsOadc08VpPVxJy2Wj0upCmHdGr+BPrhhh+uHXL9zhM/pA2JrGzC0gcViiI6a9HR9ksco9OzdJ3rWrxw5d3Ui/i/cHFyNQ2bND8ZKSD1rUlfkTo6priLTNc1tuhMSTroukZjdGJNKkrG1Omm5B420m5+iSDguHK4u+AgtaZe7H+uX68d17U0baVp85M93Oz00gkrjXUTZw5apoJOlHUtKegUsOhQyw0VhznrGtNRdNc1+bu3zwXbfELi+D5zpmPX8UHsUhkCyLLplVSFC4BExrQi6aVtClMTWbFG5vXLtqYlj+u1xsxjcLXoZAukeSw6si2553Q06xpbdKYK3WvRybmZEHS6UVcLrb88GhN9Q5NsGxJtBmtCBv46B9HlTRXNyQiYDiYjUC06qrWBHpOv8go6pmPpcy9+7WRt0DcThCjw1jrkPAKQaYMRKUAKWDFStNVRT/k3cckNgwBQJ4JOXUSua3qMjotAQl1wiECjJCNgQYfpFPo6ZJh7iTOyNuGSXWYP4a4T/havnDNDa23qQ1V20qtnrVOeMm+gub+5WXTk+8m2uoLHnG3ScMwyfl22kIJOdFr6foiOLVrLSorjs1lBQ/1w5Fg6KehwMoKpQtcKOi51dKJYA7NFx6xdMS8w+oYmRE+TG2036ggDf/vQcNJJh50WcF1ji87UxJ+cGB2pUvASv+3ouL4Jt2GqV2XbsEc3anlOh2J0ZCvj8zy+/zI+xqQASfaejSboCP1dl5T4pg1DSWlX76RFR08jTb97Ti/NdIik65okno/CZvU0x9Mqc8cW21KK2so+0qy3WT/1pBrCpFjJN9fTPkdi/UkpiKy+ZXNd0yw6vqx1YxpbHuu9B/l9mNxzw/phJquZcYidgV3Xepauc12LcMu6FuIZLTq285ILT7abi9RWAEANVczAOCpeAM9VCKHtgwAolcwrKdfRYUwWneZ4oa6a5E6i+p+Hv+3irmvqo+k9eWFVKHKzhlK3quyxmYQb45i0Ni4uI3kGIAWo5IZN38RJ7WhS4WLLMhXRaFl0Kl6nBB1q0aGuayzoMJ3CbvV0sdyoeKnP6GvzXE+mZc7ahKueJerZIvFedFy1hMTHhfq++ULRS/vnoN4pQgTwUE600adws6kq1vSP/eXD98WmGa9C6fo0pZYUbwJhrhVmEnQ6m16aXdemCl1r0XHKxNSaKJ6SDjXEppVIXA/S1JzIU69N4jIRdCLKwrAZTYO6ofn1eDTJdhyjM+WJYnQqg8Dbjw+fF7wh0Jt1NG/evd9O+PAbdgOg1stxsegIwzyzzT15Y45OdncFi7zA1Y7NFll65YidZg5g7x2m4dU7zVS7T9lsFYrRgR6jo2LSdqbF6Jgs07QH6brWCUGHfscCSuxOvE6z8oVpD92iY4rR0dcQU9Y1vShlhC32NrIsC/Wg1oYqg7Lmvfa+qZ6XYwyx6VjCdc3Qt6mtbZlNxOhEFh1hXr9fucN0fOSvd08VSHUlWnqMjn0sbcGua1OG7hN0hNsNlBYMNVceVh/14+pmwrxR0jc/MkaHCDq6T3wWNEbHr7UuZHJd883PmalD9FuZtgMw0NqYFxV0FItO69Hz0F8NN8iqoENbpbP7dkPYa/tp2s02etQFklJ04VYD989iSv+adsPXmdZfxa3/dSjevNd22RfTBKj26ugklShJYdIs6ESCI93QBZqgE9UdqbQTo2MsDCrkh1EsOizoMO2SbdHJU0fH5PIGwOq6Zj6uHlPcqjJ+6nqMTh7XNViOp1qUbZ8jRTkD2K0ltjo69vXb9lmgCC+yfIFJUC3Fe73Jc13Tg4/Yda1X6TrXtTQXGHv7yKJjXxzy+MDazMt61fdoYtaJRaciHAUdmkmr2bLomBaigC06U55I0CmV295gUo2ZGg4a/sapn7kpW46N//vw6zFjzzegdppdy0curLwPuGzCyZgTN3xT/QrzRsi2aZCxNF5inOb1JZ1keml9fOZAXX3s+jm0rdKq9btoL0aHCjQGiw4VgJysWwxjQp8jpjUkw1qT8twqTKTV3SpQR4fGpOTtNythizlGR7c6tfowCGzqmpUvRqcZ6FnXzIJO2t+JOj0HWhxhNBKT9WdyLTrFMpUyWz/dZ9GJJopDMoJ4GSslNZ72oGPTApM0pZr6oIUWY1cRV9e1BomxSLPoUMsPa0+nJpFQXK52QNCRz6XLpxffEHXRJhnsa8YrlVEumeeYPqO8RIxOrkvEvbY6SfRLrmA+U6kzYW5r0yCHl0xqILOIUqdKN75k3I3NLce2ZtG/ie66Fj1Puq4VcA9U6uUA5iQFvCYx7ZGnjo4+T01usXZBx3Jdo+ua+qRIzSxjXRur5ab1mMhsZheWzNbsZN+J8ywmqWTWNVmg2DSGpOucHH/0GK5qqvua0p6sey4JH5xIxOiwRadX6VqLTl4tr4Ag7jZJ4UUG9ZmvY1wcM/xoy5ALQQMV9MFPuopkQc2oaTE6iqDDFp0pSZSMoNQJQcfwGyM1aajrmotFxzNo+ewFQ7VNStEYHYsLhyLQqA2Sz3P4zOubFDfXNbWtaR2yCzQ2AUhtS8cT/cU6lnWNjiGyKHMdHaajpAk6IbYkHDbXNYr0tCppx03rk7ouuNXRMV9HuUZGjb7k8eQVEpZl0/UMn9kWY5Sw6LSyfNqsTYoFSdtfUSsNtXDpf79/efMe2E1UgMfV79jvbMVQ9SW7rvUsXSjoRJqBnD94QRcYumjkMCNrx+MNkjW9dAidwHVUMQ01VJwtOmTSpbquEUEny0mY6U2i9NLlSvuCTkA3xTItu8miY3KrsuHpwkt4NLymxfVBXsi9xkuam6rqrGHT8to0rGZhonVRwxn5xpu2obFv4mwubSUA0o+enh3+TQWqnc66BpC1yIMau8MwxdELbZrmninGQz9udVO1JCfRLcu0j+g9ZS3J+KnrCldTvGKe9Ya+Nn0mff0xrYUmwcqejEB93WwGys6xsOtaK5GDKXvnV47YD6Mvey1Bh46FXdcYd7rWdc2FRKGulAmYfh2LxqRFtLiWNIsOAHdBh5pRORkBk4bFonPMZQ/ikz+7z6matC8Mt1zPC9ObAyh7ata13D0b3ECMfubkyrGPvNPNLcWiY7i5W1eTOMNinvgYtRcPwkERo27iTEHVeQuG5rXoJKw5ibOyxmxJ4W1LO80wbaDHsemumeExszJA70k/T3luswDTvvWsaw4WHX0Yek+m/jPXSNPYEmNMPpN7GXIty1zVP5cf6O62+shMglX0SEcj1z6TsCSFya3bdW3u0yvxwPPrnM/7ye2L8a7vzMPK4YlC12Xy03WCToRtUibagWqh7RPQdlwY4nlsWpeIyHUttOi0BB20EaPT1FzXPnYV8MW7k+ds5ckIhBB4cT2bhzuNaMXoCBKj4wc+bnl6Je54dg0WrNyUvy9DjA5QJhYdvY5O3hid5Nyxuj4k2ua/u8UChkkZkZJ9KNGPy8YjNvTK8b79m3/BGX98Ks+I7f3C/B3HmzuL3z7dCOobQA9CqYUkT3a3mtld1zx5nAUdpl1SCoba49WieFwqFNH3Tdt/bS0zWnp06y0VdKyfQGtrsuik7y3syg7D2PS2RpddL9HSppzRD5e89DUrWgdNAil1XYvr6FgFHdk2YlItOpFC2YHVm2r47GUP4p8vvMfZre6sG57BkjWjOP8vi5yvy7jRdYKOq99+2Ezd/LhYdPL4wCaSEZCFoC4ii45rjA7J6R5bdFqjKVWBgVnJc7Zyi85Jv38Cb//mX3DV/Uu39FB6ij89ugwAsGJTU948iRvjC2vz1wcIjBYdadnQ6+i43nbyxOgk5mShQPmkMCA/T/bmx2brSQuI9sjmYfmGcfz0ziW5x5vmQpvXoiPf19vSv6lA1RQvWNh1zZSMwCPH2XWNaZe0GB2zskSPCQFS3GxjuUPbsKdkXZOJR0xXtV3G7llCOtZ6NAsvtFe9rW6F9gwKnvi9Ep2/5vHrwkXSldBsbTIrtaL7iDzLZLUGiLu0pwo6E41O7XN0n7y6uVkKdCwvbShWpLtUIFsn40YhQef888/HnnvuiYGBARx88MG4//77c5131VVXwfM8fOhDHypyWQBkwuQO0RGpC4xNK5EW+JgsOhqNSdV6C5Ri1zXj5iKNuiEZQbyJi/9T2cotOr+4NxRwzrl54RYeSW9xyxMvAgCeXTMhf+Nk4/r82vxWNKqVinyoaYyOag1IVrS24ZUMFbctN8pk1h53i06qX7rtXIOVxub+ZhKKTK4WWeibBtOYEmuTMGt5I+11MuuaRHddq7UUMR2J0RE0GQHH6DCdIZmCPfv+bSuqa8JpXWjDopP0LDHsLTIULBHbTe8P+6SCiq0eUIrgYRegyLW1z0UtMWFf+uUsx8mx0E4dkFe6RUdTorRYOVzDa066EU+9NJw57kz0D1bAokN53kGhSBnsS94bmc7iLOj86le/wvHHH49TTjkFDz/8MA444AAcccQRWLVqVep5zz//PL7yla/gHe94R+HBAnSi5C0YmlxgqMeHsPiZml1Usiw6ISWyMMeCjkuMThAAzRTXNXjGRYBadNaP1vHOb/8F37lpQf7rbiaqpezFlclPFDfThKyjQwUdN4uOfE4VBHrq5MhSkncb68VzRP7td992CN/8x9fhHw7aVW2byLpWYBNuugmnpnWV59DnybmuPip9FEgvDW3TYEowkCejlDo2dQNFrXAlBHFq6UB44W8GQKPpoCShlhs6BmMyAnZdYzpDHBOiuJObrSNGRaXnYd5XDsVt/32odl8vxe9TPK8cPaEHW0+SFsssmT5XeumcdXR+8bmD8ejJf4dKObkPSMo50b4nqcjJVzDU7CCnW2nk5eyfj7rMRe8GJosOUa6Z1tNv3fSMcaxOJAQdx/ACrQsXhSJlGgs6k46zoHPuuefic5/7HI4++mi89rWvxYUXXoihoSFcfPHF1nN838cnPvEJnHrqqdh7770zr1Gr1TA8PKz8iyjizqIvMHk0QhF0AsbPEwHK6vsyvXQpjtEpu7iuNTUTqO66ZtF20O/ksnuexwtrx/DDrdD/s1rpOo/JrZpt+sPfHRV0VNe1/Auw7WanZ13LmjeJ80vJv3mpVMJH/3oPzBrsV8eg3yhdPNfkgJPjy4jRMQpFTsU6CwjwNB22PgaYNwGBZYNhCg4WKFktOg2U43NqDYebPHUPpOsQp5dmJgFPRB4SUB7VY7Y5os71PbefhldsN03ZhEvjrSboxLEmyfXC5Lrmnl7apGTJFtgAoFIqY9ZQFca1zJJUwTQaVdAxz9VEDGXCdU0nO+mT5wmlnzSLjknQGR53F0qS6K5r7hYd+jd/fk1+hSL1nBjs67rkx12H046zXq/joYcewmGHHSY7KJVw2GGH4Z577rGed9ppp2HOnDn47Gc/m+s6Z599NmbNmhX/23333eP3pOtazhgdpC8wWX6maWZrWx/SdY1YdFySEeiahTi9tMkHnkBSTW/Nfp9VgxaKKc52Q+H32UCZzA9503p5Y/6sLorrGiI3MGnRoUI84CDoGP3SS9GFUtva6jsYryOilNj2dNYGxaapJ2OD1BidUnLzkzneDMHR6LoWW39slh41BkkvGFrxwnWiibK8ru9iNaMKFzIG0/rErmtMm+hB/PmyrqXcv2HTnZj3AMYZXaiOTo700jksyGEzk5BhHq9nOK7HFQL5LTq0fAZ9TI7NpFCORkIFHdVKFzYoGYXJiOEJx1AAEx1IRuAXFHRG63L8Q2zRmXScdpxr1qyB7/vYcccdleM77rgjVqxYYTznzjvvxM9+9jNcdNFFua9z4oknYuPGjfG/ZcuWxe/FP6vcyQgECWZLLg72YMYUjW2GoKNYdESBGB1tAl4072ksWjUCukwYtTREQOrrgNWk4Qe477m1qLm4teSABZ3Osm3LINJEBaON1m+E/IYaDptYs+ua/L1lWXRu8t+Ed9TOw33Ba5TjShE5eVB91NsWsN7qyQi0jqMnsrnx/TRXkuR5Ir4hu8foZCUjELDXy8mTiSmM0ZFHShCx61qTCMZBR5MR0BgdtugwncH2+6aPEvtmO4EttiUl1kRehbyb6boWNbMrS7L2FnJoljHT9+QBe1viRm5bZnUBKDMZQUp8ZEDWSBnrYyo8bS5SHdERi07rc/mRkEWSEawZqeH0Pz6FRas2aacI6+u1o/mTGYzW5H6wwq78k86k7jg3bdqET37yk7jooouw/fbb5z6vv78fM2fOVP5F0FwdeRDKzi1N02Db0JC28YZGa6tpI+i0raMKwC3rmtCSCixZuQFHX3o/Ml3XAiLodECY+OafnsFHf3IvTr72SeP7qzZN4Kd3PIcNY27ZSqplntidpEpidNaNtX5nZIPpUkfHlHXN85I3HZm+Vf1bBvCwTOyopHUFAJFSR8dg0tGO598sS+tPiqLCtMHQnpuEItpGdRvztAd3K4Y97sbem93So6aXXiNmkZEKbIfQFbiBirTMOSQyGR4PNZ/3P78ByvdDXddiIZUFHaZNYmVA6yX5zdkyN5piCK1z3Wa5MbmYaXG69Iy86aVN55o+Ez1udO1KXMAm0KQIVjnsz/rnykpGYLboqG3DZATy75pIakPWELNFp3OuaxPoC1/6ch/z379+FD+7cwne970742M/v/cFvOmMW5RECPS7cUl9PUIsUvS0M69/Cl/+1XzH2nFMFk674e233x7lchkrV65Ujq9cuRI77bRTov3ixYvx/PPP48gjj0SlUkGlUsHll1+O6667DpVKBYsXLy4w5NaEyf1DoIKO3Xc0eZZpgYkWEnOMjjQHyzo6ketan5dfGAgCdXPwztKjeM/GX6PeDCfHvUvWGbUm6zbJ2J7+KjHvO06aDWN1vLh+LE6P+6sHlxnbffbSB3HG9U/juKvmO/U/FSw6nUuBmU2pJUQ3RBkj9fC61HWtWVjQodaRyKKj+8snBR36SDrTn5Abs6V+RXTDdPn5BpHrmn3+moJybW2Tc910c1c3GG5ivFwrEgNCqETRNwE2t0GbxvuLjf+MX7+qtBy/7j8NQCgYR38n30HQWbo2rCB+0Z3Po0athaZkBAWEPmbrZ8GKTXjf9+7A3KdXGt8frTWxdqS9LFYRVPMP2DbQ2UJ/5n0/YVlO2S8YXNeyXGzlEmi3sCSvZxuvXZiwp5c2XCNHjI6uKMtytzWls9aVWp7Sj0GZ43lEcRTguPJv8O7SQ/HbE40OKFBanzdSRkP4sbLm0Rc3hu+R9e2ka5/A2tE6jr96fnyM3i+dBB1i0aHnXXTHEvzukeV4ZkX+2ndMNk47zr6+PrzxjW/E3Llz42NBEGDu3Lk45JBDEu1f85rX4PHHH8f8+fPjfx/84Afxrne9C/Pnz1dib/Li7LoWJCdEnoUycT3QhURtoy/Aseua8NBoZTWqONS48X217RHlB/G16hXo2xAKhufe/KxRo7NhRAadU4tO3cX/HsCBp92Mt3/zL9b3H1m6Hn9ZsAqPLw8Xg9sWrnbqv9ctOn9ZsAr7nXwjLs5TR6UDlFqWvCbK0pJCfvcuCzC9p0UaN8/oumYWaGxZDM1aPlWgidvqc9Jh/NLX3SAMGIStLEVHwnprOC/WUsafI/94vZRiiNHxPLE44euktUnAw0KxO85ofAIAcFBJJiehgg4M66SNyCtWwMNh595BBsbJCKYKn//5g3jq5WF89rIHE+8t3zCON51xC954xi0dqZnmZShX6HsR1tTHxgvYrBvJNUs+K2mv86SXJq6d0NcQk1CQsj8xFGC2WUDkxzO0VRQ95g+QWMuhr1lmQSfLokP7MVl0IoFtB28YX67+Bj/rO8c4vsK01t5aJOgAuRISrBmp4Zw/L8D9S9YpMa0u2yxV0ImGI4zvM+3jrFo//vjjcdFFF+Gyyy7D008/jS9+8YsYHR3F0UcfDQA46qijcOKJJwIABgYGsP/++yv/Zs+ejRkzZmD//fdHX1+f84BdXdfUUu/2DbbufpYqAFn89vWsawKedF1zSEYQBOk/8gBSw64MKzDH6Ji0H34gcMV9S7Fwpao5qDezZ+s/XHA3jr7kgcx2NnrdonPCbx6DEMBpf3xqs1wvtuigAj8WDgpadAzJCOjGNbpZW11GDJpUAHGq1nwuI9rrAvEjabk4lExD1kbmoRkFEk1Dm1eMXzk8Efdks4QJeNa1KVeMjrCvYw1RhnRBzP8b6S/L679IE13ErmvEosOCTk+ybJ09k+OCFcMYb0Sa8Q1tX0ve8ZO/5UCY15vUOBilV/nclnXNaPU1WXSykhHoAodDmnu74giJtsnFz5TlLTpCsyaax5+VjCBJ8nvThUZd0DH1YcrU2VFaa9OEIPvQHAkJ1ozU8YNbF+EjP75H2V66uIiPGiw6VGiqdcJi1YU89MI6vPnMW/D7+cutbVZsnHD2UnL+JX30ox/Fd77zHZx88sk48MADMX/+fNx4441xgoKlS5fi5Zdfdu02N65aXkH9+1M0KUlNKpJt43SH6Ysq3QxGyQj6XJIRZEwYAbKRIHhEQCqTADeTG9V1jy7HV3/3OP7uvNuV46s2yY3LzIH20x5edvfz+MiF9yg+tZ2IH9qa2W5af3ajDnDpXUtw7s0LUWpp0n2UsGEifL5pXLpK+n4x1zWqf4tuVFSIp4/x+RlaPu2g8T2RmKcF3J/i2hjJMej1MuLrGjc/5t+q0WWE3MSz+OV9L+Dgs+Zi8aoR5Xqm79NmubGlndazrpnaAmHyivjv5WDRoYKOMl4l7bTbOs10F2m3KPpT8gOBdaN1/OOP7sYv7n2h2MVSrJ62+/e7XrMjvv+xg7DbttMSbRPtjW6uFvfXhJBCBZ30j6Fv7LWrpY4zMTZ9PORgYs0yWayitjQQ3jJ+W8FQk3tgq9PEmPV1qETeNa1x8Dzo1vTOE44qCi8AECd0yntler+kGdjG6z5ufOJljNXN+75NE0lBh86pzen6vrkQQuDSu5bgoRfWWducdO2TWLWpFodD/GXBKry8UYZkXH7P83jL2XNxzp8XYqLhY/VwvoyyhXayxx57LI499ljje/PmzUs999JLLy1yyRhheJaKcgO3a3n0hWTmQB/GJxAW5BLq+SjZBJ3W22Qh8FsTuOSg2czyl88j6NBJM15P9rdgxUjiGBBKyxHbT++P0zjWm0GhTG6nXBcmMvjRPBmPVelx17UdZ/bjqcmT9QEATT/AN/4QWozOnRX+zZqo4Mr7X8Q7+4DFq6WlznfYbKrppVuPxKITFSfN8o1Pbhrs6Z5tWdcKbZYji45prhuTiWQ8t2RBCgxt0wrc6ZzW+tvlSy8tEsdMbU3aX+tmBKFgHAtHDjE6pfg3QJIOAFBd1zi99FTFV+IWgDOvfxoPvbAeD72wHv/6llc496fPJ3N6afX3PdhXxgcP2AUL5iWFfnpe2H/0xLxmpbmH0Xey00tTxZG+NtGxJceZ5WKrjlv/HKZrmNbCfBYd5b5gOCvddc0jR9JjdDxjNjIRj6DW9NFfaSM1cyRgwENNVNDvNZ1r6diSEfxo3iJ8/9ZFOPTVO+DSo9+cOE+x6AQicX4th2dNN3H+Xxbh26R4/fP/93789uEXcf+SdRjqq+C+JWtx3kcPxLR++fe87tGX8B9XPoJXbDeE2/77XQCAk38f7id/+JdF2H/XWfj8z+5AHrpOte5u0Um6rtEzbRro3/zbW/HwSYcrblbJLaA6pjhGxyPxEa2vuOwFuc1tWa5rVkFH0Ewe8loTTR+LVm1S8rxvO61qbEtrrkwnFp21o+kLwMrhCXz6kvutwanL10upvNdd13acORA/d0ntnIcnX9qIlzeOYwNJr1kWsgCkblUEXJMRyOfSdS3+L6HNs/nG6xYE6YaQFDwSus1EeukiNV6SfeuWWOUaynjk+ckYHdOYdUGHDiff5kcYskRFr5NCik3IDNGzrpn6BYA+NEjWNffvOP5bRzsoUzICdl3rahau3ITv3fIsbneIw6QuPEEgMH/Z+vj1py+5X/EayEeaRcdyRqqrrMUia00vbdhwG4pZ5rXo6MlWEmMn17NmNktdT5NX1tuabBbWgqEJi07Ybp85M3DV59+Cj7xpD61B8nr6HsmDWqqArlmRcthkTY9S4wPAxrE2M6+JZIgBzbyWhxqxvNDf/XWPvgQAmLfAPG9oDM7wRBNn/PEpPLJ0Q3ys1yw6VMgBgKVrx3D81Y/iqgeW4eK7luDJl4bxvu/dgd23HYrbXHT7cwDUguc0vtvF3brrdpxS85lT0FF2bobFwbKQlMsetp3WZ3Fn0cekTmyaJSaetAjyKzczNscCHiYMEj+16FDN/Atrx3DYubfj8PNuizdes4ekXyqddNSi0yQuT6uGQ0HHtnH7zk0LMG/BamNwKhDFI4T0uusa/W5XbepM5iEAeHnjON7//TtxyNm3Yj3J2V9uuUU2RVlxDYhw8R2mf18lHaqljk7SN74V86ELL8Z5ZrPoqPPUxSYQjd/sKhdfILsfy9j+es9tAQDVstQ8Ca1ftYhg+nWofjN8TAo1doFGPR4LLSK5vpksOgNePW7rUkdHT6AgExpkp5f2A6EpVsbxkQvviTcGzNbF/1zzGM67ZSGOuvh+4+Zrmlbs8MLbFuOLv3w4fh0IgcWrpYJt3oLVOPW6YrGLMpU9FQTMGQjltDULN56psXUdsrd1KxgarU3pY0sTEGQL03GLYJYieNA4mLwFQ+XwPbxl7+3QX1V/A6b4IaE9qjE6Ja2tWQEGAAOQ970xg6eKG3Idq0fOTQZB577n1lp7WE+ELWrJPGSf7eLnz61Oes+M1OTYz715IX565xJ87KJ742O9ZNHxDTfBe5ckv9NmIDB7UO6domRXFKok73FBJ7qB5mwvslzXkDgWtox8/MlXZEmHq288ZBwDsfIgyL1h8zM2HQLAxonkJC8Js+va1Q+E6aEbvoh/dP3EDW3NiJzcK4hA0iRa3mjDbvrRAsBYhgaCCjq9btFRNnIbxlNa2rn1mZU47qpHsInENlGr2NMk/WQpiJIRmAWdpra5TMMXAm8pPYWzKxdhFsINikdclGgxXMBg0YktE1oyAmNgqVmTmrjRObk/qRadLMHK5s4SrxXavfZ/37sfFpzxHvQpLhPRpiep5bXNF3mm7rqmEvqvmwWapJCZ7CPN9WUAdXmOg+sa4t+AbnkzJCMgo3nypY14+zdvxed/LtPE/uT253D/8+vwH1c+4nB9ZnNBa6SZBJ0ZA1Xl9f/96RnltSk8cLnjmihT2muCNUGv52XK6JgVo5NpWSZtorlO19msVUoKCCaLjm1NSo497MKkrPHM76UVDKXXtayz9hgdc5IDUzFTkzJYWrPV+4VUMiXvGf0wCxaFIAqb2KJjcF376E/uxcNL12NGfzLSYz2ZHyuHa5j79EoIITBYlW1NG/Ysi00vWXRMFtyHX1hvaAksWDmc2hcNn8i6t1K6cMdp1hTaSXdds2kP0nLP6+9Z00sTi04JIrcEKvysrGslbBg3CDpB0u8TAOY/8yxe4a0AIBcHaq1ZQ+odKBYd0se60RrOvuFpPEzMq5QdpqcH4FMBarKTqWxp6N/5pY2ubhohn7n0Qfx+/ks46don4mMDRHM275lV8fNIwA3TBYdfrqZozbQs0HZX9Z2Bj1X+gj1KodldEItO5LZQKnnYb+eZ+Ou91ELATkXkbBuMkpZIwClGR7XomLMumTcY2oBb7yY3GP2VstHfHYbNR14tbyyQGDKs2dNLZwtAaZvDQdQLua55wrLxjPpQYnRkv/9wwd14eeMEbn5KurcWvXExnWHDWB2Pv5jciEXQe13096Eb4hXDE/j3Kx9BvRkocQe0fx1nd96UgqFWQT7eJGcnE5HnZFtCYkpJi06WMkm6E5ssLOaxZcfjJdfTxJplvF5SKMpr0YmFu7hbm4BoT4pSIoJOoFl04vXEsAcbIPUI2y6qSVxwGyK8Yc59cplRyLjr2TWKK3/EOuJZUW8G+OxlD+LbNy1QkxQY1rWsta6XLDovGRQby9abszaasv7uvYNMKFIhm8eetujIG3ZOoUFJL20PLsy1MYt9R80bD2qWjV7LiZ3fdS3IqLljt+gQf1FysYcGvojb+o/HDtgQjmHhTdh96W/j99cQ96qNJPaDCkNf+90T+PHtz+Fff3afcUxzZkpBx5QDnqa4dgkH6EbofZx+n0X4w2MyqwFdHOcaBZ1K/Hstab/ovJtIk5tbSSkYKjfmN/zH2/G/791PaWvPxGPaNJh91ZMF5xxc78gspOMJ+zXPX3Ll5BFrjZ+ScpQ+0jPyWnRssYLCeMzelj7SNibXtX40CmVdi64Q12xKWHTMgo7pJrbb7MH4+dKUlMXGUQiBqx9YhicMGlMmH3933u048od34jFLGmhTVim9XMEfHn0JVz+4zGipMd0LXAUduQok79V2xUrrHJNCAvrcsSk7W4oDapmwCBNAfjfVrPTSedzRvDSrUJ5Yo7gpva5N0NG609bYZGxTsg9TjI5pn2TtoEU/cV1rP/xVXj+y6Fz0l2dw/WPJTEKbak1MN1h0qKATccG8xVp9HYOgk7EZ7CWLzvINSWVvw5IJ1nhchIknHntxg+Jl5HLL6jpBxzVA2VOEBpPwgsSxsKlh8YufpgcHS9e1UrzBcLPoZMfobJxI3kBMrmsVktZ639KycNJd8RG8+dGTsL8XBntRiw79ITXJOCLrjq3OzgBx5VmwYlNqwKmLJN6NKNWSaW78po+zb3gal939fO6+aEwDXRypABUJuE2SRcsUG5GHAd9QkZlYdOhv2/O8hB+71YIQp3ummwb1PdJY6asdi47yVtSdZVORZ/Nj1sZGN3x5JCLrhuZpz0y1cWwWHd36I/vIl1665An593JwXYssOvomM3J/u//59WSnKX+HJQQ4pXIZPlC6JzE+AHjm5XS3BZ2/LFiF//nNY/jAD+50Oo8J05tf/9jLsUvyo8s2GNupa1n4aFLeLN8wjhcNWlqTUGPb5NhRrZ55sq5JRQRpa1FwxElEEht2s2sWPZaVjEC1OkSWELvCNWxl2p+Yx5xHOWOyjJizuNlc12wWnZL6GI/InmFTkO+NKs1MCRiMFh3qutauBdiQjKCKpuKOFrFpooEhk+uaQdABgCUk8ZNpv5MVN9tLgo7JomNTdpiO+0Lgkz+7Hx/84V3YYImJyqILBZ3oSRGLjknQsWhMouMGrYs+//QbvppNRN0g5iFr0yHg4eanViT8kstEqIl+BNtCblyboqJMur8uhZkwVo/UcdeiNXh02QZl8WgYJqMtxTTt9x9/dDfefOZcJb6E0rZv7VaOzWz971c8gh/f/lyccjuN1+48M34eZcKzmeq9uI6OdF3ztN9bM6f6Y07jxWT/RotO/KbS1p7ly3TcpknVj+f/vUSB8qZaDmkuHPpVhGXzk3Cro90ZApSzahhlVRkPWlsCii3hgzF2IWOJL5R1TfsNRH1sGA1/p0+8tAl/ejJ0T6OuSx8s3Y2jKzfhh30/iI/R+fHsKnPKextPv2wQyplM7lm8Fl/73RP40hUyacAOMwaMbenPIqqFtmHcvBGkMYQRTcPvP09Rakpapkfzhh1Gq4kNF/eweMtkcF0zbWjpIWllz2/RsRb8TckIpyufPPmG6SjJmpjoqvW+fiR9zTLvs9THSLwJL6sqc9KSEVCLTtsKU+K6VkeoqO1DA34gEj+bTRNN455znUEoAqDUz6F79yAQ+OrvHsdVrbhpwOjxjFFL/Z1uxCTomNYFwCzoBELg/iXJ2jsurotdKOhkL1xKe6PrGu1PfZRN7VocW20N6TYkNQUy65rI77qWQ9C5dv5LiY1NWTSB9S8Aj/wizh6yg7cxfn/Im1BuXK/0wkxHS9eO4qiL78ffn38XHnh+ffx+0/CjewVJ/0cxaVdoth1l/L0t5yjfxUTTx1k3PI27F63Bn0lswp+fXIFPX3I/Vm+qYeN4A5ff87yaSY38/qKNgc3QVyIa9ug34Wlfct597I4NQ/YrJesaraFiEvpLyvuyjxQtZkIDWVaPO/xg4qxraYFguVzXzGMzCUtSu1tKvJNt0VGFBpOAqM/zHWcN4uwPvw7v2HeOctys8Q6RbmYqsWDq8B178QZBTUghWjGCAh4eXx4KIetGpJC+VynpEuJrFk8XbH/G1Ztq7fvv9zBPGSxneeIz/u682/GdmxYY0/oOjzfxYk7Nbd3ZdU3dWNMZ1l8t49//9pX410P20k6yZ1jVn0uZyGIJMf7QPPJ/1GcS+v3J9NImQSfZNx1n0nXNMCbPvCan1QOi17a5rum/DSk4ZbgeGwQ51XWN9mj422TE6LTvGSIFz8ii04emcc3eNGE+brPo0Phmet6fn1qJK+5bqrQdqCZrAbWfUW7rYcTgfWSz6JgEoCD4/+1dd7wdRdl+dveU21ty03tIJQkJAULoJTTpXaSLigKCICrwKc0CdlEBBQRUhKBSBKSHLqEHCAQCIQnpvdybm1vOObvfH7uzU/ads3tS7w3z/H7J3TNndnZ2z847b39pYbAUMrJJBUO3J7Ipx38/k77kUr9NsOiI7aGWV5ftSLbeiNpYB27yhRlj1nRhoSPvwlUKb9peAfjDRMDNYdROlwCYhO6CoFOFVmnR7WQvBuCnSKQEFeql09VkoYjAxsCvVfXT3tGDjsXbu+2luVi3MYfbgpzwDCzz1C+f+hhzV7bgrc/X4sPFTfj5SeOCMfgg7Jnr3h8LzKJjCxvJpll0euajgo4lxFxELJOWTKR1dXRoP3FNPQlb7VvK+yIH/JLrV+itHVlj0fFIbWXQl9LyxsXoMFkunG/UFVClTbZl4bQ9BuCTBbIWnramaX4P9ZyYuEBpxEgyAltqd4U5s/fQ9YAayK5NNz7xMf70Ii8kXKrPPRUn8eQHS/HNe97B1/YZjB8eNbq0Ab8gWE9ooXUCuUqr//j8HCl1LkNTWw7euuj51H5RcoyOkoxA1f5/99ARWPTBCuAd4Ry2TkuIg0lS16ZYemlKWJTrkqlHurkhcqynUwkawzlHx+XX9rQ8lfoT2soeUEryA1EZbFtcgCUtOoRiukyK0dk8PsJzC7AQ8FOezwpnkCMfQ1NbjlQW6iw6onumuAfMXLwu0pfa16ki710VFG3Ruq4RD9m3sFmR93OHdV177OJ90DsMXt0EQacI8YsIOlRBLs0CLGrR8eywLenP4iUpGErM2UEBcH1tW+81fk727hAEHasVrvAiDQksOqW8dLq+FEPX0lFAyolS4h0+Rkd4Futiipo1tebxVpBq8UWhKB8VzKhlmgUNO9PcqxadpEQh7RGxVUJdlFC7qhMENO8mtSPrA3vlMUrSzodKU2oeMWldEwT2UhmF1AxtkutarEWHp6IX/0L4HI3RoQXE4jEMOiZuE7KuRdJLB+2BsCS5orAsj66LGosLOp7nSUIOsGXowg1BeuM7Xpm32WPtqFhL0CQd00jGF2g03u1EXEGOcFOj2oqjiKuUloYUz7pGWzdUAUHPHlmEoEO6rgnfhwJCkVT7/jkJ+BPCNZe71utoL033wvN16aWDe0iFipxwEvJfBlumC+KxaNFhEBUjYh9qjmJ66c0O0SHSS2esPLkWNrTlyd+3PafhnQQ+SRzvsxVRLxdKobwjWXRIJbrmx8vlaXpD7V47rOvaoG6VgLKBxsETtQ+ExkabtYW1kyZiuU3NmGQLjICcdS3ZnAuB69pGj07ZrCN+GUS1C6JFpxJtcIXU1Y2W78Kg85ek2rWCDjFES3ue/Jl2dEFHx9xSr5Lo7z5pSEN4LA4RCjqax8aSEbie/L5Jc0q4K1hEkg8/RMcfV0xGAAC2LVt0YpMRJNCkhkqGsL2U98ULTqXWLftLM/200EMzGHKzzGCIX8VnXfOhK3zoCla66DR1QqZ4PiGYBVjrVW2SRUdlPMP7Fyw9qkucm8uhF7ifdRPhzlDsWVG0k/oZe9bQsSYGHOuIZAI6mkz9JJS2uak1R45BxXkmdV17+/O1+OVTH6OYoBMeK3SItmJo1r02GQG1z8rKTvEbOhlB5ExQdI+ywgLAhAH12HNIA/ZX3FTJZAQawYN0JaOUvTHvAFNacmWXxnWNqK/DrxHdn1RlTlHXtS0Yo8OUOx4s5MAsOrSg06wRdLQMu/COi+fNXRWNQ6TG2JEsOuRz0/GchMLN9aIxU4BeyKTQpQQdAIKvR7KbZC8zHewGVGdZwTOV2SI0Hpr00lAYDDHoUM66lmjK4b1tQDn5NXcPkn++lEg8gmuJgk61YtEBgDK0azceagHqXlCKOLR05EkrxI6eXlrvYhbFXCGOqSLDPUlFYWnp+lbc/b95WjM52zQKQtY1S9k6db9bZCxS0OEWHW6tZN/RQr/WdS2B4iDi+lCSRYfVciEUGARzoHMZ4X3ojHCgzmNxTFbUGqdDXIyOzwTQFmTVbZByf2PjURadkzquEdJLJ3/GPEZH/q2ZRUdyRfFcfL66BR/cegb2dngSDirOoyPv4vy/vxWx9Dz63hLs9pNnIxXKqfXUu9YIOnGgatu4rv+uqpnTqPd3/uqoVrq5jWYQqTjPpFnXTrz1Vdz8/GcoKHs4tZer27UXKlaEuhtSBjbel6tT6H2dFCZC5YZo0Yneg7wXcL5AP648t/qqLKZ+YzKG9eLJafzueiEskkCFUIxIAhpxJIIJQKyGCadvmusxiw7pOeNDFHRUZU4xi44Uo7OZJh1XoGMdEF3XCItOe578fZPEmkgWHU3csoqNuR0nGQFFF3Q8J5WopOB6hMW2tIQNXS5Gh97eikAwT4ZNwvHYfnV48oh90fr+WuBV4nTKRSXGXcexohYdB25ixTRL07rBK0OPIrerc0fx5+JDtui0oqC4xXVDE3KFxmQTg/4FpZj7DZoAvh3doqMjwJSfadoRNmLhPPH4vL++BQDYYzC3+IhwwAg23zDUOjqJnzml2ReTEYR+1YHQr7hhaJMRkJu7Jn2rKgxtwvtCaTwtYmPWaVLDY91tEPSEIsZJBR02HiXU6IRGlbvjGZrk8/1x5b4PFfbGZ15fTrtKSS+tWPXC+5did7igc/5fXsKTG5+RxqBSuD738QosXteKpz5cjm/uPzRs//Z9MwD4Fcrn33gkOacN7XmsbemQLDpNbTnUlKXJ/l9kUOmhlzW14YibXsInyzfgD6dNwNG79AFA0w0xdS5DU1sOlPySVMFSDGq2smIWlrA1JutaIpevIlZoatj4GB2PnGuxuUFLW4rdX/x9UNfQ19Hx23mCHNqiW2wequuaGOvpKfNxdbGbkF3XNjd7q0ekl9YlI/AFneSKX8l1TZOFtRh2LNe1aBulAAFo5brr0e9mKc+oy1p0dItShacEzgaDSOON7FUjVVz1e0SJqo6hUbWmVNY1v2ZFsjm7wUuQ08ihcX734qSkGB20wlMyGzVYzSUFh5Zi0Wlqo5McMIKxI5lnRZSiaCpL8/cu57q463/z8MTMpSRRXd5E1yayLdGiw2PCROhM7JGxiByj4vsuvtuA3qITmX642YptMQxGidZb8cLFfNh1mk15DvRatyKJEoS+kuARCJ8J6+hQbmesXdU08xgdVciM0gVdIVLVVW5LWHRAxOh4note696OjEG5T+mUKCkyA6bMBx3225ew7y+exwphjVBpTQ1oIfOZWcvxyXLfrUaqAUJZdFZF6+Vs7CiQfUvNsEZBtXqK4HRIzfIYXevFeAD5HLWdmBOZjCDaT1z/vP5M9HraualzYR+LxPloM07qYhPZsYYGsFtIqclWQoWLKmQWq6MTnGJ50nekZT0mGcHmeoaIrmssGUEaeW1SFOr91iX5EffbXzw5G9f854OS5rYj8UYlua6RWdc82mOIKEasQ5cTdMIFUWLWtTgXFdHM6noWqbnlfBLNNLAOVB0dG25iBtgTGAYKvF0v6DChqp/FA9yrrDa4qkXHaipJ66YTiigtSFOrLkbHz4409tqncMfLc6MduiCWrGvF36fPR1uuoNU0URo/MbXkcx+vwHWPzsK3/vEOOYaj0U7ymDDuuiZvJKXE6MRYdFR2Q1PsM1K/pRjjodPGCmJAcjBBJ/qsiqU9Vdt5m6aYqdQeZbYYMxDH50WZOFWoISw6mufGFS7RuUVq7nhye2kxOmoyguD+JUEnmIPrYrI9KzIC5T6VEaybogvDiF7V4fHBv34B1z/qjycKoYsDoeb9RVyxYwQdGutaokKmWKBQSoRCZYTSFDMsJei4FKjKAClVutZyQykDNDxAeK5mrZM0IirokMkIxBDhCG2KJg2Jzo22eqvPRJ6bAor2El31Fh3/L4vR4XsAi1NS5kbMQ02UIruuWVJNQA/0PQObnl563cYOXPfoh/hgMacPYTICT3Bds1isWfTalFuVzg1TTbjx1+mfJ54rsGXWTWcBdS9a1zVNwVBdDHhSdDlBp2Tmx1MZCY021hK/J2lD+CF5emk7XLQ2PG2wXwShpoH+eRJZdOATk77WqvBzFVrhFhSLDprI7Go66BYgpe1Y35ojN8q86+Gb97yDvOvhV0/PTnztzoxv/P0t/Og/H+In/52ldV2jfbj5sZihjfpJdMRBTGeui9HZvGQEFqC+25oNWBujQ76rOk29svhKitGRmQlp3ccIOkmyOZFJDoooHpLH6BBMVfiZ1jRH6RBxz5pxmaU5tOyUYDWzPHXOAQQNKXc28lCPaAAuVX8iKxQjFjcxPwmNj89WtuDO/83T0tLqMm4FZ4V2DWQ0EwyCVPdDdKElHrNO2UXVQdoSpQQSFQzVWXQ0Afj0heh1Jq8/+XriN9SdynV09HMTQVs3ZEUsFXfD15wqFEWVudR5cbWUmNdLsXpA0tjis1eGFl3XvrH/UDRU8cRLxZIRbKrr2vWPzsJd/5uPo/7wStjmhjGFkFzXdPs3lVhDh821ZLI53PnKPPx+2qebNdb2BvU8t4QX0Yb2L4DrWnLmh7lZ0JodSjsqhj6R/rKKqfa0PQbgpIn90D8opilqaRlD4ZSQXpoVDC1oGMEkgo4LC72wBhmLvwxqemkgcF0jUvqVCooG6FzXZi3hWpVdB9SHx0/MXIojbnoZc0qskN4Z8MFiP4PdPa8tKEnTpM9il9zcyzRsBUWwFpGU4bARJR5+HR1agNJnIIwMErRTSgaVSZF9tCPXLAplE45RBigXjjYpblOW6lYnHgtt7Cjedc3/vntQmT7lqAkGfBQoFaw2VlAMwJY1qdH24JyS0kszmqpcT8q6xgQoL4xZFBGX+UuqvUXc+rKmNpJPFDWspWTl+aJDF1NAuuto4xK2lhZaVlZSyglbdW8k6A3lyeF31TDWuhhC4Zw4i47suibX+BKhc10Lr6OJK6TS5+uyx8lCWfQZ6khVmIwgYtGhaSx34SWuAXUM4OKDhkvZO4smI8CmJSMQi+R6nofbX5qLT5f5RY3FZARZ0MpZoETmnEzClHy+Bc/DsvVtuP6xWfjNM5+QyVu6CujwheTn64TGjSUkI+h6gk6JFh1qA6fM1nrNbZShUbWjI3vX4Vcn74JMyl+sYgpermFPXjCUZ4qjfx4d8yIPAvQX3NYAPxmBWqOnm9VUcgE3CtTLrKshI7ZXZlPwPN/a9a1/vIOPljbhkqkzNns+2xPU49QpE7WugCVoQUjXtS2YXhqERUenSdWmMybToUaFBr+rHM9TWh0d1aJTnGmAhoEIlRqqhSWhAMUYoDgXBNZv0pDumH7lQZgyuqd8PWKt87SuyS06Edc1NUanFIuO8g6E1wvTnAtZlDyXjPuiaIPIKIsZdSgG4dPltDJEV7+Cgud5eG/hui7NRGwpiK42UlKUUor9lbCPlLKmQ6UBZLogfhvNNEYJL1HGu9gYrN2j6EXiGJ1oG1UoWQrGJ+amCibk/YWkiY6ZUSYRvXZMemlHqaNDKXj87/XxkTzOWbiWkNVTmhtp0RFd18jpxmLaRyvw08c/wp2vzA3ntMTrDgAYbX+uFUhKcfGnaE8pFqiC6+H52SvCz+2Frhuzs7lJI3RoKSGOqetlXQtXWUKhQWXMECzQUCkRXVR6i46tdlXOVZhBjxNnB15ybzuXp2mlEWVoiFGwjzMTANDklaPGakW11YrWgizo7GPPxC2FAnpiDQZay8P2z7w+WINqjLHmoxztAHzz7vveEFRjI0ZYC8O+i73ucL2BGG4tRF3gpuLCQlPLGJShHWOteSFhW40afOb2xQBrOXphDYa0LMX1f5yBRdmhcFBAb2s1Vm/oeiliRzSWoXLV+1joNaKtoxt2tuahEr7rTB4O5qSHw+vYiFHW5+E5y9CAfGEQhlqL0Q2+xsmDhZneYKRcC7tZH4ear3WowtLCYPTFSskdcbbXX3KV5IKOh25Yj0HWMsz0hmxWMgLbtsJ3XK2jozL8rF3crAueBSf8XuwbjKAuqNBiais9k4AJOvrNXaflLeaLz0eg2qM0hMfoxAk6/Kh3bTkWagXH6FnqPVIKEE/5jvcNfqcg3mHTLDqy+xsCJYonXs9zkQqshM8UdsUhzjsAgA0bmiPv97rCTuhnrUQfrEJ+aTegehhg23ALeUywPkUa/vityGLO8pGwLDukIwDwudcTuXw5RlvzUYVWPPPER7AX9cN5p54I5FqBZT49/GRFM/47DxgzdgJu+PsjGFnViltOn+j/fr13AewUsGQGwDLRldUCPXfWays6KWZ8vhr3P/IIzpvUB8N6VAGpLNxe41GHZgy3FoX9FnmNyBX6YIS1ALVoQZ/164DP18HrMwFZrw1jrPkS/W4v7ISB1jL0xNpwjFneQBRyWexqfRL+3i0ox4feQPTAOgyyloV953p90FFwkU0ptW80YDTp+4ePwIaandDwdBkQhF9xZluxhBLWmLisYzrXtWIJiSQrSUzBUO7yxYYvvr/79xEVwnR8AU/MoBsvTq9N0yo1GYFqNY/Sb4qnkv+KrmuwLDlGuohFp5+1CntYH+FTr29pbpGeh4HWMqzw6rBi8Tz0xUpkrVwwJwsvuuMAABOtT/BsrhnwPOxszUdl8KLN8gbCK5RhV2tO+H5vQDlmeQPRE2tjeaccUsjnDkEtNki80xJ0xyKvMcI7feYOwyuzFmB362NY8PDhqx2o2Hk4qvrtnPyeOwsU+r0RWXzgDUZ3NIVF6wFgvtcLK1CHna3Pw+eeh4P3vSEoQwdGK7xTWWsHdrNmYyHi0fUEnVKZH5f9oTU7vEVelJzPiS5W1XUt1B6HfrvM1C4XcCw1GUFBQ5gY4dHF8ABAzw0f49upNwAAH3sDsIc1G5VoQ4vC0Iy15+NM9xFckv1nuPABYJ1XibsLh+E7qQel/n/OH4mjnenoY/HifwXPwpPLv43rs7+X+r6wcXdk0i3Yy5GDka/LnYlr0n/3PwT04VO3L85MN2A/ZyYuyV8B4GDtvXVGfK9wB6ZkH0eH5+C2pV/GRdl/SN9PdadgYuYjDLMXS+2/7jgX383eJbW9WhiNtkIVDsq+IbXf6J6F72X/DkdINLDEa0CT58cwiFnXytCBF7KXodpqxaOFPVFw90t0H6RFBzYQebfZCbqAeM3GTGpYdZpUZdAk8ORNOFmq1ujUwvMiGb+iWl7KyhNqoRO6run83WV3tILSN96io0v3XVAE0tJidNRkBOxiYmwiF3QYo/qBOzgUdE5fcA0mZF+Txv11/mx8J/M3//3+D28/oeZkHJb9l9T3iQ8Xo3XQQXgpe2nY1u6lcUfHabgw+zfe8ROg9aEXUL7yA2C5L+gMD/7dNOereC57J5ADcHfQv/+eQHUvYNbD8k2fdCcw5sQET6fz4IOpV+PG1nuAx3mbt9cleCr7V/S01oVtec/G7wpn4HL23GYH/0Ydg7szn2CS/bE07q/av4rLs3dKbR+7/fFJ2wgck31War8x92V8J/UAyoS9pcmrQNvGI5GtqU10H2xF9K2vxOhx/TDrGULwiFgV9FYB3QUidKGI6xpl0aH2d7lgKPtQPN2zZIUGvdapvjqBLfT2t4hG3WQFqDE6ajICXTIZ6p644lcUdGyQ+wIxx/2cmdjPmYnVXjXeLPyPnC+FYzsexbeyt/sf/gd8RdClerCwyOuBOW4f7GQvwYANM3CstwA/yt4a9vnIHYCZ3hCckn1BGveG3Gm4NPVv6f1e71XgL/kv4bL0v6W+7dOW4/Hs/ehr8XpgrmfhJ/kzcDXjhwJM8yaiYVEeE7Lv+Q3Tg39nPgQMPSjxfXcGnNF8B47JPiy1/Tp3Er6e+i9qLJ4wptXL4Kb8CbgiPVXqe2/+IEy0P8EIe5HUfn/rkTgi+xgeSjCHrue6VqJFJ5R0tEQleAS2/D2pudW4uUHRbovB4WF6abhInBJbKJB2Tsf3iTuKas1VlBe4T+o9+UMA+KkTPcIEugc+RNbKIe/ZmOP69RPqrBaMt/zCfau9aqz0/E1phLUoFHI+c3uj3UvBsTwMaXodgG89Wux1AwD0xTIMsn1N3kK3ERs8n7rsb78PAGjz0liIXgCAgdYy7BdYoE4uPFHs8XRK9Mr7AkzGKmBcwRfs1npVWO7VAQD6Y1mo1Zzv9kSb5wc/7un6bnobvDIsCsznA+3l6I+lAIDFXjc0eX7h2Ml4D47lod1L4TO3NwCgj7Um1BqJyQiqAwseAAy0lieP0UnquqapdRBaCAitpNquDWa11INkTLjn8TB40qJTQjICsvI4QPqfbymLjg9dFjtingksOvwc9bMybkmua/IYatY12aLjhXWexHT5PTsWAJDf70nue5IQz9C3w3cxWenVYrXnZ2Cr3rgANRt9XV6bl0bes5G1cphQ8GnIOq8Sy7x6AEDHis+ANUER0vrBaLf8wOf9AjrU4mWRr+nvz3GV0LemL5ANmPE1XS87ZB/XpyGrvBp4lUGttOUfhkLOZ25vdHgOUpaLSa7/LJq8CqxLB+6Ta+ZisMXpd4vnPzdGs1q9DOa7ft9B1jL0Da63zKvHukD5sqf9EcqsHAqeFe4tNdZGdDRzq3QcojF6hPJCVRAQBUN1lhCuqNQoNQiaxYUG0XWNikXgbTy9dDRbWVxSFL2LLdU1jp7SlmydskON0VGVM1FDGCXoyH/l35TvLwDgFknWwN6hblYzrI7ksbzntP5d+x2b5+ee/y6X5dZjgOe/y4xnGWgtx8BgLcjv9yyUKbxTrbURE2w/gYDIO1krPw6FnLluL7R7KdiWh31ttvbKQx5gAJahT8G3dizyuofz6Ip0qFfev48VXh3WeFUAgIn2p6GQM8ftg4JnodzqwCT7IwA+78To90BrOck79XNlpXExdD1BR9hAkyBMIagTCkjhhWc1oVxGIhoTResr1hoRg+8SZ8R2WZpWGy+44/FAYV/5++BvXNY1AHi5MAZvu8MAACkUwkQHG70sbsv7xffSnq+NWIE6TOn4Fdo9XiUYAG7LH4Xf5E+S2gDgSx03YJ7nM9y267c/UZiEyzouAAA4XgGp4Fmcn7sULwXmYTbG+94QnO5eG8xN8BHvggVFLY+7BKY934/4H4WD8ePcmQAABwWkg8QQJ3dcg5neYABAKnj2L7rjcH7HZX4bCnACpvGyjgvwRGFSMK7fd67XG0d2/Ixfz/KvrVaYZkjBTR6jQwgVls01bpGAWq2rVYJNXBM8a6ma1MRrnW+gZOXwGL99ShkS1RRHBTnKMhW6dyWM0dEyKQHc2PsArjhiFH5x4jjUV2Qi96EKPwXlPkpzXaPTSyMUdGSLDhOO2wVBxw7e5e90XIinCrsD4GtBhR2M+8v8KbgjoFmWVwgTZ7zvDcEq1AZj+GtvauFAXJM7GwDQ1t4eutXhnMfwSWoEAL6eXnXH4OFRvwUANG9s5S5rx94MjDnBPy6hoGpnQbdy/ze+NX805o2+CADQvIHXyDm84+f43PMVTezZP1bYEw/0vxIAkM/n4ATP+Lzc5fifO0bq+543FF/u+CEAXwHCfqdrc2djasHXOjNavwq1mNLxK7R6/rvZ3h7NuqeDqrwQU7vr4tXiUslTypeoRYeNQc0pmnUtLqtmSCUowYqKtRE+aF3XqHb1WZBuxtHzdGQ2GqMj81SeLiaIoLNqZlrWTxZIaUvaw4W9MKXjV7xfYcvE1qkKIssrhO/9c+6EYL6F0GXtmtw5uL9wAAA/SxsArAx4J8aEs/Y78kfiV/lT/Pnm28NrHtnxM8z1+kh9nyzsgUtD3skN53B+x6V4wd0lmGzXo0OMTv8ifyruzB8BgNOFDV4ZpnT8CmtQHbT7z+LewkG4PuCdUhZ/9qd0XI33PL+YdMrbgZMR8EWeWGoAUMSVBgTREUERRE1tDZUZ9GCh4HFTbeJkBGzOHvOjV7RVBDOZ9+if0oUtWZUKAXEQ3ZwYo1zwnOA7R2rPw0ZeaWNjhGO7HWFbnrV5hfBZ5OGEfcXrbQj2O7Hui3q/XQGiy5cTLNYCnPC5OUI2szzs8BmnpL78d+LPzY4+Nzjh+QBC39eCZ5PCrw1XW9gseh9E1jXpf8V1TbkeHScSt7aKCzqJbbeSRSd6TTq+hiNJHAw1Zy/yHUdcIKZaLV0cQsy0RmWNVOfWp74Cp+zeX2J01Ho5fDyZhmxKjI7nWdJfsWAo/835uyxadBizXBBoSwo04+J4nF7kBWaEWR/99mAM1ldYY20dOc4g2Cl0eIxm+dfLw8Zzn/hWageu1Bd2MOcuyGAwmlSAg7um+9avT5Zyl+O8QKvZs8/DwfT56wEAy9a1hAwp9TvlPf6MRUFH3AP4HuJIfztyyZnUcMXZNAPsf6cKKZQARPMA+qxrhLJEETykZATE3EVFhxXscRSvoY0VJGmW5jick4zY+mFhmy5Gh7mucaWteO1EiZyU+5BiQS1bmrSOnjIamAv4lFIqhurjnfl37J2F64aZIlnaaQdcYSPu33xPtoPvorxTqFQqcOFe3O+pviIPIO33XZAOMTqd9xztc4vynLyvDTe09Bdghzy1TjFGzmFzb2KbIzS1lCY0xBE5NUaHHwuPSBd8pxASXjCUp1m1SrDowJWFM11qWEnQERhfEaKA4cBFLs+ZEZa+mknX/KWzg3ZuKWBCF2tj/cKx3agAZQvEQeybCZl77tonorR0wp0DoqATPk9B8Ig8t+B5pgWGT/ydbI9b9aLPzZaem9hOuS2VImRTyQjE9NKRZASRmBJmKRDbxGNik47JdkTHDUUhaVSpNNCkdjR6XWlOkaVOzJlwk4vLusaHl5kGMahamxpXE6NjB+cWy3bEoLq/blqMjuJCG9bREZQVnicwCIKgQ7yzadAaOsfriPS1PDcUygvgBQfTiK6nXK6DW5ssO1QKicLWkiZf22rDQ77A6R5Y2tuSCqp2DliC4NHuybQe8NeqS9CWda3+eblcXmC2hN8peG6SEs3yQs0tRetDpV3wrhQKybWxofKCdMm06O8oYUJcsuSFBMWCR9ApsQ8l6FDJCIgYHdotViOExLiukUKYJtU2eR/ieDFZ15LW0UniuibvM8ksOmryE3cT3iEK4TvJrisoaDsC75aUxS0s8vvN93pxbqzdFfZ65EVBJzqGuJ4cuIKiwpbm1tVgSbyMzA9Fec7gWXiCglfDc6Z3aEGnZIsO1bs4s+Wnb9T3jWowGIMRbKCWWMCRv7hJwV3X2AKkGUGRGHdo8kq4gvbBsTwU8nxRMeEoq7x0nDmPMg26jdIRLDri5seIg6tZ2EVTZHchOAIByhICifjcxGeRJp5FClyjpCOIooY+DZ6lj7LoOCgkTo1JxeiIBUNFId7/Uv79uFsltXEB8mbLxldcHyKa22RzFy06drjZqvchTyEus6HO3522AAsKlBjXtTBnAnueEd//Yu5/AcOhJEUJ90KCiXEVi29EiVLCBsreAVXhIm5ofFwP3KIjWCG94mtERIpgrC2vEGo3pfXkRdeTLaTUP+uut5EPHjJzc3Nho6kt0FqjgOVrfd//xz9cwQVPNzlT1VlA/R6MNjFhrxhNToG7HtOKKlnhIj17Tx5XZWi8TRF0wvebsG6qayEmhXOc1SSOX6CyrsXV0VGTEeizrnHEZ12j5qbSZJrHUa+hi9NztTE67DoJhEyF3qiua7QLniLoeLJAopbK2HTIc7O9fMi3dEjKGf16Ut9vigdAgbuuFTRjhIKOVRB4J85HdkU6RCtAZLrA6AX1LLKCoCM+e51ijJ5DV0OJFh0WyCxrDDh0hIRXE45e29NpTCLabTHrmrfJdXTUjEmU373OoqNuRoWcoB315BdGNb/yDc2JbHLMfBy6ZnliX+biUJDNvZ48bl4w31L315VgCa5paWmxyvcMyFa28FkI7jeyJcyJjOE/MytkVsTreYTb3+ZadMSNyC7ifgGIDHTMpgpoExpErCYJlzrtuhbVYuqyrtH3pL6fFFMUXf/sqPRkBDKzNWFAHTKOLVl6dBYdi6AXkaQDbF6KUiM5PWUzE61FwfWJZASWkF6aaUcB8Z2NrgUVzB1NdKG1vEIonIluDmlpPTGmio/77uINaHf9uTkep0OtBUan3TDr5bOzV3OLThd0GbGE55MPaG+5w5gO2U1ZpC0hHbK4NU50G0wL9FsSdCS6ru4hjBEMrrsJgo7q/gTQ+7ffg1l0aSULZSHVCRNkLI1q3QC9hEhBJy5+SKIKdtHvJaVNOKzyLIgEKurT8seloaaXVq3QUV2Q/v7YmVLSEcuCSGc9DX3j/EnpypnirmsIxuXWW8eTXdcAhW+J7L2MH6LWSDBu4LrmuyRb3M0NUd7JkdzX+fW6Ih0KXdcIfkj33MR9QRRoZNqS3KLT5dJL80VcWoyOLoDPIhaVJ3WJLtao3360LxuHWzfc5MkIPNWiQ2tjxeHymp8yr1hN3DzL0FVEui6iuRPd2cRzRPcS0fwaZqDzaI0gZdHZYVzXiOcG6NzRZOtfMZc/8dmn4IZJDrSua5abuI4OmYxAsOiIPf0/6rupWmOiTHZ0DFXQUTf35K5r4ZZeRFsapxGV5pSAaaBcQ0KLTokxOrLrmo0HvrkXOgou2n9mRUlexBKmZzDU34C7GAa0pIQNVGU8ufVGVCrx345ZJ0UalbH0tEWF6GImuq6xTV+3RlRXK9a3o2ABDu2CJTIYK1vyguva5hdV3tYQ04DzZ6FzGeHPjXoWomKMcrURxxB/J52LSmnvmw+7qDuqQ58Ua8WBsF4IZjtmVnHppYslI9DSnhhBTm9toi1FsYkZ2F9tMgL/CycU7sKBI+O6npjIibhGhA75YpH8vKnnE6U3VAZZHYq7rsl8j+S6JtIsYo3oeSdijRQ6ivaVvGHg+gKCpezrXZEOgSvuKR6Qfee3s2dhRZ4x66/SliToehad8OVPLDVEehcLLlSvQhGgZFWYZRcjP710QigWnSiTAul7QHYLUecgWk3cvCiQBJKxRQsvGYtg2C3a5Ej6bSsMu6uMoW6UXRmi65r4PNXnBhR5FmHiCm62pvqq/sAMete15FnXHF16acJaGX5HtMfVrRLP1davKNF6K1p0qEDi+KDcKPNTUtY1gjmKKxYfzbrGv/PgF2stSzuKoiYqTPr9o+26GB31HSolRkdMny/BFV0t+G8nJdZQLI4UbVGRJpgG28uHbhwutUaE9ZRWNkquPRRj6fy2lOWG7lprWwvo2q5rPEmJ6iobEXSsqDCZAs8UKdMyWlEV0jJP8MW36Ou5+VKSEQRr2i5h7YXJPWjaQ2n4S3IPIwL/qWB+MW5HTFKkzlnPn7DLRq20ur7RWVDjRZt0TDQbjycjcKU5WYqSmLqIjg6BaHc1v6mq+N1SrmtszoxeWC7nW3KeqJyJ0gs97ySukeBdKXTIfb1o30K49rglXFQSu1so09y2hOPpeRlXdaElaEvGopXEYmKsOHQ5LpOnLU3Ynwk6GhM2xWz5MTrBAiTM1lHGTF/hWdTSl5x1TdU0CPMT/wIIXRNUqJsRE3TEZASimVX8K2bziriGBGOG7iGCewlfrAWILlhRs+6OI+iILl+S2dqTnxvAmC31eYquNrKASJnDxb/iuJsr6IgueOG9WaKG3ocuRod2XSPOC67m/9EoDgRmOQl8BRgTHKLvFenmoggW6hf6lLPFNZBhHZ1Yi45yvQTuLKEWWy1cTDCC+mQEyu+U3NxMjMGsLESsmJBemorJExUuOp9rZtERXaUszw0Zszy5RoQsYZ689gpKu7jGAJ4oIQ+nS2dd4y4jnLakVEGHcMGJyxQpusqKNEim61G3HPF6bgnP0w7XdHSdhUW6Ne7kierohHQIZF/KVYzyLKGWkBQjqMxNEnSkY/Gk6D3T1ijRMKUqZ4jnRh7rkhEEFp0wRkfpHUkvHZ2b6roWtpMCKXXPUffHUtZkMdc1VYDy00tHXdeo917lh9T9XuzLBB32WXXNUr1hJNe14JxcvuspXHiMjqN/bgS9yBO8k0jrS3Fd63pcZrggEmogSYsOAVv8XmRvCG2OymAQpm9/hqJFp5Ssa7Lrmi41rNiuj9FxpO+8XOC6JggvqkuUG2boiXdd44FhmuxhQlpA1eTowoYHu0umk1ZhC0yB/NyUZxn451LPIhSKRd/4os8+uhGo8VxAkIwgacFQal0RFh16A6YtOjJzG2VStDUwYjZgFb5FRx4jTrDSuoEQiQvkcYU5Exs7OyrEpEDl2tEoDfGoZyXNTX5uYQIGMb20lobI71Di9NKC1pfHEMrfieml/XxKUasuQxLXNclazLSugusa5RIhWXkUiw7ldiJZJoT1Gz7LLpjtCEQygkyM61rRTJFqX0VRRbv2aFzXSnA7Ym+YzfZdwkoTTRpCMNBxxzoLi7TOFFol9kuajIC0yIrXjl4vmWWKVs7wy+muV1zZwZrTaowO8YzF+GbKbKQTOCSBVFeMWn2HtpDygc1JFHTYfk65rul4GXEMeT0FVmi3o3hfiXcqCEmt+Bj5EtKydxbYnkj/ZdqS5FmIdIjKFJloDptzA9sViUN0oumlZWaLCQGy+ZWiK56GuaOC79g44eKBl3jScTE6lLlXK+h48mbkFgh3NG166Wgmnti+XnTcpNcL7x8WuWl0ZthEjE4pz01lGkQtT1wGIwZRsBZRikWHzrpmE+82LaT0rPWr3NeVi0UrxfPiNXehNnYzXNeS19HRCdn0mi6euU0UdAIBP6H8EFqgBG0s6c4hzU2hCwQDRSUuEccLNa1JXdeE30L1u6ctOlxop1xVXY8WSESkSB927rpW0Kwz1V3Ln5uYtYdee+L6bQ+SFHRF1zWxro36LFRFVVyGTX1cgiUoxvRjqNdz3dJd1/hbHVUG2DplSUxcCruC/FcVNog5MSZfGImM0RGTixWzTGktNuEFNXOH0G4p4zNQ9xK9nm5cljnSiSRgoO+DyiGjsyxTQo3OUhQVdLZs1jVR0GHuq2JIQLH3O8m+bisxOiSfxVLfC4pTMV4lX4LLZ2eBlHUthpcpxjvpMkUmm0NXQ/jyJ2WEg6BgSbghtCBKWzGNcMRMzlxGiHgFRjB917WEMxYkYH+cqCCg3pPeomNB3Iy8MBkBXzxZTfGmjCVk7WEvl1WQ+kSz9nB3LdaXjZ1Xxi0oJlwGCx7acl0r6E606GSJQqvqPVPPUywCmhWKqkbHkH8nBik2QppbCTE6OotOxHIjfsex/4ieeO3Kg7HroG7iAMpY7JDemKNuZ14iwdd3E5Nd1+jsSRqtIhnkrPYtIixJfQO6E5t1TckopfXFF55J6K4j//6Uuy2P55Pvg9MWxpWUbtFhcxIzrLExxXEdJvQRgo6YUUikFyJkLV+QEUyqo0OtkSKZIr3o2hPpJ6d7NloYL1VCccLOAhYELD63rKaAp0hb1DbWL7JfePG0THyW4vVKCyRnB9H3O1xzmvTSHuHCCugsvbKyk+yrCFCyoJPQoqNRolDXpvgTOl5PnBOtOJLuj1Lk6iw6wd9I1jVNogT19xLnrI3RkfpSFi9B8buFM5BxhTLPuiYW66TohboWVHe0rFDcO8xiKLj3i9cLxxD2+qxUmJ1fL98lXddY5sZ4HlB8nnniWYp/dfsFPYcuh9K0vGTWNUJjQvn0B19EjqOFy2gGSmQ8S3Ndk+esr2rO56FLRqAy1hAC4lRGuaBIzPx6tMuJrm/UAqVxW9FcDwBac13LVYQSEKhnwT6rdU10xVN17j7iX7lvdAdLlWLRIe7Dsi3CoqMRGiwbvWrLpE1Vl2pau+ErAsn0z1Zh3188j/Ubi2twPE/cZCMHgmBF3Yemr3J/ZBwMIUCxo/gYHYVpkMaVe6rH0ccWZRAaqspwwoS+OH7XflLfaIzOpriuyfdtCZboMG5H8DWn3s9SEpKI1mnL42mgRfeQsC9lPVKsCmJfKluhaJ3uiq5rlEWHoVDsWXjEsyhxjLhnHxejIyoIoi5fHGFNqQR7skesT0CUXXTCRJSmhvF+YhsVoyNlXVPjB+nrUQlU9PF6IpgilrZu6RMFsINkdXRs9fdQXddIixU1X/Fc4v5ikxFsJdc1V6ZZ1HtPWabFMcS+0Rpmyfks9XpdWtApiY+09H0J+hQ/h64Giy22ZBsz11IUJw4ixZK1OXbRvoBg4SGYQe5q4YLKykLOWfA9B2jXLv97fj1deml1M/II1zU+hiP15e12JNlBuPCIvvRijdbM0VkmAGBjR9dZ0J6QWUpE3nO0i5VKJKATdNSCsQVFG8vgeroYnWSCju4+yGQEmviaOP9zeQy6Xd1ALQCL1rbi3jcW6CcP2XUt1BTKAwd/iTUNDTMRqVVDrfVoG3ddS5iMIMbVRhIQNDGBIH8TC785dTyOGtdX6hph+jcpRkdmwmSLDuvvkYX2GHT0goIoKNkowHK5tUDd/ETLhNgm/hXb9WuPPZ+uQ48Yigo6WsbMiTw3Pkay50klmWHXY3tAXMHQAmEJsQnGOuwTSUbA+vImfYIBQpDR0C81oYlcRyfOorMJ1wuVGvQasYhPEeVMkeuK19Cnl/b/OopFhxZIKAVQEdc1EDRLY3nn/NCWzYSoJlURC4bqmPMobZHHEPtG9+/S6JBoTS10Qdc1x4tawhh0PKAacgGIljAN31AEXVbQSR7DEXVdky06gRSv0+ZQREc1k2u02752gws6ib0fFNc1vUWHQ+e6FvFrzXOLji5AmRJIdBtX1PffjpzPxkgqzQNAa0fX0aDmXU/yqWVwizBbUetWlAiw/joGQ03ioI/RKSQUdDSua7C0m2S0PSogxFl0opu4YilgazhmzbseoW2k5qq7F2oOiZIwRNviBB0e6uMpDXzetNWIXyfiulasxo8dXafiNZLH6ESTEYSua6AsOjxGJ09sXhTToIPsBlIQLEg0faKEKv9vsmyF0sbcBbOuWR53v6EEQYCm9XFaZXWMqAttVPBUXXvcOEFHWDdhccnQmkowxbqaUmIiHg1DTtEhrYVFESYkQYe4D5Fm2ZG1Hi8gUO69sd4puoLmWuVTcXrIeC0LvrDDh4sKVqLrmprJFojyMuyjrNShBdpIzPIWtuiwtWAJmSJFdysGykqjUz6S+7dHu+yLGcVE+Oup9EK7nQVx1jEgaqXJEwqXiKBb0hy6HNjLn1DQIZIRkOkiQRM50nVNk+FFJbYerDDZgVOCRUd1t1MXFRVgnNOkl+YbjFyd14WltdJsjuta0Y1Ss9lSDP7GLiToFFzaEkIxUKVqc4q5jCR2XUtYMLSgseiUUjA0ZKg1TAPFhEfXU8B8E1rTYnBdwZZA+PMr+3MwN+nCwhQ02lEyTiA6F9aU1KJTrJq4fyw8T43AFsYlEf7uqnImIiwnrqMTvR/WYmtidGwiexCDzl2DgkhbbNAFQ8W+pbiuARavPi6Owdq6outaEQaj2LOIaKCVTJHqGJv07GOeJ6XUoNdI8D5EFBtRi47MAwitBGHQW3zkOYjf0DE64plyMgJJeNHKGlF6E6cAiVp6o4IOFcenUx6z+7IsC7blvwnSdSKua+xY3AOic5fmRCmflLaId8oWiptjcwtd1wJKw9qoPTypG2cp+3cS17VCSdkKOweKJaPZEjxnEnQ9QSdcRaVZdHTaHJp4qmfL56kaaMrnFgAcxwmzUFklxOiErmueRgsSzo23J7XoiNV5ky5WMTAsOq4T6RvVrvobJaX5k+YmIJc0XVUnQK7gkpYQ0oVDk4DBBZ1qm36eek2qjmlMUrfC9TyudRRgkzE69Dtvke4lmo1Zo41V3d+K6xuFOXniZQktZjF/cKWrF04tiXY0es9JrVBMCKADezXzZMeRAGzqntl1YpQlm2XR4dYbNrbozkalSmeg3m8dxI3S9gohs0y5RFBWBa2CQKNhLcDGrS9/HgzY9RgMW7J4Rek0oBNSNG7KMVYa3t/Rj8Hco2NiDbiCQHD9KmKxVNepRdAWfWrj4mtPHpiNb4c9GSidhiw86GNbLKlXcWWQTjmja7II+kSdt2ZDGza0R38Xdgu2ZcG2hNyVmmecNDMlILhAS0IRP5a9Adg7FHy/xQqGMqVPQMe8QuihQdIWjWVa/MtA7t+sL6FoppWdXMnQJV3XILgYb4ayhNGUpIoxEV1P0EnM9jAo/qRQtCcxZmTKohPVpBJ9AZyx50D85IRdAAQWncSyGc9SJP5lUF1GgGIxOpY0hlWIpu/jfeXNSLweJfwAUZNjMXctighQ7QAS133pDMgXvDAdpYjSnkWxBZ801sDSbtBxjAXgv3aURccfU92g6LVAtesEdUpACBqkv0ktOgWPsOhQAkKMrzo1h7C1aDrUKOOSNAkEiA1fmhtpWVZd1wJNJ1EcWXVzU91iN811jT1jGa4nZ/8TBZ3NSUYgZjG04YYxOtQaoRkMPXMvfi+2d23XtYDBIBgznaKqGIOR2LJchBEMtfFxFh0m/wtvF68TFRVIVKswnWFRs6/HWlOjfekYneh9iE1ciRRVEsVZvZP0pYtvciFQaY2Md+0jH2K3nzwTuQc3FHQQCDqy8lgnhInz7FPnK3z711cooxPPXvM7RNzlt5CVlf1u3C1WTUawebQl+f4dVRD4ygUr5A/iXD47I4o+yyJKJr27bemuazR33JnBFldSqcGNCjoU8dMV5JIJAk1IKA0NAFRm00DWrydiwyvBdU2uoxNNL83+8uvpsq6pwoRVaA8/J48fKbZRyvdMua4Vk9qp6wElMIidADkhS4uIAoiMK0WyswDsWXACTjGCOrcTXYwOgDAJRTEUXB5PIYJMRqAVGoJ3igwuBahNXJcOlcpsVAyukF6aOouqraFjhCwN00BbTYhrsRidpFnXiOcp/r5UUpQIQxP2iZ6nWqHVRALJLTqCBlunpQUXdKzAVsnux/VsqbtOi0lBXE+250KMZSQtOgkZ82L0yd0BXNdopVagACMUVaW45Yjfi/21LrsJT/ADCgAAgH5JREFUUwMXhLiQEGHtmuj7ovOySMKElyJMRK0lHKTrGpU9zuYt1PXiUl/LQkF0NtqU+LHPgi7rwKxStm3BsS3YrkqzZIsONc+Gyize+uYUpJoXA38Wp1Zc6BPnubWyrkUs00J6ad3+SykZAWI9JRD6xfZYBUEXU7i4bvE6apvzLEpBF7boJMxgFjJucUQsOZFTCa3OdQ2WHS5k20peR4dtAl64kdBMpriZ6JiFCGMdWnSiNVcKGisNLRRZ0jli36SWmzD5ARFf1JUsOjoBgTJ7qzn0GXSJIPIE08BrYFCCju49iNcEuR59H75GULN5QrHYlOAyEo6hy5hUokXH84QrEcIH/1a3MYt99eMAtNUEiFqvktbRKcl1Layjowg6oYAozpM9Y52wzASd0uIHxTlRyVI401DcdY1q08Ub+hulfy0bBVhetGCoPG5p1lTK2pQ0S1hnhFioL5p0gNFkhbZ4Ua0yp02qZlvPpMRZsmOzrgXrRlIghVZaDm7FUOheuBbodSqncFYPFO6CUIxYak0Z+JZ9FXKMjnKkc+8VWmm3OhGiAIRIX3FkPR0uDlcQOi0rOc1SlUHdq7JIOcrajvmdKNrK3i1ri7mu+WBrwfIKPIGKlmYlc8On9u+Skj6pvFMXE3QKAk+RRzQLrY62kM8i5GVLf4+7nqBj8WWbCF4065rEQLBqv5qK5MWIHO9CaF1Y/zDrWrKih/4E1KxrtDZWbNcJOmrKaMYclB7kHrMAWbunX9hJ3bUAoNCFCvTl8wXYVvS3LY0g0s/Tgz61dxJNanjdBEGMrivEjIiwrMi7LTLTlKCjr/tQXJMqfS5xrbte1EJC1aTQGm8pa5NoYfGitEAdUNSOAvECO38COm1sMBqh0fVUK25Il6LryVbGjbqBlG7RoZ5x9LMnpWoV39kwdk95vzs0jgZ5wbXDhlgwNMrIF0txrF5Pz8jzjTnXBX3jWXKIonECVMY0rSCYTFGVZL+I00y7hEWHu41GmeLonuxI3wOK+6fcOzgnAc1SlCWioEPFlYp7vloPKIkXCRXvooeGhjAeh1CWyGfTtMoL5RrfosP7sXGLz0c8tlWlFtHX0yjJQuXMFray8jo6nLZIyplIbFoxZW50PVF0hX0nohC4qRWEfSbirtXVBB3FohON89MpS+Lj/EpB1xN0StRAct/zmAW2iSZuqU+EX7MBW8y6lgyeIpzpGAkyJaMCdTOyWDICLzkTXooZ0W+XMxjFuT5Qc88R2rHOilyOZoIKggZabAOSPYu8xs1N77rmM44kEiYjIF3XbCciHZD1pQAgYDB0qVrlmDfZchPtw7T3SQWdmBgdMrMPP4xzGdHNgnK1YC2lWnS06aVJpkH+/cn4IaZosdW1zp5P0K/EOjriZqwK1x4sIbDXE5gGR/a519CbDqTJS0vJCMBd13TuJUmz9iRxn+jIdUWLTjHXteTKEm3fIvQpTokWJ+gwi44Uo2Pr13TUoiN/LzeqiO7rsVZowq02T6whOutalO5pM6mF10lCT2n+xKL6CgitRuyzwluJMTqOEKMTjleKkjgSSxUVXnX1w7jrWtC2tQqGCjE6SWnLpmQgTKJojii1O7kLbXu+gH+/vQjL1rcBgJSRlkr5vynPjSpoHIdNEnRuvvlmDBo0CGVlZZg0aRLeeOMNbd/bb78d++67L+rr61FfX48pU6YU7R8HvlBKs+jELsAkhCTUHikMhh0lXOG5oV+xm9iiwzSV6gJU5+F5GgIjQE1GYLtFCoYWKSKXNDCMsvRo61coReSk77qS65om/oUOyg3czhI8T12WEd3zDIkGkas0SRCj1nVN+F9t9a9LrBdbXE/0eaFQoMtsRgT8FoPrSrrQyPdU5p+kDE2kb4yrRdIYnWK1NXS1v0LmQCPokG4gSt8zJg/Bv785GcN61YZXSwRBuAiblGcoxopZqnZUtOho3u+cLrGKsJ4cTygY6jlEXYuolUenIKCsqa6SKTKvUWZ0ZjiSxYuu5UHTFllRpWdGdGMkqIER43ZECTpsjyYtL7pMqCUoXLR1dAhrKpuDaMmnlHMuYdHhmV55P10AfhwdouhXhJ4yfiFmDDY/1QrN7sG2/IxqqmVK5wpMPm9dzbQE7m8RK+QWt+gEPJKXD9cO5W5FuoJq6goWQNMmNrYIUtmpxlgncEHfnvjrq/Nx+b/ew5G/fxmAv/+xDHY6N0D2nYiiCbA2QWwp+Yz7778fl112Ga655hq888472GWXXXDYYYdhxYoVZP8XXngBp512Gp5//nlMnz4d/fv3x6GHHorFixeXPFkAfEEkdgOTM4QAOo1QMRZJ31f6TAUBinV0Ek9ZXzDU1WhS1bTEDOpmZAWCjgeriKYhib+kxvxKjFHqRgl0rRidfJ4muKXECVBa5VIIom4MBi+BP7Oujo4fa6Zq4uj1RAn9VD0FH1FmhHIP065HBZRFRxJ92PqNFPxlc6M0qQmEIpFhUQWdGPkh4u+uE26k35TqK9IlSpMqv0PplIPdBjXwtNMlutXqi8D6v3E4mvBOqZuXbpPTu67x9eQIrmt0dsMog1Istk38XuwTzjFB1sLOBrkWiEor/N9ML5DomS0+Bv37FRBNwhJRom1KHZ0wqyC1RlRliUb5GECiWZGDIrEmRdryxGKnBB3axVRzPa2AoD8vEkNcrJBwZIxorFFYMNQCHDuqnNHHDxGz1SR30Vm0ZO8a5R3aYskImKDDXddEmpWMtujXQtKkT5w+FeGdOrlL/+tz1wAAVrcE9RoLbljwl3qWveur8PvTJmBU73qpPe/pFVXbpGDob37zG3z961/Hueeei9GjR+NPf/oTKioqcOedd5L9//GPf+CCCy7A+PHjMXLkSNxxxx1wXRfTpk3TXqO9vR1NTU3SP46kbA+DXHxTHaOUQn2cadBooItYdPysawmhaE1l7SmHbNalf0p1M5IsOiXEfkTbLOmvOidZcxvcRwkFQ7tSjI7OolNSlhHCmkYJumJ7NGOSRfYHkCiY2vN4KmARcckI5LUVo0klBA/KyiOel9iiIwo6TItJzVm3yVMuI7pNVxvkLLfE1dHhZ7DnRj9XV1TEhLyPkl6ayv7INM+qljc4N2QqSi4Yqhd0RIHGguC6plg4dQqQdi+Z65oYo0Otp6Qun5w+RelpSD8TZC3cnii4Hh57fwkWr2sN26S0rkR2NfFvOA7RnixTpDx2dF+Q+yZ1XZMUL3bkQEhnr+4hwfuXRHgJyYJOkUG861Jff645QjknLn9bpU0lxARpA/5JmqVMn6At5P2z+1Di0cJZW3IdHX6ihtZLLrQaHilmbpQbG7dubE3XtYC2EO5WxdYT7Qoav9eLY1DKoIK3Ze95a6F/A08fni+4UoFT6lnYTgrH7NIHmYys3KLdbWmeMwlKEnQ6Ojrw9ttvY8qUKXwA28aUKVMwffr0RGNs3LgRuVwODQ0N2j433HADamtrw3/9+/fnX4aaz00Jng2aYiw6uowrujz1uvTSsKyQobDhxvrrh2AFQ0PGlSYkujSMItTNyPHEgqGKJkcXJAd9PI8+0I6PzQQqStvh/yWyrnWhGJ28xn9fZ/Zm31HtlKCjs4Sp7UwopywPSdJSuhqLjgUrsj+V4qJQijVVel7h96UkI1DmQW7oxZkK8djSMQday4ssnMW5YKrzFYUXWWC1I8dJCheH81GEIqiuPUk3UMqio1iTPfG6Sk0KufYXzShrXdeE8x0UeJ0YjUJBr5yJV7hE2jp51rUH31mEi+6dgf1/8XzYJiaBiCZroLOuFQitMme2kmex0wcSJ3ueZDKCkCmG1Or/ke8jtGKIlsxYQUanOIwqZ2QPkMDlK6lFJ3Rn1yBW4aI7k34WoCw6GuXM91NTUf2bwcAcrojmrmtyHR3aw0V3HCgoInSIEpboZx/hF7ZYjE4wHKMtQtY1mo6UUJqD4LPivDqKWVM7u6DTWJ0NjxetbZWUwFQWWi90t5ZpPv3ct5Hr2qpVq1AoFNCzZ0+pvWfPnli2bFmiMX7wgx+gT58+krCk4sorr8T69evDfwsXLhS+ZRrIhJMOA/ujDJR8nIT5YaeoDIZGqyS4/JRi0bEUiw4VnKbOU5dtS305bJdnXdNm0UnANIQCjUazQW2USQNigXgGsbNgeVMbzrvrNfI72uytexbR1N46QZDSCFE+9dJcEmRdK62Ojk6LFxX64zWQxQX2pPobso6OJOdoGAEKhDtqfBDwpgg6zC2EmhOlEeXHahYpsmCozl2PMYBbwHWNTEYARvdcpKw417VkWdcKQuyHaNHRWU492JKVhmLiAXE9RePjRC1vZ8b0uasByC6/PAi4dIULVbpAz5jJY3hF9gvWHlcwlMkMUoxO6OYkvt9R4d7vU3z9UtkYde5hsiWX0Szel42UNL005eoel0o+TiEjjqe3TNHN7ItjnFdxQeoRWPmNwEePRO7BtizYdgmua8Q8ovGYGiUxMR63vDAecMvW0QkTNsENMxaqSgKWKVK3f9NpkjVxzJoMZOL1GP1i53R2QUdU5s9dtUHiOyg+EoGAoyriSskUmQTbtGDojTfeiKlTp+KFF15AWVmZtl82m0U2m6W/DBfEFsq6FtK44hpa8drRGB2a2AIWNi1GR866lkS4UYuKMqgvh+2xOjrxtQ7C62jMt1TfYrEmSTQYgL+5dZUYnesfnUVaQYCoBhsobuJW20vpqxOGGZLUHNC5rsG2ohuR8JEO0qe1cvGZzSgmhmlMi78TXtKsazEbvnisF8LilCH+CTpBJ0zZGhHMkjA/gRChqUlBuYHYqnKGCT6hoLM5yQhkuLAFgY+PW4BFvt8qbdFlXRM3ypTiulZsjYj1ZKjrFVtPXSXbUUUmuvnLFclphVQSd+JiLmpq39hMkUkLhlLJCIoJCBqLTim1Y5LUg4kIK8IcO+LSSzPLdGx6aeLKWhdaimZpFLGEddsfz/9wpvMMb1wzj38vWHQcRtjEOSV4bnQMIu8jKc40+4H6Hm5ppp+N71t0aLfYUvge1p6U7ynqusbaOrlLv+i+OXdlC0Y2VIefqWfByrt4kaygXFHFEn4UU4zHoaQzunfvDsdxsHz5cql9+fLl6NWrV9Fzf/WrX+HGG2/E008/jXHjxpU80RDhgkmYwQws6xoHGVMQIwiJfRMnIxALhqKUOjqK65q0GYmCTnHmVmwPF3EYoxNNRhAu1oimwUkcGEYFruokcZ4lTB7bgdupLTqzljThwF+9gMfeX4KXP12JlEbQYRmMxCxoTGukI3LiM4oLAhb7xln3CgnM/GIqSBGbZNGxi88n6Kz81Vl0mHWkOJF3PSoVNSWECdeTLCXEeSVadDiKZ13jgo48hpo0gI8mapDZWarwQjAN7FjVVrONpWRBh9FTHXPj3zn7zVNCliB1o9O93zmviOtaQCscuGHWNcolgmLC41xBSWuTxxREnV3QiT6zNESLl0qnNc+CtG7Z0jl8DIrW0/VEIhakTaijY2sViogKOuR7r3tno+O6hFVU6kO6rsVZdORFr41nIehTItc1rSI2KmRQbu9pS/hNVn3K74FZ18IYHTmucHMy1hZTzqjjRbxFtlgyAkWACsQbIEpbYpWPquLAK0abkrivy6EAdifPuia6by5b3wY3L7quEYJO6FmQ4FloEmAlQUlnZDIZTJw4UUokwBILTJ48WXveL37xC/z4xz/Gk08+id12263kSYoIF2viOjos6xpN8LjPrahRANmXn6NqTNgCUQUdS4rR2VTXNZ2bSDH3EQaVsU4JFp2k7gx0qj/2IsrXZYwI6eOdYKMEAMdyO7VF5+KpMzBvVQsuuncGmtrycKgimyjuxhd9FkUYswS+8eIxGaOzGemlARBCvE4AYPPQMBiU65quDkNoFfBBBfuKcF3h7NDlIzrlRD7lJbi0FkvVqovLYwIQE8wo339XoknFn5t/TYJpCA6jvvEKI1hqFkuxibBaMgGLaUYBf9NOEuSud12zJdc1sbByIoWLRslAMfLqGuvsrmtlaX7/f311vlT3h4ph2hRmKwlzl1jjvSnppUMrJEVvILkphkUyRctFXIyO1n2quGWCHVF1dKiCoWGa7AS0JU5IofkT2mqiEyZErPWq/IPmJUBbU3A9nnXNti2oSRWi6ayJeeosOnF0T+iqxixvKeUDu0ZIWzw1JX4pysdoe2IlQ+jSRikZgrZOTodEvm3+6hasa2kLPxcQTYAVCjh2Ejrk//6bUjC0ZNe1yy67DGeffTZ222037LHHHvjd736HlpYWnHvuuQCAs846C3379sUNN9wAAPj5z3+Oq6++Gvfeey8GDRoUxvJUVVWhqqqq5AmX6rpGaiAJf3c7htmSrq0QkpC+UgQmtOi4CTIwsQEDQSfMzR4/N52Ue8ZeQ3DwgAno/lQF0MIFHZFpYCjF/KrXbATEyLPC6cVpQdTrOSh06qxrLe3yJi0ycyKo+yvlWXD/3CgjqRtXPWZIkh7Xdb0wFaQIKutanFuVpdmsZKEnZsNXrLdxVr4CmV6auraG4Ym5DxF0itso06+bM9dY62OKZGFCFHoYE6coXMLNQpxPQH9UoSjoa5Vo0fE8/23UJUhh82ZzdzzZR9slqn6rWtBirmvsummrENaUSOoeEiYj0GQrLOauZWnWeGdBuSDoXPPIh/AKHTgn+Fz8+dC0JZHr2qZkikSy960QWR/Cu1qkuKSqONDWuyKUAYkym7EmwTLBtP90HR3i6nFxKVZ0/aqMID03mmZxAZG+hvjFcq8eVRUVSLeu8K06/SbKMTqW8JuQpQSKK5F0NX60OnfLColJ+L6x9VuSoKPfO9icxUQnoutagYh/LcUdLbGbG7GeItamTm5ZzgkWnWc/WoF3P/oUbwVRKlTsXikWHUrxnxQlCzqnnnoqVq5ciauvvhrLli3D+PHj8eSTT4YJChYsWCBV7L711lvR0dGBk046SRrnmmuuwbXXXlvyhMOFUaLQEDteDLMlHScoThZ+Dtocy4OX1Eqhuq5JTAVHsVoWDNXlWUwc1wefPSNrQXwrjbIZaTSexQo9aQPthP46LQhl/QF8t5TObNFRn7TOClKseKqq2aASQeiy4FH1QCi3G2n8RBYd+j4s24m82/rA3ugmrosfiwvKVQWdXExRGs8jBIeSrDRCV3WO0AtslHDCmihBx/M8gXypTIOGMZM0yBqGhqJPoSJHZ9Fh4yYUdFw3EHRkBlPqIwgkDvJCP7VgKM0cdGg0dv5GKTwHFqPj2bKrEWiLhY5JodaZuh6tLeQms7Wg8swfLlwTHtPMlo7WC4HSiqIqmmEzyrDpvAIiFrIYi45LWHRIwaAEy3IplpBSlZ0AbdERlZuhW3CoROH94jKp6Vk7QmCL9KAUPPS9tiGNjppevqCz7vNA0OExOrYVteh4GsGT4p0iiiMWS6nZLyiX7HDf2+J1dAIeCcWKHNN8j5626ON09VloCX4hnFvnpkOq+yYTGHM6t7NAwLGcaNY18S+g0KYSsUnJCC666CJcdNFF5HcvvPCC9Hn+/Pmbcgk9BIvOknWtaGrLYWSvGm13ZnbVpSyMCwxMEs+jj9GxJEk1cd61InV0dHE5uiKIvF6G/zeNjnCcUrQSamBYr/oq7FfXiMFNNcA6aowkDAat2bDhdqn00tpkBEU0NKUxWwm0HTrNJTsnH18HRCcMWZZFv9sB6BgdYbOKs37EMBjFhAZp/p7oumbpx5OstxCOizNSWo0wQVt0Vcb9eVIjsrnRmzzlugZlzYfCTALfeEuJ0bESKo5c13/riilZXPCsaykoFp0ETANl0cmFShjeN+XyVPl5TQYjWuGiUzIILirKxqxb450Fubw8v9oy+b4jtJ6IxQFo+qSj06W45kaUaLFZ16KCTmiV1MTP0JnU6PHjlTM6oYitb3HlFovREV3X5LmRa1q9thX3fZQORVxaqeemFXSyaK/oiUoAaF7qfx+GFllwbCq9NISxpCtHj6k4ZnU+GuWSagmxt5AbF8/mxl3XdIk8dG5neYI+8blayHt2mH2yWBkPdWxVcdDZXWhVYZ8JjDrhzrMDEUS16BDPU6dESYLSRaPtDWER7HXjczj8dy9j2fo2fX+3ePBsbMpZ0qKjCjq0AKRWlE9SnR6AEKMjaxr8uXOIzIajEXSs4EVygxeJBQcXvKjrWilm2Ww6jb99dQ+M7lsf21fr+qC5XqqTW3RU6JIRbO6zKCZ4ApCSRriw8cC39sK9X5sUYYABoJDEoqPpQyUjED+LxSwpywS5cYPWNIpjcdc2ZtGJE3T8q4ljipsmlX1IuitSA5mA+SE0s2Empnz03RAFtmIWKF3hYu66Jq9fKv0ulQ7Xb7Dlvwk3UNdlBZh1mnL/s07QSWTRIQqGUuvDEeINddbiTc2YFLFAdCGXEQCoycqKJtWqWsqzKMndlqBN5PXisq5RdXRiUi3Tae7j6RDFhGv7EvFxxSzOnqTUUOLxdMpXUmBLQoc0a52Cht1p8zJoKw/KhzQt8a/HfgvLt+jwMZhgpbkeESKg3Ue0Qlj090sqLIsotnOo49oohHu6qylynJSXKeaCVUpftp46Ox3qyMtP2ra4wCj+5R1s+W+A4q5rpYst2zS99JZBsJgFCjJ7eTN61erSVRM++6X455LHusVKtIsuI0njThRBJwlhdxwHlFWTa24FQccCCrCI7Gq6Bci1cSyTDzc50q5rxTIYRdqV6/lZ1zqv5kK1/uld1yjhJep2BnANq6wd1bmuRfu6sDFxoC90riQIQRJBx9M8c8qio7OQUlW4dQx7GDCsSe3Otac+4rOuRWN0FJVE8JVubiKYkKX5Xmulklva89FFSRURZM9Al5hBFtjYX412lLI2RQSdTcu65hHJCKKuGVbUyhPWn+Dtuvc7R2jsqLXElDbFC/NSG6U8N8olQrVWdPasa2qiDkvJdgf4VjGWWUuncKFoi66SezE3Zb0SjWmmY7KuFamjQzPQkJIIUck99MH4cYIHxVhFlSW09ZZQasRYkMiU0bq5UdYPVRELSkCk0YoM2sqCDLqBoCPX0bEQccHTWZhEmhVn0SEUXOqcVQuwtYUykEUFHW7RUWkL52XihX52vtpO7fViH5dYT8xlt7PTIdWiwxRduufDkxHIogj1LGory1HXkcaAqmqgqbR5dTlBhxMuTkCKBflbSrxL0CocU4xAzMJVCQkRlBf2E8ctsfo4LdVaGN27BrOWNqEymwFzgbdjBB1GPFLBCVRg2MRB3dHSfQAmrOoOLObt1DxY3nNbeUEvO2wUXm1qRPkHWQRecrEbJem61oUsOsXq6Ph/E7h2EJpQXZYR2qXRIo/DtgTJCLQWR8tnUuW26HwACN6dOqaBai4uTLBaLMnq6Mhjkq5pWqWG8H7H+tEL90cyJv6V2wmLDuXOEi+Eic+T1qRyF5WoIkcVdOxNrKPDCsDJa1YVgqOCTjGriSr0U65reWItpTzuhht174zSFoqJB0AG1avuWl3Nda21rSM8lp+9zHiUxGxpmDsqW50+Syd735JZdFg8iO82TQgvujVCWH90Sg1ubKBpqKRkCLvaQltg0SHXOiL9yLo2AijLlKQA0dCkaI0aNgT13BRaF8yzDRlsLO/hfwhc1+QYHULE09IsYj6aGB1K8PTH4FAtIVvKjYtdoxCmknfDTKoqbSkWxyz+VedMFlAnyniofVUFQWenQ9EYHdV1TVFisaQ4kYKh0edZlk3j7e8fgs9eWg28UNq8KFVFJ4e/CFxBcixan8ZTday0j2tJFh2NViKqYbUgxejEBFOHp3mye4jqD3/f1/fEe1cfisoyzhCkNFlZWJCXF1SgTUPMVCSfU1tZhp8dPxa1lbJ1jC1MT7wXjUVn98Hdce0xO0sETbf56Zj+FAoodKEYHdE9R0QpGYz4s4hqsKJJIygBWNSCRZe1WKFYB10f27Yj77wuwQDYO6WLNSE1qSKDYSvfFteYiii4otaUCTrCthwOLbTplnr4PX0fcZt7cUGHH7ONK646e5LAXq71JYQQtS9bt2GMTkJBh1AcRZMRWNF3llTa0OufEnSovmkhg6R2PRFWmmhfWaNLXa+zMxiq21RLexC/5HElBe0Gsum/E+m6ljRTZJx1Nlwk3ILIl0BUoOE9g2ZyPRXf12USp1nfhAUiFHSSWnTCNcn7xSVK0PIvdBcNCAWI8qHVy6AlEwg6oeua/9G2LTiWGKPD+B76NwD13ChlsDCWP4ZO6JHf41LcuKL11Tj4++2Pn0JeKlJJKWdKdV2TLdnJ15O613d2iw6jQz1rsgD4cy9Y9HMLPYNsOhmB1N9y4NhWtFB2AnQ9QSdYGAVJ0NF3J7+S1hEl6ES/jxxLXQKmKsKkWDKhTchMqDE6atY1x7FQW5GWxnY0P34oKdssGYEo6Cj3Q0jXBc/CE5fsh398bZIk6ITZ5FJpZQgmWEVdsPRZRuS57ygWndBs7UUJlz7BQPS5JXEZcSUhNPqeuoUEyQiK+s1rNigoGxNzR9O5YpDBs2LCDgjHstBAZTUSIbmuRcQkPqdSiu/ptIt03+h4lOsanVQhKqToan+Fz0VRblAWHc6YqbSJPXumYU+23rwwRodfI+0om76nt+gUs5owUFnXKIaBWaeLZYVMFChPFr6UBaXOzmB0KIqhtvZ2APTz9o91VpoordbRafo3pYOyVZefOLcjnozAR1whSrWPRygfPd06pXiAGDc3wq6BC3J/A24/CHjnb+F3oqKDy2kEjdQJOqQXifi9TpAjkMDy0o4MWrKCRcfzpOKtfoppNRlB8ecqzS2Jklgz3ubEzRVTVLCVw+iQWDhVpS06S6jOSlMsdX0krrCIYrSrKFwY33bZIcMxvGdVqAR2NbyMF/KntOuapKjSCEVJ0OVc19gikArxta4BXnsImHA6kK2W+zOhQaMxCJkfrYk7TtMijqF+YUsxOt4muq7J2lMbDqEFSac0Uq7NBI9gEYeua1bkpbOIl861bIzq7We1W2/ZIVVgFiJVumYWJNeKMhhJtK6AH9wfl2GrMyEuGUES145izFaSrGt6NycfboJEGDrXNVtJqhG9HrUxJ9CkUq5WFAPCBJ1SXNcIiw7FpMgQ6EKYPY7uqxdCWEtg0cklKyLI45WEfqRGVJybrEm3izFFKoOhZl1LuIG6BRaka+GFyw/A8qY22P/KAK3yvHWWAk+hZUD0/aaSEXDGmWcwSns5wAKZjIB2laPjR5IoGTo9g6FYdFqZRYdwg/HbNbRlE5I4lJLCO6nbkVpHx4MlvMI0vZCtwcUtBbKuk32SFYpCh+j1FItOI9bhXPzHd/letxDY9SwAQHuO7/n8HSLWZEysERmLo85Tx5/EPDcRrchiQ6ab/6HQAbSu5VnXLAu2zX8TinfSXoOcA/8sxeWohZKD66tCQymua7bnasm+p7yzWXCloO+6lnz/ljM32kA453gFZtGi4Qlj27Y3mEUnZdvIpGx4iuuaes8I+Eg1GUEYG+mkhE2VeRF9AQQdtqjEmh+TnzkeaF0KtKwEDv6RfIKnEBf1OKRxcZpdWlMunUv5n4qLNnHed3/Og7pXAcuBkb1qgaAsgmzC5/PRWXSYIMIEk6yld12DkriA9WNshxyLQcfoOIRFJz7LiPxcbatzW3TU16BHVQogDCbF0oPrn0W0b2wGI+UalJWikMB1zdP0IQuGxsS5aNMkxwgeVCwda4l7J1xPEByoXY2qrB6j4NClnZdAxuj4oFzX6KxrbCiddUt4B0LeR/z9xXBlsS9nlMT08JEq84mTEXCLzsBuFRjUvRJvKM/aT0aQQFtJMNUA0EFsS+rmn4KrWKfj10h4vQTrqatpUhmD0VidxcrmdrR1cLc+Btp1Lfmz0LrrePrnpr1ezF6o1tFxwQX5CCNMgCqeK6116jyJpukUNVSbhz3sj/nH9mZ+SFh0eLxNvMIlVPZo6Kk0gu5ZUNfR9G31Mr6iIVMFdGwA2tYJMTr+bxBxD9YVW6digij3/kg7PZ76DpXC9OsSBvnX8MGY64ywmRdgK3GzxfdvSkGgO46sEbUgKtG3s9MhpoxMORYyjo18MF/OD/oKdvZ78MLVMi/60vcPxrKNHlJ/S4ex3mzdb4rrWpcTdLhFx39QVdiIilY/aA4LX+f9Fr8DLJkhxLvoBB2m0UyglSA05f4QukVsS4JOUg2EFdzb0B41mPmtQ7Huw2nAo/53Hmw4hCZc77omW3QYetZW4PmvHgT8IdpXlK4lbZ3kuiZI3ALCz8L1utdUYJfyWhzfbzDwLu+rBtqF94LOnXVNRffKlFRLiKF4LY947Whem8RBr0kFKBdKAG7et3gUYdx1grgFm9gYFaYhdNu2o9+Tmj3wtRezUWaQQz2akHcbtXMHQGZdUziBSJtOc2sRbXJX8Z2N9uExOlTWteiZdC0uHWMWFcIkjbeWaRBag7UeCkuJ6+hwt1pd/TAPVmQ4anMvL8vih4eOwsiKviF9A4AcsS1RygIu6ETrxBR3A5HnWyxTJPvOges/oySC73YAS72+U2MVVja3oz1wXaMsWkCxDJtR2kJZpgGxdogl9I1xXUuYxU5NRiDt0Jr3m0qQkUhRQa6nol0jtGKS/RHvk28FCnnASUkWHT5qcoULV5wkEIpiLDpJagW2IeNbB8tqfUFn41r0ap8PoAy2BU0dHVEIIy4sHmqLrccpw7gSLO8le4f4iS53tyPgBSY0TlfElPgybSlFaUutIXmMeE8NTpv8cZ1ObtFh7uVpx0Y25QDMdc1y8OoVB8ED4P6OCzrMdU210vSorUSPhhSWiHxNsGepyvUk6MKCjv/inu5M49/VD/L/rpoD/PUYoKMZA7rtBkB1AyE0N5oiguJC09FMfS0ey9ekIqgmnNCiE7qRWA6qy9JoUubGXNckhlYTxMyFF/mnrq7IokdtpdI56gMpMxhiHEggXafkcS2lQCngCz//uWgf/3d5l/fVZWNzUOhSFp2sTc9VNYmLx6q7nhoQKbapmtSDRvXG8vW12NmpB5YHfSVLQPRFtT0XuYKHTGoTBB3HgrqJ6uuosI1Lp3WlNnGNtjI478zUszjReRnXtP0ewB7a+cuvTFRrahHX02p8Q+aHXlfyaVGhL3nWNY+fB5kZ0WY2Y2tP0vLyc3Uabxd2WKnaijApCWN0mOKoCO3xXdc0Gn0lOcDX9h0CNC2V+hZLRgDwNcQ0rwXPVgrmFrd6qooAsi9Fm9wCsAluE9sCzKJTW+4/u9bNtegQSRySaLHZ7xAVPGVmstSCoeL7La8FnSCvHqh9qTF0ylCRJkUVORY8WdABgI5moLwebcL6Z0KbRcboiCDmEePeCxTxOKH6agSrVmT9pArZGgCLgSe+j+sXvwXXOReWNQ6WxWftMXeq2HgmaJ4xb5dosuY33WSLTlwq82BOKl1hbUk8Mih64ar0xGJjWpG+4udibqOd3aLDFC4p20ImZSMnuK71rSsHALQL92dpBB210H3QSTqnFGh28c6MYLPyXDSgCZem/s2/6tgAdLQA/zzTJzQAuq1+y/9Oq5kN/mqZCs2x2Jsokij255t8QuadWX7C2hr8JRA1t1KKS93cwuxKysth2RHhJ9zExWQEOotOcK7jyEwJS05AZWhDJIUgrf1zuliMTsaJzjUH+hnqfOOp9LnlZX7mkj4NVVLfUf3q8chF+6BREFTjYnRsuOiIyfqni9GxiBgdnZsHVYU7Pp4H5PdpwUpZYbXjvLU3+Vp1dR395yLgz/vDaVuLcqs9OLksej0yzSoNXtSvNE2q+iZQBUNFOhAyP4gyPyI8aq1Lz1hHCzSMkGK9TWptZsJwsdhFFxaOHt9XamPvfVk2I8yHDkSlXNdcy0FlxoFlcTqUEorR6Wp0SbQluE4mkyH7ysH6BEPTibWpTNCpKffvsa3dZ9ao+AKAa8WjCWKiFufYBANU6lzlnTh0bD+cPmkA9h7uF6OMe9/CAPhgGC+BRUdWSjqRvnEuXzr3MHIMoa2b1YQR9iL5BgL3NdGiE3GrtelrkPyHztokCWEaHiDuGuK0keYWHQBY7PNPP0nfBcuy4FgCsx2Sbw19jxXYeDupfFbGU9dp4hidGAWzms2N0RXWJr3fVlx8DW3FIROBaNYetZ5CS2gnF3REi04mZcNhrqdEcioA4DE6nOYXPIvzziIfycIlUl8oi46L0fbnKLOE4Ii2Jj/jyYpZ/kJtWx9+FV9NWKcZiScOTODQFfDzF24h8UbJFjAj1qLmVucyQrorgQtJnlq92HIimlgyGYFEdITjoK+jSOJOGBMUfUFVQUenHXG6WNa1jEUwsxoGQ+fv7tgpoABk02kWogXHSWHmtYeiLN8M/EroHDKItPaI0uylUEB7roCqrH7Ja9NLU4KOAHnjZVoXWnFAMRg6ZiSVkp/RyNws4IUbgVd/D5z3DNBrjG8lnPF3AMCo7E1wscHvXN6gn28SLWjI/BT/3p+z9IXwP2HRWfUpMnPeRCM8rEQdLBYzw8azdb8jRbPoeB6dosaVGMHgOqXW0fFYzIReyXLxlOEYNWIIIIQt5OHg4Qv3hvfI/cDK4JIaBUg7kYzAs2y8/aND4HlA+8+imlA1xTFlTe1ZW4HDe/TCQXUu8LZ8vn9ejObWzQPIRubWGcA0qTVByYFCPgc4Ch0StMqbEiuYRAPthUyMhTzsMFFLQ1U5fnrUWLz/0NMAADs26xof0f+fVvCJ+578fhenLXT9mXiGnQ/H21h8zmy3H4ZXtcHauApo3wC0NcFuWxcZhbJMyR4n4qUZPdEoYrVzFoewot8T1wCAVi/rC81M0BEwacYV6NacQiPWS+NaimWZGtcjfo/gZGmsaJ/o/YXWjYT8lFvIFdXoU5nRAISp2UmrMGzuqQN6jRSs6HmAxloMej2ptIlZ5DsrWIxOKOhY0bprrpDUiu13thjTbdkhFZE9B+i48CToehadcOED/a0V8nftzcCsR/zjA64EqnqGX2mJnE5I4T0i19b2iXzNpNLgMSeMOwld18J0zynpW34Yb9GxlTo6wheApWReI5hUyi3Bvx4t6NiEVSgUkBSrkpbphxvJItSZoGrdM4TrGmXuBoDu1RUAgMpyWat885m745lL90PPOsFKE7guphUNRrjQJasZLZAyOFa8Racjp7HokMkIdBZQO9KmZzCia098kmkq7uzFG4HcRuDtu/zP790XfjVg4SOoswJBp6KBuB4TEKS7E+6JECZ0JFKzMaspsQuux9/lfDtw91Ho9uS38Ej2h2F6ZOl6WmtMlLlTC4aSfTWKCh4EyixJCV3XiHdIVbLYtg0nolixMb5/nfTOuqqwFaCg0ir4a6gs7aA840TohZqMQHecSqXwpzMn4sBRvSPn686TrpU4mcy2h+q6xjS/cc8lUTICTdIIirlzNcxdKMCz9y7OolPUdU1A3HpJVAicdY2nWdT5u9mzAQCvu6PgZgLre3sT8Od9ccXHJ6ICbdK9UDRSGTxyrC0krMQKFYfYgxZO2pDxheaymsjZAxc/hoObHkZ/O9BUCAHm1NzkKxcXwuT50OOp72FS17W7//dZTA+NoFNUkNcIJNK+T1t3YpN7EH27jutakHXNsZB1hFgcIjkVICjXHfpZUSVNvhB1dLhLiYf+lr/gVmQH+V+unQcsmO4fjzoaqOgunkgec1O0ZqElMPdyAhnd3MXxkqeXloP9bIeeGwhpNzo3WsgAYYJlfpKiYFWQGJMEZsQw+QFl0aGLQqnuE13NdS1NBDoW4GCnHv6mJ7rr9KqvxP+uOAg3njRB6p/NZDCsZ7UkILoa157Qn1VyaaS1nAwOXNKNSkRLGwtglt9z2qIjriHxPSTWk05bFxOXQgo64aAecN9pwMvc1JUqtKK71eR/ICw6VpzwQrpaaC4vrhvpWbA2/6g71qNjyQd+46xHgA3LAAC9rTWYbM8K+3EtNa2hprJAJbE2yc9W6B/SBcY0JM26xlzXiN88/GhLVmj/2jKjCwjKF7WGgh21mmhdaIPvVBetkb38MgPloqscC2ZVlDO82nnURUVyMe0Crmu1Fb6gwxiMgicyENFkBMlSbQd9NZXcqdS56nGY/IL9TZiMgL1Z+mQrOgUmYUEoIVYw9jyhrZ+1CgDwmdcHHhN01i8C1s5H1mvDRPsTAIKbKmndSK6IjbP0qrDCr+MFq1ZkfK08YdHRQjsfeg8oeEQfjXeKR9Av9t6JKfFf/nQlZi9rjkwtX3Bx0zOzi04/tBRF3F+j7p2ilYZ61/NaQYjoq1wvT/BDKm1KsaQonRTMEyftWMimuaAj8ZGEO7FIk3W0PqTfqajFPw5dTtBJOewl90KLzqLsEP/LlpUAPKBhCFDbD6jsFp4XZ7ZOUjBU6x6G6GIVP7MX/vmPluHtz9cUv0FwkyyTdsWXQC/o0HMLX4qIhlWem3g9aKRvKjAspQo6VnQMaFxUrjpqDH56/BhMHtpDau/syQhUpG0ihTBsPHHJvnj36kOQEhem5aBvXTnSabXQKuHyZ0WZQ/9ztF1XJ4rBgUsGxotoaQtqb6gadYuw6EjvhdiVMeEaTSq5MdMbsOq6JuGtvwCzH9d/X14fzJNgEJK4s5AWFgExjJAFX8h5LHsVyu88AFj6PjDrYWmIo+3piCQj0D036hkL74o0Sy0jyNttxaKDhJrCMOuadM9Ri46aLpRKBKB7vz1Htnb6fWmaBPhrbd/hPaXPj357H8z40SHIiOssTOJAK1xk6zbR1qktOrLrGnNxkRmzqLWllPTSSTJN6Sw6oYDD9u+EyQhIDbaG6ZfWLxHwL4Lc43VKgRhhojdWAwCWefVw00Edv9XcinCo/RYudh5ENnCzp2iLNi1zcOjplBq6eYqtFvG9hq61eRk/zkIRdO7OH4q3d72RHFjHOynqD6EPMY8EddfUd5bxSc/OWo4z//IGzrnrjcj9bGjPh0UrddC6rsVYaWiLjrgWdBYd+nrUmiQzRZZQP2hbI5cX6ug4PPmNuPdInkFEkXqtUiN0XfsCWHTK0v5N9rLW4GjnNQDA5+mhcqeqXv7fSp6ONo6Q6NxZEmlMGFHVab2DH+u1z1bixFunk2PIYBad4IfVZdSS7kMjhGmsKYy5kKRroiCTLkbH0sTohNkypFgDJvzIc2ysKcfpkwYinVbifDq5RUf9mTOEoOPCRtqxUVeRIRermg6cEjI9SmgEZ9Rk4kC7sYXnJLLo+IKOqwg6lmURQjw/lLX7xd0ZSN93DeHKOCWQp+7Dw8N2qyxMRkCu6wSyCxV0rPQmj8UsZj9M/x29rLU+U/fGbUDTYgDA2gnfAgAc67yKPtaa4LzizA+VjMBOwPx4OiYkLFDKLDox6+21PwG3TIYd3ENRi47twHHoTdwi1kLE2uwUz7qmZlj741d2w547NUp9046N+kpl7dn02iNjUIT32A0keV2yjs4A1XUtdBnRuNDqsj96RZitJK42cQwNo11xLjiuYtHRB7nTCp64gqHymqXWOr2GJMY7eC96BWt4udeAQjpwPV49J+x3ZupZXJYWkiYpnh6R68VYm/S1amjo0sBT47Uh67s4Z2XXtZ/kz0BL9WBl4Oia1tEsnXKJEjJ1z+J7h4/ChQcOxQkTBwDwM4kCwE8f9zPeLV3fJhVjBoDmtnzsuzawm/+bdasul9pLcc0c0sN/Xj2FBEGlxukmjo/rzAoXV6ijk4p3XaPCM3SugtDxnAnQBQUd/ybH2fPCtrmOsgCrgk1PdF2LIXK6xapzA5FAaiV4O/uRQ7/pGCY+dCMJtbxxTBW0RIxioMXPosbPYgyGmHVN67oWZF1TzYiMiAvMss51zbLTZLtjecjHMOXbE+rvR7muyYJH9LlZjmrRCbLV2cR5qiBAua7FuFimUCBruogIXddsZW62TYxZXJMKbQYjcQi2idPvrmgtnF4YjW+V/Rw4/s/Rjko8XovDN+m4mhTtVjbyvTS3BBYdj6AR3a0mfMkW6np98ADQ7OcCbxp0BF53R4YaXmlu2t/RjhzLaTaFlNUaukBbb5mgU2S9NS8HnvwBsGIWamb9I7iani76FdQVYYJ4l3WumUhFLToFSTuqKAlSKWmMvLT2hLE1rg/fPGg4xvevw5h+DdG5gbuS5DQxbJ0BTNApzzhwbAuOFXUZoepziG05L3rPYl9tpkhP/E1FhiXKpCCp61okRofe97R8Pql81NAh0qtDtw6jioNMEHC9zKtHIR24rq3Rx4VQxYh19DsuqYIEXSp8Phh5DfGYua4tbuNrcINVhTxSyJfVK8PFzS2ed4okRVGPBTRUl+F7h41EbWV5MHoBbbkC5q1qCfs0t8trtKktV7RYKAB0rynHy98/EA9cuJ/UTmVSk+JuhLV19Pj+ePay/XH8xIH8e22MTtQlTuxD17vqGi60LB6VJSMIkzVo+Ehu6aVd10R+iHJzS4quJ+hkotrfj+yd5AZmyankgs4mZ1cqxTSscV0LXSaCH72pNYdiYEwHYxZsycJCW3F09T5sQngRP4sLl8UC6c2IhOuaoB3Ne7bwPONd15yUhpEHtDVdOgNYZhEGJuh4UmyT5rnZFJMqaCko1zVLThpBWn805l7GeNgJXNc2BhYdz5YZTSuYgwhPqxggNPcxTIMuCDid4ve3DpV4H8OB7sPkSY86Gtj3u0AVd39ssUVtpCiEsevxuT1TcaTmPqIKEBnFN/RLUg8gYxXwvjvYfy9yG4HmJQCAXHl3PFnYXR6NsujoGKG4uRVxK+PNzCrIvi/ybsz4W3iYbl7oz0fnQgufbulidOS1wNa/3NdKlUWm4Om0fPDXg63TCBIWUlUjeOS4fnj4wr1RWZ4lz2Pj5fPF6fb2RE7IdlSRcWiLDuHGpqv7Ibb36+Yz7+P6c0EQoLNHlWfT2G1gPaaM6qEwNGwvC/5uQh0dPli88EIz0CKdiVpItVIT4QHij8E/FGBhJeq4oLNaL+iEdEjzPWUB1wts8fxJ3HlSMgIvg468i589x2tbNQf0NJ+Vf3+64LP4fbyVhhQydcoZhY+wvQI+X71RmtL6jfIabW7LS+miKViw0L+hAuVZWQFCWT0zGd5HmpuTwk49qmTeSeM2OmloI/beqRsuPXQk7ytmikyU/bFzIi/W0XGc0G3Q01jCwt8yEc8ZvG+bkF66ywk65Rn5Jndt+xNW5itlrWBlwPRUdAubqExUPgLTGaGp8b/QERWhOTxXFXQ4o+pfyV9wTW0xgg5jOix5c/DnpmEwNBmYbI1Fh20EcWZEKcuI5IrgH4sWHZ1vJWfY412wwrE68WLOKZmnUjar8sufhTY5gIbZouodxWUqkbLjaYQeZp1JJRB0WtuZoKNkeSNjdHRMeDhJYW7FhSLdBi0mI1jvVfq+45VyPBdGHeu7OokWnVRxi05H3TA8U9gVf8ofhZnZCdG5Cx8SxeiIzcGmv6vtu678Nn8SOir7SH3as92x2OuunCgrRaJzjzJs4u8vZU3TMHfSaKHGm1l0iliZV/BiiKlWP/Bam3UP/jNQBZ1Q+6lJDSxqNyvKoskIXM37BPiKoCQ+3pZOyZCK0iGPYPrz+c5Lk5gmNePYqK/IaFxGohpmbUFRgdmqKsvi/WsPxd3n7Sldk8xKZTn41zcn446zd5fabUd+xjZcPPb+Epx222tY0dQWuR+15pyrY+4tzRpAlLaI62l2+fjINcXf/zNniPgNeW1xvDWoQwEOcqnAdUlIKx25DhWAr3EFZcx9ouKiMW5s4rfi3PsVeA2gdajC0vWtaEJF2LbB9uOOCqlK5MWKJKRFPl4go5NGxCvG1PVrw8W8VRsgYu3GDunzhgSua2E9I01cobguHCeF5y8/AK9ecRAda+LQdEg8ri7P4h9f2xP7jugVtlExPAB3p5PGKnReOpQT6uhk03b47F0NX0PG6Gj2CMafpr4IFp2soOWd5/bEGtT4DJzoU1oVtehIEAkCewKalMrahUsMp43RCRemT6LWqxYdhaiHbiQsx7i0AYvXjTcNU+mexc+y1i0d/KWzrsnaWL9PSoivkVwbRGY5LE6oMPcput2fWOddzGqa5jTTGDmcQZMzh4hufFFTLcB/J9J1DTIhtGOyrkmbSmCdUbOuNbflsGRdqzSHjYGgo7rV+XKO5t2GunEFhCuJtSHGMpFyeN91qPK1vELcHQCgOhqPt9HhgbQrUnwzCa9tO/h67nLcmP+KskkLBDZ4bnpBR8eY8PbnvV3xvDsB7VX9eN9MNVynDIs95T40qZapa5Ri0dG7uci/U9H00mvmRZqoQqzhR9uOxOiw91Oq/SOsC3G9VJZHLTo61wfAp1c61wdpjTCapbiuhfSOcqsTxst3Ygajg2lSHQv1lRnuJq15boXQGkPTmLzidlZTlo4Uh6ZccFzLCdeMKFhZituJ5bm46N4ZmD53NX7xVDQrFiOxbM+Mq4Onghcups97qeZYtHsptHsp5Cp8JYlb1QePFvbEvfkD8ZeKr1JXAzQCxyrLt3bk05VSbzWDpT+lKHMvTlPiP1i7RpE5v34ymr1y5D0ba2tGkn3IiwjHZQhclj0LG1GGeatasNKrC79fb9UG07XRkhKTFDB6msSyLFppooKqLrZHrikkZ+6zPRdzBbc1AFirWnTa413Xwt9B4UOowp6u5WBw90r0qStX3m9mmRAVv6K3C+GCJfJZhGsbANRUlOPF7x2A578/hY8V44K+PZEX6FBGTC+tyaQW/pYpmn5TPKdF8Ysx6HKCjqgpnOP51bdbcwUgW807ha5rXPsrLqSVmQHCiFGtxBxrYOR7/5B+XLTOlPdnzATbfCRB5+2/Aj8fCHzMM0gxiw67V0fSEmjmo5ubokkLEbquRbUSSGJGDKVrvrAl82qCWBOnqEWn8y9mhtB1TcgW5Wp+G9WFg8EhmC29RSe64EkLGgA3mJPquvate97BAb96QfJvbtUKOlb0/dK6UsRoK2PiYCSGRnieTV6l756TLgOywmZbHdREESw6G4UYnam138CzhQl42x2GfHW/olOfV7UrNnhluDd/INZ2nxj0jVvzMu2whcFn2b6bXWtFX965qhEFz8Nij1ub/etYwfm8TRvYy56n1q1OZ9Hh7y239AZ9i8XorC0u6Kjpum3LicboMNc1m14XqsYzej16LQC+ltXWuo1G156juD6kKIsOoWQo5Dqz6xrXpDZUpLnLSIxrmtaiIwn9NP1m/bMZIYU3VSdJPDdMRsDp+/IiFh0qRkefVVB8JwlLgTBE3s5g9/ZbcHDHr1AIYnkt28K3cxfjqvzXkRNi9+prOW+xPstrMLWAB69/bvs8Rc6pku7jRucbuCF3mtTG1nqukithlqQ5z7Eq01fsLN+Pcp9LaiZgQvufMab9L1hXzd1657mcHqpjqVhq+/f0q/wpAID5qzfiY68/rsmdjXVVQ/Fi2YEAfNq0MVUnjMeUJDpLEk1oyRjoBIWSuesxUxwXMF8RdNYpFp3mtnxskc1w/irNIlwztck2QuWj/P19X98Tp08aQLqeyymV6XUI28bAbpWoqxCUqJ3IhdZ1PTz2/hIsb/ITQbBsuSnbj9FJBfFrOp6SKmkSy3N+EVzXkOYm1U88n3Fp7SjI6RCZgNNrbNjUJ78gPP5fw3G8L2MahcX1vjWKf19KVhNNCmf2YjdYzShDO5o25oB/fxW45yTg7buBtvXAw9/0c+8DQjKCqCuZVvDS1NFhDIfqjsT6U4KO5CoXwzSIi5WMyxGPlWepujNIKHReQSfiusYsOilOjOJim6SYAs/itZI0RUApQikzZhpiHFgmUlYhtOi0dhTwypxV6Mi7uP/NhWHftlDQoQhJUosOcy/QWUWF1lCzSX4N7HxCeLjQa+RJIPrtxvtUBxv64H3Rmq7HIq873qnl2q+WVA2+lvseTuy4jhNVzeU+aJiCMe1/wVX5r4cCorjGysE30fa0YDWqHh0ei0LNXGeoP4dywXWtsgdcz8M6VKHFIxIhaNZbXK0iyS1F49oj6qAjWdd0Fp3Wtf4/AKgfFJ2Degz/d41kNiPcV3WCfFVFcdc1Naug5TiwBAuSrBGPbpQqvaHoUJbwxS90YotOTnRdEyw6LmwMaayEY1uoKBMUMSXE6Oiy49193p742fFjcdAo0WpKv7OM3jlhjA6noZTVNGmMjrQnib2IZAQynQKaUIVFXg9Qyk4RAw76Ov5d2A+nd1yJxZU7h+2X5C7E7fkv4crcefh9+fkAgJbqIdK5cwo98efCUWj1RGHQv05HzSAc1f4THN9+HZ6o+0r4/aIyMQ4xapnaYAnClGUhjxTakJX6nJv7PlZ5NXi1wGlTuxBjYwteJD+puw4Xd1yIWwrHAGDP3sJfC4fh0PZf4JZV4/1zLAsVtdwSnUkxqzC/7mdWf36fosJMExNEC0v0bxYWShbivN5ftF4cDeuIGJ04i45F0CZA75rJ5ybSFjY32cti8tBuuPjgYZoQAdqaSl3Pceyw/lC+0HkEnese/RAX3TsD1z82SyoJkg6yrjGLrJhZNy5m2aV4R+H4C5F1DcMPw9SyU3BX/jDcnT8MALCuNQd35FG8D3Ndy3KC0DfHBZ2WVAO+3nEZbs0fjabuEwDImthnNwrESnID4g+93aOKFtHMIPsR/5r5OW5P/xq5tQv9LExzngGWvON3bVsPPPRNYPVncLy8dJ7kBqJxk9Fpnin/c/9zsIiFF4knLtCZESl3NP696FsvCWeSNC9ov1NRaT68Vid1XRO1FgwpRkhFwm7rFjYTEMV4HsAJhWX6PDlpRDRDm0sxwuCbDUsv3ZYr4I/Pfxp+v2BNC6Z9tBxXPvg+NgTJCEhCkjQZAVE8V3Q/mFs1gQ/JDlLlIdP/OrhyAnX9sVvbrTi/41I84e7BBcxj/wjU9AX67MotuXUD8Le9n8U+7TdhfuW46PylW6FtsJb0f/DXSeOv+UP8uXlcATK395dwccdF2K/9t1hay+9p8bDTw+PPMz7DcteHwkZb2T2o+m7x9waAlw58sav74nO3B9q8NF7J7itOOjJTrRVXo/GWfsFIemkXmPEP4OkfAW4BMxasxeX/eg9rFgVuRVU9gUbuGiMLXqrgYUv0FKCtup600fPj6goiGYFkKVCzN6YkK6SU8VBSvtCusoz5rqnkGvrJw3rirMkD8aOjRvPioTGa1Omfrcbnq1uK9tlaEF1GGoQYHddy8PR39sOH1x0mKVcot5w8HHx59/5IOxb6d+dWDP7byb9z77oqfGXSAGQyoiWbdnsO6+eErmtJkxGEIwjf6o7F5qiA0GZXRr6mTlGPUz2Go9dZd6Fh7GE4eTfuhvqSuwt+mj8D9xUORsHxx17dax/g/JeB4/4EHH0TXsmPAmBhhdUgjM2fywfeEMzwhkkXXJzlgg57TiLNejR9GHn34vF8rzf2ab8Jp+euCttW9twH9+cPQN6zsaSK07KlqX54xN0b1LNc0dzOfwsLqO3GhdoRvWoi9/Nf64Dw+JMeR+Dlwhgs9+qwopbTdTlLJ0vCo6MnYl9Z8VsoFPDxsmZkHBtfGuvPa93GHDDnWeCz5wAkE3REl2YRvKC5RjlDuP1LVprg+8aqrMy8x2Qao0IA0o7N12wncV3LFVz8dfrnAID/vr9U8nRJOzayQnrprEQjKJdWOtZbpCEhL7sJgk7pZ2xvZCrxUP1X8fo6XnizI+/i8xFfxeDZjwP5NqCWaxXeGX0Fdp11I56qOQmMPFgW8Iy7G55xd8PfgkVVVtMd76bHY0Wbg/baoeH5K6tGwvUszPQGY3G3vcL237qn4ArHT7XKlmL3CvpxikLGvs4HeG6ZUksnUwUUOoD5LwN/2BUDwvP8kUXGs65SYAKSJEogsnmJn0VNKbMqJLHohERBFJSE++zbUAX4awCDe3BXInGWThGLTmfNupYrRDXfKdtvc9L8t+lVJ/hqk4KOolUON2YNI2jZoSoszFykcV2TXIICi85QawnufexBXPWQnLXs8ZnL8PjMZQCAA4KkCmT6RnUTEHyRq71moV82mAKt2X2n/kvIzX8N+9gfoKl+jN83lcYJHdehHB2Ymx2Bk4TrrEItnnKDDGVMwKzpA3z7Hcm1DWBCtMWFRgV6Fwuir8AnXZM/F3/MH4cWuwqz2D05GTzi7iX1BYCWIV/CA68+gCavAq1ljQCa8GTrSPyYvRr1g8LbeNadgCOdN/BSYSxqq4NVny7D/h2/RQoF7NzYDRcKs+dzizJxaUtYLwnoQpgIJHhXyr1W4D8X+F+++nu0u6Pwbu5cPLamCWcBfhHmOu7yWyy9tGM5kTVdtI4OAjrEfl7Cda1YnSjHScET1hNdD4cz2yotTAV0r7ewZqvKsrj+CP/9XPasbNHJF9zwHIYFqzfitNtfw5DulXju8gMi89+a8DwvjBtk9YNWCIJOyrGRcmgLmqpJvvHEcbj+2DF4745H+AU03gLk89RkmwwZGkazBEVWB8G49V33Bh7L/BJtyARz03ky8PYM8kKz36dK0D29X7kXDgqO08LvRxmW1WWzz7Du2GeYJuYXPJ4w53r4wB2IP8zswOWHjkBH/iUAwBv2eAx0nwzGtiLXEI9XpbkF2MkHwfaVPfC/ws5oRQavOHuS56log7yOLMvBD/LfwDX5s3FG/UihPZ4u1lekMbpPDZA6A/j8VcB24PQO6Hd5LZ4rjIcFD9OdXcJzWsp74cxA0PpRNa9ztsKrQ5Xl7zkYtDdxI/xYLEzMvQUC62DgknbIzj0xsMH39NnYvAa450T/hMs/RXOC9NIisS+AM+eUe6dOuUh6WYDt05ZfuLgg9yW9XgDUVmTBnAfC0iSWaFnuHBad2cv4vj+yV3WYiADw14Mv6Pg3LVrIZc+gQJATLD6iwjwjtI/sXR+cRNOjYuh6gg6AmvKoNeWjVXkM/vpzgGVjzcYc6so9/PLp2bj1nbHY2foZ+tbvGgo6YnpnRwhaHP69aXhi2qe4fjDXvnzeuD92bv8LWpHFNWU85ucu90gUXA9LvW74QzBEn97cfxcAUOGPYymasJEL/yn36xcwcnOfl9uJTEXdKgWriUAE1CBIhkwQeGtpClTKRUCL+6qL7ekwkUCUiQeAGsH9pEcNdzek5qDODei8WddUtzUASIcWHc54iwtUjEvQxeiEXTTuf6KZnGtHNQyGSJiDOR3pvIEjvDdxhHUDZntijJowBxYbRvweqB+Mzwedgk8++wyrvWosbTgSBwRf9SwsC7u5QQKQXHkP3yXP8vBW+T4IkylbFq7Kfx2Ah78EsTYWrHBONUWEkbzrwfM8/71PEwHrgTuGbemZcAAoS/PnIyY8oPqytpWoh6OPxgtRVZHFGTm/IOhuQXHjlajH7m0347ZJKzBhn7NRWObP8/rcWXiiMAlPurvjQaZUDDLc5ZGSNv/aDv6Mm2uVFNvRSQvz5MeL7L4Y6frWvJAmBe/N0IKcDndP+yNckHoEudWBdbznzrKgUyQ+0LLtSBsZp6dhGmpIi47GNQ3+++rphH6boF+q6xqhZKDmls/l8Z93F+OSqe/iT2fsisPHcHr/2UqfIZ27qgUrmtvQozp6D1sS7fkCfvP0JzhoZA/sOrA+bM84NhoE1zVJUSXQoSPG9cV7c8tw4W7DgVf9NsbQZVK29ncSQSmqdL+TSvfqrQ041XkeDxf2xpoWOa4CACYsuR/D7Pl8XOE97l7N95aack5zZ9s7YffCDDxa2BN7BRZSUXh9bP0gfCc4PmevQZizYgM2tOcxtDHw/BAFjxKUIgAXlu/833y89MlKAJDu64HMMTi5zRd0+D5Br1PLtvDD3LmYZH+Ext6BVde2cXru/wAAQyR3PdkdrxjY923IhoVlk+DRi/bByN7VvnBYewhw+SfygJaFr+a+DwCoS2vmJox3a+EY/NK+zW+fcGYwBD9PdnslLDrB90wgmTKqB1Y2+wkVMuvm8lN/NQw79/wePoQQv03AUhJRiYLO2ZMH4siOfsCH/ve6bKoU7yQqkbOZNMBy/xC0sDybxjPf2g9vzF+DER89C8yX52ZZvMSE20nc+kU+OldwZYtOEKPDnmWZYNERvQuZQrgiy7/vXsMt6wO71wBBpvNK5nqroUfF0CUFneoyIS7EAjwPmLWkCUeM6YVfPDUbt74gbtoWPvQGoZdgUq/K8uPx/evC44pMClceIcTnwN8EWxFUWRfaPdi4veC7y/2RaWh2Ohgfjvk+/jgjj6/v0Q279vc1L7biKtGnJVg1ky8CNiwHdv8aMPfFiKBDS/58Fr2a3g+PF3XbBxRCgSbi7sEsOmKMDVusYoIBfu3e9dVA4K4/sk8gDFLZ1YodC2DZjyjXNauTCjpqIgKAjtGRXdCiz0LNYBQK3JI1Tac9iroYihrv+qosEHjQ2Gk+J9vy8JfdFuLtocfgP+8uweWHjsDHy5qwU48q2JaF9TNWAW9BckXgF7Xw4cTrccHHvqvlOWU8FmWF0wM9CitwR/6IUGPqVvfBIR2/wAavHMOrhuNbQXtNOZuzxe9Zukzx3Xp9aw41ZWlYlt/3D9M+xV/+Nw+///IEbOzw3xlRryBmlmNCTe/acnz/8BGY/tlqnLPXIPI6cWyOLuOhSFvKhZpfK1GP41+vxznOMuwRKFKWowGPuZMBgH4WwvGc+n0xfP3/cFP+BAwSKpRf0HExrkrfi1cKY/DloM3tNgIAUPAsLKrmbnzXVFyF7zXdgBVeHSaGTKree3myPQvLmVDcayxQzhlqkfFcXDMeE5f/i8+bEHRCdwXChcMfj/evrZIrlAOKb7xKyxx91jXKqqDSoxR79jp3W8sBPN+i8/ycFQCAf7+9GIeP6Y0VzW145N0lkqX3/YXrMWX01hV07nh5Hv780lz8+aW5+Oj6w/m9OJaUXtrVuB73aajC9FMPQn7d4oigAyCRoGOHSjSBDmky6YVxUMHfRms9fp6+HROsT3HF8m/g7DvfgOt56FdfgQv2H4K6tXxvA+T3bWBfTnt27s6vcX3FlVi7agkWeT3wTrAmnZ0Owh/yx2G6OxpzVvGkBxMG1OO/FwuuoQpaOkrbf5qDkhFMyAGAN+evDY9fW1eHM+0r4KCAv9T760ib0BHAPYVDcE/hEEwN9gmxb10F3zsSGGNCiEmQTpjYj+xzycHDcNLEfihLO9jn58+he1UWY/rWyHRZuWg2xd8bMUZG7CbSt/yYU3Hrp8049ZC90MBiLIW+3ap0RZyZsMwSWvjv+G4DG/DhBzNQiVZYSqHWo1fcgn/je+S98ivwaxRggz1dJ5XGdceOwYePcb4s4uof3C4Vsyz2zWYyoaDDExekpO+H9azGsJ7VeG+2qCSNrqfOUs+rqY2vkZb2Qpji3rZ8K5bncWFUtNK0u/x5d6sOlOB2lA8F4FvCGDT0Owm6pKAjaiPG96/DjAXr8Mfn5+CPz8/RntO/gVsVvrrPYLiehwsP3AmV2eKPYN9h3fHXV8uwvjWHiQO5paexOovFSnpeOGnsfNL/4ffHu5Jp3HaizIQHC5/2OhJrqkdg1z71yNT2g/faLbCE/PtxVYOX9TsCfda+idfdkXDTQoCiCCUhgjq2qJVgi7RMKJxVKQSwilaa0BSpEcKSbJRsTql0VLtkuTnAdX2u1fOCrFAW/2xZ/vdSAGpwHdHtzbKT92XjA3L/sK+LjlwONlx4YMyZx7O6iK5UGncOiiACXKtsaczZnmWF03FikhH0rKkAlvvHoqYEAPoteAT9Jp+MY8/aFQAwulclv7+FQfG1dJTRBCCtlYywuf2q4VqULXkd9xQOwcGCW8ZnQVbE4cIYFx64EyxYWNHUht0GNYR9w/soVs8FwO4/fRYZx0bO9VCedsLN+6w73wj7pATmfUTPasxZsQHdq7IY0p1rdy84YCdccMBO2utQDIQ4N9GyVyEINKISZnjParz86SppjLtfnY+7X50fGXtYj+rIdcXjd7ofix9+PAhrUIPfC1887u6Jx9v3xAkT+oaCzth9jsY+z/wO67wqjF7TDyzn0xq7G07quBYA8AZTxhJrc5lXjx5Yh97WGvTOBS7CvcZJE3ovtQt2DY7n9jgE9370LL6S8hkCx7YjDzB0H7HpdQHh/a4lkxHEua6JDEZU0yrdq1qHJxR06LXHlAxuvgNL17XAhou35q+G63r49r0z8Ma8VbCAgBoA7y1ahymjekDKZFcKHWJ9QzpXiPR9a97KkA75bmsebHhIWx66VThwrGihPkkDHaSBdiQBkXb5i010o7rdBHBSTsgIsqKjavzfl1MvYDkakJmbwwOFffGK1wfr3/onbsmsk/pJVGH0scBDfvC/Xca19W1WWZBcQGCPUxl8NOpivDpzGXYdUEfeB0NNGd+H6kqweOwxqAGDuldg7kpfuzSksTI8FvGyOw4pW6fg4cfivTIhoiLtoLE6i/Ubc7j6aJ4QQSSX4vwZhjZymrf/8EbUlKVw2qQB6FvHafzbn3OB7Pz9h6AiqFX4wvcOQEU6Fat8siwLewxqwBvz10jtg7r5PFf/hnJMGc2zwP32tN2QK+wq8UiioqO7YA1Np2xBmAjcbIM9LQUX9al29Pvv6ej/2XMYkBmIF9buInG11V4Lulvri85fV1okdLcVGWvhXe9eUw4EsnNdoJwpEy0T1fwZ11WVAcE0PIKvkxRnsXQoJ9OLYrxMyDuFg28i74SAJrlh3+bWtlDY3NjRgZzrc0UZx6dZa5pbQ95IdE0b3FgDrGDXZc9CQ28oPvKL4rp2zC59MP2z1ajKpnDN0TvjBw+8j1lLm8LvT5rYD/mCiwNH9sAxu/TBZytbwkUHAGP61uJ3X56Q6Fo796n1i0N5slbi96dNwFMfLsNeQ7tFzkkrgo3VxhfaD3PnYo7XF+u8Knx831oArwEAGiozaG69GZMxE3/L3AgAyJUHbiOZCsBOA24OCEy9ADDuqAvwsNsd960chJ+ObAQ+2gVY+h55H6rVZFAQN1OezYT+oGyB1QtBuUN7CtnsqJdRm0M/fqOsCnzxB3aPmpYfzH8buOEKYJdTfZ/glR/zL3uO8TNvvf9Pv+I84Ev5Y04E1i0AFggxULX9gRFHADP/DbQKhHj4Ef7Cnc3TeqO8AfjSL/04ryevAtqD323AXkBdf+CDB9Do5jG3DNjoZfFwYW9MsOdg+OwFfj9R0NG4/4ULXi2eSgREejoBkWW7Eb5PadzYrLWf8/ZsLbB+IXDbAXLf0ccBLSv9GDEAGHUMP554bth18pBu+P7hIzB3ZQtO24O7Ma2qHI7nCnX+cGxYiWHnH2rK0rjiCLneg+hqtucQeT3dfe7uuPn5OdhraHc8PnMpPl2xAbnAdN9BFEDtW1eOU3fnMXqXHzYCEwfW49Td+8du2OL6VgsTA0Dfer4uGgX3mWPHcw1zj+osJg1ugOcBlx0yPEi92Y5JgxswtEcVXvpkJRatbZX6//Eru4aCozjHtLC26iszWAN/ze67E48V+MVJ47Bg9UZcMoW7s5VlUhg1aiyembUcJwmaW8mlL/ilNjSOR85zkLYKeMsdjiWH3oYH31uB85ddi8mOH5HkWQ6sHqMB28Ha3vvi6YUO/lV7Itibsd+IHvjKtLMwwl6EKrSiEKT3/8AbgjGW70rSEhQdtDQKEPGXSadk4Tw4MTz01LVjp+Bq3OB61FYAS/zjllywsWtV6bRFwwssOiOf/DLuB4AyYGGhEYvfvRl7Lrgff8v+B1nL1262e2m89t7BcOcth710Bh+vYSgw9ECfZrU38euNOhpobw6DpwH4iR9GHwd8/BjQtNjv57nAkAP97KIfPYK7PBcoA5q8cthPnIppmacw1F4K/AzYHcDuAc+bEwp/5oVjpmEVfw9Lc/86RRWjOQ0CYzqiT1143Ke+KtRil2ej12O4JPUgAOBbqUel9iavAjWWT99XeHUII1fS5cAFrwHv/E3aD8X1K/7Evzp5F+zSrw5HjlNcyxWUpR1M++7+uOPluThEYMzjcPqeA/Clsb1x8cHD0KumDI5t4eNlzTjippcjffcW1q74Fg4Q+JN9duqO5z5agdP3HIhx/eoA+K5xz1y6HyzLkhS9I3pVBeN2w6E78zl///AReOfztfjlSTxmpl99Bd69+lDt6z+mb00o5AC+5TspfnzcGBzzx1dw8Cju3n/4mN548XsHoE9deYQnUj/PSo0Csz3XNfDMbunqRqCVucr55zQEQsUwezFm2OcCgRFntP05Rtv+fnd7/ks4zH4TA+yVuC3z26Jzd22x/l1UMaBzRxOtDY2Bu1VdBX9mfeqFZFj1VcBi/7i9QChWBFSJMYrEtfved5B8wsB9gJrewIcP8di3dCUw7hRgwWvASl7wGT12BvrvAbx/v8w77XyCn/V3wau8b1HeycbJs/+Lk4Olv9argjPtZLySfRT9rFXA9cDJAJh5zBIsvfVVZVzQiXFpJhXGXxTXtQkD6vHkd/YLPz9+yb5obsvhxU9WwrEsHDFWJmg79dBYOxLCsiw4CnGYOLAeEwXf6KLnt3Ct7ns9jsMHy1rgeUBNWSo0//n+vBZewjjs1fZ7DC1rwk1jAmEsUwl85X7/Bx5yQDhWKluO404+G8exhi/fC0y/GXjtlsgcGmu5ZieXqkK/cf5i6V5TATQjOA4WKeXXDiiuHXa0TYSOobFTvsAGng9dLeDHJ9oCvHVntH35B/4/EW7eX7wq1i8E3rgt2v7JE9G21jXAA+dF2xe8CiyQmyqsdnwlJTAndsoPrPxsmv9ZWKAVAuEa15+5/HGCWYDNN2lJeyT0EXh65gpZJRRW3KmXKJAKm8ikbwAv/hI44uc+o/XstT7hYtoczwU+fJD3r+oFTDgdqOwGrJwN7Pf98KtMyiatIFd9aSQ2tOXRmiuEwoDOP5uCY1v41gFDsWZDB645ZrT03QEjeuCAEf7m+Z0pwzBvVQsKroc5Kzago+BidO8a9K0vx+oNHbBtCz2qs9ImOrh7JQbvMxhJcNS43vhg8XrsP6IRewsKjCPH9caC1Rvxm1M403DYzr1w4wljsf+IRjRUcsbcsixM/cae4fF/L94Xy9a3YUxf//dpbsvh7699jvaci9P3HIDGqqw2C9wRY3mGozMmDURteRqHju6JeuF6p+zWHxT+dMZEvLtwHcb14++FZHANjt3y7jii4wac5jyPe73D8N9J47DvhAKefWgeMOcHAID5fY7EtNeWYNWGDjy0+jtYnm/HaOE93XVAPSYM6YOT5l4DDxYeCwT+r+Bn6Nc+FwfZM7CqzxHYB0BTHXcNri/jaySTTiGoW0jGiOmyHbHU7JZAQ0RBR0wKMqC7UFSagkZzqxYoBYD+9krgkVNwqUK6slYO+7c8GbqOhljzmf9PhOcCs/4TnceG5cAbf5b7AdEYTgA1Vivw/t2o0uib1rdxwlFVngUCGWtkIJCIbme9agV3O+FZdKumGV7mmtmrju+vYl01ia4HNKm+So7XXO9V4B13GA50uIIub2eRz9bho52+hW4Ln0FuzUL8seoS3CGe2GMUcPgN0lgHj+qBj4MAaZH+VGRSOH//oeQ9qBjaWIUbTiietZHhz2dOxKK1rThmlz6wLAv96vm9jepdg6uPGo3rH/OVBd87bATuf3MhbjyRZx8T3R1PFhQSJ+/WHydN7BdRzNRVRBUAh4/pjbd+OAXdKjNSf5212iasSX86YyIeeW8xfnzsmLhb1mJEr2q8+cMpqFQURAO70bHDKhoHjsbuL9yMA5z38Mvdvxq2Zw/5EfAP3zWz3Q7eT5XnKK8HdvkK8NrNYdMb7kis9GpxlX1f7LVX9+a8pGuluKEjWPd9Gvj7TbpSCX11fI8jrIVJQxuJ++C/S79uXPG7ZiO3sEiFkEV8/kq0LdcCvH1XtH3Fh/4/EW4emPnPaN8SeKd6awMw8y7U6DZ7USFOuQjrhBuqr5SqPJnvZpcUdChUl6Vx1Lg+8R23Bw76Ibz370f7sbfj0b5j8OnyZry3aD2OGtcbS9e34f43F2LnPjUY1rMKG9ryeOaj5Tht9wESA4WdDo6/Tm0/n/j3Guenrx7FU2437nI48h9Nhu2kkJ5yra8BAGCPOQHeio/Q3mMX1PcKGMIeo4DeuwBr5vsaR4aRX/Jf8soefmpfwM8YN+JLfozRLrwWAIYeBLx5RyAACL7Qk873hZdRx/C2fnv4WZ3amrDikD/g0PubUJFx8OoBs4HX/+yntT3uVuDde4A3/+JrQLM1wOQLgT2+7o/x4UPA8z8FKroDx94MdBvqW2Ye/Y5vnRh7EnDwNf6Gu2A68ITPxOGInwMDJvsm3mnX+kKAZQMTzvCZ/DVzgf9cCGxcBRz4f5jb8xCccMurOMt5Bl9LPY65Xi8UjrkVE8eOAVJlwCdPA8s/BHY+jv90e5+E/LKn4JTXIjuYZ+57oLAPjrDfxD2FKfh6sF5XN+6BRV53pFDAvNo9cWDQ99Waw3H4+n/iDWscDujuM+E9RuyJlpqhKGtfjboJ/HoYdbRP/OoGApO+Cex1CSc0J94BHPU7P8sfAHzyFPDM1b7VcPJF/rmZSt86lhA79ajGP785WWoT3bmOGNNLPSWCHxweU9UbvuAwJAgcHtZTtgJWNGw+KZswoB73nz850n7zV3aNtJWlHXxZsGqp82ToXpVFd8HnvLosXdRlrrE6i6GNlagpT+P0SbyIYG1FGmfsOVB7ngrHtooqYtgcU7aFOV4//Dh/JnbpX4eytIOytIOTTz8f03/9LMqb5uKcz47Eus8+ks7vWSO7l1144E6YPnd1MLbf1qO2ArNWDMIn3mDcf5gv/A3d7RDc8vY3cKr7BEYdcEp4fm7cV9Dyxi14xR2LsZlK3Jc9Gfu2PQ8LHirQjg+q90GQnwkvOXtioPce0sjjCXcPHO5YyNX0w2vuKOxszceL6X0RsmzDDoX3/v3IORUYtcch4fXaxnwFmY8fgj3xbH4Tg/YFagf4a2OnKWHzK9l90aNlKZq7j8eJi78CFzZuSN+ByamPsdFN44/54/BAwadxpzgv4ILUI1if6YXzN3wdy7x63H3aSIyf8UNgyQxg4jnAPpf5D2nONODpH/oWiqN/59NtNw88eQUw+wlf41rbHzjwKj+d+qOXwMttxKLdrsTRT5bDgodvpR7Fudnn8U5uAH6EC/H0FUcBzUux+K6zUdW6GDOr9wOL4BmyzynIP/YqnJo+cPoGSrSyOmDYYcD8V1C2K6ff82snYYB3H3JIoftY/iww6VvAO38Fdj6et/XfE6gf7NPl4Yfy9tHHAcs+AHqPCxNZZHuPgtt7Aqw1c9B+wNXIjz0b3qJ1WL/+GdS+eiNwwBVIjT0FqVQGkwAAl+KF2SvwvQTWhUsOHo55q1pgwRJiAbceDtu5OF07c/JALFy7EaN61eCU3fvjwgPldT+qdzV6VGex26B67NRDpmdJMqExdK/KxncqgsPH9MLhCWh0HCjXuaQ4cEQPXHf6wRjb9wQgywXG2mGT8ZdhN2PZqrX4fv+Av+u5M9BzrM+IT74I2PsSIJXxvS5e/DmaUw14feVIPIPdcMnF30flExcDi99BS1kPrG1pQ7cssKFgo6nNxa/zJ+Nnu3NXwNYRx6Pik6lw4aBy15P9OYzYD4VXByG3sRljDjiZT3rn44Hls3xeqTYQVBtHAr3HA2vmyTzOiC/53iOVjagYFKTmSVcAI48CPnveVy4GyAw/GEufvxkuLLybGhdmIX3K3gcnFp5CftB+qDj+JqQy5Zj++nSMefuHqHabgIOv5vzaa7cCr/8JaBzhpzqvaABaVvn1Gld9Cux5gc+LAb6y5bmfABXd/NIN3XbyeafHLgXmveSP6aSBJe/69zTj74Dn4Z+NF+FnH9bDgofvpf6JU8tew0vtw/DLzAV4/LuHct5pwwr//hlGHwssfNPn0boHju21A3w+bNkHEu+E4YcCM/8FlNUA/SeFze64L8P66BFYY78C4Dex75flxTnFdwI0NTWhtrYW69evR01NjFbOoEtj8bpW7H3jc8imbMz+yRHbezoRfLysCYf/TnZJ+Of5k8MA81Iw6Ir/hsfzbzwSAPDIe0tw8X2+y8uvTt4ldD36cMl6vPLpKpy+50Ap4L0z4743FqBHdRYHj0ruBmLgxwKprrJbAjc88RH+/OJcjO1bi/9cuDds28LGjjzOuON1fLC4CT86ahTOnDwo7N/UlsOlU9/FS5+uxICGCvSoLsMHi9ejT105bjljV56tKpjzt+55B5+uaMZ/L94XZWkH81e14MMlTZg0pCERM/ajhz/AiuY2/OmMifjzS3Nx4xO+u+oegxvwg8NHhDGSF983A4+85/uj/fDIUfjavkPQlitg3LVPo6Pg4sfHjcGZJQiFcTjhlv/hnQXrEvUVrfQiLjl4GFK2hQfeWYTdg9i0pevbYFlANuUg77roX1+Beata4Hoe+taVo7E6i/pAi9/clsOj7y/FvFWqqQg4aGQPPPfxCozpW4PHvu0LXPmCi3+8vgB779QtwkQngfiM593wpZIYb4Pk8DwPnkdbWgw2DfmCi18+NRvDe1bjRE3ShYVrNuKSqTPwjf2GSNkTOwtemL0Cv3nmE/zs+LGhN8DeNz6Hxeta8c39h+Ivr8zF0eP64MEZvj+cyCtsK/zg3+/j/rcWhp//cNoEfPu+GehdW4bpVyZQzG8BJJUNugbHZPCFAcuAVHA7p/ydy8vzmjiwHjv32XLC915Du2HfYd2x907dccIEIbtQn1rs3Ke2yJmdD6dpLB4GxUG5ym4JXHnEKHzn4OHIpuyQsarIpPDgBXvztN0CasrS+Ms5u8N1vbC/63phxjt1zreesavUPqh7JQZ1T+a6Avh+/gzf3H8oDhjRiFzew9h+8nt/0UE7oaEyg/P3HxLGEZSlHfz5zInw4OGgkVtWsBaz5wHA6N41+HRFc6SmVjZl44Rd+5HJJm6axov0zl+9cYvMqyqbwob2PJ772Hd4Hy5YOVOOjbM1GQWToHcdd2MzQs7Wg2VZJWVOM4hHyrFx5ZdGFe3Tv6ECD16wd9E+2xOiy7aKP73ou8AyIQcArnv0QxwyumdJacM3F83tcvY3VlenT1289XVbwwg6Bp0KTIst1UzpRGCF+fo3lOPBb+0tBaVvCXSvyuLv502K72hgsAlQmXaGYutM1DYX0zxv6bU6shetQBjesxrXHrNzpP3AkTRjsLm46MBhmLuyBUvXt2FI90pceshwNLXm8NCMxSjPOJg0uAErm9tx9l6D0FCZwZDGSixe14oTd+2HptYc3l24Dq/MWQXP8wsvphwbBdfDyuZ29G8ox9DGKmRTNj5dsQEDGipQV5HB8qY2LF7XitYO7qNvWUBlJoXa8jTKMw66V2Xwgwdmht+P6Fm65UaHC/b3syMeN6GTuoMbGHzBEMnyK6C5LY+/vjofb8xbgwVrNuIHh4+MJN9oac9jY0dhi/EszYrl+oMlfvKmwSUot7YVjKBj0KkgZpqa9tEKKS1lZ0Bbzmc8ylLOFiMYGSL9uIGBQefA5KHd8L8fHISOgouyNBcUdW4xZwnufwCw26AGfG3fIVt8XgXXwz2vLcDMxT6DMbzXlhN0aiui2RENDAy2P3rXluHm03fFXf+bj1N3649Fazfiigdn4p7XPseKoHDqjU9+JAk6BdfDqbdNx2crWvDUd/aTsvypePvzNbjmkQ9x3TE7SyVVVKguuh8s9jOdGEHHwCAGtRVpHDK6J56ZtRzfvOft0D0l49g4cGSPLW5BKRUL1vhuJ2Kq4U3FCbv2xYwF6/DnMydu9lgGBgZbD7ZtoWwT0ppuTTi2hVtO3xWn3/E61rZ0YHyQitjAwGDHw7cP2gmPvb8U93xtEvrWlWPXAX6ymflB3B4TcgBg4ZpWNLXlwgQRj7y3OBRE/v32Qpyx50C8+MlKHD6mF8rTDt5duA4DulVgY3sBJ97ql+c458438f0j/IyqewyuD4WeVRvaUZVNhUVyGVZt8K/fGQUdk4zAoNMhV3Bx+b/ew3/eXSK1V2VTuPro0TiZSL25rXDD4x/hzy/NxTl7DSLdZ0pFZ3TPMzAw6DpozxfQlnO3qX++gYFB54DnedjtJ89idUuH1P61fQZjRK9q3PDEx0H5Eh+N1VnUlqcxZ8UG9K4tw8GjeuCe1xaow0ZQV5FGv/pyfLC4CZmUHdaxa6zOYqUgZD1xyb4Y1Xvb8OkmGYFBl0XasfHbU8bj4FE9cf+bC7CquQMFz6+d8v1/v49/vrkQd391D1RlU8gVXFx83wzUVWTw0+PGbPXsNfNX+9qTLaW1MEKOgYHB5iCbcpBNdS5rk4GBwbaBZfmlBJ6etVxqv+OVedJnlvlyZXN7KJgsXd8WK+QcPLIHpn28Aus25rBuo2/FEYt1i8d1FWkMaex8Fh0j6Bh0Sti2hWN26YNjdvGDYV3Xwx+fn4PfPPMJ3vp8Le7+3zxcdNAwvPrZajzxwTIAwNDGyq3iCy9i/irfdW1gER9XAwMDAwMDA4NtgQNH9ggFHZaNEfDrnVWXpTGyVzW+dcBQ9Kktx6+eno2HZyzGN/Ybinte/zwUes7fbwhmLl6PXrVlePAdP6PboG4V+Ms5u+O/7y/FUx8uw4EjGzGqd01YYqNnTRarN3Br0Zv/N0Uq2N1ZYFzXDLoUHnxnES7753soS9v40tje4YJk2GtoN2RSNta0dGDuyhY0VGbw7YN2QreqDOorMqiryMC2gDkrNmBjRwHvLFiL2vI0Dh7ZE5mUjTkrNqChMoPF61oxe1kT9t6pO3rWlOGhGYvx77cXhSbgF793QOKqzwYGBgYGBgYGWwMrmtuwx0+nAQCuPGIkFq1txam79w9r8KhgLvPvLVyHC/7xDk6c2A+XHTI8/H7Y/z2OXMHDBQcMxfeJYt6/fno2HnxnMW47ayJmLlqPKx6ciT+cNgFH77JtszQmlQ2MoGPQpVBwPXz5tul4c/7a7TaHgd0qMO2y/ZHqhJoLAwMDAwMDgy8WLr5vBl76dCWevWz/RAWai+GDxesx7aMV+NYBQ5FJxfM5GzvyqMhsewcxI+gY7LBYvaEdNzzxMZYFlcV37lOL4yf0xU3TPsHg7pV4fe4aLFrbikHdK7BwTSva8y7qK9Jobstj7cYOuJ6HQd0qkXc97NKvFnNWbsCita1Y35rD6N41mL+qBfWVGXSrzGDJ+jZ4nl8McI/BDTh0dE/sN7wRlVnj9WlgYGBgYGCw/aEr5rwjwwg6BgYECq4H1/NIP9J8wTVWGgMDAwMDAwODTg6Tdc3AgIBjW3BAazyMkGNgYGBgYGBgsONgkzi7m2++GYMGDUJZWRkmTZqEN954o2j/f/3rXxg5ciTKysowduxYPP7445s0WQMDAwMDAwMDAwMDgyQoWdC5//77cdlll+Gaa67BO++8g1122QWHHXYYVqxYQfZ/9dVXcdppp+G8887DjBkzcNxxx+G4447DBx98sNmTNzAwMDAwMDAwMDAwoFByjM6kSZOw++67449//CMAwHVd9O/fH9/+9rdxxRVXRPqfeuqpaGlpwWOPPRa27bnnnhg/fjz+9Kc/kddob29HezuvtNrU1IT+/fubGB0DAwMDAwMDAwODLziSxuiUZNHp6OjA22+/jSlTpvABbBtTpkzB9OnTyXOmT58u9QeAww47TNsfAG644QbU1taG//r371/KNA0MDAwMDAwMDAwMvuAoSdBZtWoVCoUCevbsKbX37NkTy5YtI89ZtmxZSf0B4Morr8T69evDfwsXLixlmgYGBgYGBgYGBgYGX3B0yqxr2WwW2ezmFTwyMDAwMDAwMDAwMPjioiSLTvfu3eE4DpYvXy61L1++HL169SLP6dWrV0n9DQwMDAwMDAwMDAwMNhclCTqZTAYTJ07EtGnTwjbXdTFt2jRMnjyZPGfy5MlSfwB45plntP0NDAwMDAwMDAwMDAw2FyW7rl122WU4++yzsdtuu2GPPfbA7373O7S0tODcc88FAJx11lno27cvbrjhBgDAJZdcgv333x+//vWvceSRR2Lq1Kl46623cNttt23ZOzEwMDAwMDAwMDAwMAhQsqBz6qmnYuXKlbj66quxbNkyjB8/Hk8++WSYcGDBggWwbW4o2muvvXDvvffihz/8Ia666ioMGzYMDz/8MMaMGbPl7sLAwMDAwMDAwMDAwEBAyXV0tgeS5so2MDAwMDAwMDAwMNixsVXq6BgYGBgYGBgYGBgYGHQFGEHHwMDAwMDAwMDAwGCHgxF0DAwMDAwMDAwMDAx2OHTKgqEqWBhRU1PTdp6JgYGBgYGBgYGBgcH2BJMJ4lINdAlBZ/Xq1QCA/v37b+eZGBgYGBgYGBgYGBh0BqxevRq1tbXa77uEoNPQ0ADAT11d7GY2FbvvvjvefPPNLT7utrpGV5//thh/W1yjq4+/La6xtcdvampC//79sXDhwq2WobErr+WuPv62uEZXH39bXMPcQ3FsCzoEbL17ML/v9r9GV5//trjG+vXrMWDAgFBG0KFLCDqsLk9tbe1WIRqO42z1tNVb8xpdff7bYvxtcY2uPv62uMa2uAcAqKmp6ZLrras/f/OObv/xt8U1zD0kw9akQ8DWuwfz+27/a3T1+W/La4i1O8nvt+rVuwguvPDCLn2Nrj7/bTH+trhGVx9/W1xjW9zD1kZXXstdffxtcY2uPv62uIa5h86BrXUP5vfd/tfo6vPflteIgykYamBgsMPA0AoDA4PtDUOHDAy2PnaogqHZbBbXXHMNstns9p6KgYFBJ4ahFQYGBtsbhg4ZGGx9JF1nXcKiY2BgYGBgYGBgYGBgUAq6hEXHwMDAwMDAwMDAwMCgFBhBx6DTwrIsPPzww9t7GgYGBl9wGFpkYGCwvWHo0KbBCDoG2wznnHMOjjvuuO09DQMDgy84DC0yMDDY3jB0aNvACDoGBgYGBgYGBgYGBjscjKBjsF0waNAg/O53v5Paxo8fj2uvvXa7zMeg88Novwy2BgwtMigVhhYZbGkYOrT1YAQdAwMDAwMDAwMDA4MdDkbQMTAw6HJ48sknsc8++6Curg7dunXDUUcdhc8++yz8fv78+bAsCw8++CAOPPBAVFRUYJdddsH06dO346wNDAx2NBhaZGDQuWEEHQMDgy6HlpYWXHbZZXjrrbcwbdo02LaN448/Hq7rSv3+7//+D5dffjneffddDB8+HKeddhry+fx2mrWBgcGOBkOLDAw6N1LbewIGX0zYtg21Vm0ul9tOszHoajjxxBOlz3feeScaGxsxa9YsjBkzJmy//PLLceSRRwIArrvuOuy8886YM2cORo4cuU3na9B5YWiRwebA0CKDLQFDh7YejEXHYLugsbERS5cuDT83NTVh3rx523FGBl0Jn376KU477TQMGTIENTU1GDRoEABgwYIFUr9x48aFx7179wYArFixYpvN06Dzw9Aig82BoUUGWwKGDm09GEHHYLvgoIMOwt///ne8/PLLmDlzJs4++2w4jrO9p2XQRXD00UdjzZo1uP322/H666/j9ddfBwB0dHRI/dLpdHhsWRYARFxKDL7YMLTIYHNgaJHBloChQ1sPxnXNYJvBdV2kUv4rd+WVV2LevHk46qijUFtbix//+MdGe2GQCKtXr8bs2bNx++23Y9999wUAvPLKK9t5VgZdCYYWGWwJGFpksDkwdGjbwAg6BtsMK1aswE477QQAqKmpwdSpU6Xvzz77bOmz6q9qYAAA9fX16NatG2677Tb07t0bCxYswBVXXLG9p2XQhWBokcGWgKFFBpsDQ4e2DYzrmsFWx9q1a/HYY4/hhRdewJQpU7b3dAy6KJj2y7ZtTJ06FW+//TbGjBmDSy+9FL/85S+39/QMugAMLTLYEjC0yGBzYOjQtoWx6BhsdXz1q1/Fm2++ie9+97s49thjt/d0DLooRO3XlClTMGvWLOl7Uds1aNCgiParrq7OaMS+4DC0yGBLwNAig82BoUPbFpZnVpuBgUEnxtq1a/G///0PJ510EqZOnYrjjjtue0/JwMDgCwhDiwwMuh6MRcfAwKBTw2i/DAwMOgMMLTIw6HowFh0DAwMDAwMDAwMDgx0OJhmBgYGBgYGBgYGBgcEOByPoGBgYGBgYGBgYGBjscDCCjoGBQafBDTfcgN133x3V1dXo0aMHjjvuOMyePVvq09bWhgsvvBDdunVDVVUVTjzxRCxfvlzqc/HFF2PixInIZrMYP3585DrXXnstLMuK/KusrNyat2dgYNBFsK1oEQA89dRT2HPPPVFdXY3GxkaceOKJmD9//la6MwODLxaMoGNgYNBp8OKLL+LCCy/Ea6+9hmeeeQa5XA6HHnooWlpawj6XXnopHn30UfzrX//Ciy++iCVLluCEE06IjPXVr34Vp556Knmdyy+/HEuXLpX+jR49GieffPJWuzcDA4Oug21Fi+bNm4djjz0WBx10EN5991089dRTWLVqFTmOgYFB6TDJCAwMDDotVq5ciR49euDFF1/Efvvth/Xr16OxsRH33nsvTjrpJADAxx9/jFGjRmH69OnYc889pfOvvfZaPPzww3j33XeLXue9997D+PHj8dJLL2HffffdWrdjYGDQRbG1aNG///1vnHbaaWhvb4dt+7rnRx99FMceeyza29uRTqe3yf0ZGOyoMBYdAwODTov169cDABoaGgAAb7/9NnK5nFRNeuTIkRgwYACmT5++yde54447MHz4cCPkGBgYkNhatGjixImwbRt33XUXCoUC1q9fj7///e+YMmWKEXIMDLYAjKBjYGDQKeG6Lr7zne9g7733xpgxYwAAy5YtQyaTQV1dndS3Z8+eWLZs2SZdp62tDf/4xz9w3nnnbe6UDQwMdkBsTVo0ePBgPP3007jqqquQzWZRV1eHRYsW4Z///OeWvAUDgy8sjKBjYGDQKXHhhRfigw8+wNSpU7fqdR566CE0Nzfj7LPP3qrXMTAw6JrYmrRo2bJl+PrXv46zzz4bb775Jl588UVkMhmcdNJJMJEFBgabj9T2noCBgYGBiosuugiPPfYYXnrpJfTr1y9s79WrFzo6OrBu3TpJk7p8+XL06tVrk651xx134KijjkLPnj03d9oGBgY7GLY2Lbr55ptRW1uLX/ziF2HbPffcg/79++P111+PxPoYGBiUBmPRMTAw6DTwPA8XXXQRHnroITz33HMYPHiw9P3EiRORTqcxbdq0sG327NlYsGABJk+eXPL15s2bh+eff964rRkYGEjYVrRo48aNYRICBsdxAPgucwYGBpsHY9ExMDDoNLjwwgtx77334j//+Q+qq6tDX/fa2lqUl5ejtrYW5513Hi677DI0NDSgpqYG3/72tzF58mRJ8zlnzhxs2LABy5YtQ2tra5jpaPTo0chkMmG/O++8E71798YRRxyxTe/TwMCgc2Nb0aIjjzwSv/3tb3H99dfjtNNOQ3NzM6666ioMHDgQEyZM2B63bmCwQ8GklzYwMOg0sCyLbL/rrrtwzjnnAPCTB3z3u9/Ffffdh/b2dhx22GG45ZZbJHeRAw44AC+++GJknHnz5mHQoEEAfG3pwIEDcdZZZ+GnP/3pFr8XAwODrottSYumTp2KX/ziF/jkk09QUVGByZMn4+c//zlGjhy5xe/LwOCLBiPoGBgYGBgYGBgYGBjscDAxOgYGBgYGBgYGBgYGOxyMoGNgYGBgYGBgYGBgsMPBCDoGBgYGBgYGBgYGBjscjKBjYGBgYGBgYGBgYLDDwQg6BgYGBgYGBgYGBgY7HIygY2BgYGBgYGBgYGCww8EIOgYGBgYGBgYGBgYGOxyMoGNgYGBgYGBgYGBgsMPBCDoGBgYGBonxwgsvwLIsrFu3bntPxcDAwMDAoCiMoGNgYGBgoMUBBxyA73znO+HnvfbaC0uXLkVtbe12m5MRtgwMDAwMkiC1vSdgYGBgYNB1kMlk0KtXr+09DQMDAwMDg1gYi46BgYGBAYlzzjkHL774Im666SZYlgXLsnD33XdL1pS7774bdXV1eOyxxzBixAhUVFTgpJNOwsaNG/HXv/4VgwYNQn19PS6++GIUCoVw7Pb2dlx++eXo27cvKisrMWnSJLzwwgvh959//jmOPvpo1NfXo7KyEjvvvDMef/xxzJ8/HwceeCAAoL6+HpZl4ZxzzgEAPPnkk9hnn31QV1eHbt264aijjsJnn30Wjjl//nxYloV//vOf2HfffVFeXo7dd98dn3zyCd58803stttuqKqqwhFHHIGVK1dKz+G4447Dddddh8bGRtTU1OCb3/wmOjo6tt7DNzAwMDDYbBiLjoGBgYEBiZtuugmffPIJxowZg+uvvx4A8OGHH0b6bdy4Eb///e8xdepUNDc344QTTsDxxx+Puro6PP7445g7dy5OPPFE7L333jj11FMBABdddBFmzZqFqVOnok+fPnjooYdw+OGHY+bMmRg2bBguvPBCdHR04KWXXkJlZSVmzZqFqqoq9O/fHw888ABOPPFEzJ49GzU1NSgvLwcAtLS04LLLLsO4ceOwYcMGXH311Tj++OPx7rvvwra5Xu+aa67B7373OwwYMABf/epX8ZWvfAXV1dW46aabUFFRgVNOOQVXX301br311vCcadOmoaysDC+88ALmz5+Pc889F926dcNPf/rTrfkTGBgYGBhsDjwDAwMDAwMN9t9/f++SSy4JPz///PMeAG/t2rWe53neXXfd5QHw5syZE/Y5//zzvYqKCq+5uTlsO+yww7zzzz/f8zzP+/zzzz3HcbzFixdL1zr44IO9K6+80vM8zxs7dqx37bXXknNS56DDypUrPQDezJkzPc/zvHnz5nkAvDvuuCPsc99993kAvGnTpoVtN9xwgzdixIjw89lnn+01NDR4LS0tYdutt97qVVVVeYVCoegcDAwMDAy2H4zrmoGBgYHBZqGiogJDhw4NP/fs2RODBg1CVVWV1LZixQoAwMyZM1EoFDB8+HBUVVWF/1588cXQ1eziiy/GT37yE+y999645ppr8P7778fO49NPP8Vpp52GIUOGoKamBoMGDQIALFiwQOo3btw4aV4AMHbsWHKuDLvssgsqKirCz5MnT8aGDRuwcOHC2HkZGBgYGGwfGNc1AwMDA4PNQjqdlj5blkW2ua4LANiwYQMcx8Hbb78Nx3Gkfkw4+trXvobDDjsM//3vf/H000/jhhtuwK9//Wt8+9vf1s7j6KOPxsCBA3H77bejT58+cF0XY8aMicTSiHOzLItsY3M1MDAwMOi6MBYdAwMDAwMtMpmMlERgS2DChAkoFApYsWIFdtppJ+mfmNGtf//++OY3v4kHH3wQ3/3ud3H77beHcwIgzWv16tWYPXs2fvjDH+Lggw/GqFGjsHbt2i025/feew+tra3h59deey2MGTIwMDAw6Jwwgo6BgYGBgRaDBg3C66+/jvnz52PVqlVbxNIxfPhwnH766TjrrLPw4IMPYt68eXjjjTdwww034L///S8A4Dvf+Q6eeuopzJs3D++88w6ef/55jBo1CgAwcOBAWJaFxx57DCtXrsSGDRtQX1+Pbt264bbbbsOcOXPw3HPP4bLLLtvsuTJ0dHTgvPPOw6xZs/D444/jmmuuwUUXXSQlOTAwMDAw6FwwFNrAwMDAQIvLL78cjuNg9OjRaGxsjMS7bCruuusunHXWWfjud7+LESNG4LjjjsObb76JAQMGAPCtNRdeeCFGjRqFww8/HMOHD8ctt9wCAOjbty+uu+46XHHFFejZs2cocEydOhVvv/02xowZg0svvRS//OUvt8hcAeDggw/GsGHDsN9+++HUU0/FMcccg2uvvXaLjW9gYGBgsOVheZ7nbe9JGBgYGBgYdFacc845WLduHR5++OHtPRUDAwMDgxJgLDoGBgYGBgYGBgYGBjscjKBjYGBgYGBgYGBgYLDDwbiuGRgYGBgYGBgYGBjscDAWHQMDAwMDAwMDAwODHQ5G0DEwMDAwMDAwMDAw2OFgBB0DAwMDAwMDAwMDgx0ORtAxMDAwMDAwMDAwMNjhYAQdAwMDAwMDAwMDA4MdDkbQMTAwMDAwMDAwMDDY4WAEHQMDAwMDAwMDAwODHQ5G0DEwMDAwMDAwMDAw2OHw/+8ZNJB6QlcgAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(10, 5))\n", "aggregated_data = ts_holidays.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "predictions = ts_holidays.model.predict()\n", "\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "n_cat = len(categories.unique())\n", "fig, axarr = plt.subplots(1, n_cat, figsize=(5 * n_cat, 10))\n", "axarr = axarr.flatten() if n_cat > 1 else [axarr]\n", "for i, cat in enumerate(categories.unique()):\n", " mask = aggregated_data[\"category\"] == cat\n", " ax = axarr[i]\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"],\n", " aggregated_data[mask][\"energy\"],\n", " label=\"True\",\n", " )\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"], predictions[mask], label=\"Predicted\"\n", " )\n", " ax.set_title(f\"Energy consumption vs temperature \\n for {cat}\")\n", " ax.set_xlabel(\"mean Daily Temperature (°C)\")\n", " ax.set_ylabel(\"Energy consumption (kWh)\")\n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", "2017-06-01 00:00:00+02:00 Open\n", "2017-06-01 00:10:00+02:00 Open\n", "2017-06-01 00:20:00+02:00 Open\n", "2017-06-01 00:30:00+02:00 Open\n", "2017-06-01 00:40:00+02:00 Open\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "categories2 = school_open_close(data2)\n", "display(categories2.head())" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.787
Model: OLS Adj. R-squared: 0.784
Method: Least Squares F-statistic: 332.5
Date: Fri, 11 Oct 2024 Prob (F-statistic): 3.11e-236
Time: 20:44:58 Log-Likelihood: -15199.
No. Observations: 731 AIC: 3.042e+04
Df Residuals: 722 BIC: 3.046e+04
Df Model: 8
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
heating_degree_days:Open 1.177e+08 3.85e+06 30.561 0.000 1.1e+08 1.25e+08
heating_degree_days:holiday 5.941e+07 6.18e+06 9.606 0.000 4.73e+07 7.16e+07
heating_degree_days:weekend 3.016e+07 5.08e+06 5.942 0.000 2.02e+07 4.01e+07
cooling_degree_days:Open 3.163e+08 8.13e+07 3.893 0.000 1.57e+08 4.76e+08
cooling_degree_days:holiday 3.339e+07 1.85e+07 1.800 0.072 -3.02e+06 6.98e+07
cooling_degree_days:weekend 1.371e+07 2.5e+07 0.548 0.584 -3.54e+07 6.28e+07
Intercept:Open 7.199e+08 2.05e+07 35.128 0.000 6.8e+08 7.6e+08
Intercept:holiday 3.007e+08 3.35e+07 8.974 0.000 2.35e+08 3.67e+08
Intercept:weekend 2.615e+08 2.5e+07 10.463 0.000 2.12e+08 3.11e+08
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 96.161 Durbin-Watson: 1.242
Prob(Omnibus): 0.000 Jarque-Bera (JB): 390.747
Skew: 0.542 Prob(JB): 1.41e-85
Kurtosis: 6.414 Cond. No. 31.0


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.787 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.784 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 332.5 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 3.11e-236 \\\\\n", "\\textbf{Time:} & 20:44:58 & \\textbf{ Log-Likelihood: } & -15199. \\\\\n", "\\textbf{No. Observations:} & 731 & \\textbf{ AIC: } & 3.042e+04 \\\\\n", "\\textbf{Df Residuals:} & 722 & \\textbf{ BIC: } & 3.046e+04 \\\\\n", "\\textbf{Df Model:} & 8 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days:Open} & 1.177e+08 & 3.85e+06 & 30.561 & 0.000 & 1.1e+08 & 1.25e+08 \\\\\n", "\\textbf{heating\\_degree\\_days:holiday} & 5.941e+07 & 6.18e+06 & 9.606 & 0.000 & 4.73e+07 & 7.16e+07 \\\\\n", "\\textbf{heating\\_degree\\_days:weekend} & 3.016e+07 & 5.08e+06 & 5.942 & 0.000 & 2.02e+07 & 4.01e+07 \\\\\n", "\\textbf{cooling\\_degree\\_days:Open} & 3.163e+08 & 8.13e+07 & 3.893 & 0.000 & 1.57e+08 & 4.76e+08 \\\\\n", "\\textbf{cooling\\_degree\\_days:holiday} & 3.339e+07 & 1.85e+07 & 1.800 & 0.072 & -3.02e+06 & 6.98e+07 \\\\\n", "\\textbf{cooling\\_degree\\_days:weekend} & 1.371e+07 & 2.5e+07 & 0.548 & 0.584 & -3.54e+07 & 6.28e+07 \\\\\n", "\\textbf{Intercept:Open} & 7.199e+08 & 2.05e+07 & 35.128 & 0.000 & 6.8e+08 & 7.6e+08 \\\\\n", "\\textbf{Intercept:holiday} & 3.007e+08 & 3.35e+07 & 8.974 & 0.000 & 2.35e+08 & 3.67e+08 \\\\\n", "\\textbf{Intercept:weekend} & 2.615e+08 & 2.5e+07 & 10.463 & 0.000 & 2.12e+08 & 3.11e+08 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 96.161 & \\textbf{ Durbin-Watson: } & 1.242 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 390.747 \\\\\n", "\\textbf{Skew:} & 0.542 & \\textbf{ Prob(JB): } & 1.41e-85 \\\\\n", "\\textbf{Kurtosis:} & 6.414 & \\textbf{ Cond. No. } & 31.0 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.787\n", "Model: OLS Adj. R-squared: 0.784\n", "Method: Least Squares F-statistic: 332.5\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 3.11e-236\n", "Time: 20:44:58 Log-Likelihood: -15199.\n", "No. Observations: 731 AIC: 3.042e+04\n", "Df Residuals: 722 BIC: 3.046e+04\n", "Df Model: 8 \n", "Covariance Type: nonrobust \n", "===============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------------\n", "heating_degree_days:Open 1.177e+08 3.85e+06 30.561 0.000 1.1e+08 1.25e+08\n", "heating_degree_days:holiday 5.941e+07 6.18e+06 9.606 0.000 4.73e+07 7.16e+07\n", "heating_degree_days:weekend 3.016e+07 5.08e+06 5.942 0.000 2.02e+07 4.01e+07\n", "cooling_degree_days:Open 3.163e+08 8.13e+07 3.893 0.000 1.57e+08 4.76e+08\n", "cooling_degree_days:holiday 3.339e+07 1.85e+07 1.800 0.072 -3.02e+06 6.98e+07\n", "cooling_degree_days:weekend 1.371e+07 2.5e+07 0.548 0.584 -3.54e+07 6.28e+07\n", "Intercept:Open 7.199e+08 2.05e+07 35.128 0.000 6.8e+08 7.6e+08\n", "Intercept:holiday 3.007e+08 3.35e+07 8.974 0.000 2.35e+08 3.67e+08\n", "Intercept:weekend 2.615e+08 2.5e+07 10.463 0.000 2.12e+08 3.11e+08\n", "==============================================================================\n", "Omnibus: 96.161 Durbin-Watson: 1.242\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 390.747\n", "Skew: 0.542 Prob(JB): 1.41e-85\n", "Kurtosis: 6.414 Cond. No. 31.0\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts_holidays2 = CategoricalThermoSensitivity(\n", " energy_data=data2[\"energy\"],\n", " temperature_data=data2[\"temperature\"],\n", " categories=categories2,\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_holidays2.fit()\n", "display(ts_holidays2.model.summary())\n", "\n", "fig, ax1 = plt.subplots(1, 1, figsize=(10, 5))\n", "aggregated_data = ts_holidays2.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "predictions = ts_holidays2.model.predict()\n", "\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "n_cat = len(categories2.unique())\n", "fig, axarr = plt.subplots(1, n_cat, figsize=(5 * n_cat, 10))\n", "axarr = axarr.flatten() if n_cat > 1 else [axarr]\n", "for i, cat in enumerate(categories2.unique()):\n", " mask = aggregated_data[\"category\"] == cat\n", " ax = axarr[i]\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"],\n", " aggregated_data[mask][\"energy\"],\n", " label=\"True\",\n", " )\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"], predictions[mask], label=\"Predicted\"\n", " )\n", " ax.set_title(f\"Energy consumption vs temperature \\n for {cat}\")\n", " ax.set_xlabel(\"mean Daily Temperature (°C)\")\n", " ax.set_ylabel(\"Energy consumption (kWh)\")\n", " ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion of Daily Analysis\n", "\n", "Using no category, the model is not able to capture the occupancy of the building.\n", "Using the day of week or the weekend is better, as more data is available for these categories, but their are some large discrepancies between the model and the data.\n", "\n", "This may be due to the fact that the building is a school building and the school holidays are not taken into account." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Automatic Day categorisation\n", "\n", "The following section shows how to use the automatic days categorisation." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AutoCategoricalThermoSensitivity(frequency=1D,\n", " degree_days_type=heating,\n", " degree_days_base_temperature={'heating': np.float64(17.18)},\n", " degree_days_computation_method=integral,\n", " interseason_mean_temperature=20)\n", "\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.606\n", "Model: OLS Adj. R-squared: 0.601\n", "No. Observations: 974 F-statistic: 113.5\n", "Covariance Type: nonrobust Prob (F-statistic): 1.02e-183\n", "=================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-------------------------------------------------------------------------------------------------\n", "heating_degree_days:Friday 6.519e+07 4.79e+06 13.601 0.000 5.58e+07 7.46e+07\n", "heating_degree_days:Monday 7.269e+07 4.72e+06 15.399 0.000 6.34e+07 8.2e+07\n", "heating_degree_days:Saturday 1.876e+06 4.76e+06 0.394 0.693 -7.46e+06 1.12e+07\n", "heating_degree_days:Sunday 1.747e+06 4.83e+06 0.362 0.718 -7.73e+06 1.12e+07\n", "heating_degree_days:Thursday 6.525e+07 4.64e+06 14.063 0.000 5.61e+07 7.44e+07\n", "heating_degree_days:Tuesday 6.511e+07 4.65e+06 13.991 0.000 5.6e+07 7.42e+07\n", "heating_degree_days:Wednesday 3.289e+07 4.53e+06 7.265 0.000 2.4e+07 4.18e+07\n", "Intercept:Friday 2.018e+08 2.4e+07 8.393 0.000 1.55e+08 2.49e+08\n", "Intercept:Monday 2.043e+08 2.41e+07 8.493 0.000 1.57e+08 2.52e+08\n", "Intercept:Saturday 6.484e+07 2.39e+07 2.716 0.007 1.8e+07 1.12e+08\n", "Intercept:Sunday 6.367e+07 2.4e+07 2.650 0.008 1.65e+07 1.11e+08\n", "Intercept:Thursday 2.014e+08 2.41e+07 8.361 0.000 1.54e+08 2.49e+08\n", "Intercept:Tuesday 2.1e+08 2.4e+07 8.755 0.000 1.63e+08 2.57e+08\n", "Intercept:Wednesday 8.94e+07 2.4e+07 3.719 0.000 4.22e+07 1.37e+08\n", "=================================================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pandas import DataFrame\n", "from energy_analysis_toolbox.thermosensitivity.daily_analysis import (\n", " AutoCategoricalThermoSensitivity,\n", ")\n", "\n", "\n", "ts_auto = AutoCategoricalThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"temperature\"],\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"integral\",\n", ")\n", "ts_auto.fit()\n", "ts_auto" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AutoCategoricalThermoSensitivity(frequency=1D,\n", " degree_days_type=heating,\n", " degree_days_base_temperature={'heating': np.float64(17.18)},\n", " degree_days_computation_method=integral,\n", " interseason_mean_temperature=20)\n", "\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.604\n", "Model: OLS Adj. R-squared: 0.602\n", "No. Observations: 974 F-statistic: 295.8\n", "Covariance Type: nonrobust Prob (F-statistic): 4.58e-192\n", "======================================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------------------------------\n", "heating_degree_days:Monday-Tuesday-Thursday-Friday 6.705e+07 2.34e+06 28.593 0.000 6.24e+07 7.16e+07\n", "heating_degree_days:Saturday-Sunday 1.813e+06 3.38e+06 0.536 0.592 -4.83e+06 8.45e+06\n", "heating_degree_days:Wednesday 3.289e+07 4.52e+06 7.281 0.000 2.4e+07 4.18e+07\n", "Intercept:Monday-Tuesday-Thursday-Friday 2.045e+08 1.2e+07 17.047 0.000 1.81e+08 2.28e+08\n", "Intercept:Saturday-Sunday 6.425e+07 1.69e+07 3.802 0.000 3.11e+07 9.74e+07\n", "Intercept:Wednesday 8.94e+07 2.4e+07 3.727 0.000 4.23e+07 1.36e+08\n", "======================================================================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts_auto.merge_and_fit()\n", "ts_auto" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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aYN68eQUG0bRds6+vL4QQ8Pb2lmbslbRr167JZm1ev34dSqVSen0M0afDhw8jKSkJO3bsQLt27aTt8fHxam213RvVLMKUlBTZdn3eu76+vjh//jxee+01vd53REREREREVDjmRCsjXFxcEBgYiK+++goJCQlqzz98+LDQYzRr1gxOTk5YtWoVsrOzpe3r16/XurxvyJAh2L9/P5YsWQInJyedZhe98cYbEEIgKipK7TnVTKAuXboAAJYsWSJ7XjVDpmvXroWeJ7+kpCTZY2tra9SoUQOZmZnSNl9fX1y5ckV2v86fP4/jx4/rfT5d3Lt3T1ZpNC0tDWvXrkWjRo2kpZxWVlYA1IMjmnTp0gX379/H5s2bpW3Z2dlYunQprK2tERAQYLC+161bF/Xr18fmzZuxefNmuLm5yQJAOTk5assQXVxc4O7uLrvnmmi75t69e8PY2BhRUVFqs8aEEGqvsSEsW7ZM9lgVKFa91w3RJ9UMtrz7Z2Vl4csvv1Rra2VlpXF5p6+vLwDgyJEj0racnBysXLmy0POrhIaG4u7du1i1apXac8+ePZOq+BIREREREZH+OBOtmPbu3asxaXirVq30zhu1bNkytGnTBvXr18eIESPg4+ODBw8e4OTJk7hz5w7Onz9f4P6mpqaYPXs23n77bXTo0AGhoaG4desWoqOj4evrq3FmysCBAzF16lR89913GD16tFr+J03at2+PIUOG4PPPP8e1a9cQHBwMpVKJo0ePon379hg3bhwaNmyI8PBwrFy5Ulrqdvr0aaxZswY9e/aUzZTTlZ+fHwIDA9G0aVM4Ojri999/x7Zt2zBu3DipzZtvvolPP/0UnTp1wrBhw5CYmIgVK1agXr16anmqDKFWrVoYNmwYfvvtN1SpUgXffvstHjx4gNWrV0ttGjVqBGNjYyxYsACpqakwMzNDhw4d4OLiona8kSNH4quvvkJERAT++OMPeHl5Ydu2bTh+/DiWLFkCGxsbg/a/X79+mDVrFszNzTFs2DDZ7LfHjx+jatWq6NOnDxo2bAhra2v89NNP+O233/DJJ58UeNymTZsCAN5//330798fJiYmCAkJga+vL+bOnYsZM2bg1q1b6NmzJ2xsbBAfH4/vvvsOI0eOxOTJkw16jfHx8ejevTuCg4Nx8uRJxMTEYODAgWjYsCEAGKRPrVq1goODA8LDwzF+/HgoFAqsW7dO4/LSpk2bYvPmzZg0aRJeeeUVWFtbIyQkBPXq1UOLFi0wY8YMaZbnpk2bZAHxwgwZMgRbtmzBqFGjcOjQIbRu3Ro5OTm4cuUKtmzZgtjYWJ1yOBIREREREZEGL7YYaMWxevVqAUDrz+rVq4UQQsTHxwsAYtGiRWrHACAiIyNl227cuCHCwsKEq6urMDExER4eHqJbt25i27Ztauf+7bffNPbt888/F56ensLMzEw0b95cHD9+XDRt2lQEBwdrbN+lSxcBQJw4cULn68/OzhaLFi0SderUEaampsLZ2Vl07txZ/PHHH1Kb58+fi6ioKOHt7S1MTExEtWrVxIwZM0RGRobsWJ6enqJr165q5wgICBABAQHS47lz54rmzZsLe3t7YWFhIerUqSPmzZsnsrKyZPvFxMQIHx8fYWpqKho1aiRiY2NFeHi48PT0lNpoe10OHTokAIitW7fKtmu656p+x8bGigYNGggzMzNRp04dtX2FEGLVqlXCx8dHGBsbCwDi0KFDGq9RCCEePHgghg4dKipXrixMTU1F/fr1pfdTYf0XQvP7Sptr165J79ljx47JnsvMzBRTpkwRDRs2FDY2NsLKyko0bNhQfPnllzode86cOcLDw0MYGRkJACI+Pl56bvv27aJNmzbCyspKWFlZiTp16oixY8eKv/76S2oTEBAg6tWrp3Zcbe8XAGLs2LHS48jISAFAxMXFiT59+ggbGxvh4OAgxo0bJ549e6a2f3H6JIQQx48fFy1atBAWFhbC3d1dTJ06VcTGxspebyGESE9PFwMHDhT29vYCgOx9eePGDdGxY0dhZmYmqlSpIt577z1x4MABtWMU1I+srCyxYMECUa9ePWFmZiYcHBxE06ZNRVRUlEhNTdW4DxERERERERVOIUQZy5ROBqdUKuHs7IzevXtrXObVq1cvXLhwAdevXy+F3pVfXl5e8Pf3xw8//FDaXSENZs+ejaioKDx8+BCVK1cu7e4QERERERFROcecaBVMRkaG2hKytWvXIjk5GYGBgWrtExISsGfPHgwZMuQF9ZCIiIhepMDAQI3/BiAiIjIEjjP0MmEQrYI5deoUmjRpgg8//BBfffUV3nrrLQwfPhz+/v7o27ev1C4+Ph4xMTEYMGAATExM8NZbb5Vir4mISJPo6GgoFAqtP6dOnSrtLlIZERcXh9mzZ+PWrVul3ZUX5sSJE5g9e7ZOhXteNhs2bFAr7kSkCccZ0hXHGcrrZR5nWFiggvHy8kK1atXw+eefS8nJw8LC8NFHH8HU1FRq98svv2Do0KGoXr061qxZI1WSJCKisueDDz6At7e32vYaNWqUQm+oLIqLi0NUVBQCAwPh5eUle27//v2l06kSduLECURFRSEiIgL29val3Z0yZcOGDbh48SLeeeed0u4KlRMcZ6gwHGfsS7s7ZcrLPM4wiFbBeHl5YdeuXYW2i4iIQERERMl3qAJ7mb6FKY9mz56N2bNnl3Y3iAyic+fOZaKy6pMnT2BlZVXa3SA95f0Sjcqnp0+fwtLSsrS7UWb6QYbHcYaKg+NM+VdWPt/LSj8KwuWcRERE5dytW7egUCjw8ccfY+XKlfD19YWZmRleeeUV/Pbbb2rtr1y5gj59+sDR0RHm5uZo1qyZ2hcwqiU+v/zyC8aMGQMXFxdUrVpVen7ZsmXw8fGBhYUFmjdvjqNHj8pyoqSnp8PKygoTJkxQO/+dO3dgbGyM+fPnF3hdSqUSn332GerXrw9zc3M4OzsjODgYv//+u9QmOzsbc+bMka7Zy8sL7733HjIzM2XH8vLyQrdu3XDs2DE0b94c5ubm8PHxwdq1a2Xtnj9/jqioKNSsWRPm5uZwcnJCmzZtcODAAamNttwvERERsm/n874uqvtlaWmJ119/Hf/88w+EEJgzZw6qVq0KCwsL9OjRA8nJyRr7vX//fjRq1Ajm5ubw8/PDjh07pDbR0dFSyob27dtLy7AOHz6stb+JiYkYNmwYqlSpAnNzczRs2BBr1qyRtdH3fZXX77//DoVCoXZMAIiNjYVCoZAK8zx+/BjvvPMOvLy8YGZmBhcXFwQFBeHMmTNajz979mxMmTIFAODt7S1dc94vuGJiYtC0aVNYWFjA0dER/fv3xz///CM7TmBgIPz9/fHnn38iICAAlpaWqFGjBrZt2wYgd+b+q6++CgsLC9SuXRs//fSTWj8UCgWuXLmC0NBQ2NrawsnJCRMmTEBGRoZav/Xp0x9//IF27drB0tIS7733HgDg+++/R9euXeHu7g4zMzP4+vpizpw5yMnJke2/Z88e3L59W7ovqvel6vc6/xeBhw8flr1nCutHZmYmIiMjUaNGDZiZmaFatWqYOnWq2u8dVRwcZzjOcJzhOJN3/5d5nOFMNCIiojIuNTUVjx49km1TKBRwcnKSbduwYQMeP36Mt956CwqFAgsXLkTv3r1x8+ZNmJiYAAAuXbqE1q1bw8PDA9OnT4eVlRW2bNmCnj17Yvv27ejVq5fsmGPGjIGzszNmzZqFJ0+eAACWL1+OcePGoW3btpg4cSJu3bqFnj17wsHBQfoDyNraGr169cLmzZvx6aefwtjYWDrmxo0bIYTAoEGDCrzuYcOGITo6Gp07d8bw4cORnZ2No0eP4tSpU9KMieHDh2PNmjXo06cP3n33Xfz666+YP38+Ll++jO+++052vOvXr6NPnz4YNmwYwsPD8e233yIiIgJNmzZFvXr1AOT+Y3X+/PkYPnw4mjdvjrS0NPz+++84c+YMgoKCdHq98lu/fj2ysrLw9ttvIzk5GQsXLkRoaCg6dOiAw4cPY9q0abh+/TqWLl2KyZMn49tvv5Xtf+3aNfTr1w+jRo1CeHg4Vq9ejb59+2Lfvn0ICgpCu3btMH78eHz++ed47733ULduXQCQ/pvfs2fPEBgYiOvXr2PcuHHw9vbG1q1bERERgZSUFLU/SHV5X+XXrFkz+Pj4YMuWLQgPD5c9t3nzZjg4OKBTp04AgFGjRmHbtm0YN24c/Pz8kJSUhGPHjuHy5cto0qSJxuP37t0bV69excaNG7F48WKpCrOzszMAYN68eZg5cyZCQ0MxfPhwPHz4EEuXLkW7du1w9uxZ2bKcf//9F926dUP//v3Rt29fLF++HP3798f69evxzjvvYNSoURg4cCAWLVqEPn364J9//oGNjY2sP6GhofDy8sL8+fNx6tQpfP755/j3339lfzzr06ekpCR07twZ/fv3x+DBg1GlShUAuX+cWFtbY9KkSbC2tsbBgwcxa9YspKWlYdGiRQCA999/H6mpqbhz5w4WL14MIPf3sSg09UOpVKJ79+44duwYRo4cibp16+LChQtYvHgxrl69ip07dxbpXFS6OM5wnOE4I8dxhuOMVoIM7v79++KNN94Qjo6OAoBYvHhxaXepVMXHxwsAYvXq1aXdlTLp0KFDAoA4dOhQaXdFzerVqwUA8dtvv5V2VwoVEBAgAgICSrsbelHd3/j4+ELbenp6ivDw8BLvE5UtqveIph8zMzOpnepz1snJSSQnJ0vbv//+ewFA7N69W9r22muvifr164uMjAxpm1KpFK1atRI1a9ZUO3ebNm1Edna2tD0zM1M4OTmJV155RTx//lzaHh0dLQDIfg9jY2MFALF3717ZdTVo0KDQ39eDBw8KAGL8+PFqzymVSiGEEOfOnRMAxPDhw2XPT548WQAQBw8elLZ5enoKAOLIkSPStsTERGFmZibeffddaVvDhg1F165dC+ybts+b8PBw4enpKT1WvS7Ozs4iJSVF2j5jxgwBQDRs2FB2DwcMGCBMTU1lr42q39u3b5e2paamCjc3N9G4cWNp29atW7WOJfn7u2TJEgFAxMTESNuysrJEy5YthbW1tUhLS5P1X5f3lSYzZswQJiYmsn0zMzOFvb29ePPNN6VtdnZ2YuzYsQUeS5NFixZp/Ay9deuWMDY2FvPmzZNtv3DhgqhUqZJse0BAgAAgNmzYIG27cuWKACCMjIzEqVOnpO2q93Pef89ERkYKAKJ79+6yc40ZM0YAEOfPny9yn1asWKF2zU+fPlXb9tZbbwlLS0vZ+6Zr166y96KKtnFH079FtPVj3bp1wsjISBw9elS2fcWKFQKAOH78uNp5qeziOMNxhuOMdhxncnGckeNyzhIwceJExMbGYsaMGVi3bh2Cg4NL9HyqKZTDhw/X+Pz7778vtcn/DVNFVFCFobw/eaeSvixUU6Z1+WHON92oplhr+lmxYkVpd48qiGXLluHAgQOyn71796q169evHxwcHKTHbdu2BQDcvHkTAJCcnIyDBw8iNDQUjx8/xqNHj/Do0SMkJSWhU6dOuHbtGu7evSs75ogRI2Tf7v/+++9ISkrCiBEjUKnSfxPaBw0aJDs3AHTs2BHu7u5Yv369tO3ixYv4888/MXjw4AKvefv27VAoFIiMjFR7TqFQAAB+/PFHAMCkSZNkz7/77rsAgD179si2+/n5SfcEyP02uXbt2tL9AQB7e3tcunQJ165dK7B/+ujbty/s7Oykx6+++ioAYPDgwbJ7+OqrryIrK0vtNXB3d5fN3LC1tUVYWBjOnj2L+/fv692fH3/8Ea6urhgwYIC0zcTEBOPHj0d6ejp++eUXWfvC3lfa9OvXD8+fP5ctCdq/fz9SUlLQr18/aZu9vT1+/fVX3Lt3T+9r0WTHjh1QKpUIDQ2V3uOPHj2Cq6sratasiUOHDsnaW1tbo3///tLj2rVrw97eHnXr1pVeK+C/103TdY8dO1b2+O233wbw33tU3z6ZmZlh6NChauexsLCQ/l/1O9y2bVs8ffoUV65c0en+6ENTP7Zu3Yq6deuiTp06smvp0KEDAKhdC5UPHGfkOM5wnCkIxxnDKY/jDJdzloCDBw+iR48emDx58gs7p7m5ObZv344vv/xSLbHjxo0bYW5urnHNdEW0bt062eO1a9fiwIEDatu1TT+uyJydndXuwyeffCKbipu3Lelu+fLlatOY8w6KmgwZMgT9+/eHmZlZSXaNKoDmzZvrlPC5evXqsseqf5D++++/AHKXmQghMHPmTMycOVPjMRITE+Hh4SE9zl+t7fbt2wDUK7ZVqlRJrVqXkZERBg0ahOXLl0uJYtevXw9zc3Mpt4o2N27cgLu7OxwdHbW2uX37NoyMjNT64urqCnt7e6mvKvnvD5B7j1T3B8itUNejRw/UqlUL/v7+CA4OxpAhQ9CgQYMC+1uQ/OdV/aFTrVo1jdvz9gfIvdeqP+hUatWqBSD3yxF9K2zfvn0bNWvWhJGR/LtU1bhY2H3L/77SpmHDhqhTpw42b96MYcOGAchdYlO5cmXpH8IAsHDhQoSHh6NatWpo2rQpunTpgrCwMPj4+Oh1XSrXrl2DEAI1a9bU+Hz+pUFVq1ZVu792dnY6vz4A1M7l6+sLIyMj6Qspffvk4eGhMVH3pUuX8L///Q8HDx5EWlqa7LnU1FSNxy4OTf24du0aLl++rPXfCYmJiQbvB5U8jjOacZzhOKMJxxnDKY/jDINoJSAxMdGgJXAzMjJgamqq9iGUV3BwMHbt2oW9e/eiR48e0vYTJ04gPj4eb7zxBrZv326wPpVl+b91OnXqFA4cOFDot1EvAysrK7X7sGnTJvz777+len8qQiWmPn36SLkSCqO6XmNjY9k3r0TFpe39JIQAkJtAGQAmT54s5QnJL/8fCnm/kSyKsLAwLFq0CDt37sSAAQOwYcMGdOvWTfaNeXHl/4epNoXdHwBo164dbty4ge+//x779+/H119/jcWLF2PFihXSjG+FQiHbRyVv0l1dzqtLf8qC4vSzX79+mDdvHh49egQbGxvs2rULAwYMkM2MCA0NRdu2bfHdd99h//79WLRoERYsWIAdO3agc+fOevdXqVRCoVBg7969Gvue/wuPknh98r8n9e2Tpt+7lJQUBAQEwNbWFh988AF8fX1hbm6OM2fOYNq0adLvtz79UtH23tXUD6VSifr16+PTTz/VuE/+PwqpYuE4UzCOM0XDcUaO40zZHme4nNOAVJUohBBYtmyZtKRL5ebNm+jbty8cHR1haWmJFi1aqE0BVlWt2LRpE/73v//Bw8MDlpaWalHg/Dw8PNCuXTts2LBBtn39+vWoX78+/P39Ne63detWqXpH5cqVMXjwYLXpvREREbC2tsbdu3fRs2dPWFtbw9nZGZMnT1b7ZUhJSUFERATs7Oxgb2+P8PBwpKSkqJ33zz//REREBHx8fGBubg5XV1e8+eabSEpKktocOnQICoVCLWEnkJt8UqFQ4OTJkwXeF228vLwQERGhtl1TZRldK4McOHAAbdq0gb29PaytrVG7dm2puojKnTt30LNnT1hZWcHFxQUTJ07UWGHk6NGj6Nu3L6pXry6dc+LEiXj27JnUZvXq1VAoFDh79qza/h9++CGMjY3VXsuiyszMxKRJk+Ds7AwrKyv06tULDx8+lLVRKBSYPXu22r7573VBlZh0rZyjqt6Tt1pTfllZWZg1axaaNm0KOzs7WFlZoW3btrLpv0IIeHl5yQLPKhkZGbCzs8Nbb72lz61SU9D1aqpeI4TA3LlzUbVqVVhaWqJ9+/a4dOmS2nGTk5MxefJk1K9fH9bW1rC1tUXnzp1x/vx5qY0hqlZRxaL6xtXExAQdO3bU+JM/kW1+np6eAHJnG+SVnZ2tcRm4v78/GjdujPXr1+Po0aP4+++/MWTIkEL76uvri3v37qlVEcvfF6VSqbYk5sGDB0hJSZH6qi9HR0cMHToUGzduxD///IMGDRrIPt8cHBw0jm35v1k3FNXMjryuXr0KANKsDF3/wANy79u1a9fU/jGsWqZR1PumSb9+/ZCdnY3t27dj7969SEtLky1pUXFzc8OYMWOwc+dOxMfHw8nJCfPmzSvw2Nqu2dfXF0IIeHt7a3yPt2jRwiDXllf+9+D169ehVCql18cQfTp8+DCSkpIQHR2NCRMmoFu3bujYsaPa8jZA+71Rtc3//tXnvevr64vk5GS89tprGq+ldu3aOh+LKh6OM7rhOMNxRl8cZ8rOOMMgmgG1a9dOWioXFBSEdevWSY8fPHiAVq1aITY2FmPGjMG8efOQkZGB7t27awwSzZkzB3v27MHkyZPx4Ycfapxqmd/AgQOxe/dupKenA8gdaLZu3YqBAwdqbB8dHY3Q0FDpD+kRI0Zgx44daNOmjdqbPicnB506dYKTkxM+/vhjBAQE4JNPPsHKlSulNkII9OjRA+vWrcPgwYMxd+5c3LlzR61aCpAbcLp58yaGDh2KpUuXon///ti0aRO6dOkifYAHBgaiWrVqshwHKuvXr4evry9atmxZ6H0pDlVlkI8//hghISFYunQpevbsicWLF8vW2V+6dAndunVDZmYmPvjgA3zyySfo3r07jh8/LrV59uwZXnvtNcTGxmLcuHF4//33cfToUUydOlXtvFu3bsXTp08xevRoLF26FJ06dcLSpUsRFhYmtenTpw8sLCy03p/AwEDZVPniePvtt3H+/HlERkZi9OjR2L17N8aNG1esY44ZMwZxcXGYNWsWpk+fDiC3cs7y5cvxxhtv4Msvv8TkyZNhYWGBy5cvS/t98803eOutt+Dq6oqFCxeidevW6N69u1rp5rS0NHz99dcIDAzEggULMHv2bDx8+BCdOnXCuXPnAOR++A8ePBh79+5V+wfU7t27kZaWpvMMveTkZNma/fzTsDVdryazZs3CzJkz0bBhQyxatAg+Pj54/fXXpWpVKjdv3sTOnTvRrVs3fPrpp5gyZQouXLiAgIAAKd9D3qpV+QPeulatoorFxcUFgYGB+Oqrr5CQkKD2fP7guCbNmjWDk5MTVq1ahezsbGn7+vXrtS67GDJkCPbv348lS5bAyclJp29933jjDQghEBUVpfacapzo0qULAGDJkiWy51XfXHbt2rXQ8+SX98scIPf3qEaNGrIvPHx9fXHlyhXZ/Tp//rzsM9+Q7t27J/u3QlpaGtauXYtGjRpJS2xUs3k1/dGVX5cuXXD//n1s3rxZ2padnY2lS5fC2toaAQEBBut73bp1Ub9+fWzevBmbN2+Gm5sb2rVrJz2fk5OjtjzExcUF7u7uhZax13bNvXv3hrGxMaKiotT+KBRCqL3GhrBs2TLZ46VLlwKA9F43RJ9UMwvy7p+VlYUvv/xSra2VlZXGZTe+vr4AgCNHjkjbcnJyZP+eK0xoaCju3r2LVatWqT337NkztfGKXi4cZwrHcYbjTFFwnMlVFsYZLuc0IB8fH/j4+GDIkCGoVauW7I/vjz76CA8ePMDRo0fRpk0bALlJNBs0aIBJkyahR48esuWaGRkZ+P333/Wa3tynTx+MGzcOO3fuxODBg7F//348evQIAwYMwOrVq2Vtnz9/jmnTpsHf3x9HjhyBubk5AKBNmzbo1q0bFi9eLBtQMjIy0K9fPym3wahRo9CkSRN88803GD16NABg165dOHLkCBYuXIgpU6YAAEaPHo327dur9XXMmDFSQk6VFi1aYMCAATh27Bjatm0rBTg+/fRTpKamSlOyHz58iP379+P999/X+d4U1YYNG/DTTz/hl19+kV43IPcbr1GjRuHEiRNo1aoVDhw4gKysLOzdu1frkr6VK1fi6tWr2LJli5SjYcSIEWjYsKFa2wULFshe+5EjR6JGjRp477338Pfff6N69eqwsbFBz549sXHjRixcuFB6/5w9exZxcXHSa2AITk5O2L9/v/SNg1KpxOeffy57XfTl6OiIn3/+WTbdeM+ePRgxYgQ++eQTaVveIOPz58/x3nvvoVGjRjh06JAUXPbz88PIkSNlU3sdHBxw69YtWQB6xIgRqFOnDpYuXYpvvvkGQO4SgHnz5mHLli0YNWqU1DYmJgZeXl6y170g+b8R8fT0lH1bqul683v48CEWLlyIrl27Yvfu3dL9fv/99/Hhhx/K2tavXx9Xr16VfW4MGTIEderUwTfffCP9roaFhWH9+vU4cOCArMhJTEwM2rVrpzF3B5U9e/fu1ZjMtVWrVnrn81i2bBnatGmD+vXrY8SIEfDx8cGDBw9w8uRJ3LlzRzabURNTU1PMnj0bb7/9Njp06IDQ0FDcunUL0dHR8PX11fjN5MCBAzF16lR89913GD16tNZy9Xm1b98eQ4YMweeff45r164hODgYSqUSR48eRfv27TFu3Dg0bNgQ4eHhWLlypbQE4fTp01izZg169uypcfwpjJ+fHwIDA9G0aVM4Ojri999/x7Zt22RfHLz55pv49NNP0alTJwwbNgyJiYlYsWIF6tWrV+jM8aKoVasWhg0bht9++w1VqlTBt99+iwcPHsjG9kaNGsHY2BgLFixAamoqzMzM0KFDB7i4uKgdb+TIkfjqq68QERGBP/74A15eXti2bRuOHz+OJUuWFDpLRF/9+vXDrFmzYG5ujmHDhsk+tx4/foyqVauiT58+aNiwIaytrfHTTz/ht99+k40FmjRt2hRA7mdk//79YWJigpCQEPj6+mLu3LmYMWMGbt26hZ49e8LGxgbx8fH47rvvMHLkSIPnrY2Pj0f37t0RHByMkydPIiYmBgMHDpTGeEP0qVWrVnBwcEB4eDjGjx8PhUKBdevWaVz207RpU2zevBmTJk3CK6+8Amtra4SEhKBevXpo0aIFZsyYgeTkZDg6OmLTpk2yQEVhhgwZIo2Zhw4dQuvWrZGTk4MrV65gy5YtiI2N1Sm3FpUtHGc4znCcUcdxhuOMRiVR8vNlB0CthG6tWrVE8+bN1drOnz9fABAXLlwQQvxX+jUqKqpI5+vevbvo0qWLEEKIQYMGidatWwsh/iuN+/DhQyGEECdOnBAAxJdffql2vDp16oimTZtKj8PDwwUAkZiYKGs3fvx44eDgID0eOXKkqFSpknj8+LGs3ZYtW9RK9eb17Nkz8fDhQ6nE8ZIlS6TnLl++LACIr7/+Wtq2dOlSAUBcu3at0HsjhBBjx44V+d/qnp6eIjw8XK1t/vLM3bt3F/Xq1RMPHz6U/Vy9elUAEHPnzhVC/FfK9+uvvxY5OTka+/H6668LNzc3qWS2ysKFC7WWixZCiPT0dPHw4UPxyy+/CABi586d0nN79+4VAMRPP/0kbXv33XeFhYWFVDq6MNrKE+e9ri1btsi279ixQ1ZSWYjc92FkZKTaMfLfa9Ux16xZo7Fts2bNxN27dzX2R/W+zV8GOSsrS9jZ2WktZZ6TkyOSkpLEw4cPRdeuXUWjRo1kz7/66quiTZs20uOkpCRhYmIi3n//fY3Hy0v1u7V9+3Zx4MAB6efYsWOFXm/+EtAbNmwQAMS+fftk7RITEwUAje9ZIYTIzs4Wjx49Eg8fPhQNGjQQPXv2lF27u7u7GDx4sLTtwoULAoBYtWpVoddHpUv1HtH2o/pcVX1+Llq0SO0Ymn43b9y4IcLCwoSrq6swMTERHh4eolu3bmLbtm1q5/7tt9809u3zzz8Xnp6ewszMTDRv3lwcP35cNG3aVAQHB2ts36VLFwFAnDhxQufrz87OFosWLRJ16tQRpqamwtnZWXTu3Fn88ccfUpvnz5+LqKgo4e3tLUxMTES1atXEjBkzZGXYhcj9fOnatavaOfJ/7s+dO1c0b95c2NvbCwsLC1GnTh0xb948kZWVJdsvJiZG+Pj4CFNTU9GoUSMRGxsrwsPDZZ+n2l4X1Vi/detW2XZN91zV79jYWNGgQQNhZmYm6tSpo7avEEKsWrVK+Pj4CGNjY9m4kv8ahRDiwYMHYujQoaJy5crC1NRU1K9fX22c1vd9pc21a9ek96zqs1ElMzNTTJkyRTRs2FDY2NgIKysr0bBhQ43/PtFkzpw5wsPDQxgZGck+T4UQYvv27aJNmzbCyspKWFlZiTp16oixY8eKv/76S2oTEBAg6tWrp3Zcbe+X/P/GU40BcXFxok+fPsLGxkY4ODiIcePGiWfPnqntX5w+CSHE8ePHRYsWLYSFhYVwd3cXU6dOFbGxsWr/jkhPTxcDBw4U9vb2AoDsfXnjxg3RsWNHYWZmJqpUqSLee+89ceDAAbVjFNSPrKwssWDBAlGvXj1hZmYmHBwcRNOmTUVUVJRITU3VuA+VTRxnOM5wnCkYxxmOM/kxiFYCNAXRzMzMxJAhQ9Ta7ty5UwAQP/zwgxDivw+8tWvXFul8mzZtEiYmJuL27dvCyspKLFu2TAihHkTbuHGjACB+/vlnteP17NlTVK5cWXocHh4uzM3N1dqpjqnSqVMnUa1aNbV258+fVwuiJSUlifHjxwsXFxe1wTp/APGVV14R7du3lx63aNFCtGjRQnqckpIiEhISpJ+kpCTZ/sUJotWtW7fAf1iMHz9eCCHE06dPRevWrQUAUblyZdGvXz+xefNmWUCtdu3aom3btmrn/P7779U+UG7fvi3Cw8OFg4OD2jnzBmOys7OFm5ubGDp0qBDiv4BJ//79Zfc67/1JSUmRnV+XINqpU6dk21Xv08OHD0vb9A2iHTlyRK3t5s2bhbm5uTAyMhKvvPKKiIyMFDdu3JCeL+h927hxY7XBOzo6WtSvX1+YmJjI7qG3t7es3bJly4RCoRC3bt0SQgixYsUKAUBcuXJFCJE7+Oa9hwkJCSI7O1sIof67lV9B15s/iKYKque9ZhUHBwfZfczJyRGffvqpqFGjhvQPGdVP3t8XIYSYMmWKsLa2Fk+ePBFCCDF9+nRhbm6u9l4gKo6cnBzh6Ogohg8frvH5nj17Cl9f3xfcq/JP2z+yqWwobAwgIsPhOFMyOM6UbRxnyh7mRCujilqlpnv37jAzM0N4eDgyMzMRGhpqkP4YuoJgaGgoVq1ahVGjRmHHjh3Yv38/9u3bBwBqCSjDwsLwyy+/4M6dO7hx4wZOnTolWyo7YcIEuLm5ST+9e/cu9Py6Vg1RVQY5cOCAxp8xY8YAyH29jhw5gp9++glDhgzBn3/+iX79+iEoKEhrJRJtcnJyEBQUhD179mDatGnYuXMnDhw4gOjoaKlPKsbGxhg4cCC2b9+OjIwMHDp0CPfu3ZPdn969e8vuj6Yk84UpTuUYfSqxhIaG4ubNm1i6dCnc3d2xaNEi1KtXD3v37tWvw8hdrhgREQFfX19888032LdvHw4cOIAOHTqovcdU07NV+eViYmLQrFkzaYnmiRMnZPfQzc1NLQdbYYpbeSq/Dz/8EJMmTUK7du0QExOD2NhYHDhwAPXq1dP4O5Seno6dO3dCCFEiVavo5ZKRkaH2+7927VokJyerFWcBgISEBOzZs0enRM9EREQcZ4iorGJOtBfE09MTf/31l9p2Q1cosbCwQM+ePRETE4POnTtrzc+lOt9ff/2FDh06yJ7766+/itQfT09P/Pzzz0hPT5eV0M1/3f/++y9+/vlnREVFYdasWdL2/BVHVPr3749JkyZh48aNePbsGUxMTGRJ/adOnSoLGmmqHpJfQRVv8uZ98PX1xfnz5/Haa68VWpHGyMgIr732Gl577TV8+umn+PDDD/H+++/j0KFD6NixIzw9PXHx4kUIIWTHyn9/Lly4gKtXr2LNmjWyQgIHDhzQeN6wsDB88skn2L17N/bu3QtnZ2dZSfFPPvlEloTV3d29wOsoKk33NCsrS2NS2YKoKueMGTMGiYmJaNKkCebNm4fOnTtL78tr167J3rfPnz9HfHy8LL/ctm3b4OPjgx07dsjud2RkpNo5HR0d0bVrV6xfvx6DBg2S8jWoNGzYUO3+q5KsGlLe68v7Pnz48KFaIt1t27ahffv2Um43lZSUFLXf+7xVq6pWrYq///5bSkZKVBSnTp3CxIkT0bdvXzg5OeHMmTP45ptv4O/vL+V8BHLzdxw/fhxff/01TExMil3tloiIXg4cZ4iorGIQ7QXp0qULlixZgpMnT0oVJZ88eYKVK1fCy8sLfn5+BjvX5MmT4evrKwuk5NesWTO4uLhgxYoVePPNN2FmZgYgN6no5cuXZcEtXXXp0gUrV67E8uXLpaT2OTk5an+sa6r6AahXvVGpXLkyOnfujJiYGGRkZCA4OFgWJPDz89P7/vn6+uLo0aPIysqSEs//8MMP+Oeff2TBi9DQUPz4449YtWoVRo4cKTvGs2fPoFQqYWVlJSVNzKtRo0YAIFV96dKlC/bv349t27ZJg//Tp0/VKpVouj9CCHz22Wcar6VBgwZo0KABvv76a5w6dQrh4eGoVOm/X21VQsyS5uvrK6vCAuQWU9B1Jl5OTg7S09Nls6PyV85p1qwZnJ2dsWLFCgwdOlR67aKjo9UCeHnvoyqI9uuvv+LkyZMak+kPGTIEvXv3xpQpU2BsbCwrje3g4ICOHTvqdB3F0bFjR5iYmGDp0qV4/fXXpX5r+t0wNjZW+x3aunUr7t69ixo1aqi1HzJkCKZOnQozMzOdq1YRaePl5YVq1arh888/lz7/wsLC8NFHH8mKefzyyy8YOnQoqlevjjVr1pRI8JmIiCoejjNEVFYxiPaCTJ8+HRs3bkTnzp0xfvx4ODo6Ys2aNYiPj8f27dtlFUSKq2HDhhorPuZlYmKCBQsWYOjQoQgICMCAAQPw4MEDfPbZZ/Dy8sLEiRP1Pm9ISAhat26N6dOn49atW/Dz88OOHTvUSt/a2tqiXbt2WLhwIZ4/fw4PDw/s378f8fHxWo8dFhaGPn36AADmzJmjd9/yGz58OLZt24bg4GCEhobixo0biImJkUryquhaGeSDDz7AkSNH0LVrV3h6eiIxMRFffvklqlatKqvG+sUXXyAsLAx//PEH3NzcsG7dOlhaWsrOWadOHfj6+mLy5Mm4e/cubG1tsX37dq0lvVX3R1VtJe+svBdp+PDhGDVqFN544w0EBQXh/PnziI2N1TobMj9dKueYmJhg7ty5eOutt9ChQwf069cP8fHxWL16tVrlqG7dumHHjh3o1asXunbtivj4eKxYsQJ+fn5IT09XO3/Xrl3h5OSErVu3onPnzhorDZU0Z2dnTJ48GfPnz0e3bt3QpUsXnD17VmPV127duuGDDz7A0KFD0apVK1y4cAHr16/XWkGrKFWriLTx8vLCrl27Cm0XERGBiIiIku9QBZa3yi+VPbNnz8bs2bNLuxtEFQ7HmReH40zZxnGm7GFOtBekSpUqOHHiBIKCgrB06VLMmDEDpqam2L17N3r16lUqfYqIiMDmzZuRlZWFadOm4auvvkKvXr1w7Ngx2Nvb6308IyMj7Nq1C4MGDUJMTAzef/99eHh4YM2aNWptN2zYgE6dOmHZsmWYMWMGTExMCsx7FRISAgcHB9jZ2aF79+569y2/Tp064ZNPPsHVq1fxzjvv4OTJk/jhhx9QtWpVtWvauXMnPvroI1y4cAGTJ09GVFQUfvvtN0yYMAG1atUCkJuLrnr16vj2228xduxYLFu2DO3atcPBgwelmVWWlpb4+eef8frrr2Pp0qWYO3cu2rRpg4ULF8rOaWJigt27d6NRo0aYP38+oqKiULNmTaxdu1br9QwaNAjGxsaoVasWmjdvXuz7UxQjRozAtGnTcOTIEbz77ruIj4/HgQMHYGVlpdP+lpaWGDNmDM6dO4fIyEhMnDgRf/31F7788ktMmjRJajdy5Eh8+eWXuHfvHqZMmYKjR49i165dqFatmux4ERER+PDDD3H+/HmMHz8esbGxUq4zTUxNTaVlwqWZT2Pu3LmIiorC2bNnMWXKFNy4cQP79+9Xu4/vvfce3n33XcTGxmLChAk4c+YM9uzZo3YfVKpUqYLXX38dQOleHxERERERUXmlELpkBicqZdnZ2XB3d0dISIhaDigCHj16BDc3N8yaNQszZ84s7e6UWxMnTsQ333yD+/fvq80QrAh69eqFCxcu4Pr166XdFSIiIiIionKHM9GoXNi5cycePnwoS7RP/4mOjkZOTg5nGBVDRkYGYmJi8MYbb1TIABqrVhHp78GDB+jTpw+cnJygUCi05u6sCKKjo6FQKMrssp6y3j8iqrheprHAkLy8vLjU9v8dPnwYCoUChw8fLu2ukAEwiEZl2q+//opVq1Zh0qRJaNy4MQICAkq7S2XKwYMH8cUXX2DevHno2bMnvLy8SrtL5U5iYiI2bNiAgQMHIikpCRMmTCjtLhlUfHw8YmJiMGDAAFatItLTxIkTERsbixkzZmDdunUIDg4ukfPk5OTA1tYWPXr0UHtu8eLFUCgUCA8PV3tu1qxZUCgUuHr1aon0i4iIXtxYoJKeno7IyEj4+/vDysoKTk5OaNSoESZMmIB79+7pfbwTJ05g9uzZakW4KrLdu3cjICAALi4usLS0hI+PD0JDQ7Fv377S7hpVACwsQGXa8uXLERMTg0aNGiE6Orq0u1PmfPDBBzhx4gRat26tVgWVdBMXF4dBgwbBxcUFn3/+uVRVtaJg1Sqiojt48CB69OghFW4pKcbGxmjRogVOnDih9tzx48dRqVIlHD9+XONzLi4uUn5OIiIyvBc1FgDA8+fP0a5dO1y5cgXh4eF4++23kZ6ejkuXLmHDhg3o1asX3N3d9TrmiRMnEBUVhYiIiCLlvS5vPv74Y0yZMgUBAQGYMWMGLC0tcf36dfz000/YtGlTiQdBqeJjEI3KtOjoaAbPCsApwcUXGBiIipwaklWriIouMTHRoH9wZGRkwNTUVGNF7jZt2uDAgQO4fPky6tatK20/fvw4QkNDsWHDBty/f18KhGdnZ+PXX3+VCoYQEVHJeJFjwc6dO3H27FmsX78eAwcOVNsvKyvLYP0oridPnuhcQOxFyc7Oxpw5cxAUFIT9+/erPZ+YmFgKvaKKhss5iYiIiPJQ5d8SQmDZsmVQKBRQKBTS8zdv3kTfvn3h6OgIS0tLtGjRAnv27JEdQ5X/ZNOmTfjf//4HDw8PWFpaIi0tTeM527RpAwCyGWc3b97E/fv3MW7cOJibm8ueO3fuHJ48eSLtBwBXrlxBnz594OjoCHNzczRr1gy7du1SO9elS5fQoUMHWFhYoGrVqpg7dy6USqVaOy8vL3Tr1g3Hjh1D8+bNYW5uDh8fH43VolNSUvDOO++gWrVqMDMzQ40aNbBgwQK1427atAlNmzaFjY0NbG1tUb9+fXz22WdF6t/333+Prl27wt3dHWZmZvD19cWcOXOQk5MjtYmMjISJiQkePnyotv/IkSNhb2+PjIwMteeIiEpjLLhx4wYAoHXr1mrPmZubw9bWVnr8559/IiIiAj4+PjA3N4erqyvefPNNJCUlSW1mz56NKVOmAAC8vb2la7h16xZu3boFhUKhccKCQqHA7NmzZcdRKBSIi4vDwIED4eDgII0/QgjMnTsXVatWhaWlJdq3b49Lly6pHTM5ORmTJ09G/fr1YW1tDVtbW3Tu3Bnnz5+X2qSnp8PKykpjepU7d+7A2NgY8+fP13jvgNxia2lpaRrvHwC4uLhI/68t16am/GWBgYHw9/dHXFwc2rdvD0tLS3h4eGDhwoUa+9mzZ09YWVnBxcUFEydORGZmplq7o0ePom/fvqhevTrMzMxQrVo1TJw4Ec+ePZParF69GgqFAmfPnlXb/8MPP4SxsTHu3r2r9X5QyeBMNCIiIqI82rVrh3Xr1mHIkCEICgqSFbV58OABWrVqhadPn2L8+PFwcnLCmjVr0L17d2zbtg29evWSHWvOnDkwNTXF5MmTkZmZCVNTU43nbNGiBSpVqoRjx45h+PDhAHIDalZWVnjllVfQrFkzHD9+HG+88Yb0HPBf8O3SpUto3bo1PDw8MH36dFhZWWHLli3o2bMntm/fLvXr/v37aN++PbKzs6V2K1euhIWFhcZ+Xb9+HX369MGwYcMQHh6Ob7/9FhEREWjatCnq1asHAHj69CkCAgJw9+5dvPXWW6hevTpOnDiBGTNmICEhQUrCfeDAAQwYMACvvfYaFixYAAC4fPkyjh8/Lv3BpE//oqOjYW1tjUmTJsHa2hoHDx7ErFmzkJaWhkWLFgEAhgwZgg8++ACbN2/GuHHjpH2zsrKwbds2vPHGGzA3N9d47UT0ciuNscDT0xMAsHbtWvzvf/+TBe3yO3DgAG7evImhQ4fC1dUVly5dwsqVK3Hp0iWcOnUKCoUCvXv3xtWrV7Fx40YsXrwYlStXBgA4Oztr/HKhMH379kXNmjXx4YcfSis5Zs2ahblz56JLly7o0qULzpw5g9dff11t1tzNmzexc+dO9O3bF97e3njw4AG++uorBAQEIC4uDu7u7rC2tkavXr2wefNmfPrppzA2Npb237hxI4QQGDRokNb+ubi4wMLCArt378bbb78NR0dHva9Rm3///RfBwcHo3bs3QkNDsW3bNkybNg3169dH586dAQDPnj3Da6+9hr///hvjx4+Hu7s71q1bh4MHD6odb+vWrXj69ClGjx4NJycnnD59GkuXLsWdO3ewdetWAECfPn0wduxYrF+/Ho0bN5btv379egQGBsLDw8Ng10g6EkRERESkBoAYO3asbNs777wjAIijR49K2x4/fiy8vb2Fl5eXyMnJEUIIcejQIQFA+Pj4iKdPn+p0vldeeUX4+vpKj9966y3Rvn17IYQQU6dOFa+88or0XJ8+fYSlpaV4/vy5EEKI1157TdSvX19kZGRIbZRKpWjVqpWoWbOmWv9//fVXaVtiYqKws7MTAER8fLy03dPTUwAQR44ckbU1MzMT7777rrRtzpw5wsrKSly9elV2PdOnTxfGxsbi77//FkIIMWHCBGFrayuys7O13gN9+qfpvr711lvC0tJSdh9atmwpXn31VVm7HTt2CADi0KFDWvtCRCTEix0Lnj59KmrXri0ACE9PTxERESG++eYb8eDBA41t89u4caPa5/aiRYvUPj+FECI+Pl4AEKtXr9Z4zZGRkdLjyMhIAUAMGDBA1i4xMVGYmpqKrl27CqVSKW1/7733BAARHh4ubcvIyJDuS94+mJmZiQ8++EDaFhsbKwCIvXv3yto2aNBABAQEqPU1v1mzZgkAwsrKSnTu3FnMmzdP/PHHH2rtVq9erfG+qF6zvONDQECAACDWrl0rbcvMzBSurq7ijTfekLYtWbJEABBbtmyRtj158kTUqFFD7ZiaXr/58+cLhUIhbt++LW0bMGCAcHd3l927M2fOaH3tqORxOScRERGRjn788Uc0b95ctozS2toaI0eOxK1btxAXFydrHx4ernWWV35t2rTBjRs3cP/+fQC5s81atWoFIHdpz9mzZ/H06VPpuVdffRWVKlVCcnIyDh48iNDQUDx+/BiPHj3Co0ePkJSUhE6dOuHatWvSco8ff/wRLVq0QPPmzaXzOjs7a/1m38/PD23btpW1rV27Nm7evClt27p1K9q2bQsHBwfp3I8ePULHjh2Rk5ODI0eOAADs7e3x5MkTHDhwQOs90Kd/ee+r6rrbtm2Lp0+f4sqVK9JzYWFh+PXXX6VlUkDuN/jVqlVj1W8iKpKSGgssLCzw66+/Skswo6OjMWzYMLi5ueHtt9+WLQvMe7yMjAw8evQILVq0AACcOXOmWNenzahRo2SPf/rpJ2RlZeHtt9+WzZp755131PY1MzOT8sDl5OQgKSkJ1tbWqF27tqy/HTt2hLu7O9avXy9tu3jxIv78808MHjy40D5GRUVhw4YNaNy4MWJjY/H++++jadOmaNKkCS5fvqzvJUusra1l5zc1NUXz5s1l4+GPP/4INzc39OnTR9pmaWmJkSNHqh0v7+v35MkTPHr0CK1atYIQQrZ8MywsDPfu3cOhQ4ekbevXr4eFhYU0O51erJc6iHbkyBGEhITA3d0dCoUCO3fu1PsYW7ZsQaNGjWBpaQlPT09p+QARERFVPLdv30bt2rXVtquKAdy+fVu23dvbW+dj582LlpKSIi3RBIBWrVohOzsbp0+fRnx8PBISEqT2169fhxACM2fOhLOzs+wnMjISwH/JlG/fvo2aNWuqnVvTNQFA9erV1bY5ODjg33//lR5fu3YN+/btUzt3x44dZeceM2YMatWqhc6dO6Nq1ap48803sW/fPtmx9enfpUuX0KtXL9jZ2cHW1hbOzs7SHzipqalSu379+sHMzEz6gyw1NRU//PADBg0aVOBSKSIibUpyLLCzs8PChQulvGXffPMNateujS+++AJz5syR2iUnJ2PChAmoUqUKLCws4OzsLJ0n72egIeW/DtV15v/cdnZ2hoODg2ybUqnE4sWLUbNmTZiZmaFy5cpwdnbGn3/+KeuvkZERBg0ahJ07d0pfHK1fvx7m5ubo27cvgNxlk/fv35f95DVgwAAcPXoU//77L/bv34+BAwfi7NmzCAkJKXIezKpVq6qNGfnHw9u3b6NGjRpq7TS9V/7++29ERETA0dER1tbWcHZ2lr7YyXs/goKC4ObmJo1hSqUSGzduRI8ePWBjY1Oka6Hiealzoj158gQNGzbEm2++id69e+u9/969ezFo0CAsXboUr7/+Oi5fvowRI0bAwsJClneDiIiIXk66zkID/guiHTt2DJaWlgCAli1bAgAqV66MmjVr4tixY/jnn39k7VVJ9ydPnoxOnTppPHaNGjWK1P+8+WjyEnmqGiuVSgQFBWHq1Kka29aqVQtAbq6ac+fOITY2Fnv37sXevXuxevVqhIWFYc2aNXr1KyUlBQEBAbC1tcUHH3wAX19fmJub48yZM5g2bZqsEIGDgwO6deuG9evXY9asWdi2bRsyMzN1mtFARGQI+owFeXl6euLNN99Er1694OPjg/Xr12Pu3LkAgNDQUJw4cQJTpkxBo0aNYG1tDaVSieDgYI3FWPLT9iVC3uIshroOIDcR/syZM/Hmm29izpw5cHR0hJGREd555x21/oaFhWHRokXYuXMnBgwYgA0bNqBbt26ws7MDAGzevBlDhw6V7ZN3XFKxtbVFUFAQgoKCYGJigjVr1uDXX39FQECA3tevy3ioq5ycHAQFBSE5ORnTpk1DnTp1YGVlhbt37yIiIkJ2P4yNjTFw4ECsWrUKX375JY4fP4579+5xDCtFL3UQrXPnzlISQE0yMzPx/vvvY+PGjUhJSYG/vz8WLFiAwMBAAMC6devQs2dPaVqrj48PZsyYgQULFmDs2LH8dpOIiKiC8fT0xF9//aW2XbV8UJUUuihcXFykQJmVlRX8/Pxgb28vPd+qVSscP35cqlCmCrD5+PgAAExMTKTZXwX1/9q1a2rbNV2Trnx9fZGenl7ouYHc5S8hISEICQmBUqnEmDFj8NVXX2HmzJmoUaOGzv07fPgwkpKSsGPHDrRr107aHh8fr/G8YWFh6NGjB3777TcpQbOqMAIRkb5KcizQxMHBAb6+vrh48SKA3CT3P//8M6KiojBr1iypnabPT21/k6pmiqWkpMi2559FVxDVdV67dk0aiwDg4cOHshlaALBt2za0b98e33zzjWx7SkqKVPBAxd/fH40bN8b69etRtWpV/P3331i6dKn0fKdOnQpMDaBJs2bNsGbNGiQkJAAwzPXn5+npiYsXL0IIIbvv+d8rFy5cwNWrV7FmzRpZwQpt1xQWFoZPPvkEu3fvxt69e+Hs7Kz1SzMqeS/1cs7CjBs3DidPnsSmTZvw559/om/fvggODpY+nDIzM9UqOllYWODOnTvF+uUjIiKisqlLly44ffo0Tp48KW178uQJVq5cCS8vL/j5+RXr+G3atMG5c+ewf/9+KR+aSqtWrXDy5EkcPXoUDRo0kJZxuLi4IDAwEF999ZX0x0FeeSuwdenSBadOncLp06dlz+fNPaOv0NBQnDx5ErGxsWrPpaSkIDs7GwCQlJQke87IyAgNGjQAACnPj679U80IyDsDICsrC19++aXGPnbu3BmVK1fGggUL8Msvv/AbfCIqlpIaC86fP49Hjx6pbb99+zbi4uKkZYGaPgMBSNWQ87KysgKgHiyytbVF5cqVpbyVKto+RzXp2LEjTExMsHTpUllfNPXD2NhYrb9bt26VcnbmN2TIEOzfvx9LliyBk5OTbPKLm5sbOnbsKPsBcqtF531N8tq7dy+A/5ZW+vr6AoDs+nNycrBy5crCLlurLl264N69e9i2bZu07enTp2rH1PT6CSHw2WefaTxugwYN0KBBA3z99dfYvn07+vfvj0qVXur5UKWKd16Lv//+G6tXr8bff/8Nd3d3ALnLJPbt24fVq1fjww8/RKdOnTBx4kRERESgffv2uH79Oj755BMAQEJCAry8vErxCoiIiMjQpk+fjo0bN6Jz584YP348HB0dsWbNGsTHx2P79u1S0uSiatOmDVavXo3ffvsNY8eOlT3XqlUrpKamIjU1FW+//bbsuWXLlqFNmzaoX78+RowYAR8fHzx48AAnT57EnTt3cP78eQDA1KlTsW7dOgQHB2PChAmwsrLCypUr4enpiT///LNIfZ4yZQp27dqFbt26ISIiAk2bNsWTJ09w4cIFbNu2Dbdu3ULlypUxfPhwJCcno0OHDqhatSpu376NpUuXolGjRlIeIV3716pVKzg4OCA8PBzjx4+HQqHAunXrtC6rMTExQf/+/fHFF1/A2NgYAwYMKNK1EhEBJTcWHDhwAJGRkejevTtatGgBa2tr3Lx5E99++y0yMzMxe/ZsALkBsHbt2mHhwoV4/vw5PDw8sH//fo2zcZs2bQoAeP/999G/f3+YmJggJCQEVlZWGD58OD766CMMHz4czZo1w5EjR3D16lWd++vs7IzJkydj/vz56NatG7p06YKzZ89i7969arPLunXrhg8++ABDhw5Fq1atcOHCBaxfv142gy2vgQMHYurUqfjuu+8wevRomJiYFNqfp0+folWrVmjRogWCg4NRrVo1pKSkYOfOnTh69Ch69uyJxo0bAwDq1auHFi1aYMaMGUhOToajoyM2bdokffFTFCNGjMAXX3yBsLAw/PHHH3Bzc8O6deukFA0qderUga+vLyZPnoy7d+/C1tYW27dvV5u9l1dYWBgmT54MAPwiqLSVSk3QMgiA+O6776THP/zwg1QaN+9PpUqVRGhoqBAit3T81KlThbm5uTA2NhYODg5i9uzZAoA4depUKV0JERERGQIAMXbsWLXtN27cEH369BH29vbC3NxcNG/eXPzwww+yNocOHRIAxNatW/U6519//SUACADi6tWrsueUSqWwt7cXAMTmzZs19issLEy4uroKExMT4eHhIbp16ya2bdsma/fnn3+KgIAAYW5uLjw8PMScOXPEN998IwCI+Ph4qZ2np6fo2rWr2nkCAgJEQECAbNvjx4/FjBkzRI0aNYSpqamoXLmyaNWqlfj4449FVlaWEEKIbdu2iddff124uLgIU1NTUb16dfHWW2+JhISEIvXv+PHjokWLFsLCwkK4u7uLqVOnitjYWAFAHDp0SK3fp0+fFgDE66+/runWExFp9CLHgps3b4pZs2aJFi1aCBcXF1GpUiXh7OwsunbtKg4ePChre+fOHdGrVy9hb28v7OzsRN++fcW9e/cEABEZGSlrO2fOHOHh4SGMjIxkn6VPnz4Vw4YNE3Z2dsLGxkaEhoaKxMREtWNERkYKAOLhw4dqfc7JyRFRUVHCzc1NWFhYiMDAQHHx4kXh6ekpwsPDpXYZGRni3Xffldq1bt1anDx5UuOYotKlSxcBQJw4cUKn+/f8+XOxatUq0bNnT+Hp6SnMzMyEpaWlaNy4sVi0aJHIzMyUtb9x44bo2LGjMDMzE1WqVBHvvfeeOHDggNo4EhAQIOrVq6d2vvDwcOHp6Snbdvv2bdG9e3dhaWkpKleuLCZMmCD27dundsy4uDjRsWNHYW1tLSpXrixGjBghzp8/LwCI1atXq50rISFBGBsbi1q1aul0L6jkKIQoQia8CkihUOC7775Dz549AeQmKxw0aBAuXbqklkTQ2toarq6u0uOcnBzcv38fzs7O+Pnnn9GlSxckJibC2dn5RV4CEREREWlx/vx5NGrUCGvXrsWQIUNKuztERFSIXr164cKFC7h+/Xppd6XUPXr0CG5ubpg1axZmzpxZ2t15qXE5pxaNGzdGTk4OEhMT0bZt2wLbGhsbw8PDAwCwceNGtGzZkgE0IiIiojJk1apVsLa2LlJFdiIierESEhKwZ88evP/++6XdlTIhOjoaOTk5/BKoDHipg2jp6emyqHZ8fDzOnTsHR0dH1KpVC4MGDZIqYTRu3BgPHz7Ezz//jAYNGqBr16549OgRtm3bhsDAQGRkZGD16tXYunUrfvnll1K8KiIiIiJS2b17N+Li4rBy5UqMGzdOSrJNRERlT3x8PI4fP46vv/4aJiYmeOutt0q7S6Xq4MGDiIuLw7x589CzZ0/mXS8DXurlnIcPH0b79u3VtoeHhyM6OhrPnz/H3LlzsXbtWty9exeVK1dGixYtEBUVhfr16+PRo0cICQnBhQsXIIRAy5YtMW/ePLz66qulcDVERERElJ+XlxcePHiATp06Yd26dVJVUyIiKnuio6MxdOhQVK9eHZ988gn69OlT2l0qVYGBgThx4gRat26NmJgYaQUclZ6XOohGRERERERERESki+LVYSciIiIiIiIiInoJMIhGRERERERERERUiJeusIBSqcS9e/dgY2MDhUJR2t0hIir3hBB4/Pgx3N3dYWTE72YAjjVERIbEcUYdxxkiIsPSdax56YJo9+7dQ7Vq1Uq7G0REFc4///yDqlWrlnY3ygSONUREhsdx5j8cZ4iISkZhY02pBtGOHDmCRYsW4Y8//kBCQgK+++479OzZU6d9jx8/joCAAPj7++PcuXM6n1NVkemff/6Bra1tEXpNRER5paWloVq1aqx4lwfHGiIiw+E4o47jDBGRYek61pRqEO3Jkydo2LAh3nzzTfTu3Vvn/VJSUhAWFobXXnsNDx480OucqunOtra2HHCIiAyIy0n+w7GGiMjwOM78h+MMEVHJKGysKdUgWufOndG5c2e99xs1ahQGDhwIY2Nj7Ny50/AdIyIiIiIiIiIiyqPc5URbvXo1bt68iZiYGMydO7fQ9pmZmcjMzJQep6WllWT3iIjoJcSxhoiIShLHGSKisqFclbe5du0apk+fjpiYGFSqpFv8b/78+bCzs5N+mICTiIgMjWMNERGVJI4zRERlQ7mZiZaTk4OBAwciKioKtWrV0nm/GTNmYNKkSdJjVbI4InpxhBDIzs5GTk5OaXeFisDY2BiVKlViLpoCcKwhKl0cZ8o/jjUF4zhDVLo4zpR/hhpnyk0Q7fHjx/j9999x9uxZjBs3DgCgVCohhEClSpWwf/9+dOjQQW0/MzMzmJmZvejuEtH/y8rKQkJCAp4+fVraXaFisLS0hJubG0xNTUu7K2USxxqi0sNxpuLgWKMdxxmi0sNxpuIwxDhTboJotra2uHDhgmzbl19+iYMHD2Lbtm3w9vYupZ4RkTZKpRLx8fEwNjaGu7s7TE1N+Q1zOSOEQFZWFh4+fIj4+HjUrFkTRkblKhMAEVVgHGcqBo41RFRWcZypGAw5zpRqEC09PR3Xr1+XHsfHx+PcuXNwdHRE9erVMWPGDNy9exdr166FkZER/P39Zfu7uLjA3NxcbTsRlQ1ZWVlQKpWoVq0aLC0tS7s7VEQWFhYwMTHB7du3kZWVBXNz89LuEhERAI4zFQnHGiIqizjOVByGGmdKNYj2+++/o3379tJj1Tr/8PBwREdHIyEhAX///XdpdY+IDITfJpd/fA2JqCzjZ1TFwNeRiMoqfj5VDIZ4HUs1iBYYGAghhNbno6OjC9x/9uzZmD17tmE7RURERERERERElA/DqURERERERERERIVgEI2IiIiIiIiIiKgQDKIREeWhUCgK/OESciIiKi6ONUREVJI4zpScUs2JRkSkixylwOn4ZCQ+zoCLjTmaezvC2KhkSksnJCRI/79582bMmjULf/31l7TN2tpa+n8hBHJyclCpEj9KiYjKO441RERUkjjOVAyciUZEZdq+iwlos+AgBqw6hQmbzmHAqlNos+Ag9l1MKHznInB1dZV+7OzsoFAopMdXrlyBjY0N9u7di6ZNm8LMzAzHjh1DREQEevbsKTvOO++8g8DAQOmxUqnE/Pnz4e3tDQsLCzRs2BDbtm0rkWsgIiL9cKwhIqKSxHGm4mCokYjKrH0XEzA65gzy1/C9n5qB0TFnsHxwEwT7u73wfk2fPh0ff/wxfHx84ODgoNM+8+fPR0xMDFasWIGaNWviyJEjGDx4MJydnREQEFDCPSYiIm041hARUUniOFOxMIhGRGVSjlIganec2mADAAKAAkDU7jgE+bmW2DRobT744AMEBQXp3D4zMxMffvghfvrpJ7Rs2RIA4OPjg2PHjuGrr756aQYcIqKyhmMNERGVJI4zFQ+DaERUJp2OT0ZCaobW5wWAhNQMnI5PRktfpxfXMQDNmjXTq/3169fx9OlTtUEqKysLjRs3NmTXiIhIDxxriIioJHGcqXgYRCOiMinxsfbBpijtDMnKykr22MjICELIv196/vy59P/p6ekAgD179sDDw0PWzszMrIR6SUREheFYQ0REJYnjTMXDIBoRlUkuNuYGbVeSnJ2dcfHiRdm2c+fOwcTEBADg5+cHMzMz/P333y/NNGciovKAYw0REZUkjjMVD4NoRFQmNfd2hJudOe6nZmjMIaAA4GqXWxq6tHXo0AGLFi3C2rVr0bJlS8TExODixYvStGYbGxtMnjwZEydOhFKpRJs2bZCamorjx4/D1tYW4eHhpXwFREQvJ441RERUkjjOVDxGpd0BIiJNjI0UiAzxA5A7uOSlehwZ4vfCE3Bq0qlTJ8ycORNTp07FK6+8gsePHyMsLEzWZs6cOZg5cybmz5+PunXrIjg4GHv27IG3t3cp9ZqIiDjWEBFRSeI4U/EoRP5FrxVcWloa7OzskJqaCltb29LuDlGFlpGRgfj4eHh7e8PcvGhTlPddTEDU7jhZQk43O3NEhviVSinol1VBryU/V9XxnhC9GIYYZwCONWWFtteTn6nqeE+IXgyOMxWLIf6m4XJOIirTgv3dEOTnitPxyUh8nAEXm9zpzmXh2xoiIqoYONYQEVFJ4jhTcTCIRkRlnrGR4oWXfCYiopcLxxoiIipJHGcqBuZEIyIiIiIiIiIiKgSDaERERERERERERIVgEI2IiIiIiIiIiKgQzIlGGuUohd5JD4uyDxERERERERFRecAgGqkpSvldluwlIiIiIiIiooqMyzlJZt/FBIyOOSMLhgHA/dQMjI45g30XEwyyDxERERERERFRecIgGklylAJRu+MgNDyn2ha1Ow45SlGsfYiIiIiIiIiIyhsG0cq5HKXAyRtJ+P7cXZy8kVSsYNXp+GS12WR5CQAJqRk4HZ9crH2I6D8RERHo2bOn9DgwMBDvvPPOC+/H4cOHoVAokJKS8sLPTUREJYfjDBERlaSXbZxhEK0c23cxAW0WHMSAVacwYdM5DFh1Cm0WHCzy8snEx9qDYdraFWUfovIgIiICCoUCCoUCpqamqFGjBj744ANkZ2eX6Hl37NiBOXPm6NSWf5AQEZVfHGeIiKgkcZwpGSwsUE6p8pDln3emykO2fHATvRP6u9iY692uKPsQ6U2ZA9w+AaQ/AKyrAJ6tACPjEj9tcHAwVq9ejczMTPz4448YO3YsTExMMGPGDFm7rKwsmJqaGuScjo6OBjkOERHpqRTGGo4zREQvEY4zFQJnopVDJZWHrLm3I9zszKHQ8rwCuRU3m3s7FmsfIr3E7QKW+ANrugHbh+X+d4l/7vYSZmZmBldXV3h6emL06NHo2LEjdu3aJU1ZnjdvHtzd3VG7dm0AwD///IPQ0FDY29vD0dERPXr0wK1bt6Tj5eTkYNKkSbC3t4eTkxOmTp0KIeS/p/mnP2dmZmLatGmoVq0azMzMUKNGDXzzzTe4desW2rdvDwBwcHCAQqFAREQEAECpVGL+/Pnw9vaGhYUFGjZsiG3btsnO8+OPP6JWrVqwsLBA+/btZf0kInrplNJYw3GGiOglwXGmwowzDKKVQyWVh8zYSIHIED8AUAuKqR5HhvjB2EhRrH2IdBa3C9gSBqTdk29PS8jd/gICaXlZWFggKysLAPDzzz/jr7/+woEDB/DDDz/g+fPn6NSpE2xsbHD06FEcP34c1tbWCA4Olvb55JNPEB0djW+//RbHjh1DcnIyvvvuuwLPGRYWho0bN+Lzzz/H5cuX8dVXX8Ha2hrVqlXD9u3bAQB//fUXEhIS8NlnnwEA5s+fj7Vr12LFihW4dOkSJk6ciMGDB+OXX34BkDs49u7dGyEhITh37hyGDx+O6dOnl9RtIyIq28rQWMNxhoioAuI4U6HGGS7nLIdKMg9ZsL8blg9ugqjdcbJAnaudOSJD/DQuES3KPkSFUuYA+6YBWudcKoB904E6XUt8GrQQAj///DNiY2Px9ttv4+HDh7CyssLXX38tTXuOiYmBUqnE119/DYUiN2i8evVq2Nvb4/Dhw3j99dexZMkSzJgxA7179wYArFixArGxsVrPe/XqVWzZsgUHDhxAx44dAQA+Pj7S86qp0i4uLrC3tweQ+03Phx9+iJ9++gktW7aU9jl27Bi++uorBAQEYPny5fD19cUnn3wCAKhduzYuXLiABQsWGPCuERGVA2VkrOE4Q0RUQXGcqXDjDINo5VBJ5yEL9ndDkJ8rTscnI/FxBlxscpdjFjSbTN99cpRCr+PTS+j2CfVva2QEkHY3t5132xLpwg8//ABra2s8f/4cSqUSAwcOxOzZszF27FjUr19fljfg/PnzuH79OmxsbGTHyMjIwI0bN5CamoqEhAS8+uqr0nOVKlVCs2bN1KZAq5w7dw7GxsYICAjQuc/Xr1/H06dPERQUJNuelZWFxo0bAwAuX74s6wcAaYAiInqplPJYw3GGiKiC4zhT4cYZBtHKIVUesvupGRrj2QrkzgIrTh4yYyMFWvo6lcg++y4mqM1ac+OsNcov/YFh2xVB+/btsXz5cpiamsLd3R2VKv33kWllZSXvRno6mjZtivXr16sdx9nZuUjnt7Cw0Huf9PR0AMCePXvg4eEhe87MzKxI/SAiqrBKeazhOENEVMFxnNF7n7I+zjCIVg6p8pCNjjkDBeQTQ8t6HrKSqCpKFZR1FcO2KwIrKyvUqFFDp7ZNmjTB5s2b4eLiAltbW41t3Nzc8Ouvv6Jdu3YAgOzsbPzxxx9o0qSJxvb169eHUqnEL7/8Ik1/zkv1zVFOTo60zc/PD2ZmZvj777+1fuNTt25d7Nolz71w6tSpwi+SiKiiKeWxhuMMEVEFx3Gmwo0zLCxQTqnykLnayZdsutqZl9lAVElVFaUKyrMVYOsO9ZIVKgrA1iO3XRkwaNAgVK5cGT169MDRo0cRHx+Pw4cPY/z48bhz5w4AYMKECfjoo4+wc+dOXLlyBWPGjEFKSorWY3p5eSE8PBxvvvkmdu7cKR1zy5YtAABPT08oFAr88MMPePjwIdLT02FjY4PJkydj4sSJWLNmDW7cuIEzZ85g6dKlWLNmDQBg1KhRuHbtGqZMmYK//voLGzZsQHR0dEnfIiKisqccjTUcZ4iIyiGOMxVunGEQrRwL9nfDsWkdsHFEC3zWvxE2jmiBY9M6lMkAGlByVUWpgjIyBoJViSG11H4N/qjEiwroytLSEkeOHEH16tXRu3dv1K1bF8OGDUNGRob0Tc67776LIUOGIDw8HC1btoSNjQ169epV4HGXL1+OPn36YMyYMahTpw5GjBiBJ0+eAAA8PDwQFRWF6dOno0qVKhg3bhwAYM6cOZg5cybmz5+PunXrIjg4GHv27IG3tzcAoHr16ti+fTt27tyJhg0bYsWKFfjwww9L8O4QEZVR5Wis4ThDRFQOcZypcOOMQmjLAFdBpaWlwc7ODqmpqVqnKFLJ+P7cXUzYdK7Qdp/1b4QejTwKbUdlX0ZGBuLj4+Ht7Q1z86IVukDcrtyKNnkTctp65A42ft0N01EqVEGvJT9X1fGeEL0YBhlnAI41ZYS215Ofqep4T4heDI4zFYsh/qZhTjR6YSpb65YEsKhVRamC8uueW/L59onchJvWVXKnO5eBb2uIiKiC4FhDREQlieNMhcEgGr0Q+y4mYPauSwW2MURVUaqgjIxLpOQzERGRhGMNERGVJI4zFQKDaPpQ5jByXATaKnLmVdarihIRERERERHRy41BNF1pXMPsnpskkGuYtSqoImdernbmiAzxK7NFEYiIiIiIiIjo5cbqnLqI2wVsCZMH0AAgLSF3e9yu0ulXOVBYRU6Vj/s0ZACtAnvJ6pdUSHwNiags42dUxcDXkYjKKn4+VQyGeB0ZRCuMMid3BprGuVT/v23f9Nx2pCbxceEBNAB49CSzhHtCpcHExAQA8PTp01LuCRWX6jVUvaZERGUBx5mKhWMNEZU1HGcqFkOMM1zOWZjbJ9RnoMkIIO1ubjsmCVSja6VNVuSsmIyNjWFvb4/ExEQAgKWlJRQK5rwrT4QQePr0KRITE2Fvbw9jY+aBJKKyg+NMxcCxhojKKo4zFYMhxxkG0QqT/sCw7V4yzb0d4WZnjvupGRrn8rEiZ8Xn6uoKANLAQ+WTvb299FoSEZUlHGcqDo41RFQWcZypOAwxzjCIVhjrKoZt95IxNlIgMsQPo2POQAH5olhW5Hw5KBQKuLm5wcXFBc+fPy/t7lARmJiYcFYAEZVZHGcqBo41RFRWcZypGAw1zjCIVhjPVrlVONMSoDkvmiL3ec9WL7pn5UawvxuWD26CqN1xsiIDrMj5cjE2NuY/jomIqMRwnCEiopLEcYYABtEKZ2QMBC/IrcKpbS5V8Ee57UirYH83BPm54nR8MhIfZ8DFJncJJ2egEREREREREVF5wCCaLvy6A6Frc6t05i0yYOueG0Dz6156fSvDcpRCLWjW0teptLtFRERERERERKQ3BtF05dcdqNM1twpn+oPcHGierTgDTYt9FxPUlm+6cfkmEREREREREZVTDKLpw8gY8G5b2r0o8/ZdTMDomDNqGeTup2ZgdMwZLB/chIE0IiIiIiIiIipXjEq7A1Sx5CgFonbHaSzBoNoWtTsOOUpNLYiIiIiIiIiIyiYG0cigTscny5Zw5icAJKRm4HR88ovrFBERERERERFRMTGIRgaV+Fh7AK0o7YiIiIiIiIiIygLmRCODcrExN2g7QHOVT2MjRVG7SERERERERESkNwbRyKCaezvCzc4c91MzNOZFUwBwtcsNhOmCVT6JiIiIiIiIqCzgck4yKGMjBSJD/ADkBszyUj2ODPHTaSaZqspn/hxrqiqf+y4mGKDHRERERERERESFYxCtgshRCpy8kYTvz93FyRtJpVr9MtjfDcsHN4GrnXzJpqudOZYPbqLTDDJW+SQiIiIiIiKisoTLOSuAsrjkMdjfDUF+rkXOZaZPlc+Wvk4G6jURERERERERkWYMopVzqiWP+edjqZY86jrzqyQYGymKHOBilU8iIiIiIiIiKku4nLMcq8hLHkuiyicRERERERERUVExiFaO6bPksbxRVfnUtvhTgdwlq7pW+SQiIiIiIiIiKg4G0cqxirzk0ZBVPomIiIiIiIiIiotBtHKsoi95NESVTyIiIiIiIiIiQ2BhgXJMteTxfmqGxrxoCuQGnMrzksfiVvkkIiIiIiIiIjIEzkQrx0p6yWOOUuDkjSR8f+4uTt5IKpUCBTlKwQAaEREREREREZU6zkQr51RLHqN2x8mKDLjamSMyxK/ISx73XUxQO6ZbMY9ZHvtARERERERERAQwiFYhGHrJ476LCRgdc0Ztiej91AyMjjnzQvKRlYU+EBERERERERGpMIhWQRgbKdDS16nYx8lRCkTtjtOYY00gd5lo1O44BPm5lsiyyhylwKkbSZi+/UKp9YGIiIiIiIiIKD8G0UiSoxSIPh4vWz6ZnwCQkJqB0/HJBgna5aVp+eaL7gMRERERERERkSYMohEA3QNYKomPdWunz/k1Ld98kX0gIiIiIiIiItKGQTQqUgDLxcbcYOcvaAnpi+oDEREREREREVFBGEQrCcoc4PYJIP0BYF0F8GwFGBmXdq800jeApUBu5c/m3o4G68Pp+GSdZ8CVVB+IiIiIiIiIiArCIJqhxe0C9k0D0u79t83WHQheAPh1L71+aaFPAEuVwj8yxM+gCf31WZZZUn0gIiIiIiIiIiqIUWl3oEKJ2wVsCZMH0AAgLSF3e9yu0ulXAfQJYLnamWP54CYI9nczaB/0WZZZUn0gIiIiIiIiIioIZ6IZijIndwaaxoWRAoAC2DcdqNO1TC3t1DWANbNrXUS09i6R2V/NvR3hZmeO+6kZWpeV2luYYNmgJmjh48QZaERERERERET0wnEmmqHcPqE+A01GAGl3c9uVIaoAlrawlAKAm515iQXQAMDYSIHIED/pfPnPrwDw0Rv10bpGZQbQiIiIiIiIiKhUMIhmKOkPDNvuBSksgAW8mPxjwf5uWD64CVzt5DPjuHyTiIiIiIiIiMoCLuc0FOsqhm33AqkCWFG742RFBlztzBEZ4vfCAljB/m4I8nPF6fhkJD7OgItNbgVOTQG8HKXQqR0RERERERERkSEwiGYonq1yq3CmJUBzXjRF7vOerV50z3SiTwCrJBkbKdDS16nANvsuJqgF/NxecMCPiIiIiIiIiF4uXM5pKEbGQPCC/3+gZWFk8EdlqqhAfqoAVo9GHmjpW7wE/jlKgZM3kvD9ubs4eSMJOUptJQP0s+9iAkbHnJEF0ADgfmoGRsecwb6LCQY5DxERERERERFRXpyJZkh+3YHQtblVOvMWGbB1zw2g+XUvvb69QCU1UyxHKRC1O66g+qeI2h2HID9XLu0kIiIiIiIiIoNiEM3Q/LoDdbrmVuFMf5CbA82zVZmegWZIqpli+QNdqplixSkScDo+WW0GWl4CQEJqBk7HJxe6JJSIiIiIiIiISB8MopUEI2PAu21p9+KFK+mZYomPtQfQitKOiIiIiIiIiEhXzIlGBqPPTLGicLExN2g7IiIiIiIiIiJdMYhGBlPSM8WaezvCzc5crWyDigK5udeaezsW6fhERERERERERNowiEYGU9IzxYyNFIgM8QOgtf4pIkP8WFSAiIiIiIiIiAyOQTQqshylwMkbSfj+3F2cvJGEpp4OJT5TLNjfDcsHN4GrnTwQ52pnXqyiBUREREREREREBWFhASqSfRcTELU7TpYDzc3OHN0bumHlkXgoAFmBAUPOFAv2d0OQnytOxycj8XEGXGxyA3OcgUZEREREREREJYVBNNLbvosJGB1zRq0K5/3UDKw8Eo+R7byx63yCLMDmameOyBA/g80UMzZSoKWvk0GORURERERERERUGAbRSC85SoGo3XFqATQgd+aZAsCu8wn4ZUp7/HH7X84UIyIiIiIiIqIKgUE00svp+GTZDLP8BICE1Az8cftfg84Uy1EKLt8kIiIiIiIiolLDIBrpJfGx9gBaUdrpQlv+NUMuDyUiIiIiIiIiKgirc5JeXGzMC2+kR7vCqPKv5Z/9dj81A6NjzmDfxQSDnIeIiIiIiIiIqCAMopFemns7ws3OHNoWUiqQO0usubdjsc9VWP41AIjaHYccpaYWRERERERERESGwyAa6cXYSIHIED8AUAukqR73f6U6fvjzHk7eSCpWgEvX/Gun45OLfA4iIiIiIiIiIl0wJxrpLdjfDcsHN1HLU2ZvaQIBYPFPV6VtxcldVhr514iIiIiIiIiINGEQjYok2N8NQX6uUsXMW4+eYPFP19TaqXKXLR/cRO9A2ovOv0ZEREREREREpE2pLuc8cuQIQkJC4O7uDoVCgZ07dxbYfseOHQgKCoKzszNsbW3RsmVLxMbGvpjOkhpjIwVa+jqhWwN3bPrtH41tipO77EXmXyMiIiIiIiIiKkipBtGePHmChg0bYtmyZTq1P3LkCIKCgvDjjz/ijz/+QPv27RESEoKzZ8+WcE+pICWVu0yX/GuRIX4wNtIWZiMiIiIiIiIiMoxSXc7ZuXNndO7cWef2S5YskT3+8MMP8f3332P37t1o3LixgXtHuirJ3GXa8q+5FiPXGhERERERERGRvsp1TjSlUonHjx/D0VH7cr7MzExkZmZKj9PS0l5E114qJZ27LH/+NReb3CWcnIFGRGUFxxoiIipJHGeIiMqGUl3OWVwff/wx0tPTERoaqrXN/PnzYWdnJ/1Uq1btBfbw5fAicpep8q/1aOSBlr5ODKARUZnCsYaIiEoSxxkiorKh3AbRNmzYgKioKGzZsgUuLi5a282YMQOpqanSzz//aE6AT0XH3GVE9LLjWENERCWJ4wwRUdlQLpdzbtq0CcOHD8fWrVvRsWPHAtuamZnBzMzsBfXs5cXcZUT0MuNYQ0REJYnjDBFR2VDugmgbN27Em2++iU2bNqFr166l3Z2XTo5SaM1NxtxlRERERERERFRRlWoQLT09HdevX5cex8fH49y5c3B0dET16tUxY8YM3L17F2vXrgWQu4QzPDwcn332GV599VXcv38fAGBhYQE7O7tSuYaXyb6LCWozzdzyzTRT5S4jIiIiIiIiIqpISjUn2u+//47GjRujcePGAIBJkyahcePGmDVrFgAgISEBf//9t9R+5cqVyM7OxtixY+Hm5ib9TJgwoVT6/zLZdzEBo2POyAJoAHA/NQOjY85g38WEUuoZEREREREREVHJK9WZaIGBgRBCaH0+Ojpa9vjw4cMl26HSoswBbp8A0h8A1lUAz1aAkXFp90qSoxSI2h0HTa+UQG7xgKjdcQjyc+XSTSIiIiIiIiKqkMpdTrQKJ24XsG8akHbvv2227kDwAsCve+n1K4/T8clqM9DyEgASUjNwOj6ZSzmJiIiIiIiIqEIq1eWcL724XcCWMHkADQDSEnK3x+0qnX7lk/hYewCtKO2IiIiIiIiIiMobBtFKizIndwaa1kWSAPZNz21XylxszA3ajoiIiIiIiIiovGEQrbTcPqE+A01GAGl3c9uVsubejnCzM4e2bGcK5FbpbO7t+CK7RURERERERET0wjCIVlrSHxi2XQkyNlIgMsQPANQCaarHkSF+LCpARERERERERBUWg2ilxbqKYdsVUY5S4OSNJHx/7i5O3khCjlJztdRgfzcsH9wErnbyJZuuduZYPrgJgv3dSrSfRERERERERESlidU5S4tnq9wqnGkJ0JwXTZH7vGerEuvCvosJiNodJ6u86WZnjsgQP41BsWB/NwT5ueJ0fDISH2fAxSZ3CSdnoBERERERERFRRceZaKXFyBgIXvD/D7Qskgz+KLddCdh3MQGjY87IAmgAcD81A6NjzmDfxQSN+xkbKdDS1wk9Gnmgpa8TA2hERERERERE9FJgEK00+XUHQtcCtvlmfdm65273614ip81RCkTtjiuoLiiidsdpXdpJRERERERERPSy4XLO0ubXHajTNbcKZ/qD3Bxonq1KbAYaAJyOT1abgZaXAJCQmoHT8clo6etk8PPnKAWXhBIRERERERFRucIgWllgZAx4t31hp0t8rD2AVpR2+tA3DxsRERERERERUVnA5ZwvIRcb88Ib6dFOV0XNw0ZEREREREREVNoYRHsJNfd2hJuduVo5AxUFcmeHNfd2NNg5mYeNiIiIiIiIiMozBtFeQsZGCkSG+AHQWhcUkSF+Bs1Tpk8etrxylAInbyTh+3N3cfJGEoNsRERERERERFQqmBPtJRXs74blg5uo5SdzLaH8ZEXJw1aS+dNY3ICIiIiIiIiI9MEg2kss2N8NQX6uLySYpG8eNlX+tPzzzlT505YPblLkQBqLGxARERERERGRvric8yVnbKRAS18n9GjkgZa+TiU2G6uwPGwA4GRliqaeDiWaP43FDYiIiIiIiIioKBhEoxeioDxsKklPshCw6BC+OHitSPnTCqNrcO74tUfMwUZEREREREREMlzOSWpKKl+Ytjxsed1PzcDin67pdDxd86yp6FrcYNA3v0rbuMyTiIiIiIiIiAAG0Sifks4XFuzvhg51qqDF/J+Q/OS52vP6zPvSNc+air5BN8AwOdiIiIiIiIiIqPzjck6SvKh8YX/c/ldjAE1XCuQG9pp7O+q1n75BN6D4OdiIiIiIiIiIqGJgEI0A6J4vTJ9AUo5S4OSNJLX8YvrMCMu/iFT1ODLET+8lproUN9CkqDnYiIiIiIiIiKji4HJOAqB7vrDT8clo6etU4LFylAJfHLyO1cfjkfLsvxlnqmWhus4Im9ixFjb99resX67FWFqqKm4wOuYMFNBv6ShQtOWgRERERERERFQxMIhGAHQPEBXWbt/FBEzfcQEpT9WXa6qWhS4b2ARudua4n5qhMZClQG6wbFyHGhjXoYZBixzoUtxAm6IsByUiIiIiIiKiioFBNAKge4CooHb7LiZgVMwZrc8L5AbI5uyJQ7cGrlh19JbWtnmXaxY2801fwf5uCPJzlYJzla3N8O6Wc3iQlllgUE/fHGxEREREREREVHEwJxoBKDxfWGHJ/FU51QqjWhZaUABtZDvvEq+EaWykQEtfJ/Ro5IHWNSpjdvd6AAybg42IiIiIiIiIKg4G0QjAf/nCgKIFkgrLqaaPXecT9K6Eqa2Iga5Uyzxd7eQz7VztzLF8cJMSD+oRERERERERUdnG5Zwk0ZYvTJdk/vfTDJd0X9cCBir7Liao9dmtCAUI8i/zNEQONiIiIiIiIiKqGBhEI5miBpKS0zMN2g9dCx3su5iA0TFn1HKZqYoY6DuLTLXMk4iIiIiIiIgoLwbRSE1RAkmOVqYG7YMuhQ5Uedg0LdxUFTGI2h2HID9XziYjIiIiIiIiomJhTjQyCFc7C53aje9QA4XFs4wUQFNPh0KPVVgeNlURg9PxyTr1jYiIiIiIiIhIGwbRyCBU1T0L4mprhle9nVBYzn+lAP64/W+h59R1yaeu7YiIiIiIiIiItGEQjQxCVd1T2yQzBYDZ3evh5ysPdDqeLoEvXZZ86tOOiIiIiIiIiEgbBtHIYFTVPfPPSHOzM8fywU0Q5OeKnefu6XQsXQJfqtlvBQXu3OxyCyMQERERERERERUHCwuQQRVU3fPkjSQkP8kq9BiOViY6Bb5Us99Gx5yBApAVGFAF1iJD/FhUgIiIiIiIiIiKjUE0Mjht1T11zU3Wq5GHzoEv1ey3qN1xsiIDrnbmiAzxQ7C/m26dJiIiIiIiIiIqAINo9MLompuso5+rXsctaPYbEREREREREZEhMIhGL4wqh9n91AxoKtCpQO4MsqLkMNM2+02bHKVg0I2IiIiIiIiIdMYgGpUYTYGqspDDbN/FBLXln25c/klEREREREREBWAQjUpEQYGq0sxhtu9iAkbHnFGbCXc/NQOjY85g+eAmDKQRERERERERkRoG0cjgdAlUHZvW4YUvp8xRCkTtjtO4lFQgdzZc1O44BPm5cmknEREREREREckYlXYHqGIpLFAFALN3XcKpm0kvPB/Z6fhk2ew3Tf1LSM3A6fjkEu8LEREREREREZUvnIlGBqVLoOp+WiYGff2rtO1F5SNLfKy9X0VpR0REREREREQvD85EI4MqSgBKtcxz38WEQtvmKAVO3kjC9+fu4uSNJOQoNc1508zFxtyg7YiIiIiIiIjo5cGZaGRQRQlA6ZqPrLhVNZt7O8LNzhz3UzM0LjdVILfAQXNvR72vgYiIiIiIiIgqNs5EI4NSBar0zXBWWD4yVbGC/EtFE1IzMCrmDD776Wqhs9KMjRSIDPEDALX+qR5HhvixqAARERERERERqWEQjQyqoECVLjQtBy2oWIHK4p+uofVHBwtdEhrs74blg5vA1U4+Y87VzhzLBzcp8bxsRERERERERFQ+cTlneafMAW6fANIfANZVAM9WgJFxqXZJFajKv/RSF5qWgxZWrEDlflpubrXCgmHB/m4I8nPF6fjkF14hlIiIiIiIiIjKJwbRyrO4XcC+aUDavf+22boDwQsAv+6l1y/IA1X3U5/hgx/i8O/T5wXu46YlH5m+xQoKy60G5M6Ya+nrpNdxiYiIiIiIiOjlxeWc5VXcLmBLmDyABgBpCbnb43aVTr/yUAWqXO0sCg2gAUD/V6prDHzpU6ygsNxqRERERERERERFwSBaeaTMyZ2BpjFL2P9v2zc9t10ZoOtMMq/Klhq3F6VYgb6z14iIiIiIiIiICsIgWnl0+4T6DDQZAaTdzW1nYDlKgZM3kvD9ubs4eSOp0IqYgO4zybS1y1usQFf6zF4jIiIiIiIiIioMc6KVR+kPDNtOR/suJqgVC3CzM0dkiF+BifxVM8nup2ZonDunQG51TE350FRUxQpm77qE+2mZWtvpciwiIiIiIiIiIn1xJlp5ZF3FsO10sO9iAkbHnFGrknk/Nbci5r6LCVr3zTuTLP+STNXjyBC/QqtjBvu74fj01zCxYy2Nz+tzLCIiIiIiIiIifTCIVh55tsqtwllQljCFEfA0ySCny1EKRO2OKygDG6J2x2lc2qla/pmZrcQ7HWuiiq2Z7HlXO3MsH9ykwJlseRkbKTChY02sGNwEbnbyJZv6HouIiIiIiIiISFdczlkeGRkDwQtyq3BqI5TA1ghAsRbw616s052OT1abgSY7Ff6riNnS10narmn5p6utOSZ2rAWvypZwsclddlmUWWPB/m4I8nPF6fhkJD7OKNaxiIiIiIiIiIgKw5lo5ZVfd6BPdO6Ms4IYoEqnrpUu87bTtvzzQVoGlvx0FWaVjNDS16lYQS9jIwVa+jqhRyMPNPd2xOn4ZL0KHhARERERERER6Yoz0cozK6fcGWda5anS6d22yKfRt7pmYcs/Fchd/hnk52qQmWNFLXhARERERERERKQrzkQrz15QlU5VdU1t4S4FcoNWqoqY+iz/LK7iFDwgIiIiIiIiItIVZ6KVZy+oSqequubomDNQALIZZqrA2syudaX8ZNcepOt03PtpGTh5I0ktp1mOUhSY60z1/P20DMz54dILm/FGRERERERERC8vBtHKM1WVzrQEQGMoSZH7vGerYp8q2N8Nywc3US8UYGeO7g3dMGfP5QJnn2ky54dLSH7yXHrs9v/H2nU+QevSTE1LN7XRVvCAiIiIiIiIiEhfDKKVZ7IqnVrmiAV/lNvOADRVxPz3SRbGbjijMYRXmLwBNCA34PXVkXi1dqqlmSPbeWPlkXi9z6VrYQQiIiIiIiIiIm0YRCvv/LoDoWuBfdOAtHv/bbd1zw2g+XU36OlUFTGB3GWVbRYc1CuolT/UpwtV+1VH9Q+gAboXRiAiIiIiIiIi0oZBtIrArztQp2tuFc70B7k50DxbGWwGmjaFFRDQxNHKFElPsop0PqWeETQFcpebqgoeEBEREREREREVFYNoFYWRMeDd9oWeUtdlkuPa+6JmFRu42JjjXsozvLv1fAn37L+CB5EhfiwqQERERERERETFZlTaHaDyS9dlkq1rOKNHIw+09HVCytOizULTl6udOZYPboJgf7cXcj4iIiIiIiIiqtg4E42KrLm3I9zszHE/NUNbbVC15ZSOVqYl1h9b80qI7OYHdwdLNPd2LHAGWo5SyAokFNaeiIiIiIiIiF5uDKJRkRkbKRAZ4ofRMWe01QZVW07pamdRYv1Jy8jGxweuFrqEc9/FBETtjpPlc3OzM0dkiB9nrhERERERERGRRlzOScUS7O+G5YObwNVOvrRT23JK1ey1guSPf9lbmujcn4TUDIyOOYN9FxM0Pr/vYgJGx5xRK4hwv5D9iIiIiIiIiOjlxploVGzB/m4I8nPVaXlk3tlr2paAfjGgMRyszKRjKZUCg775Va8+Re2OQ5Cfq6wPOUqBqN1xGs8r/v/cmvYjIiIiIiIiImIQjQzC2EiBlr5OOrVVzV7TdUlljlLA3sIEKc+e63R8gdwZaafjk2V9OnUjSW0Gmi77ERERERERERExiEalQt/Za21qVsYPf+q31DLx8X8Bs30XEzB9+wW99yMiIiIiIiIiAhhEo1Kk6+y1HKXA77f+1fv4Lja5uddUedA0LeMsaD8iIiIiIiIiIhUG0UgvOUqh0+wxQx7jdHwy7qfpPjtMgdzCBs29HQvMg1bQfkREREREREREeTGIRjrbdzFB5zxm2vz4ZwL+9/1FJD/J0vkY+iyvVIXiIkP8YGykwMlC8qDlp9qPiIiIiIiIiCgvo9LuAJUPqiWR+QNS91MzMDrmDPZdLDxf2fwf4zBmwxlZAA3ITeZf0DH0WV7pameO5YObSAE5XQNw9hYmsv1ylAInbyTh+3N3cfJGEnKUui4GJSIiIiIiIqKKiDPRqFAFLYkUyJ39FbU7DkF+rlpncf345z18dSRe6zlEAcdo7u0INztz3E/N0Los097SBMsGNEGL/8+xdvJGEhIfZ+DR48xCrw8Alg1qgtY1KgMwzIw7IiIiIiIiIqpYGESjQp2OTy5wSaRA7myy0/HJGgsF5CgF/vf9xULPo+0YxkYKRIb4YXTMGSj+/3wqqnDbR73ro3XNyhoDYAVR5UFr4ZN7Tm1FCFQz7vLOViMiIiIiIiKilweXc1KhdF0Sqa3d6fhkJD95XqxjBPu7YfngJnC1ky/tzLt8U9uS08Ko8qAVNuMOyJ0tx6WdRERERERERC8fzkSjQumak0xbO30KA9x69ETrc8H+bgjyc9VY2VOfKpwqRgrgiwH/zSwr7ow7IiIiIiIiIqq4GESjQhWWk0y1JLK5t6PG/fUpDLD4p2uo7WqjdcmksZFCYwCrsACYJkoBOFiZSo+LO+OOiIiIiIiIiCouLuekQqlykgH/5SBTUT1WLYnURBWE04WqSIG+SyaLGtjKu19xZ9wRERERERERUcXFIBrpRJecZNqognCaQ2xyeZdM6qOoga28+6mCfdr6qUBulU5tM+6IiIiIiIiIqOLick7SWUE5yXTZd/ngJpi+/QJSnhVeZOCnuPt65R0rbMlpfpqWoOpSBbSgGXdEREREREREVHFxJhrpRZWTrEcjD7T0ddIroBTs74ZlA5vo1Pab47ew72KCXv3StuQ0v4ICYsWZcUdEREREREREFRdnotEL1cLXSecZY1G74xDk56pzoE4VAIvaHScrMmCkyC0ioOJqZ47IED+tAbHizLgjIiIiIiIiooqJQTR6oVQzxkbFnCm0rSo3mq7LOnOUAnYWppjaqTaSn2TB0doMrrbmaOrpgD9u/1tgQCxHKdSCZvosJyUiIiIiIiKiio1BNHrhgv3d8GZrL3x7/FahbXWturnvYoLaDDS3/59xZlrJqMCAWEH7cvkmEREREREREQHMiUZa5CgFTt5Iwvfn7uLkjSTkKHVJ16+7ID9XndrpUnVz38UEjI45IwuCAcD91AyMjjlTYG614uxLRERERERERC8PzkQjNS9iZlZh1TQ1Vc/UJEcpELU7TuMxxP8fR1tutcL2RQH7EhEREREREdHLhTPRSOZFzcwqqJpmQdUz8zsdn6zW17wE/sutpu+++P99vzh4rcA2RERERERERFTxMYhGEl1nZhlqaaeqmqarnXzJpqudOZYPbqLTrDddc6Zpaqfrvot/usZlnUREREREREQvOS7nJIk+s7oMVbky2N8NQX6uapUxdV0+qUvONG3tdN0X4LJOIiIiIiIiopcdg2gkKc6sruIwNlIUOShXnNxqqn0LW9IJGD54SERERERERETlC5dzkkTXmVmVrcxKuCe6K05utbz76sLQwUMiIiIiIiIiKj9KNYh25MgRhISEwN3dHQqFAjt37ix0n8OHD6NJkyYwMzNDjRo1EB0dXeL9fFmoZmYVtmDx3a3ny1SOsOLkVgv2d8PEjrV0Oo8+yz+JiIiIiIiIqGIp1SDakydP0LBhQyxbtkyn9vHx8ejatSvat2+Pc+fO4Z133sHw4cMRGxtbwj19ORQ0qyuvB2mGrdRpCMH+bjg2rQM2jmiBz/o3wsYRLXBsWgedihOM61ADrrbaZ9cpALhpWRJKRERERERERC+HUs2J1rlzZ3Tu3Fnn9itWrIC3tzc++eQTAEDdunVx7NgxLF68GJ06dSqpbr5UVLO6Zu+6hPtpmRrbCOQGlspasv2i5lYzNlJgdvd6GB1zBgBkudUKWxJKRERERERERC+HcpUT7eTJk+jYsaNsW6dOnXDy5Emt+2RmZiItLU32Q3koc4D4o8CFbbn/VeYg2N8Nn4Q2KnC3vJU6K4LiLAklIuJYQ0REJYnjDBFR2VCuqnPev38fVapUkW2rUqUK0tLS8OzZM1hYWKjtM3/+fERFRb2oLpYvcbuAfdOAtHv/bbN1B4IX4FFW0/9j787DoyrPPo7/zkw2tgwEhAmoEFGLQ1SKGgmCihWJ0uDyWq0VcStW3LWLWrUYtSq2rtWixa1K1VprK6iNC65AMGpEjFFRDKiYgCSQhIQszMz7xzAhk9nOmcxk/X6ui6vmzHPOeRJ00nPPvZi6hJVm+26PV8Xl1dpc16jhg3zlkd0puysvO1PTXc5uvUcA3RO/awAAicTvGQDoHnpUJlosrr32WtXU1LT++fbbb7t6S91D2RLp2TmBATRJqq2Qnp2jcVvfMnUZs832C0srNGXBGzpj0Spd/sxqnbFolaYseCNqXzW3x6uidVV6YfVGFa2rktvjjbi+o+w2QzlZGRo+KE2b63yZdom+J4Cej981AIBE4vcMAHQPPSoTzel0atOmTQHHNm3apPT09JBZaJKUmpqq1NTwTeP7JI/bl4GmUMEhX8ez/T/6o0al36Pva1tCrjLkK3U002y/sLRC8xaXBF2nssY3oCBcuWRhaYUKlpapomZ3tlumI03z811RyytjzXrryD0B9F38rgEAJBK/ZwCge+hRmWi5ublatmxZwLHXXntNubm5XbSjHmrDyuAMtABeGbUbdfekBknBkzqtNNt3e7wqWFoWNlwn+QYUtM/28gfe2gazpN2Bt0gZbLFmvXXkngAAAAAAoHfr0iDa9u3btXr1aq1evVqSVF5ertWrV+ubb76R5EtbnjNnTuv6Cy+8UF9//bV+97vf6fPPP9df//pXPfvss7ryyiu7Yvs91/ZN0ddIytljZ4eb7ReXVwcFpdoKNaAg1sCbFHsgrCP3BAAAAAAAvV+XlnN+8MEHmjZtWuvXV111lSTp7LPP1uOPP66KiorWgJokZWVl6aWXXtKVV16pe++9V3vuuacefvhhzZgxo9P33qMNHBF9za51eVkda7ZvdvBA23VWAm+5Y4e2HjcbCJvucgbtP9Z7AgAAAACAvqFLg2hHH320vN7wmT2PP/54yHM++uijBO6qDxg92TeFs7ZCofuiGb7XR0+W5Gu2H2vgyOzggbbrzAbeVnz1Q0BgL1ogTAofCIsl2AcAAAAAAPqOHjVYAHFis0t5C3zTOWUoOJDmlSaebfmybZv5DxuQKhnS5romZQxIVnV9S8hzQg0oMBt4u//Nda3/nOlIU954p6nzKmuDA2GxBPsAAAAAAEDfQRCtr3LNkk57wjelM9SQgbdulUoe9wXbXLOiXi7UVMtowg0o2FrfbPoafpU1jXps5XpTa6u3NwUdy8nKUKYjTZU1jR2eRgoAAAAAAHqfHjWdE3HmmiVdUSod/fvQr9dW+LLVypZEvEy4Zv7RhBpQ4PZ4dfNLZZauI4UuSg0nY0BK0DG7zdD8fJekjk0jBQAAAAAAvROZaPBlnIXklWRIhddI42b6ykDbidTMvz1DvgDW9TMPkNPRL+SAAjN9zTrK6egX8nhedqYWzp4YlFHndKRpfr7L1DRSAAAAAADQOxFE6+s2rAxdztnKK9Vu9K3Lmhr0qpWgl1dSVX2znI5+YQcVJLpxf2aUksy87I5NIwUAAAAAAL0TQbS+bvumDq2LJegV6ZxEN+6fdXBm1IBYR6aRAgAAAACA3omeaH3dwBEdWhdL0CvSOf4G/x3J+zr2gD3Cvva3d8pVWFph6jpuj1dF66r0wuqNKlpXJbfHSuc1AAAAAADQm5CJ1teNniylj/QNEQjX2cywSfVVIV+KNtUy4DKKPuHS3+B/3uISGe121P7rcN74/IeIrxcsLdN0lzNiRlqoaaOZ9EYDAAAAAKDPIhOtr7PZpbwFkdd4PdJz54Sc0hlpqmVbViZc+hv8Ox2BGWtOR5quPHb/yHuVFClhzCupoqZRxeXVYdeEmzZaWdOoeYtLTGeyAQAAAACA3oNMNEiuWdLPHpeeO9cXMAvJG3ZKZ7iplm1ZnXAZrsH/i2siDUEwL1xftkjTRnfNKjWVyQYAAAAAAHoXgmjw6T80QgBtlwhTOtsHvYYNSJUMacv2ppgnXIZq8D9sQKqla4QTri9btGmjbTPZGD4AAAAAAEDfQRANPmandH7xcsggmpS4qZZuj7c1OLe5tqlD14rWl83stNFYppICAAAAAICeiyAafMxO6Sx+WDrulqCSzkQJ1eC/I7yK3JfN7LTRWKaSAgAAAACAnovBAvAZPVlKGxJ9nadZeuv2xO9H4Rv8J4Lb41XRuipV1uxQxoCUsEMSDPmmdEaaMAoAAAAAAHofMtHgY7NLw13SNyuiry36i3T0NQnLRnN7vFq1rkrX/PuTkA3+IzEkGUb4CZ2hBgOYzXazMmEUAAAAAAD0LgTRsFt/E5loktSyI+yAgY7qSPmmIV+5pjdC5K39YAB/tpuZYJ3VCaMAAAAAAKD3IIiG3faaJH3+orm1n78U9yCalYBWKE5Hmo7PdurRFeujrt1c1yi3x6uCpWUR75cxIFk3/HS8nOmxTRgFAAAAAAC9A0E07Hb4r6TXrje39uOnpBl/jFtJp5mAVig3zDxAwwalavggX5CruLzaVBBt+KA0FZdXR814q65vkTM9LSFTRwEAAAAAQM9BEA27JaVI+x0nfflq9LWNNR0u6XR7vCour9bmukZtqWuyVMJpyJd5ds4RWQHZYTlZGcp0pKmypjFkQM5/Xk5Whl5c872pe22uS/xgAwAAAAAA0L0RREOgyZeZC6JJ0vZNMd+mo73PpNAN/u02Q/PzXZq3uKS1R1q484YPSjN1P7PrAAAAAABA72Xr6g2gmxk9WepvsnSxal1Mt/D3PoslgCb5MskWzp4YtsF/XnamFs6eKKcjLeJ5/qy1cF3ODEmZu7LWAAAAAABA30YmGgLZ7NIJd0nPnR197YePS0f+xlJftFh7n0nS4H7JeuDMiTpsTIY+3LBVL6ze2NoLrX1GWl52pqa7nK3loqHWWclaAwAAAAAAfRtBNATLPkn67BTp0+cjr6v73nJfNDPN/EMxJN3+fweqrrFFR/3pzYBrONPTdEbO3hozrH9AsMxuMwIGArg9XhWtqwoIqvmz1tqXljodaZqf7wqb7QYAAAAAAPoWgmgIbdzM6EE0yXJftFib9F9wZJYkad7ikqAstsraRt39+trWrzNDBMBC9WBruy5a1hoAAAAAAOjb6ImG0AaOiO+6XWJp0m9IemH197pxibky0MqaRs1bXKLC0gpJ4XuwtV3nz1o7ccIo5Y4dSgANAAAAAAAEIIiG0EZPltJHSmHa7ntlqKl/pl7YNlpF66rk9pjrchatmX/oe0mVtU2qrDWXxebfScHSMjXv9ITtwdZ23Yovt+iF1RstfS8AAAAAAKDvoJwTodnsUt4C6dk5Uru2+95dX1+27XS98s9PJIUuoQwlUjP/ePJKqqhp1JNF6yP2YPOvO/OR91qPmf1eAAAAAABA30EmGsJzzZJOe0JKDwwmVXgzdGHzFXrFk9N6rH0JZSR52Zm64MgsGZ1QMbmhusHyOVa+FwAAAAAA0DeQiYbIXLN8QwY2rJSnrlKXLflOVQ3N2kO1mmQrU7FnnDyyyStfvlrB0jJNdzkj9hQrLK3Q394pN52FZkgakZ4qydCm2kZL2WujM/pbWO1j5XsBAAAAAAB9A5loiM5ml7Km6suqZv2+5R49nXKr7ku5X8+k3KLlqZdohq1Y0u7SyOLy6rCXcnu8YXuUheIPX904a7xunOUKOBbtvExHms7KHWO5B5tk7nsBAAAAAAB9B0E0mFO2RPu/fZEytS3gcKa2aWHyPa2BNEnaXBe+B1lxeXXEHmXtOR1pWjh7ovKyM5WXnamFsyfK6Yg84dMfMJuf71JKkk3z880H39qL9L0AAAAAAIC+g3JOROdxS/+9UJKC+pgZu6YD3JP8gMY3HSqPbBo+KHyQq7Jmh6lbnjVpb51w4EjlZGUElFPmZWdqusup4vJqba5r1Pot9Xq6+BtV1ja1rnG2GwzgD779/j+lqq5vNvlN+0T6XgAAAAAAQN9BEA3RrXtLaq4Pm8llGFI/tegy+7/1z4FnKScrI+ylzAaxxgwdoNyxQ0O+ZrcZAa9dcsx+rUG14YPSggJvki+QtqPZrSuf/djU/Q35gnGRvhcAAAAAANB3EERDdJ/809SyeUlLNO6nt0RsxJ8xMNXUtcyuk4KDauE4Hf1MX1PylYPGY6iA2+ONGuQDAAAAAADdG0E0RNdUb2pZquFW3oB1kvYMu8aZbq480uw6K3KyMpTpSFNlTeQJn870VN04a3xrOWhHFJZWqGBpWUAfuMx25aYAAAAAAKD7Y7AAohuda37t+49EfNkfyIokM0FllHabEXXIwJXH7q8V1/wkbgG0eYtLggYpVNY0at7iEhWWVnT4HgAAAAAAoHMQREN0OReYX7vuDd8ggjD8gSxDwYEs/7F4lVGGEm7CZ6YjTQ/OnqjLj90vbiWcBUvLQma8+Y8VLC2T2xMpJw4AAAAAAHQXlHMiuqQUyXWyVPaf6Gub66QNK6WsqWGX+ANZ7csc20/V7IhIfcjaT/hMRJ+y4vLqoAy0trySKmoaVVxebaqfGwAAAAAA6FoE0WDOqY/IffNS2b07o6/dvinqkkQGssz0ITM7jCBWm+vCB9BiWQcAAAAAALoWQTSY4pZNjxin6gLvM9EXV60zNZHSaiDLzDX9fcjaF0n6+5AtnD0x4VlokjR8kLnBCGbXAQAAAACArkUQDaYUl1fr9oaf6tTUpRqiehlhYk5eSY3vPapjV/5YG2tbWo93dCKlmeyyaH3IDEnXPv+JblzyqSprm+K2t1CiTQI15CtfTcQABQAAAAAAEH8MFoApm+sa5ZFNj+3MCxtAk3zBoX47KrXX9o8DjndkIqXZKZdm+pBtbWgJCKBZ2Zvb41XRuiq9sHqjitZVRRwKEGkSqP/rRA5QAAAAAAAA8UUQDab4yw43eM1law3XtoCvY51IaWXKZaz9xczsrbC0QlMWvKEzFq3S5c+s1hmLVmnKgjciBt7CTQJ1OtK0cPbEuGa+AQAAAACAxKKcE6b4yxM31w02tX6zgtfFMpHSypTLjvQXi7Q3M33WwgXEOmMSKAAAAAAASDwy0WCKvzzxfc84fe/NULhkMo9X+t47VMWecWGvZSVjzMqUS3+gryPhqfb3s5IJF45/gMKJE0Ypd+xQAmgAAAAAAPRABNFgWl52ph6YfajuS/6lJAUF0ry7wlcFLWfJE+FfLSsZY1amXEbqQxbr/axkwgEAAAAAgN6LIBosycvO1B9//3t9efRf1dRvROCL/Yfqn/afqkYDZZMn6FxDvkmYViZSRssu81/zkNFDVLSuSk07Pbri2P01Ij0wGJbpSNPg/slRr9N+b1Yy4QAAAAAAQO9FTzRYZrcZ+tG0M6Wjfi5tWCl98bK05lkZDVt0hl7UGSkv6ntvhgpa5ugVT46k2CdS+rPL5i0ukSEFlFX6rzLr4Ewd9ac3AzLGnOmpuvLY/TRm2IDWPmSvlVVGvE6ovVnJhAMAAAAAAL0XmWiInc0u7dgqrVooNWwJeMlpVGth8j2aYSv2fd2BiZSRplxecGSW/vZOeVDJ5abaJt3z+pdKTbK19iGLZVqm2Uw4K9l1AAAAAACg5yETDbHzuKXCq6UQbfdtkryGdLfjGX18ysXKGbtHhxrqh5pyecjoITrqT2+GbfpvyNf0f7rL2Xpvq9MyzWTCWc2uAwAAAAAAPQ9BNMRuw0qp9vuwLxuS+u+oVG7SF5JtuKVLuz3ekIGu3LFDW9cUrasy3fS/7XntrxONP4OtYGlZYMmoI03z810xZdcBAAAAAICehSAaYrd9k7l1X7wsZU01fdnC0oqggFVmiIBVIpv+tw/iTXc5LWWwAQAAAACA3oUgGmI3cET0NZK05lnpuFt8PdSiKCyt0LzFJUElmpU1jZq3uCSgd1m8m/77A2evl1XqP6s3qrq+pfW1UEE8AAAAAADQdzBYALEbPVnqb6IssmGLr/QzCrfHq4KlZWF7nEm+Hmduj++reDb9Lyyt0JQFb+iMRav0yIr1AQE0aXcQr7C0Iuq1AAAAAABA70MQDbGz2aWDTje39ouXI77s9nj1+IrgKZttte1xJu1u+i8pKJBmpem/P/st2r2lwCAeAAAAAADoOwiioWP2zzO37uN/+qZ5huDPArv5pc9MXaptjzN/03+nI7Bk0+lICyj9DCdS9lt77YN4AAAAAACg76AnGjrGazIra0eVr6Sz3YCBcD3QImnf4ywvOzPmpv/F5dURM9BCiWVQAQAAAAAA6NkIoqFjGraYX9tuSqeVLDDJV6LpDNPjzG4zlDs2sD9b+wmboQJrsQTEzA4qAAAAAAAAvQdBNHSM2QmdUtCUTitZYFZ6nEm+DLeCpWUB1w81YdNKQCxSEA8AAAAAAPRu9ERDx4yeLKWPNLe2YYs+LSpsbcxvJQvMbI8zKfygAP+EzZfXVKhoXZVeWL1RHo9XzvTwEz7bMxvEAwAAAAAAvQuZaOgYm13KWyA9e5ap5ate/rt++Y4vI8xsFtgNMw/QOUdkmQpeRSoR9R+75OkStR2wObh/ctSS0lBZbAAAAAAAoO8gEw0d55olHXymqaWnJr2rzTUNmre4RFvrm5XpCJ8FZsgXvDIbQJPMlYh62kXMtjW0RFx/5bH7a/nVxxBAAwAAAACgDyOIhvgYe7SpZQ6jQYfZPpck3fxSmW6YeYAkBQXSrPZA84v35ExD0jPvfxPXawIAAAAAgJ6HIBriY5D5LK1jbR/IK6miplFDBqRq4eyJcjoCSzut9EBrK96TM/37LC6vjut1AQAAAABAz0JPNMTH6MlSv6HSjqqoS8+0L9OtO2fLI5s21zXqxAmjNN3lVHF5tTbXNWr4IN8EzFga+OdkZSjTkabKmsaofc6siHeGGwAAAAAA6FnIREN82OzS/tNNLe1ntCjX9qmk3Zljdpuh3LFDdeKEUcodOzTmCZh2m6H5+S5JwSWiHRHvDDcAAAAAANCzEERD/KSmm176f7Z3lOnwZZzFW152ZsgS0Vjicv7hBonYJwAAAAAA6Dko50T8DBljeumexg+tGWNF66o6XMbZXl52ZlCJ6Nb6Jl381EeSZKrUM9bhBgAAAAAAoPchiIb4OWyu9MrvTS0dNXp/VUuasuANVdTs7jeW6UjT/HyX5YECofhLRNtaaDNUsLQs6J6zDs7Uko8rAo4747gXAAAAAADQs1kOojU1Nem9997Thg0b1NDQoD322EM//vGPlZWVlYj9oSdJSpEOOEn67L9Rl/ar/07zFpcEZYRV1jRq3uKSmCZzSpLb4404oCBUhpp/ze/yDojLcAMAAAAAAND7mA6irVixQvfee6+WLl2qlpYWORwO9evXT9XV1WpqatI+++yjCy64QBdeeKEGDRqUyD2jO/vZo9ItL0qenWGXeCUN2bpax9uK9LInN+g1Q1LB0jJNdzktBbEKSytCZpmZzSYLlbkGAAAAAAAgmRwsMGvWLJ1++ukaM2aMXn31VdXV1amqqkrfffedGhoa9OWXX+r666/XsmXLtP/+++u1115L9L7RXdns0oGnR1xi7Przp+S/ySZP0OteSRU1jSourzZ928LSCs1bXBIQQJN2Z7YVlla0rpuy4A2dsWiVLn9mtc5YtEpTFrzR+rqf2+NV0boqvbB6o4rWVcntMdNFDQAAAAAA9FamMtFmzpypf//730pOTg75+j777KN99tlHZ599tsrKylRRURFyHfqI1AGmlg0wmnS4rUxFnuyQr2+uawx5vD23x6uCpWUhhwW0zWzzeKSLn4peQtrRjDYAAAAAAND7mMpE+9WvfhU2gNaey+XST37ykw5tCj2chSmdk22fhn1t+KA0U9coLq8OykBry5/Zdv0LpWEDbZIv0PbyGnMZbQAAAAAAoG8xFUQLpbm5Wd99952++eabgD+ADptreumhxhdBxwz5Mr9ysjJMXcNsxlp1fXPY16wE2ijtBAAAAACg77E8nfPLL7/Ueeedp5UrVwYc93q9MgxDbrc7bptDD5WUIo06VNr4QdSlE21fyiaPPLviuf4xAvPzXaaHCpjNWDPDTKCtuLyaAQQAAAAAAPQxloNo55xzjpKSkvTiiy8qMzNThmF+eiL6kJ/8QXpiVtRlqYZbdyc9oMt3XipJclroPeb2eFVcXq3Kmh3KGJCirfXNIbPIDElDBiSrur7F4jcR2v92lXTmZGVYmh4KAAAAAAB6LstBtNWrV+vDDz/UuHHjErEf9BZjpkgpA6Tm+qhLZyWtkk5ZqOGOdNOBqVDN/0PxX+mWE7N180ufqbKmMWygbXD/JG1t2Bn13k8UbdATRRsYNgAAAAAAQB9iuSeay+XSli1bErEX9CY2uzT5clNLDXl14o4XlTt2qOkAWqjm/6E4HWlaOHuiTjhopObnu3bdr/39fc7OHWNqv34MGwAAAAAAoO8wFUSrra1t/bNgwQL97ne/01tvvaWqqqqA12praxO9X/QkR/5GsplMdvx2lallbo9XBUvLQmaT+WUMSNbdp0/Q03MnafnVx7RmiuVlZ2rh7IlyOgJ7qPkDbVl7DDS3110YNgAAAAAAQN9hKsIxePDggN5nXq9XP/nJTwLWMFgAQWx2ac/DpW9WRF/bsNXUJYvLq6NmoFXXt8iZnhay+X9edqamu5wqLq/W5rpGDR+U1lpCWrSuytQe2mLYAAAAAAAAfYOpINqbb76Z6H2gtzryN9JiE0G0jR9KHrcv8BZBZc0OU7f9fmuDpNBBLbvNCBnwysnKUMaAlIgTOsPZXBe9tBQAAAAAAPRcpoJoRx11VKL3gd5qn6Mke6rkboq8zt0ovX2HNO3aiMtWfGWuH9+NL5ZpQFqSpab/dpuhkyaM1KMr1ps+x2/4oLToiwAAAAAAQI9lerDAmDFjdO655+rJJ5/Ut99+m8g9oTex2aX988ytLXrAl43WhtvjVdG6Kr2weqNWfLVFr5ZVmrpUXeNOXbi4RDcv/VRF66pM9yyb7nKa2+suhqRMh68kFAAAAAAA9F4mu75L55xzjt566y1dcMEFam5uVlZWlqZNm6ZjjjlG06ZNk9NpLfiAPmTY/ubWNddJG1ZKWVMl+aZwFiwtMzWFM5xHVqzXIyvWK9ORpvn5rqiZaTlZGcp0pJm6p79L4Px8l6mpogAAAAAAoOcynYl244036q233tK2bdv02muv6cwzz9TatWt17rnnatSoUTrggAN08cUXJ3Kv6Kl2BcVM+fxFSb4A2rzFJR0KoLVVWdOoeYtLVFhaEXGd3WZofr5LhnYHycLxT/W0UjIKAAAAAAB6JsPr9Zqrcwtj69atuvPOO/WXv/xF27dv7/bTOWtra+VwOFRTU6P09PSu3k7f4HFLt46UdpoIiKWky/27ck3509txC6D5GfIFvpZffUzUzLFQWXCZjjT9/LC9NWZY/4CpnkBfx/tqMH4mABA/vKcG42cCAPFl9n3VdDmnX3Nzs4qKivTWW2/prbfe0nvvvadRo0bp1FNPZQABQrPZpf2Okz5bEn1tc60+f+8VVdTEfxteSRU1jSourw45nbOtvOxMTXc5VVxerc11jQTNAAAAAADo40wH0W666abWoNno0aN15JFH6oILLtA//vEPjRw5MpF7RG+wx4+kz8wtHfneLZKuT9hWXi+rjBpEk3ylnWbWAQAAAACA3s90EO3GG2/U3nvvrTvvvFM/+9nPNHQowQVYMHqKpD+ZWjq4tkwpalazUhKylf+s3qjfz2QYAAAAAAAAMM/0YIH//e9/+vnPf67HH39cI0eO1IEHHqhLL71Uzz33nH744YdE7hG9QdZUKWWAqaWGpFvT/hG2sb8hX3+yf5x/uO79+QRdeez+cqanmd5KdX2LisurTa8HAAAAAAAwHUSbMWOGbr/9dq1atUpbtmzRggUL1L9/f91xxx3ac889NX78eF1yySWJ3Ct6Mptdmny56eWz7KskBU/I9H89P9+lI/YbphMnjNLlx+6nFdcco6fnTtJR++9h6vqb6+I7tAAAAAAAAPRupoNobQ0aNEgnnHCCbr31Vt1777266qqr9N1332nhwoXx3h96kyN/Y3ppirtOC3+RLacjMMPM6UjTFcfur6adHhWtq5Lb4xsu6+9fduFRY01df/gg85lrAAAAAAAAlqZzejweffDBB3rzzTf11ltvacWKFaqvr9eee+6pk08+WdOmTUvUPtEb2OxS0gBpZ72p5Xn1L2r61Re1Tshcv6VeTxd/o7tfX9u6JtORpvn5LuVlZ0qScrIylOlIU0VN6EwzQ75AXE5WRoe/HQAAAAAA0HeYDqIdf/zxWrlyperq6jRy5EhNmzZNd999t6ZNm6Z99tknkXtEbzJ4L2nL5+bWbl3fmmFWWFqhe17/Ut52SyprGjVvcYkWzp6ovOxM2W2G5ue7NG9xiSQFrG9bCuofKuD2eFuDdMMH+YJrDBwAAAAAAADtmS7nHDx4sP70pz/piy++0Hfffacnn3xS559/focDaA888IDGjBmjtLQ0HX744SouLo64/p577tGPfvQj9evXT3vttZeuvPJKNTbS36rHmHCG+bVDxkjyBboKlpYFBdCk3UGygqVlraWdedmZWjh7YshSUH+wTZIKSys0ZcEbOmPRKl3+zGqdsWiVpix4Q4WlFRa/KQAAAAAA0NuZzkR7+umnJUnfffdd2DWrVq3SpEmTTN/8n//8p6666io9+OCDOvzww3XPPfdoxowZ+uKLLzR8+PCg9U899ZSuueYaPfroo5o8ebLWrl2rc845R4Zh6K677jJ9X3ShSRdJr883sdCQDpsrSSourw5bnin5AmkVNY0qLq9W7tihknyBtOkuZ9gss8LSCs1bXBI1sw0AAAAAAECKYbDAcccdp+rq6qDjK1asUF5enqVr3XXXXZo7d67OPfdcuVwuPfjgg+rfv78effTRkOtXrlypI444Qr/4xS80ZswYHXfccTrjjDOiZq+hG0lKkSZfZmKhV1pbKMn8JM326/yloCdOGKXcsUMDSjitZLYBAAAAAABYDqJNmjRJxx13nOrq6lqPvfPOOzrhhBM0f76ZDCOf5uZmffjhhzr22GN3b8Zm07HHHquioqKQ50yePFkffvhha9Ds66+/1ssvv6wTTjgh7H2amppUW1sb8Add7LibpdxLo697fq7kcZuepGl2nZXMNgAwg981AIBE4vcMAHQPloNoDz/8sPbee2/l5+erqalJb775pmbOnKmbbrpJV155penrbNmyRW63WyNGjAg4PmLECFVWVoY85xe/+IVuuukmTZkyRcnJyRo7dqyOPvpo/f73vw97n9tuu00Oh6P1z1577WV6j0ig/WdEX7OzUXrs+NaJm+Ha/RvyTek0O3Ez1sw2AAiH3zUAgETi9wwAdA+Wg2g2m03PPPOMkpOTdcwxx2jWrFm67bbbdPnllydifwHeeust3XrrrfrrX/+qkpISPf/883rppZd08803hz3n2muvVU1NTeufb7/9NuH7hAnbN5lb9+17su9s1Px8lyQFBdJCTdyMxmzG2pa6Jr2weqOK1lVR2gkgIn7XAAASid8zANA9mBossGbNmqBjN954o8444wzNnj1bRx55ZOuagw46yNSNhw0bJrvdrk2bAoMpmzZtktPpDHnODTfcoLPOOku//OUvJUkHHnig6uvrdcEFF+i6666TzRYcE0xNTVVqaqqpPaETDRwRfY3fa9crb+adWjh7ogqWlgWUYjodaZqf77I0BMCf2VZZ0xiyL5ok2Qzp5pc+a/06M8J93B5v2AEGAPoGftcAABKJ3zMA0D2YCqJNmDBBhmHI690dcvB//dBDD+lvf/ubvF6vDMOQ2+02deOUlBQdcsghWrZsmU466SRJksfj0bJly3TJJZeEPKehoSEoUGa32yUpYG/oAUZPluypkrsp+trqryVFn7hplt1maH6+S/MWl8iQQgbS2ieehZvaWVhaERTYixRwAwAAAAAAPZOpIFp5eXlCbn7VVVfp7LPP1qGHHqqcnBzdc889qq+v17nnnitJmjNnjkaNGqXbbrtNkpSfn6+77rpLP/7xj3X44Yfrq6++0g033KD8/PzWYBp6CJtdGjNFWrfMxOLdQTL/xE2r2meLTXc5Q2a22YzgAJrkC7QZ8k3tnO5yym4zVFhaoXmLS4KCcOECbgAAAAAAoOcyFUQbPXp0Qm5++umn64cfftAf/vAHVVZWasKECSosLGwdNvDNN98EZJ5df/31MgxD119/vTZu3Kg99thD+fn5+uMf/5iQ/SHBTv+HdGvo0t0A65ZJZUsk16yYbhMpW2z51ce0Bte21DUFlHC213ZqZ05WhgqWloXMYgsVcAMAAAAAAD2b4TVRB7lq1SpNmjTJ1AUbGhpUXl6u8ePHd3hziVBbWyuHw6Gamhqlp6d39Xbw9BnSFy9HX9cvQ/rtV74MNgvCZYv5w1pts8VeWL1Rlz+zOuo17/35BA0flKYzFq2KuvbpuZNiypwDehLeV4PxMwGA+OE9NRg/EwCIL7Pvq6amc5511lmaMWOG/vWvf6m+vj7kmrKyMv3+97/X2LFj9eGHH8a2a/Q9Zzwt7ZkTfd2Oamn9ckuXdnu8EbPFJF+2mH/yptmpncMHpWlzXWP0hZLpdQAAAAAAoHszFUQrKyvTzJkzdf3112vw4MEaP368pk+frvz8fE2ZMkXDhg3TxIkTVV5erldffVVz5sxJ9L7Rm4yZam7d+w9bumxxeXVACWd7bcszpd1TO8MVXxrylYHmZGVYCrgBAAAAAICez1QQLTk5WZdddpm++OILFRUVae7cucrOztaoUaN09NFH66GHHtL333+vp59+WgceeGCi94zepvY7c+u+ek3ymJv+KpnPAvOv80/tlBQUSPN/PT/fJbvNsBRwAwAAAAAAPZ+pwQJtHXrooTr00EMTsRf0Vel7mlvXskPasFLKMpe5ZjVbzO3xytEvReceMUb/Xf29quubW9c4dw0i8PdP8wfc5i0ukSEFlIy2D7gBAAAAAICez3IQDYi7fY6Slt9pbu3nL5kOovmzxSprGkP2RTPkC47lZGWEnOCZMSBZJ08YpWNdTuVkZQQFxPKyM7Vw9sSg89oH3AAAAAAAQM9HEA1db8wUKamftHNH9LUfPyXN+KOpKZ1mssVumHmA7n/jK939+tqg87fWt+jRFet1WIgAml9edqamu5wqLq/W5rpGDR+UFjLgBgAAAAAAejZTPdGAhLLZpYlnm1vbWOMr6TTJny02Ij2wtNPpSNMFR2bpphfLQgbQpNATPEOx2wzljh2qEyeMUu7YoQTQAAAAAADohQiioXs44Kfm137xcgw3CAyC7WjeqYfeKVdlbVPUs9pO8AQAAAAAAH0TQTR0D6MnS/2Hmlu75lnTUzoLSys0b3FJULBs246dlrZndtInAAAAAADonWLqibZs2TItW7ZMmzdvlsfjCXjt0UcfjcvG0MfY7NJhc6W3b4++tmGLqSmdbo9XBUvLQg4VsMrspE8AAAAAANA7WQ6iFRQU6KabbtKhhx6qzMxMGQb9nxAnw/Yzv7auIuqS4vLqgKmZsWg7wRMAAAAAAPRdloNoDz74oB5//HGdddZZidgP+rKBI8yvfedO6aDTIi6JVwnm/HwXwwIAAAAAAOjjLPdEa25u1uTJkxOxF/R1oydLdpNlk1s+l5p3RFzS0RLMwf2TdcWx+6tpp0dF66oiTuhsz+3xqmhdlV5YvdHyuQAAAAAAoPuxnIn2y1/+Uk899ZRuuOGGROwHfZnNLo0YL33/obn1r1wr5d8T9uWcrAxlOtJUWdMYU1+0moYW3f362tavMx1pmp/vUl52ZsTzCksrVLC0LKCU1Oy5AAAAAACge7IcRGtsbNTf/vY3vf766zrooIOUnJwc8Ppdd90Vt82hD8o+2XwQ7et3Ir5stxman+/SvMUlMiTLgbT26ytrGjVvcYkWzp4YNhjmnwYay7kAAAAAAKD7slzOuWbNGk2YMEE2m02lpaX66KOPWv+sXr06AVtEn5LzK/NrG36IuiQvO1MLZ0+U0xFY2jm4X3KYM8LzB8YKlpaFLM+MNA002rkAAAAAAKB7s5yJ9uabbyZiH4BPUoo0wCnVV0Zf27Rd8rh9ZaAR5GVnarrLqeLyam2ua9TwQWnyeL068+H3LG/PK6miplGPryjXsEGpGj7IN7nTbjOiTgP1n7vq6yrZDKN1L/7zAQAAAABA92U5iNbWd999J0nac88947IZQJI0+WLpNTM99zzS+uXSPkdFXWm3GcodO7T1a7fH26F+aTe/9FnrP/v7nTXt9Jg69+J/lGjbjpag8ynzBAAAAACg+7JczunxeHTTTTfJ4XBo9OjRGj16tAYPHqybb75ZHo+5IAIQ0eEXml/7/iMx3cLfL02SOpoD5u93tn5Lg6n1bQNobc8vLK3o4E4AAAAAAECiWA6iXXfddbr//vt1++23t/ZCu/XWW/WXv/yFiZ2Ij6QUac/DTC3d+dUyvfDRNypaV2W511i4fmlWKyv9d33m/W/kTE+1HJSjXxoAAAAAAN2f5XLOv//973r44Yc1a9as1mMHHXSQRo0apYsuukh//OMf47pB9FHTrpeePDHqsqSW7Xr6X//UKo8rprLIUP3SttY36+KnSiSZn+jp73d25bH76Z7Xv7Q8DdR/fnF5dUDZKQAAAAAA6B4sZ6JVV1dr3LhxQcfHjRun6urquGwKUNZUKXmAqaXH2j6QFHtZpL9f2okTRil37FCdcFDoDDUzxgwbEHoaaH9z00A314UfTAAAAAAAALqO5Uy0gw8+WPfff7/uu+++gOP333+/Dj744LhtDH2czS4dcbn01q1Rl55kX6lbd86WRzYZ8pVFTnc5OzTxsn2G2pa6poBhAuEMH5Sm3LFDg6eBerw685Ho00CHD7IeuAMAAAAAAIlnOYh2xx13aObMmXr99deVm5srSSoqKtK3336rl19+Oe4bRB925G+kor9ITXURlw0zapVj+1yrPK64lkX6M9TcHq9WravS4H7JQUMB2hrSP1k5WRkB5/pFmwZqSHI60lrPBwAAAAAA3Yvlcs6jjjpKa9eu1cknn6xt27Zp27ZtOuWUU/TFF19o6tSpidgj+iqbXfrxWaaWXmtfHPB1vMoiC0srNGXBGzrzkfciBtAkaWtDi14rqwz5WqRpoP6v5+e7OpQ9BwAAAAAAEsdyJpokjRw5kgEC6Bw/OkFa9deoyw6yrVeKmtWsFEnxKYssLK3QvMUlpgcERCsl9U8DLVhapoqa3UE+ZwwDEQAAAAAAQOcyFURbs2aNsrOzZbPZtGbNmohrDzrooLhsDJAkjZ4sJfWTdu6IuMwwpOuTntT8nefHpSzS7fGqYGlZ3CdshpoGmpOVQQYaAAAAAADdnKkg2oQJE1RZWanhw4drwoQJMgxDXm9weMEwDLnd7rhvEn2YzS4NHCFtWx916ZG2TySFLot0e7yWAlfF5dUB2WJWRCslbd8vDQAAAAAAdH+mgmjl5eXaY489Wv8Z6FT9Bkvboi/by/aDFp55cFBZZGFpRVAJZWaUEsqO9FRjwiYAAAAAAL2PqcECo0ePlmH4snY2bNigUaNGafTo0QF/Ro0apQ0bNiR0s+ijso42tcwur/L6rQ045u9r1j6rrLKmUfMWl6iwtKL1mNvjVdG6Kr2weqM21zZZ3qYhX3COCZsAAAAAAPQ+lgcLTJs2TRUVFRo+fHjA8ZqaGk2bNo1yTsTf2GnSynvMrX3nz9K+x0iK3NfMq8BBAK+VVQZlq1nBhE0AAAAAAHo3y0E0r9fbmpXWVlVVlQYMGBCXTQEBsqZKtiTJszP62m9WSh63ZLNH7WvmHwRw/xtf6p7Xv7Q0RKA9JmwCAAAAANC7mQ6inXLKKZJ8wwPOOeccpaamtr7mdru1Zs0aTZ48Of47BGx26cCfSR8/bWKxV3prgXTM7033NXtsxfqYA2iXTNtXR+w7jAmbAAAAAAD0cqaDaA6HQ5IvE23QoEHq169f62spKSmaNGmS5s6dG/8dApKUf5/JIJqk5XdKR19tusH/th0tlrdjyJd9duX0/QmeAQAAAADQB5gOoj322GOSpDFjxug3v/kNpZvoXEkp0pB9pK1fR1/r2Sl9/Y5y9jlag/sna1tD6CCZIckR4fVw6H8GAAAAAEDfY2o6Z1vz58/XgAEDtHnzZr377rt69913tXnz5kTsDQh02Hnm15Y8odfKKiMGyLySzp2cZXkbTkeaFs6eSP8zAAAAAAD6EMuDBerq6nTRRRfpmWeeaZ3Eabfbdfrpp+uBBx5oLfsE4i7nV9Kr15ta6vnydRWsmx1xzeD+yZp39Fg98/43qqxpDNkXzV+2+edTD9aW+iYNH5RG/zMAAAAAAPogy5lov/zlL/Xee+/pxRdf1LZt27Rt2za9+OKL+uCDD/SrX/0qEXtEL+H2eFW0rkovrN6oonVVcnsstvNPSpEMc3Ffo6VWm2oaIq7Z1tCiDzds1Q0zDwg7WMAr6YRsp2RIwwakanNdo4rLq63vHQAAAAAA9GiWM9FefPFFvfLKK5oyZUrrsRkzZmjRokXKy8uL6+bQexSWVqhgaZkqanZPzMx0pGl+vstaWeSgkVLtN1GXGZIOt5WpyJMdcd3rZZV6ubQy4ppHVqzXIyvWBxyLae8RuD1eFZdXa3NdY9hsNzNrAAAAAABAYlgOog0dOjRkyabD4dCQIUPisin0LoWlFZq3uCQo26uyplHzFpdY6y926DnSGzeZWpprIojWPjhmVkx7D8NMgDFuQUgAAAAAABATy+Wc119/va666ipVVu7O3qmsrNRvf/tb3XDDDXHdHHo+t8ergqVlIcsl/ccKlpaZL4+cfKnpe481NoZ9zZDUkSSumPYegj/A2DY4Ju0O0hWWVphaAwAAAAAAEstyJtrChQv11Vdfae+999bee+8tSfrmm2+UmpqqH374QQ899FDr2pKSkvjtFD1ScXl1UPCnLa+kihpfn7HcsUOjXzApRXKdLJX9J+rSqbZPZJNHnnaxYmPXfb0dbGtmee/tRAswGpJuXPKpJCPimoKlZZruclLaCQAAAABAAlkOop100kkJ2AZ6q8114QNosayTJJ36iHTLUsmzM+KydKNRh9vK9J43W22TxZyONB2f7dSjMZZytmdp722YCTBW1jZFvEZHA3kAAAAAAMAcy0G0+fPnJ2If6KWGD0qL6zpJks0u/Wim9NkLUZfmGr6+aDfMPEDDBqW2NuQvLq+OWxDN0t7biDX4luhrAQAAAACAYJZ7orW1fft21dbWBvwB2srJylCmI03hCg0N+Rrk52RlWLvwsP1NLTvL/qpv+aBUnThhlHLHDpXdZkTdlxkx732XWINvib4WAAAAAAAIZjmIVl5erpkzZ2rAgAGtEzmHDBmiwYMHM50TQew2Q/PzXZIUFLDyfz0/32W9n1fWVFPLBhsNyrctDwoy2W2GZh2cGbLXmBkd2vsuZgKMzvRUOdMTEIQEAAAAAACWWC7nnD17trxerx599FGNGDFChkEzc0SWl52phbMnqmBpWUAPMKcjTfPzXcrLzrR+0TFTJFuy5GmJuMwwpD+lLFLy6JsDjheWVuhv75Rbv+8uHdr7Lv4A47zFJa3DDvz8/1XdOGu8JEVc05FAHgAAAAAAMMdyEO3jjz/Whx9+qB/96EeJ2A96qbzsTE13OVVcXq3NdY2tvcliDv7Y7FJyf6mpJurSNLVI3xa1Zq9FmorpN7hfsv5yxo9lsxnasr1JwwamSl5pS31Tx/fehtkAY6g1GQNSdPOJ2R0K5AFAV3F7vPH7nQAAAAB0AstBtMMOO0zffvstQTRYZrcZ8Z0gmeYwFUSTJG3f1PqP0aZiStK2HS1KstvC7tft8apoXVVcHv7MBBjzsjPl8Xh1/Qulqq73Zd9V1Tfr5pfKZLOJQBqAHqWwtCLog4HMOGT4AgAAAIlkOYj28MMP68ILL9TGjRuVnZ2t5OTkgNcPOuiguG0OiOiQc6Q3bjK3dsuXrf9odpJluHWhHv4yBqTopAkjNd3ljCmgFi3AWFhaoYuf+igoe66yplHzFpdo4eyJPHgC6BEKSys0b3EJ72cAAADocSwH0X744QetW7dO5557busxwzDk9XplGIbcbndcNwiENflS80G04kXSUb+TbHbTkyxDrQv38Fdd36xHV6zXoyvWxz2bIlL5qVe+3mgFS8s03eWkFApAt8b7GQAAAHoyy9M5zzvvPP34xz9WUVGRvv76a5WXlwf8L9BpklKk/WaYW7ujStqwUpK5qZihJl6a6aUmSRW7sikKSyvM7S2KaOWn3l33LC6vjsv9ACBReD8DAABAT2Y5E23Dhg1asmSJ9t1330TsB7Bm8qXSl6+YW1vzrSRzUzFDTbw000utrXhlU3S0/BQAugvezwAAANCTWc5EO+aYY/Txxx8nYi+AdaMnS3Zz5ZkqXtT6j/6pmE5H4LlOR1rYfjxWHurimU3RkfJTAOhOeD8DAABAT2Y5Ey0/P19XXnmlPvnkEx144IFBgwVmzZoVt80BUdns0tCx0uZPo6+tXCN53L5zZG4qZluxPNTFI5vCX35aWdMYspTUkC/41778FAC6G97PAAAA0JNZDqJdeOGFkqSbbgpu6M5gAXSJ0bnmgmienXK//ScV7z1XlbWNqt7epIwBKXI6+umnB42MWnYZ7eEvlHhkU8RafgoA3Q3vZwAAAOjJLAfRPB5PIvYBxG76LdL7D5ta6n77Dp3ZOF6edpXMZiZqRnr4ay/e2RT+8tOCpWUBfdmccZ4ECgCJxvsZAAAAeirLQTSg20npJ+11uPTte9GXyq3Jtk+03HNwwHH/RM1w/dD8/A9/Ny4pU2Vt6FLNUNkUbo/XdNlopHtbKT8FgO6K9zMAAAD0RJaDaKHKONv6wx/+EPNmgJid+z/ppqGKnB/mc3fSAzqs+W9Bx72yMlEz/H3aZ1MUllYEZVyYyXwLxW4zlDt2qKVzAKA74v0MAAAAPY3lINp//vOfgK9bWlpUXl6upKQkjR07liAauobNLg0cIW2vjLp0mLFdKWpWs1KCXvNP1Az3YFdYWqF5i0vChtCuPHY/XXLMfq1BuHDrK01mvgEAYhePLGAAAADAz3IQ7aOPPgo6Vltbq3POOUcnn3xyXDYFxGSPH5kKohmGdF3SYs3feV7I18NN1HR7vCpYWhY2gGZIeub9b3XJMftFXe/dtd585hsAwIp4ZgEDAAAAktp1V49Renq6CgoKdMMNN8TjckBsJl1iemmWET7YFm6iZnF5dcDDWHte7c5ki2U9ACA+/FnA7d+D/VnAhaUVXbQzAAAA9GRxCaJJUk1NjWpqauJ1OcC6/X6i3W39I2sIUcopSc701LATNcNlqIVbZ3U9AKDjomUBS74sYLcneg9NAAAAoC3L5Zz33XdfwNder1cVFRV68skndfzxx8dtY4BlNrt02C+l9xdFXfq9J3TPs8adHr1WVhmy1Cdchlq4dcMGpJpab3YdACA6K1nADDYAAACAFZaDaHfffXfA1zabTXvssYfOPvtsXXvttXHbGGCFv3m0O+UITVH0INq5Sa/pPe94veLJCThe09AStuF/TlaGMh1pqqxpDNsXLSCTzWybM9qhAUDckAUMAACARLEcRCsvL0/EPoCYtW0ebVOSlqdmKNOojhybMqT5yU/qtaZD5WlT1Ryp4b/dZmh+vkvzFpfIkEIG0tpmsm3Z3mRq/2bXAQCis5o1DAAAAJjV4Z5otbW1+u9//6vPPvssHvsBLGnfPNojmwpa5sgbpdWNIWmkUaUc2+dBr0Vq+J+XnamFsyfK0T855HX9mWyFpRU8yAFAF/BnDYf7IMWQb0pnuP6XAAAAQDiWg2innXaa7r//fknSjh07dOihh+q0007TQQcdpH//+99x3yAQTrjm0a94cvSY+zhT15huKw77WrhSn+kup9KS7CFfa9u0+pDRQ3iQA4BO5s8aloKr5f1fz893BWQaAwAAAGZYDqK98847mjp1qiTpP//5j7xer7Zt26b77rtPt9xyS9w3CIQTqXl0kjymrnG6/W3ZwqwNlyFWXF6tytroTas/3LCVBzkA6AL+rGGnI/B93OlIC9nzEgAAADDDck+0mpoaZWT4MmcKCwv1f//3f+rfv79mzpyp3/72t3HfIBBO5KbQ5gJTA40m5dg+1yqPK+BMZ4QMMStNq0+cMEoLZ09s7dnm53SkaX6+iwc5AEiQvOxMTXc5VVxerc11jRo+yPe+Hu8PLvyDbRJ5DwAAAHQPloNoe+21l4qKipSRkaHCwkI988wzkqStW7cqLY3eTug8kXqJbfCOMH0dp6pa/9lMhpjVXmed9SAHAAhktxnKHTs0YddvO9jGL5MPSQAAAHoty+WcV1xxhc4880ztueeeGjlypI4++mhJvjLPAw88MN77A8KK1Dz6Cfdx8kQZLuB3on156z+bKfWJpWm1/0HuxAmjlDt2KAE0AKF53FL5u9Inz/n+1+Pu6h11GrfHq6J1VXph9UYVrauS2+ybeBdpP9jGr7KmsXXADAAAAHoXy5loF110kXJycvTtt99q+vTpstl8cbh99tmHnmjoVP7m0fMWl8iQAgYMuJWk9Z4R2se+Kep1jkxeq3tPOVDD0weYyhDz3/fCxSVBr9HrDEDMypZIhVdLtd/vPpY+UspbILlmdd2+OkFPy+gKN9hG8v0uMuQbMDPd5eR3AQAAQC9iORNNkg499FCdfPLJGjhwYOuxmTNn6ogjjojbxgAzIjWPTh1zuKlr2D1NOnHwhtaSH7OZEIP7Jwcdc/RPpmk1AOvKlkjPzgkMoElSbYXveNmSrtlXJ+iJGV2RBttIuwfMFJdXd96mAAAAkHCWM9Hcbrcef/xxLVu2TJs3b5bHEzjZ8I033ojb5gAz2vYcq6xtVPX2JmUMSNG27f+nUd+afPCsqzCdCeF/4AsVXqtpaOngdwOgz/G4fRlokfKaCq+Rxs2UbPZO3lxidTSjq6ua+lsZMAMAAIDew3IQ7fLLL9fjjz+umTNnKjs7W4ZBmQK6nt1mqGZHs+4o/Lw1CGaTXZ+nJSlFO6Oe3/DyDZq37a6gBzl/JoQ/uyzSA58fJTwALNmwMjgDLYBXqt3oW5c1tdO21RmsZHS1HxDQlSWgVgfMAAAAoHewHER75pln9Oyzz+qEE05IxH6AmITKDvPIpid3Hqvzkwqjnt+vsVLH25brZc+UgOPtMyE68sAHACFtj9670dK6HiTWjK5wGcHtP/hIFP+AmcqaxpAfqhjytRVoO2AGAAAAPZ/lnmgpKSnad999E7EXICaRssNe8xxq6hqGpHuSH5RNnqDX2gbGKOEBEHcDR8R3XQ8SS0ZXtBJQr6Rrnv9EK77ckrAJn/4BM5KCJjUzYAYAAKD3shxE+/Wvf617771XXm/3Hj2PviNSdlixZ5wavcEDAEJJMTyaZCsN+7q/544ZlPAAMG30ZN8UzqBwjJ8hpY/yretl/BldEb5zZbbL6IqWESxJ2xpadOYj72nKgjcSNpgg0mAbBswAAAD0TpbLOZcvX64333xT//vf/zR+/HglJwcGKJ5//vm4bQ4wI1LWl0c2FXkO0DT7GlPXutT+H630HBTyNX/Takp4AMSVzS7lLfBN4ZShwAEDu8JLebf3uqEC0u6MrnmLS8J950EZXVYyfRNd3tl2sE1nDzcAAABA57OciTZ48GCdfPLJOuqoozRs2DA5HI6AP0Bni5b19auWq2Q2cfJQ29qgks62mRCU8ABICNcs6bQnpPR2gZ70kb7jrllds69OYDWjy0qmr/+tv2BpWUJLO3PHDtWJE0Ypd+xQ3v8BAAB6McuZaI899lgi9gHELFp2WItStMkYKqeqol4r2fBqkq20NRstVGDM/8DXfiqcs5OmwgHopVyzpHEzfVM4t2/y9UAbPblXZqC1ZyWjK9p7fnsMfAEAAEC8WA6i+f3www/64osvJEk/+tGPtMcee8RtU4AVZsqBvpl6h5zvnm/qej+zvd0aRAsXGKOEB0BC2OxS1tSu3kWX8Gd0mVkX7j0/Ega+AAAAoKMsB9Hq6+t16aWX6oknnpDH4yt7s9vtmjNnjv7yl7+of//+cd8kEE207LAc13Dp3V/KzOPW8ekbZDtuQtTAmNkHPgBAfIV7z4+EgS8AAADoKMtBtKuuukpvv/22li5dqiOOOEKSb9jAZZddpl//+tdauHBh3DcJmBE1O2zovlLVl1Gvk9b4g048yNknSqgAoKfyv+ev+rpKF/+jRNt2tIRcx8AXAAAAxIvlwQL//ve/9cgjj+j4449Xenq60tPTdcIJJ2jRokV67rnnErFHwLSIDZ4nnmXuIp4WX08iAEC3ZrcZOmLfYbr9/w6UIQa+AAAAILEsB9EaGho0YsSIoOPDhw9XQ0NDXDYFmOH2eFW0rkovrN6oonVV0SevHT7P/MW/eLljmwMAdBqrEz4BAACAWFgu58zNzdX8+fP1xBNPKC3N939Wd+zYoYKCAuXm5sZ9g0AohaUVQb1wMqNNx0xKkcafIn36fPQbfLRYOu4WSjoBoIdg4AsAAAASzXIQ7d5779WMGTO055576uCDD5Ykffzxx0pLS9Mrr7wS9w0C7RWWVmje4pKgEQGVNY2at7gkctbB/z0sff6S5G6KfJOmWmn9cmmfoyIuc3u8PLABQDfBwBcAAAAkkuUgWnZ2tr788kv94x//0Oeffy5JOuOMM3TmmWeqX79+cd8g0Jbb41XB0rKQMza98vW/KVhapukuZ+hgls0ujZ0urX0x+s3eeyhiEC2mbDgAAAAAANAjWQ6iSVL//v01d+7ceO8FiKq4vDogaNWeV1JFTaOKy6vDZyPUfWfuZl++KnncIUs6O5QNBwAAAAAAehzLgwVuu+02Pfroo0HHH330US1YsCAumwLC2VwXPoAWy7qIwkzpjJYNJ/my4aIOOgAAAAAAAD2G5SDaQw89pHHjxgUdHz9+vB588MG4bAoIZ/igtOiLoq0bdYj5G34WXPZpJRsOAAAAAAD0DpaDaJWVlcrMDC5T22OPPVRRURGXTQHh5GRlKNORpnCt+w35+pLlZGWEv8hxfzR/ww8e8ZV0ttGp2XAAAAAAAKBbsBxE22uvvbRixYqg4ytWrNDIkSPjsikgHLvN0Px8lyQFBdL8X8/Pd0WekJnSTxoy1twNPS3SurcCDsUlGw4AAAAAAPQoloNoc+fO1RVXXKHHHntMGzZs0IYNG/Too4/qyiuvjGnYwAMPPKAxY8YoLS1Nhx9+uIqLiyOu37Ztmy6++GJlZmYqNTVV+++/v15++WXL90XPlZedqYWzJ8rpCAxSOR1p5hv6Z59i/obL7wz4Mi7ZcAAAAAAAoEexPJ3zt7/9raqqqnTRRRepublZkpSWlqarr75a1157raVr/fOf/9RVV12lBx98UIcffrjuuecezZgxQ1988YWGDx8etL65uVnTp0/X8OHD9dxzz2nUqFHasGGDBg8ebPXbQA+Xl52p6S6nisurtbmuUcMH+YJWETPQ2sqaKr37J3Nrvy0OmNLpz4abt7hEhhQwYMB0NhwAAAAAAOhRDK/XG9MIwe3bt+uzzz5Tv379tN9++yk1NdXyNQ4//HAddthhuv/++yVJHo9He+21ly699FJdc801QesffPBB/elPf9Lnn3+u5OTkWLat2tpaORwO1dTUKD09PaZroBfwuKVbR0k7d5hbP2eJtM9RAYcKSytUsLQsYMhApiNN8/Nd5rLhgF6C99Vg/EwAIH54Tw3GzwQA4svs+6rlTDS/gQMH6rDDDov1dDU3N+vDDz8MyF6z2Ww69thjVVRUFPKcJUuWKDc3VxdffLFeeOEF7bHHHvrFL36hq6++Wna7PeQ5TU1Nampqav26trY25j2jF7HZpZP+Kj13rrn15e8GBdE6nA0HoNfgdw0AIJH4PQMA3YPlnmjxsmXLFrndbo0YMSLg+IgRI1RZWRnynK+//lrPPfec3G63Xn75Zd1www268847dcstt4S9z2233SaHw9H6Z6+99orr94EeLPsUacg+5taueyPkYbvNUO7YoTpxwijljh1KAA3oo/hdAwBIJH7PAED30GVBtFh4PB4NHz5cf/vb33TIIYfo9NNP13XXXacHH3ww7DnXXnutampqWv98++23nbhjdHtjjza37vsPpZ3NCd0KgJ6L3zUAgETi9wwAdA8xl3N21LBhw2S327Vp06aA45s2bZLT6Qx5TmZmppKTkwNKNw844ABVVlaqublZKSkpQeekpqbG1K8NfYRhIY685DLplPABWwB9F79rOofb46WEHkCfxO8ZAOgeLGei1dfXx+XGKSkpOuSQQ7Rs2bLWYx6PR8uWLVNubm7Ic4444gh99dVX8ng8rcfWrl2rzMzMkAE0IKoMk+WcklT6nG8gAQCg0xWWVmjKgjd0xqJVuvyZ1Tpj0SpNWfCGCksrgta6PV4VravSC6s3qmhdldyemGYoAQAAAAEsB9FGjBih8847T8uXL+/wza+66iotWrRIf//73/XZZ59p3rx5qq+v17nn+pq9z5kzJ2DwwLx581RdXa3LL79ca9eu1UsvvaRbb71VF198cYf3gj7qsLnm13papA0rE7cXAEBIhaUVmre4JGAasiRV1jRq3uKSgECalWAbAAAAYIXlINrixYtVXV2tY445Rvvvv79uv/12ff/99zHd/PTTT9ef//xn/eEPf9CECRO0evVqFRYWtg4b+Oabb1RRsfv/9O6111565ZVX9P777+uggw7SZZddpssvv1zXXHNNTPcHlJQijT7C/Prtm6KvAQDEjdvjVcHSMoXKJfMfK1haJrfHaynYBgAAAFhleL3emGocfvjhBz355JN6/PHH9dlnn2nGjBk677zzNGvWLCUldVmrtahqa2vlcDhUU1Oj9PT0rt4OuoOdzdIte5hbe/TvpaOvTux+gB6G99Vg/EysidTrrGhdlc5YtCrqNf7xy8P1m399HBRA8zMkOR1pWn71MfRRA3oY3lOD8TMBgPgy+74a83TOPfbYQ1dddZXWrFmju+66S6+//rpOPfVUjRw5Un/4wx/U0NAQ66WBzpWUIuVeam7tyvvoiwYAcRSt/HJzXeigWHtF66rCBtAkX9ZaRU2jisur47FtAAAA9EExB9E2bdqkO+64Qy6XS9dcc41OPfVULVu2THfeeaeef/55nXTSSXHcJpBgM26RRh0WfV3zdunrdxK/HwDoA8yUXw4flGbyauYS680G5QAAAID2LNddPv/883rsscf0yiuvyOVy6aKLLtLs2bM1ePDg1jWTJ0/WAQccEM99Aok3ZIy08f3o695eIO07LeHbAYDeLFqvM0O+Xmdv/3aaMh1pEbPMMh1pyt1nmO5/c13U+5oPygEAAACBLGeinXvuuRo5cqRWrFih1atX65JLLgkIoEnSyJEjdd1118Vrj0Dn2FRqbt23RZR0AkAHFZdXmyq//HDDVs06ODPitWYdnKlJY4cq05GmcN3ODPmCbTlZGTHvGQAAAH2b5SBaRUWFHnroIR12WPjSt379+mn+/Pkd2hjQ6VItNGVd91bCtgEAfYHZssrKmh1a8nHkqZr+1+fnuyQpKJDm/3p+vouhAgAAAIiZ5SDazp07VVtbG/Snrq5Ozc3Nidgj0DkOmGl+7dsLErcPAOgDzJZVVtc3R8xYk3YPDMjLztTC2RPldARe2+lI08LZE5WXHTmjDQAAAIjEck+0wYMHyzDCf4q755576pxzztH8+fNls8U8twDofIfPk177g7m1373vK+m02RO7JwDopXKyMpTpSFNlTWPIvmiGfMGvjIGppq7nz2zLy87UdJdTxeXV2lzXqOGDfCWcZKABAACgoywH0R5//HFdd911Ouecc5STkyNJKi4u1t///nddf/31+uGHH/TnP/9Zqamp+v3vfx/3DQNmuD1e6w9QSSlS2mCpcZuJO3ikDSulrKlx2C0A9D12m6H5+S7NW1wiQ4GzNduWXzr6pZi6XtvMNrvNUO7YoXHbKwAAACDFEET7+9//rjvvvFOnnXZa67H8/HwdeOCBeuihh7Rs2TLtvffe+uMf/0gQDV2isLRCBUvLAsp/Mh1pmp/vil7KM/5k6cPHzN3oi5cJogFAB/jLL9u/ZzvbvGe7PV5TGWsMDAAAAECiGV6vN9T/Jw2rX79+WrNmjfbbb7+A419++aUOPvhgNTQ0qLy8XOPHj1dDQ0NcNxsPtbW1cjgcqqmpUXq6hUby6BEKSys0b3FJ0IOWP6shak+c5h3SrU5zN+s/TPrNWko60efxvhqMn4k10bKH/e/tUuiMNfqdAb0b76nB+JkAQHyZfV+13LRsr7320iOPPBJ0/JFHHtFee+0lSaqqqtKQIUOsXhroELfHq4KlZSEzFfzHCpaWye2JEDdO6Sftf7y5GzZs8ZV0AgA6xF9+eeKEUcodOzSo/J6BAQAAAOgOLJdz/vnPf9bPfvYz/e9//9Nhhx0mSfrggw/0+eef67nnnpMkvf/++zr99NPju1MgiuLy6ogT3LzaPcEtYq+cXzwj3XOQtG1D9Jt+tpSSTgDoBAwMAAAAQFezHESbNWuWvvjiCz300EP64osvJEnHH3+8/vvf/2rMmDGSpHnz5sV1k4AZ/slscVm333Tp/Yejr/voSSnvNko6AaATMDAAAAAAXclSEK2lpUV5eXl68MEHddtttyVqT0BM2k5mi8c6U1oamNIJAAAAAEAfYKknWnJystasWZOovQAdkpOVoUxHmsIV9hjyTek0NcEtYx/zN66rML8WAAAAAAD0SJYHC8yePTvkYAGgq9lthubnuyQpKJDm/3p+vstc/5zD5oa4Shjr3jK5QwAAAAAA0FNZ7om2c+dOPfroo3r99dd1yCGHaMCAAQGv33XXXXHbHGCVf4JbwdKygCEDTkea5ue7zE9wS0qR9jtO+vKV6GtLn5NO/At90QAAAAAA6MUsB9FKS0s1ceJESdLatWsDXjMMJmSh68VtgtvkS80F0dxN0tfvSPtOi23DAAAAAACg27McRHvzzTcTsQ8gruIywW30ZCm5n9SyI/raNU8TRAMAAAAAoBez3BPN76uvvtIrr7yiHTt8AQav1xu3TQHdgs0uDXeZW9tUl9i9hOD2eFW0rkovrN6oonVVcnv4bxAAAAAAgESxnIlWVVWl0047TW+++aYMw9CXX36pffbZR+eff76GDBmiO++8MxH7BLrG+JOljR9GX1f+rlS2RHLNSvyeJBWWVgT1fcu02vcNAAAAAACYZjkT7corr1RycrK++eYb9e/fv/X46aefrsLCwrhuDuhyOb+SqSmdzXXSs3N8gbQEKyyt0LzFJQEBNEmqrGnUvMUlKiytSPgeAAAAAADoaywH0V599VUtWLBAe+65Z8Dx/fbbTxs2bIjbxoBuISnFN2DArMJrJI87Ydtxe7wqWFqmUIWb/mMFS8so7QQAAAAAIM4sB9Hq6+sDMtD8qqurlZqaGpdNAd3KcTdLky8zsdAr1W6UNqxM2FaKy6uDMtDa7UAVNY0qLq9O2B4AAAAAAOiLLAfRpk6dqieeeKL1a8Mw5PF4dMcdd2jaNKYTopc69kYpbYi5tds3JWQLbo9XK776wdTazXXhA20AAAAAAMA6y4MF7rjjDv3kJz/RBx98oObmZv3ud7/Tp59+qurqaq1YsSIRewS63oaVUuNWc2sHjoj77UMNEohk+KC0uO8BAAAAAIC+zHImWnZ2ttauXaspU6boxBNPVH19vU455RR99NFHGjt2bCL2CHQ9K9llex0e11uHGyQQiiHflM6crIy47gEAAAAAgL7OciaaJDkcDl133XXx3gvQfVnJLnv3TmnatXG5baRBAu35Z4jOz3fJbjMxURQAeiC3x6vi8mptrmvU8EG+Dw14zwMAAEBniCmItm3bNhUXF2vz5s3yeDwBr82ZMycuGwO6ldGTpZRBUnNd9LVFD0hH/U6y2Tt822iDBNpyOtI0P9+lvOzMDt8XALqjUKXtmbz3AQAAoJNYDqItXbpUZ555prZv36709HQZxu5Pfw3DIIiG3slml8YeI332QvS1zXW+HmpZUzt8W7MDAi6Ztq+unL4/2RgAei1/aXv7zNzKmkbNW1yihbMnEkgDAABAQlnuifbrX/9a5513nrZv365t27Zp69atrX+qq6sTsUegezj0PPNr4zSh0+yAgCP2HUYADUCvFam03X+sYGmZ3B4zxe/m7le0rkovrN6oonVVcbsuAAAAejbLmWgbN27UZZddpv79+ydiP0D3lTVVShkoNW+Pvvbzl6QDT+3wLXOyMpTpSFNlTWPIh0dDvjJOBgkA6M2ilbZ7JVXUNKq4vFq5Y4d26F6UjAIAACAcy5loM2bM0AcffJCIvQDdm80uzXrA3NpP/yPtbO7wLe02Q/PzXZJ2Dw7wY5AAgL7CbGm72XXhhJuG7C8ZLSyt6ND1AQAA0LNZzkSbOXOmfvvb36qsrEwHHnigkpOTA16fNWtW3DYHdDvZJ0nvT5E2LI+y0CsV/02afEmHb5mXnamFsycGZUYwSABAX2G2tN3sulCilYwa8pWMTnc5+eACAACgj7IcRJs7d64k6aabbgp6zTAMud3uju8K6M7SBptbt6EoIIjm9nhVXF6tzXWNGj7IV4Jp9kEsLztT013OmM8HgJ6sM0rbO7NkFAAAAD2T5SCax+NJxD6AniN1gLl1O7a2/mM8euzYbQYPbgD6JH9p+7zFJTKkgEBavErbO6tkFAAAAD2X5Z5oQJ934Onm1lV8LHnc9NgBgDjwl7Y7HYElm05HmhbOntjh0vbOKBkFAABAz2Y6E+2EE07Q008/LYfDIUm6/fbbdeGFF2rw4MGSpKqqKk2dOlVlZWUJ2SjQbYw9WrKnSu6myOtatsv99TsqWOqhxw4AxEEiS9uZhgwAAIBoTGeivfLKK2pq2h00uPXWW1VdXd369c6dO/XFF1/Ed3dAF3N7vCpaV6UXVm9U0boquT1e35TO/fNMnf/96tdM99gBAETnL20/ccIo5Y4dGrcPIJiGDAAAgGhMZ6J5vd6IXwO9TcQ+ZsP2N3UNW/WXko6Iuo4eOwDQ9ZiGDAAAgEgsDxYA+gJ/H7P2oWJ/H7N/HudSjonrjPz+Vc2wufSKJ/JqeuwAQPfANGQAAACEYzqIZhiGDMMIOgb0Nm6PVwVLyyL2Mbty1UAt75chY0f0MsyClCf1euOhcoeonqbHDgB0P0xDBgAAQCiWyjnPOeccpaamSpIaGxt14YUXasCAAZIU0C8N6MmKy6uj9jHbWNuitTNu0Y/evijitQxJTlXpMNvnes/jCgjM0WMHAAAAAICew3QQ7eyzzw74evbs2UFr5syZ0/EdAV3MbH+yz4ccrR9Nukha9deoa293faszvp1Ijx0AAAAAAHoo00G0xx57LJH7ALoNs/3Jhg9KkxwnmAqijVn/rJb//GQVew/T5voWeuwAAAAAANDDMFgAaCcnK0OZjjRV1jSG7IsW2MdsstR/qNRQFfmiO3fIvvgk5Sb3l1wnS/n3SATQAAAAAADoMYI7nQN9nN1maH6+S9LuvmV+QX3MbHbpoNPNX7ylQfr4H9Itw6VXb4jLfgEAAAAAQOIRRANCyMvO1MLZE+V0BJZ2Oh1pWjh7YmAfsx+dEMMdvNLK+wikAQAAAADQQ1DOiW7J7fGquLxam+sau6x/WF52pqa7nNH3MXqy1G+ItGOr9ZsUPSAdc4OUlBKfTQMAAAAAgIQgiIZup7C0QgVLywImWWZ20SRLu81Q7tihkRfZ7NLh86S3brV+A69ben+RlHtxbBsEAAAAAACdgnJOdCuFpRWat7gkIIAmSZU1jZq3uESFpRVdtLMojvyNLxstFlvXd/j2bo9XReuq9MLqjSpaVyW3xxvxOAAAAAAAsIZMNHQbbo9XBUvLQk7E9MrX1L9gaZmmu5ydXtoZlc0u5d8nPXuW9XOHjOnQrcNl7s06OFNLPq7oFhl9AAAAAAD0dGSiodsoLq8OykBryyupoqZRxeXVnbcpK8bNlPplWDvHsEuHzY35luEy9ypqGvXQO+U9L6MPADoBWboAAACIBZlo6DY214UPoJld16UDCTaslHaYC/D5H9eM3ItjHioQKXMv0n27dUYfACRYd+q7CQAAgJ6FIBq6jeGD0jq0rssfjLZvMr3U7bXp4Z0naMzIi5QX4+2iZe6F0zajL+rQBADoRfzZu+0/fPBn6S6cPZFAGgAAAMKinBPdRk5WhjIdaQqXG2XIFxTLyQoumewWAwkGjjC1zOuVLmu5WAvcv1DB0rKYy4jMZu4l6nwA6Emi9d2UFPI9uX3pZ/NOD6WgAAAAfRSZaOg27DZD8/Ndmre4RIYU8KDjD6zNz3cFlSB2m4EEoydL6SOl2u+jLl2QvEiFTYd3KCPMbOZeos4HgA7xuH1l8Ns3+T6EGD3ZN6QlQaz03fS/J4fKcLYZUtu4GaWgAAAAfQeZaOhW8rIztXD2RDkdgQEepyMtbJlNtxlIYLNLeQuiLjMMaZDRqPPsL8omT8wZYdEy98LeX+Ez+gCgU5Qtke7Jlv7+U+nf5/v+955s3/EEsdp3M1yGc/vEMwa2AAAA9B1koqHbycvO1HSX0/SAgHgMJIgb1yxp7yOkb1ZEXXp98jM6L+lV1W29RdKZlm8VKXMvnEgZfQDQKcqWSM/OUdC7Vm2F7/hpT/jeS+PMSt9NK4NbGNgCAADQd5CJhm7JbjOUO3aoTpwwSrljh0Z8KOnoQIK46zfE9FKnUa3937445uyLcJl7mY40/erILGVayOgDgITzuKXCqxU67L/rWOE1vnVxZqXvptXBLZ2W8QwAAIAuRSYaejz/g1FlTWPIxzJDvuBRp5Uvjs6VvnjR1FJfFNsrvXiltH+elJRi+XaRMvd+l3eA6Yw+AEi4DSuj9I30SrUbpfJ3pbFHx/XWVvpuxpq5zMAWAACA3o1MNPR4/gcjSUEZBl1SvphzgfVzGrZId42LOSMtXOaelYw+AEi47ZvMrXvunIT0RzPbdzPWzGUGtgAAAPRuZKKhV/A/GLWfoubsiqlpSSlSvwxph8WynoaqhPYDAoAuN3CEuXU7tsb8fuj2eCNm4Jrpuxktw7m9Ts94BgAAQJcgiIZew+pAgoQatr/07arYzi28Rho30zftEwB6k9GTpfSRviECUcNTXsvvh4WlFUEfpmSG+DDFn6UbjpXBLQxsAQAA6Dso50Sv0m3KF380M8YTd/UD2rAyrtsBgG7BZpfyFphfb+H9sLC0QvMWlwQNBKisadS8xSUqLK2wstOwpZ/tf60wsAUAAKDvIBMNSIRJF0qv3xD7+Wb7BgFAT+Oa5SvTXHqptGNb9PVfvCxlTY24xO3xqmBpWdiZn4akgqVlmu5yWvpwJVSG8yGjh+jDDVu7PuMZAAAAnY4gGpAISSlS+l5S7bexnW+2bxAA9ESuWVKaQ3rCRL+zNc9Kx90SsaSzuLw6KAOtLa+kippGFZdXRyzjDCVU6afVawAAAKB3oJwTSJSDfhbDSYaUPsrXN8gkt8eronVVemH1RhWtq5LbY6YNNgB0sTFTpP4mglENW6KWdG6uCx9Ai2UdAAAAEAqZaECiZB0lLb/Lwgm7yoHybo97E20A6HZsdumg06VVf42+NkqJ+/BBaRFf91u/pSHsa9GmegIAAAAE0YBEyZqqFluakj0mMx/SR/oCaC4T5U3a3US7fd6Zv4k2ja4BdHs/OsFcEC1KiXtOVoYyHWmqrGmMOEnzntfX6kfOgUHvjXwgAQAAADMo5wQSxWbXD/v/3NTS2oyDpSs+MR1Ai9ZEW/I10aa0E0C3Nnqy7wMEhcv4MlfibrcZmp/vihhA82v/3hjvqZ4AAADovQiiAQk0Iuf/TK0bVP2xVPaC6etaaaINAN2WzS7lLdj1RftAmrUS97zsTF157H4R17R/b+QDCQAAAFhBEA1IIPuYI9ScNDDqOkOSnjtXKlti6ro00QbQa7hmSac9IaW3K5tMH+k7bjJDV5LGDBtgap3/vdHsBxKr1lUxwAUAAAD0RAMSymZXyphc6avXzK0vvEYaNzNq1oXZJtpm1wFAl3LN8r33bVjpGyIwcISvhNPkkBW/YQNTLa0z+0HDxU+VaNuOltav6ZcGAADQN5GJBiTa2Gnm19Zu9D1ERuFvoh2hi5AyHb7pcgDQI9jsUtZU6cBTff9rMYAmSaaaorVZZ/aDhrYBNIl+aQAAAH0VQTQg0Q6bq/BNs0PYvinqEn8TbYW4sv/r+fku2W0W7gsAPdyW+iZL66J9IBEO/dIAAAD6JoJoQKIlpUjOA82vHzgi6JDb4w3qx5OXnamFsyfK6QjMpHA60rRw9kTKjAD0Ph63VP6u9Mlzvv/1uANetlrqHukDiWgY4AIAAND30BMNfZrb41VxebU21zVq+CBf+WNCsrcO/rlUuSb6uqR+vj5AbRSWVqhgaVlA8+u2/Ximu5yd8z0AQFcqWyIVXi3Vfr/7WPpI33TPXcMH/JlllTWNISs7Dfk+aGhb6u7/QKL9++zgfslBZZyh/G9XSSfvvQAAAL2f4fV6+1QdQm1trRwOh2pqapSent7V20EXihaciqudzdIfR0heT/S1pz3Z+kBYWFqheYtLgh4G/Y9pZJyhO+B9NRg/kzgrWyI9e1b410O8b0qBLdKivW+2/1DF4/XqzIffM71Fhg0AicN7ajB+JgAQX2bfVynnRKcIVY7YlfwPWW0DaFICm0UnpUi5l5hbu/Qy6eu35d65UwVLy0JmU9CPB0Cf4XFLSy+PvOa/81pLO2MtdbfbDOWOHaoTJ4xS7tihmrTPUEv90hg2AAAA0PtRzomE69SMLxPcHm/E4JQhX3BqussZ39Kc426War6TPn0+8rodW6UnZmlnf6cOqvu5KpQTclnbfjy5Y4fGb58A0J2sXy7tiNJ3rHm79NYd0jHXSlJcSt39/dLmLS6RoeiDPxP6+wMAAADdAploSKhOz/gyobi8Omg/bSW0WfS4maaXpjRs0sLkezTDVhxx3ea68N8LAPR45e+aW7fqgYBBA+0zy2IJaoXLaguHYQMAAAC9G0E0JEy0jC+pa8oRzQadEhKcCjF5Mxxj109pfvKTsskjmzyaZCvTLNtKTbKVySZffzWz0+gAoEcyG/tqrpO+fjvut8/LztTyq4/R03MnaU7uaFPn8OEGAABA70Q5JxLGSsZXZ5Yjmg06JSQ4NXqylJouNdWaWm4zpJGq0sX2/+iMpDc10tid3fC9N0P3Jf9SOVknxH+fANBdjJ4i6U/m1i4+RZp8qa98Po78WW2S9ETRhqjr+XADAACgdyITDQnTpRlfEeRkZURsFm3I17MtJysj/je32aW9Drd82pVJ/5ZTgeVBTlXrtp1/kv3zpTFvp7sNfOhMffl7B3qUrKlSyiCTi73SyvukV29IyFa69PcHAAAAuhyZaEiYLs34iiBSs2j/g9H8fFfimkKPnSZ99Zq1c4zgiHfr9gqv8fVas9ktXTKeAx/cHm+HGnh3tu427AJABDa7dOL90r/ONn9O0QPSMTf4JiPHUZf//gAAAECXIhMNCdOdP7EP1yza6UjTwtkTlZedmbhMpcPmSoa1//TCr/ZKtRulDSstXS+eAx8KSys0ZcEbOmPRKl3+zGqdsWiVpix4o0uGRpjRHYddAIhi/EnS5MvMr/e6pfcXJWQrZn5/AAAAoHciEw0J090/sc/LztR0lzNkBlVCM5WSUiTXSdKnz3fsOm188OlnavG4TGWARRv4YMg38GG6yxn1Wv6AVPtr+QNS3e2BMp7fe1foaRl/QFwdd7M08hDpPxdI7qbo67euT9hWIv3+AAAAQO9FEA0J5f/Evn1AytlNSufaNov265TA0LiZcQ2ivV20Sn9ZPspUoC9eAx96YkCquw67MIMSVEBS9klSzbfSa9dHXztkjOnL+gPUlTU7VF3frIyBqXKmRw6Mhfr9AQAAgN6NIBoSrid9Yh8tMCRJv//PJzpm3AilJHWgGnrgiNjPbcfr9Q0eWOvdS6/W5EQN9MVr4ENPDEh112EX0fS0jD8goQ7/lfT6HySvJ8IiQ9rjAMnjjtovMlSA2i9jQIpuOTFbJxzEf18AAACgJxo6if8T+xMnjFLu2KHdMoAmRQ8MSVJ1fYsm3basY72zRk+WkvvHfn4bxq4f5fzkJ2XI91BZsLQsbA83s4Mchg1IjdgTricGpLrrsItIzAR2I/19A71OUoqUe0mURV5p8cnSgjHSJ+GzfsP1SPSrrm/WRU+V6LaXy2LfLwAAAHoNgmhAG2YDPtX1zR1rQm+zS66TYzs31OUMaaRRpRzb5wEZYKGYGfgwuH+yfv2vjyMOC+iJAanuPOwiHCsZf0CfcdzNvkED0Ya0NNVK/z5XevqMoJciBajbe+idcr285vvY9goAAIBegyAa0IbVgE+HMoDy74ntvAiGa1vrP4cKCPr7/hyf7WztW9aWfwDEtoYWVdZGnl7ZEwNS/mEXUujvXeraYReh9MSMP6BTHHezdN0mafotUvKAyGu/eFl6JbCPmpnM47auf6GUjE8AAIA+jiAa0Ea0wFBbHckAcnu8KtpQp+9GHm/53Eg2a3DrP7cPCBaWVmjKgjd0xqJVenTFekm7S0H9RqSnanD/5JDXbl862BMDUtLuYRdOR+DPx+lI65a9xXpixh/QaZJSpJETpJb66GuL7pd2Nrd+aTXwXF3fQsYnAABAH8dgAaANf2Bo3uIS0+dYfRBr28TapjO1JvVNDTAaTQXuwvF4pUoNVbFnnAz5AkJtM8DCNab3J1Wcf8QYHetyyuP16syH3wt7n/bDArr79NVwetKwC39gt7KmMWTZWai/b6BP2b7J5EKv9OLl0kkLJcUWeCbjEwAAoG/rFploDzzwgMaMGaO0tDQdfvjhKi4uNnXeM888I8MwdNJJJyV2g+gSbo83YmP7RPEHhjIGhM7Ias/Kg1j7JtYe2fTrlgvl9fqmbMbC/2MpaDlL3l3/SbfNADPT9+elTyqUk5WhLdubTN2z7YNkXnamll99jJ6eO0n3/nyCnp47ScuvPqbbBtD8esqwi56a8Qd0GivTjlc/JZUtkbQ7QG0FGZ8AAAB9W5cH0f75z3/qqquu0vz581VSUqKDDz5YM2bM0ObNmyOet379ev3mN7/R1KlTO2mn6ExtSw/DNbZPpLzsTK269lhlDEgJu8Zqz69wwaxlnonyRshDa7++/deVGqp5LVfoFU9OyJJEM31/KmubdP8bX8VcOtiRgFRXBUt7kp5Wggp0qtGTpdR08+v/O0/yuFsD1Gbfrbpbj0cAAAB0vi4v57zrrrs0d+5cnXvuuZKkBx98UC+99JIeffRRXXPNNSHPcbvdOvPMM1VQUKB3331X27Zt68QdI9HClR76G9t3VtAgJcmmW0/Obi3tbLufWDKAwgWz5thfld0IHzhqf/VaDVTd6Ona85AT5B7o1Ab3OJ2wvVGXNXyiAwZVyzbgK8kz3DcBVObLj+5+fa3++osfd2rpYNvSVr/Mbl4K2lV6Ugkq0Klsdumn9/qmcJrRvF16+w5p2rVhS9LbM0TGJwAAALo4E625uVkffvihjj322NZjNptNxx57rIqKisKed9NNN2n48OE6//zzo96jqalJtbW1AX/QfUUqPWzf2L4zxDMDKFwwa28jctal306v7z9Xh7Zrzw3/0Y7/3SB74zbltqzSiW/O0PjXfiHb87+U/v5T6Z7s1pIlK+VHN7/0mW6Y2Tmlg+1LW/3aTwHFbj2lBLUv4ndNFzvwFClzgvn1K+6VPG5JgSXp504erUFp9oClmWR8AugG+D0DAN1Dl2aibdmyRW63WyNGBPYzGTFihD7//POQ5yxfvlyPPPKIVq9ebeoet912mwoKCjq6VXSSaKWH7Rvbd4Z4ZQCFC2Z94x1u6vwkwxPwddqOSnmfPSt0KVJthfTsHOm0J7R156GyGbt7p0VSUdOoIQNSEjoswO3xatW6Kl3z70/CBksN+YKl011OAkXoEfhd0w0cd4vvQwQzdu6Q3vmzdPTVknYHqHPHDtX1Px1PxieAboffMwDQPXR5OacVdXV1Ouuss7Ro0SINGzbM1DnXXnutrrrqqtava2trtddeeyVqi+ggs6WHnT0hzf+AFavmnR6VbqxR/2S7GlrcAa894T5O1yX9QzZ5ZVh4TjMU3B9tN18oasfS3+rSrX+Wx0LS6ea6Rp04YVRCSgdDlW+G231FTaNWfV2lI/aN/N+62+PlgRddjt813cDoyVK/DGlHtbn17y2UjvxNa+m7X0ff7wEgEfg9AwDdQ5cG0YYNGya73a5NmwLH02/atElOpzNo/bp167R+/Xrl5+e3HvN4fNk5SUlJ+uKLLzR27NiAc1JTU5WampqA3SMRYm1s353d9nKZFr1bHjYTbKeStGjnTP0q6UXL144cKvKq345KHWb7XKs8LtPX9P9s4/0gGa7XXSQXPPmBTj90L013OUMGx+iphu6C3zXdgM0uzbxbeu5sc+t3bA3IRgOA7ozfMwDQPXRpT7SUlBQdcsghWrZsWesxj8ejZcuWKTc3N2j9uHHj9Mknn2j16tWtf2bNmqVp06Zp9erVfBrTC+RkZSjTkRY2OGR1ImZHxGNq5G0vl+mhd8IH0Pz+PvA8/ZB5dGwbjWK4tpleG+1nG+vPJFKvu0jqm9x6dMX6kNNZ6akGIEj2SVLuJebXv3Vra/9IAAAAIJouL+e86qqrdPbZZ+vQQw9VTk6O7rnnHtXX17dO65wzZ45GjRql2267TWlpacrOzg44f/DgwZIUdBw9k91maH6+S/MWlwSVK8a7sX0k8chwat7p0aJ3y02tvWHmARo+6DfS39+KZbsRbdZg02sj/Ww78jOJ1uvOjIo201mnu5wRB1DQUw3ow2b8UarZKJX9x9z6wmukcTODyjoBAACA9ro0E02STj/9dP35z3/WH/7wB02YMEGrV69WYWFh67CBb775RhUVZJT0JfGciBmLeGU4PVm03lQzf8k3FdO9V66UPlLRijTN8srQ996hKvaMM7X+ip/sK0e/lIAsM3/m2c1LP9WFMf5M3B6vVnz1Q4e+l7YKlpZp1ddVpgdQdKZ4ZC8CiINTH5HSBptbW7tRKn83odtpi/cJAACAnqvLM9Ek6ZJLLtEll4Quv3jrrbcinvv444/Hf0PocvGaiGlVpLJDqxlO73y5xfR9K2oaVbyhRrl5C3xTNTvMt7f7ks+Xpyl6rHxI/2Q98/63umfZV63HBvdPliRta2gJe17bn8mg1GRtqW8K+LsyO0jALH9wrGhdlan1nTmAgv5sQDdis0uz/iI9e5a59c+dI+XfJ7lmJXRbvE8AAAD0bN0iiAaE0hUT0qKVHbbNcIq0t8LSCr291lr21ea6RmnCLOm0J6Sll0o7tlk6P0D/oTJm3qmjvYfrnyaa+W8NESiLFDxry/8zOfOR91qPZTrSNOvgTP3tnXLLfdDMMXfVtgMoEjnFM9zQhMo2Jag8IAOdzDVLOvr3vr5n0ezY6vsA47QnEhZI430CAACg5+vyck6gs0UqpTGbuRRpnT+bzarWgI9rlvSzJyyfH6Bhi/TKtcqzva+Fsycq0xF6mmmmI02D+yV37F4hVNQ06qGEBdCk3H2GWRpAUVhaoSkL3tAZi1bp8mdWhxxUEKto2YuSL1OPki2gCxz5G2mQhcBU4TWSxx33bfA+AQAA0DuQiYY+JVopTdvMpUgirbPaRN+QNCI9VR6vVy+s3ujLkhp9hOzpI6Xa701fJ0hthfTsHOWd9oSmX52v4vJqVdbsUHV9szIGpsqZnqZVX2/RvW1KOHsCZ3qqJo0danoARaKzP+KVvQjAuqgZpja7dPwdu8rkowWovL7+aBtWSllTzd/DBN4nAAAAegeCaOgzzARTprucynSkqbKmMeTjliHfgAN/hlMoVvpw+QNAjTs9OvPhwHLIv068Rj8uunzXkViyE3Z1LCu8RvZxM4MezApLK3pcAE3y/axeK6tsHUDRPiiaMSBFJ04YKUe/FDXv9MTc487sg3M8shcBWGe6v5jLYpn89k3W7xEF7xMAAAC9A0E09AlWBgaYzXAKx2w2myQ5+idrW0NLUP+xyppGnfLmMD0/7V79+NPbO5CRFj6z4sYln8Z4zc7R/ufvV9PQEpBB5h9A8XpZpf6zeqOq6pv16Ir1enTFeg1Ks6uuMXxpVrjsj3APzjfMdGnIgJSAwFo8shcBWGM5w9Q1S0pzSE+Y6Hc2cERs94iA9wkAAIDegZ5o6BOslNL4M5yc7fqIOR1pph6acrIyIvbrkqSBqXbNO2qfsGv8D20Xlewp93G3Sv07WN7TJrNCku5/4ytV1jZ17JoJFi73rn3/ILvNUM0OX+Csuj4wGBkpgNbW62WVrf/sf3Bu/+9LRU2jLnqqJKCv2iE3v6b3vq6SMz017LXb92cD0DEx9xcbM0VKHylFenfuN0TyeuTeuTOuPcyi/V7gfQIAAKBnIIiGPsFqKU1edqaWX32Mnp47Sff+fIKenjtJy68+xlTWgd1maH6+S1L4R7XtTW4tfPvrkFMx/bySDqp7R7bnzpUaqkztP6xdmRWSL0h09+trO3Y9C+Iz/zJQ26BnpAdqs/6zeqPcHq/la23b0aJ7ln2p6iiTTKNlLwIwz8qHIgFsdilvwa4vwvz3uGOr9MQsef60nybUvW39HiH4S8OPz3a2Zj63ZTbLGQAAAF2PIBr6hFhKaew2Q7ljh+rECaOUO3aopYebcNlsVtjk0fzkJxRbPzQ/Q0ofJY2eLCn2yaGxmjs1K+hnkOlI0xU/2S8u199c12h5kEMo1fUtKi6vjvlazTs9YV+74MisDg0uABCoQ/3F/P3R0iP/N5ncVK2/Jt+ra+3/6NBe2k4GfnTFekmS0e5XidksZwAAAHQ9eqKhT/CX0nRkYIBVbft1VdY26uYXPw0qN4y4Z9vnGmlEz3IIb9eTWt7tvgwMWZ8c2lH/+vA73XpStoYMSG3tI3bI6CF6v7xag/sla9sO8z+PULbUNenDDVvjstfKmh2yxTkLxJC05OMK/S7vADJMgDjpcH8x1yxp3Eyp/F3puXN82WchGIZ0QdJLkjy6zX2W5b2E66nmrwA9/4gxOtbljGnaJwAAALoGmWjoEyKVWCaylMafzeZMT7MUQJOk4dpmfnHKQCltSOCx9JHSqY/7evx88pxU/q4219Zb2kNHbWto0UVPfaSaHc06ccIo1exo1lF/elNnPvJehwNoNkO6+aXP9ETRhrjs9eaXPtP6LfH9+Vgp+QJgTlz6i9nsvj9hAmit1zKkC5L+F5SRFu0e0UrDDUkvl1YSQAMAAOhhyERDn+EvsWw/ddHpSNP8fFdCS2nMlh/5GZI2a7Dp9d7m7ZIkz1HXyj5sX18PtIYq6ZVrAyZ75vV3aobt53rFk2NpPx11zb8/0WcVdbpv2ZcdKk5ty2Q/b9O21jfr7te/1OD+yappaInbPiXrf/8AwvN/KNKRKcqSggauhOPPSPvIO1aFnkmm7mGlb1vbycAAAADo3giioU9pW2LpLy/sjEwAs+VHfk5Hms756RnS/x6UGrZEXW/IF1SqefsBFZ+yXNMbVsv2r3MkeQOyNVIaNunBlHs0r/kKFXZiIG3bjhbdu+zLuFzLMCRvnANoklobfjfv9MQ1gCZJwwaGn94JwLq4fCjSZuBKNIYh3ZH8N73alKMRjv5R79Ghvm0AAADotgiioc/xl1h2FrfHq/e+jj5dc+iAFF0/8wA5Hf12B/Y2niat+qup+9gMKUO1Ouzfk1VnSOler9rHBg155ZWhPyQ/qVebDpWnB1Z0JyKA1nptSQ3N7rhf1xPvtDkAHf9QZPRkqf8wUx9USFK60ailP5XGTT4m6j3MfnAS7xJyAAAAJFbPe4IGepDC0godcfsy3WMiC+vmE8fr5Il7Bk4C/dEJlu+Zoe0arO1BATQ/Q16NNKqUY/vc8rX7uvZT9cy69OmPVFhaEd/NAOjQFGXZ7NLMOy3db/z3/zJ1j5ysDDnTowfSni7+Rm6C7AAAAD0GQTQgQfyT2Sprm0ytHzIguOTPvVeutird0n3NBnosDS6AJF8W3KkTR2lwv2RL523b0aJ5i0sIpAHdzfiTpNxLzK9f+6rkiZ6tarcZOiNn76jrKmubGDwCAADQgxBEA6Jwe7wqWlelF1ZvVNG6KlNZA9Ems4USqjdO8YYaXdd8trze+JcxWhlckGiGpCH9SdgVuwAAkaNJREFUk+VM7/69w6buv4c+vGG6np47SXefPkEZA8wH1AqWlpF1AnQ3M/4oHXCSubU7d0hv32Fq6Zhh/U2toy8aAABAz0FPNCCCwtKKoMbVmREaV7s9XhWXV2vFV1siTmYLJVQPnc11jaqWI+YywlA8XqlSQ1XsGRe/i8bBbaccqOkupx5fUa6bX/qsq7cT1vBBaQF99VLtNl30VEnU85jGB3RjP3tU+uP/JLeJzOG3b5f2OEDKPiniMrN90awOngEAAEDXIRMNCMNfjtk+GFZZ0xiyNK+wtEJTFryhMxat0v1vfmX6PoZ8gbmcrIyg14YPSotr2aU/Caqg5SzLQwXm5I7WDTMPiNte/DIGJGvh7InKy86U3WbonCOyImakGZIG90+2XFLZUaH+ngpLK3TzS2WWrkPWCdAN2ezS1F+bX//c2VLZkohLcrIylOlIU7jPQNq+p4TLeI4lExoAAACJQyYaEEKkckyvfA8/BUvLNN3llN1mtAbcYn28mZ/vCtmsOicrQ08OGC61xHjhdio1VAUtZ+kVT47lc4/PzlROVoYeXl6uyprGmL/X9v5w/AFy9EvRC6s3avigNG2tb1LjTk/Y9V5Jt56UrZte/EzaEacfTBT+v5m2f0+x/p2TdQJ0U0f+Rlp5r9RscmLmf+dJ42b6AnAh2G2G5ue7NG9xiQwp4L2i7XvKa2WVITOeZx2cqSUfV5jOhAYAAEDikYkGhFBcXh2xHLNtaV4s/c/8Mgak6NwjxsjRLyVkhoHdZmjWrP/T994MdSQBweOVtnjTdWTT3ZYCaDZ5NMlWpp/3e08DK4okj1s3zHTFLYAmSVc8t0ZnLFqly59ZrTMWrdJFT32kbQ3hg2MDU5P0+Mr1qqztvIwupyOtNVtOiq3nnSTZDGlrfXP8Nwig42x2afLl5tc3b4/aHy0vO1MLZ0+U0xEYPPe/p0gKmfFcUdOoh94pN50JDQAAgM5BJhoQgtmSu811jVEDbpFU1zfr0RXr9eiK9WEzDPIO3FMffX+jMosuk8frC8RYZTOkYarVYba1KvK4TJ0zw1as+clPaKRR7Ysavi5Vvj5UrxvnSppofRNxsr1pp4rXbzW1dkCqXfVNuyfpDe6fHDFAF8ol0/bVldP3D8gUjPXv3OOVLn6qRAttE8kkAbqjI38jvbdQ2mHuPUZFD0hH/S5sNpokTXc5NSg1WUVfb5Hk66c4aR9fX8QpC96wFIwPlQkNAACAzkMQDQjBSkPoePW48mcYtM148vvxjLPlHpUu27/Pk7zhSx2jOW1csopMtPCaYSvWwuR7go4P91bpz94/q952RUwloZ3tb2cdKpthaHNdo4YPSpPH49WZj7xn6RpH7Dss6EG1o3/nPAAD3ZTNLuXfJz17lrn1zXVS+bvS2KNDvhxqOM2/S77T/HyXHP1SYgrGM6QEAACg61DOCYRgpSF0vHpc+bMRCpaWhS7tHDBMRgcCaJK07z77Rl1jk0fzk5/w/XO7H4D/6/nJT8qmju0l0TIdaZq0z1Dljh2qEyeM8mV/jB0a8e+1rWgDH2LV9gEYQDfkmiUddY359c+dE3LIQLThNK+XVXZomwwpAQAA6HwE0YAQ/A2hJQUFXNo3mY8WcLMiYoBl+6YOXVf9MvTq9n2CXvP3PZtlW6lJtjIdbivTSKM6bNmozZBGGlXKsX0e8Z6nTtwz5v3Gw6yDM4MyvSL9vbYVapBAW/H4O+cBGOjGjvqdlDLI1FLvjq3yPjtHxS8/3jpBM9pwGkn6z+qNHdoiQ0oAAAA6H0E0IIxoDaH9JZdmAzNWhAywDBwR8/V27yvwkW6GrVjLUy/TMym36L6U+/VMyi36a/J9pq45XNvC3ivTkaZbTzlQzvTUWLfcYUs+rgiZ0Rfu77Wt9n/H7bX9O48VD8BAN2azSyfeb2qpIcnr9WrP927SmYtWasqCN3T/G19FHU5TXd+ijAEpln9vRMqSBQAAQGLREw2IIC87U9NdThWXV7f21crJygjKTvIHZtr3volVyADL6MlS/6FSQ1VsF91RreMGlusvux7ZwvU9c2i7qctt1uCwr83PdyklyaYbZ43XhYtLYtlth0XqGdT+73XYgFTJkLZsbwr7dxzqGgtnT9TVz61RTeNO0/sy5AvS8QAMdHPjT5I2XiatjP7Bgs2QRsqXoftejUt3v77W1C1OmjBSj61Y7wvEmVgfLUsWAAAAiUUmGhCF3WYE9NUK9+CSl52p5VcfoyfP61jD/YwByaqsbWwtC2pls0sn3NWha49P36HB/ZOj9j3zen1/QvF4pe+9Q1XsGRf0mjM9NSCDKy87U3/9xY9jmigaD5FKJtv+vR6x3zAdse+wqH/H7eVlZ+qvZx5ieV88AAM9xHE3S6f+XUoZYGr5scaHlqZtTnc5Q2bGZjrS9Ksjs5QZJRMaAAAAnYtMNCCO7DZDU/ffQ786MksPvVMecW24zIPq+hZd+c/VknwPUvPzXbsfmLJPkt49UNr0SUz7sw1y6vZT9tXjTy3WSCN8Y3tjV3zH4w0MsvljegUtZ8nTLgZ/5bH765Jj9g0KDp1w0EjdL0MXPdX5GWmdUTI5aexQZQxIVnV9S9S1GQOSdevJB/IADPQk2SdJ/YdIT8yKuvT8pP+pxLuvXvbkRlzXNiPVbjPCZjz/Lu+AqJnQAAAA6DxkogEJcO0JLv3qyKyQQwl+dWSWHozSk8vPP8WtsLRi98HzX4thR4aUPkoaPVl52Zm6dspgU2fVKDD7olJDNa/lCr3i2Z1tN7h/sh6cPVGXH7tfyIc7t8erIQNSdM7k0a3BuUQz2zPI7fGqaF2VXli9MTjzLwr/uS+u+V5zJo2Oun7ogBStuvZYAmhATzRmipQ+Muoyw5AeSP6LrrX/I+I6rwIzUsNlPJvNhAYAAEDnIBMNSJBrT3Dp18eN05NF67WhukGjM/rrrNwxSknyxa79mQeVNTt080ufqbq+OegaXvkCQgVLyzTd5fQ9QKX0k350grxfvCwpeJiBt90xjyRDXq398XXaVzbZJR18wDipOPr3cFHL5fLKpuHaps0arGLPuKAMtAfOmKgj9hsW8vyX11To+hdKQ35viWK2Z1BhaUVQD7ugzD8L5w5Isau+2R12T388Obv17x5AD2OzS3kLpGfPirrUMKQLkl6SV4Zud/8i5Joh/ZM13eWM9y4BAACQYDzRAQmUkmTT+VP30U0nZuv8qfsEBFH8GQZOR7+IQSavdjfJ9yvM/pOavMkh60Hbh40qvUN1YfMVmvHKYB1x+xu69/Uv9cK20Wrq75Q3zFw4X98zXxZX+wCaTR5NspVplm2lThj0lSZlDQ55jdteLtNFT5XENYAWrk9QW2Z6BhWWVmje4pKgIRAhM/9MntuwK4A2MDXws4lMehgBvYNrljTpItPLL0h6UUkKPXRka0NLwHs6AAAAegYy0YAuFqn5fah1bo9XS5b8W3lG9B5cN7XM1uPuvNbsscraxtapcTNsP9eDKffIK0NGm2icv6IxTc16OuXW1uPfezO0ZOdkzUpaubufWouk+x70ZWi4dvcLennN91F7wg1Itau+KXTmVluXTBur/UYMCtsnKKNfij7fVKdvtwZn+4Xi9nhVsLQsZD86/7Fr/v2JBqUla9I+geVT0c41JA1KS9JDsw/Rlnpzkz7dHi89j4Ce4kcnSKv+GnWZYfjeD25NWqTf7ZwXco3Z934AAAB0HwTRgC5mtvm9f11xebWS6jdLKdHP2eIdHFR+6feKJ0fzmq/QH5KfCBgysE0DNUTbNVjbA9Y7Va1fJb0YfKHaCunZOdJpT0iuWXJ7vLr+hdKoezMTQJOkI/bdQ7ljhwYc82fxFZZW6HfPrwnICnvgra90y4nZOuGg0P2Lisurg7LI2tu2o0VnPvxeUHlntHP9WYM2m6ETJ4yK+r11pKQUQBcYPdnXG632e1PLf2pfpWt2/irk+3BnDD4BAABAfFHOCXSxnKwMZTrSwhRWBjfJ31zXqM0abOra/nVJ2qnz7C/rxqTHdZ795dYSo0JPjqY23adfGjfqsuZLdEbz79WkFHkVOJVT/q8NhRgOsCsvq/AayeNWcXm1qUmVZtgMaafbE7Lxf7iyyur6Fl301Ee67eWykIMDrGR/tC/vrKy1ljUYSUdKSgF0EX9vNJP6Gy262P7fgGPRBp90ZOAJAAAAEotMNKCL2W2G5ue7NG9xiQwFtjkL1SR/+KA0FXvG6XtvhpyqDgp2Sb6SzEoNVbFnnK6xP6W5SS/Jbuy+8nVJ/9CinTN1u/sXcsum13fsL2l/TbKVKdMI36cnfJGhV6rdKPf6FdpcN9b8Nx+Fxyud9ejuCQiZjjTdMPMAOfql6Jp/fxKyrNLvoXfK9c8PvtO2hpaA839+2N6m7992sIPH49XNL35q6rxoGSZmykIDhkkA6D5cs6Spv5PevcPU8quSntNa7556xZMTdfAJ2akAAADdG5loQJzFkkWQl52phbMnytmuYX6oJvk5WRka4eivm1rmSNrdw8zP//W77vH6W9Kf9KukF2VrF66xyatfJb2o+5Luk00eSdLgfskaoY41ui546g2t39LQoWtEUlHTqIue+khnPvKetu2Inu3WNoAm+bK87nl9rQb3T44QEAzkL9G86KmPombYtc0wifTvgdmyUBqPA93UtGske6rp5X9OflA2eSIOPiE7FQAAoPsjEw2Io45kEeRlZ2q6yxm1yfzuzLVGXdSyq6dZm+CXf/npSe+EvZe/JHNW0iodZl+rG1vmaPzkn8vx9lqL33GgtQ0D9N6uIFX7AFZ34M/yMtr8c7wKpdpmmLxWVhnx3wOrwyQAdDM2u3TK36R/nR11qWFIg9SopSe4NW7KMSEz0MhOBQAA6BnIRAPiJB5ZBP6G+SdOGKXcsUPDPiz5M9c+HnSkpjTdpztbTpXXG1tAyKlqPZhyjy4tOV5nJ70ewxV82W/fe33lo1Kkss+u55W0taFFVx67X1DmX0dkDEjRwtkTJSnqvwdWh0kA6IbGnyRNvsz88i0vh31PJzsVAACgZyCIBsRBtCwCyZdFEM8G0XnZmVp+9TH6x/mH66JB7/qa/sdwHWPXecaOrTHtw/8tFbScJc+uwtGtDS2aMX5EiCEE3Uftjha9/dtpGpBij8v1rp95gKa7nKb+PThk9BBLwyQAdFPH3SxP5o9NLfVs3SB5Qk8lJjsVAACgZyCIBsRBV2UR2G2GcpO+UL/GTZ2S/eX1Sju9gXeq1FDNa7lCr3hyAo6/8ukmebvxULn/rN6ov775peqbQz/UWuV09DP978GHG7Zqfr5LUnDgM1rjcQDdy3pnnql1tm9XSXePl/vTF4L6JZKdCgAA0DPQEw2Igy7NIti+Kf7XDMGfcXZpy2XaqkEarm3arMEq9oyTx2I83t8zLZ49yayqrm/RouXlcbmWP2vsxTXfm1q/ua5RJ04YpYWzJwb1TnMyiQ/oUf6bcoIu994mmxQ1+9ZbVyHbv+bo8ebdHzz4pw5nOtJUWdMY8j3RkO+9gexUAACArkUQDYiDrswiKP4hSTnRl3VYpYaqoOWsoIwzszIGJOuGn46XM933IBiq+X689E+xq8FEhll9U3yy0PxZY1b/PTA7TAJA9+WxpWrRzp/qV0kvyuuNHEgz5Mvo/XPyQr3WdKg8sqmyplEXP/WRLjgyS397pzzowwWyUwEAALoPgmhAHORkZXRJFoHb49WVq/rrX94MOVWtRD1f3dQyW4+78yxnnLVVXd+i4YNSJUkvrvlewwel6e3fTtOHG7bqf6UVeqJoQ0zX9T9wXnnsfhozbICGD0qTx+PVmY+8F/Nerfi/iSPl6JeiF1ZvVPkP9bIZu7P2Qu21/b8H/mESAHqm3LFDdeabv5AkzU16UdG6LPqmdTbp7qS/6PKdl7dO31zycYUe+MVE3fwS2akAAADdFUE0IA7sNkPz812at7ikU7MIisurtbG2RQW2OVqYfE9cry35gkGVGhoUQMsYkKyfHbKnlnxcYSmT7OJ/lGjbjpbWrzN3PRwen50ZcxDN/4DZNqNr2MBUOdNTVVnbFNM1rXjt0036d4m5Mk6vpJ8ftldrEJGsM6Dnm7TPUA3un6zbG36hP7tP0yPJd+goe2nU82bZ31Oh5z39z3N4a7/EIQNStPzqY8hOBQAA6KYIogFxkped2ek9rvw91l7x5Ohf7iN1etI7cb2+od1TN9u64afjdfKPR+l3eQeouLxaK77aovvf/Crq9doG0CSpsqZR8xaX6IFf/DhiJl8ox4zbQ3Onjm0tDZ2y4I2An/vg/smt30Mi+67VmiwJNQwpPS1Jd7/+ZeuxTDJMgB7PbjN0+ykH6sLFJdqpJH3s3VdHKXoQzTCkBckP6ZWmw1rfYzfXNZKdCgAA0I0xnROIo7zsTC2/+hg9PXeS7v35BD09d5KWX31MwoIkbXtwrfRkx/36d+08NWQPNGe6777+h70rp++vTEea5Qmh/uDWzS99phtmhp5WGc5H32xrDaDNW1wSlBFX0+AL2Dl2BdO6mtcr1ezYGXDMH0QsLK3ool0BiIe87Ew9OHuinOlpKvK4TJ+XbjTqcFtZ69dW+2a6Pd6gSZ8AAABIHDLRgDjrzCyCtr3YNil+/dZ8ZZwZesB9UsDxcL3dIpWzRtO2jClUJl84WxtadN+ytXr2g+9C3s/fZ6hfsl0PnD9RRV9XmcqW60z+PRYsLdN0l5OSLaAHax0Usu5A7Xz6TiV5zJWTTzY+1SplW+6bWVhaEfR+SXYrAABAYpGJBvRg/uCVJL3vGafvvRlhm9qb5d2VC3ZTy5yAMs5Ivd3cHq8c/VJ03hFjNGRAYObXYJOZYJvrGlsz+S6Ztq+pcx5+tzxiwM0foLPZDO03YqCpax46erCpdfHi32NxeXWn3hdA/NlthnL3G66kqVeaPuecpFc0w1ZsqW9mYWlFyAxcslsBAAASiyAa0MP5e7ENd/RXQcscSeGnQ5rRkjpExcN/prGpW3Wibbkm2cpkk0dOR5oWzp4YlOFQWFqhKQve0BmLVumRFetVXd+ijAG+gNrTcyfpgTMmmrqvv4zJbjN0xL7DTJ1T32yuH5m/QbcZM8Z3TQaHv78dgF7gqN9JSebecwYajVqYco/ybO+bWu/2eFWwtCxsBq7ky26ltBMAACD+KOcEeoHWMqLyCfrgiywdXHqbUhsqLV2jcuR0pX7/noY0VWvSD//SJElK8b3W1N+ppJl3yD4+OIA2b3FJ0MPc1vpmPbZivXKyMjTd5Yw4NCBUiWhOVoYG90sOGkQQq/Vb6vXTg0aa2sfZk8fo/je/DOpflmhWeyEB6MZsdumkh6Tnzo66tDX37L/zpHEzfedGUFxebSoDt7i8mgEFAAAAcUYmGtBL+Hux5ZxwjlJ/Uyad9YLUb4ipc3cmDdCIja9psLc25OvJDZWy/etsqWyJ5HFL5e/Ks+ZfWvLCszLkCVrfNhtCUmvJaftCpXAlonaboSn7mctGM+Pp4m9M7yMlyaYF/3dQ1GsOSIn8oOuX6UjT4P7JYQcmGLvWWOmFBKAHyD5JmnyZ+fXN26W37oi6zGzWKtmtAAAA8UcQDeiNbHZp7NFS/n2KNu/SK6lpp68s0giz1CbJ6/Wq6b+XSvdkS3//qWzP/1J/bfmDlqdephm24pDX9WdD+EtOnY7AbKtwJaJuj1cfrN9q7ns1obK2ydI+/JP2BvcL7uc2pH+yHpw9UXeednDEe/ZPsevKY/fX27+dpnMnjwmb/SaF7jMHoBc47mbpZ3+XkvuZW7/qAd8HFRGYzVoluxUAACD+KOcEejPXLOm0J6TCq6Xa74NfTx+lb8ecqr3X3Bst1iabIaU2b5O3eVvAUqeqtTD5Hs1ruUKveHKCzvNnQ+wuOa1u7VGWk5URMnhUXF6tytr4ZlFY3Yd/3ap1VSr6eoskX6bfpH2Gtq59cPZEXfP8J9rWEFx2uqPZrbtfX6vHVpaHfF3yBe+YpAf0cuNPkirXSO/eGX1tc520YaWUNTXskrZTmc2WyAMAACA+CKIBvZ1rlq/PzoaVUl2FVP+DNGAPacBwyTA0YMl1li7XPuRlM3yDDOYnP6nXmg4NmOgpBWZD+EtOo0lEGZLZfbg93oAA26SxQ3VEmNLS6S6nblzyacjX/A+34QJoVx67vy45Zl8y0IC+YMyR5oJoklT+tjR6ctjeaP6pzPMWl8iQAgJpZLcCAAAkFkE0oC+w2X2ZDR63L5j2xcvSmmelhi2KR9tpmyGNVJWusD+nld5sFXvGyStbzNkQ8SxDspKVUVhaoYKlZQFNuzMjZIv5MuaaYtrTM+9/o0uO2dfyuQC6l/aB95AZtllTpZRBvkyzaN75k7T6H1LeAt+HICH4S9Pbv1+R3QoAAJBYBNGAvqJsSfiyzji5LPm/ukz/1ffeDN3UMkcn5V8YUzZEtHIls6xkZYSbNFpZ06h5i0tC9m6LNWOO6XlA72A68G6zSyfeL/0r+rROSVJthfTsHF85foRAmtkSeQAAAMQHgwWAvqBsie+BLMYAmtdiJMtpVGthyr3Ks70f0/385UpS1FZtkfcRZnBBe26PVwVLy0IG7NpOGnV7Ald0NGOO6XlAz+UPvLcNoEm7A++FpRWBJ4w/ycK0zl3vNYXXRBw04C9NP3HCKOWOHUoADQAAIMEIogG9ncfty0DrQE6XYUhuryGPyUvYtCv4FeUBMBJ/uZKjf/CEzLb6pwT2DcoYkKzzjxijp+dO0vKrjzFV1lRcXh30INxW28yxtnKyMuRMjz2QxvQ8oGeKNfCu426W/r+9O4+Poj7/AP6ZyX2fhCSI3IIhnGIgHGIRBUVAbauiVTzqgaCotV5VEakFaj0LaqWtN6DWoog2/BRErgDKoUAAATkUEo6E3PfO9/fHZpe9Z3Z3Nnt93q8XrdmdnZ2ZTea788zzfZ7fvA3Ea8lAFUD1MeMUfCIiIiIKCJzOSRTqjmzUZQqn3HZpqAhjDTR1FheALjrNueKqcD9gDNSlxEVh0U1DcLquyePpTFozwmyX+7KkDI2tngUJc9g9jyhouRN4t5uynX8VkDcR+HousO459TerPeHVthIRERGRfhhEIwp1Ol2ASZJxWqcCyRxQc/f9NRXgtqBWuN90oSrLEiYP7KR9m2xozQizXM5ZDTWt2D2PKHh5Gng3kyOA7qO1BdHiHXcHJiIiIqL2xyAaUahL7KjbqiQJiIRAlYhHMuohaYkBtb2/u50vAR0uVDVSa2Rg2+HT1VQuLR4Y24vd84iCmCeBdztdhgPJucYmAq7OJp9Oc9mpk4iIiIjaD2uiEYW6LsM11t/RLkXSGEBL7gR0Hootqz/BF4sXoEvNNshQzE87LcDdRpcLVQ1cNTJw1OFTbSqXKzkpsZgxppeHW0pEgcAUeHd2GpSgYcq2HGEMjplf4YSpU2fJcg+3loiIiIj0wiAaUaiTI4ABN/jnvfN/DfHKABSsnYpXohdgafSfsT7mPoyTtwBQKcANnS5UNTI1MshOsQ7IOerw6Unmm9T2j9M4iYKfu4F3p/ImAde+AyRlu1hIW6dOIiIiIvI9TuckCnWKAdj9sX7ri0kGmqrVl+t0IbDxFbuHs1GB16JewrSW+7FSKXBZgNt0oTrtvW2QYD3hya0LVY3G5+fg0rxs1bptnmS+ZatMXSWi4GIKvNtOU3f7bz1vEhCbArzjarpmW6OWw+uNtdSIiIiIyC8YRCMKdTp15zRrqgYkGRCK6+WOfQvAPktDlowdPmdFvYsvm4ZAaUuIdZbdpduFqkYRsmTfTc+GlhpqHZNj8Py1A3G61vOuoUQU2LQG3lXVndK23Ec3AxP/7tP6aO42gCEiIiIKJwyiEYU6nbpzWlELoKmQJSAX5SiQ92KTYpwS5Sq7S7cLVZ1oyZB7elJfjOjJrnpEoU5L4F2V1gYwDZXG+mjXvuOTQJonDWCIiIiIwglrohGFOh27c9rzLoiVhUrNdc1MF6qTB3ZCYY8MvwTQDIpA8cFyfLrjGFLiorHwhkGaaqgREblk6tSp9Zzqg/poRbtKMe29bXZNU9QawBARERGFE2aiEYU608VZdSngcPKhN7xb30mkAgiOYvvOMjSenJCHtITogMiQI6IgZerU+eHNGhZuq492ZCPQbZTds55MxzQoArM/K3F4RhcwhvZmf1aCS/OyeX4jIiKisMYgGlGos7o4s5186B+KAMqQgZ8TB+C1Sf0wPj/H+YWfYjBeLNaeMGbVdRlu3Kd2ZMrQsD1yZVWNmL54G1773WBMHtipXbeJiEKMqVPnZ/cBDWfUl3cwVd/T6ZhbDlXYZaBZctUAhoiIiCicMIhGFA5MF2dFj+jbZMADAoAkSagZPQdrR1+KCFlyeuH36uBfMGj3POttTs41BgV9WFjbEjM0iKjd5E0ydkB+d7L6srUnjDcZ2m4quAr2T3tvm8tp5s4au3i6HBEREVGoYk008jnLOlLFB8thUPyfCRWW8iYB9+8Cpq4Aht3jt82Q4tIgXfsOev/qRnMAzVEdngE1azFg430QtkG/6lJjVl3J8nbZXncyNIiIvNZtlLb6aCsfB17KB0qWqwb7AWOw39n466qxiyfLEREREYUqZqKRT7HTV4CRI4wXaN1GAecWAsvvBRor23cbfvs20H00AOdZXjIUPBX1DgBHl5Ft+V9FjwJ9Jng8tVNr3SBmaBBRu3JnCn7bTYUDoxeitCrV6WJq0zELuqUjJyUWZVWNDt9NgrFpiloDGCIiIqJQx0w08hl2+gpweZOAh38Czm+faZEAgOROxuDdoXXAzv9gb/EXOFFVb7dYgbwXuVIFnM+OtCis7YGiXaUYOX81pizahJlLd2DKok0YOX+1w99JZmgQUbszTcFPVrvZZAx5dd7yDGQoqqt1FuyPkCXMmpgHwP7GhennYGgAQ0RERORrDKKRT3g7tYTaiRwBFNzZfu/XWAU8fx7w9pXAx7ej75c3YH3MfRgnb7FaLAuV2tbnoLC2GneDu6YMDWeXjhKM2ZXM0CAiXZmm4I/7i8qCAvENZSiQ96qu0lWwf3x+Dl773WBkp1gvk50S67KeGhEREVE44XRO8gl2+goiXYYb6+9obTgwYArw/RLP3qu51u6hbFTgtaiXMK3lfqxUCgAAJ5GqbX2JHTUtZpq6WVbdiDkrdrvVJMCUoTHtvW12E6uYoUFEPiVHaD7PnRdfh821jid/ap2OOT4/B5fmZWua6k5EREQUjpiJRj7BOlJBxFR/R6vkc4Dzxun39m3XZrOi3jVPR9qi9MFxkQ7niYqScWpol+Gq67ecuvnABztQUdfidFlnTQLczdBgMw0i0o3GINqVwwcC8H46ZoQsobBHBiYP7ITCHhkMoBERERFZYCYa+QTrSAWZvEnAxY8Da9SmDQFY95zuby9LQC7KcX/kf7BRyccWpQ+eabkZr0a9BAEJkqP8r/HzVJsKmKZuuhvCchTc1ZqhwWYaRKQrc7ZwKRzlmQkArdGpaG414IFL+mDxt8dQVn32/JPN8w8RERGRbhhEI59gp68gdNFDwLa3tE/r9IH7Ij/BffgEx0U6Xon6Pb6/8BUM2j3PepuSc40BtDzXDRFc1eVT4yy4a8rQcMZZ0M5Ub411hYjIbS66dZqmoUc1V2LkxttwvkhCaeSdyB57PbpmJnA6JhEREZHOOJ2TfIKdvoKQeVqnBPtPrX3lSBWY2/pXDOqcZiysPXUF8Ot/Gf///p2qATRAvS6fI940CVBrpiEAPL5sJ5Zt5xRPonDj9RRvZ906bVaTIdXgL63PI+br2YiJlDkdk4iIiEhnzETzAVMR83AvymuqI2U7tY1TSwKY6ULts/uAhjN+2wzzX8tnM4E+E4Buo9xeh7v19rwN7moJ2lXUteCBD3YA4BRPonCh2xTvvEnG8+Hh9RAf3Qw0VEJycqq6K3IFPvhYwBB/NyK6jlCd+k5ERERE2jCIpjPWQ7LGTl9BqM8EoOgRvwbRzBoqgLV/Ay5+xO2Xultvz93grm2wvKyqwa334xRPotCn+xRvOQKQZEgNlU4XMQXWrhefA+983jYFfr6mDF4iIiIico1BNB2xHpJjanWkXGFWnx8c2ahPXbS+1wC7l8FRIWy3bH7dWK/NzUwKLXX50hOi8cSE85GdEufW75ajYHl6QrRb22eqZTT7sxJcmpfN32uiEKM2xdvjv//aE+5tSHWpsZ7ate8wkEZERETkJQbRdOKzL8thjFl9fuLuBZojUQnA7v96vx7AmI12ZKPbUzpNdfmmvbfNphT32ambz16d7/bvkrNg+Zm6ZrfWg7ZtKq1qxJZDFR4HmokoMKlN8fb47z+xo5tb0vYtpOhRY6Yxp3YSEREReYyNBXTizpdlUmcKVNgeU1NWX9GuUj9tWRhw+wLNgZY679dhycPAnqkuX3aK9dTO7JRYjzJD1YLlnnK3fhsRBT6tf9du//13GQ4R727QXQDVx4w3JIiIiIjIY8xE04nPviyHIWb1+VmX4cYaOnpM6dRL+UGPX6pnXT6tHT/TE6JQUdeieb3u1m8josCn9e/a7b9/OQLShBcgPpoKCDhtLuCQHpnGRERERGGMmWg68dmX5TDErD4/kyOAwbf4eyusrZkLlCz3+OWmunyTB3ZCYY8Mj4OvWoPgT17ZF0vuGIYXrx2A9IRoOHs3CcYpygXd0j3aHiIKXKa6jD75++97FaTh98Hpyp3RI9OYiIiIKIwxiKYTn35ZDjPM6gsAGT38vQU2hLGej2Lw61ZoDYIfPFkDAJg0sBP+cnU+APtrXdPPsybmMaOSKASZ6jICPvr7v2wOpN+8rWlqp4CE+rhsFLf2hkHxstkLERERURhjEE0nPv+yHEaY1RcAAjFbwVE9H8UAHFoH/PAhULzQ+P+H1vks2KYWLDdZ8PVBTFm0CSPnrwYAXeuyEVHw0Lsuo538qyA9tB+YugIYdk/bg9ZnKAWAEAKvVY/Ajf/ajJHzV7OuKBEREZGHWBNNR6Yvy7YdJbPZUdItpkBFWVWjw7poEozHlFl9PtRlOBCfCdSf9veWWKuxuPArWQ4UPeK4dltyLjB+PpA3Sde3d9Xx0xFTI4zXfjcY6x8Zo0tdNiIKLnrWZXRIjjB2L+42Cji30O68KAOABPwh6mNMifwaz9TcjGnvNTKIH4QMiuA4QkRE5GeSECKs8vqrq6uRkpKCqqoqJCcn++Q9+CXHe6bunIB1oMJ0FPnlvx0UPQZsetXfW2EtPgO44gXg9D5gzV9UFpaAa9/RPZAGAF/8cBxPfLpLU/MAU9B3/SNjQvY80B7n1WDDY0J+oxhg+OY5yN/MtWs8YJrJeU/L/fg+6aKQPi+FmqJdpXY3aXPC6CYtz6n2eEyIiPSl9bzK6Zw+oFcR83Dm8ykwpK73Ff7eAnv15cB/pmoIoAG+qqNWtKsUcz7fo7n7JhthEFF7a/32TQgHnTtNX0eeinoXJ6rqeV4KEqYbi7ZNl0zZzpyeS0RE1H44nZMCls+nwJBrXYYbp0U6mi4ZLEx11LqN0mV1pgsZT9J32QiDiNrFkY2IqS9z2rlTloBclKNA3ouTNYPbd9vIbQZFYPZnJQ7HHQHjxzz7sxJcmpfN70dERETtgEE0CmimrD7yAznCWFfsw5uhXv0rgH33b2DVHKCxGkjIBJKygZTOQEQMsPUtoKkSiEkBsvoAVT8bl5OigZYa42631gNCgQJgFICSaMAAGc2IQCxaoUBGs5DRIkUgEc2IQav52lXAmO6rAMAnUcAXcYAkA03VpkeByAQgsYPx8bh0IDrBOG21/jRQe9K4lsZqQI4EErOB1HMApQU4pwDI6gv8vMn486l9QEsDEB0PnD/RuI9dhhs/R8CYkXdko7GuXO0JoKHS+FhDFVBbZnxtp4FAt4uNQUfT64gouNSe0LTYpfJ3yEq6zccbQ97acqjCLgPNkmW2M78vERER+R6DaETkXN4kY10xZwX8g8Hu/579b2d9ElobgENlLlcjA0gw/QcUAK1tz6hPFzXOm28Bmh1MAW2tAyrrjP995ifXK6r+GTj+rfG/965wvty+L4z/b2qwAGj7DA99Dax/EYhLAya+4pN6ckTkYxq7K98SuRJoWAvgat9uD3lFaxYzs52JiIjaB4NoRORa3iSgzwRjFtO+L4AfPgy8rp3kWPVx4MOb3H9dwxnj6659l4E0omCjsbtyBATwn1uMWaf8Ow9YWUmx6gu5sRwRERF5h40FiEidHGGc4jd+LvDQj8DUFcBFf/T3VpGv/e8R3RszEJGPyRFA/2u1L++DBiykn4Ju6chJiXVW4g4SjF06C7qlt+dmERERha2ACKItXLgQXbt2RWxsLIYOHYotW7Y4XXbRokUYNWoU0tLSkJaWhrFjx7pcnoh0Zgqodejj7y0hX6s5bsxAJKLg4k53ZVMDFgpIEbKEWRPzANj3ijD9PGtiHpsKEBERtRO/B9E++OADPPjgg5g1axa2bduGAQMGYNy4cTh58qTD5desWYMpU6bg66+/RnFxMTp37ozLLrsMx44da+ctJwpzGuvuUJDTWKSciAKIqbuyVjWlwKF1wM7/GP+fmWkBZXx+Dl773WBkp1hP2cxOicVrvxuM8fk5ftoyIiKi8CMJIfzadm/o0KG48MILsWDBAgCAoijo3Lkz7r33Xjz66KOqrzcYDEhLS8OCBQtw88032z3f1NSEpqYm88/V1dXo3LkzqqqqkJycrN+OEIUbxQC8lA9UlyKou3eSa1NXGDMPXaiurkZKSkpYn1c51lDAKVmuvSZiXAbQUH72Z1NTEtZKCygGRWDLoQqcrGlEVpJxCme4ZKBxnOE4Q0Tka1rHGr9mojU3N2Pr1q0YO3as+TFZljF27FgUFxdrWkd9fT1aWlqQnu64FsTcuXORkpJi/te5c2ddtp0o7MkRZzs/OptkEslCx0EtKdeY0UKqONZQwMmbBPz2bUDS8FXPMoAGGG+OfHizMRBHASNCllDYIwOTB3ZCYY8MhwE0gyJQfLAcn+44huKD5TAovMkVKjjOEBEFBr8G0U6fPg2DwYCOHa2nhXXs2BFlZWWa1vHII48gNzfXKhBn6bHHHkNVVZX5388//+z1dhNRm7xJwLXvAMk2U0mSc42dHa9Z5Pr1uYN9t23kvcvnG4OlpIpjDQWkvlcBv37Tgxe2BV7YdCCoFO0qxcj5qzFl0SbMXLoDUxZtwsj5q1G0q9Tfm0Y64DhDRBQYIv29Ad6YN28eli5dijVr1iA21nHGS0xMDGJiYtp5y4jCSN4koM8EY2Hq2hPGWmldhp8Nvlz7LvC/h401d0ySco0BmrxJwM7/Ap9OA1ob/bP9oSy5EzB+nvG/ix4Bqo9re11cOjDxZU7lcgPHGgpY+VcBsoPzsCpxtumAypRuZ8J5+mF7K9pVimnvbbMrrlBW1Yhp721j7bQQwHGGiCgw+DWIlpmZiYiICJw4YV24+sSJE8jOznb52r/97W+YN28evvrqK/Tv39+Xm0lEakwdOx1RC7L1uwboO9lYzPrQN8Dx7UBUHJCQbfz/Q2uNwR8JxqBQeg+goQJoaQCi44AOecDxbUBjFQABRCcBdSeBpGyg9+WAAmB/EdBYDSRkGh9P6QxExABb3wKaKoGYFCCrD1D1s3E5KRpoqUFzqwFKaz1kAAICLZARAcAAGc2IQCxaoUBGdGQ0oqNigNY6wNDk+DggGoiOBSQZhqZqCEWBAFCPGJQjBYqQcEZKRIOIwWkkowOqkSlVQRICSVI9DIhEhZyG/uf3hSxagXMKgKy+wM+bAKUFOLWv7ZjEA+dPNO6j5XE2fQY1pcbPoaHSmGHSUAXUlhlf22kg0O1i42fJDDSi0JE3CYhNAd7xIDDuormIqyBZ0a5SzP6sBKVVZ2+Q5KTEYtbEPAZzdGZQBGZ/VuKwOqmAcfic/VkJLs3LZhCTiIjIS34NokVHR+OCCy7AqlWrcNVVVwEwNhZYtWoVZsyY4fR1f/3rX/Hss89i5cqVGDJkSDttLRF5zFWQzfR8j4uN/3xh9IOOHx/junnJ/3Ycw8ylO1RX//I1AzF5YCdNm+LowtIkNT4KlfUtkGDdqsF0yfPa7wZjoO3F53mOp7LbUfsMiCi01Z3y7HVOOjG7CpIBYFZUO9pyqMLhmGIiAJRWNWLLoQoU9shovw0jIiIKQX6fzvnggw9i6tSpGDJkCAoKCvDSSy+hrq4Ot956KwDg5ptvRqdOnTB37lwAwPz58/HUU09h8eLF6Nq1q7l2WmJiIhITE/22H0QUerKStDVGOHy6TtNyzqbbmPzlqnzIsmR3YZrN7A0i8paTYJhzkrG+ZZfhxqxVi2ziotpumPb+9w6DZHe/tw2p8VHMimpHJ2u0lUPQuhwRERE55/cg2nXXXYdTp07hqaeeQllZGQYOHIiioiJzs4GjR49Cls/2P3jttdfQ3NyM3/zmN1brmTVrFp5++un23HQiCiGOpiUVdEtHTkosyqoanQa+AODFr/ajd3aSyyBXc6uCx5ftdLoeCcCcz/dg/SNjcGleNusIEZG+ugw3BsWqSwGXZzQTYaypuPdzu5qKg5CBy+SbsFIpsH0FAKCyvsXVWpkVpTOtN3y0LkdERETO+T2IBgAzZsxwOn1zzZo1Vj8fPnzY9xtERGHF1bSkWRPzMO29bS5fr5ZZUbSrFI8v24WKOu0Xlry4JCJdyRHA+PnAhzcDdpPGnfjlW2Dj3+2W7SDK8VrUS5jWcr9dIE0rZkXpR+2GjwRjRnNBt/T23jQiIqKQI6svQkQUukxTLG3ryZhq9wDA/WPPc7kOywCYs/VX1DVr2h5eWBKRz+RNAq59B0jWODW8eAEcBdtM9wpmRb0LGYpHmxIsWVEGRaD4YDk+3XEMxQfLYVC0ZPG1rwhZMteis72NY/p51sQ8ZjQTERHpICAy0Yj8zVWHMQpdWjuaPTyut6b12QbAXK3fmWC5sCSiIGXqmLz5dWDl466XFc4DZLIE5KIcQ+USCMjIQiVOIhVblD5QXNyjDaasqGDqMDo+Pwev/W4wa2oSERH5GINoFPaC6Usy6UtrRzOtWWS2ATC19VsKpgtLIgpuBsg4WBcP1zm22rwa9QrSpFrzz8dFOv4m34ZlDYMBOO40HAxZUc4awQRyh9Hx+TmsqUlERORjnM5JYU1tKl/RrlI/bRm1B61TJ9MTY5CTEms3TcZEgjHwahsAc3dqZjBcWBJRcCvaVYqR81fjqdWndVlfKmqtfs5GBZ4Xz+O/vzqN7BTrGwvZKbEBGXyypZalDBizlAN1amdhjwxMHtgJhT0yOKYQERHpjJloFLaM3RJ3qU7lc1YsnoKf1qmT2cmx5gYDtuW4XWVWaF1/ekIU/nJ1v4C/sCSi4GaZXXUCfXBcpCMbFfB0iBMCkGxea1rXoN3zsf6PP2DLkaqgy4rSmqXMDqNEREThh5loFJaKdpVi2NyvXE7Tc1UsnkKDqaOZlgwzU70ZdzIr1NYPABkJ0dj02FgG0IjIp2yzqxTImN1ys8vzkxrbANpZAqg+hoifi/2eFeVJYwCtWcRsBENERBR+mIlGYcdZnRNn+CU5dJk6mmnNMHO33oyW9T97dT6iI3k/g4h8y1F21UqlAC+0/gZ/iPqPT97zu9170KLktWsGmmWjoMOn67Fky1GUVbtX81RrFjEbwRAREYUfBtEorLBbItlyt6OZqd6Mr9ZPROQLzm4ILTRchVsii5Ah1Tp83ht/21iFTes3tVuzHkeNgmxpaQxgyiIuq2p0+H2BjWCIiIjCF4NoFFbYLZEc8XVHM3ZMIyJ/c3ZDSIGMJ1pux6tRLwNwNUXTPadFMrYofQC0T0dLrVnmWmqeupulTEREROGDQTQKK+yWSM44yjCznBbkbeDL3Qw2IiI9ucqu+p8yFP9ovRJ3Ra7Q7f0+aR0Bpa30run9Hl+2Ew0tCrKT9b2R4G6WuZbGAMwiJiIiIkcYRKOwonVqZkZCNJ69Ot/qS7KeARUKfI6mBbXXlCQiIr25yq4CgHmGG7BDdMefo95EplTj9ft9JS6we6yirgUPfLADgL7nU3eyzC2p3VhjFjERERHZYhCNwopanRMASE+IQvFjl1gVe2dAJbw4mxbUHlOSiIj0Ynvz59K8bIfZVSZFyjD8X1MBbokowlNR73n0nooAypBhnsrpjJ7nU08bAGm5scYsYiIiIrLElnAUVkx34oGzdU1MpLZ/f7m6n10Abdp72+wuOEwXAEW7Sn270dSuXE0LMj02+7MSGBR32lMQEbWvol2lGDl/NaYs2oSZS3dgyqJNGDl/NQBg/SNjMONXPRy+ToGM0yLVo/cUbafF2S03madyOl227f/1OJ+62wBIgvFGGGueEhERkbsYRKOwY6pzkp1i/aU7OyXW7o44AyrhR21akGUtHSKiQKR28+fLkjKM6NnB6etPItWzN5aASiTiS2WIpsX1Op+assy1TLIM1MYABkWg+GA5Pt1xDMUHy9vle4U/3pOIiCjYcTonhSWtdU7cCahwukdo0DotyNPpQ0REvqR288fUmfKbP/7KaXmDLUofHBfpyJYq3LrbKgFIl2pRIO/FJiVP8+u8PZ+q1XuzFIiNAbSUjNC7LivLVBAREXmGQTQKW1rqnDCgEn60Tgtyd/oQEVF70HrzZ+uRM04DTwIynmm5Ga9Fv2zxKu3Oi6/DplrHz8lQUCDvRRYqcRKp2KL00eV86rSbZnIMphSci66ZCe3aGEBr0EtLDU4Auga8WPeTiIjIcwyiEbnAgEr4UWs+IcGYycBaOkQUiNy5+TN5YCfHgaeUWFw18W5I8gVA0SNA9XG3tmHWDWNwueiLsqoGzPl8D87UNUMAGCdvwayod5ArnZ2+eQIZyGx8EcBkt97DEU+7afory0tLyYg/fPg96poNds97GvDSmql4aV52QE13JSIiChQMohG5wIBK+HE1LShQa+kQEZm4e/PHdeBpEooMg/HWkiXIQiVOIRkLo15BGmohOTgFCgG0xKQiuusIFMoRAIC46AhMe28bxstb8GrUS/bbgQpIH00FpHeAvEme7raZu9009Z7W6E6Wl1rWIACHATTA84AXy1QQERF5h40FiFxQ6+YJMKASitxpPkFEFEjUiuw76kxpCjxNHtgJhT0yzGOaQRGYvWIfNil5WK4Mx2YNdc7qmlutCtSPz8/BazcOwOzodwEAtsOlZAo3FT0KKBYBI8UAHFoH7PyP8f8tntOrIL7e3bfdbUbkbSkITxozsEwFERGRd5iJRqTCaZ0VFuANaZ5OCyIi8ic9s2lts5YK5L1Il5wUOwMgSUAaarF780r0HTHB/Pj4xEMAyu3vRpkJoPoYcGQj0G0UULLcfhppci4wfj6KlAt1yRzzxbRGd7O89CoF4U7Ai2UqKNToPR2biEgNg2hEGjCgEp7cnRZERBQI9Lr5Yxuc6QhtGU8xB1YAuclA7QkgsSNQoy2j68eDB9CjvgIRH02FXTOD6lKID2/GJ80zUaoUWD3lSX0wX0xrdDfLS61khFbuBLxYpoJCCbvMEpE/MIhGpBEDKkRE5E/uZFzocfPHNjiTIVVrel2PQ4uBQ4vPPhCvbeyctfokXoqegywIB0lrAgLAU1Hv4v+ahkCxqEiiJXPM9tiVVbsX8NJy7N3N8nKVNaiFJwEv1v2kUMEus0TkLwyiEREREQU4TzIuvL35Y5u1VC6SNb3OLvxSX+5yeUUAZTBuZ0c4X1YGkCuVo0Dei0029dlcZY45OnbpCVFquwHAGPDSeuw9yfJyljWoxpuAF8tUULBjl1ki8icG0YiIiIgCmL8yLmyzlk5A/yl+pp4As1tuQgdoy3TLQqXT52wzx74sKcO/Nxy2W66irsXle5gCXmfqmjF9sbZj72mWlylrcNNP5Zj+/jZUNrjeNgBIiY/CvGv6efy5s0wFBTN2mSUif2J3TiIiIqIA5W7HR71ZdiveovRBuUjSdf1lyMC0lvuxUinASaRqeo2r5UyZYyPnr8aURZscBtBsOeu+/eSE8zHnc/eOvafdnSNkCSN6ZmLer/tBcrBNtqrq1QNtapx1ZSUKdOwyS0T+xEw0IiIiogAVCBkXpqylf68/hCeKbsOrUS8DMHbj9ERjdBoeqZ2CE0jHd8p5GCL/iEnyRpxCMo6LNGTjDBzFcxQAZSIDW5Q+ds+dzRxrwvTF292qL5aWEI2Kumbzz6ZpjSlx0R4de7UsL1f11UxBuKeX70ZZdZPL7eZ0NQpX7DJLRP7EIBoRERFRgAqUjIsvS8qw8OsDqFSG4h+tV+KuyBUeryu2+QxOIB0pqMXamPuRK53t+lkhEgEYp3lax4YkSACeabkJwmYixdnMsTynmWOuPDnhfGSnxNkFtT7dcUzT6x0de2f16LTUVxufn4Ok2Cjc+M/NTt+T09UonLHLLBH5E6dzEhEREQWoQMi4MNVkM9Xqmme4AdNa7sNpm6mdBiFDaIxgTY7dgdeiXkI2KqweT0UtJADVUqL1C5JzIV37Dq664W6nUyXTElxnjjmTnRLncFqj3sfedBxtt7G0qhF3v7cNRbtKYVAEig+WY+XuMk3r5HQ1Ckem+oOA8+nY7DIbPkznzU93HEPxwXKflTcgMmEmGhEREVGA8nfGhbOabEXKMPxfUwEK5L3IQiVOIhVpqMGr0S9rWu81kRsAg222mfFnRQAxcYnAb94H6k8DiR2BLsMBOQLjAadTJbVmjpmoHTtvj73ltM3MhBg8vdx1ltwfPvweSbHq0zgtcboahSt2mSXAs87VRN5iEI2IiIgoQHna8VEvrmqyKZCxScmz2p4dw17CoM0PAkJxud6Y5jNOq+fLEhDXUAbIEUC/39g972yqpLsBJQHjVE5nx86bY+/owk5NXbMBdc0GTctyuhqR8/qDAFB8sNwu0O6qHiG1Dz0/A391riZiEI0oyPELARFRaPNnxoXW6YKp8VGYd00/DMrPAbAf2LTQ6/f+8eAB7KnqrnlsU8scc2TO53sgy5LTY+jJsXd2YacXTlcjOss2qO4sM2nSgBws/76UGUt+pGfWmFrnaglsvkK+IwmhtXpFaKiurkZKSgqqqqqQnJzs780h8gpTmCkQ8Lxqj8eEfMFXN01crbf4YDmmLNqkuo73bx+KEb0yAcUA/K0XUF/u9XZd3/yEOdPNcmxztb2mABYATUEs09FTy1jQeuwNisDI+as9qs2mVTiO8zyn2uMxseduAFvr3z95z9ln4+lnoHVsWnLHMDZfIc20nleZiUbUjpjCTEREnnI2jdEbajdjtNYFG2bariMbvQ6gKQIoQwa2KH3Mj5nGtjsv6uYym8RZ5pip1potrRkLWo+9q+mv3rq5sAsub/tMmFlBZM1VZpIzzFhqH77IGguUztUUntidk6idFO0qxcj5qzFl0SbMXLoDUxZtwsj5q1G0q9TtdakNRoBxMGJ3GiIicsZZt0hTwKpoV6nLLniAccy5/sLOZx+oPeHVNpkqqc1uuQmKxddU0fbvH2sPudxewDgFc/0jY7DkjmF4+fqBeHLC+Q4DaJbrLq1qxJZDFc4X0siXF2yX5+dYdQ8lorM8DWDr+fdPjql9Np58BoHQuZrCF4NoRO1Ay4WKO3wxGBERUfhw52aMKbsrO8XxxciLX+0/e1MosaN7GyJZfxUtExmY1nI/VioFTl8iQ8EwuQST5I0YJpdAagu9Wd48MmWOTR7YCZlJMZo2RY8AmC8u2CQYs+1cNREwKALFB8vx6Y5jKD5YzptoFHa8/ftlxpLv+CJrzJQl7eyWgpbzJpGnOJ2TyMeYwkxERIHGnZsxhT0yzF3wFqw+gBe/+tFueXMpgRsHYHxyLlB9XNuGWHTxbI5IxJyGKS4DaOPkLZgV9Q5ypbM3iY6LdMxuuRkrqwqw6adyyJJkVTYhKykWMhQUyHuRhUqcRCq2KH2sMt0A9QCYlpIMnjQ3cEVLEwHWRyXyPoDNjCXf8UXWmL87V1N4YxCNXGLnR++5e6GiBVOY2x//FogolHh6M2bpt0cdLme+KbRiHy6dNA8RH02FttL+Z0UbavFq1AL8o/Uw5hlusHt+nLwFr0W9ZPd4NirwWtRLmNZyP6a/H4XKhhbzczkpsVgw8BcUx85GR5yt1WYOvLUF7DISonFBlzSn26Y1UOXqws4Tah1YWR+VyMjTALapriMzlnxHa21Ndz8Df3aupvDGIBo5xTub+vBlCrPegxE5xr8FIgo1ntyM0XxTKHYkCq99B1jxAFB/2u1tuytyBb4XPfA/Zaj5MRkKZkW9Y/xvm/sXpqYBs6LexciGIbCsVjKgZi0GbXoJks1rLANvK5UClNc1Y/RzXzs8r7sbqHJ2YZcaZx3gc2bGr3qiV8dEpzdsTDd1yqobMWfFbl0z3YmClScBbGYstQ9fZo2ZsqR5o5vaE2uikUN61/AKZ75MYQbsCz3zC4G++LdARKHIk3oybt0UypsEPLgHiHevm6gkGf/NiXoTMs5O9SyQ9yJXqrALoJnIEpArlaNA3nv2MSh4qi3wZvsy03pmRb1jfh9H53VPG/nYNjdYcscwLLxxsOr+A8CInpmYPLCTwyYClk2KHvhgByrqnAflWB+Vwo2z+o05KbG466JuyLF5PDslltma7cTZZ6PHZ2BZA5PNV6g9MBON7Piihlc4C7QUZk5L1I5/C0QUqjzJDHD7plBkNHDlS8CHN7c9o32SVaZUjQJ5LzYpxhtG58XXAa0a3huV5v82Bd6ckSUgFxWYHvEJ/m64xuF53ZuSDKYLOxODIrz6PuAsI04N66NSOHGVmfTw+PP5HdiPmDVGoYJBNLLjixpe4SyQUphDeVqiL4KD/FsgolDm7s0Yj24K5U0Crn0HKHpEe7OBNs+MycSezIHGc7qUBLzzouprTiLV/N9jpa2a3ufByP/gR3EOVioFdud1PUsyePN9wNVNHTWsj0qhzNn3P0ffy5w9Tu2HnwGFAgbRyA47P+rPl4UvtQ5GoVx82FfBQf4tEFGoc+dmjMdBoLxJQJ8JwJGN+PHAj+i4/k9IkRpUt+28Hj1xXrdOxh+UEUBcGtBwxuGyQgBnkIgtSh8AxiYEt0f+T/U90LYfs6LexZdNQ8wdO03ndb1LMnj6fUDtpo4jrI9KoS6Ubw4TUeBiEI3ssPOjb/gzhTmUpyX6MjjIvwUiCgfuZAa4EwSyzxAZiR5dRuKJTcfxl9a/AYBdwX+gLTiX3AlSl+E2z7gYn9qiejIUDJVLMC9qkXl8U2Oc1lmO+yP+g40iH1uUPubzui9KMnjyfcDdmzWsj0qhrr1vDrMcCjkSar8XobY/vsIgGtlh50ff8VcKc6hOS/R1cJB/C0RE9rQEgVxliIy++vf4x5K9uCtyhd26hQAgSZDGzwPkiLNPHNkINDivbyYBSJdqsSlmOjKlGo/2676oT3AfPsEJZKDiyBx8WnMxspJi8eSEPExfrG9JBne/D7h7s0aPTHeiQNXeN4eZ8RYe3A0ghdrvRajtjy8xiEZ2fFnDi/yjrEp92gwQfNMSfR0c9PffAu8GEVGgchUE0pIh0nXK3/CnT/rgDy3/QIZF0KsxPhtxE58zTgG1VHtC03alw7MAmqUOKEeHb+7BSy33Y6VSgJyUWNx5UTcs/75U95IMWmm5qZOeEI0nJpyP7JQ4jhcUUmy/DymKaLebw87OZ6VVjbj7vW149YZBuKJ/rlfvQf7nbgBJbZxbeMNgpCVE232HD9Tv9qFc9scXGEQjh3xZw4vaV9GuUsz5fI+mZYNtWmJ71Czz198C7wYR6StQv7iGGrUMEQB4fNlOPHllX0y4bhr2ijshjmxEllSJHt17IK7rCOsMNJPEjpreX4+PVAag4GydtLKqRryx9hAW3jAIaQkxfvkdMt3Uufu9bQ6fFwCevTqf4wOFHEffh1LjojS91tubw1oaesxYsh0LIOGK/vzbC1buBpC0jHMzlmyDYrFATkosJg3IsbsZk54QjT9Pzm+X3x9n34NCueyPrzCIRk6xDXHwczYo2ArWaYntVbOsvf8WeDeISF8MSrcfLQXwK+pa8MAHOwCYPodhGKn2OXQZDiTnQlSXQvKoR6V7THXSbon4H/aILshCJX78ZCXuK8yELMtA8igAIwE4CPgBgGIADq8HfvoGqP4FSD4H6D4a6DrS+Nzm14A9nwON1UBiFpA7EGiqAWpKgdZGIKc/EN8BSOoIJGQBQqDnzi/wfORulCEVPaRSxKMJ9YjBSsMQnEA6uuzbDvywG6g6BkTFAFHxQM4A4/rj0oFj3wLVbevPHQR0GQlERAJ1p4xByi7DrQOYisE4jbb2hPH5TkOArf8GzhwG0roCF94BREa7PpCmddSUGt8noQOQlGP/XkQ2DIrAgtX78eJX++2eq2xo0bQOb7//aTmfKQK4Z/E2vC4H3nczy6BJZmIMIIDTdU0Ov8eali2rakBFXTPSE2OQnRw4135qN8I8vVHmSQBJ6++FpdKqRvxj7SG75SrqmnHP4m2YuCsbL10/2Pweet/4c/Q9KDs5FlMKzkWLQQnJsj++xCAauaRHDS89TwLerisUMxE8uavgSDBO0W3PmmXtVc+Od4OI9MWgdPtyN/ND8+cgRwDj5wMf3gwhHDck8IWnot4/+4MCYEPbf697zhiYmviy/dTTkuXAZzPta7itfx6IjDUGsSyd3gMc/sb6sZ++ttuWngB6OvjmPj6iLTttp4MdOLTGwYNt61//gvVjybnGY5w3ybgPRY8A1cfNT9s2ahD/9wSkwhnAZXMcv4eDdTh8L2pftsHRAAxoFu0qxdPLS1BW7VkmmV7f/9w5n3ny3ay5VcHbGw/h28NnkBAdgWsGn4PhPTN9VsfNkuWNJOPx3o2y6iaXy2nVHgEg2+339EaZJ6VhfFH+5rMfyrDuwJeYd00/AND1xp/T70HVjXjxqx81ryfYyv74EoNo5FN63v33dl3BmongaiBytU8pcdGqd0kAID0hCn+5up/dMdAyAPo7KOnvmmVauHuMQrUJBGnj77+pUMOgdPtzN/PD9Nk8+vFOJMVGYVj3DOefRd4k/Djq7+i59l5EeJmNpksgrqEC+PAm4Np3zwaDSpYbH3P2vq2NmjqG+kV1KfDhzcDwe4GNfwfUjrFQIDa+Ytwf20BayXLjupyto/q48flr32EgrT05Cmx6ENA0tLZi76b/IeLoeiREScjNyUVEUhZQX+5VtqEx++yAWxf2tvT8/ufO+czd72ZzvyjBG2sPWf2FLNtxHAnREXj+2gFeXZtomYliuoFx50XdHGZImZRquNFh+d3l8Ol6LNly1CoA6pMAkMX22x5Hy+fVbtB4UhrGV+VvKutbnE7Z9/TGn7tJFa4EW9kfX2IQLQCE6kWTnnf/vV1XsGUimH4nviopw7Idx1BRdzZtPSclFk9OOB/7T9Y6THE37dNtI7pqeq8nr+xr3nfT+35ZUoZPdhxHRV2z1ftaDoCBEpQM5Pp9nhyj9qjzRoEpUP6mQgmD0u3PlCGs5SaOpcqGFtz4z82qv/M9u3VBxDrvLwd0zWQrehToM6Htvx9x/b46vq3+2o5r8QI4Cn7ZbrsEYzBS2bgA8pgnz07tVAxtx0HD52Q6dgGWCRWSnAU2TcFTjQHN7SvfRrfiP6GvZROP3Q4WtAzOKQbg0DrgyHrj23cZDkCCcmgtTh/7CRVRWdgdMwB/25uJ0lqDW7uVGhdlNb3T9P3v0rxsFB8s13R95exarKBbOrKTYzVnxGn9bjb3ixKngau6ZgPufm8bXm+7NnH3OlFr0MT0vKsAmiVnN5xcZbGZ2F5vad0nLbXHFq2zD6CZntdyo8yT0jBqM2F8wdn+qB1LLVNP1QRr2R9fYhDNDb4IdoXqRZOed/+9XVewZSKopV+XVjXinsXbnb7etE/LdhzT9H4HT9ag+GA5ztQ1Yc7ne5y+r2kAvH/seahuaMa/Nhx2ukx7ByUDsX6fp4Hb9qrzRoEl2AL9wYJB6fYXIUt4csL5LscpV9R+5yPqTnq7ifqrPmacHgc4nroYbISieVFJAiQoMGxZhIjh040PHtmo8TiIs8eu2yjPtpW0cRnYbPvmqCGguX3l2xi48T7jD2pfsUzZhsPvBba/CzScOfvcOuP/yQCy2v71ATBOxGB/VCdUIx5HRRZ+EZkYI+9AMurQhAicQCbKRDq2Kz1RhkxsUfpg4Y2DIUuS1fe/L0vKMHL+aofXV7bfF8/UNWPO586vxaYUnKs5M07Ld7PmVgVvaAhczf6sBIoi7L6bq10n6hE0seXshlPRrlKnmVO2rzddb2ndp+ZWBXNW7Ha79piW7bbkSWkYVzNhfMl2f7TEEbz9fhMoM3sCDYNoGvki2BXKF01a7/6/teEQMpNiXAY9vM0kCKZMBK2NANQIGAs3pydEW2WTObLg64NY8PVBTesE4PKLhD+DknrWLNOj9p6ngdv2rPNGgSHYAv3BhEFp/0hLiPH4taq/8xq7dLa72hP+3gK/OnlkD3KGt/3g7rEI82PXLlQDm+oBTUNrK3KLZwNwJ5NTABtf0byZiVITBkX85GKJowCAqfgKAFCPaDR+1gsRkdEYmpAIWWlC2ZexyD52BP9GC0S0hFYRiUYpEtH1Bpz4IB0vRPTFPxovRauLy2DLa7GumfGatj0lNhKKIvDpjmMuvzu+W3xY0/d8ZzfN1a4TfXlTyHLdBkXg0f86KsTomOl6S8s+zf2iBIvWHXIZIHOHq2OiFhATcBxAcjYTRpKMGbq+dLKmUXMcwdvvN4EwsycQMYimgS+CXYF+0eRtEEHrCXzO53vM/52eEI2rBubi0rxsq/fzNpMgWDIRmlsVPL5sp653MwZ2TsHqvad0XKO6QApKekKPgLk3gdtgqPNG+gqmQH+wYVBaH+5+J/B2PHX5O9/WpRPVpWi/+/8aBGpwr52cjsqFeYR091iE+bFrF1oDlS6W27t5JfqiPKDmJMejGfFVbXNJy43/lw0g22ky3WGMwzY8FPMuqpVY/ICukCAhU6pGLBrRgFiUi2QokFCPOOz7OA89+w/DJHkPTiIVW5Q+UCA7XHN1Yytu/Ndm88/Ovjuu3X/aq31Wu0705U0hy3VvOliOynptXVLVWO7T1iMVWLTusC7rNVE7JqaA2KP/3Wm3T6nxUS5fZ5vZ+H+7S/HmxiO6bLcz6fHRePjjHzTFETydejrjVz0womcHv8/sCVQMoqnwVbArkC+aHAUR0hOi8OfJ+biif66mdXhyAq+oa8a/NxzGvzccthp4vM0kCNRMBNsinG8XH7aqfaaH7UcrdV2fO/wdlPSEXgFzbwO3gVznjfQXLIH+YGEb8HlywvmYvni720FpT24mhWKNU09uLOg1njr8nbfo0gkvJ9LYdpv0WHKnthpPAJJzIaqPB1KcwX2S3JZKoX5shQAMkFHb79azD5oDnWpTOiXjcqZjRz5jSMiClqpzrpZrOKOtTEgwkCQgJaIRo7DXwbNn93O82Ap8/y4mtJX7axQR+FmkI1XUI05qQbOIxM9SBk6KDAgIdJZOI0q0ogIJqKxPQc3SeGz51W0o+NXVgBwBgyKw7egZB+/pHlfXiQXd0pEWH4UzOgW4TNLjo6CIs5l2Gw7qe5PetE//1DGA5u6NsioHx6yqvgXT3tuGhTcMQlpCjN347mgmjK+DaPct3YYz9a1On7f9/XBn6qnpmD1wae+g//7iSwyiqfBVsCtQL5qcBREq6lpwz+LtuOuXSjx2RZ7qes7UNUGWXM9Td8XUCebv1w9EaXUj4qMjUN/svNBocmwkjlc2oPhgud1FSyBmIqjVPdOL3gOoO4JtepSeAXM9AreBWOeNfCNQA/3ByNG5NTs5FhP652D9/tMOi087CgS5GzgydZR7c8Mhq/cI9hqnzurdqN1Y0KvostPf+bxJxiLodl0GOwF9r4Eo/jug0n1TOIqgxaUbO266G5wbP+9sHanx84EPb3La/dM0zUfXxga6aduowhlt3Tmtj4PtPpn25V+GK3BrD4tsMqtAp8pxtDx25DNbDH3QRaQjGxVw9DVCEUAZMnDE0AeFTtYRl9bJp9sYDGIlA3pJlsGjZqSjHsDPzl+0bgOU9Xfhpy6/QXNzK54z/IS4qGbsVroiSapDb/kXJIkGnEYyvld6YIPoh81KntOMN0uOrhO/LClDU6v2uoZaNbYquPGfZzPtEmN883erV36x6ex1/YWdseKH41bfo21veA3snIrHl+1y2cBgxpLtVte1zsb39mg64CqAZsn0++Hs5ryt9pjxEio3GxlEU+GrYFcgXjRp6ebyj7WHkN8pFZmJ9pF4k6JdpZi+eLsudb1mLN2hadnqxlb84aPvAQBJsZH4zeBzcFnfs9NCn5yQh3sWOy586Wyuu6/oVfcskKUnROGCLmn+3gy36BkwL+iWjtT4KKdp7loDt3rWeaPAFYiB/mDkNJO0uhErfig1/5waF4VbR3TDjDE9HZ733c1ILdpV6nAKiKvXBCrLL7eZiTF45OMfHC6ndmNBbVq6AFzeHNP0O583yVgE/chG4xS0xI7GjCY5Aj9Gn4+kNU8gFxVOX16KDNSMmo3e3btav37v5/bBOWfi0oGJL1t3NMybBOW376Dmo+lItexe2KYRUYhGi6asoHaXnGsMauVNAs65UPU4GCDjn61XYJ7hBvQ/csZ6vHIW6DS/V6ez70U+d7KuBW+13IzXol6CImAVSDMFBma33IQrXMyI6DN0HMq+TEdHURGgQeDAJYtW9Dy8FACQ1/bHPzpil91yoyJKMAOfoVnIOCYysV90wgGlEzrKZ3BcZGKTkgcFEjqgGieRiqyYAUDxQuDMYSCtK4oSrsS0xY6DQd6yPV/XNrnXRbW9JcdFQpIkvPjVfvNjOSmxmDQgB8u/L7WuYwb14J1tYkhpVSPufm8bbh/RFWMtShGZxj9XDRdsO8r6imUcwXRzfsHq/Xhzw2GH7+/rGS+h1FCRQTQVvgp2BeJFk9ZuLvct3W5VMNHyl19rW2VfqmlsxZsbD+PNjYfNJ8sPvvvFj1t0ViAcn/ZQUdeC0c99HVQnRT0D5it3lbqsE9HegVsKbKyD5z13zq1VDS146asf0Ts70e78ZFAEnl6+W3NGqlpnskCocaqVuxnSajcW1KalA8C0tmPn8e+8HOGwCHrP0TfgouIO6Fz7PTqiAhlSNSpEEtKlGpSLZJxAOn5OHIC1v7oUdmk5tsG5hA7GlKu6k8afGyqNW9ltFNB1pMMsqoi+k7FJuQDvLHkfhfJu5OI0jiMTG5W+2KLkQYaC5UN+wPmV64DGaiAxC8gdCDTVADWlQGsjkNMfiO8AJHUEErKM23B4HVD9C5DQESjfD7Q0ANHxwPkTjY+d3A0cKQaqjgFRMUBUPJAzwLj+uHTg2LfGWnKtjUDuIKDLSCAiEqg7ZRWEtDwO61ctx4dff4eTSMU2pSd+F/EVzpVO4qjIwjuGy8zF2R2OjZbHsqbU+D4JHYCkHOv3Ip/LSorFSqUA01rux6yod6wCzGXIwOyWm7BSKcAtLq5nIiIj8V2fRzFhz8NOMy0tWV4rMOjmnmhJQTfpJLrhJC6LOFuI/158arWc+ODPVj9fiifwSMQV+KvhehTIe9ERFciUKpGGWuRI5ZChIEOqRgya0YQY/CC6Y6OSBwHZHJhzVffN1yJlQK8kuqoG+2yt0qpG/MNBZ1Rvrsv+teEw/mVTikhNewTQZAl2CQ1flpThpa/2O93fJyecb7X9emSNmdbxVUkZ/rXhsN3zwXaz0YRBNBW+CnYF4kWT1iCCbccRy1/+lLhon09RdIezk6UlX1/gNLcqeLf4MI5U1EMIEVDHx5eC7aSoNRCemRiD4oPlTgeUL34oxYwl9p2HLKXGRyEpJkq1gxOFD9bB847Wm0CA68DWgtUHUFbd5PK1psBRQbd0zP6sRNP7BUJjCFdfhr3JkC6ranB6TlSblu6r3/kIWcKTk/ph2nvGCxVH37Fem9TP+XnXSXDOHeP7nQNINzu9635+/mT3V9rzV66f73UJMOI+588PusG995MjENH9IixfFW1+6N+GKxwu6nQM1eFYkvdM1zP/V1WAL5uGoEDeiyxUmoMmAjJyNFzPXH7tnfjDnJN4Qnkd6ah1uWwpMrC8tRB3Rq5QnV5N+pCFgrsiV+DGyK+QJKmPiRdhF2ZgudVjBiGhWsRiv+iElcqFeN9wKW6IWIUCaS/ipCbsFN2xQcnHt0ofDJF/RBYqcQrJAGAOxH2nnGd+zp3AnA9mobYb03XPwhsGY87n6t8NfE0RwFaLDGEtNxvnfL4H4/JzzDcJn15egrLqs79HKXFRuG1EV8wY00vTdYuWm3PBdLPRkiSEr5uwBpbq6mqkpKSgqqoKycnJml5j+nIJOPki5kWQIJDSGosPlmPKok0evdYUTHx4fB888MEOXbervSy5Y5hXFziOLlD+WrRH1xbN/nJRr0ys3X/aoxLO6QlR2PTYWERH+ueullYGRWDk/NUuA+ap8VGIiZStLrIt/17VslKcCdZUZhNPzquhztNjEiq1ItrbpzuOYabG6f+WLM/77vz9vnz9QGQlxbo1Zs74VQ+/Fep19V3j0rxsjJy/2uMbPOkJ0aioa7Zbr9bzmS9/5wPhO1aw/01rGRuzU2Kx/pExPt0vjjP23D0mel3PFO0qxT3vfYehcgkK5RJIQuAMEtuyPWvN2Z6mwMk4eQvmRv0T6ZLroBvpQ++6i86yDg1CQoTk+KrAdspwuUjEMsNIfKUMwQ6lO/4U+R4K5RI0IxLLDKPwpuFyc1ZrJFpxc8T/tWW8dsBe0RmZqLXIhv0SBdI+1Ekx+NgwCpuUfCiQIUOxCw4DsHvMl1l2EoxjYrnFmOhPL18/EJMHGmsZar3OX3LHMFQ1NLuejhofhXnX9HN5vvDk5py31+J60HpeZRBNI19+EQuUL1gGReDCZ7/0qkPkkxPOx5zP9+i4Ve3H8kSjlWWK6rIdx6yOnVozhGDy4nUDERclO637oyY9IRp/uTo/4INErr5gOjtRmv5STXeePLkQ1SMg70+8uLHHY9K+PL0JZDrvmwIFWv9+l9wxDCdrGt0O3PkjYO7si6zpvHP/2F5WNWO8FWjns0D5jhXMfHkzWSueU+15mhigx/XMnM92O5ya5YwMxRh0k0oACdik9IEECcPkEgyR9iFfPqwpc4ran6smKZ4E6hy9Tghgg5KHRhGNX0XsQIST9Tp6bZOQ8X+GC3BRxC6kSA3mx5uFDANkxElnp3WWiyQ80XIbVioXWgWBKxGPVKkeklCQJtVgsHQAUVIripW+eLb1RgyUf0I2TmOQfACAhCOiIxYbxhgz9OS9iENT29TYfHNTCBkKCuUfcFfEF8iVTuO4yMQbhvEAInC1vA550lEISUGriMZxpGOb0hOD5f3oIp0ChIJfkIVotGK36Iok1KGDVI06EYtlykgYEIGOOINB8n50RDmypTNoQRR+QQfsUc5BH/kXdMJpdOtxPrKG3wxIEvZ9W4TdJTvRQapGLJoQjSakog4JUgvqEY0WISFZakRcpIwaRYaiADUiDgICaVI9omHASZGC3eJc7BPnYKS8G0MSzyA+IQ0YcD1QeI8x8/jIRig1ZZjx2XEU1XQHAKu//c3K+VAgIQuVyJCqrYLuL14/WNu1uGJwXCag81Dg5812dVLdwSCaE94MwuHwReyLH47jnsWup6K58uK1AzDn8z1Wd6WDhbvR7/bqsBkITHclvGmIIMH1F22tf1++/jt09gWzocXgslGAt3ee2utuvi/w4sYej0n7UsuWccZ03ncnCJfT9ne65VCF24E7y6B7WkK0z79PqAUHJRinZ+hdnyWYz2fkmL+z+nhOtefPjGdvZq84YsoiysFpjIvYgjg046jIwi8iE2PkHUhGHZoQgRPIRDRaUSjvQazkvw705DlPg296vn8johCn8ffH3SBihUjEh60XY2rkSs3vETKiE4HmsxmnFSIRUWjVFCA/LtJRc/Gf0ftXN7pesGS584Y1kgwIiznBybnGTtFuNLDRel5lTTQ3hEOnvCv65+KuXypV64g5k50Shz9PznfaCTNQaakDYSkcOmya5KTE4oIuaRj93Nde76+z+e6OvpynJ0Th6oGdrDretMeXeEc1fBRF4MZ/bXb6GgF4nbodKHWTiIKRqzqjjtjWM3Wnw7apXqknbexNy81Yss1qmr+vghFaug77osAxz2faBcsNWrX6dhQ89Lie8eT854oCGZsUY8ORZcpFVs/9w3CV3fLGLJ/duEZei0SpAWmoRiOiEItWVCEBHXAGMWiBkCS0ikg0SpE4TxxDitzI2mx+FgjHPxa+C26loRZ3Ra3wrltBsGq2nrKdplI30VKOVIGcb6YDHZOcB71KlgMf3gynB9cygAYYG+l8eLOxU7TOnaAZRCM7j12RhwHnpOGJT3dZZZTJkn17XxPLC5IIWcJdv3TzOBDnD+40cQiXDpuWDS62Hjnjdcads4sqZwHJiroWq443kwbk4I21h+yW87SBgZYLF0URKDlehcPlde7trBfcuZgnorOcNWew5ah5j9bGIg+M7WU+z7gbuLNkO5b6qhGL1vNJalwUqhpadB/XeD5zzd/ZXe4Kh5vJpI2W819afBSevaofHv/Es1IgriiQsUHphw1KP7deF41mPBn5NgrlPYgUrfgZmZAgIVOqRiwa0YBYlItkKJBQjzjUiFiMj9jKqaYhxN0gnrPlXT0uPHifUOTOMTAvWvSosauz7TRMxWDMQHPrm0pb2wJn6/QCg2jk0BX9czAu3/qO45m6Jkxvm+qp1k3UGIhLbQvEnR04LYMhtuvRqktGHI6UN6gvqEFKXCTm/7q/W19W3ekCF0wSYiJQ13S2hptlh7RPdxzT7X0sL6q0BiRddVn1pKuLqwsXRYFdAFmrtPhInKm3b6ntDtuLeS3BPtMyZVUNqKhrRnpiDLKTrZcNlmwHIm/YZsscPl2HJVuOWjUDcdT9UUtWRU5KLGaM6WX3floCd2p81Z1Ka3Dw1hHd8NJXP3rUPEaP9w9Hzm4glVY14u73tuHVGwbjiv6eB9J4zidfc3b+S42Lwq0WHfxkGQEze6MZ0Xiy9Q63XvNIq7Ge2wh5F/pLPyEWdeiGk4iTWtAsIvGzlIGTIgMCAp2l04gSrYhHA7Llavj6T852SqHeTQXIMzz8nhJA9TFjvTPbrs5HNjqewunNOr3AIBo55eiO42uypLkd/RX9czEuP8fhl7hB56bZrScxJhKKEC6L8d8+sguevDIfRbtK8ejHO72ehvLqjRdgRM9Mt14TinfW0+KjsPnxsdh65IzDL9x6XghZrkuvgKQ7U4fULlw8JUlAU6t3XxFjo2Ss338KiiIwrEcGviwpw9PLd1sFAFJiI3HbyG7mi/kFq/fjzQ2HHf4tmAKDAFx+yQXAiy0KGbZj14wxvVR/v11lVTi6UWTJNnB3uqbJowY7vpgCqRYcNGWRzxjTE72zE+3OE64y0F2xnS5L1rTcQJqxZBsWYBCu6J/r9vod3SjKTo7BdRd2hkExhmwLe2RgWPcMn5/rGcwLbVqm+ToLtqUnRGFotwz06JCACFnGy6v0a3CiJwUyipV8FCv5br3O1GWyi3QCgMD3SlcMkA+jo1SBODRjt9IVSVIdesu/IEk0QEhAL+kYopx0vNS2rRIkCAib7phEQaX2hLbHvF2nF9hYgNym1xciR+sBzl7Mp8dFY++JGvx8ph5d0uNxU2FXREfKVq/fdLAcxT+dhiKAtPhopCdEo7K+GYfL6/HupiOq2+BJR069i6m2J0dZBmoF/wFtLe47Jseg2SCcZnA5KjT96Y5jbne3c0Xt83S3A58/qXV3jY+OgASgzssOsAnREYiKlK2mWrg7nYjnVXs8JsFJj+l1njY5MPFkXHLFnc6KtuOyqwx04eC/na2XrLnzPeJ1N4+jOzVbU+OjMO+afj77nPScrspzqr1gOyZq1w9Fu0rtbhy6kx2bEC3jjlE90GJQcKyyAbmpcRjRMxNV9S0ed09vbzIUDJd34o6Iz5Eq1eGESMUBpRM6ymdwWs7CNqkvqpsVdEA1TiIV25Se+F3EVzhXOomjIgvvGC7DJfI2zIp6B7lShS7bpHd3TiJVU1fYZ40dWge8faW+63SA3TmdCLYBhzyj9Ququx05Ae8vkHxFAnDnRd2w/PtSuzt9f56cD9lBFqE7X2a1XIgB0HyxBugfkFT7PIM5ANqe3L0I5nnVHo9J8NLjRpGz86UWnoxLWrbH0/O/q9cC9lmugVzTK1C4cwMpx40up57eKHI3UKeFs2Cep0FWnlPtheIxsT3/XtAlDd8eqsD0xdtczj5Jj4/CpsfHWt1sd7bew6frsHjzEZyocV22IzU+CrcUdsXSb39GWbX1Oe7JCXlWHZbP1DXjmRUlVsvp7cXrBmLSgFxsOliOO979zuWN1vQ4Gd/elIBde/Zg+cYdSEMtcqRyyFCQIVWjp3QM2VKlpmw1Z8Eyg5AQ4UHWXDgE38JhH31BEcBJKQMdnvgREZE2EyYVA/BSvrFZgBvfrBQBNMVnI+6PJZpqorE7J4U1rVNYPJlqorWYdHZyDBpbFVTV61+s2ZblRcvD4893egHoTWctZ+n4ttN5tSxjold3J62fZyhOxfUFX9VnIgoGehRPd3a+1NqgR2/edFZUey07NrrPnRIJ7kzx3XSw3KNsG73P9a6mq3J8IVccnX9H9MrEvF/3c3mT9i/X9HMaQHO03hljemHB6gN48asf7ZY1rdOUpXnvJeolAQBY1ZL+suQEvthZ6tF0eGeyk2MRIUsY0SsTL1w7wGUJkr/8eiAiuudgQPeLsCbmR/ztK/upspbTTSUoqBXRGCGXIFOqRgQMOCqysFK5EO8bLsUNEatQIO1FnNSEnaI7vo8cgO3S+ejZXILfy5/jVxHbEaH1T9nPf/KWWdSalnczE8+UnhRugTRH9fhE2/9oOQ6m189qvgm3HKmyH/PkCGD8/LbunM7XYflepr+/2S0341nI0K+tADPR/L055EPuTGHxdP22F0gZCdGYPDAXl+Zlo6BbOr4sKfM4G8EVU/DuthFdze/VXl9E3Sl0r+Wiyp2pJ4B3U4eYieY+LVkxPK/a4zEhwL3pkQCnQIaLL34oxT2LtdfgdDbF1zq7ph7/3nAIVR7WitUzA9IXswF4TrUXbsfEF91sfdkht7lVwdsbD+PFL39EfYvr0hup8VFOb7o7Kodi2nbb6a/ZyTF4elJfq203KAIj5q32OksuPSEKT17Z19y4CrCopxsno6D8v/jlwE5s+akcka1V6C0fQy3isSmiAMNG/goFWQASOwI5g4Av/wTsLYJSdwoy7I+NTwNQ0YnGYH5zrabF3Q2iVYhEbE2bgJFn/os4Sd+utIFMEUA9YpFo0cm2QiQiCq2autseFxmY3XITVioFrstalCw3dul00GSgVUiItMiOtFyn1vGGmWgU9rRmTnmzfk+LqabFR+FMfYvLTDbTWhxN0dRrHzyhJUvDnUwOLd3t9DoWemW+hRNm7xF5ztsGPRR6DIrAnM9L3HqNo8w1Rxf/3tDzXK91XRxfyB3eZNS25zpNoiNl3HFRd3ROj3N5s/iui7ph0Llpbje20brtEbKEpyfludyGK/t1xBX9cl3e5PnL1fb1E63Ht+noMhw4py24v79tm6Y7Op4TXwYmArJiwJY1n+HzDdsQ0ViOcpGME0jHgeg89G7eiWvktUiUGiBBQZpUh0TUo0lEoBnRaEQMykUKfkEHdDh/NK7vUgcc3YjKssM4Uq2g0hCFXUpXVCAJ58Q0Y9R5HdDzwsuBbqMgAdi0+lNsWfMpJCFQiXikSvWQhII0qQaDpQOIklpRrPTFs603YmTcUbwxORvil+/w362/YE9zJhYbxhgz9OS9iEMTfhDdsVHJx48x/bHlvvH4cvdT+HzZEvy25RPkSqdxXGRiScQECETg0tY1yJOOQkgKWkU0jiMd25SeGCzvRxfpFCAU/IIsRKMVu0VXJKEOHaRq1IlYLFNGwoAIdMQZDJL3oyPKkS2dQQui8As6YI9yDvrIv6ATTuMYOuC/hpFQIKFQ2oNO0kl0kKoRiyZEowmpqEOC1IJ6RKNFSEiWGiEBaBIRgCShRsRBQCBNqkc0DDgpUrBbnIt94hyMlHejh3QCVYjDfw0j8ZZhAhTIKJD34pkxmTgpUnHzKmOoaahcgkKpBJCAzcr5UCAhC5XIkKrNn/kWpQ8UGLNJXWZr500C+kwwdtusKcXOHw/gn9tqcALp+E45D0PkH5GFSpxEqtU69R5vmIlGIS8QOkM52oYvS8pcfgG2vBMWCPvga6Z9/LKkDJ/sOG7VoEDPY+Fu5lu4YyaaZ3hMyJVwOKeTY+5kRLvKQNF7HGMmWvDhMQkezmavzJmcjyv65zhdRs8ak4GwDc7YjomKInDjvzZrfr1t7UgtTSzcuQlhWTfSVc1T22Ztak30TPX0pi/Wf9aSv0gSsG/O5dh65Izbs3+cjXmu6D3esLGAExxwKJBYnlwzE2IACThd2xT2F1W+vsA0psD7tgBssHNnION51R6PCRE54k5TAUfds33RZdqd5gVaaOno7e6FEs+p9nhMgove5VCCdRu0bqe7Tdy0BkncuQnhLICod7DR0frUaqh2TI4BIOFEdeDNrllyxzAUdEt36zP0tKyF3uMNp3MSBQE9CliHIl8fF1MK/ILV+/Gig2KrnoiNktHYouiyLr1YdtB79L87UVmvrTaDq+kDRETkOa1NBdITohxOn9pyqELXABqg/7neVQMmji8UrvQuhxKs26CF5TlEKy3T9Vw1PTGxrf3m6Dyl9zRgR+tzlqFmeoenJ/UFANVGd/5wsqZRcyM+E0/KWpgCvlfkZ+NfGw7bPe/L8YZBNCIKSxGyhJljz0Pv7CS7uz+JMZGobWrVtJ4xfTpgx89VVtNP20N8dASiI2WrwFhqXBTGnp+FEb062A3+xqDhAfxj7UGXbdEB1mciIvIVLbU5MxKiUfzYJQ67DXpa1yUhOgJ1Nuf+tPgozL3GPlBn4k1GirN6pylxUbi1rSkSEZEzpnPI48t2afqOreUGhZabEBV1LchOjvVJsNHVOdVxDVX12t7udgJvD/tP1KL4YDkuzct2uH05KbF4csL5SEuI8ao8j9p++/J6hkE0IgoqeqeZO7v7o9Y5LSclFpMG5OCNtYf8cvcnJS4K3/zxV9h65AyOn6nHjl8qAUjomhGPCf1y7C6+ImQJvbMT0aASQAOAJycwgEZE5AtasrSevTrfYQANAA6frnf7PdMTovDEFXkor2vGmfomyJKMwh4ZGNY9w2XnbG+nK53N+j6ANzccQmVDCyobWvDiV/ux9NufebOGiFwan5+DMX06Ytjcr1BR53g2hWm6nqnemCv+bHriyTlVaxM7y2UyE2KgCIHNhyoACAztlgEIYPPhchw4WYui3Sd03zdbC74+gAVfHzDv3/pHxuh67fbFD8dxT1sTDEumImW3td2o8eVUZNZEI6Kg4WgASk+IwtUDO2GsTidLLfVmEmMisfD6QZj54Q5UNvivffWTE87HhoOn8fW+U7A8k8sScMeobnjsijzzY1rr6LBWjT54TIjIFU8uqPRoKKAlEObsfTypWaPXunhOtcdjQuHCWTF/d88jvmh6ooWe51S197EdV1LjowBAc0kXPem9fwDwxQ+lmLFkm8t6ce5ex1jSel51fJuLiCjAmAYg2yBQRV0L/rXhMKYs2oSR81ejaFepV++jJdW7tqkVU9/+1q8BNACY8/kerN5rHUADjKnM/1h7CHO/KDE/prWOjgBQWtWILYcqdN5aIiIyGZ+fg/WPjMGSO4bh5esHYskdw7D+kTEup1aq1fLRoqyqEdPe2+Z0rHT1PqbHZn9WAoOGuUJ6rouIwpdpamd2ivWUzeyUWLcCNKbp9M5CKxKMNxq0ZLVp1V7nQWfXSZX1LX4JoAH6n+eLdpXinsXOA2im92yP6xgG0Ygo4Gm9eFC7ONDCFync/rJo3SE0txqbHbi7X1+VlPlik4iIqI2pBs7kgZ1Q2MP51EpAv4YCahc1au/jzgWKnusiovDm7o0HR0zT6QHYBdJ8VYS+Pc6Det1k8QW9zvOmfdTK19dzDKIRUcBzJ4sK8O6Oh9bOacFAEcC7xYcBuL9fy3YcY3YAEVGA0POCwNVFjZ41g/xZf4iIQo87Nx6c0SurTSut57eyas/Pg77o2qw3b8/z7u6jr6/n2FiAiAKeOydey4sDT+oZFHRLR2pclN+naurlSIWxCLUphV3rAFRR1+LxMSQiIve5apzjiwuCDQdO29US1fo+WpbTc11ERHrRUrBfL1rPb3NW7EZclOxREC8YbkR4e553Zx/1npLrCINoRBTwPDnxejKgmC5ghnVPb5fuNe2hS3o8gLMp7He/57rrqKVgGJSJiIKNo2DZlyVlLhsNmG6ElFU16jZlZ8HXB/Dxtl+sGg2ovY87nfD0XBcRkZ5MWW2+pvXcXVHXgmnvbcPCGwYhLSFGNbhnUAQ2/VSO4oPl+OWM+12b24te53l3rgX1npLrCINoRBTwPLl4UDvZ2l7EnKlrwpzP9wR8OrQ7ZAm4qbCr+efx+Tl4YGwvvPjVfk2vZ3YAEZG+nHVPc1T42VTn0zTFaNbEPEx7bxskQLdAmu17mG64OHofd2sG6bkuIqJg5Oo8aEsAmLFku1XhfEcdlYt2leLR/+70W8MArfQ8z2u5FpQlYMGUQbpPyXX4Xj5/ByIiL1kWAlWjpbNO0a5SjJy/GlMWbcLMpTswZdEm3LN4e0gF0ADgjlHdEB1pfZrvmpmg6bWpcVHMDiAi0pGr7mmO2Nb5dFbLxxuOaonqWTOovesPEREFGtN5MC0hWnVZ23LEtk3TinaV4u73tgVUAC0nJRZ3XdQNOT48z7tqCmGyYMpgXNE/1+v30oKZaEQUFEwDkO0dfEta7niYLmJCuWS+LBkDaI9dYR941JpdduuIrswOICLSiafd02zrfFrW8imrasCcz/egoq7Zq21zVEtUz5pB7Vl/iIgoEI3Pz0FDswEPfPi9W68TMF7fzP6sBGP6dMTTy7V3qGwPSbER+OaPv0J0pIyHx5/v0/O8s2tBR9l6vsYgGhEFDcsv4l+WlOGTHcetLh6yVU6igdwC2luJMTKGdEnHqF4dcFNhV7sMNBMt6dBp8VGYMaaX7zaWiCjMeNs9zbJGpamWT/HBcq8DaM7ew/J99NBe9YeIiAJVdkqcR68z3eh4t/iwV108faGm0YCtR86Yu6X6+jwfKDdlGEQjoqBiOkEX9sjAnybkuXUSDYYW0J54YOx5mDGmp9c1agDj3a651/RjhgARkY68bdTiKItY7+YvrINJROQ73jaIOVIRmA0E2rsRWSDclGFNNCIKWqaT6OSBncx3QFwJtW6TGQnReP13gzFzbC+3gl7OatTksEYNEZFPeBqgclXnU8+gl1otUSIi8o6Wul6udEmP13eDdBKON2CYiUZEYSOUTvLpCVEofuwSp9M21QRKOjQRUTjwJANBrc6nt1kNlu/DLplERL7nrK6XLNk3FTCRYCxZc1NhVyxadyigpnSG6w0YZqIRUdgwXXAE6mXC7SO72nW2sSW1/fvL1f08DqCZuJvJR0REnnGVgWD6OTU+yupxtc5m3mY1AMYamMxAJiJqP+Pzc7D+kTFYcscwvHz9QCy5YxgWTBls/o5vyfJmSnSkjKcn2TcN85dwvgEjCSFCsca2U9XV1UhJSUFVVRWSk5P9vTlE1M5M3TkB+3pgWuWkxOLJCXlIS4jGyZpGZCbEQBECG386ja/3nMRPp+vQbHBv7ZfmZWHRzRfCoAhzdtjh0/VYsuWo1R0nf3SgUcPzqj0eEyJypGhXqdPOYp5mBztaZ3pCFK4e2Alj87Jxpq4Jcz7fY/V8alwUbh3RFTPGuFcOwF94TrXHY0IUWlyND5bf+4t2leLR/+5EZX2L1evjoyMQHSlbPZ6TEotJA3Kw/PtSh3WhnWXAmW7q2L6Hq+0KBVrPqwyiEVHYcTZImQJjZVUNqKhrRlp8NM7UNyM1LgqVDS1IT4xBdrL6hY0pEFZW1YDTtc04U9eM41UNOHy6Dt8fq4LlWVeSgN+P7IY/TXB8Z8kyqBaoUy55XrXHY0JEzvjivK62zmAYS1zhOdUejwlR6NF6rjYoApt+KkfxwXIAAoXdMzGsrdi+o9dbXptU1DWbr2ku6JKGrUfO2D1umqJpWldmYgwggNN1TUE5hmjFIJoTHHCICPDfBUVzq4J3iw/jSEU9uqTH46bCrl5Py/Q3nlft8ZgQEemH51R7PCZERPrSel5lYwEiCkv+ao8cHSnj9lHd2/19iYiIiIiIyDvBnf5ARERERERERETUDhhEIyIiIiIiIiIiUhEQQbSFCxeia9euiI2NxdChQ7FlyxaXy3/00Ufo06cPYmNj0a9fP3zxxRfttKVERERERERERBSO/B5E++CDD/Dggw9i1qxZ2LZtGwYMGIBx48bh5MmTDpffuHEjpkyZgttvvx3bt2/HVVddhauuugq7du1q5y0nIiIiIiIiIqJw4ffunEOHDsWFF16IBQsWAAAURUHnzp1x77334tFHH7Vb/rrrrkNdXR1WrFhhfmzYsGEYOHAgXn/9dbvlm5qa0NTUZP65uroanTt3ZicbIiKdsEMYxxoiIl/iOMNxhojI17SONX7NRGtubsbWrVsxduxY82OyLGPs2LEoLi52+Jri4mKr5QFg3LhxTpefO3cuUlJSzP86d+6s3w4QERGBYw0REfkWxxkiosDg1yDa6dOnYTAY0LFjR6vHO3bsiLKyMoevKSsrc2v5xx57DFVVVeZ/P//8sz4bT0RE1IZjDRER+RLHGSKiwBDp7w3wtZiYGMTExPh7M4iIKIRxrCEiIl/iOENEFBj8momWmZmJiIgInDhxwurxEydOIDs72+FrsrOz3VqeiIiIiIiIiIjIW34NokVHR+OCCy7AqlWrzI8pioJVq1ahsLDQ4WsKCwutlgeAL7/80unyRERERERERERE3vL7dM4HH3wQU6dOxZAhQ1BQUICXXnoJdXV1uPXWWwEAN998Mzp16oS5c+cCAGbOnInRo0fj+eefx4QJE7B06VJ89913eOONN/y5G0REREREREREFML8HkS77rrrcOrUKTz11FMoKyvDwIEDUVRUZG4ecPToUcjy2YS54cOHY/HixXjiiSfw+OOPo1evXvjkk0+Qn5/vr10gIiIiIiIiIqIQJwkhhL83oj1VV1cjJSUFVVVVSE5O9vfmEBEFPZ5X7fGYEBHph+dUezwmRET60npe9WtNNCIiIiIiIiIiomDAIBoREREREREREZEKBtGIiIiIiIiIiIhUMIhGRERERERERESkgkE0IiIiIiIiIiIiFQyiERERERERERERqWAQjYiIiIiIiIiISAWDaERERERERERERCoYRCMiIiIiIiIiIlLBIBoREREREREREZEKBtGIiIiIiIiIiIhUMIhGRERERERERESkgkE0IiIiIiIiIiIiFQyiERERERERERERqYj09wa0NyEEAKC6utrPW0JEFBpM51PT+ZU41hAR6YnjjD2OM0RE+tI61oRdEK2mpgYA0LlzZz9vCRFRaKmpqUFKSoq/NyMgcKwhItIfx5mzOM4QEfmG2lgjiTC7paMoCo4fP46kpCRIkmT3fHV1NTp37oyff/4ZycnJfthC3wv1fQz1/QO4j6EiVPZRCIGamhrk5uZCllklAFAfa2yFyu+CM9y/4Bbq+weE/j4G+/5xnLHn7jjjqWD/3dFDuB+DcN9/gMcgXPZf61gTdplosizjnHPOUV0uOTk5pH9BgNDfx1DfP4D7GCpCYR+ZGWBN61hjKxR+F1zh/gW3UN8/IPT3MZj3j+OMNU/HGU8F8++OXsL9GIT7/gM8BuGw/1rGGt7KISIiIiIiIiIiUsEgGhERERERERERkQoG0WzExMRg1qxZiImJ8fem+Eyo72Oo7x/AfQwV4bCPpE2o/y5w/4JbqO8fEPr7GOr7R77D3x0eg3Dff4DHINz331bYNRYgIiIiIiIiIiJyFzPRiIiIiIiIiIiIVDCIRkREREREREREpIJBNCIiIiIiIiIiIhUMohEREREREREREalgEM3GwoUL0bVrV8TGxmLo0KHYsmWLvzdJF08//TQkSbL616dPH39vllfWrl2LiRMnIjc3F5Ik4ZNPPrF6XgiBp556Cjk5OYiLi8PYsWOxf/9+/2ysh9T28ZZbbrH7XMePH++fjfXA3LlzceGFFyIpKQlZWVm46qqrsG/fPqtlGhsbMX36dGRkZCAxMRG//vWvceLECT9tsfu07OPFF19s9znefffdftpiam+hOu4AoTf2hPq4wzEnuMccjjekp1A7f2sR6ud4NaE+BqgJ9TFCDccQ7RhEs/DBBx/gwQcfxKxZs7Bt2zYMGDAA48aNw8mTJ/29abro27cvSktLzf/Wr1/v703ySl1dHQYMGICFCxc6fP6vf/0rXnnlFbz++uvYvHkzEhISMG7cODQ2NrbzlnpObR8BYPz48Vaf65IlS9pxC73zzTffYPr06di0aRO+/PJLtLS04LLLLkNdXZ15mQceeACfffYZPvroI3zzzTc4fvw4rrnmGj9utXu07CMA3HHHHVaf41//+lc/bTG1p1Afd4DQGntCfdzhmBPcYw7HG9JbKJ2/tQj1c7yaUB8D1IT6GKGGY4gbBJkVFBSI6dOnm382GAwiNzdXzJ07149bpY9Zs2aJAQMG+HszfAaAWLZsmflnRVFEdna2eO6558yPVVZWipiYGLFkyRI/bKH3bPdRCCGmTp0qJk+e7Jft8YWTJ08KAOKbb74RQhg/s6ioKPHRRx+Zl9mzZ48AIIqLi/21mV6x3UchhBg9erSYOXOm/zaK/CaUxx0hQnvsCfVxh2OOUTCPORxvyBuhfP7WItTP8WrCYQxQE+pjhBqOIc4xE61Nc3Mztm7dirFjx5ofk2UZY8eORXFxsR+3TD/79+9Hbm4uunfvjhtvvBFHjx719yb5zKFDh1BWVmb1eaakpGDo0KEh83marFmzBllZWejduzemTZuG8vJyf2+Sx6qqqgAA6enpAICtW7eipaXF6nPs06cPzj333KD9HG330eT9999HZmYm8vPz8dhjj6G+vt4fm0ftKBzGHSB8xp5wGXc45gQPjjfkrXA5f2sRLud4NaE0BqgJ9TFCDccQ5yL9vQGB4vTp0zAYDOjYsaPV4x07dsTevXv9tFX6GTp0KN566y307t0bpaWlmD17NkaNGoVdu3YhKSnJ35unu7KyMgBw+HmangsF48ePxzXXXINu3brh4MGDePzxx3H55ZejuLgYERER/t48tyiKgvvvvx8jRoxAfn4+AOPnGB0djdTUVKtlg/VzdLSPAHDDDTegS5cuyM3NxQ8//IBHHnkE+/btw3//+18/bi35WqiPO0B4jT3hMO5wzAkeHG/IW+F0/tYiHM7xakJpDFAT6mOEGo4hrjGIFiYuv/xy83/3798fQ4cORZcuXfDhhx/i9ttv9+OWkTeuv/5683/369cP/fv3R48ePbBmzRpccsklftwy902fPh27du0K6XobzvbxzjvvNP93v379kJOTg0suuQQHDx5Ejx492nsziXTDsSe0cMwJHhxvyFs8f5OtUBoD1IT6GKGGY4hrnM7ZJjMzExEREXbdNU6cOIHs7Gw/bZXvpKam4rzzzsOBAwf8vSk+YfrMwuXzNOnevTsyMzOD7nOdMWMGVqxYga+//hrnnHOO+fHs7Gw0NzejsrLSavlg/Byd7aMjQ4cOBYCg+xzJPeE27gChPfaE47jDMScwcbwhXwjl87cW4XiOVxOsY4CaUB8j1HAMUccgWpvo6GhccMEFWLVqlfkxRVGwatUqFBYW+nHLfKO2thYHDx5ETk6OvzfFJ7p164bs7Gyrz7O6uhqbN28Oyc/T5JdffkF5eXnQfK5CCMyYMQPLli3D6tWr0a1bN6vnL7jgAkRFRVl9jvv27cPRo0eD5nNU20dHduzYAQBB8zmSZ8Jt3AFCe+wJx3GHY05g4XhDvhTK528twvEcrybYxgA1oT5GqOEY4gZ/djUINEuXLhUxMTHirbfeEiUlJeLOO+8UqampoqyszN+b5rU//OEPYs2aNeLQoUNiw4YNYuzYsSIzM1OcPHnS35vmsZqaGrF9+3axfft2AUC88MILYvv27eLIkSNCCCHmzZsnUlNTxaeffip++OEHMXnyZNGtWzfR0NDg5y3XztU+1tTUiIceekgUFxeLQ4cOia+++koMHjxY9OrVSzQ2Nvp70zWZNm2aSElJEWvWrBGlpaXmf/X19eZl7r77bnHuueeK1atXi++++04UFhaKwsJCP261e9T28cCBA+KZZ54R3333nTh06JD49NNPRffu3cVFF13k5y2n9hDK444QoTf2hPq4wzEnuMccjjekp1A7f2sR6ud4NaE+BqgJ9TFCDccQ7RhEs/H3v/9dnHvuuSI6OloUFBSITZs2+XuTdHHdddeJnJwcER0dLTp16iSuu+46ceDAAX9vlle+/vprAcDu39SpU4UQxlbUTz75pOjYsaOIiYkRl1xyidi3b59/N9pNrvaxvr5eXHbZZaJDhw4iKipKdOnSRdxxxx1BdfHtaN8AiDfffNO8TENDg7jnnntEWlqaiI+PF1dffbUoLS3130a7SW0fjx49Ki666CKRnp4uYmJiRM+ePcUf//hHUVVV5d8Np3YTquOOEKE39oT6uMMxJ7jHHI43pKdQO39rEerneDWhPgaoCfUxQg3HEO0kIYTwPI+NiIiIiIiIiIgo9LEmGhERERERERERkQoG0YiIiIiIiIiIiFQwiEZERERERERERKSCQTQiIiIiIiIiIiIVDKIRERERERERERGpYBCNiIiIiIiIiIhIBYNoREREREREREREKhhEIyIiIiIiIiIiUsEgGhGAW265BVdddZX554svvhj333+/37aHPFNeXo6srCwcPnxYt3W+/vrrmDhxom7rI6LwxbEmNHCsIaJAxXEmNHCcCWwMolHQ6tq1KyRJgiRJiIuLQ9euXXHttddi9erVbq/r5ZdfxltvvaXLdj399NPm7XL2L9S89dZbSE1N9fdm4Nlnn8XkyZPRtWtX82PLly/Heeedh969e2PFihV2r/n4449x8cUXIyUlBYmJiejfvz+eeeYZVFRUAABuu+02bNu2DevWrWuv3SCiAMKxJnBwrCGiUMRxJnBwnCEtGESjoPbMM8+gtLQU+/btwzvvvIPU1FSMHTsWzz77rFvrSUlJ0e2E+dBDD6G0tNT875xzzjFvp+lfsGhubm7392xpafHodfX19fjXv/6F22+/3fxYU1MTpk+fjldffRULFizAtGnTrPbpT3/6E6677jpceOGF+N///oddu3bh+eefx/fff493330XABAdHY0bbrgBr7zyinc7RkRBi2ONb3Gs4VhDFO44zvgWxxmOM7oSRG1Gjx4tZsyYIWbOnClSU1NFVlaWeOONN0Rtba245ZZbRGJioujRo4f44osvrF63c+dOMX78eJGQkCCysrLE7373O3Hq1Cnz8//73//EiBEjREpKikhPTxcTJkwQBw4cMD9/6NAhAUB8/PHH4uKLLxZxcXGif//+YuPGjS63t0uXLuLFF1+0e/ypp54SsiyLvXv3CiGEaG1tFbfddpvo2rWriI2NFeedd5546aWXrF4zdepUMXnyZKtjMXPmTCGEELNnzxZ9+/a1e58BAwaIJ554wuU2OtrOo0ePit/+9rciJSVFpKWliUmTJolDhw7Zbcuzzz4rsrKyREpKipg9e7ZoaWkRDz30kEhLSxOdOnUS//73v82vMR3DJUuWiMLCQhETEyP69u0r1qxZY7Utap/V6NGjxfTp08XMmTNFRkaGuPjii4UQQjz//PMiPz9fxMfHi3POOUdMmzZN1NTUCCGE+PrrrwUAq3+zZs0SQggBQCxbtsxqG1JSUsSbb75ptd1Lly4VF110kYiJiTE/t2jRItGnTx8RExMjevfuLRYuXOjyOH/00UeiQ4cOVo9VVVWJLl26iFOnTolTp06Jrl27iurqaiGEEJs3bxYA7H4XTM6cOWP+72+++UZER0eL+vp6l9tAROo41ky2OhYcazjWmHCsIdIHx5nJVseC4wzHGROOM/pgJhpZefvtt5GZmYktW7bg3nvvxbRp0/Db3/4Ww4cPx7Zt23DZZZfhpptuQn19PQCgsrISY8aMwaBBg/Ddd9+hqKgIJ06cwLXXXmteZ11dHR588EF89913WLVqFWRZxtVXXw1FUaze+09/+hMeeugh7NixA+eddx6mTJmC1tZWt/dh5syZEELg008/BQAoioJzzjkHH330EUpKSvDUU0/h8ccfx4cffqhpfbfddhv27NmDb7/91vzY9u3b8cMPP+DWW291a9taWlowbtw4JCUlYd26ddiwYQMSExMxfvx4q7sJq1evxvHjx7F27Vq88MILmDVrFq688kqkpaVh8+bNuPvuu3HXXXfhl19+sVr/H//4R/zhD3/A9u3bUVhYiIkTJ6K8vByAts8KMP4OREdHY8OGDXj99dcBALIs45VXXsHu3bvx9ttvY/Xq1Xj44YcBAMOHD8dLL72E5ORk812phx56yK3j8uijj2LmzJnYs2cPxo0bh/fffx9PPfUUnn32WezZswd/+ctf8OSTT+Ltt992uo5169bhggsusHosOTkZt956K3JycpCbm4tp06YhKSkJAPD+++8jMTER99xzj8P1Wd7FGzJkCFpbW7F582a39ouIHONYY49jDccajjVE+uE4Y4/jDMcZjjM68XMQjwLI6NGjxciRI80/t7a2ioSEBHHTTTeZHystLRUARHFxsRBCiDlz5ojLLrvMaj0///yzACD27dvn8H1OnTolAIidO3cKIc5G7v/5z3+al9m9e7cAIPbs2eN0e53dtRFCiI4dO4pp06Y5fe306dPFr3/9a/PPru7aCCHE5ZdfbrW+e++913xHQ43ldr777ruid+/eQlEU8/NNTU0iLi5OrFy50rwtXbp0EQaDwbxM7969xahRo8w/mz6bJUuWCCHOHsN58+aZl2lpaRHnnHOOmD9/vhBC22c1evRoMWjQINV9+uijj0RGRob55zfffFOkpKTYLQeNd21s75z06NFDLF682OqxOXPmiMLCQqfbNHnyZHHbbbc5fK6ystJ8t8bk8ssvF/3793e6PltpaWnirbfe0rw8ETnGsWay+WeONa5xrCEiT3CcmWz+meOMaxxnyBPMRCMr/fv3N/93REQEMjIy0K9fP/NjHTt2BACcPHkSAPD999/j66+/RmJiovlfnz59AAAHDx4EAOzfvx9TpkxB9+7dkZycbC6QePToUafvnZOTY/U+7hJCWBW7XLhwIS644AJ06NABiYmJeOONN+ze35U77rgDS5YsQWNjI5qbm7F48WLcdtttbm/X999/jwMHDiApKcl8vNLT09HY2Gg+XgDQt29fyPLZP8+OHTtafQ6mz8b2+BQWFpr/OzIyEkOGDMGePXvM7632WQGwu/MBAF999RUuueQSdOrUCUlJSbjppptQXl5uvnvnrSFDhpj/u66uDgcPHsTtt99uta1//vOfrbbTVkNDA2JjYx0+l5KSYr5bYyKEcGsb4+LidNtfonDHscYxjjUcazjWEOmD44xjHGc4znCc8V6kvzeAAktUVJTVz5IkWT1mOomb0pZra2sxceJEzJ8/325dpkFj4sSJ6NKlCxYtWoTc3FwoioL8/Hy7Ao+u3scd5eXlOHXqFLp16wYAWLp0KR566CE8//zzKCwsRFJSEp577jm30lgnTpyImJgYLFu2DNHR0WhpacFvfvMbt7ettrYWF1xwAd5//3275zp06GD+b7XPwfSYO8dHy2cFAAkJCVbPHT58GFdeeSWmTZuGZ599Funp6Vi/fj1uv/12NDc3Iz4+3ul7SpJkd2J3VGTT8j1ra2sBAIsWLcLQoUOtlouIiHD6XpmZmThz5ozT522dd955WL9+PVpaWuyOrSMVFRVWnxEReY5jjWMcazjWcKwh0gfHGcc4znCc4TjjPQbRyCuDBw/Gxx9/jK5duyIy0v7Xqby8HPv27cOiRYswatQoAMD69et9uk0vv/wyZFnGVVddBQDYsGEDhg8fbjVP3FX035HIyEhMnToVb775JqKjo3H99dcjLi7O7W0bPHgwPvjgA2RlZSE5Odnt16vZtGkTLrroIgBAa2srtm7dihkzZpjf29Vn5czWrVuhKAqef/55850k29oL0dHRMBgMdq/t0KGDVeee/fv3q9756NixI3Jzc/HTTz/hxhtv1LydgwYNwnvvvad5eVN3mldffRUzZ860e76ystJcQ+DgwYNobGzEoEGDNK+fiPTDscY9HGs41hCRezjOuIfjDMeZcMbpnOSV6dOno6KiAlOmTMG3336LgwcPYuXKlbj11lthMBiQlpaGjIwMvPHGGzhw4ABWr16NBx98ULf3r6mpQVlZGX7++WesXbsWd955J/785z/j2WefRc+ePQEAvXr1wnfffYeVK1fixx9/xJNPPmlVUFOr3//+91i9ejWKioo8SnsGgBtvvBGZmZmYPHky1q1bh0OHDmHNmjW477777ApqemLhwoVYtmwZ9u7di+nTp+PMmTPmbVX7rJzp2bMnWlpa8Pe//x0//fQT3n33XXNxTpOuXbuitrYWq1atwunTp82DypgxY7BgwQJs374d3333He6++25Nd0hmz56NuXPn4pVXXsGPP/6InTt34s0338QLL7zg9DXjxo3D7t27Nd+5GTp0KB5++GH84Q9/wMMPP4zi4mIcOXIEq1atwm9/+1urgp/r1q1D9+7d0aNHD03rJiJ9caxxD8cajjVE5B6OM+7hOMNxJpwxiEZeyc3NxYYNG2AwGHDZZZehX79+uP/++5GamgpZliHLMpYuXYqtW7ciPz8fDzzwAJ577jnd3v+pp55CTk4OevbsiZtuuglVVVVYtWoVHnnkEfMyd911F6655hpcd911GDp0KMrLy512L3GlV69eGD58OPr06WOXkqtVfHw81q5di3PPPRfXXHMNzj//fNx+++1obGzU5S7OvHnzMG/ePAwYMADr16/H8uXLkZmZCUD9s3JmwIABeOGFFzB//nzk5+fj/fffx9y5c62WGT58OO6++25cd9116NChA/76178CAJ5//nl07twZo0aNwg033ICHHnrIZaq0ye9//3v885//xJtvvol+/fph9OjReOutt8zp7I7069cPgwcP1tyhCADmz5+PxYsXY/PmzRg3bhz69u2LBx98EP3798fUqVPNyy1ZsgR33HGH5vUSkb441riHYw3HGiJyD8cZ93Cc4TgTziThbiU6ojAlhECvXr1wzz336HrnSQ+HDx9Gt27dsH37dgwcONDfm+M3n3/+Of74xz9i165dLgdRd+zevRtjxozBjz/+iJSUFF3WSUTkDMeawMexhoiCGceZwMdxJrCxJhqRBqdOncLSpUtRVlaGW2+91d+bQ05MmDAB+/fvx7Fjx9C5c2dd1llaWop33nmHgw0R+RzHmuDAsYaIghXHmeDAcSawMYhGpEFWVhYyMzPxxhtvIC0tzd+bQy7cf//9uq5v7Nixuq6PiMgZjjXBg2MNEQUjjjPBg+NM4OJ0TiIiIiIiIiIiIhVsLEBERERERERERKSCQTQiIiIiIiIiIiIVDKIRERERERERERGpYBCNiIiIiIiIiIhIBYNoREREREREREREKhhEIyIiIiIiIiIiUsEgGhERERERERERkQoG0YiIiIiIiIiIiFT8PzzijezY4i0BAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(10, 5))\n", "aggregated_data = ts_auto.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "predictions = ts_auto.model.predict()\n", "\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "n_cat = len(ts_auto.resampled_categories.unique())\n", "fig, axarr = plt.subplots(1, n_cat, figsize=(5 * n_cat, 10), sharey=True)\n", "axarr = axarr.flatten() if n_cat > 1 else [axarr]\n", "for i, cat in enumerate(ts_auto.resampled_categories.unique()):\n", " mask = aggregated_data[\"category\"] == cat\n", " ax = axarr[i]\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"],\n", " aggregated_data[mask][\"energy\"],\n", " label=\"True\",\n", " )\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"], predictions[mask], label=\"Predicted\"\n", " )\n", " ax.set_title(f\"Energy consumption vs temperature \\n for {cat}\")\n", " ax.set_xlabel(\"mean Daily Temperature (°C)\")\n", " if i == 0:\n", " ax.set_ylabel(\"Energy consumption (kWh)\")\n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AutoCategoricalThermoSensitivity(frequency=1D,\n", " degree_days_type=heating,\n", " degree_days_base_temperature={'heating': np.float64(17.97)},\n", " degree_days_computation_method=integral,\n", " interseason_mean_temperature=20)\n", "\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.629\n", "Model: OLS Adj. R-squared: 0.627\n", "No. Observations: 731 F-statistic: 246.3\n", "Covariance Type: nonrobust Prob (F-statistic): 1.33e-153\n", "======================================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------------------------------\n", "heating_degree_days:Monday-Tuesday-Thursday-Friday 9.722e+07 4.06e+06 23.941 0.000 8.92e+07 1.05e+08\n", "heating_degree_days:Saturday-Sunday 2.474e+07 5.91e+06 4.186 0.000 1.31e+07 3.63e+07\n", "heating_degree_days:Wednesday 8.77e+07 7.91e+06 11.090 0.000 7.22e+07 1.03e+08\n", "Intercept:Monday-Tuesday-Thursday-Friday 6.002e+08 2.39e+07 25.115 0.000 5.53e+08 6.47e+08\n", "Intercept:Saturday-Sunday 2.554e+08 3.35e+07 7.627 0.000 1.9e+08 3.21e+08\n", "Intercept:Wednesday 2.76e+08 4.85e+07 5.686 0.000 1.81e+08 3.71e+08\n", "======================================================================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts_auto2 = AutoCategoricalThermoSensitivity(\n", " energy_data=data2[\"energy\"],\n", " temperature_data=data2[\"temperature\"],\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"integral\",\n", ")\n", "ts_auto2.fit()\n", "ts_auto2.merge_and_fit()\n", "ts_auto2" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(10, 5))\n", "aggregated_data = ts_auto2.aggregated_data.dropna(how=\"any\", axis=0)\n", "aggregated_data[[\"energy\"]].plot(ax=ax1)\n", "predictions = ts_auto2.model.predict()\n", "\n", "ax1.plot(aggregated_data.index, predictions, label=\"Predicted\")\n", "\n", "n_cat = len(ts_auto2.resampled_categories.unique())\n", "fig, axarr = plt.subplots(1, n_cat, figsize=(5 * n_cat, 10), sharey=True)\n", "axarr = axarr.flatten() if n_cat > 1 else [axarr]\n", "for i, cat in enumerate(ts_auto2.resampled_categories.unique()):\n", " mask = aggregated_data[\"category\"] == cat\n", " ax = axarr[i]\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"],\n", " aggregated_data[mask][\"energy\"],\n", " label=\"True\",\n", " )\n", " ax.scatter(\n", " aggregated_data[mask][\"temperature\"], predictions[mask], label=\"Predicted\"\n", " )\n", " ax.set_title(f\"Energy consumption vs temperature \\n for {cat}\")\n", " ax.set_xlabel(\"mean Daily Temperature (°C)\")\n", " if i == 0:\n", " ax.set_ylabel(\"Energy consumption (kWh)\")\n", " ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion of Automatic Day categorisation\n", "\n", "As you can see, the model is able to detect that the building has three different occupancy categories:\n", "- usual school days Monday, Tuesday, Thursday, Friday\n", "- usual weekends Saturday, Sunday\n", "- Wednesdays\n", "\n", "However, the effect of the holidays is not taken into account in this implementation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "\n", "As you can see, in contrast with synthetic data, the different days behaviors due to different building occupancy leads to multiple thermosensitivity model.\n", "\n", "## Discussion / Next steps\n", "\n", "The next step would be to improve the classifications.\n", "For instance, we can re-label the periods according to the observed energy consumption. \n", "One way to do so is the following:\n", "- compute the predicted energy consumption of the period for each category\n", "- estimate the probability of each category given the energy consumption of the period and the standard deviation of the energy consumption of the category\n", "- re-label the periods with the category with the highest probability (Max a posteriori estimation)\n", "\n", "However, this cannot be used to detect unexpected occupancy, on the contrary.\n", "\n", "Another way would be an unsupervised classification of the periods. But for now this is a be too complex for the model." ] } ], "metadata": { "kernelspec": { "display_name": "eat", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }