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@bmander
Created November 21, 2018 02:03
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using KNN to find calibratred curves
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"from sklearn.cluster import KMeans\n",
"from scipy import stats as scs\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.model_selection import train_test_split, cross_val_score, KFold, GridSearchCV\n",
"from sklearn.neighbors import KNeighborsRegressor\n",
"\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Predicting distributions instead of predicting outcomes\n",
"\n",
"How long a bike will set idle isn't predictable - it's the outcome of a random variable. The task becomes predicting the parameters of the distribution that was sampled to produce the observed outcome, and then evaluating the predicted distributions by taking a look at some calibration curves."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get that data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"data/bike_idles.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df[\"utc_time_start\"] = pd.to_datetime( df[\"utc_time_start\"], utc=True )\n",
"df[\"local_time_start\"] = df.utc_time_start.dt.tz_convert(\"America/Los_Angeles\")\n",
"df[\"weekday\"] = df[\"local_time_start\"].dt.dayofweek\n",
"df[\"hour\"] = df[\"local_time_start\"].dt.hour"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Take a look-see"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'all bike idles, colored by duration')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Q/xnqLSWv8WryjHX/vIyeh8/771Us0VbyGyV90v93W7urt3l//TEANviTZzVe7l8MuaaNcUVFv0unNbP8FknNDYZYUu/fec2s05JoV/gpir1/gyR91p/8exu2DwBxIyEHgMQ8J6+Fa6qkX5lZniSZWY6ZfU3SXZJ2BxBXubyE+U9mNtCPKc/M7tD+gaFuS/CxSQ34g0odL2+wo6MkPRmjdfWb8rrYDpG02MzOaZSsjjOzGyStkZfYd4Tb5B2TEyQtjF4IMLNcM/uRvISzpPnizbpe3r3fUyUtMrMTo93X/UfBTTGzW+X1HKjf9fc5M/uVmR3rPwpOfpkp2j9S9nZ53ddVb/kGf3TphUrMU/7LJD1qZtfXOy9TzWyamd1pZmdHCzjnNkq625+83cyuix4nM5sg6b/yHpNXLukHCcTybXmJ/kxJD5nZcH+b2WZ2s/Ynpbf7900nxDm3W/sT3qvM7O9mVvdoKTNLN7O5ZnaXmj514GF5t5qkyTt35/plQmb2SXkXKdpyntRXIuk6M/tRtBeJf/vGX+Sdn07S91oof5+8Ac0Ol9frZbn/WLS2aO/+RhPRW83szHrn/pHyvgdbuvAUj+jjIT9pZjdHv0vMbICZ/VTecY75XeqcK9L+wequirVOS/xHvkUfd/ZnMzvf/Ef7mdksSc/I66mwQ9IvE90+ACSkLQ8v58WLF68D+SXvGduu3muPvK7aTt6PvB/4/14Yo2y0zOhG8xf4819KMJb5frkNkm7w/x3xYwrXq+83zZTf4C+fH2888hK1rf7y5+QNald/+ex6y528R7LtkjfycP33bV4C+zk6Wq6Z5V+rt93o/kePyZ3yBlZzkhY09/41s91T5XXfjW67yt+X6kb7MqpemXfqzQ/7sVTUm1cm6YQWjkWT8yaO9yev3j7Wr7f+OdB43zPlJR7R5dXyRriOTldKOqsNx+Iz9eptfCycpL9KSor3XGymjlv9bdd/Txvv7/oY5SbLe3xfdJ198i46OHk9SG5U2z6HC6Ll5A3q6Px93tMozpvi2NY/6q3/xUTPhY7aX3kJ6ceNzodS/98b5Q04F/OzE++xlNejpvHnNvp+/UneBSwn72Ji47Lfq1c22qK/QdIN9dZpqfwA7b/Nwsn7jJbUm94j6aiWjnUL+3Wb2vhZ5sWL14H3ooUcABLknLtRXqvrcnkJWrK8JOwGed1Ma5sv3alx/ULSmfKeLRyS9wP6DUmXOee+2IH1fCSvtW+H//fx+q3gzrm3JU2U1z15sbwkIE/eD94l8kZWnu2c67BnIDvnfioveX5R3o/zZL+uK5xzX23Hdp+SNEHeRZZl8t7TPHk/3BdL+o6kSc5rcY66RtJ3/Vg2af/judbKG016qnPu+fr1+K2P0RHs325DnEXyei9cKe8iyR55979vl3c+3CDp343KlMt7z66RtEheopYpL9n6o6Rpzrl/tSGWP8i7KPM3v/5sed2Tn5V0gXPuMhdHF/hW6viBpEPktfJ/KK93QJZf31OSPifpiBjlVssbB+GP/ropkgrkJdGz5b1v7eKc+4q8pG2pvPOwVN65cKpz7mdxbOIx/2+VvMehtSeWNu+vc26vvMce3i2vNTokr8X61/J6QGxprmwCLpLXa2KNvAt3Jq9nw5XOuatbKft9ed8xK/xyo/xXXF3YnXOF8nr6fFXed0WNvFb/DyX9QtIU51yrz1EHgPYy59rcexEAAHQAvxvw6/ISn7GubYN4oRcws3vkXSR52Dn3qaDjAQB0LlrIAQAI3jz/7+0k4wcu/77zaBJ+d0vrAgB6BxJyAACCd6y8LsX3BB0IguGPzv9zeV38V2j/iPUAgF6MLusAAAABMbPzJf1M3hgCWfIGAzvZOfdcoIEBALoELeQAAADByZY3GFmyvIEizyUZB4ADBy3kAAAAAAAEgBZyAAAAAAACQEIOAAAAAEAASMgBAAAAAAgACTkAAAAAAAEgIQcAAAAAIADJQQfQG5nZekk5kjYEHAoAAAAAoOONllTinBvTno2QkHeOnIyMjL6TJk3qG3QgAAAAAICOtWbNGlVUVLR7OyTknWPDpEmT+i5dujToOAAAAAAAHWzWrFlatmzZhvZuh3vIAQAAAAAIAAk5AAAAAAABICEHAAAAACAAJOQAAAAAAASAhBwAAAAAgACQkAMAAAAAEAAScgAAAAAAAkBCDgAAAABAAEjIAQAAAAAIAAk5AAAAAAABICEHAAAAACAAJOQAAAAAAASAhBwAAAAAgACQkAMAAAAAEAAScgAAAAAAAkBCDgAAAABAAEjIAQAAAAAIAAk5AAAAAAABICEHAAAAACAAJOQAAAAAAASAhBwAAAAAgACQkAMAAAAAEAAScgAAAAAAAkBCDgAAAABAAEjIAQAAAAAIAAk5AAAAAAABICEHAAAAACAAJOQAAAAAAASAhBwAAAAAgACQkAMAAAAAEAAScgAAAAAAAkBCDgAAAABAAEjIAQAAAAAIAAk5AAAAAAABICEHAAAAACAAJOQAAAAAAASAhBwAAAAAgACQkAMAAAAAEAAScgAAAAAAAkBCDgAAAABAAEjIAQAAAAAIAAk5AAAAAAABICEHAAAAACAAJOQAAAAAAASAhBwAAAAAgACQkAMAAAAAEAAScgAAAAAAAkBCDgAAAABAAEjIAQAAAAAIAAk5AAAAAAABICEHAAAAACAAJOQAAAAAAASAhBwAAAAAgACQkAMAAAAAEAAScgAAAAAAAkBCDgAAAABAAEjIAQAAAAAIQHLQAQCIz3sFBXpl/QaNyM3V6ZMmKmQWdEgAAAAA2oGEHOgBFq3foGsefVxh5yRJb2zerB994uSAowIAAADQHnRZB3qAv77zbl0yLkn/WLFS5dU1AUYEAAAAoL1IyIEeIDOlYWeWlKQkJYXosg4AAAD0ZCTkQA/wuSOPUH5GRt301449RmnJ3HECAAAA9GT8ogd6gAn9++vZqxfo3e0FGp6bq4P69Q06JAAAAADtREIO9BB5GRmaN3ZM0GEAAAAA6CB0WQcAAAAAIAAk5AAAAAAABICEHAAAAACAAJCQAwAAAAAQABJyAAAAAAACQEIOAAAAAEAASMgBAAAAAAgACTkAAAAAAAEgIQd6mL1lFSqpqAw6DAAAAADtlBx0AADiE4k4fefRZ/X4klUKmema+bP15VPmBB0WAAAAgDaihRzoIZ5b9ZEeX7JKkhRxTne/+JZWbC4IOCoAAAAAbUULORCnfRVV2ryzSCMH5ik7I63L6y8o2hdz3oD+NVpZvEx5qX01M/9oJVlSl8cGAAAAIHEk5EAcln6wRTfc9S+VVVarT0aafnX92TrkoKFdGsMxE0frF0+/qqrasCQpLzNdg4dU6Wfvf1+1rlaStKp4uRaM+VKXxgUAAACgbeiyDsThpw+/pLLKakleS/mdf3+5y2MYM6CvFn7mAp05c5LOmz1V9332Qr1X9mpdMi5Jy4teV3HN3i6PDQAAAEDiaCEH4lBcVtFguqi0opk1O9f0kUM0feSQuumlm1MaLDeZko2PNQAAANAT0EIOxOGMo6Y0mD7z6CnNrNm1jh94unKS8+qmTx58jrKS+wQYEQAAAIB40ZQGxOGzZxyplGzTui17NPfgMTrtiElBhyRJ6p82SDdPvlPrStcqN6WvhmeODjokAAAAAHEiIQdaEXYRfeWtR/W/XWulDKcyK9cpmqgkWdChSZIykjI1JXdm0GEAAAAASBAJOdCKF7a9rxeeW6/0wmxJTi+uXadXRn6k44ZMCDo0AAAAAD0Y95ADrbjvlWVKKkyRnJNkCu1O1QP/WRp0WAAAAAB6OFrIgVZs3b3P+4ft76K+fvWegKJp3cd79+iWl5/TpuIiHTdqrL5zzHylJXXOR31XSZnuX7RMZZXVOmv2FE0bObhT6gEAAAB6IxJyoBVTDhqsVz5Ytz8hDztlp6cGG1QznHO69sl/al2R9yzyB1a9q74ZGfrqEXM6vK6qmlot+O3ftXFXkSTpsbdW6m9fulgThw3s8LoAAACA3ogu60Arvn/8ydJAp6SKiJLLnVJLIvpoUKmqw+GgQ2uitKa6LhmPemfH9k6pa+XmgrpkXJJqwhE9s+LDTqkLAAAA6I06JCE3szvM7Hkz22xmFWa2x8yWm9l3zaxfo3UXmplr5fV8gvUfbWZP+vWWm9kKM7vBzJJaKHO6mb1kZsVmVmpmb5rZlW19D9B75adlatbMMSqaGlbJuLB2zZbKMsKqqK0JOrQmslNSNTYvv8G8QwZ2Tjfyfn2yYszL7JS6AAAAgN6oo7qsf0XSMknPStopKUvSkZJuk3SdmR3pnNvsr/tPSRua2c7lksZKeireis3sLEmPSqqU9LCkPZLOkPR/kuZIuiBGmS9K+rWk3ZL+Kqla0vmSFprZNOfcTfHWj96hsKJUxdWVGpvTT4X7ylRWXa0x/fJlfjf1CydO1Qsb1ymS4q3/iTHjlZuWHmDEsZmZ7jntbN380rPaVOLdQ3797CM7pa7RA/L12ZOO0O+ffVOSdMS4ETrviGmdUhcAAADQG5lzrv0bMUt3zlXGmP9DSTdL+p1z7vOtbCNP0jZJSZKGOed2xVFvjqSPJOVKmuOcWxKNR9ILko6SdLFz7qF6ZUZLWiupTNIs59wGf36+pLclHSTpaOfc663V30JcS2fOnDlz6VJG4u4Jfr/qDf3knRflnDRsRaqSVlYrkipVHZ6qnIHZmqxB+sKpc1QQLtXzGz/WiD65unzqoUpP9q5nRZzTQ2tXaOmOrZrWf7AunzxDSaED526QwpJSlVfVaGT/vLoLGAAAAEBvNmvWLC1btmyZc25We7bTIS3ksZJx39/lJeTj49jM5ZIyJD0UTzLuO1/SAEn3RZPxaDxmdquk5yV9TtJD9cp8WlKapDuiybhfZq+Z/UjSnyR9VlKbE3L0HAXl+7xkXFLWR1LakmpvQaWU/FKVNlxcpU0lRXr3t9v1xC1Xad7IMQ3K19aGdfkfHtDrqTskSY9+uEqb9xXp20cd38V7EpwBOdlBhwAAAAD0SJ3djHeG/3dFHOte6/+9O4HtR7Oep2Mse0VSuaSjzSwtzjJPNVoHvdyeqnJF+4ikFTRs3Q3VmlKKpdr+YRWVVmrt1sIm5R959G29Xb5DVmmSP8bbPz9a08lRAwAAAOgNOvSxZ2Z2k6RseV3ID5M0V14yfnsr5Y6SNE3SB865FxOo8mD/7weNFzjnas1svaQp8u5LXxNHme1mViZpuJllOufKW4m7uT7pE+MJHsE7OHeAJucP0uq9O1TVr+GySIpTTZ5k1aYkScP75TYpf9+6lVIoWUnlkpNTOCes/JTg7i2PRJwWPrRYLyxaq359s/Wla4/XQaMHBBYPAAAAgOZ19HPIb5I0qN7005IWOOeaNi02dJ3/954E64tmSMXNLI/Oz0uwTJa/XosJOXq+pFBID5xwsf689m19NGSX3tr3sTLX1yqS4bTnSCmSJGWtStEVx83S0L45DcruKivTB6F9knOSmUym5PKQfnjmyQHtjfSvp9/RwocWS5I2bd2jr3/vUT1097VKSWn2gQMAAAAAAtKhCblzbrAkmdkgSUfLaxlfbmanO+eWxSpjZrmSLpQ30vnCjoxHUrQPciIj18Vdprkb+P2W85kJ1IkA5aVl6MZDjpUkbZxZpMdXrtL9Ty1R8qYa5X4U0rhB/fW5Tx7dpJxFT5V6A5l9YsR4HTFsRJfEHcvKNVsbTBfu3qedu0o0bEh+MyUAAAAABKWjW8glSc65HZIeN7Nl8rqG3ydpajOrXyYpU4kN5hYVbeVu2pfYk9Novei/+/tldrdQpiTBWNALjMrL0w1z5+ic8ZP1n9dXKyMtRecdO11pKU0/Kv2yMnX5zBm6f9k7kqTc9DTdcPycrg65gfFjB+nZl/ffw56Xk6H+/foEGBEAAACA5nRKQh7lnNtoZqslzTCz/s0k3NHB3P7Qhirel3ev+gRJDe7nNrNkSWMk1Upa16hMf7/M643KDJHXXX1La/ePo3cbNShfXzi79eT65vnHKK1cWl+4V2fPmKzx/fu1WqatqmtrtWzDNmWlpWrq8EExHzF2/hkzVbCzWM8vWqsB/bL11c+drLTUTv2YAwAAAGijrvilPtT/G24mBxqvAAAgAElEQVS8wMyOkHSIvMHcXmrDtl+QdKmkUyQ92GjZsfJa3l9xzlU1KjPHL9P40Wan1lsHaNW3731Kz735oSRp6esblPQZ08mHH9xyoTYoqajUlX/4hz4o8K5pnTNriv7f+Sc1ScqTk5N0w2dO1A2fObHDYwAAAADQsdr92DMzm2hmg2PMD5nZDyUNlLTYObc3RvHoYG4tPurMzHL9eoY0WvSIpF2SPmVmh9VbP13SD/zJ3zUqc6+kKklfNLPR9crky3tmuiT9vqV4AEmqqqmpS8aj/vRc5zy+/rG3V9Ul45L0+NJVWru9tbESAQAAAHRnHdFCfoqkn5rZK5I+lndf9iBJ8+Q9bqxA+7ul1zGzHEkXyRvM7S+t1HGOvET6L5IWRGc650rM7Fp5iflLZvaQpD2SzpT3eLNHJD1cf0POufVm9jVJv5K0xMwe9mM4X9JwSXc65zonq0KvsrNqn1xyRFa7/7pWqVV0Sl3l1dVN5lVU13RKXQAAAAC6RrtbyCU9J6+Fu5+kcyV9TdJ58hLj70ma4pxbHaPcpfLu136sDYO51XHO/VNe8v+KX+/1kmok3SjpU865JqOlO+d+LS9pXyXpCnkt9QXyHtF2U1tjwYGlX3q2kmdWy5l3irn0iObMG9kpdZ1+6CT1SU+rm546fJCmjWjSMQUAAABAD2Ix8lW0k5ktnTlz5sylS5e2vjJ6HOecwhGn5KSQXtqxVre+/phKS6p11EFjdecRFykzOa31jbTBlj3FevLd95WVlqqzZ01WVlpqp9QDAAAAoGWzZs3SsmXLljX3KOx4Mfwyep1VGwu0o6hUMw8aprzsjA7d9htL1+n2Xz6lvcXlmn/0wbr5hlP18lnfVFW4ptMS8ajhfXN13XGHd2odAAAAALoOCTl6ld/+Z7HufvpNSVJeVobu/cqFGjO4b4dsu6KyWrf95AmVV3j3c7/42vs6aMwAXXHhUZ2ejAMAAADofTriHnKgWygpr9Qf//dW3XRRWYXue77jbhvYvaesLhmP2rx1T4dtv6cpKq9UcUVl0GEAAAAAPRYt5Og1whGnSKMxEaprazts+4MH5Wr40Hxt2bb/CX6zZ4zusO33FM45/eA/L+pvb70rSRo4NEt/uOhsTew7MODIAAAAgJ6FFnL0GvnZGTrziMl106nJSbro2Bkdtv3kpJDu/N4FOuGYiTpkynDd+NkTddL8ya0X7GVe/WhjXTIuSTu3lenK/96rqnDHXfwAAAAADgS0kKNXue3SkzV3yhgV7N2nY6aM6bD7x6OGDMrVd792RsLllryzQb+99yWVlVfrrFMO0cXnHi4z69DYusr24n1N5qUmF+vd3Zt0+MCxAUQEAAAA9Ewk5OhVQiHTyTMnBB1GA3uLynTzDx9XZZXXgvz7v7yi4UPzdexR3SvO1mwq36gXdz6vipywsnKqVFbiDWRnSRFl9quQQtxPDgAAACSChBzoZBs2765LxqPWfFDQoxLywqqdumPtj1QVqZIkzT4uXcuXDVI4nKTckSXKzkzWpNzRwQYJAAAA9DAk5EAnGz2in9LTkhsk5ZMmDA4wosStKHq3LhmXpBpV6nMnTdSq4p3KTB6ky0adpj4pmQFGCAAAAPQ8JORAJ8vPy9KPbjlHv7v3ZZWWV+nsU2fomCPHBx1WQvJS85vMO7r/YbpyTM/aDwAAAKA7ISEHusBhM0brT78cHXQYbXZo3kwd1e9ovb57sSTppEGf0LjscQFHBQAAAPRsJORAJ1uxd5M2lBXq0PzRGpHVL+hw2iRkIV095jqdN+wChSxJOSk5QYcEAAAA9Hgk5EAnum/dK/r1+09LklJCSfr1YVdpVr+e+2iwWF3XAQAAALRNKOgAgN4q4iK656Pn66ZrImEtXPdygBEBAAAA6E5IyIFO5FzjaRd7RQAAAAAHHBJyoJOELKSrxx1XN51iSbp87LEBRgQAAACgO+EecqATXXXQfB2SP0obSgs1s+8Yjc4eEHRIAAAAALoJEnKgk83sO0Yz+44JOgwAAAAA3QwJORCAcCSiJze+rx3lpTpxxDiNzmH0cgAAAOBAQ0IOtEFNTViP/GepNmzarVnTR+qk+ZNlZnGXv2HRf/TEhjWSpDuXv6J/nHqZpvYb1FnhAgAAAOiGSMiBNvjpXf/T0y+skiQ99fxK7Sur0nmnz4yrbEHZvrpkXJIqwrV64P3l+vHRp3RKrPXV1oT17L+Xa1dBsY48bqLGTx7W6XV2tZpwWEXlFeqXlaVQKP6LJAAAAEBXIyEHErR60w498v5ahUclKaXcKWNXRM+9vDruhDw51PThBimhpI4OM6bbv/l3vfqsdyHhoT++rB/dvUCHzB6b0DZKa6pUUlOlIRl9EuoV0BXe3bxd1z/wb+0qLdeY/vn63eVna2S/vKDDAgAAAGLisWdAAiIRpxv//ITCqSaFTDXZIVXmhdQ3PyvubfTPyNK1k2fvn07P0tWTD+uMcBso2l1al4xLUjgc0VOPLIm7/PbyYt313iLN+usvdcwjv9HFL96vfTVVnRFqm936+DPaVVouSVq/a6/ueOrlgCMCAAAAmkcLObqVsKtWSfUGZSYPVFpS92vZLK2s0va9+xrMS8lO1mevnJfQdm4+7DidOvpg7Swv1ZGDRyovLaMjw4wpJS1ZoSRTJOzq5mVkpbZablNRkS5+8EEV7qlQqFIyl6yk9BQtKS3Qnwe+qS9Pbfps9X3VH+u9XT9Uee02Dc48TpP73aiQpXTo/sSyvajhsdnWaBoAAADoTmghR7dRWrNFT228QM9svlT/Xn+aNu17NuiQmuiTkaYJQ/s3mHfVmUdqxLC+CW3HzDRzwDCdMurgLknGJSkrO11XXX9y3XT/QTm66NNNk+nGrnnoMRXurpScKZJmSi6XkkudbE+yNhXvbbK+c2G9VXC9dlcuUUXtNq0veUAfFy3syF1p1omTxzWaPqhL6gUAAADaghZydBsrd/9BZbXbJEkR1WhJ4Y81IvsEmXWf60Zmpl9ee5Z+8thL2rq7WPOmjtVVJ85uvWA3ccGnj9FRx09SYUGxJk4frozMtBbXjzinDbuKG8wLZ0gZu6TabNO8weOalKmOFKm8dkuDeXur3mt/8HG47awTNSw/Rx8U7NLsMcN16ZEzuqReAAAAoC1IyNFtVIWLGkzXRPYp4mqUZC0njV1taN8c/eKaM4MOo82Gj+6v4aP7t76ipJCZhqRkaHtNRd28ZK+xXIeOGqwzD5rSpExqKE8ZyUNV4V9ckaS8tKntD7wFm0v3an3pHk3NH6LrTzi6U+sCAAAAOkr3aXrEAW9UzmkNpkdkn6SkUPdKxg9ENx9+tFL3hGU1TqnFTumFTqnFtbowa3zM9c2SdPjgXyk/bYbSkwZqdM5FGpd3VafF99DHy3T8k3fp06/8TfOfvF0/W/kd1YS712BzAAAAQCy0kKPbGN3nVKWEsrS9bLH6pIzQuLwLgg4Jkj5x3HStem2D/v3yarlkU6g6olBE2rOr+QHTclInaO6w+zo9Nuecvrf8fwpZROMG7FJmao3eKJaq135O35r8p273WDYAAACgPhJydCvDso7VsKzWBxpD1/rC107V0lVbVFDg3U8eCpnmzJ0QcFReQl4TqdWQnH3KTK2RJJlJ7xSnalPZuxqVzT3kAAAA6L5IyAG0Ki0tRT//xaV68G+vq7S0UqedNkOTJw8LOiyFQiHlpaUrOanh+ANOppIaHnkGAACA7o2EHEBcBg3K1Q1fOSXoMJr409yL9fk375Fz5Yr2UO+f6jQp94hgAwMAAABaQUIOIGFrt+7UPc+9paqaWn1qzgzNnTQ6sFgO6Tdci069TYsLX9WiXS8oNyVLl466Wsmh1MBiAgAAAOJBQg4gIXtKy3X1bx/RvgpvJPPX1m7QA1++WJNHDOqS+l/YslavbP1Yhw8doVOHT5OZKWSmuQOP0dyBx3RJDAAAAEBHICEHkJAVG7fXJeOSFKmJ6He/f16D0jN19JwJOv74yZ1W960vPawHl2yRZPprympdNmejbjvsjE6rDwAAAOhMJOQAEjK8X26D6Zx1NVpdulGrJb34whqFa8M66eRpHV7vjpIn9NDSzZJCkiRXk6SHl6/Wd2edzuPNAAAA0COFgg4AQM8ybnB/ff3seUpPSVZSWEotjTRY/vLLazul3i17fy/nGn5lhSJ8hQEAAKDn4tcsgIRdduxMvfajz+vV2z+vzMyGg6cN6N+nU+rMTq3R1MEbG8ybnTe0U+oCAAAAugIJOYA2SUlKUlZGmr7xzdOVnp4iSRo3fpAuv7LlgdUqqmr0/JIP9NLyj1RdUxt3fQNzvqhbjnpCQ0tKlL4vrNyNYX3waIH+/fx77doPAAAAICjcQ44eZeWe7frpihdVUlOpC8fO0MUHzQw6pE6zq7xcX3vmaS3dslUTqrL0jRPna/YhY4MOq4m5xxysRx8fq+Licg0YkCOZdNebb+p/H32oIX366JZj52lkXp4k6Z4X39Kvnn5NEeeUUiZN6tdf933nUqUkJ7VaT37WmRrWZ7jCa19U/bvY33xng846cXon7R0AAADQeUjI0WPsq6nSlS8/qKLqCknSij3bNTA9WycMmxBwZJ3juy8+r0Wr12nEUyUqLd6hb/9lnc5fMFfX3HhK0KE1kZ6eovR0L02+753lunPxa5KklTt36qM9e/TMFVfqnU3b9YtnXvP75ZhqcqT3d+zSonc+1vGHxXcMB/Y9RDnZr6uktLJu3vAheR29OwAAAECXoMs6eowPigvrkvGoNws3BRRN53t781blr6lSWrE3aJqT9MjCV1WwdW+wgbXi9c2bG0yv37tXu8rL9cH2XU3WjSRLRcUVTeY3JyU5Sf/vhtPVNzdTkjR+6iDdXf6uxt/1c33y4fu0r6qqlS0AAAAA3QcJOXqMUdn5Sg017No8IXdAQNF0vr4ZGQrVuCbzy8u6d9J5cP/+Dab7ZWYqPyNDM0YNUYOHkzmntGrTyUdNTGj7s6eP0hN3f1b/vfdzei1/h0oqqhUOO63ZUahrn3y8/TsAAAAAdBEScvQY/dOz9MujztHgjD7KTE7RVRMO17mje++9w9cfcaRKxqYq4l+DMEkHHzJCo8cNDDSu1nxu9uE6a+JEpSUlaUx+vn5/xplKTUrSpKED9fNLPqlBGVlKqzWNDffRX755sbIz0+La7tay3frxyid06/JH9XrhOt319puKNHzimt7f1bQVHgAAAOiuzLmmLXBoHzNbOnPmzJlLly4NOhT0cA+veE8PvfC2kj4s14nTJmjBFfOV3ugxYweCd/du0DWv/1kVNabacEgRZ0pxyarYmSzV7u81MWPoYD12/qUBRgoAAIADwaxZs7Rs2bJlzrlZ7dkOg7oB3dhF06fpounTgg4jcA9sWKTKWikcCSnivI49NRZWUr+wwtszJDMlW0h/Ou2cgCMFAAAA4kdCjh7JOaedZaX677oPFHFOZ46bqIFZ2UGHhU4ScU4mqXGHHkuWQhFpeHaufnnGJ5WfmRlIfAAAAEBbkJCjx9lVUaYrn3xEqwp3Sv4wYb9Z9oaevuBKDc7uE2xw6BSXjj5Gi3Z+oJpwyBtu3je2Tz/960vXKTUpSWbW/AYAAACAboiEHD3OHW+90iAZl6Siqkr9+6O1um7G7OACQ6c5tO8Y/eOYG/TC9pVatGOzCsrLNCIrTzdPP1lpyXyNAQAAoGfilyx6nI0lRVLEmjwjIDUpKXYB9Aojs/prwbj5WjAu6EgAAACAjsFjz9DjHD9yrJLKGs6ziHTO+MnBBAQAAAAAbUALOXqElYU79Msli7WzulhHjRihMSm52rCnWOEsyWqlvOJU5aTF9zxrAAAAAOgOSMjR7e2trNClT/xdpan7lJQR1pr1m5UzOl2Zy5IVLvbW+cKpRzGoFwAAAIAehYQc3d6KnQUqrq1Qam5YzklmUkm4UhefPkvTNVJjBuZr5uhhQYcJAAAAAAkhIUe3Nyo3T7HavrMyUnXetKldHg8AAAAAdAQGdUO3Nzo3Xz+Yc7KsOlnRXuk5Kem6cPShwQbWQT74oECvLnpfRUXlQYfSIUrLqvSre57X57/+gP5w3yuqrqmVJL2+bZN+/85bWrx1U8ARAgAAAN0DLeToES6dMkPnT5yqp7esUUlNpU4aerAGZ+YEHVa73X/fq1p47yJJUp8+6frFLy/T6DEDAo6q7SIRp+u/9aA+3lAoSVq5dpuWvrNB866erltefa5uve/POUFXTO0dF1QAAACAtqKFHD1GWlKyzho1TZePm90rkvGKimrdf99rddP79lXqoYfeCDCi9tuybW9dMh619qMd+uOiNxvM++N7S7oyLAAAAKBbIiEHAhIORxQORxrMq6kJBxRNx8jpkx7zfv+UlIadcVJDSV0TEAAAANCNkZADbVQVrtEvVj+v6xbfr7vWvqTqSG1C5bOz03XaJw+pm05OTtJZZ8/q6DC7VF5upq66ZE6DeZ84brK+fsJ8JYe8r5vkUEg3HX5MEOEBAAAA3Qr3kANt9IMVT+rRjcslSa/u/FjF1RW6efqpCW3jKzeeqsNmj9WOgmIdfvjYHn3/eNSCTx2tk46dpDeWrde4MQM0ffJwmZlevOjTWrVrpyb1G6hRuXlBhwkAAAAEjoQcaKOXCj5oMP1ywQcJJ+ShkGnevIkdGVa3MGxovs4bmt9g3oicPI3IIREHAAAAouiyjh5v6+5tKize2eX1Ds9smHAOz8pvZk0AAAAAaIqEHD1WTU2tfvjkV/Tgzqv0l22X63eLbpNzrsvq//6hZ2pkVl9J0tg+/fXtQz7ZZXUDAAAA6Pnoso4e65HF/1DamNVyTjKTyvq/riUbXtXsMV0zYNj4nIF66sTrVVpbpezkNJnFGl8cAAAAAGIjIUePtbfS66ZePw/eVrylS2MwM/VJSe/SOgEAAAD0DnRZR4919NgTVFu1/3nW1eXJuuvxLdqwtyjAqAAAAAAgPiTk6LGmjZmst342Q5vfGKxNrw/RW3dMV/k7NfrVq68HHRpiiEQiKti6VxXlVUGHAgAAAHQLdFlHj7Bp+1797P4XtL2wRPNmHaTPXjBXoZCptiBPq+/JrFsvMti0t6IiwEgRy4Zthbrx2j+pfHOpklKT9PUfnKd5p0wPOiwAAAAgULSQo9uLRJy++NP79eZ7G7WpYK/u/+8SPfjUUoVCpuu+eELdeuEUqejgFJ0/bUqA0aIx55y++N37Vb65VJIUrg7rp99+VNVVNQFHBgAAAASLFnJ0e6t3vKEdhbUN5i19f70uP322Tj97lqYcMkIPLVqu8lzTidMmaN7Y0cEEipiKqiq1t3Cf+vjTTlJtVVjlpVVKTUsJMjQAAAAgUCTk6PYqkj9SZk6Fyksy6uYNG7b/eeNjxgzUt8Z8IojQEIfslFSFJ2VK64olSSapz/g85fbNCjYwAAAAIGB0WUe3Nzhzko6/8C31G1KktIxqjZ+xWZ8+c27QYSFOKUlJ+snnL1DR6XkqnpCitGP761d3X8Nz2wEAAHDAo4Uc3d6IrMN01vQrNGbEY0q2VB0x4Br1yxwWdFhIwLEjRuvVH9yosppq5aSmkYwDAAAAIiFHDzE9/zxNzz8v6DDQDsmhkHLT0oMOAwAAAOg2SMjRIz2x7k29sevPykgp1ZS8Y3X26Gtlxh0Y3UVNOKw1G3cqLztdIwfmBx0OAAAA0C2RkKPHWb5jm17f/RMN6LNPkrSh8lG9UpCjeUMuDjgySNLKwm369PMLVZlWKduTrMv7H6Obzjou6LAAAACAbocmRfQ4i7e/rwHZ+xrM+6Dk7YCiad7GvUV68eN1KiwtCzqULnXDGw+qMqtSSpbcwFrdv+01bdtdEnRYAAAAQLdDCzl6nAl5w/RGUaqy06rr5g3KGB1cQDH8a/Uaff3JpxV2TpkpKfrT+edo9vDhQYfVJXa5fd6zzXwuJ6zSiqrgAgIAAAC6KVrI0eOcOGq8MsKXqLgyUxFnStMUnTL82qDDauD2l15R2HnPSi+vqdEvXl0ccERdZ1pOwxHwB9TmatzQ/gFFAwAAAHRftJCjxzEz3TTrEjl3sZxzCoW633WlipqaBtPvFm7X+pI9GpPTN6CIus4vj7pEt779uFbt2abRyQP08/MvVCjEY84AAACAxkjI0WOZWbd9nvWCWYfqN6+/WTcdzi/RZ15+RM+ccV2AUXWNvmlZ+u3cy4IOAwAAAOj2ul/TItALnDF9vFKHlSq5f4XSRu5TSm6NNlfuCDqsXqM6HFbEvyUAAAAA6KloIQc6QVZKmpL71Ep9auvmDc7MCTCi3qE6HNbNTzyjJ1auVU56mr5/2ok6dfKEoMMCAAAA2oQWcqATDM7I1YKD5tRNZ4TS9Ps5nwowot7hb0ve1b9XrpWTVFxZpa/962ntLa8IOiwA6BVWFm3Unz5+Vk9vW6awiwQdDgAcEGghBzrJjZM/obNHzNSe6jJNyxumtKSUoEPq8TbsKWowXR0Oa3vJPuVnZgQUEQD0Dq8VrtE33lmo6M1A7xat1zcmnxdoTABwIKCFHOhEY/sM0GH9Rh9QyfjO8jJt21fSKds+5qBRDaaH5vTRQf17/8j1ANDZHt/yhuqPzPHE1rdVFa5pdn0AQMeghRxAh3DO6fuvvah7VyyTJJ0xbqJ+ceJpSurAx9KdMOEg/eTMT+jxFauVn5mhr8yfo7RkvsYAoL0yklIbTKeFkpVktNsAQGfjlyyADrG0YFtdMi5JT3y0Vp8YO06nj5vYofWcPX2yzp4+uUO3CQAHuqvGnqClez5WcU2ZTNIXJ3xSyaGkoMMCgF6PhBxAhygsL4sxrzyASAAAiRqbPVgPz/ma1pRs1tCMvhqe2T/okADggEBCDqBDHDlshPpnZGpXhZeEZyan6IRRYwOOCgAQrz4pGTq8H4+SBICuREIOoEPkp2fo0XMv0b0rlqo6HNFlUw/RyNy8oMMCAAAAui0ScgAdZlRunm475oSgwwAAAAB6BIbPBAAAAAAgALSQAwAAHICe2bpaT21drUHpffSZg49Rflpm0CEBwAGHhBy92uPr39OP33le1ZGwzhszXbceeqLMLOiwAAAI1LPb1ujLb/2jbnrJ7o36+/xrFeL/SADoUnRZR6/1YXGhbnrzCe2uKte+miot/OBt3ffhkqDDQhwKyvfp3rVv6ZF1K1QVrg06HADodZ7dtrbB9Kqi7dpeXhxQNABw4KKFHL3WfzauaTLvmS3v68oJswOIBvHaUlqkM5++V0XVFZKkR9et0F+Pv0RJIa4fAkBHGZzRp8F0WihZeakZAUUDAAcufuGi15rad3CTeVuKS7S+eG8A0SBej65/ry4Zl6Q3d27Syj0FAUYEAL3PNePnala/kZKk9KRk/WDmmcpKSQs4KnQ3zjkt3/uxnt6+RIWV9KA4EBVWbNb9657RvR+/rMLKkqDD6ZVoIUevdeKw8TptxEQ9uXmtJKcBGft01Mi39OlFu/TMabcoJZQUdIiIIdZxSUniWAFAR8pJTdf9xyxQYWWp+qSkKyM5JeiQ0A399qP/6OFNr0iSspLS9OtZn9e4PkMDjgpdIeKqta7w81q5a4me23So1lf208IPX9c/j7te+WlZQYfXq9BCjl7LzPSro8/RFZOW6Oqpr+n8CcvVP71CUwat0QuN7p1D2znntHFPkfaUlXfI9i466BCNys6vmz5j1GRNyhvYIdsGAOxnZhqY0YdkHDHtq6nQ3zctqpsuC1fp75tfCTAidKU9pQ9qU/Ei3bz8HL2882BtKumvTYURPbJxadCh9Tq0kKPHeOfNj/XBqq06eOpwHXL42LjKRBRWVmpZ3XRtdZIykqpVq6rOCvOAUlZdrese/qfe3rRVITPddNxcXXPUYe3aZr/0LP3n1Ku1eMcG5aSkafbAkYyMDwBAl3Nycg3nONfMuuhtqsPb9F7RcJWH99/K4lxIG4q4daGjkZCjR3jioTd114+eqJv+4i1n6PSLjmi1XJIla3D6DG3cvUpvPDRDuzflKymrVmfe2Eca3pkRHxj+tvRdvb1pqyQp4px+8sIinTZ5gobm5rRru1kpqTpp+ISOCBFABwuHi7Vm9x9VGi7TlL6XqE/auKBDAtAJ+qRk6tzhc/TYltckSemhVJ0/4piAo0JXyc04SQPS/tVk/vwhBwcQTe9Gl3X0CI/d/1qj6cVxl71w1G3a+NJx2r3J6wYdLkvWnb99gau8HaCwtGk39d0d1HUdQPfjXKUWfniV7t36ph4qWK0frrlZheUrgw4LaNbeqnJ9dvGDOuzfd+iylxdqS1lRoPE4V6NweJuc6xmP9PzyhLP0k0Ou1k0Tz9NfjvyqDs6hNeNAkZV2mE4fd7suHlMsk5NJuvzgQ3Xi8PFBh9br0EKOHiE1NbnF6RbLhjKUWjZC0ua6eTt3l6qmNqzUFD4C7XHa5Am6/+3lCvsXN8b176uJgwY0u/760uV6Z+9TSgml6+j+F6lv2rCuChVAB9hW/JQGJq/TsQN2KuKkxWVj9cr2n+m8gxYGHRoQ0w9XPK2XCj6UJC3ZvUnfWPK4Hph3VSCx1FS/p927r1QkUqCkpGHq2+9+paRMDCSWeJmZjuzfvWNE+9VUrVRx4ZeVpEpl5n1BadmXSJJyMufrx8fM17eOqJSTlJuaHmygvRTZCHqEBV86ST/86oOqrY0oOTmkK68/MaHyRx06RstW7U/ID5s2kmS8A8wYNkT3XXa+/vneGuVlpOvqI2Y1OyL6tor39fCmb8spIklaX7ZM1x10t9KSMrsyZADtUFO7WBPTd8o5KWTS3Ox1WlPZp/WCQEDWFu1oML2meEcza3a+oqJvKhLxHuMZDm9VcdEt6j/g0cDiORBV16zXjr3fUk14kypLjtCj98yUlKoLFszRxKkHZut/5f9n777DqyrSB45/59x+03tCAknovVfpoIiIFbG7dl37WlbXttZd3XXVte9vrWvD3rsiCNIh9O/GjMsAACAASURBVF5CSe/99ju/P27ahQAh5OYmZD7P44Pn5MyZl5By3jMz7zgK8RbNIVrvG1ypKnuM/OocuiXcVX9NuErEA0plJEqHMG5qP1776k/s3p5Hjz6JJKZEH1P7i2aPRNMEy9ftpWtiJNddOCFAkXY+o7qlMKrb0X+J7apcWZ+MA1S5S8ixbSc9dFggw1MUpRWF6hMoBRrXWRwapma6KO3XiNhu7KosrD8eWbv3ejB4PDlHPFYCS0pJdtGVON07ANBZ9xIat5MfPhjBqqVb+e8nt5DYJSbIUba9rZkP0zNExy/7U7AaXIzpkoPd9QJVNSMJtU4JdnidgkrIlQ4jMSX6mBPxOpomuGj2SC6afXwVwJWWizAkNHFObWemKB1JmPU0SqueAzwACMx0if17cINS2kyhvZID1aX0CU8gxGA6eoMAKLbXcPfv35FRmMPAmASeGj+LxJDDz9K4Z9ApSClZXbyfvhEJPDBkZhtG689imUV19Zv1x2bLrKDF0hl5ZWV9Ml4nvW8BANXd3Vyy7klCdkZwfrcJXJo+JQgRBseSPB33Zsxlb3kkANPT9/DQyV9SWPGySsjbiErIFUVpNbtyi7j/v9+xN6uYUJvgD7NHc/mFJwEwKHI6e6vXsaViITqhZ0r8VWoNuaJ0MCbjAFLiPqG86m2EZiUq7Cb0OvVirTP49sBG7lnzGR4pCdUJru49gdSwBKYl9sGka7t9zB9c9hPzs3YDsDhnL39e8h3vzLjgsNdb9UYeHT67rcI7ovCIh9F0ibicGzAaRxASek2wQ+pUNBGGQZ+Gy723/tz+XbF4IyX2S1yg17A7K3ll1/ekhyYwPq5f8IJtQxsKx7C3vKD2SDI/sztnFsQyMMUS1Lg6E5WQK4rSKoora7js6Q+ocbrAAnaTl1c/WkLfXomMGdEdTeg4K+VuTvXciE7oMWhqPZKidEQW0xgspqNvO6mcOKSU3J/xJR4JIKjywHNbFyMEDI/uypsTrsCgNV0/pLVtKvFfA765OHhrwo+VEAbCwm4JdhidlhCC5Jg3yCu9C5d7H7u2h/Pjx0Px9vAckhFtr8juNAn54LjuLKLA75zNbSU28vYgRdT5qG3PFEVpFRm7snzJeB1N4LYIflvqPz3MrAtVybiiKEoH4pFeHN6mt+nKKDnAyqLMNotlRJz/zKoR8e23EJfT7cHp9gQ7DKURk7EvqQnf0DN5I5PGv8yYl7bQ+9Z9iEY1bgAGRaa2STxr973Pv366lv/9fi12+9Y26fNgc4cPIjqkbjRc0CdRz8xhH2EyDg1KPJ2RGiFXjonD7Wbxnn2+6rrd0zAepqK20vkkRDVawyclCIFww5CBXYMXlKIoinLcdELDqGk4vTLYofDI2FMQAjIKfGvIHx17SrBDatKLvyzjv7+tBODaSaO45ZSTghyRcjCraQh/Gvgciwo+oFc4rC/T45GCud3GMyomcHttSyl587c1vLFwCaV2D66Q/niNsCr7BZ6b8wQ6fUTA+m5KQngoX95wGT9v3YXVaGDmgN6Y1U5EbUp9tpVms7lcXPLOR2zK801rGZ7ShbcvnoNRr76MFBiclsQ1M0bz2k8rQQiMlV5mDO/NqVMHBDs0RVEU5TgIIXhk6Ezuz/gOLwKBF4mv1P6omFRGx6a3WSzhRhPPTGwfa8IPZ3VmFi//urz++JUFKxjToyuju6sX1O1NuCmV2V3vadM+f9u6h2e+XQyAQGCoAEeU5Ie9vdi0/22GdG/7ZQ1xYSFcPHpIm/er+KhMSmm2n7fvqk/GATKycvht915O6dMziFEp7ckts8dzxfSReL2SiBA1LV1RAmVp7n95be8SKj0mUkyV3NLnH3QPD952TkrHI6VvtFs03sPuCM5OHc2Y2FT2lM2nq9XMxqo0TDoLkxJ7tdn68Y5iX3HZIef2F5ephFwBYNMB/7oHAtA8AqmTCBESnKCUoFIJudJsdveh68ecnqbXlCmdV5glOFvhKEpn4XBn8/SuDMrcvv1yS1yhPLf1Hp4bMy/IkSkdxRs/reT1H1YihOCPp4/j0mnDm9UuKSSBpJCLAegWFcgIO7bR3VMw6fU4ap+bTHodo1QyrtQakprkdywBrx4u6rOZgakvNvs+UkpcHo+aqXoCUP+CSrPpw91g9ICz9k24yYMhzHvkRoqiKEqryqtcTpnb6neu0msg17abJEuPIEWldBRrdmbxwhe/I7yAF575cCGRVhOzx6rlRa2la3Qkr199Lm8sWgPAFROGkxoTGeSolPZiYt90/nLWFOYtWUeFq5q0Lrn06yK5YdKTaFrzthpbtS+Luz79nvzKKib2TOOZObMIMwd/QGRLSQEPLv+JvOpKRsSl0Cs8jl5RMZya1rPZs3E6I5WQK80mNYkuvQpZYQABIsyFR6iEXFEUpS3FhQzBqv1Kjbfh4csoPBQ7slRCrhzV7txihAe0RhPcHn3jJ6YM7kmoNfgP9CeK4anJDL8s+egXKh3e/uIy3v49A6fLwwVjBzMgJeGobS6dMIxLJwxrUX8er5c/ffwtxdU1ACzetZcXf1vOvadObtH9GttXvZ2dVeuJNSYxOHI8mvDfkMvp8bC1sIBYawjJ4eF+H3N5PVz9yyfk1lSCB7JLtgHbAbh+yCjuHXv88Z2oVEKuNNu0pD4khoSRr6sEIMUayYQEtX5caVtffrGGd99ZAsBlf5jAmWc1b6qlopworMaeXJkSywe5uVS6zaSYSrFokhRr32CHpnQAqV0jEQftxOXxSLbtL2Bk3xNrWrXbayOvZgEgSLROQd/M0UdFaa7yGjsXv/QBpTU2AL5Zt5XPbruMtLjAremocjjrk/E6e4tLj/u+W8pX8fa+f+KbRA97a7ZxdvK19R8vrK7m4k8/ZndpCQD3jJ/I9SNHNXzcVu1LxgE8GtAwIv7mxgzuHj0RnaZ23G6KSsiVZosyhfDRlOv4cv96hBCc020oYQZVuEtpO9u25vD8cz/VHz/37x/p3SeRvn27BDEqRWl75/Z4hIHxq1hW9AUaEUyMv4BI49FHZZT2zys9aCJwRdKGdksGi4SahodlASTHtu1WS4Hm9tpYnHM5Fc4dAEQY+zChy1sqKVda1fcZ2+qTcQCH28P8zbu4esqoI7Q6PuFmE4O6JLAxp6E43IQex79v+vLiH6lLxgFWFP/E7KQr0GsGAF5fu6Y+GQd4aunvzB0wkGiL73sq2mQhyRrmS8qF360w6XVqyvoRqIRcOSZx5jCu6T0hYPf3eL18tGYj2/ILGZWawukD+6hvYKXe7j0Fh5zbs7tQJeTKCau4tIpPv87A5nBx+smD6JkeX/+x3mGj6B0WuIc+pW0VO3J4K/NvlLlyMGvxXNn9QbpYUlq9H5NOz91XTeWpVxZC7Uj5BacMJSk2/IjtOpq8moX1yThAuXM7+TWLSA49NYhRKSeanZmFDQdSghA4bK6A9imE4OWLzuKZ+b+TVVrBtD7duXT00OO+r0EzHXRs9JuyXm63+33cKyVVTgc6r+De175l+db9xCaHEDkgjkJHNeVVLlxeLwK4Z8wkNPU8f1gqIVfalSd+/I13V64D4MM1GymqquGKcWpKsuIzoH8ymibwen2vXTVN0L+/SsaVE5PD4eLmv8wjO9e3hdI3P27g1Wf/QFrXmCBHpgTCu/v+RZkrBwC7t4AXdjzE3we/FpCX0hcMG85ZLw5iV3YhaQkxHXLt+KKM3fy2ZhdJseFcfNoIrGZjsENSOqGe8TEYVkhcoQKEQGeTTO0X+FoecaEhPHFW675cOjlhLpnVW6jxVAKC05Ou8Jutc26/AXyyZTOe2i0Tx6V0pWt4BH97fz7Lt+4HoCi7mhRHBKseu5lCWw3rC3JJj4iiZ5T6vXUkKiFX2pUv1m/xO/5ywxaVkCv10tLjeOiRc5n33lIALr7kJNLS49qs/48yNvLpus1EWc3cMW0CveNj26xvpfPZtC2nPhkHcDjd/LZkO2kXnhTEqJRAKXbk+B27ZQU59iKSLS37Gedx78FR8QTSU4DBcjaGkCv8knuz0cDA9I75QvPHZVv56yvf1x8v3ZjJG3+92O+aROsUwo29G01Z70uCddIx9bP01y189vYSDEY9l1w/lYEj0o47duXEcuakgfywbCtb9uUjgfMmD6ZvavxR27VHSZY07urzPFm23UQbE4g1+W/PNio5mY/Pv5Dvd+4gLiSESwYNQQhBZm6J33VZReW4PV7irSGckqZqTTWHSsiVdiXaaqHK4aw/jrKqtV6KvwkTejNhQu827/fnbbt48Ntf6o835ubzy81XYTEY2jwWpXOIDD/0519khLWJK5UTgVWXTLVnT/1xhctCmL5l/95SOqkpvhTpyQLA41oLWgRG67mtEmuwvf71ivr/l8DmXXkUl1cTExFSf16vWZjY5X/k1ywCIME66ZjWj+/YnM1jd8xD1s7I2rJuP699dRtxiWr7MqVBiMXI6w9exJbMPELMRronx3TopZZWfRi9ww4//X1oYhJDE/0T9XH9U1m7K7v+eESvFAz6wNXBOBGpUndKu/LQ6dOxGn0JTkyIlbtPOba32c0hpeTDZeu54fXP+fsXCyivsR+9kdLpLcvc73dcVFXD7qKSw1ytdGQuj+foF7WBHunxXHhOwxrx4YO7MXP6wCBGpATS1T3uxeZOpNJlIs8WzozEywk3hBy9YRO87v31yXgdj2NJa4TZLtgbfY/W1Y5yumxIKf2u02sWkkNPJTn01GMu5rZxdWZ9Mg7gsLvYvjH7CC2Uzkqv0xjcsws9UmI7dDLeUlfOHMUNZ4xjSPckzjxpAP+87vRgh9ThtMoIuRDiH8BIoDcQC9iAfcAXwItSyuIm2gjgD8CVwGDAAuQBq4AHpJQ7Dm5zmL5DgXuA84B0wA6sAZ6WUn53mDbdgfuBGUACUAIsAB6RUm5r3t9aCYTxPVL57fZrySorJy0mKiCjjx8u38Djn/9af7w9t5C3/ji3U/4QVZqvZ5z/+ieTXkdyxIlVBKmz25lbxJ3/+5bMghIGpybx7BWziY8IDWpMN145hTmzh2Ozu0hNiVY/p05QVc6dZJY8xunR2Uj9FAbH3kisqeVrLjVdEogQkNUN5wy9WiPUdmHmhH68+elyNC+A5JLpm4h2jcVdEIsu8ik008RD2tjcTvZVF5NijSK0GTvEdOvuP+1YCEhJV8uUFOVgOk3j2tPHcu3pY4MdSofVWiPktwMhwM/Ac8B7gBt4GNgghPDb2FIIYQa+At4CEoH3gX8Di2hI7I9KCBEJLAMewFcr9P+AT4BBwLdCiFubaDMcWAtcBeyojXchMAdYLYRQX01BkFNUzj8/WMBj7/zMgbxS+iXGB2wq8MIte/yO12Rm8+DHP7Ezrygg/SknhvOHD+KC4YMw6HTEh4XwzLmnqyUVJ5j73/+RzALfrIcN+3J58ouFwQ2oVkJcOGldO/Y0SOXwpPSQkX8TpfbVOL25uJzzqLB9elz3FFoI1qj/IHRdAAMGy3kYQ65qnYDbgetmjeWSs0cRlxrB3ZdtYsKUxax0wDp7EVUlNyGlw+/6zWXZnPbr01z4+8vMmP8UK4t2H7WPkRN6cckfp2K2GAkNt3DzA2eS1vP4thbcWp7Nf3f+ytdZGbi97WMmjhI8UnopqHqfPUW3k1fxGl4Z2OrsSvslDp7e06KbCGGWUh4y71cI8TfgPuAVKeWNjc6/BNwIPIFvNNx7UDuDlEf/qhRC/Bu4DfgMuEBK6a49HwesBJKBAVLKnY3arAWGAndIKZ9tdH4cvhcCmbVtWvxdIYRYM3z48OFr1qxp6S06lUqbg7kPv01BWRUARoOOeQ9cSnpidED6e/zzX/lg2fr647rvgFCzkS/u+ANJkWEB6Vc5MUgpVWJ0ghr9lxewOd31x72TYvn0z5cFMSKlM3B4ili43395Vrx1GsMSXmyV+x/8M0tKyS9bdrExO5/BKYlM79ejQ/9M25g1jjJ3w9ZToQKGpiyqfRnhc8XSV1lX2rDsKNJoYsHJ9zfr7133nHy8n6OVxbu5edVbeGofeWd1GcpjQ+Ye1z1PBB5vNTuK7qPUtgiLIY3esf8gxNh6dWI83nJyy99Ah52Y0AswGrq32r2PV075C2SXP11/HB/6B1KjHwWgwlXJgZocUqxJRBjUbLz2asSIEWRkZGRIKUccz31aZYS8qWS81ke1f9bPkxJC9AD+iG9q+v0HJ+O192tuMlxXneSvdcl4bftC4GnAUNtXXd/d8SXjBfhGxhv3uQz4sjbWmc3sX2kFa3dm1yfjAE6Xh9/WHf3tdUvdPGMcw9N8v6jrX0cJqHI4Wbw9M2D9KieGjvzgqhzZSX3SDjpODU4gSqdi1KIw6/2rnYebWq9WwME/s15fvJrb5n3Da4tWcev7X/Pmko49eGA/aGDJLjXQ/Eeyc2z+9T4qXDa2VDTv970QolV+7n+2f1V9Mg7wXc46Kly2475vR7e37FmKar7FIyupcm5ka8FNh9QCaCm7u4q7lt3M7F9LmTXfxlNr7sLpaj/PecXVX/of13wFwNKi1Vy3+m4e3fIs16++h0WFy4MRntKGAl3U7YzaPzc0OndRbb//A8KFEJcKIe4VQlwnhDjW2viJtX/uaeJjdeemN3H93qZeBBymjRJgcZGHFq2JjWhZIZvmiAyx8L8bzuf5y2u/PBv9no0LC1y/iqK0b49fNIMLxw9hePdkrjtlDLfOGh/skJROQAgdwxNeJtI0DJMugW7hF5Me0frTy73Sy+dZH/OfJQv9zn+4ckPTDTqIaOsZBx2fghD+FZ4HRvqvB7foXVS6awIem1+fOv9leHqhYRCqEnW1c6vfsc2difegJQct9dSGJ/kqsx9llSGUVoXw2vbRfL37P61y79Zg1CUcdOz7On11z3vI2iEjieS1PfPaPDalbbXqtmdCiLuAUCAC31rwCfiS8ScbXVZXMjYC2A00rloihRCvALdKKZuzuKYISMJXzG3LQR+rm5PS96DrAVKFEEIe+gquqTaHJYQ43GvlZrVXfPp1S+DKmaN484dVAEwb1pNTR/dp8lqP9FLtdhCmNx/XG2shBFP79+CCcYP5cLnvYeTsEf2Z3Lf9TGVSFKVthZpN3D9nWrDDCAiv9OD22jBoIWqWRzsUZuzNmC7vBbSPBQW/8H3eN6DrQ+PHv1CTqVX7kVLicK7G48nDbBqHThfYQmjp0X9Gr4VS4cgg1DiAbpG3HHLN3f3PZHPFv6h0eTFoHtLDwhgS2XSRO5vHRp4tnwRzPNYWbjvXlCt6TOb3wh2UOH0zAm/qPQOL3thq9++owk2jKLc3bGMXahyITjt60b3m2FZag8fdsAxRSsE3+2FOO3lK7xr1V3YUXoHLk4teiyI1+u8AOLz+LyRcXmdTzZUTSGvvQ34XvqrldX4ArqidQl6n7jXlo8AvtW32AqPxFWW7ESjEVxDuaL4BrgUeFkJcVJfECyFigDtqrzEJISxSSpuUcocQYge+onG3AM/X3UgIMQY4q/Ywqll/W6XV3HLOBC6ZPhyn20NidNNruNeW7OOu1R9R6KhkYGQyz426mDjz4dd7P/v+Aj5bsREzOu6eM5VTJvX3+7gQgr+eM50bpo9BAvHhwa2mrCiKEgi5NatZnPcgDk8p8eYhTO7yD8w6tZdyZ7O7ahcA6QOz2boiHa9Hh9mg566Zh1YkPx6l5Y9TUfUyAJoWTWLcFxgDWOFdE0ZSo2474jWJlhjeGHs7P+etwKDpmZU0Hovu0BcRuyp38fSO53B7y0k1VzExdgJj4q7ArD/+mjapIbF8Nul2NpUdINESSXpo3HHf80TQLfJGvLLGt4Zcn0b3mL+22r1TQ5NZghvfAkXfi8g+kU0P+ASD1diHwV1+w+nOxqhLQqt9EZFq7cqe6n3113W1djncLZQTRKsUdTvkpkIkACfhGxkPA2ZLKTNqP7YS3yh5FtBbSmlr1G4IkAFUA7FSyiO+EhJCJALLgVRgEzAfsOJLrCvxjZ5bAVPdvYQQU/C9KDDheyGwDkjBtx59G74t2JZJKU86jr+/KurWyqSUnDb/WXJsZfXnZqcM4e/D5jR5/ds/r+KJ3xb79ikBTOWSb++9kuQk9a5FUZTOQ0ovn2Sejt1TWn+ud8S5jIm/O4hRKcHwY953fJr1IQBOhx5RHcOTYx8gIbz1CkZ5PMUcyB1EowothFovITb6X63WR6B43B4eXnUr0pJFD2shJs03UTNEn8RpXd/FqFMv7Tsah8fFWd8+yrYS379dt1A3P5z1Z6yG9j0zwea28eyOV8msPkCqNZnbe19HiKH1Zmsorae1irq19gg5AFLKfOBzIUQGvq3F3gbqKpTUPRX80DgZr223XgiRCfQA+gHrOQIpZZ4QYhS+bc/OwDe6Xopv5PwxfGvCyxsn9lLKhUKI0bVtJtf+dwB4vLa/L/EVfVPaEY/0+iXjANnVpYe5Gr7esK0+GUdKHBGCtduzVEKuKEqn4vLa/JJxgCpXTpCiUdqClJIi21ZWlezFZEhgYtwQjJqe6fEzKHEWs6ZkFVHWKC4ZegUJIa1bvdntdQESKRt+BWdW5RIbmE1TWtVHX9zEjJG/AOCWGgWecDzoqHbnklOzhLSwU4McoXKsTDoDP5z5GBuLs3F6JENju6DTAl0+6/hZ9Bbu63/Izs3KCSygX5VSyn341nYPEELULSLaXvtnWdOt6hP2Zm3wK6UslFLeJqXsLqU0SikTpJRX41tXLvBVcz+4zQYp5fm11xqllD2klI8BdW83DmmjBJde0zEx3n/K2+TEw087Soxt9JAhBEhJ356Jh71eURSlo/JKD3k1Wyi2Zx/yMaMuhATLML9zKSET2io0pY15pYM9BRdRUnwy6d5r2JD3F+5d/1880ote0zMnaSx3pvXh9NjexBqPb0/tphS5TMwv7lWfjNs9ehaWDm/1flpbVU0BycN/qT/WCy+hwk7dJFKDdvwFXytcZSws+IElRb/i8DS9OZHL5cHZaOvF5vJ6Jb+s2M47365iT1bR0Rt0MoNikhkRn9IhknGlcwrICPlB6hY+1BVpm49v/fYhe3oIIUw0bJG29zj7vbb2z2ZVSant+w+AF/jgOPtWAuAfw+fy8vYF7K0uYlxsDy7pPvaw195z5hRWvZhNudNXGOO8AQPomaLWaymKcmKpcuXzzLYbqPT4qjXXOGPoZ7uUGEsYZw3tj9VoYHLSk6wvfpVKVzYpIePpHdH0Uh+l46uo/hi3cxFSgiZgQuQulld/zId7vqVH6Eh2Fc7n6czJuGQ+Jt3f+Mfwi5meNKDV+o8zhfF23mmsLE8lxljNmvKuzEkf2Wr3B3B4HLy78Sdyy6o5d8BJ9I/rdtz3FJodoeE3sq8JiRCQZD2JJOuhzxultiXkV32Nx1uBR0QQbZlCymFG0cucJTy59Q6qPb5dfRcVfMVdfZ/CoDVUXn/kk7fZHrsYvcGDsziWt09/FKOuecXNnnjjZ776bRMAL330O8/cdTYnDUo/lk+BoihBdNxryIUQfYEyKWXeQec1fNPG7wOWSinH1543AlvxjWCfKqX8uVGbx4H7gd+klFManY/Atx68XEqZe1AfVillwybWvvPXAK/iWx8+uvG+5kKIEMDeuIq7EMKAr6DclcBLUsqbW/4ZUWvI24tqh5MNWXkkhIfSPa4DzJdTFEU5Rh9mXs/GygIaF05fvr0HWRuSGdo1iXevPl+NCnUiReXPUFzhW6/tkYIMRwoeGrbW+iW3DxmlqfXHRp2Xb6fdSRdrRKvFkFG8j4fWf0G+vYJTuwzkwUFnYNS1zviPR3q4+IN/sWmDbw2wTu/lpStPZ2L34yubLaXktw3no4tY6+vHLViQ24+qEAtPDX0fTfPfnqzUtpwN+ZdTt1Ze4MUs3FTpr2Ba8sOH3P+rA//g50L/7eWu734LZUWJfLdxB1F6QVbyG1j0vsdVr4SKgl7855Qnjhp7ZbWdk//4st85d4zG8qdvwaBT26opSiC1pzXkM4GnhBCL8G1jVoyv0vpkfNuI5dEwWo2U0imEuBz4CfheCPE5sA9fobdJ+CqsX3dQH+cAb+Lbu/yKRuetQL4Q4mdgV+25ifgqtu8GzmmcjNeaCrwmhPgF39rxcGAWkAZ8i6/qu3ICCDEZGdfj+N+cK4qitFeFjjIO3sUsMqKaLGDdgVw2ZeczpGtSUGJT2l6Y5TSKK54HnDik3i8ZB4gz+41f4PFKvjmwiev6jG+1GIbHpPL1tCNXPW+pbWW72Lyx4dHV49Z44ddFx5SQlzmrWbF/I3k7s5jYewzde3RFCMGkwe+yaOcDrM1bxz5DNKWmUM6NG3dIMg5QWPM9jQvXSTQkYLd/SrX7bkIO2i7N42k8ZuWr+P3TpvW89vUyBBDbtYRxqQ2Pq5qASmOxL16HjRe3LCaruoxTU/pyTtpgv3vrdJpvgWaj8TW39PLOhnVcNey4coRW45USTW23qCiH1RoJ+S/Af4HxwBAgEl+V9B3AO8DzUsqSxg2klL8LIUYCD+FLkCOB/Nr7PCalzGpm3w5808snAKfUnttde99nDh45r7UDWILvhUE8YMNXzO0R4G0ppbeZfStHIKWX3eUfkF+zhFBjN/pF3YhRd/gtyhRFUZRjNzjiJH4qXNi4hiVFeQ1bmlmMhsO0VE5EJmM/usV/TnHVu1TabehcO/HI6vqP59n8i7h5pcCia17Faa+3gtW7/s2aA2X0SezB1P434Juo2HaMmgkpD0rsDj4+gi3l+/jT6pdw4gWjZHnBZwxe05cbzv8rmjAxpfdT9O26j63lK+kWMoAeYf7bpa48kMX323fQP8FBvN8jjUQATqnD5rEdkpCPih5PRvm7lHlCAEGKsYKPfnBQF7mtomFqet20ebMwIKXkut8/JKPY91j8S84OAL+k3Go2YuhuwrXbt0TPq5PUJAj2Vx6uVFPz+GbQOvGt6GyZbaW5XPzrW5TaJRFGydvTnwF5egAAIABJREFUzmdwTOC2wFOUjuq4E3Ip5Sbgpha02wJc0Mxr3wLeauK8C7j6GPvdAagFdAG2q/xdNhY/C0C+bSmVzr1M6PJKkKNSFEU5sUxKuo18ZzEZZVvwSsH+7DTydvrqZcwZPpBe8TFBjlBpaxbTMFJMw0gB0uxbWFn4b+yeUrqHzSTZMpg7Mr7FIyVISLd24ZzUwUe9J8CXq+/n3h/SkYQBTm7Oe4FbpgdmJPxweoanMnyQiYyNvs1zNE1yy9SpzW7/2u7vfMk4AIKdtgRG9P6R7QVZaLKS6NC5JIacS6Il9ZC2y/bt5w/zPkFzgMkcyV9mppAckQVIDMKDW2rkeKYRYzx0iVxy2Byu7pbHhtJvMGqhjE34K594V1JXXqm63Mr2rcn07puNEFBSE8Ijw+6kxFFTn4zX+Tl7+yGj5DfOHc9DX85H5xC4QgVek+TsPv2a/Xk5mNu1narS6/G4d6EzDCEs+lV0umPfC/sPC9+k1C4AQblTcOWC91lz3kMtjktRTlRtUdRN6YRyqxf7HRfYluORTnSife/9qCiK0tHMTX2UubX5g2OAm9V9sgm3mBjYJQGhpol2arHm/szq+l+/c+u6jGBtSRYOr4eRMV2btb5bSg/vZphrx4F93lrl5JbprR7yEQkh+N+FN/Bx/xVklZQxe8AI+iTEN7t9tdu/urlXCgZE5lJtPwBApWMJei2cCMvJh7R9ZtHPmPNB8wrAxOMfnc7Ht00DfT7bKlZgMfTj6q5nNfk9J4QgLepm0qIaShRdNcnLC98urf+MRldP4k89J1BoL2VgVG80TcPhcROqN1HldtS3a2q9/8UDhrK/opw31mVg0AR3jR3P0IRjT6DrVJXdgcftWwnqca2nuvwBwqPfOOb7lNi90GjZRJlTj1fa0UTzitUpSmehEnIlIEIMyRTZV9cfm3XxaKipk4qiKIFkMugZ3/PQ0T1FqaNpGiNij62+ihA6DAcl7gZd277sya2q5KPtG9GE4IK+g4i3hh7zPeZ0ncTft8yrP+5qLcWk+W8zVmFb1GRCvm9/EZrXN6ggkRiqNDYWlHHhwJkMiJ55zLHcMGkM/ZPi+G7DdoakJHHR6CEIIUgKadiOzqTT8/TYs7hz+ZdUuR0Mj0nh5v4Tm7zfX8ZN5i/jJh9zHE3xujOPeNxc8VYPuVUNCXmcpQZBy6fAK8qJSiXkSkAMiL6VSmcmJY4NmHSxjE54Qo3UKIqiKEoHdfPk6dzw8VqcHj0Cye1Tx7VZ38W2Gs78/B0Kbb718PO2ruf7864gwnRsI60zkkYQbjDyv62vYNaVMFgrx/co3JCUmwxpTbaNDHGQj/8sv8SQ43uMntyrO5N7dT/iNdO79GblWXdQ6bITbbK2ybPUpqwZbM7cS/+u2QxMzcVgalmi/86US7l84VsU2IzEWWp4c+Ip6llQUZqgEnIlIMz6aCYnv4VbVqMX1jYv/KIoiqIoSuuZ0Ptkvr9xJBuy99Ejrgt9EuLarO9f9u2qT8YBcqorWXhgD2f17H+EVk0bGzuIsRMbtgkrrf6a/aX34fFWEG09m7jQy5psd+uMfjzw2n6kR0MgiOtWzuS0Ccf+l2kBo05HjC6kTfp6/ZtveW9xDCXVqYSa7Fw9uYArzrivRffqEdGDxWc+ildWoYkQ9SyoKIehEnIlYIQQGMSxTylTFEVRFKenEKc7F6uxD9pxVHpWWk9KVCQpUZFHv7CVhRkP/fdv6lxLRIWcQaT1dCRutCPUuZndfy7ht3zPlxnLiAu3cMvkO07I0d7vM5ZRUu0rBlnlMPPJqnCuOKPlibQQAp1Qu+woypGohFxRarm91RTbfkOgI9Y69Yi/mBVFUZTAKaj6jN3Ff0HixqRLZkDCe5gNx7buWTlxnJLWk8ld0/ntgG8t8ympPZmckt5q9xdCQ3D03/mT0k9jUvpprdZvS3i9Xj56YzFLf91CfFIk1945k4QuUa12f7vLPzUoqbaCtIMaYDmqjJJMlhftIjUkltO6DEFTMwKUZlIJuaIAbm8Va3IvoNrlqyoaYRrGsMS3VVKuKMpxWZ+fx6aCfAYnJDIoPuHoDRS80sWekoeQtet6HZ5s9pf9i95xzwc5MiVYDJqON2fOYVNRPpoQDIiJPyFHp5vjq3kreOv5nwHYsSmb3buzef2zO9C01kn+xvSKJGulrD+e1LcUoalk/Gjm523i7rUNBQM3lO3n3gFnBTEipSNRCbmiAAXV39cn4wDljrWU2JYSa50SvKAURenQPtqykXvm/wSAAJ4+5TTO6Xvsa147i5XFO/jswDJMmsYQs47ERjOS7fb5SG+VSgxayO21U+06gFWfgkFnCXY4LaIJweC4xGCHEXS/L1nvd5y7p4yswly6JSS3yv0fuOw2kmPfZP2evfRODuPa2Q+0yn1PdJ/uX+l3/PmB1dzVbzYGTXeYForSQCXkinJY3mAHoChKB/bSqhX1/y+BV9asVAn5YWyvyObOjDfw4huZW6Y7mT+nfUOIzglApKjEZf8Ro3VOMMM8Lg63m7dXrGV/aRkTe6Qxo1+vNun3y52f8nnON0RaavB6BefGD2ZK95YV6VKCz5Ti8TvWwj2U6AvpRusk5EIIrpp1VavcqzOx6v1rGph1BnSddBaHcuzU4gZFAeKsp2LVp9UfhxsHE21pm+qpiqKcmLSDHsYOPlYaLC/eXp+MA1R7dOysTsKIRjedm3BN0tEfWe7+4gf+Nf93PsrYxC0ff8Pn6ze3Sb+fZH9Hn7h8EkIrSQqv4LuSDNzeijbpW2l9Z14xEsvIGtBJ9PEu4m4qJSW0dZJxpeWu7zmdCIMVAA3BnX1nqTXkSrOpEXJFAQy6cEZ2+ZTCml8Q6ImznqzWjyuKclxuHT2OO3/+HokvGb951Nhgh3RUm9fu452X5lNjK2HmeSGcPPtUjIYj75PcGpIt0YecKxdmVtq7MtmSQ4QxHYP51IDHEShOt5sftuz0O/fVhm2cM2RAQPudl7mUA65IivOtDIrKIdJoI9xsw+XJR6+FB7RvJTBGJ43misdymF/wCybNxNyuVxJrarst6JSm9QpP5MvJd7C1IocUSzRdrK1XaE858amEXFFq6bVQkkLPDnYYiqKcIM7p25++sXFsKSxgUHwCvWNigx3SEZUUVXL/H9/CbnMBsGNjGTrrBUyc8jxW07iA9j0tYTAZJbv5KnslAi9DI7OIMNgByBYn0z/2XwitY659BtDrdESYTZTbHfXnYkKtAetv5558Plm2ms/sK/B2MVPpNlOWb+G05C3YXAZM+tSA9a0ElhCCs5LP4azkc4IdinKQMIOF0TE92qw/t9fNB/s/Yb8tmxFRI5iRMLnTFjvs6FRCriiKoigB0i82jn6xHWP0aufm7Ppk3EeSvzeMwtKnSU38JKB9a0Lj7v5zuL7nNN7NvBCBs/5jYebBh03Gl2V9zLrCJcSbUjir723oNUNA42wpTQgeO+MU/vz59zjcHrpGRXDblJMC0teipTt48MkvQYKVMBwn2XANdeDwGsirCWOMaayaAaYoHZyUkr9ufogCRzYAu6o2km8v5A9pc4McmdISKiFXFEVRlDayeO9eMvIOMDQxmclpgZ8Kfiy6pschNIH0SoxmF+PuziTDnEr1zkKGVd7P2F5/C3gMEcYopifezsL8p/FKN/HmvgyLvqjJa3/Y8QKfVaz2HdSUsnfVDdw55rWAx9hSp/brxbj0ruRXVJEaE4VRF5jqy6++u5hGy/ExZphwDXVgEDoe7P8KiaGRAelXUZS2k+/Io8CRjZQgBGgCfi9apBLyDkol5IqiKIrSBl5euZSX9v6E26vDnONkVnZfnhh/SbDDqtelWwx3PnYurz79GaYzq/i/gtH1H7ukei39U3YTbgn8dMy+ETNJD52A3VNBuCERcZjCSKsrlgENI+I7dE7KKyqICG+/a6PDzWbCzeaA9uF0+1fhlgIihJWHh52rknFFOUGIJopcGtvpDCHl6FT5P0VRFEUJMCklz+5aQI3LhNOjp8Jm5fPsXVS6qoIdmp+TzxjGhwsfY2d0gt/577L6UuPIa7M4TLpQIoxdDpuMA5il9Du2Cjce12Eu7kQuPHdU4wFyhN7IeyNvYVJCv6DF1J6UVNVQUlUT7DAU5bgkmBPoFzaIuiXjUgou6XZxcINSWkyNkCuKoiidktvlJndPPtFJUYSEB67AFkCJw4Zb+ieXDpeRDaX7GR/f/vYmj7LEklvTkLREGB3Eh48KYkS+lxpevOiEb6r35NA5FNg+ocxrQocXm9PEZZsf4dyUKVyVPrvTFjc6Z+YwdEY9H36zBmuokRsvnkRSbPudNdBWpJQ8/tUCPli+HoALxgzmwbOmddqvE6Xju6P3HawtW8v+mixOihlLvDk+2CEpLaQSckVRFKVDenvFWt5buQ6r0cAd0ycwsWdas9vm7S3gnhmPkbMrD5PVxH3v38ZJZwYu4Qw1GKlf7FdPMiA8PWB9Ho9/TT+PS758n1KHmxC9h4cnzUXTglcI7Pei5fxv7zzsHjtT4idwZdoljOp3HrGZffhm34d8J8rxogM8fHRgPgPC0xkbOzBo8QbbmdMGcea0QcEO45hJKfm/HYv5NGMl4XaNv8w6l1EJaa1y72W79tcn4wAfrtjAtP49mNC7de6vKG1NCMHwqOEMjxoe7FCU46QSckVRFKXDWbQzk7//sLD++JYPv+bHW68kISy0We3ffGAeObt8U7AdNQ6eueYVxuWPDNhomUmn5+buY3kxczkgAMnUsK68t3AtK3bsp3tCDLfPnkhESGDXF9cprqnhvh9+Zl1OHoMSE3hi5inEhYbUf7x/bDzLLr+ZrIpyoixmzHrf2kSn18MTG37gl5ytdLFG8siw2fSNSAxsrI4S/m/3m3jx4vEKfslfTM/Q7kyOG096+iByKn/HW+o/9X9j+Z5OnZB3VN9mbeL1Jz8m4u08KiTc02M97y15hqT4mCO2yywv4ck1C3B7vfx5+GT6Rh86UphfcejykPzy9rVkRFGUzkkl5IqiKEq74fbWkFmxGbsMIz20G6GGpqeSr8/2X89sd7vZkV/U7IS8JLfU77i8qBK3y43BGLiiOHeeNI0rh47hh+1bmJzek8+XbeX/floBwLq9ueSVVfKf688NWP+N/fWn+czftQeAhXsyue+Hn3n1vLP9rtFRzAOr/86qkjhAoK8QzB3ak0+ztwJQ5KjmxmUf8POpt6I7wlrv41VgL8AjvRyoiKS4xooA/uddwuS48QCkWOLIKN3u12ZIZM+AxXM0pbYFZJf/HwCJYX/ExQhiLVYMWmCqqp9IVu7YQcTbeYjaRfC63TW886/Pufuf1xy2TW51BTO/exW38BWzW/Tjbn6adR3pEdF+153UM5VQs5Equ29LvVCTkZN6tXw/do/XyysLVvDbtj2kREdwz6zJJEaEtfh+iqJ0XiohVxRFUdqFLYWvEeX4G3Gam/2OcG7ePpZZXeZwfrdZh1w7qIt/0TGjTkfv+Nhm9zXt4omsW7C5/njS3HEBTcbrRFtDuHjYKEptNv43f5Xfx5bv2I/XK9G0wK9p3Zxf4He8MT8fAK9XIoRvKuQDK+5nVWm6b0AfcEdIPl60B313F17h+1zl2sopcdQQZ27ei5CWiDSaqHAYKbebibbYkMCqQsnWslz6RSZxadpMVpVsJddeDMC0+JGMjgnOuvwa1y4WZd/BTnsc1XYDX2//hUL7SiwGyZunzGVcUvva6q69SSeCZf61+tAq3Eds89qmVfXJOIBXeHlxw1Kenjjb77qEiFDevf4C3lm6FoBLxg0lKbLlCfQbi1fz8q/LAdicU0BWSTkf3nAhmnrx0iqKbNV4pJcEq3rJUaegqordRcXYc+xs3ppNz/R4ZkwZ0Ca/M5TAUgm5oiiKEnSFtjzC7H/HovM9fHczVTAnaivPb57P/34vwOmWjOoRgyHUzsmJfZnYayB3nzKJd1euI8Ro4M6TJ5AQ3vyk8LSrp2MJNbPqx3Wk9OrCnNtPD9RfrUl3vfgpFLogpuHhPTUuqs0erIYmJZFVXlF/PCQxkcff/4Uvl28m3Grmvgun8VvRodOEDT1qiLI5KbL4EvKuIVFEmwJbEC/KGEeocJESUY5O82VrYSYHmVWF9ItMIsIQyuuj72NPVQ6RxjDiTMHb2mtZwRd8UjwcLxqbMpMps/s+NzaX4I8LPmT9xfcGLbaO4A9TpvLdwM8p2+R7YSR0gpmXTj5imzCjCfCVaABfmYYwQ9P1DnolxvLouae0Sqwr92T5HW/OKWBVZm+irN3oGvMSFmP7K9bYEUgpeWzlAl7fvBqAc3r05+mJs9BpnXtjqNu+/Yov9+4ADTQnxK/wYqwSZO4v5oYrjvw9orR/KiFXFEVRgu7TrM+5MMR/z6ponY3MnUl4vSWEdy3nu7I9UAbfZq0lssSNVeh4fu5NDEzu2qI+p1wwnikXjG+N8I9Zzs5iQnNceI3gCtOhs3u567QJbdb/IzOmAbAuN5eBiQmMDEvguU9/B6Cksob73vweywwXeGm0QapEb/TiRE/XkCiSLBH8dcisgE5XBzDrQhkcM4BlJbvqzxl0Xkx6R/2xTujoFdayr4PWtLysHG/tJ8zh8n/EqnbKppoojeh0Ot5c9E8+f+47SgvKmXbReAZOOPJ2bX8cNJZ3d66h1FsNQKgwc+fwSQGPtWdCDEt27as/jgmtwGxwcKAyjyfW/ZcaOYaze/Tnwt6DVSX3Y7C6ILs+GQf4fPcWZqT2YlZanyBGFVxltpr6ZBzAa4TiYYKkxfDNTxtUQn4CUAm5oiiKEnQeQthki2Wgpaj+3IryZLxeDc3gBrMXkIDEYnJhT9Kw4+WW9c/xcdhfiQ3vGNs6lRSW89m3KzAaBA43ROxyAS40i8bY/mltFkeE2cy/z2xYCvDPjxf4fdzp9jDR3I2c0kqEXiI0icnkRqdJosLC+OHkW9ssVoDRsWP8EnKAREv0Ya4OnjhLD6jy1TeICa8iq6ghxvhwx+GaKY2ERoZw2UNzm329Wa9n6bk38eHO9XgkXNh7CGZ94B9vb54+jpyyChZs20NieCU3Tv0KKQUPZpxNdk0UcIDleQew6A2c3ePoo+VeTzFeTyY6fW+E1jF+ngVCfnUVms6DKcSFEBKX3UB+dfsuvielZEtxIToh6BMd2+ovYPaWlzZ6Merjrf0SDw9tm0KgSmCphFxRFEUJullJ03hgw2LOiNpOnMHGppo4trqGYdTp8Oqd9ddZDS50QpJgKcegeahyG7l18ZO8N+tv7X4U6tXHP+GFfRvRizA0t0B203DFSFzp0Csljl1VxfSLCs4+smP6dmPewnX1xzHhVh4dfyWm5VfyY3YaslHue1WvqW0e3+S4ESzIX8WG8h0ATIsfTf/w9rce+6Ku57G+bBNlrnJSE4ox6dzUOIxYDF6eGHsVLncONY4F6LUkrOap7f5rNhDc9kW4nb+j6XthsMxBtMIMC6Nez2X9RrRCdM0XYjLy3MVnAJBX9g8KK/PJqYmoTcYbLMrOPGpC7rIvwFZyPWAHEY415m30xs65ldXguARCIx3UVfbTGxxEhbTPdEVKybx9X/P6+mXYHIKSCivTuw7hhRmz0Vrxe3tIQhcMboFL3zDLxlwpMRr03Hrd9FbrRwme9vkVriiKonQq6aEp/KnvbXy070e8dhvnpMzgtrjRLEjYw98WLaRU7sYjNDQkKaHlmGvXmpv1bircXt7e9xmXp80J8t/i8NYv2spLmVvQ6yLQPIAAoTcgaiqxRxnZWJ3P5fM/4Lezb8CiD3xxuYNNGtidBy85ma+XbSEixMwtZ47HajYyt8cmzkhbysaqZPbbokkwlCOqv+e1deGc1+99Ik1d2iQ+g2bgsUE3kVmdjUHo6WpNbJfJbJghlOeGPsm+mgOE6UOJNcVS4qghymjB7dnB/vypeGUlAOEhl5IQ9c8gR9y2nDWfYi+7vf7Y69qIOeLRFt1rT2URf1v/Ezk15cxI7sut/ScHfPnE4SRE3OFbvK4txaLzYvM0xJEefvSZHI7yhwC770BW4Kh4An3sxwGKtkGF08E7m9dSardxZs9+DI4L7BaGzZHvKK9PxutsKN3P2WlDghTR4f2cu4inf1tLaUkcAHq9m+/3bOb3A4OY1C2t1foRQvD5hRdz1RefUulwMiQhnnsnTyH1tmgiI1qnhke5zc7aAzkc8BSjGWFSYk+6hkQdvaHSKlRCriiKorQLo6IHMiraf+/oqendmZrenXxbKRcteg6P11OfjNcxW5x8nfMr53c9HYuufU7fe/RPb1A9J5GIPf7nzQfcVOArQFVoryazooT+0QlN3CFwFufv4t41X1Fkr+LUCf15cuQszDrfSwGdZkF4Kxgclk2irpwEayW+PLiExXtnMrv3+jZLjDWh0SM0+OvEj0av6ekRml5/HGv27e9eVP56fTIOUFH9LjHhf0avi2vzGIPFVfOe37Gzeh6m8EeO+WvII71ct+QD9lf7ti98ZdvvRBotXNlrbJPXSyn5eG8GP+ZsIcEczm39p5Jgab1p4UIYSIy4m8QIeGnqLu76/XtK7DZOS+vNtQNHHrW9lOX+x97yw1zZejxeL5d9+xHrC31LLN7anMFnZ10S9KS8W0g0OiHwyIak/JPlW7it73QiLIEtIHmsPt/7O6UlYfiWUwncbj0h1hrKHfZW62PPhn2s/mkdMamxLL/6RrQAFLfbU1TCpW9+RHF0CUT5fr9aNxmZN/kK+kYG/yVNZ9C5SxYqiqIoHUKCJYpfT32YX2c8xcGbCnmP41fZQ2vmMf7bB5j8/YN8d2DZ8QV5GA6Xm0KbDWkQeA4a/NZ0DQ9uVr2BlNCIgMRwODa3iz+t+JRCexUS+CF7C6/vaPg8dIt6AlH7+Y22VFOXN0kJiZYKVh1Y3Kbxdmztb0S/LVW6HFS6/KufC61lW1oV2avrk/E6a4oOHPb6eZlLeWjdNywt2MPn+9dx7dJ38crAFNmb3q0nGRfdzM7L7+Q/087G3IwZLwbrRQcdXxiQ2BrbXlpUn4wDuL1ePt+5JeD9Hk2CJZz+pCBdAukFb74RV66BeZtWH71xGws3HLqzh17TmNQ1rVXuv+yn1Vw/4i5evftdnrzg38ycczXrS/a2yr0b+7/FKyl2VvuS8dpvixqPk3f3rDrk2szqPTy+5RHuWv8nPjwwD4/0HHKNcuxUQq4oinKcPN4anJ7iYIfRKeg0HXf2+TMROg09XvqbShhjyeWsLicf8+j40+u+YN7enRTaTeTWGLlr9Y/srtjb6jF7PF7sPWIwF9ZQ3RVcIeAxgtsIzpgY8EiSrGG8POkcwo1tO8Jf5Kiiyu1fbCyzquFrOcI6laHJKzCYbsIrGxJKIXxJudvTPmck2DzlOD3VbdKX17kaZ/FlOIvm4rF9d9jrIkOvRhMNo7IRIZd3mtHx9cU5TPriZa5c2YUyV93XjB5zxMMtmmERbbISb/ZP5vsfYSTv6Q2/+B3vrCgkz1ZxmKuPnxACo675+5Gbwu7BHPksxpBrsUT9F1PoVQGLrU6E6dDvXZO+fbw06hESj2d9OJ6McLwHLIAg3GIKdliHeGDoVcTEVFL3sk2vd/P09LOIMLfs52KN08V3O7bxxpblrC7cx+N/ewEa5bvy6yr+suJp9hYUHf4mzbC9rIBrFn3EnJ/fYt6utdS4XE1ed/ASEJfXxQs7/83emkzKXGX8nP8jvxb80mRb5dioKeuKoijHIbvyI3YUP4bESYxlEgPjnkenWYId1gmtuyWcvycuQtdotFZEHPuvs4WFK4GGfyu3V8e8vV/zwOBb6s+tLtnOmpLtJFvjOC1xNDqt+Q/ZdaxmI1EDuxD60x7KUqux941DXw16h0AaTaRluFjw3M3HfN9W4RTEGiVeXQ3VTiMOj4Hx8f7F0oz6WIbG38FfflvGed3X1Cfjq4rS+ePQo0/HbUte6WF+7j/IrPge0DE89hpGxl4asP6kpwBH8WVo+F5quMoyELokNOOwhmuk5MsD6/k1dxs9Qh/ighQ3YaZuWE3N35rL5SnDI22YdM1bOy9rR3/byzr7JzIWUOa0U+aM4/RlFzM53sXzk29B07VsOqxB0/HKSedz/5pvyK0pZ0ZyP67pPa7Ja/dWFFBu02EwN2Q2Gr6kvr0QQmC0zgHarg5Gcmg4XeI85BT6fqYZjC4qjTlHbbev7FtWFC0l0ZLChKRr0bTWTyVuP2kaP27cRWWxLyFMTtUzt42L9h2Jw+PincyF7KzM5YaTxrG7MIcqh5sbBp9K3+iWLavZV1LGBW9/QEm1DZDoU6pJkMIvUZM6gTDC499/xGuX38iX27fw6O/fUy3d9I2M5cOzL8d0lB0GatxOLl84j0K774XluuIcbkufxK/bdLiLDBDrS86jjFYu7znGr22ps5QKt/+LrL3VmS36+yr+VEKuKIrSQk5PEduLH6buFXaxbRFZle+RGnFNUOM60bltn9F4IEcI8NreB+sZx3SfGKPxoDOSHqENRWwW5K/l8S3v1B9vrdjHn/u2bCrp366ZxQ1572PdVwEljd8kCFJKgpMYONxu/rjgRbok+qateiX01I/n7G6DD7lW0zQenfgOt/z8IMkhOymq7s7fpzyJTte+JtptL/uBbWXzOeBKxCxcmItfwqIbzICoQ/9OrSGr7DXiaZhhIJBUVS8mvFFC/sX+dTyw7ksANpvLMYldpIUa6Ba6nX5R1xy1yvj+8lfJLH0G8BBtmcSAuJfQtMOPFr65bhXP/rwEl8fDhIFp/GfWOegCsO70WJQ5bPX/X+UxsbQkssXJeJ1BUV346uTrjnpdiN6K26FD00l0Bi/SC71DLfV1Ejorj/SiCysl0SzwejUMRjclriMvmVlf8BZ3b16LU+qBXcwquZc/D3qq1WOLNoey8Kab+HzHGiwGA2f2GI6+BS9D/5+98w6Mqsz68HPv9JlMeq8kIaH3XqVTaLhtAAAgAElEQVQKCipgV6yIbe266lo+y67dVdeuq2vZVVCxd0Ck995JIL33TMrUe+/3x0DCmAAhhQS8zz/w3nnLuZmZ5P7ec95zOooX9n3DjwVbAFhZupdrEydyU8q0Vs/nkWT+suA7qsvtiALIOgGp0ETZxFjCNh9E4/A+Y1TNjCFCJ1FZV8/q3GzuXfYdklOHgI4dtVVMXvg2q+cef3P3oK28QYwfoUJbx+fzL2f5gQzcJjfJUUGMiUgi2GDx6RekDyJAF0C1uzHHQZIludX3rdJI1/pLqqKionIa4fSU4hNPBjg9hZ1jzJ8IUZPU4AE88i+amJOe5x+DbyPJvxwBGa0oMTy8jEsSL214/afC9T79FxduwiO37rzc0O5xPHn/CARXHWL1YXEiCOgLa3j0b7NbNWdbOVBSijGs0SMmClDiOtSsV1VWFHaXZvLImAd4fPx3vH7OK/ibul64+q6qb8l2hyIjUq8Y2OOI4YsDH3XYeuvL0pD/cBT5t1zfR6ulRfsA0AoSVyZsIMRQQI07mz2V75BZ881x57e7c8isfIEjv2cq7CsprP38mP0PVZTz/Jer8FQqCDaR1WuzeWXD6pO/sXbm4mTfDZFLkk9dxuwwsx9X9+qBq16PvdqA3qXjxZEdFzVxuqARREaH9kSrk9EbPAgCjAk7fnm2r/LW4lK0KIp3A+/nUgmbq2NqhJu1Bq7sPZo5KcO6hBi3u108telr7l39OqtLtvq8tqJkT5vm/nDNFjIKyxEUEGXQuEDxaLBHW8l5eACF16eSc38/KidFo0ViSvhwfj2UjuTWIhwOlxcQyK84cTK5OEsARo2vPzbFP5Q+URH8ZcIo7hoxnvPi+zUR4+CtdnFnyj2k+KUSqg/j3MiZTAxXy661B6qHXEVFRaWVWPTJmLXdqPdkNVwLNU/pPIP+JOhMM3HYP0Hr2oQgCEhiODr/J056nlhrKN9PeoGVhUsJMJgYHDoOUWh88PPT+nquTVpDm2rLntN7AhGvmHh+7jsU1QmIOh0RopaCXVmk9j75DYW2Em5t+sBlbCbcMaMyg2s++4jiikAMehfnD7Hz1MTHT4GFJ49D9hXDEhrKHR13lrzaE8EjWydyX991GDQePjo4kHp9H47eYok2BQIQqKvHqvM9r1/m2EGS/5xjzu+SSppcc0rFx+y/PD0DQTrqrD8CmzLyoPlo7lPG9T2HEWay8P7BlRS7KtlmO8Ceqh70CTw1ZfOeHDGHy1JKKK63MSwiDj9dY4RBlcOOUattUfK1M43H+l7OfzKWklNfwtDgFC6KG3Pc/qKgw1ZnpKrGjAL4mRwoStc4FtGRyLLMjG+eYVzKViIsLsIVSKsNZ291FACRpraVB9uW43tUQFBA8HMzIj6Wta4i6gZ4S+eFBFVj3D2QG28ey3vbt8AffvYCAg7JfdzojyCDmX+NnsVjm3+lwlnHtKgKknTPc9VPg8mvgz6xgdzXfzYJlvBmx8ebE3ig50Ntul+VpqiCXEVFRaWViIKeQZEfk1X9Nm6pkki/WQSbOvnJ90+AIAhUm9/kjbyFFDmqGB0yGOfGTaTV7yIxMpwbR8/GoP1jOHrz6DQ6Jsee0+xr1yZOZ3d1BhWuGjSCyO0pcxDbWOd48LAR/O0dP+6b9DgAZcAzc18leWA34nqcWlEeafVngHEku9yHs6orIjf1bCoO7//lfYorQgFwuvR8twXm9j9Er5CuF6rYN3AaO2sXNrSNggudbkKHrXdB0vX8b8f/GPXjPAAMGpHvLu7n0+fWHmexp6qAvVVZ2CU9tS49GTWhhBtrGBjS87jz++n7YtTG4fB4M4gLaAg1n33M/sNiY5tcGxxz6jd7/oggCJS4K8io9x6P2FtdyO0bP+XXKXejO0Xez97B4fQObhQZTo+HO376gdVrD6GRQRdnIDEyhDtHjGJcO9aQ7sqYtUZuS53Z4v6jQ8/no31bGtq1dhPLC7O4oFufDrCu6/BbwTpSIw9h0bsA7zGpVL8SMmuDCTPEcHePkzsu9Ud6R4fz+/7GmphGg5Z/XXoe46K687+d23ll81o8iszsmIk8cNlZaESRa/oP5K1N66iXHJj8HHhcWpwKjPrxOR7oN43LEocdc70pMalMjIrkQOEYlucGc8Mv03DUekV8Tm4Ne6te5/NJ9xFiaL/SgCrHRxXkKioqKm3AoI2gR8hjnW3GnwpZkfnbzvfJqvM+3B+sW0Kw2U5EtI19wKObtvDMyKfRCG37E5dgieDjEQ+RUVdAhDGYUEP7lCRL2+JbjFyWZDJ25rRakLs9BazI/DuVjnJ6R8ykT/jVLR77f8OuZkvhUHZmpDHQ2p3+gT2a9Kms8xVMTpeedzYtJlSXyM0jxhHq19TT3lkMDplNlauMNaVLkWUZvXs6dw4/tge6tdQ4C/n8wJfsrDAwq+dkNHIdTsnE7NSBJAcF+/QNMlj4ZNw8yp11bCg6iyc3b0RSvBs7Zl0cKYHHXkcjGhkY+Qm51e+RY6slvXokLsHM5Hil2aMF/WOiuGbCYD5esRVFgSE9Y7hvfMuTx3Uke6t8vYCljhrKnbVEmk5tqb8j/G/nDtasOoS5DMoGATipKCpg3vdfs/jKa+kWeGKvpyzXcKhkLsWOdIyiH73CX8JiHNvhtncWOk13YIvPtZyayuY7n0HUe0qxGBvDwQ+n/+D6xOFckXhpmzdq548fRomtlqV7DxET5M8Ts6bQK8q7eTS3/0Dm9h/YZIxRq+Ozy2dx59ZXkQ4faalx6LE5TPxjx0+cFZFKlPnY363yiu3sP6Tn1QNTcdcaOVJLXZFFKko1bK5IZ1pU10mkd6ajCnIVFRUVldOKKnddgxg/guuoLG+1hgLSa/bT079vm9cyaQ30CUhs8zxH02tkik9bq9OQMrh1ayiKm7+vuBN9hB1BhK17v2ey3cWUhJYlFty06gBPXPMuzux8PlUgsX8CLy57DP/gxpJSQ+LN5B4VOS3qPHyTVo+g7OHTtK38cvEtxIe2LWSzPZkUNZ9JUfM7bH6bYwO7Cq+mb4CLnlaB1/ZOYWjkVdw3YtwxxwiCQKjRj88zyhvEOMAbu9dxS+/Rx026ZtBGUifN49ZlC3FI6UA6V/YawFPjmveUP3D2Wdw9aQweWcGs7zph2AOC41hS2FjnOtoUQKihaR3nU0W+zYaxHFz++JSId8sy24oKWyTIs8vuZH99JqAF2YGt6DYmxG9BbIHXX5JlPLJ8wqzYXYmBIdEEGUxUHk7SJyIwPjrpBKNOf0ZHDuHTgz8TYakBvGLcIWkZGToCURBRFAW34kYvtiwy64/otVqemDWVJ2ZNPalxi3KXN4hxAD+DixqHERkoslc3K8jLnTY+W7aCH17biJx3DqGpbgpH+vYRRIVQ1Tt+SlGTuqmoqKionFYEaM2E6H0fFgwaD+D1XHR1+o7pyX3/uZVufeLoPiiRx778K9HJrcs4vfTg9xgi7Q2lyPzC7CxO+63ZvmX1y9iQP4O1eZPItX2Eoii8+OAXOLPzvc4RIHNnNp89963PuGen3M8FQ+qJDasgOrwMyQHJuyoZsyOL4dW53PrLK62y/XQlr+qfaEVv6KpWVJjbfR2Lc9JbPV9LSpN9uHsrDsnT0P5k3w6qncdO4KTXaruUGAeYmzSSed3HEm8JZnhoIm+MmNupybomJyUjG0Bb3/S11JCQFs1R4kzzadfJMvajcooci0V79jDo7Tfp/fqrPLDkVzyy3KL1OptAg4lPJ1/JzPheTIruzvsTLmFAyKnJA9CZhBnjuK7XOewuj6TaZaTMacEjj6G7fxLFjgKe3vcAt2y8kdvWP8ju8kOdbS5RpgB6BUY1ub63Opu5657jc/0K7PfWM+ne7Tw073tSgwtoqKVucHN+n54MDup+iq3+c3P6bMupqKioqKgAGlHDk/2u5dl9Cyh2VNLL2A2bfQuYvJ6LOH13UqzHP5t7qii25/Nd3qdYNFYujp+H7nDiqGnXTmTatRNPej5Jkqmqqicw0IxGI7K/shQOR4wf0XUOqakQc3gK2FVyBwreGrPpFU9jELphK6tpEONHqCjyDUEVRZEXpj0MwKWv34lhvYKQK1JGAGyGqbdvweGuxKjrOl7yjkRS7D5tg+ghztqysOube49ifXEOrsPZ+m/vO6ZFiQJF0bePKAhdpsZ4S9EIInf1nspdvU/OC9hRjImP56F5U3nj7eW4M9zUxYPFpOf+MePoExbRojnMukRw72hoiwgYtE2F0NEU1NTwt6WLkQ7vHn6xZw+Do6K5tG+/447rKvQIDOfVsZ1TGaIzmR4zi4EhY9hZtZdQQzCDAr0RWJ9mv8fyDIm0Ym+G+t/TPyHGT+LdqbfSza9ln6PWclHcBNaX78EhezcIQ3VRjErowU2p45tN7PZx5lLskjex5NSgfczusR2AV/t9ypKcQRyyz+fu4eOItbZsQ0ql/VAFuYqKiorKaUfvgAQ+HvlgQ9vmrGFD8UaC/fzoHzi4zefH24NDtr0szLqPKKMNhwde2PsTf+2zCJ2mdWGN36zexb9e/AWHDkSNwIxRfbj8qvN4L30xZj/vQ5YkCcj6pqH6ta4DDWL8CHXSHsbNHMjvbxeAvdHbOuGS0ce0IaLISHWuyJHzhgAV2wIovXgxcYGXHnPcmUSk9Woyyu9vaG8qG85jI1pW+mdUZAI/nns1C9JfwF+Xw4iwMhRl5Alrkc/vP4wlWQexubzv8439h+GvP3YtcpWWcdHQ/sx+ty8VVXUE+pvRaU/OY98z7HVsBRdT4S5Cg4YBoQ+hFc0oSvNn/AHybNUNYvwIWVVVzfbNrqnkrV3rqfW4uCJlAKOjup2UfSrtS6QxjMjIs3yuZVaXk1Z8JP+HglsrkuOCm1e8zE/nPt3m8+XHo4d/PO8Nf4BtlelEGoMZENj9uBt1LrkxyqaPxbdE69T4bdwcfTaiaP7jMJVTQOc/saioqKioqLQRf4OVqfFdqx7qJ5mvEmuyNYTRRxorWJj5Pld1v+Wk58qrrOaFV37GGaTxFgwHvt62F6fkofc58/kt80s0goSs7c6/p9zXZLyfvicCehRcDdcCDAO47+nhxMQFs/aLNZhNOi67+1xGzDh2Ip/Rfc7m4E+/IXsaHzL9g+oJNP55whvD/C5Gr4nB5tiIIiTzQNyM454B/yM7yq8lyt9bim1bdSF1rosZH/flccf0DA5j6SXXs64glxg/K0MiOj9z+pmCRhQJOypnwsmg0wQwJm4xLqkarWhm6/5CbnnyPUoqbEwZ3oNH503DoPN91O4dFk6o2UxZfWOs/PiEhCZz17qdXPLLJxTbvXW+f87ez9fnXE3/0ON74E93XJLEz5lp2FwOpiZ0J9LSuvemrby29lsWrkpDQODaswZxw8jm/75EG1MB7/fZZHWiM3qjX/IlA++kreCWHicfCXUyRBiDmR41okV9Z0YPY2ul93hNscuf3pbGEopaTRSCYOoQG1VOjCrIVVRUVFROazKqKnh4+VJybNVMSkjkkbETMGg6/8+brHi9mUc7LGpc1a2aa2deEbIoNIhxAEUjsHjdfgqDknjn6rfRaY7t3TNqo+gX/joZlf9EUpzE+V9NsMlbc/iau6ZxzV3TWmTHhRdNYO2qnRxaX4Lk0RDTrQLdZIkFmW7m9zy2V/BMI8A0mgDTsSMJjoVTqqHSc3RddIFCZ/ZxPapHCDf7cUH3Xie9pkrHo9cE4HR7uP/ZRSg/78JaVsvar7fzukfh3tt8y4r56fV8cuHFvLp+HTank8v69WNUXHyTOXeWFTaIcQBJUVial35GC3JFUbhh8VeszMsC4KXNq/l21lXE+x+nFEEHsDRjE29/dwgU79+Rl7/eQf+oeIYnpDTpe3OPq/lwx7+wu/RoDZLPa8uL0jpckJ8MmfbNxFqqsEs61tYl0s/fTagmC60mlsjgN/80v7+7Ip3/xKKioqKiotJKFEVh/k/fcqiyAoD/7t5BkNHEPSPGdLJlMCnyKnZXPonxcMK5eo+O8+Pmtmqu7uEheMyHH5aOuNwFAXuIyMbN2XycuIV5E4Yfd45Q81mEms86bp8TodNpePXNu0nLzeCBf79FjieI1XtjcRcvI94vkOlxXePsfnsiKwqf7dnF5oJ8eoWGcc2AQcfd/DgeGkGPgIJyVFrvlswkKzLZdfnoRB2x5tYlAFRpSr3bxf6qUuL8Agkzta18X3l1HdKKA+jLvCJaU21n1Ys/NBHkACkhIbw24/j1vyMtTbNcx1g6p0RcR+N0rMLt2sjB2uQGMQ5Q6XTw2YFd/HXYsSsYdARrMtJBOVqcCqzKSGtWkAcarPSJCWHPwQoUj4CgazyOENVJJf2OxcHadIxaD0at92/S55VDeGnACkCrivFORhXkKioqKiqnLbVuV4MYP8K24sJj9D61jI+chNMjsbbsYwRFx7kx9xBvjW3VXKkRodxz8xRe/vcy5MMPTh4juPwFEAQ+XHZiQd6evPHGOmwbvPW2Y0SFwpmwvazgjBTkb27awEvr1zTkvsuqquQfk1qXmEwrGuhpHc2+mrWAgBYP/YIuO+7DsFt289Tet9lRvR+AKeGjubX7FafdA3Sd28G/DvxElauOW1KnkegX3iHrVNbVsXD7F7jIZnyPBPqHXIlGaJrgKr2qjCuWLKTUXodO1PDy2BnM7Nb6CITwICvGOhdH50t3ldW0er4k/2AeHjKR57etwC3LzOzWiznJbS/l2NUorvoPSt0jANTXhABX+7yuPYnjIO3F4LgEPqfY59rQuGOXpvxw3HVcI/yH9Owy8JdAC90sIdzXp2WRR6eKeHMCpc5Sn7bQzHdD5dSjCnIVFRUVlS5NZn459/3rW8oqawnxtzBuUDIzxvUhJT6UzLxyos1WCuobH3wHhHcdD+LU2KlMjW2frNKzBvXhk7gt5OdU4QoRvNGUh0XZH0tgyYrcYcmEKipq2b0hpyGtmyALWPcp9L/wzAyl/T5tP0atC73WQ7XLzPcH1zMqIpdJKVdhakVpsTFRz5MasIni+hXEWWcQYDi+CFxVtqVBjDvqdXx9YBsjAocwNKwniiLhcW0FQKsfjCB0XhmxP1JQV80bm9ciKiI3DRrO5Rtexnk4qdTykn28M+wGBoW0bw3rlXk/8M3+hXgcAut39GLJzr08OPufjI18sEnfF7evotTuPT7gliUeWb+YGQk9W73RodWITL1oFL++s6Th2ojpg1p3I4eZ32cEV6QOwiVJBBnPvPO9h2wllBS8QuJhR3KiXznTojP5tcArfqP9rFzZa8Apt+u8HmPYOjWb79bkAwKXjE3hrO69j9nfqjPy1cRbqXbZURQZjyITbLB0aEK3k2X11xtYcedOqirsBMw2MOyhvlzbbV5nm6VyGFWQq6ioqKh0WRRFYd7fF1BX501Glu+oZuGvW/nytx0Ex/hxyGVD1ioYggUCQsxM7pbEbUNHdrLVHcMTC5aQW2lDMQsg4nM4XVQEPsp8lQpXAU6pkmpPBQnmHlyRcA/+uuB2tUOn0yCKArLcGJrZPzKacw57x91SMbJch16beNp5cZsj3GKh1l1HQZ23rJvNZealrft5/n/v8OL1FzAsJe6k5wwzDyPMPKxFfWvd3uRfpXmBFGWFAnBzxm8sujKYYOUO3K7VAOgMZ2EN/rBNHq9Ku53y+noSg4JOKlHdH8msLuO8lz9GrBaQdfB99ib0ER6fPk/t+YpF45smIGwtj29cwIf7s4C+9AgqYvbU1Xzy/WQ2ZK1nbDN7dJUO3/J1NpcTSVHQtuEze+e/riM42I9dq/aR1D+Bec9c2eq5jmDR6bGcoU7Mpxcv5cp4PRwW5IIA/zdwM9cMfIBql4MxMd06rZrAY1Ou4LEpJzcmQN81N00qiip56vJX8Li838GKT+wMmDqCoF5/jlKVpwNdZ+tGRUVFRUXlD1TXOaitdzW57pIl0jTVeKwgmwSoExhQHsQzE8/GqD0z95p35xQBIIgCGjsNZ8lFl0KgrYZv1h1iXXklGXVeL01W/X6+K/hPs3PtOFjAUx8v4bVFq6iw1Tfb51hYrSauvmZsQzskxI+/3zILQRAoqX6R9ILBHCoaR07pZciy/TgznR48Mn4iTsn3M1Vut6LTlvLEwiXHGNV+jAwZgBEzxdmNtYGr7C6W7X+vQYwDuJ0rcDt+a/U6n+3Yxag33mX6+x9zwUefUF53cp+Lo3lg4de4jRL1SW48AR50dneTPpIiNzOydeyvLOHD/dl4YzYUDlRGku8KICigBqO2+Q2pqFojyY4qetrLOS9wF93tldTUOprt21J0eh3XP3UFL6/8O7e/fgNma9cUaF2FsiI7H6wah8Pt/X65JZFK6VZGxyRwTmIPtbRfO1FwsKhBjB8hc1d2J1mj0hxn5lOLioqKisoZgZ9Rj0YE2Td5LW4LKNqjPFkibCguOLXGnWJ6xoaTW14NAmicoLErmPPr0WWWgVZDeV4kATcU4w7TohMlrDonpY78JvPsySzixuc+R5K9gmjl9kMsePwqtCdRg/mqq8cydlwPykpr6N0nBovFgNN9kDLbyw196pyrqapbQLD1+rbffCfSIySUiXG5LEpvDFkdGXmQTfv6odHUHmdk+xBuDOHRnrdz/mrf0miy0lQwK81cawk1TiePL12G5/BnYn9pGW9v2MTDk1qXBPCAVIwzyuvW9fjLRNa7kAQJp3LksVPhjh7ntGru5iiuP/p98P5esDmNhAfWc1Gf25v0d0sS67MOUenwnmPPKI3iysErKSirIMhfrcN8qpiYksIHP9u47t/zSQovocAWxlcPtD2qQMWXxH7xWIP9qKlo/J4MmNCnEy1S+SOqIFdRUVFR6bJotRrunRvHP/+XjQcBUfI+bEu6IyeYj+rbxcKjs+tyWZj7JTZ3DWeFjWFqxMQ2hXA/cOEEMosrOFhUjs6ipXutjpIlGxEkr4iS88txTYlAG+bGLumw6pwk+/VrMs+SjQcaxDhAZmEF+3NK6Jt0cmfAExPDSEwMa2h7pLImfTxyaZNrpyN/n/gEAfo72VsRSoJfOXn7IvHIIpddtJcnd8xh/7Y4ivd0Q2+oYNCINOJjupEccR02t4MJkSmEGFufwdvmdPDXX5Z7IyIOf340gkC/uMsQNUuQJe+mi6iJQ2dsvlbyiahxunBLvh7r1nrIZbmeWtORzR2F61JXMy4qHbcsssU2kAP1I7g55RxGhfVo1fzNMSQ8hiizH4WHhblGkBgWMIQbr52PQdvUy5pbVU2lw/cROKs6jJjI9vPaq5yYv0wZQ1llHUu2HSTXFsFTl5/TqrwMKsfHEmDh2V8f4f2HPqWuqo5z509lxIwhnW2WylGoglxFRUVFpUtz4aRzGd9rKp+mhfDalrMQPQIeI+hqFIQjolxW+MeFXSejrUNy8uz+l7F5vMnmsrJzCND5MyJkaKvnDAvwY9GDV1FZZ8dqMvDK7f9h8VEiSqyqQ6z2JqkKMwRwVthkpkZc1mSekICm4jC4HbyCJsNA9NpEXJ5MAAR0+JuOX9rpdKDSVcUbBxdywBxCj7BQ4ivmIoTUMnLkAlwBRdRkhpK2KgFQgCCW/DiMUVfsYH3F06ytSiHYYObquoGkbykkJSmS664dj8mkb/H676/bTNWXBcRXKdTGaLAlirx61QWMSEhBln7Aafd6zg2mixDF1pVZirL6MTwulo25eQ3XzuvdOsEsCEZCDXUUu60k+5cwLiodRQGdKDMycCvXJs8h2tp+YhzAT2fgi+lX8d7ejdS467g8ZSBDw7sds3+4nx9GLTiOiuKNtEr4m87MxIRdFZ1Gwz8uO4d/NP011Wl4pBJs9l/QCFas5nMRha4XNu+R5ZPOPp86JJnnfn20gyxSaSuqIFdRUVFR6dIIooWQyEWEFH+IbBQaygq5/RWs9RqCXAYeu2AykwY2rRHbWRQ6ihrE+BH21aS1SZADCIJAsJ9XPMfGhTZcPxIvENhDw/SYCVydMOuY3viLJg5g1Y5DbE3LRxDg1tljiQ5te71cUTDSLfwrymveQ5ZrCLRcilF/+odFfpS1gH01BwBIqytBCVnDALmYAmsBIFKS55sYSXGL7CmK4uIeO1hblUKFs57/bF9HwGYNOzfncii3mH8+3fKw3F1LD2Gs9OYLsOZJWAokguYZARA1YZj8bm7zPQqCwLtzLuCDzVspqqlheo9UxiUmtHIukSeHjuJvmzZg1roOX2t83SPb2mxvc8T6BfD48JZVNPAz6LlnzBheWr0cp6SlZ2g+ITVjEbtwCSin5EYjiGhF36MliuNnlPpFIAYg+N2OoD12eS6V4+P25JNRfC6S7I32sdSNJT5sAUIXyZZeWlfHbd//wOb8fJKDg3lt5gx6hIWdeKBKl0cV5CoqKioqXR6NJprze9/D0xvfweE57NbSwEuXzWRKYnLnGtcM4YZQ9KIel9yYkC7WFN2ua8y4aQrLPl1F1p5cBOC8W6Zxx2U3nHCcyaDjnfsvIbekCj+ToV2840fQasKJCHyo3ebrCuTbG3MTiMg4sndRE5aHThBxI9I9opA9NH4GRVFCY3UjHZ03tzEhPds35pzU+qGYODr9kihDrN56srdxQvwMem4f0z4VCqalzqB/+DgW79uCLO1G1BQCoBWthFmmt8sabSVrXwWG/VoMQGF6DJ9TyQ0z7QR2sURskiLz3J5v+SZ3MwaNlrt6nsuF8SMAUJxrUKrubOiruDZB2GIEoWvdw+lCVd3nDWIcvHkw7K7tmA2DO9GqRv7x+3I253uPqByqqODen3/hh6uvani93uNAFESMmpZH4Kh0DVRBrqKioqJyWhBgNPLprEt4Yd0qbE4nV/Tt3yXFOIBFa+HOlJv5MOsTaty13B5ZTg8epL40GH3A82j1fdu8hn+wlTc2P8fetQfwC7KQPKBbi8cKgkB8hFrypiX09u9JgcOb4T7WUImzwIo22kOIzkW2I5QJ/XYjlev5bfMATAYnc6ctZ9Cnb0MAACAASURBVJl/EjsrvAnDNE6w7G0U52Jg8+tUuyvIrskhz1ZPckAcPYK85dTOO3sAW9YcaujXo2cUkZFtj2hoTxRF4WBWKZIkk5oUgSgKRAX6c82oibikAeTXLERWnET5zcGkjelscwHQaASfLBSC4OvJ7yr8WrCDr3M3AeCQ3Dy351uGh3QnzhKC4lzh21kuBnca6E997e6uyL68En7bdZAwfwuzR/RBf4IKHILQ9PW2lBFsbzIqKnzbld62JNezPvcG9NIucpyBSOZ7uSRhVmeYqNJKVEGuoqKionLaMCgyik9nX9LZZrSIgYH9eGXgs7irH0Gw/+L1kkpluCouRhO+CUH0a/MaeoOOgRPbLu7/bEiKzOaKndg8tQwJ6kuw/hgqGbgy4WK0opYDNekkGGRKYsvYuTqFEdP30M1YhlsRuXzqSi6fuhIAu6RjVVY8F6c+xLkeFzty01lm3ge1GmQ/mYnzezVZY2vlOt479CZrs7tR7fBGLMyJ9+fFsbcybnwPnnhyDiuW7yc0zMrlV4zqUvXdJUnmsZd+YPm6NACGDUjg+YfmoNN5Q6v1mmASA2/tTBOb5YppQ1ix5RC2Om+ps7nnDCXAr+t5lvPqy33aClBgryDOEoKgTTg6+ALQgqZ9I3FOV7ZnFnD9m1/gOZxnY+XeTF6/4YLjfncCLZdTWfspbskbxWI1nYtR13V+v47tlsDe0sZEmWPjvcdKMkvuoqduJeggyVjJxtqnSa8ZQoo1rrNMVTlJVEGuoqKioqLSkTh+9mlqFReSJw2tvvPCIItqbTy37hfqnE5uGDyG4dFJnWbLqUZRFF5Oe5915dsA8NOaeabf/USbwpvtrxN09HWNIUEeSljAb6xJ+i9VRX4s+2woIVE1nNVnCubEH6l3rgEhFL+Ap3n3rBkND/4z4/vSKy6KnYXZ9ItM4KIE37BwRVFYlPsBOVWBDWIcFL7KsTG/MpOewUmMHdeDsePaNxFae7FlV06DGAfYtCObFRvSmTK2ZydadWxKbbUsWLsDp9vDc/eeT3lpLRHBVgakdg3P/R8ZGZrKeweXNQjvQJ2ZXgGx3obpEnBtA8d3IFgQ/B9D0JyeZ4plRWZHZQ52yc2Q4G4YNG3zTH+9YXeDGAdYtS+TwsoaooP9jzlGqwklKXIxdY4ViKI/FsOYLrX5dfeYMWhFDas3HUTeasOxq4SvlM0MHbHNp+hIH1Mp2Y4KVZCfRqiCXEVFRUVFpSMR/EGp9rkkauI7yRiwu12c8/G71FQoKHqR39O+4tPL5zAs6swU5Q7Jye/Fm3HITsaFDcIlu1lXvg0RiV7mQvSCxOq8S5iZ8DZmva+IVBSFC5/9D0Vbi9ELEn+/+Vvm9ChHnlpArkdPTMiLhPvNAK5FlusRBFOTB3iNIHJxwmguThh9HBvtuKWjz/IfqaVdCnTt96W23klEdDnBoTZys8KptVmoPex17mrUOVxc+cZCCiq9CRc/WbedL++eS3JYSCdbdmz6B8Xz4uCr+Cp3IyaNnnndJ+Kv83ryBUGHEPgiivIUoEUQNMefrIuiKAoPbf+CxYW7AOhujeD9kTdg1bU+YsFi9D1HLQpCQ0k1t9vD7z/tpLq8jjFTehMd3/j+a0Qr/uauWR1Cr9FwQ7/B/P7sBurtLmqo4/U3lnKPcRijBn7X0K/QHUi/iK79e0PFF1WQq6ioqKioAHUeG4ty3ySnPo1oUyIXx/0Ff11ws32dbg/PLPqd5bsPERMSwOOXTSUlOrTZvpqAZ5Aqr0XA4/VyWW5C1DTf92gcbg9Ot4cAs7ENd9WURZtW4/fCHkKza/FYdRTPTeX9HavOCEEuK27cci16MRBBEPDIEn/b+TppNd60aJ/nLOGRPvMAhRBdHYecEQDsdygYhWuYmbzaJ9P2otXbKFtThlajIyTIwYCUSnQigExPvYPCqjsIMY9FIwYgiq1LjicIAqNCJ1HtXMGhilAk2SuqgvQuBoYPasuP45QQm7KSm+/9BgCnQ8fX/5vNuOFdp+LB0WzOzGsQ4wAej8zDPy5m4bWXd6JVJ2Z8RC/GRzQ96nAEoQuW5joZ9lTnN4hxgIM1xXyXt40rE4+9iXUirp4whN93HyK/wpvV/9bpowjyM6EoCk/e9SmbVnmjOj55Zxkv//cmElMj23YTp4isrFLq7S6fa/m55+IcnINW2km5FE1E6L8I7IDEjyodhyrIVVRUVFRUgG/y/82+ms0ApNfuYFHum1yf9Eizff+9eCNfr98NQGWtnTvf+5YfHrkeUWwa3igaRiKEr0FxpyFokxE0zYdGK4rClsrtHKzNoCAf/vtDHi6PzNS+3Xn+8nPRa9vH+7XmueUYs2sR+pvxm2TAUpuNJJ94g6CrU1y/nsX5j5DtMOB0mxlkvY3UsJgGMQ5g89SxpzqDoUF92W3bjoCCgIKCwAF7AFM9OZh0jYkCl/+2FzTehGxJseXotLLPmnrc2F278DOObZPtF8Zeg5YgapzLyaqyEGXQ8+H469F38WzJGbYSMmte48jH3mB0c+NNxYQENa113xUIsng9rsrhAHABgcyays40SQVvSbeWXDsZIgOtfH3/NezOKSLE30xiuHdzNT+7vEGMAzjsbpYt/pmR1u+pd6fhbxxJcsiLaDXHzivRmcTFhaDXa3G5PA3XUlOTiY78AYDm/7qodHVUQa6ioqKiogIU2DN92vn2jGP23Z9X4tu33EaN3UmApXlvtiCGIBhGNble4khjTcnb1Lkr2VdjYl2FAYNGItBgJyg5jOIDYSzZfZBFG3dxxeiBrbirplQerMZwfQjCNDPBCdWAiMO1nWJHCRHG0/NxTlFklhX8HyuqojEIHpyKjrzyDxjrvq5JX72oY17ipdy7YytaUT48HnJsIaRViPQPVxrCzkf1TmTXtkJQFDJyg3F7RB9R7gD02rYfPxAFkdlxs5gdd/pkRs6qqeDCxR/yzCCPz/lVvV459qBOJjVKgym0DnuZd8PAY1KIj22b8FNpO/2D4ukTEMOeam9Jr0CdmXNj2p4p3qjXMrR7rM81vaGp9Eka8xG1Lu/GXZX9N7IrnyI59IU2r98RBAdbeOLx2bz19jJqax2cd94gJkzomvkaVFpO16h0r6KioqKi0snEm1OP2z6a/t2ifNrdwoPwNxtYUfITT++7m5cOPER6zZ7jrueS7XyX+wD59dupcmcTZdxPlNFGncdAldNESGKj566g0taKO2qepLHdqegWQ3BCNSV1FvaWhZNWE8r7B79vtzVONZLiJN+hMClgH+eHbGdOyGYSTOWsLNjN+LDG5HkJ5iimRI4g3BiK5aiIA0GAIncgs774isdWLmu4fsVFo4gJtoAgUFrlzwvvT8ApK7gUhVJJITjw2XYR5KcbZfbtvLTzIWweD78V9UJRoMpjotRjJc9hxyN3TZHrlIu57ZwfsaRWUB8rEZpSyl+G1Lfb/FkHS3jlvR946qtvKKqvPvEAFQB0ooZ3RlzPQ33O5+6e01kw9i9EmjrGQx0eFcisK0cd1Q7AHFzg06feva9FczldO6mqeYs6+xIU5dRtRI0YkcyHH8xn0Re3c83VY7tU4jmV1qF6yFVUVFRUVIALYuYBkF1/gBhTErNi5h+z73VThmKrd7Bs50HiQgN46OLJ7LFt4ZuCjxv6vJf5PI/2fg0/bfNZfatcuTgk34f2MH0tufZgnLKWYK0d8DofJ/Zuv/PdD7w0lxUvv47NaSC/tvGhd1FWDvO71xBmbN+zhxWuYhxSPZHGeMQOSjqlFU0ECnZCdHUAaASF4dYMKqt0/LXn1cyMHoddctIvoDuGw2HgOgGczcz1313buX7AYLoFBiGKIgs+uJV9e/Nwujz06RuM3b0JjWAlVj8YUWx8jFLkekBAELte6az2RFEk1hXfjygEAvF8lTuY5MBSokw29LiQpJ18enACV3ZfhkbsWmeb/XSpJAZaeXLyl7glDTqNRL+wD9pl7h1bsrjjmY8pPF9A9gh8/NUu3px0EZOjj332W6URs9bARQnDT8laN91/LhPPHUBVRS39hiaSXbsDm2NNw+v+hhPbUWdfQnH5tYA3YibQehvBAQ93kMUqZzqqIFdRUVFR6VJ8kvU7i3JXY9BouTl5BhMi+p+SdY0aC5fG39Givo5aJ0XfpiFvzaYy0EzZoAEUdUv36eOSnRTac0mx9ml2jgBdNFrBiEdxoCiQvj+W3YcScJs0mHpW0N2/jLC+yVw4rB9DEmObnaM1BFqC6Nu9gn2l/nBUZSGPopBmK2pXQf5r4X9ZWfo1AHHmVK5LfAyDpuWCVVEUdpVnYXOWMTJyMFpN84Le6fFQUmUlzlxxeJxXlM/vMxxREOkTkNxkzMjgJJaWHmjon13QWC6q3uPr4e3Vu/Hnr9NObmJjbeUt1Nu/RwEspguwBr/Z4ntsCYdqSthdlU+qfyS9AqJOPKADccu1OKRyhoZWsb08niK7P5HGxggOQQCzxs4v+f9kRtxDnWhpUzSigWFRH5JR9Q4uqYoY62xCTCPaZe5FC9ZSMklANnq9lZJe4LHNPzP5fFWQdzUEQaBHv8bvdHfjy2RVPIHdnY6/cQRxgfefcA5b7XscEeMA1TX/Jsj/wdM2071K56IKchUVFRWVLsO6sn28c+inhvYTez4h1T+WtPJK7lr9AzaXk0iLlfcmzqF3cESn2fnfN5exe6v3zKGtqp7nHvyCv3090aePTtATaTx2bWODxg9NyRWUWBeSdyCSjasahbuuFsJn5fD43POahCPKisx+Ww4APfzj0Qgnf/rs7Utf5LG1r/FtRUXDNb2oIdnafmfISx35DWIcILc+jU0VixkbdkGLxsuyzB3LbuO2lB9I0LpZuj+KqKBPeXbFDnYVFdM/KpKXZpxDpNWKKAhsyEthSLT3PREEOFQZxvi4Y4uhS+LvRFD+xs7yHH7dM4CqWj8ARkTH0jOk5bWcnfVfUGNvLDlUY/8Gbd0ETJZLWjzH8VhauJe/bvkMSVEQgMcHzGJ2fOfVsNeJ/gQZelPp3MvNvZaTX9dMaLEC6bX7T71xLcCkjaZP6BPtPq9GKyL9IdG+S64mp2YxcX5T1bDiLoxOE0ZK2OsnN0jQNdNW32OV1qEKchUVFRWVLkN6je9ZPkmR2V2Zw23Ll+KSJQAK6mxc+usCNl1yG0ZN5/wZK8r3zcxsq6onWTuAc6MuZW3ZEgwaMxdEX4lVd/xzkIqUzEf7RxO4z1dU23IDMAuTmzzEe2SJR3e9x+ZKr9gZHJTCU/1uQiuenFdGFDQ8OfpOEg+tZmHmRsxaPXf3PptIU8BJzXM86qWaptc8Ta8di5e2L+W2lB/IdwXwad4QaiU9OWs+o7Ta68HfmJvHI4uX8t6Fs9FpNPQOn8IbGwQGR2dRZTcTEjALk9YbMr08aykPb12G3aOhp9XEf6c/iE40cUXiK1wYX8P8ZAe/HMograaIdHc+l6/4D/f2mczwsG4ntNPt2tDkmsu5qt0E+btpK5AOn09VgLfTfu9UQS4IAmMiX2JX+WvUevIYGHIWhXUrsLm2em1UwC7rcJPYaTZ2BlddP4EfP0yn8qjci90shawufIQBobn0CZ7X4TYU19fya3Y6fjo9MxJ7YOik349/BoKsd+FwrkdRvMdkggP+htCKzVEVFVAFuYqKiopKF6JvQIJP2yDqMGBpEONHqHE7yampJDWw5Z7M9mTEWT3YuPJAQ7v3oHis/iamBsxmasTsFs9z5cghvLFwDYLR9zSzaPDQ3/889uWVkBAWhNng9cZsKN/D2rI03JIOQYCN5YdYVbqFiREnf/ZSEASu7z6O67uPO+mxLSHGlEyEMZ5ih9ebrxV09A9s+VoHyzMRQuG53EnUy15hXV7v64LcX1ra8P9nJp7P1sIhbCjI5ap+KSQHhQBQVpvLnZtX4tbqQQ/b6l2M//JRVs35O6IoYtBYSQ6y0je2ilfX/tow341rF/DbtDsIMR6/hJfedA7UL/C9ZpzQ4vs8Mb7Jok5h7qhjYtKGMTziyYZ2z6Br+DLrEXLr1uGQdRS6o/lLylWdaOGpJzk1kh/vuYOblnxMhqaUaruZDbbuFFcFcsfgbzpckOfX2jjvu48pd3iT1H2evotPpl2CRjy9RGK1u5oPsz4kpz6HFL8Urk64GrPWfOKBpxijYShxkatxurag0yaj16mZzlVajyrIVVRUVFS6DIODu/NAr4u9Z8hFHTckT6O3NQGLVkfdUed6DRoNMZb28+aeLOdeNAyA9cv3ExkTxFW3NvVmtwSLUc+yS2/lod++ZktNHh6bHkEr022YwO0v/UKd002Qn4m3bp5Nr7gIVpVsxSV5xbmigMMjsLJkTasEeUejFXXckPR31pf/jEOqY1DQBCJNCSceeJjpUaNZfzCpQYwD6P1cOCobz6CPiIvzGTM4KobBUb7HBJ7YvAC3VkRRvKHsggYqqkx8lPYvrut5d0O/reW5PuPskpsDtmJGG4+fUM9gnILVcgu1de+hIGMxX47RNKfF93ki5qWM54EtXyAfFubzU8a329ztyYXd/kGRo4RCexFJft0I0DWfzLCroigKC7LX8UveLnLTZWqroWd4GE+fO5W4wJb9rvHoZXKNxVSVB+DdSBHIqg5jT1ktFzZNY9CuLDq4u0GMA6wrzGFnWRGDwqM7duF25v3M99lVvQuADRUb0Aga5icdO8FmZ6LVRKI1zehsM1TOAFRBrqKioqLSpZgRPZwZ0b4Cc+G0K7jx968orq8l0GDk1XHnYdHpO8lCr3d5xsXDmXFx24VwiMnMOzOvpPbsepZkbSMlNIqH31pJndMbFl9Za+fFb1by/u0XU+b8Y4kmgWK7o802dBRmrZVJEa0L3Z7SLYXLnhiPZn490mEvn3+cjUHBiVRUexgQHcnfJpx1wnkMBj3g+3NTFIFFGVkMCihgYJRXsPQJjEJTraCrUHBFCmgtWpKtoS2y1Rr4KH4BjwC0+1nhadF9SbCEsKsyjwQ/M/66XLJr1xNvGd7lQmQjjeFEnqa17L/N28I/9/2IPdeCu9y76bM+O5e7v/2JRddc3qI51makoTS8JY2fg0jz2e1sbVO0zXwWtKeZdxwgozbDp32o9lAnWaKicupQBbmKiorKacT/MlfwceZyREFgfvJULowfdeJBZwD9QiJZd9GtnW1Gh+KnNzM7dQwAlbW/IHgUUEDRekU5wMjQ/qwpyzlqlMKg4H6dYG3H4+dnZPa0yfxv4Qrks+vBBLNihvPXs2efUPQqikK6bTW/lXyDyU8mqERHJd6wV8UlEGysYVBsDh/t+4yBUV4vuWabk4RXPSiSgmIWuOaFs4kwtdzL25FJu3oGRBFlkvky+1Ycsjejear/VKZEda0s5qczG8oPAiDV+z4a7ykqafEc/SPjMRa40Wo9eDzeeUwiXJIyrf0MPQaXpvZjYdpOcmqqADi3Ww/6hnRe4svW0s3SjT22PQ3tRMufKxeByp8TVZCrqKionCZsq8jgjfSfG9ov7v+WvoHx9PA/diZvldMPSZYJkY04a7yeb1kD58zoAcBF8WP5vXg3WyszAUixhnNN0vROs7WjmXfDWYwa3Z2SYhv9B8QTHHz889zgFeOf752HZNhDgAA6vY5BsXEUlgZSWB5IuLWaHrGF6EUJh66sYczbz/2IInnDwoV6hd0L97O2lx+xpnDiLRHIioSCjOaP2ZUPj3e5JQz6jnus2l31TYMYB0izLWF4yHX46zu3DNqZQqLFm49CY/Eg2xvf44ExLf/5pkZGEVARjGKqpl7WIddoiYrXE2js+Nr0oSYLP8+6hlX52Vh1ekZHJ5yWmd1vSLyBD7M+JLs+mxS/FOYmzO1sk1RUOhxVkKuoqKicJmTUFje5lllbogryM4xt+/MoKKxqaIsSRB6VWOyNYTdT4qjCIbmJM4eelg/dJ0Pv3jH07t3yz/hnG/+GHLKn4cy4WeMmxlBF/5RRFEWvBNHV0PesWG9EgqIo2OtcPvNszTzIpt07ERC4JFpPRk06Bq2L4aFDmRb9COLhesNZBRU8+Or3ZOaXk5oQxnN3nE90+KnJb6DQBTK8nSFcnTSeQ7Ul/CbtQREMGB1+9ImI4Ilpk5vtv3LzQd74YiVlJjuTh/TgwZmTEQWB4EQLpVXV6BQ3BLrR6wzNju8I/HQGzumWesrW6wgC9YHclXpXZ5uhonJKOf0Ol6ioqKj8SRkQ1A3xqHOJOkFDn8C444xQOR2xO91NrjlcvtfCjYHEW8LOeDF+ImyuKgrrSlCOSj2uVX5v0k8UFBIsSVyX/HcCxGR0SgTDAq7ivMRzva+LItPmDPEZ47EZUPK1aBQ3b+7UsmDfED7ZP5y39pWwsezbhn5PvbeYzPxyANKyS3n+o9864lbpE3gBRrExhD7VfyoB+tMrYVdXxqjRcVXdQAY9VE/Sw3u5KtPIW3POI8rf2qRvQUk1D775HZsTSziUXMO7VZsZ9/Sz3DbqIXr+qPE+XB+uRHh994mn9D5UVFROP1QPuYqKisppQndrFM8OvIpPslYiCALXJk4kztyypFMqHcuG8jX8XrIYnajn/OgLSbG2vgTOsN7xdIsKJquwAoBgfzOThnW+18vjlvj1my1kFJQwcGQS40b07jRbal0urn/rMeoydeiNbsKGOHjp/GfxMxgQXCImwYEdb9I/SRGoKO/D5F7T0Ypa7uz9crNzpoxLwvPTdgRJQdFpUPQa2GPEHihT6TCTEFLGsLAcQOGpXct4ffh4EvxCyS3yrUn/x3Z7EaiP5bLED8iu24BJE0iCZUSHrPNnxV7n4NHzn6O2yltX+suXfyAqKYIL/tL0SMjBnFJqoj1IRwJXFIX8eAGxKI8Dz6Yz79kLCb88mVT/KHoHxJ7Cu1BRUTkdUQW5ioqKymnEuPDejAvvPCF0OiBJMut+30dFaQ3Dx6USGRvcoeul1xzgg6y3G9qvHXyRv/d9kQBdYKvmMxp0vPvopfy0ei9uj8T00b0ICTzx2emOQFEUPnv+W5Z8vBxbrQvHZQJpIyIgfyujfqrmnbOfxaBteqa6PdmzLZtH/7WQstp66gbpuOH8MSzbuJb8NY2bUZWFLl6N/IiHxt1IVMjtyPKj2LV6JEVk85r+/HX2k2jF4z/yhIZaUYw6FLyh4AIg+Em4JC0Bxnou7bYFg0YCoLtfKU/u/ID3R/+VUQMS+Wn13oZ5Rvbv1gE/BS9mbTC9As7psPn/zBRnlTaI8SMc3JrRbN+UhDBEbdPoFHmICSXbzoEVB7jx/ss6xM72wm3/Bbf9CwQhCIP1TkStGm2lotJZqIJcRaUDkGSZd3ct40BFEeck9WZawuDONklF5U/DPx/9kmU/7ADgg3/p+edH80nq0XGJr9Jr9/u0XbKT7LpM+gcOavWcAX4mLp8+5MQdO5il/13J+3/7pKEtvatBGBiGYhBY5wjgrZ2vctfgezts/fzsMu674T0Ut4IZMB6SeMe9jihTLWBs6Oey68nO9eZYGN3nCvKLB7F9/4+EBPTj4blntyi0f2ifBBJHxJKxIQ8BASFEwyXnj6HQk8224l0NYhxAJ3q4PHwBmXlvMW+GhgEpl/Pr+r706x7NDbNHtvePQeUUEJUUTlBEAJXF1Q3X+oxpPtIlKiyAx6dP5/59P+PWyiAIGPUudLf4oXhcZFjLT5XZrcLjWIm98sbGtmsdfuG/IQjG44xSUVHpKFRBrqLSAVz90weszfQmZfpudxEPTSrjhj4dX4dUReXPTlmxrUGMA9jrXXz/2Qbu/L9ZHbZmjMnXsyQiEmU6M8727l69z6etqZbQFrlwJ3gf3CschR26/rb1h1DcjefDRQmMHjfOP+RMEzUSI5IaQ7hjInoRE9HrpNf799NzWbs7k5ySEqaM7EGYJQhZkblr+T0+/cJFOzuckfxYm4pVdHJ+0hfc1LueARHPd7na4Cotw2Ay8PRPD/PWPR9SWVTF5CvHM+26Y5//nj2yH2P6JzLzt+dRBA8WkxNBAGmOP/6x1XyT9wop1qH0CRh7Cu+iZXicvnkOFCkX2X0AjX5AJ1mkovLnRhXkKirtTL3bzdrMSjicfEtB4L+7dqiCXEXlFCBqmnpCNRpNh67ZP2AQM6Nms6zkV3SigTkxlxKkC2FlwX+plTOINPVkYPBFDVm5m8MlOfg+/y0qnMWMDJ1Av6CuUcqs+yDfGsCyScQT7g1Rt4guPLZg3l28jivHDcFi0vv0rXU4cUsyQZbWl3yKjAlqcs1Vq8fcvRZTRRWufX5oDBJCjINNP1ZwxSA3RkPrQ+idUj0HdPPxi6/i21wjZZ6BPNj3DUb6X8vKtCqGpXhrVWc4w8hze3cFamQD39t6MF3+gZzaqSRYO77m9BEkWeKDtHfIrslmbPR0psWoCcTaQvdBifzz9yda3D/c7IfV6EbWNGboN8cqJIdXsLNqGTurluGRnQwIaj5Te2chaP4Ynq5F0Kjl81RUOgtVkKuotDMaQUAQ4Kikv2jFP3cmZJXWkVNTyqqctYyO6UNiYPfONue0IDjUygVXjOLbT9cBEBBkYdaVozp0TUEQmBk9h5nRcwAostVw/++3EBWVgwaZQzUrqPOUMy7i1mbHK4rCM3vvIcPuBGBN5WfcmljF8LDOP4N67o1TyE8v5It//4rHrMNyZQCjQ4oQdTJKiY6fFgciW9aw8PdtfPfoPPzMBkpsVUx5+x3qgmUECVI8wfxwy3w04sl7joeMSeGcK4bx04JNANiSTRjDAni89/ksMP/G3vhCPDstKHsD2Ek+Py3fw5xpA096HVmROFSzlm3FDxOtL0UUIEBbj17cwvd5n3P54IvZtuAS3nlnF4/P/ZRNWt+8BDbZSJWkx9+de9JrnwyrStfy/+ydd3xUVdrHv/fe6SWT3kMavUivgiAIKGJbFXvv3bXtuuu6u6+uru+6ru+66tordl1dFSsgHaQjHUICIT2ZZJLpM/fe94+BCUMSSEhC0fv1il4qjQAAIABJREFU40fPmXPOPXcyk9zfOef5Pe+VfkJQCXJG2ml4m55imG0XQ82wqXEBzziv545B13frHI53GoN+vt27HZ0gMi2nNxad4fCdOkFWuA+7hY2IooocFhiQEntqZKNrYbcIclVVCcp70YkOpAPc99uDwXoFcnAlYf9XIJgxOR5BlFK7fI7HI7LiosZ5Fz7/D+j1PUlN/BcG/ZGbcB6O4oZ69ja6GJyWTpxRCwnQaB1NkGtodDFGnY4LT8rlg/V7ANBJMveM0nYtfs54wn42NBSTYLDRx57dJamo/r3mA4zyv8iPq+GHnSnMU4Zx3ainu2C2P39u/s0MJkwdgLO2icGjCnAkHF1DtD/Of4WMgio8SuThyyQE2dn0Q5uCvNpfsU+Mq4CAisi86u8J+sciiQKjMrJjxGxIlhEF4YgEbkeRJImbn7qaf6TWgaiiiw9SUiwgVOkQ/eAeGwIRmsIuXliyjPMGDuKcl17B0yuMKEVWJbcrNTy9YBH3njqxw9cXBIG7fnsO198+nYU7i0EUmdA7D5vJiLXOzp2ffRjT3tXk69D4YSXM27vfRR94kYHmMgaZQlTLZoJq5DRDoq6JnY0rELJnsXbLXoJBAxuK8kkdWE9DwBIdxyH6qFcMDDON6PA9tpcKXyUv7Ho9mnt8de2rnJ8UMR0TBBhoLeejvV8Bv1xB3hj0c943r1PcFMlQMHBrOh9OuxKj1H2Pu38ecw5XfOqnKtiALmwkPrMU+YDXbbqWpzw6i6w0sbPmKjyBVQjoyUl8hGTbpe3uLwhGLIkvoCpNIBgRhO5dtDiecLoew+v/BoBgaBOVtVfRI2NFt1zrzfVr+dOCeQAkms28+6uL6JWU1C3X0jix0QS5hkY38MQpFzKjYAub6kqZljuQnvE/j3hSjZZU+Ru4bdWzVAcingGzciZwe++zOz2unacZlVECQJbVxdraAKHQXvR6LYXO4RAEgYHD847d9W2bIgoJABW/asAote30bpIs7Bfj+6nzeLl8QURsjshI4b1zrkASBB5buoDXNqxFL4rcP2YC1w4+OoaR2ekizqQ6RF1EDKoYcRn0sH9NQAdzGrax5NXdeNIURElFVSNvgyDC5xU/cS8dF+QQ2Qlc4f2RNcYfSdDHM0JIxoaRgX0yyc1KZHdZRHyZjHqmjOvTobE/KP2IgPc1psTvjNYZBTdFoTgEBL6t7M/UnIhJmyvgB+DDReM5K7SCSmMi6dlOzFIQsQE+WTeJRf2fZlCvNK7KfwirrmX+6s5Q5quMinEAu+Rv0cYmBbr0micaX5VujYpxgI31lSys2MXU7O5LG5ifkMDcK66nuKGeTJud8uBY/lP6d0JqgCRDFpNSL+vya1Y1voQnsAoAlRB7nA8Rbz4DndQx8S+IXfsZPREIBDfFlMPyHgLBrRgNXbtLHpRlHl+8IFp2+nw8u2o5T08/s0uvo/HzQBPkGhrdxMTsfkzM7rip0M+RQLiSoFyORd8PSTzyeNLjkY9LF0fFOMAHpYu4qMdEUkyOQ/Q6PIVxNTHlHjYnDf4lpOgv6tS4Gt2Pw3rgCYlI/Mr4lFvabm+IZ0pyb+bW7gAisdnLt/fY96rKqooaviregFGw8dK61QCEFYX/WTyfcdk59E1K6aY7aSarp5mGpn1iXAUhJ4BaGxurbTDr2CQ7QW15QiQ/8ch3hZbW/cgrxW9Fy7s8JTxx0p8xGnQ89z8X8ck36/H5g8yYNJAemR1LcbemYR1TrLF5w/WCig4VV9jIvOp+uGQ3M7NVMnvGU7KhFlmR+M/SsZAZZOu8XjF943Nd1AU28VXFG1yQc/sR33NrFNhyMYgGgkokXrkkmExQkTCIkf3YoCKhp3vDM453RFp+9lqr62qMOh19kyPfwzjTGO7p+wbucAMJhrRDekccKSG58qCaMGGlrsOC/JeIXteDYGh1TJ3XP6fLBbmsKARkOaZuVXUp9QEvCUZLG700fqloVqAaGhrdSpX7Q1aXTeCnygtYWz4FX6j4WE+pSwkooRZ1wVbqOkqVN1bQu0MmDPqBnR5Xo/u5su+1yHLzn9dcy3B62A7tXnxlwW/5U787uTV/JunKJEob9ufYjoiJPe49lLjqW/QrcTW0qOsOLPqDjNIkmJDdI6bqkp5DUPQg1utQAmL0kIBeFXl0wpHnzv7JFbujVeGvoiYQSSsVH2fh2gvHctsVE8nP6bjoTzelUR6M/a6FVIFG2cBbe8agILKybjeVvkb++qszCBUIeDMU3HkKilkGSYn2E/QyaT2ciAJU+VvPX90ZEg0JPNDnLvrZ+1Bozeeq/Dvpl/YJpZ5+bGvMp9hzF/eP/n2XX/dEYkaPfvSNb46FHp6SzYSMgqM+D6NkIcmY2S1iHCDBMjOmbNYPxKg7+vfZFaiqSq37PXbV3ExZwxPIirtbr+ew39iiThK7/hi5Wa/nwv4H/s1W6ZG+hpd2zOLDnbcRkoNt9tX45aHtkGtodBNVDW62l9XQKzOZ9IRf3rEwAEUNUez8M+yLqAvKlex1PUOv5KeO7cS6kLMyRzOnfGVUmI9L7kemufN/3MflvcP6svNJMTfSELRgs03GYRrQ6XE1up8B8WO42/Qc61w/kG7Kp3/c6MN3AvLtg8m3D0ZVV/Luhu/wBSNxnTazj9Py+hAKxiMJAvI+x0ir3sCwtKPjjHxPvxlcvvQ5ZFVBECDDFM+rp1zMd2U72dJQxciUHE5Oz+Mp0zI8/hDiXhOYZYx2kcWX3xLdEXr+p+W8s20dCUYzfxg1hZFphw/BSDPFmk2ZRCPx+kObWIUVH7X+9RilBBKMbR9jvyrvcv62tYI4t4+B5kr8qoM1not4eocfeV8cuV6UiNObSEuMI36zgM8AUkBACplJOclKSOdHUasZOnwnFlsAVYWetiPPQX8o+sX15qH+98XUndPvm2651omIVW/g42lXMb98JzpBZGJmIYZuzrJwKJR931WxC3xFDiTOfAqFKW9S7/kUnZRCetwtJ2y6vVr3W5TWPxQp+MAX3ELP1Ne77XomwxActhtxuV+MlI0nY7PO6pZrPTZ5KvOrV6D+BJZVYZyfJbHtxhDeAXsJ7biWS/u+3S3X1TjxENQDraA1ugRBEFYPGzZs2OrVqw/fWONnydKtu7nrpc8IhmX0ksiT18xk0qDCYz2to46seFlRGrurG2+eRP/UV4/RjLqHUm8Ni2o2kmCwMzVtKDqxax4AVVXFHdqJJFiw6LO6ZEyN4x9VVXmv5F3e3bISUYDrBk7krJxIHvX5u4t5fcMaDJLE7cPHMDgt/ajNq8rn4r3dy0kyWrk4dww6seWa/pqycq77+BOafEEsVj2vXHAeI9MjovuFn1bw+Oofom31osjyC28lydy26Z6qhtjrfIw3y7ex2WvFrrNxY8HVDEto+8SBL1zD3L3X4wmXA9An/nKGJN91iGuo+GQfZsmMIAg4Ax6uW/Im2xqr0Akifxw8k/PzhqGqKtNufY5GT3Oc9smD83nynrP5vOz/2Oiah4BIof1kLsy5H/EEFUjHE9tclSyrKSLHmsjk9L7tNsysrW3C4wnQo0dSl5hsHgkvLl3Js4uWo6pw64TR3HzyqGMyj+OdHVUX0xRYGlM3JGc7otC9juShcCmq6kGv69Otn5HT77sfvjVGy0KczKhnN9PTWM+FveZiko48TaPGsWf48OGsWbNmjaqqwzszjibIuwFNkGtc/LfZbNlbHS3npyXy6e+uOoYzOnZsr7mbWu9/o+U+Kc+TZDl6eXo12k+Tx8/XizYTCitMO7kvyQm2Yz2lXzSyKiMgnJDCLiCHMYhSzIPuiPeeodbvjWl3ycAcHh/Rtjt0cdU51AXW4lGMhFWBBF0yw3KWttkeYH3tM2xteDOm7qzcz7Ho2794IasKJe46koxW4g3N8Z5fLtrEoy9/i6Kq2C1GnvnNBfTLT9vXJ4yIeNidynm7i3h8xUK8oRBXDhjCTUM0odYay2qKuGX528hqJCzg8oIx/Gbg4UMf3nxjMW+8vgiAQSfl8PhfZ2E2H10X8TWl5Vz8xvsxdbOvvJCRPY69Kac37Ob90pfZ5d5GljmXi3vcSLyhY94LXUlJ3b04Pc3ZEnRiMoOyVh+zhZSuZsZlD6L8FLtIP/z5zfRLcHJx37ldtoCvcWzoKkF+4v2V19A4AfCHwjFlX6DzMcUnKj2T/0ZB4v+QGXc9A1Lf1sT4cYo/EOKmP77HU2/M55nZC7j6d2/jbPAc62n9opEE6YQU4wBGSRfzQK2qKi53rCu4gMqPDWsJKeGDu+/ro9AYWE2jYkJGRBAEGuQ66rwLWm0PUFzjZO7WzS3qw2pLR/JDIQkihfaUGDEOcOaEAXz85LXcceUEDAUqd779Bi+tmr+vj+6wYrzK4+bm7/7Ljvo6ytyNPL5iIXN3F3VobodCVRVCciWqemLHpypyFW9tfy8qxgHeLV5BUG79s7Kf8rL6qBgH+GlDKZ9/vrbb5tkWu+qcLeqK61p6QBwLPt77BusaVtAYbmBL03pm73n+mM4n03E/Zn1/ACQhjrykp382Yhxg0vghMWVTtp++CbUkWX+tiXGNKFoMuYZGN3DJhCE89tG8aPnSiUMO0frnjSjoSbdffqynoXEYVm7cQ3FZXbRc1+Bh7vJtXHj60UmrpXFi4Ap62dpYRrYliSxL+3fVwoqCWAm23j58fgOiqJKc2ITZIBzCBVsgjAQHvd4Y3EiSpWUKtWA4zLVvfAJiCtfNkNDrIt4V6ZYx2PW57Z7r4QipCv96ZS6KKKGYdLz4z9W8Zl6LyWDk0mnDuW7m6DYFxTZnLcGDnJfXV1cyJbd9IU2ecAMqaqu5rUPhMvbUXkkgtBVJTCQ76QWspnEdv8FjjKLU46qZiaj0A/Kj9TpBOqxQa3B5W9bVt6zrCtwhPxsbysgwx5Nri/UNGdkjG4MkRX/WeklkRI8jDzvaf5q1K4TqHm+s4WCpt6UBod+/AK/3HUTBjs1+Bzpd131/DsagS6dv+hxCcjU6KQFRMB6+0wnEfTddSLIQz9J5mwnHCfjOMFAaPI1ZfU471lPTOI7QBLmGRjdw0YTB5KTEs6Gkgv45qZwy4MR0P9X45WAytvxzYDKemLFtq4r38taytUiiyPWnjKB/ZtqxntLPgnXOYu5c+QZJxioKrLWMTh7J+bl3IYmHf4DWSxKTUgtZtmcbeUNqovnMr8k/B6mNXSJBEEg0TcLlXcaBojzeNLLV9rvrGqh0NQEJvPD56fTLLaVPWiEXnHJfh4XMXnc9f9swl/qgj1mFQ5mZ0+yF8eGSNQghAcURmbeqFwl5FYLhAP/+dCl9e6QyfnDrv/P7JiZjknT4D9jpHdoOYz5VVfm64nnW1M+J9Ek4nTMybou5ryrXYwRCWwGQFSflzrvplfljh+77eCDo/x5FqeCy9CCrGjPxyJHP1x19J6M/zI5ir17p5OYms3t3LQA6ncikU7su/aisKvx+7WwWVOwioMrI+/LCD3U4iGvIYK8nTHKmiSt7j+Sli8/lpWWRXOHXjx1BQVL7F7AqffUIgkCaKZ4vK77lk72fA3Be1kxmZnbulFmetSfVgfJoOdfSM+b1YHA1zrrLgMjpBL9/PqlpixDF7kvVJQgiBt3R88M4moiiyNTLxvBxTinbvZWgwJodTlyhIE+MPPtYT0/jOEET5Boa3cS4vrmM69t9q8oaGl3JsP45TBheyKLVkeOz/QvTmTqua/OyHg2Kquu47vWPCcmRh8nFO0r48u6rSLFr8fCd4X9//IHn1v1I7yQX5xasB8AXLuOHihqmZP2tfWNcPoNnvo6nqKSS3AITl40YRa+4Q8fU5qe+gVD3B/a6PwPBSF78PSSYWo+5zoyPw2LQ4w2GqG10sOgnB+OyTkES2h8/7Ar4eWTufD7buAVVBcWksrjkcwxTJaZlRYSdGRnFEHs0XZWahfGOvWVtCvJUq42XTj+Xv0ZjyIdyao8CZNlJfcODBMN7sVkvJs52RUy/Ys+6qBgHWFv/NX3sYym0N4cthsJlMX1CcgWqKiN0U+qt7kIQIiZ/va11vDXwIza60+iVci8DU08+bF+9XuKppy/jk49X0tTkZ/r0QfTufeRCr8bfxDrnHnpYk+jjSOeKRf9gVY0HvU5BJzV7MK1zNdAncTslW/PZVC6xoGonH0+5hr+cNxqDaCDJmHLYa9X7FlLqeoM398axrD7ymT01rSfFvuZFlXdLP6KXvZA+9p5tDXNYfpV9FbIqs8u9jWxLHrNyrot53e/7lv1iHEBRKgiF1mM0/rJz3B+OgBxmc201GbY40q3Nf2++3rGJB9Z9hA+RAxcWv927jSdaX1vU+AWiCXINDQ0NDSRR5K/3nMNP28sIhRUG981CrzuxHuQBlu7cHRXjAO5AkFUlZZwxqO3UVxqHZktdNc+tWwkIDEkvjdarKuz1LsEvN2CS4g87jskocM/ZY7DoOrbTlpf0CHlJjxy2ndVo4P8unsnDn31PrdvLWYP7cuno9ocL7W1yce6Hb9FQE2L/g7PoF5B1OmZvXRsV5DfOnMy7r69ENpujfcWwgrIvvdaggkN/byZk5zEhOy9aVlWZ8qpT8co1ADQF16LITuIdzc7wTaG6g4ehKRxbF2c5A19wZbRsN59+wolxAINpKnrjREKBBSTq/UxJL8Ce2P6dxPh4C9de1zKkob2Ueispcu8hLBv5w7rP8YQj8fj39Z/OVpcTMCEQa4isIiCIkJDpwrstlXBWkCc2vY7dGvEzmJQyjQuzr2jzpIY7uIVNVTewxZPCsvqTARUQWOncRLI5tm25r6JTgtwsWbgy7/Y2X5d0LRfJJCnziK/3S2C3q54zP3kTdyjyWTmrsC/PTDmLDTXbuGPtJyiqDkFQOfDHn2V1HKPZahyPaIJcQ0NDQwMAURQY3PfYuwB3huzElg852Qnag09nKHE1m1H5Qs27zYIAkmBAJ5hb6xbDlxXf8E7Jf/AGREan9OOevjfxXunnbHRtI9ucwVV55+MwHDq3eHsY3yuPefddf0R9X/tpDSapAkiOqU8weDEdsMuu1+u47TcTeOGfC/CLehSriq3ATzpezh1XxPC+t3bouuHQtqgY30+95/UYQZ5vG4JRtBBQIvHQRtFCgS3W3yHRdiOCYMbjX4RRV0hy3J0dmsfxgiDosSe+RTi0DgCdfshRy7G9tHYtf9v6GgoKVW4b3nDzz/1fW+ci7hNUYVlCFMNRgeUw+pBElXBIgn1rIG6lFIMsIasi86q/ZXTieHKtrZ+caPAtRUWmKbw//CMysF/WISKi7NuxlgSpU2K8PVgsFxEILMbv+xwwEOd4qFtjyH8OPLDwm6gYB/h851amF1p5cft/UNTICY39Sa0EAWw6I4+NmHkspqpxnKIJcg0NDQ2Nnw2T+hRwxdihzF6+DlEQuHXyGAZl/zxjE48Ww9KyEBFQUFmwuw/5CTUkWTyoskBv6Tp0h4khL/OV89yGz6n4Nh88EttS/aw89QFEYySfd7GnlPqQiz8OuLtb70NVVeTQRlTVhc4wHOGghYSQLJNgb6KuJp6QHHk8EgWFBLuX3wybHNP2knGnsMzVyBc7tgFQh567JzmZ0e8JhHbmT1ZUhRXVH+EOrMIatpCkbzYfO3hucfpkrsz/X1Y6I7HEIxPPIk4fu3AgCAKJtitJtF3ZrusfzwiCiN5w9A0l39szJyp+D84KHFYVBllzWRUuIyTrCIQkks1+HBYv8UYfnnoztXviUTIDnJyRiEcqpcQdMXsTwyofr/yJm8fmYGnFm8OszwOgj7UKsxjEp0QWAiyijZsLL2ZBTSSzwMyM08k0H95zoDMIgoHExBdQ5MdBMHVr7PjPhVrvQRlJBPhqzxeYDPuzO0Q+TKoKWUaFOTPuwqo/uqn4NI5vNEGuoaGhofGzQRAEHjxzEndPPRlREDDqtT9znSXNauOlaedx3/w5uNzwyjtjGLhhE97VsKzHUvJ/SMekz8BuHNhq/2JXOXWzc7E1AKhYyyEwBswH6PhNru2oqtph87X5FS+w0/UuAjKiNIprej7Z5hgbi26grGgrOr1MVo6LwrzvMOibna8v7T+Yb75ayTljlrN2Z09kVWBofjnXDHqEgvhYQy53MBgV45G7EvhyzxTOPqlXu+f+ftGv6Wn4jHhAlaAyZCNd70ZAJCX+sRbtU015nJl5R7vH1+g48gEqPM7kx+82RA+nX5o/hnv7T+fv6+Yxp3Q9veLSee6Ui3GG6mnwNxFwG0k+2Uac2Uixu5g71+6MjqXoBD7Ytpblq928ecdFmAyxv5cSzZPJirseofF1buuxlI2+c7EZ+nN+zjh6WFM4OXnE0bj9GESp+3KTB4Ib8QUWo9cVYjGddsKnObuwz0D++uPCaFkniKQ7akkRnOxqTKHeF/FFcJh8fDz1Hk2Ma7RAe1LR0NDQ0PjZYTacmA7xxytT8gp5Z9SvuO+tJ/B6U6nIHIljbB3nnPEFW2u/AyDHcSt5Cfe06LvmJzeGhv1RsZF/w1UGiA9E2+RYMjv8UF7mWU+l+2Xi9fs9A37gkz3/5Pzcu1q0/e9Pb/L0HwsJh/ugAhnp9Vx500XMHL442qZvUgofnn0L3+5exoCxq+iZkMKghHuw6VNRVZUla3axc3cNQ/pl069XOkZJInBACjObof3pmhqCTaSI30bLggCy4CA9/kEs5tPR67p3F1SjdS7ImcbT298EwKIP8+sBYxHVOHpYk5iY1gdBELhv6BTuGzol2ifFmESKMQkOiIwJyhHBpapEj7ULOoWtZdUs3VbC5EGxx84FQaAg8bfkJdzDnrpG6iqKSbCYSTe2TG93ouP1zaWy7iog8t1x2G4jKf6hYzupTnLzkNGEFZX3tq7HbjDyl/FTaRCSWFb7EWfl/0SpJ55kQy4PDLiLRGP3LXRonLhoglxDQ0NDQ0PjsCzftQFXeRaKP/LoULcxg819eiHtVJj/9XBUXFx78TLOOyPWjdmkM6MKIBxwBLhhXTxDhsWzx1tBliWdO3td0+H5bKr/Gp2oxNRVeFe3aKeqKs88VUI4HDkGLgAVlQmsXpfDtKFhDGLzo1CPuHiuH3QGcEbMGK99vJyXP1waLT98+xn8fsIk/vjDXFQg1WrltpGj2z13URBRDjoSLasqDnvH34fW8MsBNjWsxYiLvvEno5O0LAPt4dTUUWSb09jeVEJPWw/6xOUfvlMrDIjPQQ6ZkPSRI8uqDIG9kV1SSWw7Hn5nVSOXvPAevlAIgK83bufFq847IXaQg7LMx5s2UeV2M7VnTwakprbazuV+mf1iPFJ+kUTHbxGEI5ckofBewnI5RsMgxHZ4WnQHtw8bw61DR1Dq+ZGQsoX+ll+RbMyhyreLnNwB9LGPPSF+jhrHBk2Qa2hoaGho/MwIyH48chMbap28WbSCZJOVhwbPIM7Q/LA6t3It/975BX45yK9yxnN1/rRDPjDW6bxRMb6fbVt7sG11XrT8j+cX07dnHv16Ne/wnjW0P2/krUAsDiAAskHl4osTuXvwzZ26xwL7MFb5P0Q6QOknGlsaXu32VhLyxJ6YEICdVcmItO8B+f05a2LKH361llceu4xJefmU1DrJVAzkxrXfPDBOb2V3aDjxusWR3XFVoCxoxC83YpI6Z25X7qvm/rWP4FUVBFTG259kVo+/kx1/UqfG/aXQy55LL3vnTMwMko5ceQjrnJsxuVWCpRbkJgND8zMZ16ftsT9ZszEqxgGW7NzNlrIKPnrlXbavrierII4HHrqRpOTDZzU4mhR7dnPTZ59RVBkG4Pkff2T2hRcyIiurRVvhoDSEESF+5EK1wf0aNQ0PASo6KYvslE/Q63KOeLyOMr/6O9bXf4ddl0SqvppyXyT3vF2Xznm5/+ak+CmHGUFDQxPkGhoaGhoaPys2ulbyzp5nCCoBXAETK2tzCch6vivfwrIzf4NJp6fC5+Qvm96NGli9UfwdPe1ZTEhpPQ4c4JSeQ/nUWIQSaE6lZdQHW7Tbuas6RpBnxNv56M/X8OGS9YT8Ya6eOpKkOGun77OnYyrrnd9SH1iKTlDwKD25qffvWrQzinocuQ3Ub2s2QVNRGTrFiU5sX1owo0FHkye2DFCzag9/v/DvuOs9ZPXK4PGvfk9GQVq7xuzt6M9yZxnOWjubinIRRJiUWkNeYucE+ezd/8Wr7jMmQ2CZu5Dk4ge5cuiXnRpXo2NsrXXi8tpwKaCzQ1KqgZdvuuCQ6SRdtZ4Wda+9/Do/fRIx/KstaeSh+n/y/BsPd9u8O0pNoI7fr/kHRZU92B+YElYU3t2woVVBHm+/C19gCaoaudfEuAePOD2fonipafgz+03TwnIZzqb/Iy3hySO8m47xXeUXrHf+E72o4AkplIebd/6bwpVsc33FkKRLj8pcNE5sjk4eCQ0NDQ0NjZ8RzkANz+18goc33sns3S8SVAKH73QUkNUw7+15Ljofh9FPn6RqADwhlXdL5gGwx1MVFeP72dVUfsixRxTmk5hrRYoLIZrDEB+iJseAcMAOtSgI9O/dMv45I97OnWeO597zJ3WJGN/P+fl/45re87mi1wJu6/cWOqnlPkOGOZnJ15xEQq4TRJkhw7dx/f3zuGXo7/i+bBszv32R6V8/z/u71rRyhQi3X34K4r6cVyajnhtmjQPgyWufw10fERZlOyp46TdvtdrfGw6iHGTb3ctxOj8u74+pXGJC/C7UGj23vzcP5eCz7B2kIdgYUw6rErLQUuhpdC+9EiIO64gQtkPf/LRDivFVS3aw8tkVSN5mUXfZmCGUrY/NN1+yIfLdDsoywQM8DI4VG11bCAl+ml0iItgMrRuXmYzDyElfTGriS2SlzsVhv+GIr62qfiB2UVBRGltv3IWEFZmgEmJTwxfo94fNtPK1VVur1NBoBW2HXENDQ0NDo4O8WvwMu71FACyvW4BJNHN+zhXHeFbgDjXhV7wxdSZdeN//qQTVyGsKqoZsAAAgAElEQVQ97VmYJQM+uflh9qSE1nMk70cUBdLGp7NzsReTW8BgCeHSW7CfU413mYMkg4lbLzmLwvzWY0e7C0k8vGPxTb1nobsthQzxNQpNESO37ZVn8sLWM9jmiuziPbR6DgX2ZEam9GjRf9r4fvTvmcHusjr6FKSRnGBDVVXqyptztKtGgUW5O5j6yn2kJ7p54cw/owjx3LXiYxZVFZFgsPC3kedwSnrkWL1NLeSqYQvJSnYCMHHoBv781QVUuJrISjjyXfKzsiazeWtRtNzXXIHfNeGIx9M4Mh6fOI07vv+CDTWVDE5J57EJ0w7Z/ouPv0fnV8n4wYU/UY8uqJA6robqPBFn84+TpDyF++a8QVj+Dr0+TJz1NP4w4fpuvpu2STIkotMpZPeoZe+eFABSrCZuHDmyzT46KR2bpfN5uCUpEat5Bh7fnH01AnHWS6Kvq6pK2P8tcngLkmEUeuO4Tl/z07J5vLZjDj63wKjMECn7ssIpCMiqEA2hseqS6e04vdPX0/hloAlyDQ0NDY0uoWx3LRvX7CYnP4X+Q1qKmp8LiqpExfh+Srw722h9dPnr1r8TVEQMB5idlTfFASp2Y5ALck4BIMkYxxODr+eVXV/jk4OcnzOeoQkt468P5se9pRjqJZAFgn6J6h8yyJtRzOR7K7ip56NYdcefg7Ciqty07F3W1O7kzWFLDnhF5oy0DaxzNR+r3eAsb1WQA2Snx5OdHonddQa8vLhtMbZTs3B9twcA3wOZ6Fcno18uUEE8Mzb8k2nnjmVRVeSzUh/0cs+P/2Hpmb/GIOlwuldHxTiAXqcwukcRidbOmVKNSRrCTZmX8Fnpm9ikJpLqhnDDqb/v1JgaHSfH7uDT8y5rdzo/1RBZLBNlsNSEUAXYWl3NPb+9hv9peJHKjWbic0KMvm4o+syXiLP5AAiFX+Gb4l5Mz5/YrffTFoMc/Tg9fQrfMI/ERDdD7KO4b/BFWNvYIe9qMhKfw+WZTTi8F6t5OmbjqOhrAffT+JueipbN8X/HaJl1xNfa7SnnmVVfU74+A1UR2atLY+ZED1kptQiCwF5/DoMcExmamEGu9WTMuuMr1l/j+EUT5BoaGhoanWbt8iL+cNubhEORI5TX3T2dC6/9ee7KiYJIjiWfUm9xtC7Xcujd5aOBO+yhMlAGGDFLISRUVCz0dmQyIlnHHX3PI8mUFG1/UkIB/zf81g5dI85lwCMfeDxfYFjT6fy6z4zj1kF4Z2MNK2pKMEkKCgLiAcdIzVI4pu3AxMOnG1NUleuXzGZTQwVcYycuMZXRShrr6lX0DZH3QEBAN9fM7AEr4QD36MaQn4agj1SznYyEXIqqIvX702PFx2d0Scq+0/PHc3r++E6Po9F52vu9SCksRNGtRQwrqEAgycT6zQJxF+Tz0qtP4pNdmKV4/vDVPxiwT4xDZCFnZ928YybIBUHgqryLuCD7LATAorO02s4XKqHI+SiBcDnJlmn0iL/jiGPHY69vIN7WenaCgOe1mHLQ83qnBHmlv46a7UmoSiTiVwlLrFo3nj2ZO2n0iVSaLHxjLeYfw06mr0MT4xrtRxPkGhoaGhqd5sPXFkbFOMDsF+Zz/tUnIx4ixc+JyrLaNfjCiSiqD4vOx0mOkzgr86JjPS30gm6fsBPw7cuDHKeL519j7uuya9w4aCRP7ViEcECs6IjehcdMjIcVmZeLvmJRzUbSTAnc1ec8cq2xR+bNuojANRrCGFQJRYicHhBQGeYwUmBPIqjIXN9nLKNTDu+uvddTHxHjAAaRxgvTsOQMQnhxQ7SNioqgCPSw1FPkS4nW949PJ8Vk2zefQmym23H7/4UggNPXh+vH/qNT74fG8UUoJDN/yTYam3xMGNOLtJS2QxHmzN+DP9OKEFRAElB1IvV1fj6Yv46bzhqLVRdZTOuX0ivaZ/9CTu+kwi6Z727PFkq9O8gyF5JvG9ChvtY2hDiAqspsqroeX7gEgD2u7eikeLLiru7EbNuBYAHqDyh37vRJX3seSih2EaG6Lkzdzn2/N3QK0rgGVjmLOSWtX6eupfHLQhPkGhoaGhoa7WR9wxae2v5StJysJjIr51qM0tE5nnkojJKRwfEjWd+wEkEARRW4JOfiLr3GFdNGsrusns9+3IwKnDtuANNH9OnSa3SED/Ys4L09PwBQ5qvlwfWv8PbY3yAKzQtBOdYErigcxadlC7BLYBJVwioYBJB0Rr45/ZYOXTPBaEEvSoSU5gWoDIsD+oVRt0gI+/6RC0P0T6/G3BSioimJyRljuHvApJjFix4pDxKSr0FR3PTTHbuFjWNNWFHYXl1LosVMepy93f184SCSKMbkkj9eUFWV3/3lP6xYEzlJ8+o7S3jh71eQk5nQou3qpTuoNgWwuAVUY0TwqYAqQpMv1jBy1tAzueLFtdQ2hOmZU86oQQJTBnfeyXuV83v+s/e5aPmszBsYk3xGp8cFCMq1UTG+H5d/ZbcLcnPc7/HW3wmEQbBgtt/frn7eUCn1vuXUeb/AF9qJ3XgSPZMexWFI4vxhA3l/+ZZoW9V7gHFbWEStNFI46uj6aGic+Bx/v8E0NDQ0NE44LrhmAhtWFhMOR3YfL7lx4s9yd3xN/U8x5dqgk1JvOT3tecdmQgdxd69b+NE5lt2eUkYnDSPXmg3AzsbtvLjjVUo9PuJ0w3h02PnRndqO8tA10/j91VNRVaLO48eKTa7dMeVyXx0NQQ+JxlhR97uTpnNqRgGLan5iRsI69PumbbVd1eFr2vUmHh06k4fXfklACTM8KYfRacm8n6dQe7pEaq2P+DQPPaaUI4qQ66inj8nMX4a3bmKll9Kh8yd3T1gafH6ufPsjtlbXAHD/5PHcMLZtQzAAWVW4ce5sljUVIQkid/edzHV9u+aIvjcYIiTLOMymTo2za3dtVIwrIjSEglzz27e55bIJnD99SLRdWVMdD778Dq7eNnQBBUNTpL0nQ8Ao6TlrbP+Ycc968k1K/HEgCpTtSKS8JJ5rBgv4wnUYpXjEIzwGvrjmsxblwwnyXe5NrKqfj1myMjHlHOL0rXtI6KVE9FIKIbkmWmc19D2ieXYEg/ksJP0QlPBOJP0AROnwQrnWu5B1Vbejwxc1aKvzfgdA/9Tn+dP06QxN78HmimoSTWae+3QptkQPOf0qQRWINw/grOxh3XpfGj8/NEGuoaGhodFpho3pyfMf37HP1C2ZgcPyjvWUuoU0U3JMWRJEkowtd7yOFYIgMDppKKOThkbravy7eb/0PhLMYRLMUOWt5OG1ep4fe+S7aoIgcLjNXFlR+LhkPSXueiak5TM2Lf+Ir9cWve1ZLKndFC2nGuNxGFqmVRMEgXGpvRmW+Al76l8jTiwl0XoqBtOUI7ruubmDmZrVD3fIT6rJzl/WvUtlTQKkQFWWQr9Bu9DpIg/zIVnk5vyOxer/EnB5fTz7zSKWFJexw9cQrX9y3mLOHdSfFFvb6fGeWPQdy9xFIICMwt+3fs+pmX0oiEtps097eH3pGp78bhFhRWHGwD78769ORye1vrAoqzIPzHuUCt1erEKIMxzj+NXgG6Ov709xpgqg6AUQBLz+IH9/ZS49c5MZ3DcbVVX584a/ETRJKDqBmqEiYhBUHdj8Ot667lJ6ZcX+zinxNYAU+fKpOoEiTwOPrbsMJzKiIDEr52pGJXXc3VsSdIcsH8wez3Ze2vVn1H3pE7c2rubXvf+BTmzpgSAKevqnPs+O2t9FYsit08lx3NiiXXcg6XKQdDntbl/U8CwqoRivCYCmQCQkRRAEzh3Sn3OH9EdVVSqdZTTkfohOH3kfzKIHT/hi7Hothlyj/WiCXEND44TH6d/E+rqnCcou8uPOppfjsl/s0c9jSU5+Cjn5nXsgPt6ZmnYK25uKWVK7CpNo5PqCi0kwOI71tNqkvs7Np5veQkyOmJepKqRZmlhSvuOIx/SGgqyqKSPRaGZAYlqb37WH13zF+7vWAvDi1qX839hfcWZOf/655Qvm1nyPICgMsg/mkSHXHdE8Fu/ezSvzSvA7rMQlhCiIS+X+fhciCW2fzDDpDPROuemIrncwVp0Bq25fqILcHD/rDxpZuKkPfdKqMAcFLs65mD6ph3ew/yVR4q7h8rnPEjAF8Zps4GuO7VUBl99/SEG+Ys9uOOiAx1ZnVacEeUldPX/9ZkG0PGfjNsYV9OCC4QNbbf+nhc+x3VALmGjCxGfeZQyqGkSvtLEA5GQlcMaUgXw5fyMHr15tL65mcN9s6kMNBPQ1eDLzMdWAP0VAMYIYgIEpqS3EOAAHfbxNlgBxxhoydQFkVeDzvS8w0DEBi67t9681pqRdwrt7/oaiygiInJZ+6AW7jY0romIcoC5YSZlvF7nW1kNY4oxDGJ41p9XXjidUNQRE0phJB4hyu3Fwi7aCIDBtoo1PyprfB5/iYYd7I8MSNFNFjfajCXINDY0TmpDiYVHF7QSVRgDW1/0Dsy6VHNuhc75qaBwJelHH3b2v4+bCy9EJOnTi8XvWuKaygTsu+TeOicXkHWQs3CcuG2+4lmrfJhyGHBKM7XOJr/a6ueDr2exxR3Y0r+03godHttxlDikyHxWvi6l7v2gNaWYjC51fYtJHHnS3+1byTnEul+af1qF78wSD3Pb557iDQWh0UFcKF00YRy971uE7dwPX9D2VN9cVEZQj9+Xzmbkx/TbOGKIZO7XGk5u/IGAIAmBI8ROqN8E+o8AhWRkUJB06fV4vYxo71PL9XRCCAqNSD2/IdygqXE0t6spdjW22LwoUwQEeYc6wjR9Lv4sKckEQ+O2dpzNsSC6PPP81iqLuq4cBvTIBsEoWRHRIooqxQUDfpKJKIAYhPq11AzKbqsctNGcHmDh0IzZdJM5cElR6mGqpCuwlX9cxb4f+jlHc3fsZyn27yDDnkWzMPGT71o6n2/Wxp4XCssztf/2IbUVVZKY4eP6hWcTZO2es1t3kOq5lY839hJBAlTGINuLN4+iV9Eir7R2tvA+t1WloHApNkGtoaJzQNAVLomJ8P7X+dZog1+hWTJLxWE/hsHz337U01LnxfJdMygQn1owAggC+UH9u6TOUj4ovIaxG0ieNS72PvvHntjlWfbCJl4u+ZEVNEY2CH7ACAq9uWcW1/UaQbYs9JSAJIhadgaZQsyGV3WBibf12JDH2KOhG13agY4K80u2OiPED+KnsfZThvRHFo39UNMvm4NnRM7n/ky8IhWUc2xQqDTWgCfJWqQ00/87W2cJYClzkVBcwY3hfrhg5BLGNUxeq6iPoX8iDp+nY9nYaxcY6RFXk3sGnkWxpvxlcawzKSkdvVDFkNWJN9BEOSngtbQtyB4k00RwTbZP8FCTG7qIKgsD0if2xWA288uEyZFnh8nNG0b9nOhAxYryh4BqeHvY2O/ZYEWUBZECA26aObfW6Cx+8iQufmc3e+kYyrTZO6uON7uOqakSUJ+iO7L1IMqaTZExvV9vRiaexvXEt293rUFWo8eWzzlnL5PTmOO2z7noJpyuSX31neR0zf/1vzrirL0ElzKy8EfRzHD7N4OFQVRV3YBm1vm18sT1MVb2FGb3GMa7wyEJkMmwzsehyaAisxW7oR6J59CHb94sbxsiESays/wGA8clnUGDVvvcaHUMT5BoaGicsIVlmZ5WBusZUkuKqo/XxR8EsRkPjeEfaF/saatKz+oF+OHp7uPcPlzDipNF8V3Z/VIwDrKr9N30c57R5/PxPG19noytiUJUUDyDQ0BQ5EusPh1q0FwWBh4dO57crP0dWVZKMVu4aMJGQ6uXbms840AtuaGLvDt9bjsNBlt1KWZOneZzk9XjcL2GPa5+Tclez4Zsikn5oXiR4Z/ZSLrhwJPbjfEfwWHBaxiCKdlRFy0lhK69dfQHJjraPWauKh4ba8wiHI54Bb148Gi8vkGB3YDF1PsuBKipIuS68gg6nMwGTPsQc53weUKfFuPbv56+T7uHWeQ/iscrYxAADw3GMLTin1bEnjOjJhBGthy2MSx7D0KmDWZZbxLP/WYPqCTE1O4dgpQc1R23xnbQaDcy5rznv9k5XNgurIru3ggAOQ28chvYJXUUNs9X5N8rcX2KUkhiY9AcSzSPa1VcvGulru4gXtrkJKyJhVWJ93fv899S7ybIkUF3fhLPew4Ffdr8i8/auFQD8t3QDn0y6mVxbUtvzU1RKnQ0Y9TrSHa0vMuxxPkCd530+XTeKD9acDLj5aPmnPHr2VC4Y1nq4weFwmAbjMLU8ot4aoiByUY9bOCPjYgRE7PrjN4RJ4/hFE+QaGhonJNtKq7ly9kfUhwPANCb338sZQ9eSH3cuefbW3Yw1NH5JTD93OF99tIrKsnrUkEj/9NGM6DcaQRCQ1djd5UhZBVoK8oAcjIrx/ZhNQRqarPRJSGSrey9Z9jjMB6V+Oy/vJMak5rHX00C/+DRs+sipgnMzzufzii9RCTMsfjgX5HTcWM0gSbxyzkgenfcyTr+VqblbOD1vM4rSPjHRHYSCckxZUVRkWW2jdRdcT3ZR4/kWUTCSap2OKB7/pzb2c23hJOL0ZlbXFZNjSGLAkExu2vAMrpCHmVkjuaP3zBZeAAH/F1ExDhAOrSA5cR1G09QW4wfkENX+JtLNDvTtDCsxSjo8ASMhKdLeFzJQ7bRTF2gkxdTy1IXDYGP26c/gDHgwSjqsuiN//82Smcn9BpKjJvLAdS/zmaeYz1jI+VeN54Z7D23Q1tMxHUnUU+JegE2XxkmJV7TbQ2VP4/uUNM4GIKQ0sKr6DibnzEUntp1T/EC2NJbjl5tN3MKqwvbGSrIsCVFTuwNRTc3fB78cYn7lNq7uOa7VsSvqG7nk+feoDHhAgJMy03nj6gswG5qvFwiVUOd5HxX4evPQmP5vLF95xIL8SIjTHz/mnhonHpog19DQOOHwB0Jc+68PqLfv25lTVeZtzubBSX8gN1FzNtXQAIhPsvHsh7exZulOLDYjQ0Y357kekDCLSt+6qCnTgISLENowQzOIelKNCVQH6qN1fR1ZiOEAlcIeHlq/h3dKlvPa2OswSrEOyxmWODIscTF1l+VP5bL8liKqo/RMGcJTk0sIhfbHqouYzed1etwjIRgOM/TUQuYt3IIciAjzqVMHEh/fPmHTUUKykzv/9w5WbOsBwJD8//Dywy8iCi0drruLUKiMzz74Czu3eOkzIJ2zL3oYqZ1CThREZuWOZVbuWFxBD+ctepyAEvl9/uGeJRRY0zk7e1RMH1WVWw50UJ2qqjzx4xe8W7EaRVRJkqy8csrVFNrbTne1dUMpP3y1gbgEC2EpVkQGQjre3rWcwbYCnlq9iCCNTM7fhElfR0DOpMp5MrVePadk53PtoOFtHrVvL5+8tQSfp3mx7D9vLeHSmyZhtR06BVu+fTL59smHHT+sKIiCEJ1nY3DrQa834Q9XYDMUtmu+A+Nj3csNokTffcfQE+wWRgzNZdXa3ft2yVUCQ/2RhvvW/hy6tk+P/PXT+VExjgobyit5+8d13DC+OSWeSvPP36iLPaljNnT+1ISGxtFCE+QaGhonHNuKq2gKBMG+39Fn38OF338MZ6WhcfxhtZmYMK3lLlEP23jO6vEiFd41OAw9yLGe3OYYL21/lZIqHyHFQoLFzdCMvgx2nMTa+q+i++mbXWUsry1iYtrRCxcRBJGE5HfxuF9CUeowm8/FYDx0vGdXs6uuhmu+/yc1OxwoYQnjeBOXZPZldF42p0zsvvfimU+f4jt1EPLwiABf4InnL+88xR8u+80RjaeqCrLqQRJs7d5dffHpP/H5W2lAIj/8F2qrHueGu1s3vjoUZT5nVIzvZ5e7skU7o3kGXvezKHIJAJKuPwbTxNg5bf6ed6t/RBEji0t1soc/rfwvb02+vtVrb1lfyn1Xv4QsRxamxBsdyPZmx2wxKPD6riV4PKtQEbii13IyrHUAvL2+gB3OMgAW7i0hrMjcPKSTnz9VPajYNScsVFXlkWXzeXPTWow6iQdHT+Ly/kPYUB0i8YA1lMhudyvO7m0wOrmA3w86i9m7lmGUdNze5zQyzM2L4s/edwFfr9rCiu3P06NwNcvD+Syu7QkCiBU6fqyt4LzrhrY6dll9Y/OBnX3/3VXtZN7K7aQm2BnYMwOjrgCHeTou3zdcMnIR//rhDBRVwqCDe6ac0sF3SUPj2KEJcg0NjROO1KQ4TC4VfyLR+LRsq53+6W3vgmhoaMSSbOpLsunQovH78jn8a/Nu0EUeFyqDcSQrDiytmNq1Fmfb3YiiA3vcfTF1K0v3sqyklMKkRGb0690tKRCdTjfPPz+XL0s34kxLiC4KBsIyc5v28tvJ3WsqOf8nGTlJj7rPuVux6li0ueEwvVrHHVjPjppbCcrlWA2D6J3yIgbdoY29VFVlydex8d4L5vi54e6OXz/PmopDb8UVavYDGJLQ0vVfFONJSPmSgG8OgiBhNM1EEGJ3WD/avRRFjf15lzY627z2/Dnro2IcIHlhgJpTjKhGBSEoYHb4URQBFQG9GCbfHhHjsiKwwxn7Hn23eyejMnLIsNrJsB2Zqdp5V5zMsvlb8PsiCxS5GXZevOd1zrxlGu+5dzJn11biMPLEKTMYmt/+3Npzirfz6faFPDL8W/o5Ktni+oC/vn0rK2U340ZkkGWoJ6Dq2OTNIqtmL6Oz2h8HPSt3FLNyR7X62vdVS3k99CFnj1yOVQoyg42MT96By23h1Tlns9hU3Go/gCmDCtm4sBYOOLSweMEO5jkjYQtXnz2KWy4cT0Hy8zT4vibDUcnA/DRqG5MYn3sSqXZbGyNraBx/aIJcQ0PjhCMjJY77L57MUx/8gNem0jMrmZdvvABJPDJB8O22nTw+dwGeYJBLhw3mrgljtTzmGr9YVFWlLtiIRTLx+vZ5oGveQhNE+LxkG18NOo+3i5dS5I6YKQ5NyGVMcvtSp3UnX23Zzp2ffhktry+v5HenTTxEjyPj4Yc+ZsuWchpHmFrkmC53NaIoKqLYfb9DErKzsRT5iN+hIobBm6pSOLL9Au1AimrvJSiXA+AJ/sTu+r/QK+WZQ/YRBAGbQ8DZbDJOXPyRHZe36Iw8Pfx6nts+h8aQl5lZI5mU1nrsryjGY7a2nR9bEnTopSAhufnxdpCp7ffF7ogV9Alb/Tzx+4uYX1vEf+qXI5plFAVAJaRIuENGbPoAoqDiMHpxBZq/G5trqpn15rsIKmT0EBndO4UHB5xLorH9wrD3gCz+/cmdLP1+I28+9A5FG7dRBLzn2k71WSkgQRUeLv3qXZZcdhuJhzDBO5DiBif3DvqOsakRATw2tZhw+AVeXXg2tgYPO0yRxYVwUKIwPrvd8z0UtYF6nt/5LgoKdSEbVimyMBKnD1BRF8kXn53SUvirqsqf133Fu67VSCl64jx2kq02MrGwvqg02u7Nz1dy+YwR2K0mEiwR35gMzU9N4wTl6C9na2hoaHQBF04fyrxnb2fho7fw8QNXkmA9sljNyiY3d3/2JXtdjdT7/Dy7ZAVfb93RxbPV+CWiqAEqGl9lt/NRGv0rjvV02oU37OeuNS9y7qK/cObCP2PSR0SlqjafpnXoDdj0Jt4++Sb+d9hFPDX8El4YfTV68div8c9esz6m/Paa9SidPPb7U0MpT22Zw5u7FuELB/H5gmzZEhGwamtPUUGZOau2dOqah51TUwOJm1V0ARBlsFXAuuK2d4IPhS+0h93BRH7yZ7IzkEJjsKRd/W797SzM1kgMr9ka5LKbiwgEfjyiOdQFnNSE9lIbKqXcX4asKofv1ArX9p6OQZUx6kLoBBlblZGnps5qs/25l4+jsG+zI/nVd05l0uBe/OHUqUzO6wWAKII5KIAs8EnxEDwhA4IAk3puxqiLxHsnGM3IVQo6r4jkE6napjJ31zYuWvw0ymHuZdvKndx76h+5cfC9fPL0l6RlxpNk0eEpq422aewXu+Puj5NZvGFXu9+Xk7Nz6eOojqnrHV9FWC+xYUlPgn4dHpeZSebLSLZ2jaqtCThR9nlULHUVUupPQFbMlJXl8/nX48hIiuNPV7U8SfJ9+Tbe2bUaVYBwVghnbyd/ufw0Mg2xCxuKqiIr3WeaqKFxNDn2fz01NDSOCg1BH6trS0k3xzEgoX15Ro93zCY9ZlPnTIx21TkJybEPTFuqaxjYI44Sbzn94vJJNmruqRodZ0fN7TT4vgegsulV+qS+Srx50rGd1EEElSDfVH7EXm8xedZelHsdrKkvAiCkhCn2g10J0iRGDJJEv8DrM24HwKwzcFp6X7bUz2Z59WsUxv2KLGvruZOPFmZ97O8Di17Xim98+1nrLOHGH1+OivrFNdv498hrSU2No7q6EXupTEPvZlWuj/Mj7jKyfW8ttH6Kt0uQGyXEg3ReuP7I7rSOfuTpN5OuK8en6tgZaJ8x5pBRY3nl80a2bryPtMxGzNYQzrp1pKUtQ5QS2319V8jNY1teJ6iEAfi8fDEF1kxmZLbuvn0oZhWOIMXo4MMdq8kwJXLntFPQS227rNvjzPzz3VvYvbMKu8NCSnpEjOpEiaeGXcLMF16lpKYB/BIGVCaMOZMJ6Xfy/+ydd3hUVf6H33Pv9EwmbdJJ6L2DFKmCAgoqdsWy1tVdXcW169pd11V/Nlbd1XXtDbGhgoWioDSl904gvffpc8/vj0kbCBBCIAHv+zw+eM6cdiczc+/nnG9ZXrySKR1MPDCoN1Y1jeu/+IwNgfo0bgJBoMxMud3FxrJM+sW0b3R+V6Wbe6Y+RZkMYCxy8+873sbZLpa4lPB7jjHPi6dLfWA3xQ3t4poewHRgQgobvYOBRXV1m4tTAPAVmci+JZXn3/4jvQc0vs7m0DGiHbGmaEp8ZXg0EwtKe/F47+mc37krVw32EmExN2pFku0qB8CgBrFbvChC4+N9PzHt9HEs+HU7Pn9oE+jsMb2J1lMK6pwk6IJcR+d3wO7KYqb9+A4lXoJP3bMAACAASURBVBcAt/YazW29W96M80Ske4KTCJORal99UKFM43ZuWf0RQoBA4dHeNzMgRs9trtN0/MGiOjEeQlJY9WmrC/Lt+YW8v3wZSbFObhgxjM+y3+TXkp9Cr1VtwOPvF9beKwVvjv8zK/PW4g2oXN3tLNQagSOl5LvMK6j27wQg37WAzo5pDIpvnTzgANNHn8rqrBwqvF4UIbj/9LF17idF3lz8mpckS/swlxQpg7irXsHvXYRq6ITN8QCKEhJE32SvCTthX1Wyh2x3KQ8/ch5P/eNrcnPLSE02s6tdOVqpwLFYQfH7kAUepDwwh3RLkZpkpdLgQw3U15maZ7FOnFJKsloFgE0E6G7cjKb5UJTwKNWFVdXkVVbSLd6JuSamgMG4ig5di+vaSFmJP7AFs3rwIIG1aFJjVckilhVtRJEuoH6+va4Dg7o1lXHtujKuXdcmt1dVhU7dD8zbXe3zk5FZSa0Ts0CQU1xB39iO9I3tGNb27G492LA1JMglEoFAsYSEY7Tx4NZbMxf9xpabeiJNKmqZl6S3NrHh5y3c/OK1XDB9Cp+/FHK/sKyrwN0rmkCMRHXBBeZeDOx5ZKblPVNepaDkPjIKF7O5LIUZa08HCUm5Gn//11UtKsYBLKqZJ/pMZ2bmXKoDbiYkjqBvdDcAIm0Hjxo/OrEzJkXBYatCUULfvZ+L1jEyvivvP3kVn85ejPS4+csVp7XoenV0WhNdkOvo/A54Y9uyOjEO8MrmX7i22zAijYdOpfJ7IM5m43+Xns9zPy2hyudjSt+uzK7+AGPNr6NE45Udn/LfoQ+27kJ1TigUYUNgRFK/0WNQWtfBceHGX/nHnbMx5EDQLPhiymKGXxxu9mpWC2gojDrbk+hiT6N71wMf1l2BnBoxXpu/XLCv4iMGOu9qtRgMfZITmf+na9mYV0D7mCjSY6KRUjI75w2WF38PQBd7X67ucD/GGsHprnoZd+WzSAnFrrV4K1eRqVzF2KQLiDKGn8ApCOwGC2m94nj3/T/V+Yqv3ZnNvbd/RKA69PeeO3MVA7u1Y/z4XsfkOufeeBuDi5/CtNmI4gdvxwDfTL+5WWNFKuGpw8xKECkraBhte9b6jTz43XyCUpIWHcX7l11EapQDo7H3fqMZMRi6NGne13e+zBs7cvFrBlQRTYq9An/NY2n/6KaNsT/5ngwW5L+PK1DBwJgzGBzb/OB6ESYT7WIcZJVW1NX1SI5vtO3VAwcxY+lSqop8CASGOA/GOC+DYzqSbo/HHfDzwoLv2VtZwOTOA5g6cBAAz29aizSFBH8w2kzJpPZ0HtARIQR/fuEaBt4wij/MnEUwygx+ULM0Hhg7lutGDGl0HYdCVWNJjn+d6yfcQdboJIIRKvFby+mUG2DI6O7NeIcOTlnlxwSqnsUsPYyxnEN8zN2kR8Y1qW9nh5Onh0zhqa0fhtVvLN/Li29/TZ4ag0Qw6+lneP3SS+jfq2XXrqPTGuiCXEfnd4A3GAgra0j8WvN89E5GBrdL5cMrQ36GKwr28tWWcL80V8DbGsvSOYFRFRvtYx8mo+QRQMNsSCcl6pZWXdOMlz7DkBO67ateSXBOFd6J8RBRLzh6RiVycdpUfshbQ6wpkqs6jEM9SPT0xnNeB6kX6K1DjM3K6E71GwhZ7l0sLFhIdSCCCMVLtWcxqwojGZZwO0Io+L0/URU08nLBMHZ7Y7EIPyW+NXyVM5/bu93O4oJ49lSHopf9pftEYsz1gbRqTW5jTZaQGBcS0c2LsGssWbv5mAlyIQSrH3iAQk8VRZ4qekQlNmsTZPaOH1izsR3XD63fmFHULihKvXjyBgI8Nu9HgjWWApll5by8dAVPnTUBi/Vc7IFtuKrfRYhIHFGPoKqJh53XH/TySUYGfi30XgalSqknksHx8ZyZNJwRzn6HGeFAfJqHd/c8THUwZPKc5d5GhCGKHo7mpSJTFMGMK8/lb5/9QFZJOWN7dOTP44cftP3MK6bx10XfsKe8iK5J0dzUezKTUvqxOH8Dd37+Oeau1RANGwu2snzOTp486yI82n651VMdTLy63nrNH2EIifEapEnBvb+vwhGSLEwE39pUV44Z0/OoxtufUvcG1Mr7sAoJAnoYP+Le1UX8ofeDDHV2aNIY45N78fJOK5UBd/24m/aQ28AVospn57Zv32NRr7+36Pp1dFoDXZDr6PwOuKLzYL7N2oK/5uZ/fvu+xJqbFwTtZKdXTBIudwwOe32ApNMTjtyXUUcnMfJKYqxn4AvmYTP1RBEHpgo7nvj3i/mleiXdlLEUmF0UenNJtqRxYbtrcZqTGBl/eCFpNSRgVVNxB0O5mAWSaHMfRCukPzsUO6q2UxmwEKtWcF7sWlQh0Twvs61oDz3i/4Vq6MycMhe7vaGHfY80YjUE2FoVz9riGXw06m22V+QSa7aH5VhuiNNpx2Ix4p9SiNrPA8DK4AqyXGNoZzt26RjjLXbiLU2L4h0IamTnleGMicBmNfLmpieYs7SUrfuGEQwojOy4nfzKKEb1+leYuPcGAngC4Zu6Ze6QUBJC4HDcg8NxzxGt+/Os7/Fq4b7dmjQwY9AdRzROQwo8++rEeC17qtc3W5BD6ET8s79c0aS2XaLj+Hrq1WF1Ps3P/Ss+xdSuflNXqLC4dB2z9/QmaNFQPfXfl46dU1AaZAsZnJpKWlQUmeWh67IYDJzZtenm+I3xl+ev4rFpM3ALL5Hpdq5/8tKjGm9/VhZ8wghT+KZ2b0cOb2xf0mRBblVNPD3gWl7Y+iUlvkomJQ9i/sbfgHAro6C5bf3W6Og0F12Q6+gcJzaXZrO7sphTEzsRdwRpUFqCQc40Zk+4gZ9yd5JsdXBWWsvuiJ9MRBrN/Gf4X3hm42yqg+WcmTKYa7qMa+1l6ZygmAxJh83pfLzoOAJ2bq8v+5IVLh88BqtxAl7Ng1mxHPEp6+T0L/m18FHKPGtJsA5hQPy9Lbzqo8evGTCIAOfGrEMVtUJBUuKaw8p8AwOdD1Aq7wvrU/s2eDUPRkWl92FSQdlsZq6+bwRviZlIGervU318lf0zN3e98Bhc1ZGRW1DObU/OIiunDJNJYcqFGZRZstlYOAIDgs/WDeXTdUMQCEb0Cj/hdlgsTOjamXk7dtXVXdB3f1P1I2NLxXLSI8rYXFb/3TjVeXTfkxhTEqowEpT1biLx5mY61jcRKSUr8jOp8HkZkZyO3Ri+6VbiK8MT0LDsJ1Al8Mq65QQdQaRBIoICxevjzq59w9rZjEZmXnYpb69ejdvv55K+fekc1/SAeY0xcFxvrl56KW9nz8aLxmt8yuP+W7Dv5+u+tmQXa0q20DO6K8OdTTcLz3A7OcWoYBL1J/kbKuOR6pFFRO8X3YG3htcntk85w8rDM1cRDNRKF4kxSrde0zk50AW5js5x4NlVz5Bg+xyL6ufJ1V24quszDHS2bACVw9HVEU9XR+P+bzrhdI9O4H+j/tjay9DRaRFmrl/Hqxt+g6R02k/bTcFKI4ZYyYP3nYvNFIojYVGbF61YURSGJz7eksttcTLLq0mS5ZiVANp+2V5zqxeQaj+HkUk3snrnO3X1AU3Q0VbMwLipTZ6nIN4DRfvVeaqOau1NJaO4lA3ZeXRLcNI9Kfx3PreikvPe+YDiFC8iXiEiF95d0p6hg90EbKB6JEIKBAIsGl0SDvT1ffHcyXywZj1Z5eWc3qUTIzsc3f0rzhxHZ8cWLAY/JR4b0WY3f+15bZP6bi3LZ1tZIf3iUugYWS9OIwwOLkq7izk5/8EdrGJgzBkMiplwVOs8FFJKpi/+mq/2hFLcmVWV9ydexpDE+s0bpymWzk6F3RttWLpVh/ppYK+OA7MAAVpESLgq+X7eu/Udxmx4PmyeRLude8eMabF1V/ireSdndl1Ksh1V+/gieyFXdTi7rs3s3W+QLJ5ilMXNtpIEXi64j7/0uqxJ449KvIh/7/mRC+J2YBRBvi3tyM8lnXl9xNFZmp3XZzwvrVqEq1gFRWB1VvH3M/5wVGPq6LQVdEGuo3OMyavaR8/odzHW+H1NStrAV7sfJ0btjUmNJ8l+CYrSuqasOjo6Jx9ut487nvyEb1Ny645898Yk88nLlzI05ehPDpcXb+S1XZ/jCng4K3kEV3eY0mrB3A6Fy6fh86koSLQGAeiCUqCh4AkWc1rCeISAn/KXUurdTXebl4nJ59M5+oImzxNtjKLcZSHKFjJZDwQFQ6L7s6W0gI8XrWHb+nxiI2z8+bwR9O2c0mLXt3jHHm7+6CsCmoYAHj/nDC4eXH/S+uTCRRRroZNEaRS4EiWmcsGWglQUP3jiJKpXIhUY1y250b+h2WDguiGDWmzN13b8I89u3Uy7iBLaRZTTxT6atIhOh+336e513PfbN0jAIBT+PeoixqfUm3D3dAynp2P4MY1wX8u2sqKQGK+zpghy04+fs+rSW+vmNigqLwy5mSf4iN/WqShCkhoZz3tXXsOi7AxuWTgbFAGaJO7rHLK2lx3TNQNUBaoPyPNe6quPIyGlJFn8kxhjyC2hu62A3JL/AE0T5D1jUsmq+iePb/8OVzBAf2dPZp8+jE6RzsN3Pgw/Xv0YAB6PB4tFD0qrc/KgC3IdnWNMXuXWOjFey0jnEjLLQ/lAS1wL6Z34Zpt8kG2LlLhd3D5/LsuzM+kW5+SlM6bQOeboTPh0dE5GZn3yK6sysyA1/Fa/qajwqAV5qa+Cf2x+C78M+RbPzJxH+4gkxiWcclTjHgvOSh/JX378mdOStxGvViER+KVCSSACRbGRaBsFwNj4YYyNb76/8dT2vXl/RyeyinNQFY1+Ud3w+41MffcdHOvr/aU37c7jy39eR0xk43E8NmzP4afl24mPjeT8if0wmxoLnlfPK4tWEKgJ0imBf/20LEyQ7ysL96vWjGCqguKqSKxqAI/bgGaAaHs1L05uukXA0WA3Oni4z+vkuHdhUSOIN6c2qd8LGxdRa/gckBr/2vRzmCCv5XjcT/3B4AF1JV433mAAi6H+b5ZqTeQ/Y26H/Q65z+7Ug43vreDzecuw7HNhznIzeErLbXocjCSLk672dHZU7QNC6dzGxNfPK/EQY3SF9Yk3Vh7RHBPSejAh7dilCtXFuM7Jhi7IdXSOMd2cg8jca8DUIGGsKupv5KWen/EGsrEYjyyn6O+Vvy/5icWZGQBsLMzn9vlz+Priq1p3UTo6bZDM7J2YSyRoMnQKV8OAxANzLh+KHPde5uV/QUDzMyp+Et0j+5HlKqgT47Xsrspuk4K8a1QSdwycxow1kkHxGSAl+yrjGJpi5Moe92AzHNn7cTAiTRa+mHgdP+ftxqIaGZHYgSnfvIUhXA9T7fGxbW8Bw/t0OGCMVRv3Mf3vn6JpIdm5fN0eXnjgwjqB6fMFMBrVMMGp7ZcxI6iF++qO69SRzfkFdWVjNShB6GqoxJfuQtMgrX0hFluAfG82dmO3o3kbmowqVNJsRzZXpT/cBSDTVXCQli1HZkUZ729eh5SSy3v1p0NUKEd977hEUu0OsqvrT5e7RMWFifH9mbt+FU8v/BqMQeKS4LnpfyJZs7Dup020n9KO659qWgC5o0ERCo/3uYUvshdS6qtgTPwgBsT0aPC6lSxXN9rZ6gNOZFcPPObr0tH5PdMiglwI8TRwCtCNUOJKN7AX+BJ4WUpZ3EgfAfwBuBboB1iBPOA34EEp5fb9+xxkbjtwL3AR0BHwAKuA56SUcw/SJwG4C5gMtAd8QAbwMfAfKeWRbQXq6BwCm9FJt+iXWFXwJEK4satObKZNDVoIFKV5/pu/R7aVFB2y3FIEtAoq3EswqDFEmofpFgw6JxT5lR+Q0vNtTPMmkbQ0SElvFaNZ5dHJExl4BIK8KlDByzsfxx0M+b9urljDX7s9SYeIZCJUC9VBT13b3lGdW/w6WopJ7Ycxtl1/FmcvIafKwzld+jAkMb3Fv9dWg5GJ7cIDYAUiwgWyogjSk2Ia7f/tos11Yhzg13V7KSiuJNJm5tYH3idjXQEGu8qtd0/i7DH9Abh+5Cnc8elctJq0ZDeOCs9Rfeuo4ewuKGROxk5ULwhNUtVR8sjU4cxxfVDXThUG4s2HT1nWWgRlgPbRuWwuqg3+Jom35+DTApiUY3O+VOx2cf6XH1LkDp0Yz9q2ke8vvoaECDuKEHx37rXc9OMXbCktpFu0k2dHTj7oWIVVFTz6yQ/4S0ORwiu2akznFWY/+uRxv7/YjbYwn/H9ObXjp/y4869ocg9l/lO4pt/Tx3F1Ojq/P1rqF+yvwGpgHlAARADDgUeBG4UQw6WUmbWNhRAWYBZwNrAN+BCoBFKA0YSE/WEFuRAiGvgZ6ANsAl6rmftcYI4QYrqUcsZ+fToAK4AE4CfgW8ACTASeAa6sWa8bHZ0WortzHN2doUjd3kAe6/Om4QmEvhLto6djUg8MoqPTOMNT09hUVH8qMrwFfGH3xxfIZ0Pu+QS0XACcERfS2fl/LT6Pjs6xIrfiv/QatJfLbp7PumVdiA6q3HjF/RQaFrC+8Gs6Oi4i0nz49EkZ1dvrxDiAhsbWyvWckTiVJ/r+iTd3f01V0MWU5JEMj+vD0qJN/JS/DqfZwWXtx+Mwtp30ihbVwsT004/pHKXFVTz/0Ods25hFt96pXPvHATxQugBXWhBrjoLdYub+y08nxRnVaP/IiPB4IooisFpMPPWfOWSsC/3uBaqCPP/UXMYO7U6kxcKZvbuRFhPFmsxceiQ5OaV9uLWVQVH410VTGfzjMt5avRKLReXB089gZI8uuLOK+KXoR6xqBJelXYXD2Pi6WoLdFcVU+Lz0iU3CoDQnXZWgQ0wZDouHCq+ZGIsbRVUxHMM0e4szM+rEOECp18OsrWtwBp5hROJ2iqqjeKzvs3RNmXbYseZuWIK/tIGptaZQvMtCddCN3dB2vicAFqOTs3q+19rLqKPc58KoqNgMerwdnZOTlhLkDimlZ/9KIcSTwAPA/cDNDV56jpAYf4rQabi2X79DO0zV8yghMf45cKmUIfs5IUQ88Cvwf0KIb6WUOxr0uZuQGH9USvlYgzlV4AdgPHAx8G4T16Cjc0SYDUkMSvmWKt96jGo8NmPH1l7SCcXdw0YDhHzIY508NPK0Fp9ja/FrdWJcSiiq/oyUqD9jNbbdE0AdnYbU3kb7Dd1Nv6G7MRi6sqL6zww1r8MsglQWvoyM+RdW01Q+/uI3tu3Ko3ePFC4+9xQMar3AiTMdeGLqrDlF7enoyLMDbqurX1q0ib+tf7OuvLZsF68Mvu13ZV0y4/HZ/PZL6Dxh5ZIdqKrCN49fw/riXPrEJtIn7tCpvS4/dwhL1+whM7cUgFuuHIPDbmH73vywdsIDG7KzGdE59JvUOyWR3imHPt2+ZtypXDPu1LC6S9Ku5JK0K4/oGpvDP1Yt5L9bVgDQJzaJD86YhsN0ZH7AqlAZ7TyLn4vmEGt1oUnBqLhpKI0I8mLvPhbnv4YrUEqPqPEMir3wiD+HK4v28tLOHzDHuQh6VQJVJgDcnpc4u9N6AGLNHgpcN+MPrMFoMB1yvB6JycAW6qLAAQoCm6r7Qx8MfzDARd++SpaaDxLOjRvKI8OOT5wDHZ3jSYsI8sbEeA2fEBLkddvwQojOwJ8Imab/TUp5QGJCKRskkTw0teFPH64V4zX9C4UQzwH/qpnrzgZ9asN4frXfnEEhxBxCglzPDaVzTFGEmQjTYAyKevjGOmFYDAYeGnls84JvLs+g434b8RW+SqxN3SrU0Wll0qLuYEfRbUAAMKAZJ9El8B/MNfErFCGpKn+YN2ZH8uW3awFYvGwHOcXF3HnDWXXjJFvTmJpyFXNyPyYoA4xwTqBf1NBG5/wpf11YeUvFPvI8JSRbfz8WQDu35ISVl/66naKvrbz8hwsp8laTXV1GakT0QfvHx9p57//+wI6MQuJiIkhyOgDoOiCJovX1Ebj9Tkm3lLaR335b2RzyS59ACD9W23WcknBL2Ou7K4rrxDjAxpI8Ptyxlj/1Hn7Ec53f7iL2ubax17UTVUCi9UAxHtB8fL7vPqoCIXemgoKdWFQHvaMnNjrmwuXb+W7xZqIjrVx38akkOR14gwFuWTaTEo8XRQGDNYgMBhju7Ei3qK/D+ifYqiiryiI++tBR4od1GkDXzgupTeeuGIM8OvVMFKEQ1IJsLd+G0+Ik0ZpwxO/LkfBzZgYL9+0m3RHNFb36Y1Lb7nPIPQs/J0vNR8pQooivSn7lrLy+DE06fER+HZ0TiWMd1O2cmn/XN6ibBijAO4BDCHEOkAYUAwullDuPYPzau9HuRl6rrdvfPm0TcCYwBVhTWymEUICzAA1YeARr0NE5Ir7P2cBTG7+hMuDh3HYD+Vufc3Rh3sbI8g0lwbCECNWHELCpKpluSV1ae1k6Ok0mNuIs+pt+oNq3mQhTb7I8mXg9r4S1EbKaxcvCvcPm/rKGi6b1pn1Eel3daQlTGOWchIaGSTn4KaDT7AgrG4UBhzGiBa7mxKHXgHQWfbehruxKV/hxx14u/PwtNpINwISU7rw47ELKXR4e/m4BW/ILGZiazKNnjsdhsWAyGujdNdzP/+E/nMONFaXsWJmHGqVw600TcVpb/70tcm9HVt5EO2NooyfofZKNxfH0ibukrk1mdeEB/cq9zfMK/KVwAXtdO5ESEJIvst9nQPQpxJrrz1Eq/Hl1YryWbNeGRgX5sjV7ePD5eoG9ZnMWH75wDf/b8hv5RRIwgSoxWvxM6NyRxwdO5rW1n3F63N66PllVDjonNM116pM77uC37evIKSlkdK9hxDoi+X7PRu6Y/xUev4GISDcX94nmoYHTDzqGJiWfbviByvKviTbGMaTrTaTHNS2N3txd27h5Xv31rsrL5uUJ5xyiR+uysnAfxNRlbQTg+ZWL+fhsXZDrnFy0qCAXQtwF2IEoQkHeRhES4/9s0Kw22kgUsAtouHUuhRD/Bm6TUh6YT+JAioBkQsHcNu/3Wu23df+8C88QMpd/QggxjpDvu4mQD3kScIOUcg1NQAix6iAvHbtcDzonNMvy93Dvmk/qyl9krqJXVAoTk/rx33UryauuZEqn7oxrr99sWpOz087hntW76GbbQ3XQRPuoC4kx21t7WTo6R4TF2BFLjUtMR0M7lpcNIFYuZ966fmzOTKNrSiRxThMlZfU+sqrDx4KChVzX8ZqwsQxNCJp1WfvxrC3bxZaKfRiFgTt7XEyE4eQwx9Wk5KMdy9lWnsdIZ0/25lYSYTJxXr+eRJjqNymuunsCX+/bjCVHw5OskH+GGeH314lxgHk525iTuYlvlu9i8a4MALLLK1AVhWfPPbPR+U2qgbenX4dfC2IQSptxA9he+gFJDbKGqEKSW/lBmCAvDOwgwuyl2hsyO1KExqCk5vmqrygOWXM0vPxcT26YII80xmNSIvBp9bEP4sztGx3vl1W7wsrZ+WVkZBXz8tpFDIzfy/ad6VBqRFoU0jrGkGBzEAhcw5uZXsY7M8ivtmO3/QOD2nTzqSHd+tf9f7nHw81zvkOTofemsszOBxsrubprDun2A0W2JiWXf/YMjw/8H3HO0Pd2a/a32Ew/4Iw8uOVFLbO2bQwrf7NrG0+fNokI46HN7VsLd5aCjK7/e2sBgXIE77WOzolCS5+Q3wU0dGL6DrhGStlwe7TWFudxYH5NnwxgKKGgbDcDhYT8ww/HN8AfgUeFENNqRbwQIg64o6aNWQhhrQ3SJqUsEEIMB94Ezidkog6h9J3/rVmTjk6LE9A0/rr8iwO+dRlVRVw393NW5YdMHT/dtok3zzqf8e11f+XWokdUKv8Z9gDLi7aTYIliZHz3w3fS0WmjVPm9vLpuBXsrr8aaNZgFy0MBpL7fAJP772J3voNgpRFDtI+4Sfkoonm/PQ6jjVcG30a+pxSH0YbtJBHjALf9/Ai9rEtJFRrPre3P3swkZKWJz9dv4uOrL8VYY/briLKRe7aZhn7CauDA8Qo9VazPyQurW5eTe9h1GNuYNVWkqWcot00DFDVcSBoVld6pOeSVOwhqCs7IKrpENc+NYWu5H7upXqC5AwZKfeFvsFGxck67h5mf+xKuQAndo8YxIPa8RsdLjg+36lBVhagoC1d0WsRHv45Bzaz5DFeqfDF3K38bMonHxkwhv2oMmeVljG2fiqo2P6jcq0tXoMnwzRWvx8jm0r2NCvLvM9bTPWItcdb6TbQezhzW7ZvL+N6Xs8+VwezsWbiCLkY5T2Okc2xY/xhLeEYXm8GIqY19pmrRNInYJKm22zHG+0ADb6mJKeN7tvbSdHRanBYV5FLKJAAhRCIwgtDJ+BohxNlSytU1zWq/+bnA+Q2imS8UQlxE6MT6DiHEP6SUvsNM+TChk+2LgZ5CiAWADZhKKGq7q6Zct31bE2X9K0Jp1iYDSxr0eQ6YKoQ4VUq5pwnXO7ix+pqT80GH66/z+6LE66LA5cZuh4YBZrvaU3glP9zA4+ud23RB3sqk2GK4IH1Yay+jxViWn8GuimKGJ7SnS5SztZdz3Aj61lBe8QI+zYvZfj0xtsb9SE82asOzCCG4eeFXLMoO3dK67w43Plu8NZrpT0TyxZ71qBEBIk12JiVOaPa8QgiSrLFk7Cnk4fvfJD+zhPQOTp7+15XExp6YViYFrq38Kf1dooxeAMYl7OAmeSnZW1LZkJvP2uxchqSHIps7TBamduzJ7D1bQ50D4KhUsaWZKfCGcmhbVAOnp3RjWVIev+ypN31u77QwY8cj+DU/Y+PP4pTY0cf3QptBX+dlzM94jw7qagSwN5DCiHbPhLU5LWEUPxX+gkENnc0MiRlEB1t6I6MdHocxlXUlFSRaKwlKhcyqKNr3bndAu/SIgVzX5e3DjreqIAe/FYxukAKCdoFf7OKTTSOQ5eEnsb5yjdtXvM2g+A5c3mE0ifbIZl1DQ3bmFYWOgxpocqMxyOjExvN+l3mr8AXrBXStb3WkJRJ30M1Lo871EgAAIABJREFU25+mOhj6nO2p3onDGEXfqAF17acPHsGKnEyyqyoxCIUnRp9Rt5nU1lAUwYjeHViyNoPK7gpBs2S0swOXd9VzouucfBwTH3IpZT7whRBiNaH0Ze8SioYOUFrz73f7pxaTUq4TQuwBOgM9gfAIMQfOkyeEGAI8SMhf/eaa8b8BniDkR16+n7B/G+gL9JdS1vq2VwCv1aRjexF4BLjmCC9bR+eQxJltpEXEkO0qwWz2IwRMTOrL6ck9MSo/4tfqH5TjbW0rBYrOic2MDT/z4oafATAIhf+ddimjk0/+6P5B31rcxRdgRsMMVJWuoCD4AgmR57f20o4peVWz2VHyD4KaixjrNBZl19/qLZbwmKlxdhenxp9Pv/iJlPpK6enoicN49ELjgbs+onh3MQD7Nufy1+ve5J0vbztMr7aJ37e0TowDWNUAw50ZfEYqADZjuHB7ceT5XN5lH8vydzLU2Y5TU7qRXV3GOzt/xRP0c2nHQXSKdPLU2RP529x5bMkroG+KE0v7b9hTHXos+mDfK8Sa4ulkb/secGd0mEOBezueYAWnRQxEEeECL8ro4Mk+D7GhfDM2g5Xejh7NNrm/q8d5TFuSzfby0Env2e16kRZx5EHQCosqefy/b/PbBg/BSAVXPKAIhKaxZEcRFT4bFqNG2JWYgywr3cbysm2U+qqZ3mNKs66hId0S4lm8dy9Bq0SKkDXFK+PPJuIgEejP6TSIV5d35/zyDXSOKkYIWFTYmaXuIKbYXXVivJbtlVvCBHn7qGgWXHYd20qKSLY7SLC1fhyCQ/H4zZN5ZeYvZOSUMKRjGtdOHd5m3DV0dFqSYxrUTUq5VwixGRgghHBKKYsI5R2fCJQdpFutYLce5PX95ygEptf8V0eNf7ggFM29ti4SGAuUNBDjDfmx5t9GT751dI4GVVF4Y+zFPLzye3KqK5iU1p17+o/DoCg8OeYM/rZ4Hn5No298In8eWH8yK6Wkyu/DbjTpNyKdI0aTkn9vXlZXDkiNN7Ysb3FBrknJd1u2k1lWzuhOHeiVdGwjBTeFgHsWglBWTSnBrkj2Vb17UgtyTyCHzUX3U2sYVuh6l0jjDVT6Q+9DfpKKs6qaosoIIi0eho/KIM7WkVS15XxIg0GNwsxSGhry5u0tprrKQ4T9xDNjj7P0orDGHbn2RLK8OrRpOrVvz0Y/60MT0xmaWH8KnBoRzY3tR/DU/+Zz3ztf079bKvdeczpvXBr6LG4oX8mbe8IDne2u3tqmBfmOyhy+yl6BRTVycdoo0u3dDtrWZrAyLO7oH63S7XHMHXcXq0oySLA46BN94On44QgGNaY//B5ZWR5MgKlKQwoFX5RACuiT0gODsgaPXUF4NAzVCtKkYelfjhAQrFZ5f/5W1v3qYdqQ/kzo2fyAn7eMHs6eohJ+2rGHJEckz150Zp21RWPYTVZmXnwzL61KoTJnFYV+WFOegmQTARlENRsI1icdItmSesAYFoOR/gnJB9S3RaLsVh64vvkWOzo6JwrHOso6QK0TTO3x3wLgVupPzOsQQpipT5GWcZTz/rHm3w8a1NU+cTiEEKZGTOJro4IczlReR6dZdI2K56PTD8z5ekmPvkzq2JUSt5v2UdEoNcI7o6yUG+fMZkdJMUkigoGOZHolx3PtmFOIMLfNICw6bQ91v40c5Rhs7Dz67QI+XhOKLv3iomX877LzGdGxeWapLYaoD3JUe8mKEtNKizk+uPx7aeClhSIk9w1W+McqA9V+H9Fx6QwfKCks/g2T3cEZPR7C0oJiHEJ+uDGxEZTnV9bXGRSMpuPxyNHymM3DMFuvw+N6EyFgj28I07o/wk39bPRLSWryRuljr33PrxtDJurzlm9DUQSP/3kyAEmWVBQUtJoNJIAUa+OByI4EbyDA/y3/hcyKcv7QbyAj2rXMd3JfdQE3/fYvfDWWXfNyV/LhiPuOS9yAKJON8Um9mt0/v7CCrKzqsDpTlcQXBQNTk8kq+o5zrauZE+yPN9FA+5hMioLR+KqNqBYN96YYZEBhaeE+lu3ax/vXXcLg9gcK36ZgN5v4z2XnEdA0DErTfNFTIuJ4esz1DPqijHJfvQP/hpICnh1xMzMz38UVcDE6fhzD40Y1a106OjrHl6O+OwohegBlUsq8/eoVQmbjCcBSKWXtyfe3hEzJJwkhJkgp5zXo9hCh6OuLGo4nhIgiFE29XEqZ26BeAWxSyjAbHSHEDYTSq62lgSCXUhYLIbYQMod/qOa/2j4WQqbvENo00NE5rkSZLUSZwx9mHvxpPjtKilFdUFHqZhG7WbR5Nxuz8vnPtSfvKZ/OkbGvrIxlmZmkRUVxalpamEBQhOC2PqP559pQNkezauBPvU5t0fldPj8z19SnegpqGh+sWtfqgtxkvx6f+zMULXTbyA/aaRd3X6uu6VgTaeqJQXEQ0Crq6qZ0HMGF3QZT4nGTHBFZsyFz/TFdx2P/N417b3wLr9sPAv58z2RMJ6ggF0KQEPskwag7AY00tXkxGDbvDg/i9sPGrVxfNRy3O8gX27aTZr2EcssPIR/yhMn0chydr6yUkgkfvEVmReiz8P2unbw4aTJTux19UKwfcpfUiXGAIp+LZUUrOD1p7CF6tQ1iom0YTBBocPQSsECPzrHMmHYutz98PwULutDO7CL3NDvbXWkYXILIfSDNNrTkepdvCfyyc2+zBXktTRXjDekdk8TS/Iyw8qCYIQyKGXLwTic4OYXbyMjbTc8OQ4iJ/P3EQtE5+WmJu+OZwLNCiMWE0pgVE4q0PpZQ6rE86k+rkVL6hBBXAz8A3wohvgD2EkqHNoZQhPUb95vjfOAtQrnLr2lQbwPyhRDzgNr85aMJRWzfRShoXLjDHNwGzAEeFEJMAJYSMo8/C2hfM87TzXkjdHRamn3l5QAYXOEnMD9vy6DK48VuMbfGsnTaEKuys7l81iwCWuhk7ZI+fXhqYnjgsht7DWdYQjq7K4s5JT6NNPvh0+McCaoiMKgK/mD96Z7F0PriSyix2BMW4/X8jE/z0t46FlVp2z6TR4tRjWZA4lvsKZtBQKsmNXIaMdbhAKTaj1+6oJ59UvlkwT3s2pZHQnIU8Ynhaa6KXS7cPj+pUY4TxhVHVWOPqn+Pjgms3JRZV/ZpGjd++Sl7MqpQvSAV6Nt9NLMun3a0SwVgS1EBmRUVSCSiRkK+uGJpiwhyldo83/URyTQtq0l9pQwSDO5FUZwoiuPwHVqYguAeety2HmGVePIt7PihA5WJNqKjHRSVVZO9LhojQbImOfBHh7zIA3aoTIfoXQomVxC/uV5Ad3C27O9pU3lm6Dnc++s3bC7NY7CzHY8OntQq6zhePPjlDL6b4wcpMJo28O/ppzGg+9DWXpaOTovQEk9M84HXgZFAfyAaqCYUzO09YIaUsqRhBynlL0KIUwgFTxtX0ye/ZpwnpJRN+1UHL/AxoXzntU4mu2rGfX7/k/OauefXBIK7m9CmwV8I2fftBp4CnpFSHsy/XUfnuDK+QyfeWb8GuV8Q1EiLCYtRz8WpA4//+GOdGAf4ZONG7hszhihLuLVFf2cK/Z0HptFpCcwGA38dO5JnFoYCx0VZLNw0om2c0ghhwmI9nRPPc7n5OMx96J/4eqvNn1G9l98K12ERUUzoPeKA36pXl67gxcVLkcCYTh149YJzMLeBDZwjJauigk2F+XSPc9Ih+vCuEPdefzrnPfk/1FIVJahhLNXYs6cSo6te3G3clEt+VRWJ9qOPSG+qydcsGqZgU1pm82NS8hDm5S9nnzuUvqyfI5P+MZcftp8WLKSseBrBwBbATGTMC1isU1tkTYcjt7CCGR8vJC9tAfb00G+mLcVN+/P3kruiF+M6d6RjcizmCBsebzV+R/iNN1gT2SjaZMFlUvD4/VxySl/O6Xv0GxxSBimv/gCPbxNW81ActgsOu1GVbHPw7mmHf89PBjaVZjJ3vg9Fhr4rfp+Bpz6Zz8yHdEGuc3Jw1HdAKeVG4JZm9NsMXNrEtm8Tio6+f72fZtjd1QR0u+pI++noHG8eGDWWaIuF5fsyydxeSlmlG6vJyCMXnMGWggISI+0ktMCDm86JS6nHc0BdVnn5AYL8WHPDqacwunMHssrKGdguhVhbk+Jy6pxkrChYxSt7Xq3z2f/3+u+ZMfJOusSGhNueklJeWLy0rv3i3RnMWreR8/r2Yld5MR0cMQe47rRFFu3N4MY5X+ILBlGF4MWJkzm7W30AtvdXr+X5Bb/gCwaxJ7mJTM9HxYClexzG2UEM3lBauvJu4aJP0QRZJeUtIsi7xMbSJS6WncX1ZyL3j2gZk/KUiAE80PM0fsn/EFVonJpwBQnWAYftV135Yo0YB/BSUXonc4oUYszxjI0fgiqOTQquQCDIrU9+QnZ+Ob2ucYW9Fml3c/tp/bliUH+EEDz33JX89Z73EDJ0/l+LsQqkkDx04QRO79uNoCYxGZq+3oziEvIrC1la8jCRai4eLZ7r+ryJzRhFYdkTlFaFNtHKq98jGMwn1nFzS1x6GHN/Wc9rHy3ATZCeIzrx4DkTiXeEPmuafysB73yEkoTBeh5CtJ1Nsp3lBYiAQCLxRkmCNsgJHt7MX9M8VJTeSjCQSUTEVZgjLj9hLHJ0fl+0nW+bjo7OAZhUlduHjYBhIb/cnNIK/FLjj59+yb6ychQheGzSeC4b0K+1lxrGlrxc7n/nc3L9VQwa2YWnR07BcZA0LjpHx4TOnXl7zZq6sllV6Rh7dKa1zaV7gpPuCbpf3++ZDzZ/iWiQtTEuvoC///wTb0+9EIDCquoD+qwvyuP/Pv6ZMq8Hm8HI6xPPY1Rqh+O04ubx/PIl+IIhH+qglDyz7Jc6Qb6ruJgn5v5Yp+ZKM80YI6zYE6uJ7JGH+/sE8IZEgblUI2CvFxaKKuibktgia5y5ay27RS7YFRRN4YlREzm9Y+cWGRugT+xV9I4JBSltqsjRtIKwssDNrBXf4YkXrC7ZxF09jk1sg8y8MrLzQy5glfsiscXXb2R2j+rGLd3G15V7dkvlq0/v4oL/fsDWimKkAKMX+kbHcfeV4xjSPRQbQ22i23dQ+njik3soseSTIWM5LbmYQc4MIIP3N5/Pjf0XUu6aFdan3PVpiwvy596fx/fPLUbRQAHWbdnIpbsK+PLua5i1+V0uTPonRqXmM+39EUvMKy06/9EwKL4TgbR5eDQD3kQJAjI1lXc3rOEPfRuPtaBpVRTn9cKAhoqgqvweAoF92KPvP86r19E5PEceRUJHR6dVUBWFtLho3lq5mn1loQcLTUqemPcTbv/+oRJaj8pyF3+d9jqeD3KJ+aSSjc+v46mVC1t7WSct948dy3k9e2I1GEh1OHj7wgsPyIusc/IipURKefiGxwmvJxhW1qSgqLree6xfchLp0fX+5AZFYVNVPmXekEByBfw8srTtx1X1BgMHLc/bsSv8aBVwV4TifSiqxN2jJhUfELcpQHuHA1VViI608NYNF2FqIfP9D3d8Tp/oLKwRXogI8GVmY9lejw4hxBGdOFqs54aV121OJ/edDpS/kcLijHWU+spbeIUhnDERmIyh0+ysRankrUygusJMvKk7N3S644D2JoOBj6+bxt9OO43bhg1nzp+v4ZM7r64T40fCl5tvYOCQnzi97xau7rOUr3P6sa4klNqsjyMDAIMSvolqUOKOeJ5DIaXkq5m/otR4N0nAUuynNKeKexd+jzXwWZ0YlxKCnm/QgqHNE18gwNxN2/h83SbK3AdaZB0P0iJieOW6C+vEOAAKvLB6yUH7VJTehQGtzmXDIBSqXa3nyqOjcyj0E3IdnROM/W+IvmAQtz+AtY2IsAVfr4Xi0AaBBCL2amxckwEjWnVZJy0GReG5s87iubPOau2l6BxnApWvEKz+N6BiiLwTNeIPrb0kRtrG8UPgE1RD6Mk/IzOBP/bqW/e6xWjgz7YOvL1lDUqkmb9ePIEnt4c/VJc14obR1rhh4GDunv99XfmPA0+p+/+h6e2QQiJkvVB1GxSkBE0TeNJtOFZ4EUDfvmk8c+dlLR6BPrd8Bo/0ehuAAo+dRzZOJSi1Q3c6Dpit5+DAyPrc1/htAcz+PvS+aWVGPL9GYTj92DyWRkZYeOSWyTzx2rd43AEyd8dz2qBTuK/XpZiUxue0m01cO2zQUc3rDuRjsK6vy19vUCQjUnaxsTSV/rFZVPhDrj0JMU+RU3QdmqxCVZzERz98VPM2htbIEZxUYUtZIafE1L8Hof0VBSHM+INBrv3gc1buywYgJSqSz66/nNgI24GDHWNGJXeF/fZ+/Fqw8caAFsxE2a+Dsv9OmY5OG0EX5Do6JxgX9O3Fd9t21JXHd+nU5v11uzniW3sJOjonFZp3CcGq5+rKgYpHEabBKMberbgquGr0GajzLXy2bxk+rNw8cDSX9+9f9/pPs5bz35veqivP/D6Hi/47lX/+triu7pLufWnrXNSzD+mOaFbn5dA7PoHR6R3qXhuUkkKXXnZ27a6AoEDE+AhGalS5zBQXROFX4cOPb8bj8ZOeHtfiPq2BYBm55c/XlRMsVZybup7BKVe36DzNxWw9kyc2rKZ8oQJ2DbyhSO2OYBSRxpbPguAJ+jAKlfHDujF2SBc8Pj+qUcGiHn4TOyg1vMEANoOpWXOrwowmBYqoF4JezUi7iFJcASPLCs/kzG4QYRlFp5RV+AN7MRk6oSgtK3iFEIy6oB+/vboSg0dDAJXpZq6aMoTdhnLe3jmIvvHZrPPHoCGxGpLoIR/F6xnMyn0F1CrhnPJKvtq4lWuOcqOiufSNS2RDcX5d+ZzOPQ7aNsLxAK7iS+u+X1JKjLaWyWCgo9PS6IJcR+cEY1yXTrw37SLm79hFiiOSKwb1P3yn48i4Kf359L0lFOWWIwB7VwePXXROay/rpGJdZi6PfbOQwsoqJvftzt0Tx2BoqkOjzkmBDOxspG4XtLIgF0JwxYTRXMHoRl9fMXdNWHnPxkwednQgdXwUq/Kz6RWXwEXd+hyPpR41Q1PbMTS1XaOvndmjK/8Wi+uygkkJWfviQQpGprYjcb80cC2JJt1A+Gn45LR0BqYcXLwcb7Jw4bghZAkRLDKgzIrm2ikTDtMrnEAwwOMzv2NdRj6je3TirgvGhb3u0wL8c8v7/Fy4DptqZnq3SxifOIiIJqYLXZCznXt//Ypyv4fTkrvw0vALjliYm9RoSv1nEWeaC0CJ18Zv2b3wRKs4Tffw2Mj6FJWqEolqOnaf/aeuPoc3OyUw98e1RDqtDGiXyK+FuXR0xpLk6Mlq32J6RoROwjWZy+aKvXSzzubsvsP5ZkN91gylFYOifXzOZTyx7Ec2FxdwWlpHpg86uOmd2TKSQNRTeCoeRxLAaJtGVMw/juNqdXSajmhLvmcnC0KIVYMGDRq0atWq1l6Kzu+YfaVlfLlhC1ajgYsH9CXaevyCqlVWuFn+4xbMFiPDx/VscXPM3zNef4Dxz71BictdV3ffmWO5ekTrnFjoHHsyqgop8VXTOyoVc82pnubfgr/oXEJZOwHMmOLnIQyNC8S2wjuPf8aHT31ZV7ZEmPk442Ws9iP7ffpy/WZe+Gkp/mCQ64cP5vpTTzl8p+NIld/LrStmsrxwDwah4pRxCK+JPs5EHh45Dqe18ZPgYm8VJsVApPHofq93FV5PuXseAAIDXRM/wW4+sveo0u/hmQ3z2FSaS9+YSG7vnkaU7RQUcXRre3PzT7yb+01YXXWRmZHaqbw47ewmjbGpPIPpy19FmgL4XEYKdjgZJlJ5d3p9GrBZmT/y+q6v6soGoTJzxGM4mnAK7wr4GP7VC7iD9fFZ/tJrNNN7H3mU+qCm8d6Or9hZsYNE2wBu7DEOs9q698SHv53Px2s21JWn9kthSu+HaKi1C/12UkxlVHnN3DrzRgDax0Yz89rLiGnjVnk6OseLwYMHs3r16tVSysFHM47+lKyjcxKSWVbOBW9+SIXXC8AXGzbzxXVXHLdcv5EOKxOm6gLxWJBXURUmxgE25eYfpLXOic4Ta2fz8aoNuN0WLGYfr515PqPTeqIYe2KI+Q/B6jcAFYP9ljYvxgEuuWMK21ftZuUP64mIsnLd01cQaOLBgF8LMCdnGZsLcnnn22xquz294Gd6JMYzslP7Y7jyI8NuNPPmyKso8bmwG8yHFWB+LcgDa2cxL3cTqhDc0u0Mrusyptnzd3T+m5LqWfgCeUTbzsRmOnLLiYdWf8N32ZsB2FyeR1n1V9zddS9J8V9gUJsfCf6bPRthf01vgh9W7qCwoqouDVdjaFKyYM8unt74KT6zxAiYbH5i0sr4dUN4CrJcd3FYOSCDFHrLmiTIizzVYWIcYF9V6WH7NYaqKFzT/bxm9W0OmtRYW7aWUl8Z/aP64bQcmPliyZ59YeXluwuY3FsgGvhYG0VNxHW/yquXnIs3EGBMlw7YzU2zMNDR0Wk6uo2jjs5JxtKsfVz/9ReUKG6kErq57iwqYWVmdiuvTKclSI6KJCEy/IFyQFpKK61G51hS6Kng8/WrcbmsSClwe8zc/P0Xda+rltMxxX2EKe59FPOprbjSpmO1W3hy9t28v2cG6ZeM4oV3lnLhBTP48ouVh+379JYPeGXn53yzey37a/itBUXHaMWNs62gkPu+/o4nv/uR3UUljbYRQmBWVN7auYS/r5vLquK9Bx3vm6y1zMvdBDKURm3Gtnnsriw4aPvDoQgTTvsVpETf2SwxDrCiMCOsvL4ihUBgDxWVrzV7XQDDHN3xeeo3KKQEX5EZRQhMxkNvXNy34HtunDObXXuNZO1MwOsOtTeYA4j9YtYNje0ZVk6yxJJua9pGQmpEFF33i31yWnKXJvVtbV7f9ToPrXuLlzZ9yhW/PMFbu344oE1nZ3hU9/SYROIj/1hXDmgKMYYqNE2wYvsQTu/emcm9u+tiXEfnGKGfkOvonERsKy7i6q8+I6BpYISAQWKoAiGFfiNtg/yweQczFoTMbq8ZMZhpQw8fD8BkUHntqvP5+5wfKays4qw+3bnslLaVh16nZagOeNEC4ad+VW4TQS2IqqgH6dX2WfjLVl749zzKy92oBiCg8fIr8xkztgexsY2fjroCHhYVrgXAbPeBkNAgivngdsdvU+r1tct5avGSUJyrIMxau5G5f7qalGhHWDtNaty47H3WlmQBMDPjN94aeTWnODvUtZFSklcxg/jgWzzSBT7OHcK26iQA1mZn0qlHwvG6rAPo6ojn16L6TYT21tDGgyYrmj1mlcvLl29vwmdzIrtWE4wOUukxo26z8pezTyXqEK5VhdXVzNqyqa4sNYWKEjvxqWW4i61MSusU1n64szcP9LyKefkriTZGcFWHMzEeJKL6/qhC4c0x03hp4yLy3ZVMTuvFOeltP7ZBsbeYRQUrucK5HkuVJCaqnAUlGWQkDqCDvf6z9Oik8Ux3zWFdTh69EhP4x5SJtI+NpspxNruLV/HSnF9RAx5UUyxPX9ryEd91dHTC0QW5js4JzC9rdjNvxTbiomxcffZQfsncGxLjtYhQWpMLe/WiX3LzTQx1Dk1Q0/hlz17KPB7GdOpAjPXw/nV7i8u445O5BGv+Xo9/s5DO8XEM7Xh4s+MeSfG8f/0lR71unbZN+wgn8VEVVFTXW0TER1Wc0GI8I7OYx//vGzRNgiIIWgzgCqBoktJS10EFuVExYFaMeDU/BkuQhF6FkJtKvCmGa4cNom9qIqtKNlEVcDEwpicO48HNnhuyrXI7iwt/xqpaOSvpTOLMsYdsL6XkmSVL6tMvqVBp8LFw226uHDYgrO3eqpI6MQ6hk++vszaECfJS12xyy5/DpkJ7K9zWfiF3b70QV7UFrVCFVozD9o/BU7nz18/YVJZJT3sut3ZYDBixHyRStTfo58vMNZR4q5mQ0psukQduJvzznfl4DRJ8Ct5NoQ0MiwpGo8r1Yw7t414bLVu1+zDY/UjAHDSRmN+Rv3Q9jfNHHBidf1ziIMYlNs99Ksnq4KkhJ1ZAUkUodPKV8MZb51BWZcegBvjjed+SWb0lTJCnRDmYdc00gpqGqtQby9pNPeiX3IP/3XBFayxfR+d3iy7IdXROUJas3c2dz9cHR1q1JYsrrh52QLsXz53MlO7dWzy1jk4IKSW3fzWXb2tS0SXYI/j0qmmkOCIP2W9rXkGdGK9lY3ZekwS5zu8DIQTXDerOu8pW8sscOGxubhx84Ofj1417WbFhL+1TYpkyulfYA3ZbY8fu/JAYb4BUBbYkLx06HOjrWotRMXBL1wt4cdssNDTSkyw8d+ZlJFudSCl5dtubLCkKRXCPNUXxTP+7iDfHHHIte6oz+OeWZ5EEsKoB1vw/e+cdXkWV/vHPzNye3PRGKgm9JtTQpCkqoIgK9t7b2svPtrq6dtddXeuqq2JX7FhAeu+9BEjvpNfbZ+b3xw0JlwSTQAKJO5/n8TFnZs7Mmcst8z3nfb9v5XIe6PcEUeaYY/bxKAqy0mCdfnj8Ii2aXAUYTIgIKEfk5QYbfMtZ7a3azFeHxuFU9Izwz2akNYfochvZG8MZ+sCxx3EyiPUL4ssp16OodurqP0eWE7GYZ2I0NBe+nx/cxgt7F6CI3rzr/6av4qPxNzAwyDdyYU35HkCPT0FpFWRZ8b4v/mCuyWqU6BevkqO4oOEMNp2LZ864kURr6Ane7Z+DYEMwWVsGUFXnnZDyyDo+/vV0Ph/bsjt8V/6u0ND4X0IT5Boa3ZQlGw/6tNOyDtHfL4Trkofz4c5tSILIvanjOKd/1yl182fkYFl5oxgHKKmr58vtu7hn4rHLsQAM6BGBThR9IhqGxEZ1yJjKnLW4ZA89zEHaREw357LEGxkWspWc+l0k+A1kQOAon/0L16Xx1zd/aWzvySji4evaVz7qZNK3VySiKPiI8pCUCiZcYkVqpXTf9B5jGBUygBJHJb38ozFKXpGRZytuFOMAFa5qFhUGUv3OAAAgAElEQVSv4fKEP3bs3lK5FRWZYIMdSVABF6+nP8aD/f9JgD6oxT56SSIh3EJOaZOxYrjZxJkDm+cXhxr9ubXXZN7csxzVqNIvMJJrejfl+te5bfw7px6b7M1VLqxIYcOGgQRXhXHNJTPpGxfe7JwtUWQv47ei1YiozIieTLjpjyci2osomAnwv+6Y+/dVlvDo5l/w93ejKKB4JJyywPv71/KP1DmNx2VUHMKSXEhNYRyq7P23FnUysioxd2IyxmPkj6uqwsaiLfx3/yZyKxxwxD+NgsqBmkOaID8Ck9ILqG5s2+wmIi0nZADdJZAVBUEQTmnZNQ2NzkIT5Boa3ZSIYN+QTL1OJNhq4fHTpvDA2AleQ6FTXFrlf4GW/KGVFrf6Eh8SxL8uPodXl6zBLStcO344o3qe+Or4v/cv5MPMlQBMiujPC8MubXPepEbXQ1VVajxGqj2xIDQPAf5h2S6f9k8rdvPA1ad32br0CbGhPPnAubz72UoqHeWEjs9j6Dg/rky8sfXOQJgxkDCjt4a3y+1BEASUo2puA6ht+AwG64PRi3KDGPfiUGzsrt7IuLAzj9nvh/Ov5Zbl8yioKyfJP4Z3Tr8MvdR8afedpRt4a+FWIIDknpG8N3MOfoamlcpsWyE22ePTJ6s+nL76IuSI9/lwSyoz+p5NhDWAY1HhrOaH9Cu4JHQfOiD/kAkhbAlhficv0uZAVWljPr/LbsBl997jt3szOSc6gylxvQBYlXUAQ4ibqLPzqUsPQNCpmBQn14w5k4tTJ7d4blku571t9/Ls9sP520b0Dhd6k/d1kxAYFNSjU++vu3H+hFS2pzcZuc0c0xed1L766V0JVVV5Zcsa3tm5EZ0gcu/ICdwwpGuVOdTQOFG0pzQNjW7K5TNGsGVfHjsPFqLXiTx07RlY/byGOCad/hSP7n+HvmGhnN47iSXpmQCEWMxcnNw285/TB/Ti9AG9Omws+2sKG8U4wIqSNH4t3MGs2O6/OvK/ysfZC/k4ZyEAAgKPDbyKiRFNucr+FoOP9PQzG5BEgYyaPRTZtpNknUC0X9cpBwYweXw/Jo/vB4BH8aBr54SRqqq8+v0qPlm6FUEQmDyqN0OHDGZn3W4AAvT+TIv0jVBxyTLP/bqcdZm59I0M4+/nTWNi+AQ2Vqyk3LUXVaWxBrNZ+uOyWCvKNlBn2U2gBWxSBTn2Avpae/ock1NWxWsL1za2d2Yf4rtNe7hi/LDGbTHmCHSChEeVG7d5KgwU1IXjEn6lT+h3bM99lrCgTxke07JT+uL817kidF/j2OMMDvaUzCYssXXX+o4iJSwanaDD4dDhsjf99qjAu3s2NQpyR60euVqHIcxFSKjXFV9cGsxFqZOPGclTUfs6nxz0FdzuOj06QQEVAraJRJ577AmL7syW3AI+3LgVs17PvVPGE9VKGtRhzh07iACLifV7c+kZFcyFE7u36eeqgmz+vW0dAC5k/r5+GalRsQwJ75iIMg2NroAmyDU0uhl1nir0ghGrn5n/PH4xxeW1WP2M+Js1F/VTgSAIvHH+uSw5mEGVw8HpvZMI82u9zm1nUO6sa7atrIVtGt2H+fnLG/9WUfk2fyVhxYGs2P0Dij+UhYSgGBoP4LzTh7Ci8FXCPC8TLioUlRopsf+blLA/Dt8+VRwW49VOB4qqEmxq3RBx1e4sPlq8paGlsnj9AXTFRh698DIsFhgdMpggg69I+7/5v/HzgQMAZFVXkf1+JT/efhUP9X+c/2a9RFrtVgD6+g9lSGBzL47DyKrCx9k/NbbtspOvchfx2KCbfI4rr6tv1res1ndbsCGAB/tfy/Pb5uER3dj3BeBM9yMipbjhzgQC/avJKr+JlOiVfHFgF69tX4sK/CV5LFf0H4bq2cPRWjZMV3XM8XcGCdZg3p10Ia/tXM22+kMcaRGgazAg3FtYwuuL12FwRRObVEx03wr0KEy9ZAw++eQNbM8oYP7qXUweshNJOGrSUhGQs/0xlNmwVxo5VFlLbHjLKQZdmZzqKjYW5NMzKIhR0b4RDbsKi7n8o68aJ9sW7jvI6ntuwtrGaimTknsxKdn3dUsrLWVX8SEGRUYwMOLUufe3l4yq5mUFM6srNUGu8adCE+QaGt0Ej+Lmy7yXSavZiChInB11DWPDzqFH2J9zdaA7oRNFzurX51QPg+TgBCJNgRxyePMHDaKOKZEDWuml0ZUxiDrssrOxnb93L78OXoA0zBumnVhpZv/G8TjtBhDg6zXbGTXyDfQ6735/yUle9XPQRQU5wIvrV/H2to0oqsrFA4bw3OQzj5knmlZYysOf/+azTRVVqpV6lu8v51/TW3bFXnEw06e9v7wc8LpSX5/4IEWOHBRVIdrcE1H4o3B/1WdFG8CtepodNSgmkvjQIHLLveJYJ4pMG9z8O2JsWDJvJj/Ow898Su7BAnqNyGHyWdswCS50DaH4kdYK5me/xiNr3Y39Hlv3O4NDoxgTPgO3Yw36I16uUk8kSUdfqJOZFN0Ls1HmphWfUlXtnZCUBLhj6BgANmTmoQAOg56YQeVYA7w5+OtsPxJZHs64sLMbz3WgoJQbX52PR1Yoroji6onreHr7TGRVQkDFlOnCWFSHhJnQSCsRQW1z1O9KrC/I4+ofvsEle99L940Zzx2jxjTu/2DDVp/IF4fbw383buWu08bSEvVOF19s2kmlzc70wX0ZFO1bVeXz7Tt5bPHixvazZ57BxUObr5yrqgqoCH/4GTi5jI2ORyeIeFTv58Gs0zEy6tQaHmpodDSaINfQ6CZsrvidtJqNACiqzC9F/2VAwGiCDN1nplujc/HTGXl/zE18lr0Gh+zm/LiRJPpr74/uhlN28/r+30irzsDhqcW7gug1QksdkIXO1JQzbQ22kziwgLQtiQDU13owi06f8xlFOyeKS/GgF6QONwncXFTAWxs2eG9RB1/u28WUhCTOTmp5guvp75ZQ5XY2+nQregXHEDuKFRbU7mD5M9t5fvYczh7kOxFlQkcdTcJZ52m6D0EQiDb3bNN4JUFiVsxkvs1fAoCIyLnRk5odZ9TrmHfLXD5atZUau5PzRw5iUGzLpSc3frGWon8vRw/UbxLRT7AR3q+uYeVbpcgdQJ5nA+BbvmtfRQmX9L2c5dkL6aNfg0mQyXUFMizutxau0vn8VLARP6sDvdGNxyNhMHjoH+o1W0sK9xrNGU3uRjF+mF2V230E+YqdmXhk73t8S3pvFFXkjTNzqVB7MixqLr8uy2XRlv1EBPnz8KVTMRzDDK4r858tmxrFOMDrm9Zz64jRja7nRr03skBFRWiMIGjZF0FRVG6c9y3b8ooAmLduK5/ecDFDYppWkJ9dvsKnz3PLVzYT5GX1i8gofxBFqSPIMoN+4S8jCqc+97x/SDjvn3UB7+3ajE4UuT0llRh/bSFC489F9/sW09D4H6XaXXbUFpUad4UmyLsZmzdl8u7bS6mvdzFr9nAuumRM653aQQ9zEPcNmNmh59Q4eaiqysWrX6RGLifI4MCsVzGoAh5FoNxhxuAnN+90hEY2xtZTyUSiWNq4zWKe07xPGyl31vD4rnnsrs4hxhzK34ZcSV9rx6xOVdptXPvNNyAKoIKuBjxWlcLammP2Ka6uBRE8JhBU8ES5kA+n1qoqdX0E7vvkG0L/cjWjouMa+z049TQe/vl3ZBOILpVrUlJavkAbuKbneQwM6EWBvYTkoL708o9r8bjwAH/unznxD8/lcrh496FPGtu2coX/PjiOu+ZtIDKomiJ3IFmeEIL14YiCgKJ6RZkoCAwLj0YQBKYkftzY/9iF4zofA0ZUBQwGGYNBRi9IjYaSE/smctOk0Xy4diMOlw6ToWlyJK3IA0fMv0QeteK9LSOJR0OupFd0GIpqJ2bmWq6bLuNvPg297uSHLde6bXyTv5xKVy1TIoaTEtz+6KijpfXR7XsnT+Cn3ftxu2VUVAwmHRelNC83B5BeWt4oxgHcssKP2/f5CHK7x+3Tx+Hxjepwy1Wkl9yKQXKDCKXVv+Ly9CQ5+t5231tnMCkukUlxiad6GBoanYYmyDU0ugkDAkazpuz7RvfgIH0EPczaD1RXori+luc2rCC3tooz4ntza0qqT+htRXkdTzw6H6fT+zD0n7eWEhsXwrjxfU/VkNtFqaOOH3J3IACzE1IINZ6aXPk/G4fqf6HMthSzLo5K5Uyq5QoMoowkej/rkqAiSSomnUyt3YjV3LQC7nGJ7CmPQgj14BdZT+8xOSSEPkGdbSS1zl2E+U1hRMgVxz22Nw7+xO7qHAAK7OX8fc/nzBtzf7vOYXO42JZRQHxEMHFH5Pr+9fcl1KluBA+ggGwGk0tkSsKxA67PGNybT9ZsR9UBgoKfWebojGl9rcyrG9byyfkXN247b9xg+sdGsOVAHn1jwxnZP75d93AkgiCQGtqyOGovHreM2+krluqdMg98eglDQooZMWsf/rpQRgRei0FZjEfvAQH8jApBxlO/enmYF35ZxtrstURbXBzIjMAv1c5tQ2ZgbnD3FgSBu6eN57YpqUyc9wzDB6RjNjkpLAlBqfL9HZs+uj+r92Tx+7aDiILALTPH0is6DFWVKSy9HLtrPQAVNf8iLuJXDPqTF6CvqAr/t/NtDtTmAfBr0QZeSr6N5ODmZe+ORFVVtld8TUbdSvx14VyTMou1+bmNq+S3j0z1qQke7u/H4tuv5Z31mxBFuGrEcHpYWzZ1CzA1zysPOMpTJi4ggNzqmsbJu6FRvhMZVfZlGCR3o7mhv9HJygPrSPYtI6+hodFJaIJcQ6ObEO/Xn6t6/pWtlUswSX5MDL8Qvdi9jdwqHHW8deB36uR6pkYNZVqP7usGq6oqNyz6jt1lhwDYVlKEUZK4YWhT3ejs7NJGMX6YtH2F3UKQVzptnLfkLSpdNgDeP7CO3868gwCD6RSPrPtQ53bwr/2/sqcqn8FBcdzdfzq1jt/YW/Zg4zG1yl7AH6WhjFTDgiiCAB6PxHd7RnB2v50E6e3UOQ2sKezD8DMOoNd7Q3yjTNHE+SUi+d/dIWPOt/lG5uTZShv/Lq+z8cgXv7Etu5ABMRE8d8nZRAf7hpLuzy/h8n9+js3kQXQLnD90EE9fcRYAJfX16GoE9PXee1V0KnNGDSIxKBiH28PS/RnIisKUfr3wNxrYX1pGheSkd99wDA6Z4H7LUQSFFcW9UfUCCALmDA+OUAOh/s0ni/rFR9AvvmtFFFmsZiZffhrLP10FeKuH1Y+KQvHTs6M+hnvVaxjZZyBvbdqMf2Q1otS0lvrS7l/4R+qlp2rojWzPL6RQeo8Jk7zeFX0HF7NmWT/mzhjf7FiDTkdq5EgWrGsSl09MGehzjF6SePGGcyivqcegk7BavN8xTvdu7K71bC1M4PeMIfgZnNyY+jWDYx/qxLvzJd9W2ijGwRtSvrRkS6uCfE/VAtaUvt3YDjZk8+ulL7GxsJDEoBBSY5qXqYuyWnli2tRWxxQVaOX2yWN4Y7l3oqJPRChXjBnmc8wHcy/ktu9/IruqkqFRUbw9e5bPfrOueZRHSbX23a6hcbLQBLmGRjeitzWF3tbjD7XsSvy6ezvvL/gIk8GDI0bmx9XZhEb9zDXDRnNtr6kdnqva2dS4nI1i/DCrC3N8BHnPnuEYjTofUd5/QPdYgvghZ2ejGAeodNfz/r713JM8+dQNqhuwpiibhRlp1H6VTsH+XAoTHdjP8edAbTFO2c2FUUt8jjcJq/BnMnWqCbtHwqzzrqDZ3Doq3WYUf4Ef8lIwlAhU+5l5acgaegflsMkejdU8hbNibkQSOu6nfVRoP9Jq8xvbqaH9Gv9+5rulrDngXT3fklXAo18u5INb5vr0v/+znylLcoMEoPJlzm5urRhLdEgA05P6sGtXU6it6BGorl6F0306V37wFbsKvZ+nXmEhvH7puVz62VfUOL3RAQkBFfSKqAVgzKEsdm+KRbSB02yAfmbuHOVb9qwr838f3s5eyc3BjDwcA0JwxTSIVZ3I8jU5pA4air9J5yPGAeoUWwtnO7moqsp/Vr9LXYKRg6WJWHQu+gccYuiQXA5V1REV3HxV98WzzqJvWBgZ5eWMT0jggoEDWzgzhAb4TqoIgok9JTE8vmQOKt7V5G1FsOhmD6aTlEceoPdDREShycch2NB6PnOebYtPu9KVQ4S/yiWDOmYS+o6pYzkvZQCVNgcDeoSjlySf/T2Dg/nl2quO2d/POILs8iH0DN0FQFF1EHWu6R0yNg0NjdbRBLmGhsZJx+Fy88pbP1JT452VF3bJ9J2dRcm8CN7wLKdwVzmPnX/RKR5l+/DXG4i0+HPI1lRmrHdQqM8xIaH+/O2ZOY055OedP6LLr45n1OXzTvp8NhV6xc+RK7aL09I1Qf4HLMo9yE3Lv6XHZ4X4u+xQr+L3mQfBrmK7JIDNFVlcFtO0YiurAi5Vx40Jq9lSFU+Fy4/dZdEUOwIZGVFKrWjHg0SwR+LaqZcyLDKaJOsdqHImQ6R4BLHjjY6uTZyGXpDYVplBgl8EN/VuekjfX1Tqc+zRbYBcqbZBjAMquEJV0g6VEh0SQJKleakqt1TEyoxtjWIcIKOsgvfXb2kU4wCy2iROYwbXEDN4L0VpKVyQciGnxSUQYrYc7y23G1VVWZKdSUZlBeNj4xkc0bJ527GQJIl337mTcW/9E1eEC1WtRyg2Qp2OCSO9EyCXDkzhg/yF2MWm0mkz4pI79D7ai9Pj4baff6LIUIHNFgKATTayo1JPkrGCeo+rWR9VVdlQuQw1ZDMjo8KYFj2+zZOvBl1fthWf0yjGAYpqYd+hEobFnpyJzSCDP7f2ns1b6d+joNDPGs+c2Mmt9gsxJJBxRNskBWCWAjt0bHEhQcSFHF9fQRCY3PdL3ln5FvlVxeilMTw+Q/Mi0dA4WWiCXEND46SzY38BNTVNxj2qR6I8LRxjih1llZlFMdu5Knky8UldK7z0j5BEkTfPmMW9y38hr7aaqfG9uHt485DNkaOSGDnqZBclOj7cipsnd79NhasGQdIhO4ORjN6VIdkpoZRLrZzhz89n6Rv5qWALUeYAHhlyDuHmpofsr9J3IooKhisknD2826XlDgzfOLBdEkBvaySJQddQ7dxGvfsAYMRbcghGBucCUF7nT0rIFF4Zdy4u50ZUx7cIogW9XwSi5J3wEcTBnXZ/OlHimqRpXMO0ZvtGJMaSU9aUwT0yqXnYbXx4ELtsJT7bBsSEe4/vE0eIuY4Ku/e7QCd5SOmdiYCAYpAhskHQHTIQaPINny2qCqK6zI/AMK9ArasyYbH7cV7fk1/m76V1q3lry0akOpl/VykMSojiH5fOJja47bWxN1dm44h3AA1pvgl2RufEMn64d8LOqNPx7dQ7eWXvL5S7azkreiizYkZ0wt20nW/37WVZdhaRcRaMNOXB13pMFOaHUD/A3azP2vJlfJ33YWO7wJ7L/f2eapMoFwSBpPBZwPKmbUCk9eSWPZsdexqTI4ZR464n1hLeSpk8L4W1g6l2mgkw2PGoEqNDb0ESu44HAECInz8PT3/gVA9DQ+N/Ek2Qa2honBS+yNzKm2nePMkZasND85HLrYU6dH08SNkKYgEU5JR3K0EOMCIyhhUX34iiqseso9ydKHFWUuHyOl6bzR6k7QacQYAAulKJ8QOO3xjrz8Dru1fwYe5CBAHSbXDxqix+Pf0hjJIegCCjCX+LAzWwYeJCVZEnmxAOKAwP7smjg2Zj1AUyOvp7HJ5CnEotqwuuQG0ozyUrAs5PBa68oieKZzeeysvg8D7H75jDFyIIpy7P8/9mTUISBbZlF9I/JpyHZ01pdszL50xn1tef4FRlEFXO6dmXHgHelXyLyUCPOCPDLNvxKBLJvbIodEUwKTwW+tib3OMD7MxI7oUiqby3cQsqcOGwgWxeX4fk70QQVQ5lh/LYZU2hz6qqkF23kBpXDlGW0USahzcbW0cgKwrvb9uCvkbBVOOhZoDEBg4x8au3eW/6HKbG/3Fu8WG2VxT4bhDhxit8HdpDTVaeGX4xXYVSm3cyxOk2+Ahyya1wyDGE/uHhzfrsrd7h0861ZVLnqcGqb9tq8fR+fXhz1Xp0QUX0iK6gd4AVi8kGnNwyWEEGf4IMbZsIOFhdysrSl+gV6C33phdkvsl7jxGh05BEbVJTQ0MDWp/W09DQ0DhBdlYU8tdtP1Nsr6HYXsO8wg3o62SvEBcERKeC3uREyJKQLB6CdhjpN6T5alt3obuIcUV1sHnfP3jv6/tZvO5NVNW3pFa4MZhAfdNDZ9zgEvrVBRGVb+Xc+P7cM+O0kz3kLsXXOZs48p+6Vraxr7pJWN01dDwBLThhP/nkjbw75kYiG1bTBUHCrI8jyDiQ0VH/xp4XQ8FGMwtuiKZmXjXPXv4qbtvPcEQdbVXORnHv6rR7awsWo4EnLjyD7++7iucvmU6gpfnkQL+QcBZfdC0ppWYibPWsy9vK5YvexaMoqKpKZZGOqNBKRqXsx67oWZc7jA8yNviUckOAj7PW0ytxPrfNWM2Ds9K4b/Jg3rjpfBKDLASLZu6b25Pzh5/V2GVjycusO/Qkeyo/YEnBreTWLWk2to5AEAT0koil0CvGD08yKkaBexb91ObzDA7q4dMWFYFf3tvG5s1ZHTretqKqKqvzdvHDno04jyqRdZgze/VGL4pUl1iprzKjyiJGjx+OtARcuxz835sLqLU5fPqEG33D+S2SPxZd26o1uGWZGf/+CJ21EDHeToXBwAaHk5s3PIPSBfLpj8W+yhISrBU+28KMtRysyTtGDw0Njf81NEGuoaHRqThlN8sL9jWthgOeYOibEIyl2IX5kAtzlRN9oEBMXg8mKv15/q3rCAlrucSLRsfx25oneeARN/M+juSp5+p57YNXfPYbRD1PDLqZ3v5xhBgCmNt/PAvuvYG1T93GP648Bz9T1wq57ExUVUFRfYWJqSHk9Ii3NqHGpvdtnDWIjyfdiEVqEKqCQHJQIuP7H9vIKcIynu0vTOCby+LJWemdDKkurUH2BDc7VhCbr0B2RT75fDX5icV4+nlQo2X2eXJ4dd/vZBSWM3rQBmLjy5AklZCQOqb1XMeunEMYCkSkQwKqAvoSgd0LdrJ4gQO320a9msXXuffQK3Qwb171OJ/e9gSXpTaZybk8Lg5Wf+czhr0VX3fKvYmCwIPjTkPVNZ+Ec6otC9mWmNKjL/cPPp0okwVjlUrwzyIbF6fz8ENfsm9vQesn6EA8sosX186h0HYNVe67ue6t+8gtq2h2XP+wcL6cezEXD0zmvPDT+Xzs4wSuTsK5S8Zjl1m5PYPX5q/y6XNWj9n0t3pLxvnrArg28Y42mxCu3pdNrewiOK4GgyQjCN4S9qUePdtKfznxG+8kBoVE4pB979GlSPQwncqq8RoaGl0JLWRdQ0Oj09hSkMG9z3wJeXqirAaqJ7mwhwlIosD9j83krU9XsHFnLo4QidT+fZk+fSDJsT1ICvc608iKwoaCfOrdLibEJWDW60/xHXU8Ho/M5rQ8PLJCZII/K0vSCTX6MTNuMPpjhDOqqkp2fRk6QSLO7zhdfIAff7Yhy03Gcz8sULj9agWd1DRX2y8ggVeH/2/nFaZXf8fWsteQVSd9Ai9kRNg9CILII8nncPemj9AZvPV7p4QnE+fna+SX6B/BR2PuY0XJTvx1Zk6PTEFqJed07Lkj2fTb9sb20EkDsYRcjaNiJYprNSCg978PUdezE+6249mak4MyydchfGtFFrOCRhAaXu2zPSigkqr51YTYvZMd9XEKujqorTCyjz4c2hfOabdtwi7XUusuJdDgW08ZYEtmIS6XhMnU5IRdXi03O66juGroMPr8JYQbPvuM+njvv63gUZnau23h6uBdab+21xD65D7EUx83mWkpisratekMGBjT4eM+Fgtzn6FPVCYAVqudWdPW8Lf5H/P+LXc1OzYlqgcpUd7VfVlRyCws99mfkV/Gvurf2Vr2H/yFKnqaQ7kgYgyBPV/FpAtpU/71YURRAAXUo7YLAlS1fe4DgN1r0ti9ah+JQxMYPX1Yp1b16BUQRpB0EXblM/SiglOREJRpBJpObu67hoZG10UT5BoaGp3CzrQC7n9jPmqeHgEQaiUClxuIvSaQOwdPpqzGzsr0QgSzHsEOG5bmsSooH1XylnC5bWIqt/36E4sy0wHoHRzC/DmXNjN36s54PDIXPv0R2ZVVoIKoU7CPtYEOFhbs482xFzd7UHQrMg9s/YLlh9IAmB07nCeGzj6uB0pJ9H0tu0mkPbUuJ5IgYNF3/gp9jSuXjaUvcFgGHKj+inDTUBKs05gUncRvZ9zPykPpDAiKZHBIy07PkaYgLoqf2OK+ljjnljNBENjw8xZ6JEZy5ZNzEQQTppBPUOU8BMEPQQpt/USdQGWtjbySKpKiQ/E3G9vUZ3BMDBlykddtXQUESA6Oo3d0KOzvDWxtPLYwLwy9N9UWFRW/PJGS8QrG1SoCUJETRF2pheBIN366liejREFk8ZrhzJiyEVFUsTsMmOtmkV5URlp+KQPjIkiK6tjXb2zvBH687Uau+/pLqgUn0wb34/lx7SsbZXf8SGRo5RFbvC9WZOTJzY+uc+VwZBUxvV5GVsqP3aEBSRQZ1ieGbQebVvQTeupZX/wEEboaLIKLOmcGHtdaah2r6RPRvqiFcX0TSLIEUpQeSvCgJjNBnaAyNPT0Np9n6WereO6K1xrb1zx1CZc/dmG7xtJebhl4HTb3XDaWbaVfwEB6+LUvukVR3Wwu+SdF9Rvx0/dmUvQj6KWT+77Q0NDoPDRBrqGh0eG8/dkq5n2/ERUdrgiQjQKSW8VSCnfGj+WsmAH8fcFiBLVJAQoICG5QJXhrxXrG9olrFOMA6ZUVfJO2h+tSTq2zcEfyyg8rybBVgcn7OiiyiK5AhyfBw7LiA+TVVxLv7ys6lhTvaRTjAN/nb2VmbEt8tI4AACAASURBVAqjQhPbff2r5s7gkbR1uN3en4IrLhrqszre1VBVlb+uWsInu7cjCgJ3jBjDPaObO9l3JHXuAo5ek6tx5zT+HelnZW7SsA69piAInHvLmZx7y5nNtgu6thnpqapK5s5cHPUO+o/ujaQ7cfOolTszeeidBbjcMgF+Jt68+wIGJLRe4uu+66ez//0i0noWgA76GKP4y4BpCILA7ae9yM8Hn2fTrnzW/d4bl92AaADRpSI0JJIrelBFEBQBBBWLn8rMmMfQHcOlekRSLJbFE3n7kwiCA+vQq4lcNjaBuc9/gqKqSKLAi9fM5IyUPif8mhxJr7AwVtx6+3H3l8QeREZUc+0Vq/n4i7F4PBLjxlZz9vSOqVXdVoZHzGRXRZP5Wm2tmamD2uYX8dyt5/CPz5eTU1zB6AHx6JIXE6mvQS/IeJDwqN73oeDciEsuwKhru1eIXifx/T1X8dOWvSwv30pNUCZGncBpESkY2vG99e2rP/u0v/nnT50uyAEseiuTe0w6rr4rCp6lxuVNw6h3pzM/s4BL+3zckcPT0NA4hWiCXENDo0Opt7v45IdNALis4Ar0PijJJgGPH3y3PIPcPCej4uOYj68pVcOzGh5FxS43j0F0yZ0XdnoqWHkg22dZWpUEqGt6sDRKzb+iq1zNzYuqXPXNtrWF1JTJfPzGELbtPkB8TBxDBnRtI73fszP4eLc3lFtWVV7dvI7JCUkMi+zRSs/jJ9Q0EINoxaXUNmwRiDKndtr1joWqqhSX1WIy6ggO+OMa26qq8sqN77Dwo+UA9B/dmxcWPYbZ78SiS176fBkut/czWFPv4LVvVvHWvXNa7efvZ+SzO2/FIbuxyy6CDU0mXia9hZFhd/PKTx+iKA2GaAYQZBVBBmeI6o0eUQQEAa67KpUrRzzwhxEhOknkmcvP4sn5EuV1NuamDuWjRZtRGpL9ZUXl7d/Wd7ggP1FMpqnYDMOZefZWzpiyF6fbH3PUXdg82wjQjTxp4+gTPJcKexE7Cn/EZjMRJl7EFZOal71ribBAP567pSnk/o0Dy9ELvt/bHiQEBHRi+1d4jXodc8YM5UJ1CG+kv8OGis38XlLA+oqVPDnoESJMra88G47yvjCYT64XRol9Hxm1yzDrghkUdB568Y8/zwAF9WuwHpGxpWMvTtnT4m+EhoZG90P7JGtoaHQsqorasKIoG30fmhVRZG1aLuvScrli0jBmTx7EDyv3oKgqHpOA2vDAERBgIDU6lmFRPdhWXARAmMXC7H4nv8ZwZ9IzKrghXF1tFOaeHt6JiKt7pxJpbv7AOjlyAG/sX0Ktx+teHG60khrW67jHEB0VSnTU2OPufzLJr6lucdvxCPLFu9N457NV4FK5dtY4ZkxsuZa3UQpkaswb7K54D4/ioG/gHMLNQxr37zmYw8ebXsSaWIDBZMUpDSTeMpDLe52DJHRMSSOX28Mj//iJtVszvaJ0zliGTwlDJ4gMCW2ep3xgc2ajGAdI25jO7/NWMuvWM5sd2x6q630ds2tsznb1N0l6TJKvD0ShrZorFzSJ8cPIJoGqJAVbD4EL+w7hxtnDCQq0ENEGs0dVVfnLvJ/Yk38IgD3fLSZMbwZAsrqQ/D24xfaN/WQgCAKh4T/idGxEcG0jr+plqP47AFbTVPpH/PekjSU1+k5So+884fNMjZxLZtnXGMQmUS4BscF/QzoOQX6YYschNlRsbmzXempZVrKCi+NbnyC6+m8X8+g5z+G0ORFFgRuev+K4x9Feim27+CrrPrIrgvAzOMmOWst58a+1mnJU5wnFqi9pbJc4AlDVo7PpNTQ0uiuaINfQ0OhQ/CxGLjxrGPN/24boBvnIRbkjnh+W7srg1yeuZ/DQHjywfgFipQ7RJqIaVfoOCkYvSXw6ey4LDu7H5nYzo3dfwv3aVh6nu/D3i89mxgsfUGN3gAqjesVw1cwUwox+DA5uOR85yhzIx+Nv4tvcLUiiyMUJqQQ0iI0/O5PiEzGsX9kYKRFgMJIaE9fu82wtyueJp35Ecngfgp9/+VfCAv0ZndyzxeNDjP2Y2OOlZttr6mz864vn6DfncGkqO6JSzu/l6ewoP8g/Uu9v99ha4pfle1i71Wuyparw/tfreO9bFRQIHqry4//di05qEv+22uZRFPU1J14WavZpg/n096Z879kTWp7EaA8fpq+jzFJLoOrnEy0SFxzItVdOol94GEmh7TMuPFRT1yjGDxMZbsUZWoI1xZuj7aGa/TW59AtoWwrAycRoGs3+yr9DQ21vVYVax1LsrkzMhqRTO7h2MiBwIKL6AjmVzyBQRahpLIPCnsaob/n77WSQPHkQH+5/lQObM4kfGEtsn86LsDmaNYUL+ffqqciIJMfnUq2UoYivMjP6ZozSsb/Hk8MeYkPxAyRaSymyBeDiBky6P5/JqYbG/yqaINfQ0Ohw7rl2CmNSepJVVMGK3By2ZBUgIuB0ehrLC8eEBvJD5l7uX/cziKCEelAafJYmxHjzoc16PXMHnvhDf1clyGJi9RM3syO3iBA/CwnhzUtbtURP/3DuHXh2J4+u69ErOITPZ13EB7u2ohclbkoZRYSl/ZM0X23Y3ijGD/Pzmt3HFOTHYtm2XQTE1vpsM4gyekGmWPZOJFnaWBnAo8i8c3A5a0vTifcL4f6B0/GoTnZXZ7AoPa3Z8YLsHX/VDoGXf/me/zu3KQd20Lh+JAyKJWdPPgB+gRYmXzSuXffWEndfOJHe0WEczC9leN9Ypgxru4v4sbB7XKhG8ES70efrUQHJo3L1BWOY3r/vcZ0zyGLGz6in3ulu3NY/Jpy60B0c3uLCzac5v/PUkOtP+B5OFJs7k9L6n9GJgUT5z0ESLchKTbPjPEoF0L0EOUC/oJn0C5qJqsoIHRQ1EmWKJDVkJBsqNmNUXMz0O0A/ZQlL9/+LIbEfEO73x+kIYTGhhMWcfGPEedsU3KqOUYmZ9I/2Rn9tq1qBR1W4KP7eY/YbG5lCpPkL1pZkMDAslNMiu9/7QEND49hoglxDQ6PDEQSBccOTGEcSl+PNfTxYWMad7/5AYUUNcWGBPDJnCk/vXgo0lLIRVBDglkGp3DTw5OfonipEUWRYT29JI4+ssHJHJjX1Dk5LTiQ04M8VEdARjOgRw4geJ1YCKjoyAJUm0zCAhOi2TYYcSUJsBDWL/egxpqxxW5XLRJXLjCCDR1H+oLcv76ev5D8HlwOwuyqfvVX5iPp8CoqN1NQEESyIjSaIHpOKbFQxVnv9BnILq3zOZTAZeGXZk/z632U46h2ccflp9EiMaPf9HY0oCswaP+iEz3Mkc3oO58e8ndSNd2HMkunlDuOhM89i9PD2mxQexqTX8fxF0/m/r36j3ulCFOCrXbuJnejmyCpbLsV97JOcJOpdB9hWeD4q3hD6krpvSY6aT5jfZRRVP4sg0PBfEP7Gk29oWe3Kp9yxmyjLSCy6E6ub3VFi3Hsugdt638SEqnEcyLqbkaFeo0WrPoOtuVdz1oC1HXatjsThNAAeIgKrqHMYsRidiAIcrN3aat+kgFCSAk5NdYXjwWFzUV1VT3hUIKLYdc1CNTS6Apog19DQOCn0iQ7j58evo8pmJ8hiRhQFwjMOC04BVAF/nYH7UyYjdeKPt6KqfLR/MyuLMkkKCOWuIRMIMLTN7MojK3y7bheZhypI7RvPlCHHn7t9NKqq8uBbP7Fihzc0OcRqZt6jl9EjVCtt09HcMGoMi6amUbWyCtEjEJcSylXntj+PPiUxkfD48eQsdhExoYxsRwjbq2I5PMlU5CwnwNi20NwNZZk+7ez6CmKsbsoLo1AsAmUjVSwFoOqgLkHFmgXGam9psIvHj2l2PmuwPxfdd2677+lkkxwSywepV/PCF0vIO1RDXbBEtamdRaVboKygBjHLBVEqbrMACNQWWAmI80Y0iAicH9s25/DOJLf6rUYxrqgwL1fPup1P4a8zc0evu0g0LsEgRdIr7MVOrZXdEjvLP2FZ6QeAgF5QmNXjTiy6s6hxOkgICurU8dS7XBTX1hEXFIhBalnIi4JIP/8B2CzFPttjTEW4FQ96ses94l46sCdPbkjnt13JyIpEoNnG6QP3YDQ7UFQZsQMnLU4lS37bzj8f/w6PU6Zn/yief/tagkK0CWYNjWPR9b6tNDQ0uh2KqvLFnl3sKikmJaoHcwcMRmzhYU0UBUL8mxxl70mZwOaSAjJrKjBKEi+Om46uBTGuqipPrVnGqvxskoJC+NfUGVgMx+eM+96+jTy3bSkAywszyaqp4L9TLmpT3+e/WcbXa3YC8PnK7TxxyRlcMHZIK73aRnpBeaMYB6iotfPtyl3cfn7nlvX6X8SiM/DjXTey/8oSzKKensHty1E+kmevv5rCunP5z/KNbFNXI+gajBJEePPAQl4deS2yKiOrMoajynRtLsvm29yt9PIPp6d/GFsqshv3SULD6rosIgDuQJXqIO+5BUHFZHLjl2DkmnNSmTS4Y1etTwZO2cWOqoMYRB1vfbSdjAMVAJSX13Lnlz/w7lVzGBYXjUWvb7fwK6mo5ZVPlqGq3gkMBBCdKiy0Ynf5I4bLvPG3SxhyHKUCOxqHu4Ag0UOoJLOsIpEVFf0AhQpXPc+k2fl03Dt8nLuQ9Iw3GRTYk7v7zsH/JHhGqKrK6rKPoCGKxK2KPLpoEauzMkGAUJ2RRTdfT5D5xJz7W+KntFU8vGAjTo9IqJ/Ip5deQa+wlleGDZLEvsoY4qxN9dv3V8cwuIuIcafs4ZlNy1iSl068NYinU6dh3pqOXfYK72q7he258czov5M6TxkB+tbLCHZ16u0OXnr8G3B6v6+y04p5742F3P/4Bad4ZBoaXZeu8Y2loaHRrXl53Wre2roRgC/27qKotpa7U1vPWe3hF8Ci864nu7aSCLM/AQZji8f95fcFLMjx5tGm15Yz45t5LL/0huMa6+L8gz7tZYUZuBUZvfjHKxOqqvL9+j0+275fv6fDBHlLmuNkr4j9LyEKAgNCO+bhN9o/hMdmTGPBwlU+Fctz69PZWL6S+fkf4FQcjAgez+UJtyAJOr7I2swzu35s/HdP8o8gxhxIgb0KATDpveHURlw4VSOiXUTRK+gMMn0TVH649iH0DSWPVFXlsy9XsmdbJpPPGsaZU1M65L46C5vHzgM7XiW7vhDVLVByIMFnv75G4Jrf5qPKCjpEbhs8ljunjGvT50FVVdav3I+uwonHqkdXL+IyQGCWjN4GIECejuXfZzHkhlMvyIMlJ1a8EQEFziCffbKq8K+D89lf6w3HLimpRBJEHh54eaePS0XBc4SLd43NxOqsXl59rkK5x8nN877my5uv7NDruhU7Ty5ajdPjFfrl9Qp/Xfwtn15yY4vHS6JIVOhz/JbzMINCCsiojSAp+uUOHdOJ8MbOdcxL84ajF9TXcNOyb7EfVb3T5dLjr7NikdqfNtMVWZ+bBU5vrZXDn9h9OQWnckgaGl0eLalDQ6ObUuas5Jr1f2XG8ruYtfxBtlXsab1TJ/Hd/r0+7dfXrecv735PZZ291b46UaR3YOgxxTjA0rwMn3Z2XSUOz/GFtcb5BwIqokdFXyES6fFHJ7T+VSgIAkFH1XEOPMG6zkfSKzqU00c0GRGFBfpxwcSOEfsanU9BaQ26Ct/3UU4tfJbzDk7FWy5sS+Ua1pZ5ozPeTFvWKMZVFTLrSrh34NkEGQXMBg8qItGm3jx09kiCHBKGKgG/XImBWaH8d8TtjWIc4N5b3+TDy15n00u/8OJZz/LOWz+fnJs+TpaVbCa7vtDb0KkIRl+FIhvBnKsQs1ggZIPCGxvX8vOO/W0697+f/oE3H/8O/5w6AtKqsBTJmEoPi/Em9u4v7IhbOWGCKW38e5i1yGdfgN5Mgb3EZ9u+mtyTMi5RkOjr1zRhUVV7hAt+w/8ySso7/LqrS1ZT7/A1Qiypqz3G0V5m9h3JFaN+Ia7HWi4bsZTxMSevZntrbCv1fZ9l1lQyNd7XkC25h5NzY59EJ57ceuidRUCIBXvCkQ4dED/uxHw/NDT+7GiCXEOjm3LP1n9Q7q5EkhRUyc49mz7CKXd8bd2dpcX85fefuODZD5hz13s8+OL3FJX6OgCHWiy+nTwqK/dk8eJ3y9t8HVVVj1lX1U/n+6AiIhwzr/BYVDscPL94GWVFtRhNMjqrByHKSW2ug4+Wb2nTOR6ZOxWjznvdUKuFO8+Z0K4x/BGCIPDcTTN49c7ZPH392Xz55JVEhbRec1nj1LG1Mo1n9n7AK/s/44HPvqWmwozDpcPllrA59dS7jNR5fN+nZU5vOS6lhfd6b2sUH469g+uTTufe/rP41/Cb+HxDIUqejH8emMug8FAtr3+z2qffrnlNbUFW+fGfXVuQe9QmAS4IEDipFKUh1N/tr2KLUXBHyVQN96AITiJW2Xn+I69B2x9RWlzFL19vamyLHhVDpQMEEc9R8301IVXsqc7iVKPTNU3CDbcW8VD8SoYGRjA+vC9vjr6GAUeVZesf0P4yf8dLD9dfqT4QgrFKxZzpQnAdYVKoQh8sx+58HMiqwpM7VtI7xndi4vS+4a32Nev1xAUGtdt/RFVlimu/IrPiGcptS9vVty0kh/mWVEsKCOH1M87hrhFjmdW7Py9PPpvXJ75MjKXrVRNxOFZRWDyG/MIkKirvQ1XbZoI4Iiyevnf1p3K8RO1gEfWKYO66Ynonj1ZDo3ujhaxraHRD3IqHKk+1zzZRlNlTmcfwsBMvRXSYvNpqLvnpC8QDbgIyvQ86hUXVHCqr4cMXrmwMIX1y4lRuWPAd1U4nggymUu/2tIKSY577MKqq8trKdby/YQs6SeTeSeO5YqRvyO0Lk87iht+/Q0EFFe4cNrbFHPVjkVVRwTlvzEP2qKi968GvQQxJICc6eWfRBq6ePKLVkNipQ3uz8G83UlhRTWJkKBZjx9aBlUSRCUNOfRitRuvsr8nh8V3voOAVKfJACXFPGG75SAGuEqA3I9P0IDsgIBmAG/tM5KV9vyA2uGgPCYyjp7/XxfqG3tMAOFBWxsGycoKOeg4uLPP97HOUuBdbntfqMkwMH878vCVUuLz3MahPOHX6nizLzgJJxVwnY917WEEbMNTUoV9axoxnn2fJXx/1qbl+JLLc/MYVPSgGAVuUhKVMRi8oEOegaEQx92x7g/dGPUC836nL27UEvYJcPhuPJwvQMSvhIi623tG4/4H+l/KPtC9JrytgUGAid/Q5/4SvmVFbxtPbf6XQVs0Z0f24d9DpLXp3fPz7dpZuazI7DMotoS45AMWsI/KQh7efaTmM/HjJq6+g0iWgD5MZZjlIXb0Fk9XNgxPu7NDrHElmxTMU1s4DoKDmA/qEPkuUtW2eIm3hjqHjKHfYWJqfQYI1iGfHno1Fb+CekV3bG0RR6imruB5V9UYn1Ns+Q6/rg9V6S6t9RUHg7dMvZe3gLGyyiwmRvZpNqmtoaPiiCXINjW6ITpCQVCOy0LQi7nDriLGceGmjI1lbkIPN4ya0yleoHswuxeZw42f2/siO7BHD2mtu5ub3v2VHRkFjeaZhia2Hqa3MzOaNNRu8DQ88tWgZo+Jj6RfRVGJnas9ebL/qDtYW5DIkPIoYa9udx8sq67j5nW+QPU0i/EhUSUVVFWrq7Qh6AavB9IfCPNjfTLB/+02VSh1VvJ+1gDJnNRPDkzk3eryWI96N2VCxp1GMA0hmGYtNpbZKRAlSQFVJCKrETxdIH+sQbHI9Y0Im0z9gKABX9xlDUkAYvxXsZkBgFJcnNS/19/GyzViKVRQDSK6m98rEFF93//HXT2Htm4sBUAW49KHZnXHLHUawIYDXhj/A6tLtGEQdEyNGoE/RM+Tvr6IEOLEcOGKiSxBwRJgxVLtx7xB4d/cX3Jrccg51VEwwk6YPZcWvXuNF0SBhi/WmlSh6ASFVRpfcNEkoqypvHljI88Ou6rybbQVBCiUgYhWq6gCMzb4TQo0BPJvcccJXVhVuWfs5ufVeE7T3D64jyGDhpn5egVjrzkdWXAQamk8MyvHh+EXCP8dOY8LoQR1eyirE4IcoCJS4AijRqRAoMC4iGrEVf48Tobjuy6PaX3WoIDfpdDw37uwOO9/JQpYLG8X4YVyetDb3lwSR06I6rgqJhsafHU2Qa2h0QwRB4OEBN/DErv8g6dzU2Y2cGTGeSEvHlsiKtQYC4LaCsaJpe3RkIBaT7+qwRa/nX5efw50ff4xV3IbeIHH2+CmtXiOjrKLZtqzyCh9BDhBgNHF2Ut92jd/pcnPrX7/kELUQ0vCgW6aD2KbQV9MePVKdjdN+fgHVDP2MUbw/5WoCDR0XjimrCg/vfJscmzdceUdVOkbRwFk9RnfYNcAbbfD1wd2sLsymT1AYNw4ehUmnfc13BpGm5s7sqbG92X4wDymmktjkYkxGmSInPDbwaYxSc4+E0yJ7c1pkyxEtz3+/lO/X7wNEPCZvZIhkFfjL6RO4cppvjuzfXr+Z389IZtfmDCbPGMHwcf075B4P45ZlVuRk4fTITOqZiP9xVjg4kmBDAOfGTGxs25wupAoVl0nfssMhoOhFDtZmtLjvMA8+N5fTzhxMZVktkQMjeODrRVTW2xEFgctHj+Yb5wKf43dXHTrhe2kvOw4UkJ5TyqhB8cRHe99HgtDxbuUtUem0NYrxw2yvyEdVVTaVvkB6zXcABBqGkDhsEvrdIm63d+Jp2rh+3HzOGJakZXBg/VYuSBlEiKXjHN8DDGaeHHoeT+38EY+q0MsawkvDru6w87eETgyi1F7N/LwRuFWJRH8zgyJbN/n8s6PTJSBJ0chyUw68ydC6UauGhsbxoT2paWh0U1LD+/P9xBfYUV5EuNmPpICWy8KcCOOi47lx6Ej+q2xBcqpYKySSosN49LazWlzdXZS3E/2hveze7c2LrDz4Ec88EERCSM9jXmNMQhyiIDTm1Jr0OlJifPPuPIrCksID1LqcjImMo9JdRvqBShauzGJKnyQunDkCna75A9Seg8UUHKrCaARnECAKCOVGcIgM6xdBL0s4a9L2UT63FrXhuXK/s5g30pbxyNCZx/eitUC5s7pRjB9mc0VahwvyD/Zu4W8bmvIgD1SV8e/JXb8WdXfkjMhRbK88wPLSLegEiesSZ0FAOBnGzUT3aTLqijRGsbt6PaIgMShwFAbx2OaFR7Jg876mhiDgsYDcU+Hqs0a1ePy02WOYNrt5PfITxaMoXPvjt6zN85qJJQYF8+1FlxFo6lgB6VEURBcgCNgiwT+/wTtMVTEdsuMKkHCnwIAobxSQqqr8WrCbtJoihockMDmqHwCSJDLhjKYycD/3vZZ9+SXEhAQSHRLAd0tWIQveUHmXRyJIX4+iehCFk/M49OC7P7H69wPgvVWef/A8ThvRcWlGrRFstNDDHECRvckHZFBQD8ocuxrFOEC1axeHzKUMuDCMmNoxzO53NkmxoZz/7qccqq0D4IutO/n+xsvxN7btPd0WZscP58zoQdS6nUSYrJ0eRZQU/Ff+sW8+02L3EWS0o6jw9u6n+cvQJzv1ul0dQTAQHvo5VdVPIysl+JnPx2KZe6qHpaHxp0UT5Boa3RiTTk9qZHzrBx4ngiDw6Jgp3DXcG87Y2srYqq2LSN8dDw3Fn7IPxPCfXz/jmcsfOWafgVERvDnnXD7cuA29JHLr+FSiAprMzFRV5fY181lceBCD5KFPRDmS5DWFyo8LYWFOPp8+spXvn78ZUfR9eAsJ9K5y65wQmKXiClCJiLXy5AVnMbZ3AvlFlSwX9jSK8cPk1jdftT8RAvV++Ekm6mVH47YYS+tGRe3lx0zfkMKfs9J4ddI57cq3/7PjUtyUOcsJM4ZiEI/fA0ASJB4acBW39Z6DXtRhFPWkvPcaiicKncFDcGQtLrsBS4yNL/NeByDGnMRtvZ9C3wZR7m8yUm0/wsRMUYkI8T/u8R4vGwvyG8U4QFZVJT/s38dVycM69DoBZhNigILkFHGGgscCOjvonS6MfTwY4j30CSvF6PQaKb62bwn/z955x1dRpX/4mZnbW3pvkJDQa6QEUAEV2yooioJYsHfdXd21bPFnXddVd9W1rb2LDbGAKCAgSO8Qagjpvd9+Z+b3x4UbLklICIkEvc8ffJi5Z2bO3DI533Pe9/t+XrgAo8bLx/km7u4/lRm9W4b9Wwx6RvZJwenycqCkhvv6Xsyjq94iPakak96L26Phv2v/zR2j7jmm/ubX1fLx9q1oJIlZg4YSZ2n/szlQW8eyJbsDbrqqCk+9Pwd3UgTjYmZhlLrfxFESRF7KuZy/bPiaEmcdZyX044assVS4VrZoW+cword6qA9bSXbWdXy2aXtAjAMU1tazbG8+5w3s26V9NGn0mDRdJ/KPhk6XSXpYFeF6f0UQUYAo4zfI6gNIQucjQRy+SmrdewjT9caiTWj/gB6IVptFTPS7J7obIUL8JggJ8hAheihexYMoSEhC88qv3ePh3z+tZFdlFSNTkrh59Ci0x+g2fqyoqsrK6lzWV+eRbo1jWspoNG2E8+lkCwRVHwWfu/2B1aTMDCZltp5vlltXzg8l/trhsbamgBgHSEysoabCxrb4JvbuKSOrb/DAp1dyFLOnjeHNz1YheeC0xDT+ec9U9Dr/oy8u2oZFo6OpzIkc35wPPDG+aweYeknHgwOv5qncD6j1NjIuejCXpU466jGVTXbm796NXqPhgn79MOnaF4/xZguHVVEizmQJifHDyGs6wD93PU+9twGbxsqf+t1BhqXXcZ3TqvVP+iyYux6PV0ZURPat80+SJfWqoD52b6BtsTOPXY2bGBTWUjgeyfPXTuGSp9/zZ6mrKhobvHzutOPqa2dozQ3+yH11bgdryw4wKCqJBEtz2kxZUQ0P3fcRhflV2DIieOixy+ib3LbPRWRcPe7qCAQZVNFvyOaSdEQvVZGtCkWxFl4JX0bBZCdbDAsYElN5er2xKgAAIABJREFUsD8wr3BRq4IcYO2WAzzw9DzsTg+xcVpSL6vDpPeiqKDRyqyz57Z6XFuUNjUydc771Lv9Hh6f5W5nwcyrsbWzUlza6M/JVSRwHyw57cbNhpp5VLjymJH2z1/EV6J/eDyfTbo+aF+cMRuDFIdL9kfyuGQNK0oySIqop0+EDwEBk7alQDV3QfrCCUVRCTuiJp5WVFBUT6cFealjLUtK7kFW3YhoODXhEVIt7advhQgR4rdLSJCHCNHDUFSFz4peY03NYjSCjilJVzEm6kwA7luwkPm7/OGOKwsK+O+25ZySFcfrp85EL3Wt4/ch3ti3lGe2/oiqCui1PvY3VXDfwNZNo+67YDZX/fgijgZ/OKve5ObqyceXA3h4NVNRaBbNqgqi6F/R8EltD2JvuGwcF589DKfLQ1JceNCAV6uVeP6xmTzwzOcU1Negi5G4dvR4pvdqPSz4eBgZ2Y+Px/4fPlVGKx790VvR1MTUd96nwm4H4KPNW/h45uXtlnp74JQJ5NZUkN9Qh02n56nxnSs1o6oKc7a8yZzNFVj0Vu45bRqDE07OVZ4NtdvZ21RApiWNL4rnUe/1h+o2+Bp5c/8HPDq47eiNjqKqKm888x3600Q86JAjZNCq6MydF1eZiTGsffIOvt2US1yklZz0XkGv19faeeM/31O4v5LsnD5cfv1pSK2kbRwvo5OSyU5IZH2pP5c02WbjgqzmHPVvD2zh7q++Q3ZLgMqNY4fx55wzALj/9ncozasCoHZjObf+4U2+fOdufCh8smsrb36zGl+9j9SsaG6ZNJZy0YKAgHTQVV4VVWQzeIb5EPYaEcuBcvi2YAvD722eeRIFCDOWtXkPT7yyEPvBaINGtZ5oScanCsiq//3SGX2UOItJNHasVvLCfXsDYhz8An1F4QHO7XN0j4vB8XGQpqNO70U2+L8bDsVGo91AEdtwK00YfoFV8tbQimbijQ/z9p5/IQkK66vSqPOYCfe4uDTlMgRB4Kx+GYzulcLq/EIAJmT2ZlxG2gnpb1dh06djsushrHmfs7of2ozOR6Nsqn4ZWfV/PxR8bKj6b7cKcpdcx6ryJ6hybSPS0I+c2Acwaro+hS1EiBDdR0iQhwjRg1iRf4Anly+kwlNMQnoUeoOXN/a/Q6ZlMFH6OJbmBdfN9dpFVpYUc92yD3lvYtc7BfsUhX9vXoXL618pcHs0fJ6/qU1BHh8ZyZtP3sbzn32B1+fjugt/x4DkxOPqQ7/wWM5O7st3RbuosZsJM7oQDpaKqqsxI8sSok+lxuKl3N5EnLnlQCoq3AyYWz1/Znosn7zQfimXrkAQBLQdyFX9KndXQIwDbC0rZ21hEeN6HX3wm2oLZ9HF11NibyDWaMag6dwkzfydz/CXBSIqBsDLppIPWXzTzS3rzfdwvipZwhv7Pw1sh2uDVzBrvfVHHoKi2FFUFxrp2Aa0bpeX5NFV7K2Ox3dQbO0RDORoEqj3+esqp5j60Nfa8VBvnUbD1FMGt/raE3+aw6Y1eQDs2OQPKb/i5q4f9GslifcuupSFeXtx+XxMTu8TlD/+4I/zkd2HvmcC//t5E7dnj0cnSAExfgiP08mYj/+DqwEEGSJ3g6FGoHxnGbcVf4ErSiQmrYHGYiuqICDrITylDrVaF5iW0ya4MMW6/HbyNK/UZ1jaLl1WU9f8W3LV6ml06gnTNk/uCQLMLf6AW/vc26H3JMLYMn8+wtC+uZlZp2PKGUN4Y92GwD5FFFm7ow/njylAJ57Y39egyH6sqxxBnac5tebu/jPJicoG/N/HN6+4mE3FpYiCwNCkhJM+AkcQBGYOeIdPfvo/BGseet8gZk74a6fOtb1+Px/kf0m6IR/dYQb0PsXV9kHHid3j4fWtdxNh86crFdtX8HPF40xKfLrbrtld2L0e3D4fkcaT6+9MiBBdQUiQhwjRQ8ivreP6z+bilWWSBzpxSRpcXg31XiOfF33LDRmzSQsPJ7fysJhkjX9Auqmy7dWh42FPfSUOr3LYHgFVPnpYZlJsBP+45dou64MgCDyfczFLy/ZR73GBq4lnf/oah1FLTbUVFBXJoXL5l3PQiCL/OfN8zu/TtSHnvzStrYTrOrj6qRFFUq3hx3X95fm7UBkQ2LZ7BLaVlnN6xslVI/2bkiVB214luEzTuKhgU72axleprHsM8GIxnk9i1H8ROhC2KggCU2aOYY59Pl7DIaEo4FM11DdNZGZWLKIg0t+WjVY8/hBf2ScHxPghNqza1y2CHPCnTWS17tzu9hz+fFBRVYFbP5tLRXkTuigjnmpn4NWasyVclZqDLaFqkErCSgXRB5ZCFU+sSmL/Spwp9bjseowWN3qTh6o9MYiA+ZQ6wif7n38ORYPl4FK6gIZLUtsuVXXmuH58++N2/3W9Eqm1g6m3rQ1qU2Tf3uH349yMLL5Iy+XHA/4J0ov7DWB0UnKHjg0/JOYPy+yRBC2/S/oTonBinb1tOgNvT5jJ01t/pNHj5vKM4VyQOiSojSSKZKd0LJLgZCEmKpxbpzx7XOeocTfwbO4/6OUsJtcVw9A+zZNA/cI7VkatuGkBJU3fYdDEkhVxI/oOTAo+s3wF4dEFQfuqXceWgtEeH+Sv5PntS2h0CvQPT+Cp0VPoZW1ZZeJ4eG3zOl7aNp/UhDIijDquzJjKxNjTu/QaIUL0ZEKCPESIHsKG4mK8soJGJ2O0uoNe295QBMA/zzuH276cR0FdPapWQQ3zD0gjDd0zoxxpMNG8DuUfQZ6RMOCox+TlVbBxQz7JyZGMGp3RJTmRkigyKdHv3K6qKu8t2cvunWWYRBWvBTwH9adPUXjop8UnvSCfOrA/H23ewq4q/wrjGX0yyE5qfRC8bF8+H67fjFGr5dbxo+kTc/yhiqnhwcJVQCUt4vhE/olAe4RpW5NX5fr0yyhwFpBhSeOsuAmB1zy+fCrrHmpu6/yGevtphFuu7NC1Zt81GX5QeKx6A4d7KJg0JoZFjDue22iBpJFITI2kpKDZfDC5V/RRjuh6ap1OXt+0Ep3Ri7vh0CSdgCAq/FRaDID2NC0pS3zg9OGN0+MzaCBosVDAawZ9vT+vGlXC45EwWjwYLc2GdtZR9dQUGokfXx3Y51J1NFSbqPSZiRPS6T0is82+/vnGs+iVFEl+UQ0jBqZw7ukD+Pu2Gyhz+5+fqgK19S1z5dtCK0m8ccFF7KquQitJZES0FCdfb9vJqyvWIgkit502mjP7+Z3Urxo5nFdXraPJ678/DQIvnP8Helt+2c+vLQZFxvPm6Zef6G70eDbWLGBtzTw0op4JsVdR4dIRba/m3ZX+dI2thb3ol1TEH067iTTrqe2er6TpezZU/CmwXePayGlJHyEIR6/1vqOiglQxinBTcx58lH7gUY44NrbUFvDk1vk0NBgBgXXlZUz77h2WTbkVcyueAp3hQH0dT679gTGD8tFICioO3jnwFnGGGAbYjj7eCBHi10JIkIcI0UPIjPILKdknosgCotQ8QEww+I2Q+sfGsOj6a/ls/2YeXDMfrwJGjYbnx17ULX2KM1p5cPiZPLFpEbIKw6OS+Muwc9psv25tHg/c/wmy7F81u3zGGG64sWtX7QRB4NObZ/Hl1h3sq6lhcUke2+uaowYa3O6jHH1yYNXr+WzWDFYVFqLXaBiVnNxqaOjm4jJu/GhuwGRr5f4CFt56DbbjLEk1a/ht5Jb/l+/2ZKKXZP54+hB6RUYc1zm7kx07iln43VYsFgPTLhlJRIQ/PaGfZRgFjgWIgt/4q6RRh4Z4bu1zRotz+A6GlR+O11fc4T4IgsC1Z51L9WY9L+euAvy/n+v7tm/g1hnuf3I6T/x5DiUFNQwblc61d53VLddpjVUHCrjyo09RVUC0oDO5kcwyqgquuubJQW+YhsKzzMy98koyU2OY9OmLFNUd5hyPisYJshbisqP59zkT+Hjvava5V6HT+ZrLkRsEPnzqWv628++oNK/IuzUSpXVhOMu9R+2vViMxa0pwNMTkmFN5aOl2FFmiutqKw27gg8jVzBzUsc9LEAT6RbdeKWFbSTn3fD4/EFB/56ff8NXNV5IRHYlZp2PpbdfxwvLVuLxebhw7kuTwsFbPE6Jnkt+0mW9LXwhsf1LwCBclP0FeabPPRn55HPnlcdw5agB0wBagzLE4aLvBsxOnrxST9ujRCNlJSby1YQQAyZHV2J0JXJr+4DHczdHZ21SOx6Ph8EnGGreTLdWl5MR3jX9Aqb0Rq8mFRlKC9u9q3BUS5CF+M4QEeYgQPYTBCfH89YwJ/Oenn6k9EENU7woQIN5g4ZaMKwLtBEHgkvRh/C51ICWOBpLMYeil7vspz+47iqm9BtHgcZNqCT/qivenn64NiHGATz9Zw7XXnY4k+Wf5i6rqqLO76Jscc1zu8IIgMHWIfxUgbWcE9yxeEHht5sAhbR12UmHQapmQnn7UNsv27Q9yvK5xONlSXM744zRashqG8O8pz+HwFGHQJqERu7bmdFeye1cpv7/rPXw+//duxU+7efW169BqJdKMaeyviUSv8eH2afApEiKtf38NuqFopER8csnBPSIW4+Rj7s+9QydxYdogypyNjIhOxqrtnvJNmQOSeOOr3yP75G4xc2uLBz+Zz8d5uYi+g3aLMnjteozRtdSV2w5G1KgBM0bFoKLXapBEkc8vvIbfzXmLiko3kiRw65BRFCRWs8C+DSF8F89vVXjjzFn8YUUTZeomBAFkWaCk1sL62iJm9Z7Kuwc+AfymjqX1NqjUItUc+/NPx2gO7K/h8Njx/61b3mFBfjQ2F5dy+Hq7rChsLSkjI9q/km4zGHjgrOBwXIfDjUu2YzGb0PXg31sIKHIGh4T7VA+CUE9SeBqbgUPfKY2oEm1p3bvkSCpq4lm7vw+FRhvViokkYxOnJbcf+XbH2DG4fF6W5yVQVxfB38+YiEGytXtcRxkanoomsDjQ/FtJMHed+eCQmDjMQgSKeoDDK5emGFO67BohQvR0QoI8RIgexNXZw7k622/65JLdNHodROtbF8EGjZZ02y/jpBqhNxGhb39woD1CGBwS4gAvfrOSV+avwhemEBtn4ZWZ08hqY4XpWLik3yCiTWZ+Li4gMyKKi/u2Hq4nKwpf5Oayr7aG8alpjEvtvvrtvxQpraysJYV3zWBMFPRY9K2XoutJ/PjjzoAYBygoqGb37lIGDkxmUkI/MvcmkVvv91gYHJHE6fGthzaLoomU2M+paXgBRW0kzDwTo35Ep/rUNzyWvuFtl/fqSn5JMf7++8v5oGIHGl/w80iQQa7VIYoKilZFcB3ME9coJHmNxMYaWV65Cq2oYdmsmwKpBIWNdVzzw6PcOXwtOknG6VvN+7sspPl6s2ppLRqdF69Th8cEmuEC5yWcRR9LOvN2ruP9xXm4GvVoFYGp4zu2iranoor7P/+OA9V1ZGdGIQj+nPdDeNwNuGUHeun4UoD6xwd/9gLQL67tZ91rry1hTfg7CGledILMxOhJXNzrhuPqQ4juI94Q/FwUkYjRp/Ho5DupqnmXNQcaMGgEHj7/bMJaMQAEf+pVbs1ejJKerfuaePBjBTFrOFKiP8KryBXJk9u/5/HhR88/12s0/GVS9zm4Z1jj+M+Y6dy/aj4Vdg8aQeS+4RO7NIfcpNXxwflX88wWM/XaDegkODvhLLIjsrvsGiFC9HRCgjxEiB6KQdJjkNpfXdtRW86X+duw6QxcmZmNTXfiVldmXpHDxo35OJ3+ENLZ1/pXx8tqG3l1/mpcvXx44mXyqeWCBW8y9/xr6B9xfMKlyesi17kPY7iPM3r3btP196Efl/D+Fv/6xSvr1vKfc8/jgr6tG1WdLFwwqB9rDhTx6ebt6DUS955xKr2jem5oeXdwKDw9aF+4f59Jo+P9065jWdkeREHg1Lg+Ry0PqNOkEh/5z27r68lAqb2BRUX7iDQYmZyShUb0T6oVO8t5d/9CsIVDsME5qCDpZVSnhKqCavOAAIOI5O0bL+fBbY+zr76Oslob4dofeGfizSSYw6l1O5ncexs6SQbAqPHi4UvW7jobsU4ErxEtgEthU3EZ09KHkmXN4J6RGYwJy+efK35kh6uM/9WuRLMZ7hk6odV7UlQZAZG7P/qGvCp/3v3SbaUkD6igMD8WENBqvcirrCweuo1zx4xq9TwdZURKIg+dN4lXV6xFEATuPD2nTUG+dWsh3/s+Q5OiAcU/JPuqfCW9zdkMj+nchFCI7qWPdSST4maztnoeGlHHpLhrCNf5Xf7fveo6auwOzHodek3LIXZ+bTGXvf4WnnotGpsH2+AavDVGVKIRI4JTL9ZU7/tF7qc9JsUPYPXUAdS5negkCZOm62vPp9jCeXb89V1+3hAhThZCgjxEiJOY3NpyLl74Fh7FP6BdULiTLybPDgyif2n6D0jizbdvYvu2IpKSI8jMjAeg0eFG0ah44uVA1JsHmbd2ruXJnPM7fT2Hz82FS5/EqfidnD8tWMlnp91DnDF4lVhWFD7etjVo34dbtwQJcq9PRhAENNKJee+ORpWriU01haRZIsm0NZd3kkSRxy+YzF/OnohGFNC1MgD8tVLtquIv256hNtZFTFYSlbs9CAJcM/s0EpOaJyUMkpbJSQPYW1vNP1f/hFaUuGrQMBItXRfW2Ro+ReGDjVvYXlZO7v5yqu12MlNjeObC84k0t18i60SQ11DDRd++669mAJyTmsVLp08lt3EfD29/DtNEH+ZdBhw+A5ITBARUQSXC4GSEdRiLKvYjeFRw6BgUF8fc2VewsGwJuTWN7CpIBp9EJXDax6+xfPpNDIiMY3mFHNQHvehhT1E1eq+IelD1ax0ic37axgNjJmHU+idUGgxOtulL4KA2eHH7Ss5KymJodHOZRUWV+bL4NdbWLMYgmXAbEoBmYWxtNBOd50U1KQhlWgRVYO8eB4w5/vdyxilDmXHK0HbblZXVIwzwBO3zIPHqzjm8FBLkPZac6GnkRE9r9bVIc9sRFpe8+SaeEv+EoWzXUu8TiRpbgTbfguqQEIzN0T69LMcfQdaVhOt75nMrRIhfA7+d0VuIEL9CvszfHhDjANtry9leW8bQqOOr/X08xMRYmTCxf9C+jIQoBqTEsppC2kjh7RQf7v85IMYBZMHDc7nf89iI4IGSKAiYtVrqDzN8s+r80QeqqvLUV8v48KdNaCSRO88dx5Wn9ZyB8I66Eq756W2afP6+3zfobK7qkxPUxqTrXL3xkxVFlblmzcN4VBEEUGcUMp507hpyLZGRLevQFzbUM/Xz9wPO1nP37OC76dcQpu++aJKHFi7mo83Nk0D6WlhTV8DZFW+y5s5buqT6QFfzwe5NATEOsKBgN3kNNXxdugiv6jdZS88opbQkktoGM4JWRhvuJjtNw8N9z6Lhy29YV1hMVkw0T13gN38ssNdQUhcGPolDs3FeWeWh1T/w8hkXMSxyKrsaPgxcc9HGGPQ1IMkqKKBqQdGoqD6od7sCgrzU0QguERq0/prkepn8xtogQf5D+ZcsKf8Rl09HuKGR7FFNVFWF4Xb5VXxO3Hi+btqAclg5+nJDy9r03cmwYWn4tkpIel9gn9cnUe7suPeAV2lCEvSIQvvPgeraJl55exklZfWMH92H6VNOQRR73nfx10hBfRlKQ/Bn5Kn2P4N0YR7su81oBjQhhfnoa0vkb4O7x6w1RIgQPY+QIA8R4iSmNUERdgJD1ttCFAVev206s7/5mLXOIiQHRG7WsX5RHvev+JIHbjkbq/nY+334ZMQhfIrSYp8gCPx9wkTuXfgdsqoSYTByd85YABZv38e7yzYEjv3nvKWMzkwlK6FnlCF6ZdfygBgH+HfuImamj0IjntiaxSeSDbVr/WL8IIIAG4S8VsU4wPf5ewNiHKDM3sTPJYWc07vtUlnHyxfbdwRte00qpgqBOpuLPVXVZMX0jO/X4UitTBJoRBHxsNJLWq1CSmoVzioBFQEQODVqLKuq8vHFushJiOcPQ04nM9rvbxEuJSIctLo6nBXleSiqSk7sLXy+ppImzX4Ka6I4sDkJk/uweTu3X29bD6iILhWPwUe9083IqGSo94txwQd4Jd55dwX57GXqFTnIcS4eW72KQscgQMCscTMhZQ9je0dSWK1nfJ80fn/meHIb89n1QxWCR8Dbx8N3hi08pPzuF/t9xcRYSZFHUuxdg1Yro6iQVxCHydB+BIdPdrGoeBYN3v2AQKbtMobF3Ntme1VVuf/RL9i5x++psGVHEZIkcumFx5ar6/XJ1NtdRFpNJ62Yl1WZjwoWsKE2lwRDDNelX0SErnujZnSSDsnqxdfQHPKtDfOgqnDHmAlI7jCGpCbQPykm6DfXE1BVNz7vNkQxCknT60R3J0SIXx0hQR4ixEnMFX1GML9wJ9tq/AOsWwaM7VKzla7EbNDx8cWz+Kksn38/s4jSqnoceFi6di8Ws54Hb2m7nFpbzOo9jg/yl+MT/Kt6iqzh5qzWDW6m9h/A6OQUCurr6B8Ti03vX4EqrKpr0bawqq7HCHK34gva9ioyCh2vmfxrJFIXjarC4fpROoouiDK2DCGNMnRv+GWE0UhZY1NgWzg0T6SqRJmOzzSsu7iy7wi+yNtOhdMOwKUZg0mzRjA1aTIba3fgUvwTQ1UO80ExDqBiFWK5a8WXgfNsqi5hyQW3EGkwMSi8FzqXgiAqqIoYOEYr1bGyKI/yuiY+328FcQioYDnk3n4YPquMK0zg3PteRUnR45J99IoLB6+A5FVRbAqqRmUL9TR8VMjy77cR87CRYqeVKFsTOo2M26th6cJBhK+rY8wp6dw9cSw6jYQpQ4vd2vw5SQiBUPlfiov6TmL2t1WYjW5cbi0er5bEDlhrbKx+4qAYB1DZ0/ARvawXEG5o3RujsckVEOOHWLsp/5gE+eqdBfz59W+od7jISorh+VunEhve+kRYT+bTwh/4qMBfnWN34wHKXdU8NewP3XrNeEskujgV1evEW6NHY/VgHVzDZbETmDXg9PZPcIJQ5Erqqy9B8flz2o3WezFZ7zrBvQoR4tdFSJCHCHESY9MZ+Pysa8itKydMZyDV0rMNvQRB4NSE3vy1tClo/+79FZ06n1VnYO6Ee3k+9wc8so8bsybQy9q283yC1UqCNbhcy5jMVCRRQFb8g3CLXsfQtITWDj8hXJE+ihUVe5EPljeb2XsUOvG3/ehOt/Qhyaij2OnPG1dVmBG7kTr7XMLNU1u0Py89i6/27uSHA/4B5Yz+Qzgl/uj1fY+XR84+g9u++BqPLCPIoKsTECPcTBpuQNHUAT1PlCdbwvjuguv4qTSfKIOJnHh/JYI+ljSeG/43djTsZUHxLnZV7eaQq5soqKytLAw6T6PbzcvL5pAZtoG5my34HBbi+1XT1GhCUQQkt0JSTDW3z/sAoVGDxaLQpOpBEPBYVAy1fud2U7EDbaMXY6RI2UQDjb11iC4vqgi7HbUgqPhiZFSDvy+KWaVyvBFpqZPGOjdRYR5Mer9Rlk4r48wUYF04q9bl8fk3G5lx8SiuSB/Nz5XNv68ZvUejFTX4FPkXWyU/JSGJML2JmqaD1xNUZg1oP22mwZPXYl+Va3Obgtxs0hMZbqKmzhHYl5LY8b8Zqqryl3cWUO/wT4DuLq7k+Xk/8chVxz6Z+ktR4qhjd0M5WbY4Ek3hgf1b6nYFtdvZuB+37EEvdb1h2eEsn/kgT6+Zx4bKYqZEjSFZimFQUnK3XvN4cdr/FxDjAM7Gf2EwzUSUelaOe4gQJzO/7VFdiBC/AjSiyODIniMgO8Lgvkms31YQ2B7Sr/PiKEpv5qFhUzp9fL+kWP573VTeX74JnUbihjNGEm3rWO3Y9pizfgufbNhGvM3KY1POwmY49rD8U+My+fj0G/m5ch9p5ijOSDi5neG7ijdH/5NP9z9BXv0SxljziNC5KKy5G7N+FFpNsIeCVpL43zlTyauvRSeKpNjC2zhr+/y4fz9/W/oDNW4n/eKjeP2caa2mjkzMSGfV7Tfy8aZNfLBmNfrEekYM34kieHh61wouTrqJUVFndrof3UWEwcgFvfu32B+lj+DUmJGEaeL5tmgvsupf8h8UnsTI6DTe273J31AGy1Y9n9hrgd6gqBjPq0DSQFiEXwjqFB9Fq1MQ8/3vmxYwpntwGjV4osHrErBtsWOo8q/IG0sVkuc6qMzRoGhEFC14D5pDHhLjh3ClitgTNPRSzbi0pUGv6Q3ewNp3eWUDAONjM/ng1BtZVZlHmiWKvtZoblr7JAXOElJMcTzYfzZp5u59vpq0WuZPv4bHVy+m1F7Ppf0HcGmf9letE00TqXEHp0YkmE9ts70kifzfn6fwyNNfU1HVyOjs3syeMa7D/ay2O6iqtwftK6tp7PDxvzRLy3Zz55qP8SoyWlHi3yOnMzGhLwAppni21O8JtI0zRKETu8eLI7ehkApXHUPD0wnXmbl3zFRe/mQBLz22AgCtCZ59/DIGZ6YB0OCtweFrJNaQjCgc26SQy1vA/pp/oageekXcjlk/6Lj7ryoNR+5BVRs53CAxRIgQx4egqr/t0MfuQBCE9SNGjBixfv36E92VECF6JNV1dp5+YxF5BVUMH5DCXVdPwKD/dRmTvb5iHU99vzywbdRqWf/AbW2WZQtx7JTV/YPKxheC9vWOmYPFMLZbrrc8P59rPv88sK1KKgmxFlbMuKndY9/c/zi7GjcEtg2Smb8PeKtHmru1x9baIuYXbyVCb2JGr9F8tGwL/9izGJ9FQVMjoa0GU5EPwatBturQj61GE9ecw69RZOq/SEJQmu9dtso0pAmMi0vhrWnTOOuch9GXB3tElEyKhIM5y16jiitCRY30BS0t6PQehsUVofpEKmQjorb5GsoeA+o3/smYZx+ZTvbQNDyKm92NmxCRQEnkjvXPo9M1ryBnWlJ4bsQ9Xfr+dSXrKx+jsHEBoqBjWPS9pFrbX62Zo5/hAAAgAElEQVRWVRVZVtAcYw372Z9/ztqf89E6mt/Tey+ZwMyJw4+1278IFy1+iV0N5YHtPtYY5p1xGwB2n5N/7XqbDTW5JBpj+GPfq+hjTe3yPvxv33zezV8MQLjWzAvZt5Kgi+SsS55G9TW/j+kjDLz5yJ0sr5zLgtJ3iNfUYBJ8iILEoKgrGRnTfkkwj1zDjuIxGAV/BJpX1ZIW9wNW/fF5ZXg962momgb406c0uhxsUXN67LPL7nPxUf53+NRGZqRNxaY7+VIqQpw8ZGdns2HDhg2qqh6bGccRhFbIQ4QI0So7dxfzwN8+oK6qCeOISJ697wqyIrsmrzoq3Mzjf7iwS87VU3ljZfCEnNPr5YtN25g2fPAJ6tGvD4thXJAgl4QwjLoB3Xa9ubm5gf+rqAiyQFFDAz5FabfUoFdxB237FI//HF1ZduAYqHLY+e+G1VQ5HEzJ6s+ZvTI6fKx3l4vo1RKp6Taaor08t2AFcj9QfSKaepmUeXbEg9YHjekmXGWGIEEepzbRoFPA1SwIhyYk8vS1U4gx+6NTzh03hMWfb2y+pkUKiHEAyQMiAlKpiCdFBgQkSUZv9JBnjyJGchCld1LeZENjlHHbddQ1WIns7WbSxP5kD03DLTt5ce9fKXUd8F/DF4UqBKcSFDk7l07TFg0OF7KiEmHpGg+D7JgHyY558JiOEQThmMW4rCgsz89HjQOlVkX0QmJCGDMmDDum8/ySOOXgut5uudmPw6wx8veBN6OqarcJy0avg/fylwS267x2PipYys29zkU9wo/U7nLR6K1lQem7REsN9DOUYZb8v5mqhmcoMo4g2XL0NIa9tXMCYhxAK3jZVfMapyQ8eVz3odVlExY9D7fra0QxBoNpVo8V4w0eO6/snE4jGmQknsn9hBvS/0qS9ZQT3bUQIY5KSJCHCBGiBV6vjz/d8DqeGjc6QJ5fwW269/j+0buPelydy4nd4yXRau2xf7B/KVpzH653ultpGaKzWAynkhz5H2qa3kMULcSH3Yskdj4cvT0ON2MTDpp/aSSxVXfyIxkbfS559h0cyr0eG33eCXNSlhWFWfM+YWdNFQBf7d3JW7+bxoTU3i3azsvbwau7l6KRBO4eNAl5vYOnHvg08PqEqcNQVfxW6ApEr3EHxDiAOd9BXVYksiAiWXx4a7W45XD6ZBew9+c0UETMRg1/vXxyQIwD3PGn37Fi+z5cexpQJJGq4cHeD4oWQCUqohGHFhQzCIKKIIDLqyG3MgFJlDE5Zezug5+bDlzA9EGjueuRT3BG7SJ83IHAObWaalCCBfmIiK5LEXnhmxW8/v1aFFXlwlED+L8Zk9t0Kd9eWcG8PbmEG4zMGjQ0UKYxt34lK6o+Q0BgfMx0+tpGtXm99VuW893Xy7DarFw56yrCwzv/25BEkZSwMBrlQk4dk4te40HnPaVHP+evyhjDo1u+DWzPyhjdok139l9WlRYGgV7Fh81oITVHoWBls2fAhMm9ccpNgEq4ZA+IcYAwjYu9dR+2K8h9WJHwe2qA3/TSR9esDmt0Q9DohnTJubqT+YX/ogEtCv5nq1eQmHPgEX4/6Mt2jgwR4sQSEuQhQoRoQVlRLZ6aYPHYuLs+kIvXGq+tX8+Ty5chqypjU1L535QpgZrBv0Xum3w6f/yseTAoCgLnDwrlf3c1EeZpRJintd+wC7hp5Ei+37eXgrp6VFRUg8rfcyZ1aFA/KGwMt2Y8xt6mrcQakhhoaykOfin219cGxPghFuzbHRDkiuqkruEZyhrW8MzOPtQqJvDBXeveJeejuKDjVny7jf5X9GFLaRnOZJkjDcpFQQBBwFtuxFOpomjBYYba0l5ookGvF1h4780Yj0hZMZr03ProRTz44udYtyuoEshaEGWQNSoum0p2+j4GZxXy5a4h+A6LUHA7/cZcsiLhREBwg6lUQBXAh44bnpiD1KgSN7SRIyWq1yPS5NFj1HnpZU7g91kzccte9NLxPcu2HijjfwvXBLbnrdnBaQN7c9awrKB2qqryj4VLeXv1RlRBxWtRmb9vN/8ZeDqL5y1is24uUWcoCBJ8UvAEN2c+T7S+pSnYui2L+PvsH5C9EuBk7Q9P8sYnj6DRdn7Y98TZE3gm70nWOHsB0Me0hy013zAk8vxOn7M7mZk+il6WKLbUFjM4IpFxsX1+0euH6yyck5DNglJ/tJRO1HBRsj9n//l7buWZr9+ntLSBnOw+XDPmYgCSjZn4fP6ojMOFdbQxq+UFjqBfxCUsrH+DTJ0/kiffk0RO3G1dfVs9Go1aEBDjhxAFBz65Fo3Us01vQ/y2CQnyECFCtCAmLgzJoEF2NS91RaeFtynGixsaeHzZ0sD2ysIC3t+ymeuzf7thYucP7oteo+G5JSsw6/U8eM7pxNlCuWwnM1EmEz9cM5vcqkpq3Q4Gx8QTfgzl01LNWaSa2x9YdzfRRhMaUcSnKIF98ZbmFejq2j9jd3xClSucWuWwVTEBqgg29TKZ9bx60zQ++Gkzm+tKWTtqD+bC+kCZtytumEDUmGQeWjuHKr0G6gyBIuMeLWREhwfEuFt2IwoCWtEvqM/um8nuS07lfdNizPngscl44kGJVskyVDMkq4AKu406hxHcYMFDk2JA9jUPyGVFwlQu4DMJqCKggCqqWBuhamckyWNLMEb6XcMTDb24d9As1lWWkBUWw7iEVG5c8xJ5TeVkWOL5x7ArSTa1XcXhaJTXtTQ/m7tzewtB/v2OvbyzYuPBCu8CulooW7KHG+Z/hSArgJbYC2T6PubDp8osL97E6BgbidbgGtrzv156UIz7qciT2LZtO8OGD+1U/xtca1hV9yLF7jgOzbrsdcTx7KuLuWFUb8ZOak4VcckOfqqcR4O3mkHhOWRZ23eM7y7GxmYwNrbj6RhdzZ/7Tycnqj8V7jpyovqTavbXswvXh/HwtFtbtJ+d/jdWVn5Jg+MpbFI9AG7SGRg5u91r6SQ9Z/b6mnXV3yCrbnLifodNF9a1N9TDGRd3OfsOPEO90vxc7qMvo6z+UZIjnz6BPQsR4uiEBHmIECFaYDDp+Nu/Z/L4g3Nw1buxjIji3w9e3Wb7Koe9xb6ypqZWWv62OLN/Bmf2P3GDwWNBVVXc3u2AgF47oEeHop5IJFFkUGxc+w0Pw6cobKssx6rTkxER2U096zjhBiOPn34Wf1n2Ax5ZZkxiCtcPbZ48c7p+AMB0WNjsIQbMyCC3YBeN9U4kSeTmP59HmMnILZPHAOCRZdZesI/yHZX0So9j+JgMBEHgn3t9YNcRlDIvgsPTSKmjjLf3v8y6/Eq8bi1JCQ3865TnMGkt3HHqWK4bM5K1JUXsLaikqtpBn4QIlms/ZHt9Amv3pyGrErGaJmpLLcgWEQ7pUAWkRgVFB+qhfRJ4zSCLgFvDpjcGMeO6WEYPSWdw2Gh0koEL0/yi9ba1r5LX5DcF29dUxpM7vuD5U9o312qN7IxkRK2A4vWLWVVQWeM70KLdpsJgZ3hdvYpuX+VBMe6XwhVfSSTfqbKoeAhvNe4CdvH7UWO5a2RO4DiL1QAcMqfzW9KHh3VOnLm8BWyvuBqXLwWI4/APsWCHnoc//JD7/nEpE84dgqqqvJv/OPl2v/v7+tpFXNnrAfrZfpuTs5IgMjGu45MgBsnMpPiZqOp06l3rEAQJmz4boYPpLQbJyPjYSzrb3ZOeeOtZTI3LZXnVJ7hULWm6KlL1tbi9+9o/OESIE0hIkIcIEaJVRo/ry5c//rVDbfvHxJIeEUFebS0AkiBwXmb3rQT+vCSXOW8sQxAFZt44kVPGHZ+L7JGUNNZz71dfUe92cc34U7gks+caF3UFquqjsOo6mg4KMavxXJKjXkE4xpI7JzuqqvLSqjW8uX49OknDn04/lSkDWpYAOxYaPW6umDeHLZV+YXfdkGz+Om5iV3Q3iNzacp7cvJgat5NLeg/hyszsNidVFEVlfHwaq668Ca+qEGsyB7XVSL3wKLVE6xzMiF/Ph2V+89hYXRh/mHAe0mnnk7erlMSUKGLig0WeTpIYNzwLhgf//qfH5vBCwTpcBNd5ttr2cd+mv1CwNZ6KfH9Icb7Ox13uP3BGzO2cltqLRKuN09N6c3qaP6R+bc1W9u9oAvRkJFZRWWfFBIwet5Xvvx+KK1zAWAqR2/zGew2pCp7Iw77LIoTF6xHqYfL4Ydx46kQ0UkvBU+ioOmK7su0PoB0iLEaScqzsy61BUMET58NmsbZoNzAxNmhbUAQ4LBxfOPhPfnVvqhqbV8WfXbOSaX0Hkmzz75s16yo2LHmWyr1GQCDnwnASkzpXXrLBvRZVdZNtK2BJTX+aZH+5OqEKNDv9fVswbwMTzh1Cvbc6IMYPsaVu+W9WkHcWQdAQbhxzortxUpIVcycadQV294rAPoth/AnsUYgQ7XNiHGVChAjxq0InSXx46XSuG5HNtAEDee+SSxiRmNj+gZ0gb1cpDzz9IUuzSvgxo5j7Hn+P4gNV7R/YQVw+L+c/+gY7VlRSvK6Rh19czCc7N7Z/4ElMo3NhQIz7t+fT5FpylCN+nSzdv59nflpBrdNFeVMT9367gPyDk0yd5cMdWwJiHOD1LevZW1t9vF0NwuHzcPWPH7K8bD/ba8v4vw0LmV+4s9W2FQ1NTPvPe5z1j9c55x9vsLOgooVwj458Go3UC4Ark528nzOVN3Ou59szf0+4zoTVZmToyPQWYvxIZEVBUfwrwrdMOIdJJalo7Io/OVZRseXJ1H0Vi6NaQ0V+FIdCoX0eDQf2RXD/koWc/eHb7KwKFsI6sVnUG3U+UmNruWXYJFyuWM44czMRGyF2PWjcApJHIGKvjOQMTm4/69x+fPfm7fzxujNaFeMAY6Kzjtjue9T7PZK8hhqWFO2jxuVAVVVyEtLxxoIrSUY1wz1DJ7Q45rzBfbltwhhirWZiLWY0jT4cwxNRjM3rJ+fccBaDEg+vUqECKnVuJwA+RSY6PInXP36Mi+8ehifFxqJ1Pqac8xSb1+Qd0z0AGLX+iRCz5OH3aQs5O3wb5gUSpue0CG7/d2dFYRFbCsowSmYkITjf3qLpPqPFkxFVVVlaso+3dq1jV13nJ3lCtE1q1EtEmC/DpMsm1nYXsbajG9KGCHGiCa2QhwgR4riotNt5a9NG7B4Plw4cxMDY2PYPOg5+3JhL6ZUS6sH6wo5MlZWbd3NpWudLss1fncun320kMspCeLIJmjjojusf0P/vu7Vc2q/n1dotdtTw+d4NWLVGrug7Gq3YuUe6rDS02Ke0su/Xzs7K4IkdRVXZU1VNr4jOmwE1uFs669e7XZ0+X2vsa6im2u0I2remsoDzUluu7j/33Up2l/nv0+728sCc71j+15uD3L512v4kxa9EVZsQBAtJnUhfeO27Nbz23WoAbjxnNNdOHsUL91/Nqx8v5733fsYX58Uz1osr3Eu53HKlWAQSw2spqYvk7S0beWLS5MBrg8IyGRkxiLW12wDItKQxJW0803tP4s3Fy9haurq5RJqggiygr5VxHBS1qkZhdWXpkZdswR/6TcGmNZFbX8TAsBSuyzizw/f//u5N/GXVd6iATafnvJj+zNm2HX88vcTk6HQydS2fWYIgcPukHG6flEN5eT0zLn+BpngNtZcOxZBfxym9UvnjyzeypaKMt7duRNZ5kCxeEOChTd8gaWsp8lQgIXF94rm8N3c/SAJIEnadxF8fnMO87+/r8H0AWPUjSA2/l8L65wjTqMzOnEzfkSN5Y/F8ALxmkfoMIw/P/YFP75zFhUk38mXxyyiqTLyhF6fHXnxM1/s1srF2J18WL0UjSDjssXy4ZzsAGkHkjYnTOTWhZYWDEJ1HI0WSHPk0sqLwwhcr+GHD28SEW7hvxiSykmNOdPdChGhBSJCHCBGi0zi9XqZ/8jEH6uoA+HjbVr6ceQVZUV1Tr7w1auK9qDXNAkHVC9TGeo9yREvW1ixnQdnnqKpC+IFT+fzZPUg+2C+AJ90AeoLqQ+t6YOh2XmM5F7/3Fs5K/2rhWwkbWXTdrUjt1MNuDavxTCrqY5AV/2qNRorHYuj6sOqezsgjQnoNGg2D4o8tX/xIpmT24/Ut63D6/AaJ/aNiGBITf1znPJJUSzhGSRtUdzkrrPVBZ3l9sLdDncOF2+fDqAte1RQEAUFoKZQ7woa9RbzwdXO46HNfrWB4nyTUJpl356wERYUGDfykwx4rIWc1EpFYR22JfyVVo/WRkllOUUUUJbQsTSUJIvcPuJGdDXl4VR8DbX0Ck1E71lQH13YXBBBUtKIHQRQQkBEcsH17OVfOe4+Xzr0Ui1bf6n0YJC23Z513zPevqCqPrVscMJxv8LiZuzM3qM33O/NY+2UeI7KTeeWWS1tNL4iLC+PWW8/ilZcXo8gK2SOH8sij/vzgIbHxnD8ojW9LdwRSujfXlWAzOTDpFWQVXin+GlGM8oe9H6ReUFvU3i6pbaDG7qBvQgxaqfVnXXLYLSTZbgRAECQyc/IonhSO5FbxmUQQBWo8/km8UyLPYIBtFHZfPVH6BMQe+Pz8JdnfVMzft73sL4Omws6ieA59aD5V4fXcNSFB3k18uHgTby9cB0BxVQN3vTCXeY9d2+b3PESIE0VIkIcIEaLTbCgtDYhxALcsM3/PnqMK8iJ7HXet+ow9DRUMCEvgpXHTidCb2mx/JKP6ZfC/lauD9mVndnwwU+w8wPsHXgrUh/3po+1IPr+oFVTQ7nchDTYiHzJfEuHRqed0+Py/FP9dt+ygGPf3s7TUy8dbNjJzWPYxn0sjRZMe9w219g8REAk3z0D6jZSIaWxyccf/3qPAWIBNNfHnMafzbX4eeknDXeNzSLB2TpQeIjMymi+nzeKL3Tuw6fXMHDC0yweDYTojL4y7mL+vX0Ct28m03kO4LL1134Ozh2Syck+zmdhp/Xq3EOOHqPVUsLrqB2o8LsZGn0MvS8fSUPaXtwzzzyutZufqQlSrD32NCA4VY6WC6AO7xoJ+VAWDU/cg+ySiE+oxmDxU7rVi0+mZPbSlS7ckiAwMa1nGKndvy5VvweVl1OTBzN+/E+teCU+EiORTyZ1bwpXqB3wxZTayqrC3sRCdqKGXOfG4TA0VVcUlB08SelQfh2cJCj7/E2jD+iLW7ynilKyUVs91yaWjOOfcITgcHmJirEH9ynOWB5vk4Q8rzwirpsmro9QeBgYVHM2NtKIQdI43lq7j6W+XA5ARG8lbN11KpKX15/HhnhJ683z6pJayp7R5EsuWuj/wf5PGiklzfL+drmZLcRn/+XEldo+HGdlDmTLk+PwhOsqmul3IanNFAwSCygN2ZhI1RMfYtj/4eVBe20RlnZ3EKFsbR4QIcWIICfIQIUJ0mihTy5JPUcaji+tbVs5hV4M/p3ZDbSFX/fg+X519Q4eveWpcBrP7jOHtvasRBYEb+44jOyo18PrqZbv4fu4GrOFGZtwwgdiE4PzFYkd+QIyDf2B8OIICb909nfd/2kyT282d544jM7Hnhbh5PIf63Ty4/iovl98NGIhNZzjm82k1ScSG3dNFvTt5uPOd96kcvhmzBDK1fFE1l29m/eOogmxl1Q7ml6zDpjVxecoEXpq/noVbdxNrs/DItLPI7h1cFzorMpo/jzmtW+9jQmIGSxPbrzk8beQgdBqJZTvzSY0K57oJrZtt1XureX73PbgV/4r66qrvmRT7R6aktm/OdUpmcrDmUFW+2rKa9Egr2rLg99VQJWNPlrBXmsi3G8nqU4LLrsPWlMP9OacxPiWNOIu/XKCsKJRWNxBlM7eoW36IJp8HWQuS1399WQujpg/gwbPPYOkDu3DFHhSVWgF7gsCeNZW4f+fhr1tfZHuDP7/6jNhR/L7vFZ0W5RpRZECMi20Vh36HKkKYB7VWD6qAoKhYq2WEg0OwsvqWJdEOx2IxYLG0/E2Pj+vNzvoqmp8BKlEmf8ULi9ZDhN6OokmkkYOTA6rK1dObjcJqmhw8O/+nwPa+ihreXLaeP553arv3qKp13HrOtyzYOILqJivDeu0n39JzJ/FqHU6uff8zGt3+ygEbi0qJtZrJ6Z1KcdMantnxb2p9Gow+uDDxbqyGaJ5dvQK3T2b2sBFc1HdAO1domwRj898PQYBYWyPl9X5BaNJouW1gTluHhjhOBqTFsXDd7sB2dJiZmDDzCexRiBCtExLkIUKE6DT9omO46ZSRvLJuLQBjU1K5dODAox6ztyHYxGZnfTk+RUHTwVUCQRC4b8hk7hwwAQEBo6Z5YL55TR5/v/3dwPamVft4Ze5d6HTNj7oUUzoCQkCUx51WSfHHzQKq/9BkBvVK5Ile3WNK11XcccrpLNrwPrL34GBcUlhtL+CWnz7j/UlXdOu1FVUmv2kpDl8Nqeax2HTH9159cWAd/92wEK/gZUxUX54YPx2xg2V+Oou90UllSQ11KVsQD2o0VQUp2kGRs5wUU+th5Rtq9nLf5jcD20tKtnFgow1UgQPVddz53lcsvu8G9NrW/7x6ZB9FjhrijGGYNa2HSncngiBw4YgBXDji6AJjW93KgBgHsOjcvLb3Uy5Madu9/RDJ0WEILhUO/jQFL+wpqMB+wWYEYzy4m1daFa2AxipzfcZkPtmzjcLiZO479XTO7hdcOaGsuoFZ//2QIm8TBlnimennM2mYv41Xkflm/06+LVyLmtGAvNOCrPf/vi+9MJu7Lj0NURLRyhJB69aSgMYnsqh8bUCMAyyqWMM5CWMZEJZ+1Ps8Gpf3S+AL/SYKaiKpU/SIkopq9JJgaCI2vBFNjkLN5kjqt8UzYVDnSiPeO2Qym2tK2VBdBEBKeDXhxmZ/giR9GP954zZefHERxcU1nHvmYM44e3Dg9UaXB0UNnpCsd3TM36B32OVUNb3NRWNWAeBVRBTHHzt1H92Jy+Hh5X9+RVn8VzS6g8uPrc4vYnSvBP625UX2OZufYSW7XiO3IAu3LAPwh+/nk2y1MTIxeKKto4yOHMQFCaeR3/ABiYZ64pJH0j/sag401pEdk0yiObRa213MPGME5bVN/LBhN3HhVu6/YhJaTShcPUTPIyTIQ4QIcVz8efypXDV0GE6vl94REe0O1q2SkTr5sLrlSuf+OJo0uhb7fl4SnKdZWlTLvl3FRGd6MWkiMWsiSTCmcHWvO/mu7HNUFK6cPhXXoFhWrdpLSkokF188slP9+aXJiorji+tnMfvLj6lyOvDZZNDAz+UHaPS6sbaRF9sV/Fj2MHmNiwFYV/UqF6S+SJS+ZfhwR1hevpsn1sxFCvPnWC9zbuJPPyr8a+LMLuvvkfz87Sb+cdNrpN1UTsI5Ogqd/trgh766Rqnt9+6nqu1B203YkSxG5Eb/97HO4aK6yUFiRMtBdn5TJbeufZNyVz0mSc+Tw2cwNsYvKr8o/JQ1Nd8hoOP8xKsYFzO6K2610+glf6TLIb0mCNDoVVBRg3O0W0ESRfrER5FX0uwmrw33oKDQ/0otO16RET0CPj1UD5bo09vGHRNyuGNC2yuFl3z8FsUmL4IIHlXm9q++ZtuQu/ApChe/+i65cgVyuAppemwaD3GqgwSHlWX/XcSSJxYx9apxzJw4nNe2bAqcU5BVGqLgb8sWEnfEnJJddh7jOxbMtJRZKMgs0+axrNz/3YgwOUmMrA+EDkQOreHBcy8DgRZ53a3h9HmRBAGd9P/snXdgFGXexz8z2zebZNN7D4Sa0IugVFEQwYIi9nbW09O7U0/vPO/UO69aTk/v7O2sYENBBAQUpPcSIARISK9bkmyded4/FhJCEgghAfTdz1+Z2XmeeWZ2dvJ8n18LTN1kSea9CTcBoAiFR3c8Srnb3nz87b2vwKDXcf997YfcpEaFMywjiQ0HSoFAucqZQ9t34/6hejNvHHwLn/DQJ3QgD/a5g7z4d1hf8Wccfg+y7gp+0e/GTt+fziCEoMHrxazTNbt1O7xuip02MsIiCdG1/R9wLK8+s4hDtk8ZfUU+n386EFW0LPT1ionC5a9lvyuqVZt6n7lZjB9hbVlJlwT5fkctd34/Dz/5XJ5Zh0YW2Hw/UOgs49L0t0+6vyBtUVUXSDKy1Pa9rdXIPDB7PA/MHn/6BxYkyEkQFORBggQ5ZU4mzvaJIdP5+Q9zEbKKUCTu6H1Op63jJyI2sbV7uiRLvFP/R7asDsHpNdDPGsMzQ+9jcMQoBkccVeN1LIwd23N103uKnJhYJuRl8/6+lrJsEXoTZk377rzdQYOvslmMA/iFi3zbZ4yN65q7+/KKfOQwf6t9620FpzTG4yGE4Nn738bj8hJ/YSOq0UWNx4JLDUzu+0t5RBs6dr2NN7b+TEJCPcrimxIZTmyYpd22z+35msrDgqlJ8fDkjk9ZMOFBvq9azibb/9Ae/hl8Xvp3Hl0/ihvSzkMu06AoKheN7ktMePv99gR51rEsKf8Cp3IIgJKGcCbGn9dpz4U/3z6NR17+iv3ltRgTm7COCIhzfZqByovd+O1a/CYJNBJF9Q3H7WtX3SFK/V4wSIjDmtUtqxTb7Dz/yUoO7a1DGSoCQlcGR4pEhNFNSEQR4ZcruPfp+fSZ5Tz61E3oRup4Z81mFFXBa/Iga2ScTgPRfhmNNhDnq5d1DAjr2gLTEUwaM9en38n16XD3sk9YXLMTnXxY5B2lu/+06BsOHVjOoNQEnr92BlHtxG+rqsqFT79E/W4XQg+DJybyyqzWC1YaScMDOQ/wednn2H12RkeNZnBEx5UhCuxV7LRV8KtZY1m/o5QaZxMX5vYmLy0Bu8uNXqvBpAu8R5y+Rl458AIaWUErwb7Gdby2P4KfZc1hSsbnp3SfOsLmcnHX5/NZW1JCpMnEs9MvQmMQ/GzFXBp8Xqx6I29MnM2g6ON75+RvLSZ5pIMEi437z13Aa+sn4PLpmTlQZlr/3oDALHtpVFvEXCAHXqDKxhGc4vjPaEc8tPYrChw1XJ+zD43cEmZU4zmAR3Fj0B8Awk0AACAASURBVJx8eFGQAEKolNkepa7hbSR0xIU/SEzYHWd6WEGCdImgIA8SJMhp5YLU3nwTfgdrKg6RERbBqITUEzfqJNOvHMH2DQdZvSwfvUFL3q2Ctf5QKpsC1so11Q08uuUj/jnsum4755nm/oHnsau+kq21ZYTrjTw9ekaPJglqL2PysXWHT4aUkEiES0YytyQ9ChGdT/J3sih+BUddwEPDZ5cxmRWGWA/h8BtINvTmrj63Hrf9zKTRbK4vZFXNLvSylnt7zaRSI7NoewFx4RYenHZeh3Wtaz2tJ/V1h7c31f/Qar9Bo+BTKnjm1e+RmwJ9vf/tZt7/3bVEhnXt3lS7Hfxx+0fssh+ib3gyjw28klhjx3XEdbKBB/s9zcLS5ey0VTI0sQ8z09pPFNce2ckxfPjHG5i29CHM5sB1ehWZxcX1xEYKipWWxTOf4qXQvoms8LbJ2wB21O8IaKOjhKzQwieH1rNy835EOw4NGqOKNjIggI3ZXqJm11N6sIarZuTxvy/WI7kEOqHHLAkcmRr2q/HEJddiCfXgVn1UuGvIsCS17bgL/HvCZazaOohXVi7DPWg9kibwrCteLWUlgd/TluJynlm0kicvn9Km/W3vfYB9qwcZGTyw9ctyPhm4mctyWgvuCH0EN6bfeMLxfFm8g1+v+wwVgYzEP0ZcwlVxeWwpKedn73/CigNF6DUafjPpPK4dNogd9j1o5NYW4z3O/A567x6e/WE1a0sCrvh1Lhe/+PIrolK1NPgCMeA2r5snNy5h7gXXH7efrL4J7N0WQ9SVbiZk5TMhKzBuk2HiYY8EiSlho/jKth4vWgyqjwhNLyoibfjtBoQArcVHrLVtvpTOcNBZB9CyGHMYVZW47u25vDbnCkKNpz905aeAw7WQuoa3ABB4qbA/icV4HiZ91+P9gwQ5UwQFeZAgQU47GeGRZIRHdnu/eoOOx567BoetCYNRxwsHf43tQOuJ1Praog5a9xzbKiuYX7CbSKOJa3MHEarvvglYtDGE/46cxVvfb0RGIl3X/ff1aMzaaPpbZ7HTNhcAkyaS/tZZXe5vTsYovtyxnUPuEmSjCg49T4y8sruGCwSs4tvrKnB4PQyLSeK8mUNZ8dkG9j4TwYA/1qIxCRKNRmalndi6YtDoeCrvJuy+RoyyHoNGB8nws/EjTth2WuIgdtpLmrenJgZiWuONKdR41x81XmgoDW0W4wDV9ka+3bKPWeflnsylN/OXXZ+yoa4QgI11+3lq5yc8M/Sm47aRJQ0XJU/ioq6FzlLj2UelR4fOH4ZGFngUDRqtSp/4CoorrYGyBkLC69Xzwba1/PbcIahCYWv9XMqathBlyGRo1HUMjklC0m5HKC2LQUISrCgpIioshPI6B1qbhN8asEDKHkFadF2rsWjCFd5aupGXD35N32vLkWRB9cYYqtfHEVokqInU0dRgxBIaEHz6bvQyWb35AA889Wmg3/wUTKPqkWP1lKwPQ/G1XNOhOnu77XccrMBvEmhcAY8MSZFYkJ/fRpB3lufzv0M97DevInhw7RdEFkVR0xCoZZ/Yq5qoFBsv7qhlfHYGvUPTEaIlpAMg2dyzOTYO2Vrfi3qXC5paLwbWuU8cVnDbr6byryftaKSFx3zS4pXzi6HXMLlyEuvLChiV1IvkCCszlr5IhTlQxs2o0TEpoU+XruPchEw+O7iDDVVpXJi2q3n/jv1pbCuu5p5583nzmuO/P72KA69qJ0SbfErZ/39qeP3F7e4LCvIgP0aCgjxIkCA/OcKsASviAOtI5ms34lFaJtdZllOrK32ybKko54p5H+BXA1axb/YXMu+KOcjdNLFqcHu47vkPKasPTB7nrdnBvF9dS0I7MczdxaiYe8kInYDLX0eCeQhGTdfPZdDomHvJXZTabJTW2RiYlNRhBu2uIITgkbWLeL8gEDucFRbFe/+8iuzcVEoKq8gry6Df5AQiDcno5c67j4brTj5T7+y0UYTpTGyo20+mJZbZaYGY6VkpcyjcvYsm/278QmZ7TSIuoedYW7j5FO7LPmf5MdsVXe6rs6hCRZIEfqHBf8RbW4L+1mEs8TdytMlbUQLW+g21b7Oh9m2EgC22beQ7DnJN+mOker/ioEZuiV/XCaII49ZrR3L3K5+iejXQJNA1KGQt9zP8vD7kN2wDwFuhpeyleHBXw1ZwaUyETm0g/pxKmirMNJRYQBIYvjegTpW5qNcokkyx3XYfvli6rflvb5UR7xcJlE1UOCchlS1HlWkb16dt+ca5BTuoSPQjEkHrhMitGhAwpW/XBCIEXOCPxudXm8U4QOW+KKJT60nJqWRbbSHTsoZwceKVfFk2DySFKF0qd2a1v5gjhMCt+DFqtKckHidmZbL8QKCMmuyDbGsk56Ql8fq+Dc3HXJF14sUpS5iJR/52EyVVX+Lyrm7Zb5zc6rj+cfH0j2tJ5PjueTfz7v61eBQ/V6QPJd3SOs68szw5/EIiDWY21kSxvsqNwa5QXBlLQUnA+2Jb+fF/h/vtH7G15m8IFCINuYxJeAGd5uwpJ/fh7u28snU9Oo2GXw0by+T0riUo7AoW4zh8tr/jEaCX/BhlCyGGE1eBCBLkbCQoyIMECfKTZUrcHEob7bxZeBC7V0emJZInBl1+Wsfw2Z78ZjEOsKWynL21NfSJ7p5SamsLDjWLcQCny8OS7fu47rz23X+7A0mSiDd1zVLbEUlWK0lW64kPPEkKHbXNYvzI9sfFO/j5vae/trwkSUxLGsS0pNau3xpZyyP9nsLjd7O4rICdlWvIzhSENZrZXRCoSjCkVxKThvRqr9tOkReRzjflW5u3B0Wkd7mvzhJr7MUQK2w6ytg5La4/t+XO4uMNL1BmD/wuDFq4LjfwfRxoWIUqYLszGZs/hG3OWgoanyY6NZoiRy3CowFJIPnAVaQweloaYYMs2BocSD4Jv0Em7sp0bsqawVdlc1m8ayPFb4SAu0Uc2j8JJ2RiI7JBYIzyUOc3E2ZwoS02kbNhGPdM6z4Pjb2OxdSKrUDLAo6QBSEGHU/PuojXlm+gqKaeMb3Sue6c1hbvBp+Hh1ctai4f5w8FR2+F3MwYrszp+u/71pxzeHTTVy07bK2ngkLICDVQuC7EEshLf0nSNGYkXogiFHRy+wtDBxx13LFiHnvtNfQKj+Y/4y4jM6xrQvbqvFyEELz57QYqa52U1NbzbZWX31w8gRK/nSHRSVyScfyKHkeTEP0qtfa/4/MfJMQ4kXDLLcc9PtFs5cEBF3Rp7Edj1ur53ZDJCDGJQw05zHltBbX2lgXMGGvHSU09Sn2zGAeo82yjwP4u/SLvPOVxdQfry0t4aMWi5u07Fn/Ot7NvJjWs+9/j7WH311Psi0I97O0wKOrnaOQovE2f4fOsQKPNxmC5BUkKxukHOfsJCvIgQYKcFoQQrK0qpqzJwei4NBLMPV/qRZIkbs66k5uzAta6ni6l1R5WY9vJQHg7+7pKuLltX9Z29v2YEUKQX1ONKgT9YmJPyrugye/r1L6zAYPWyPTUgUxPDZSmUs8XbD9QjqKq5GYmdhib3hke7HsJelnLTtsh+oWncF+fi7pr2B0iSTIvjvoDbxZ+zI76GibFj2BGasAr4PPrbue9LVtp8nq5bMAAMiIDoRZhugT2Oiuw+UM4klhrX8NB8vMlQut0oEp4IxRkrcrOikq+2JRPcYOj1XkbTComjZlZKdfz/YJwmmq3YsLbcoAigR+EDhr9GmSjj5AvA6Et9VWebnMLLm5cx5LyP5M1xkzh7tG4nKZA3rlcI/+94GLiQ0P57cUTOmzv8Hjwqq1jjyeOyOGliTNb7VtZfJBHli2m0etjeq8c/jBu4nGv4cqMwczdvYONthKEKiFJMlpa6saHxzvQ6lW0kpZ+1pbkdrIkH/cd+rt1X7PXXgNAgb2GR9Z8zQdTulaCUZIkLszuxV//t6x5X42zkbpiF09ccvJCWSNHEBvx5y6NpTvYXvcqO+pf5b7z/XyyfjQV9gj6JpQwe2TH/we9iq1ZjB/B7a/p6aF2mi1Vrb1u/KrKjprK0ybI8+teahbjAAX2z0jSGXDZHwZgW1M0Gw8WkhY5h6kJQ9DKwXJnQc5egoI8SJAgPU6Tz8styz5mXV0gftui1fP+pOvoF3H63MfPhBgHuDFvMN/s30d+TcDSef/Ic0iwdJ/L4dDMJGYO78fn6wPxief0TuPCQTnd1v8RHJ4D/HXdi5Q2+piZlcQl2b9EaifBW3ejqCp3L5jPN/v3AaARMtf0y+PRSeM7lbyuf0Qcw2KS2VAdiN0O0eqZlTXwBK3ODmRZIi+re2J1LTojvxvQ9Vj/rqKT9fysV1tRFmEycffoQKUDIQTlNgcHG+t5a2c6+aU6hBD4LWAyepGrNGgqdc3u6oYaLd5IDxKw61AlY1JSWXWoJZ50bEpa89+3XTSKG1buwVjrRTqsOPUDPXhqTdSvicR/0ILF3fIcDRvU0vZUKW5YB0BoVBMz71tObVk4l/d9mNzUzrnVJoSEMjwumfWVLXkHLs9ubRWuaHBy4xefoByuT/f29i3ML9zFxPRePDp2POGG1otzZWU2br/3Ter9HsJ6a0jPi+XqSUPpZYxm+d4DeLU2nBG70GtyuCx5GjGGzlu4DzrrW20XNdS3e5wiFJZVfsBu53oi9HFMS7iFCH3bEAG/orbZ5/H52+z7MbDb9iFfbRhEwfcZaHwwfPQuLhmxFou+4zwAFl0qVn1fbN4jCfQkki1tk/6dKQbEtP7/rZEk+kZ1X6jHiVCE95htD17XZwCsdybyWNF4BBKUz2Nz3QF+P7B7c5MECdKdBAV5kCBBehQhBNct/JjNjUXNSYEa/F5e37OOf4y6+MwO7jRgNZr4Yva15NdUE2E0khzWcWbrriBJEk9edQE3TxiOT1HonRDd7Yl/hFCZ+fmrlGkDCwmrtzXh8L7IDf3v6dbztMd3xQcDYvywmFIklXe2bCEnJpo5g07sNq+RZd6ZPJt5+3dg97iZnt6HtNCOy5oFOT2UFtXw76e+pLysnj39ZeoMCu50H8gg6bXI2kAZM49Li6wH8zG1zzVNMgi4IK83d8SP4i+rv2N/fR1jktP4+fCWkob9k+O4fs5o3hGr0Dn96BslXPYw7G8EhIOkBVOUkayYSAb2S+aWa8Z0y/UJIdjuqGze1uoVEtLtZCdmdroPSZJ4/fzL+e/2dVQ0OpmWkcOklNYxuhvKyprF+BEa/I384FzBw8u9vHjBjFaf/e7xedi9PmRkwnaDbWc1l8zqh96gZXDKkcWfrnlPjE/M4r2ClhKM4zq41lXVn7GiOpAUstJdRL23kruzn2nz3oq3hjIltxffbAuUQTTotFw5uuuhMqrwIksnrl3eE6w7mMn+z7MxHg7V3/LZQOLC7Fw96bwO20iShjGJL1Jgexu3UkuKZSqx5pGnacQnZnRiKo+PmcR/t67HoNHwq+FjyQg/fe/WXuHXsrH6sZZt63XI6g8owMK67IAYP8zC8k38uu9MzNpgRvsgZydBQR7kJ4nLu42K+t/iV6oJM88kNvwhpDNkIf3/TqG9jo2VpcjHlFAWx0wiTxcexU9hXR0JllAiTF0rZXOyaGWZgbE96w2QGddz2dV3lu+j7OiJjCTx9q4abuh8CGeXcXg8h8951E4Jdld13nXTpNVxbe+uZaTuTkpqbSzZto+IEBNTh+Sg17b+F+zx+ZElCZ325DwPDjUU8tbud2jyKkxOmMXEjDwqnA28vXEzTT4fV+QOoH/c6bNcnQi7u5GL33wFe18Nci+QGzUIowAZEDRbso+gGkDVqMhK4B0uEGgbVIx1Co7yBiIykvjrxPbdmL/8cC2L/rKYKEVFxBhoMuuRjxH3A0ak8Zs5E4mxdl+d90OuchZX1dLXYiXBYMMvNMSaLsasPbnfaZjewANDz+3w85yothZsnU4hIrKRrWW7gdaCvLq+sdW2qpGw25uIiT31EKLfD5uMVW9kS20ZuVEJ/GLg2HaPO9i4q9V2pbsIl9KAWdvWc+iv10xj4oC9VDsaGN8/i/SYkxd8Hn8F+VV34/RuxaTLom/M84Toe590P6dC4f484nKKCUlupKncTO3GaLZuPo9HLrv9uO0MGisDou49TaM8ea4fMJjrB5yZd2ta2AxCdMnUubcRbuhDnHkUiv88FN82THJrTwq9rA26rAc5qwkK8iA/OVThprj6OhQ1MGGvdb6ATpNAZOiNZ3Zg/08J1RkACeGTkfQBF0StJHNjzvDTPpZiu42rP/2YUqcDnSzz9JRpTO/V/e7dPzmUEFCAo+YzWnF64tTHp2UQF2KhsvFwDW8BKDAipXtqRJ8u9lfWcs2z79PoCcSvL9y8h5duuxRJkhBC8My873j/283Isswd00dx04UnLqMG8PL6z9AqTzM+qpzShkiWVO+g1PYbXlu3gxJ7ILZ67vadfHbD1WS3I97OBDOe/zd1iYHphwJIZgVd/eEFU4+M0AskXUvsrLZeRUpoQrUbkYQE4R7Ma/Ro/YKi4lo4p3X/BXU1vLljM74GL9ufWoNQAwpfqvYgJQD6lmfXFyKzbEshBSU1fPjYdZj03ZPh36V4EEjsakgkvyEBAVyR3HnreGfpFRXNjXmDeXNrwDKt0SgkpgT+9yVa2/5GB/ZJZOXmA83bFp2W6Jj2Q2iKbPW8smEjTp+HCRkZzMzpe1zvG4NGywODxwOgCkG9y4VO1rQJLYk3pVHQsKl5O1wXjVHTftUCrUbmoiFdzygPUFj3OE5vIKGhy1fI3poHGZz42Sn1eSIO2W089tVSbE4XV48YRHxWHfphR8IqajFEeEjXTDwtYT8/ZaJNQ4g2tSQ41GjTCI1dzq3GbWzdvIBabyMScE/vi9DLQckT5Owl+HQG+cnh85c0i/EjuLybgRvPyHj+vxMXYuGXQ8fw9MaVKH6J2JAQXp18OQMjE077WJ5es4pSZ0Ck+FSVR75dzLTs3t1WguynSv/kRDLtEeyPqAcJJLfEb4ZfclrOHW408tnsa3hh3Rq+P1CESdIxZ+xApvU5vRauU+WTtTubxTjAD3uKKKysJTs+mu+3H+DdJQGBoqgKz3+2ipF9U+mXFt9RdwA4PR5U778YnrofgHBjKXq7jze2L6DE3pJYye33883efWSPPvOCXAhBXb0KR2WXFloJyS+hrZPxG0E0adE6FJQIgb5OEDffi75W4Du/AVXS410TihTrxZeg8t81q1h6oIAnb5pBanwEVY0NXPbx//CVK0h+0E4IJ2aDE709IPAVvaAxXUbrEvh1ErIaEIslNXa2FZYxsm/3xJBnW1LpZUmjoKEIgYRJY2BcbOcWWU6Wx86byK1Dcvnz9ocw6uwUN0bh2GHl3NA+2O0uwsNbPIH++LtL+d3jn7B9dymR4Wb+9Ohl7Yrs97Zs5dElS4HAGtj8PXto9Pq4JjfvhOMpttm49dPPKKyrI85i4T8zZ5Ab3/Isj4+djc1bw57DMeSXJt/Tozk+XL4Dx93uCoccH1JoewkQZFrvJDXsqqP69zHz3+/gtQWstI8VLmbQebVEH2Xcjxxcy/Tk+Wwse5NI0zjSrT9HklpPySucxSwo+BarMYKLc6aj0wTFe2eQJB0Z4UP5cGx/dtlLSDBFkGw+8+++IEGOR1CQB/nJodMkoZGjUNTa5n2m4yROCdLz3DvkHGZm96XG1cTA6Hj0Z2hiUed2tdp2ej34FAWDNvgqPB6SJPHp9Xfy1qr1lDbauGrEEPoln76EfHEWC09MnHzC44QQrCg4QLndyZisNAzmJvY17MCqi6Jf2JBuj60/GQztuKEbtFoqXQ6W7y9o89mhavsJBXl1QyOZEVWt9sWb7Ch+CSELhF4FVULySkSaj61qfnrw+xW2FpahkWUcjW6+2JGPvrG1T7rkE2gbJPR2Lb4QFXccqE4dmW86OOJ5quglYs/NJr+iDMwK5mgv6tpAPoY9dbXMfvgNcmKiGX15Dr5SBVkNfNdKiIaqUWEkLQokGNP2CscdppIcFkZtQevs7JFhJ19bviM0koY/9r+XpVWrafS7ODdmGIndWNv8WOpcz3NR/FoAPGY9r++axv9s2/lg/jZ+ft15XH1xYDFAp9Pw1yeuOG5fLp+PJ5Ytb96WAKHA/L27OyXIn1i2nMK6OgAqGxr4zaJvWHDD9c2f62UDV6b+8iSv8OQRQiAERJjOpcnX8huzmtp3pe8sds8OdtX+sXk7v/Zxahs+ICf6b5j1vVldXNwsxiFw/0oKoohOaskpEGZ2oYh1NHihwbsTWTKQZm0pZ3agbjuzPvqMencIUMfHO//Oe7MeOqPvsGNRheC1NfMJ0/+LWIuNuLAL6Rv/hzYLC92BEIIqx7+ocryMLOmItz5ElGXOcduEaI0Mj8o+7jFBgpwtBGehQX5yyLKJ1Oi3Kbf9Fr9SRbj5EiIs153pYf2/Jy0sgrSwM5tM67I+/fm+uKh5++JeOUEx3kmMei23Txh9podxXJ5YsIz3NgRcUyUZPIkeQq1NjEg+yAWJ45iVcvzawz3JVWPz+GrTbsrqAiLwinNyOeCv5q5F76M6JQxSSMAdGzAbdQzJPrFLfmqElQW7EkgItTXvK3JGkxibyh6lDkUEQkSStOFc2r9vt11Lk7+RTfVrABgSMQqztn0h6/b6uOuf89i2r6zVftmnxbpToSFdRvaAuURC9gWuXdsoIYf68Bq1lJwfSsROL6pewpFtJNkdihs9xhAFf4UBoQPZFxA8qgK7i6rZ+nE1krG1tVU1yDiyDGiTLXz7t5/j8vnQazT88qX5rNkVeB/cdOFweiVFd9s9AjBpjUxP7LisWXfh9ldxqGFe87bB5GXYubtZ8OU5KAaJ597/Dq+qcuPMUcfp5ej+/HgVpc3+2JDOxdiXOOyttksdjg6O7DkWrtrF0+8up8nl5bJJw5gwxktx7Xd4PCkMHfZkp/oQQlDq2oVHaSQlJBe9HAgBcHr3tDm2zpPPprIZjExZSXxoKALRXBUAIMqQAKIQJA9+RcNw6/5W7e3udUCLIH9z6xeHxTiAYG2pns3luxmS2H2/41Plg81biQ/5PekRAY9Exf8mFfZoEqz3dfu5nO4VVNj/AYAqoKTuIUIMQzHqflyeUkGCdERwJhrkJ4nJMIjMuK/O9DCCnGVcktMXi17PiqIDpIVbuS530JkeUpBuwu5yN4txAKGCxqbFYTSxqTQVi2ExUxNmE6LtvsRdJ0NMmIV5v76ODYUlWENM5KbFM2Xxs4EM2RaBd2gTumId5yZkc+e0MZ1KMKaVZTLinmRF0SP0iSrnoD2a+VV5aLVa/KKlZFSp345b8XfL4pNLaeIfe35PtacCgGVVC3mgzxMYNW0TJC7ZUNBGjAMInQa/DBqnQNUJmhIkLIcECAk5wochuYn7YybwdtFSwsc78Xq02PfHUlDuQK7WYS7QgQruCJXGGAgtk0EW+K0++vQtpb7RQnFVizVayIL680J46cIZ6LSa5qR5/773Ug5V2TDqdcRGnJnnojv4dk8BmEEIaM+AKgmJF+avYvSILHISYk7YX4TJxPnZWSzeVwgEXNbjQkN4cEznLMvnZ2ezt6bFQ21ydtZxju4ailKOUGvRaPu0schW1jp5/OVFqIdzB3y+Yg2LnvUj+wLJBl7s9xyL3v0tRm3H+QKEECwse4Yd9sUAWPWJXJv+T8xaK1ZDHhKao2qEC2QECoJK53v0i72Xc3LTWb0tsNij1cn8+ZIZZMZfR7mrjBh9HNsrp+P2tyTYM+t7ddetOW1sLS3k2kGtwwNtTat7RJC7fccuggjcvn1BQR7kJ0NQkAcJEqRHEUJQUFaDoqrkJMUiy2fW5W5yRhaTM7p/ghjkzCJLErIkoR6dvf/wo+b0GpCQ2mTXPt2EGPWM69+S2KvR11JHV41S8Mf4uHZsP/pFHd9V/Wgu6j2Sl/kD9+d/iyIEUxL7IblD2FhZ0XxMd171DtumZjEOUOUpZ3XNAibEXd7qOK/qp9btICDn2hmBRsYTpYJREOLTYDOr6HR+hA58NaEs864juX+Li6/Z4mHnOg1R+yQUo0r1GAWhl0AVSHoZQ5mGUVP2EpdTi6pKhOxwsW9vIl6/Fm+4wq2jhzGhb+vfvSRJpMb1nNfO+uoi/p3/PX5V5ebeo5iY2P3i4Y2Vy/nHl5uYdV5vRvbdC4DLpWfd2hZLquwXmKsEL3+7ln9eM71T/T43/SLe27qNIpuNwYkJXJSTg1buXJz3L0aPJlRvYH1JCX1iY7hrRPfGzrsa/kuT40lAgCYDvyYDRa0lxHQxYZbbOVRZ3yzGAQx+F7IvsAgjANMuP39cupCnjikJdzS1nuJmMQ5g85axpX4h58TMwaLPZlDss+ys+R0+1YYWFVkKPOd6TWAh6JVrL2NzcRnFtTbG52QQbg4sWKWFZADQL+Z5dtc8iMtXRJR5HOnW1pnUb8i7mC/3fEG92wxIjEzyMjjh1JLbdTdZMclUNoQRZ2nxgAg1DuyRc1kMIzkcPAGAJBkx608cPhEkyI+FoCAPEiRIj6GqgoffXMCiTYGJ4ug+aTx20yQe3/kJW+qL6ROWwJN5V5Bo/v9VF1pVVZbM30Lx/moGjchk2JizyzqysbyUPbU1DIlPpE/0iS1qZwOhRgM3jx7Kqz9sAAJWUcUaiOOMDWlgQux0TB24Vp8pZqYO5M1965u3I4wqOaEpJ93Pbb3PZU7GcDyKn2ijhd111Swp3ofTFygZd9uAEYQbuicrvqadTMVzt3xBn3OzSTAHJsirqvN5fMcHNChuTBcacH0bBt4WMaeTZULL/CRpjcy+aDhbikuY7y3Cq+rAA7IbDBkNuI86h8niwaBRkBUNNcPVgBgHkCWaMlQsVQpxOQGrrCwLBuYeIC6+lmVLB2GVjNw1+PSGW5Q12bll5Xu4lcAzuKGmmE8m3UK/iK4ns3T63Mw7uAWLzsDU5P6YNTpefHs1RBmZ6LlIKgAAIABJREFU+/1Yth/IINTchMaeS11JI5JGIPsFWndAxLh8/hOcoQWDVstNQ4ec+MB20MgyPxs+jJ8NH9al9sdDVepocvwJEAghaPTtQ/j2AeD1bkKWQ8lJu5xwixF7w+EnSN8izo8sDVW6ncc9j1942+xTjtoXGzKJSONQ1pdOxKs2ABJhujRiLFc2HzM4NZHBqYlt+gEINfRneFLHXnyZkbl8dY21VVK3syl+HOCm4cN47rtfkxP1b+IsNgy6CSRaf9Uj5zIbBpEW/RLVjleRJB3x4fej1/64Km0ECXI8goI8SJAgPca6vcXNYhxg9e4ifrVgLvkhgSy3W+qLeWzbPF4ZdeuZGuIZ4T9/W8gX7wdicOe+uZJfPXEZ5884OxIPvrF1E49/twwAjSTx4rQZTMn8cSTG+dXksUzIyaS43sbGxhK2O0pJCJG5e8B0BlgHnNaxKKqKdNhq3xEPDZxGqF7LwtItxJhMPNT/Eqz6rrlOh+qMhB72wO0TGcPSy25hdXkxiZYwhsW2nbjWNTXyXdkyhLGSbEt/tm3RM2/1DkJNBn4581zyMtoXElYpi7qGECItAXfbWkcIe1ank5/7JQnmPPyqEhDj/oAYUq0ehlwSxjhpKGnxETQ0eRiak0LMUS7iFVV2Vj71Ks7YQEx4WBGMuCCH75oqUFWJ8qIoGh0mhqRm4C53UG6sppXVXZaQGyR8Li06U4vo9ChapuRm8rfLL27lrl9R40Ajy8RE9pyb+ubakmYxDqAiWF9T3GVBvs9RxaXfvoJXDbhJv7j7ez4ZfyuKcmShQ2JPSTIAv5s5moiK3azfeaj5LrmjZK4be3a8Y04FIeyAihABW+kxJetxu1cSE3UNL/xmFi/P+4GGJg+aXrBnex3awx7ituFa/jb2+LH9ccYsUswDOdS0HQCDHMIA6/mtjtFqrIxMXkdd0wK0cijhpvHdKprjQ1O5eciN3dZfd6OVfdw7OhtJfgWtbnCPLxhYzRdhNV/Uo+cIEuRMERTkQYIE6TGcLk+bfXvrKuEoQ2WBs7LNMT9lhBAsmLu+1b6F8zZ0qyD3+fx88d4aSopqGHpOL8ZO7t/ptv9ev6b5b0UI/rNx3RkT5IqqcqCsDmuoiejwE1u3JUliaGoSQ1OTuJTOX3N3UtFk4/bP57FnnwOdRsOvJ43lhpEdWxrvypnCXTlTun0csWYLM7P6tfvZBxu28fhXS1CFhNXawKgxS9i7JY2aXdFIKty1fx4L//IzwsxtreoLDxayqiCL6NBAXfgapwWLDnSyHoBGv7tZjB8hIs7ANYOGtjsWVQgWHNhHr4w4PHsbSI2wcsO9o+nfP56mfXbmramgujzgQbO6voTpw7LYUlWN96gqRpJPYNGY2bktlYFDDqLRqTQ4DRQVpvDYuLxmMa6oKn/41wKW/hCIR5114SDuv2lijwiJrNC2CeLa29dZfrvpy2YxDlDaZOP76kIiBFQcdZwZmdkjcrlqZB4ffLSWRet3Y00I5barxtIv6fRVRugpZE06TjWEULmxrRoHdLqAt1HvtFj+8ctAaUYhBI/Fvcl3qwtRzXoeuugScqPaX3A6giTJzEp9gnz7ctxqAzmhYwnXt71/sqwl2tKx6/uPgc11+1lcsZVIvYWr0s7FojuxN42q1mOruQzFH1hw3+lOY7e4kqtTbyJMF97TQw4S5CdHUJAHCRKkxxjVJw2TRYOr4fBEUqfij3G1iigdGpl+JobWoyiqA0fjR6jCQ5j5UnTalslfsc2GO0RBpCtIjRKaAgnZ2L1l4J5+9BOWLdgGwMK5G/jlE5cxZWZn3U9bi5MzVaPd1uDirn/MZe+hamRJ4v7Z45hzftdcaLsbRVVxuDyEmQysLjmE3e3m3LQ0QvR6rl34FocKAgnVvH6FPy9awci0FPrEnx2u/w6Xmz9+tRRxOKO7zWahID8R72YLRntA4Qinm+827WP62LZeBaF6A0LIVDvCmsPDB/WuZFBkwFU1TGdmkDWDTZVFKHV6JKPCef07Xhx5c90m/vLNd0g+gUELFZUu8p+fz5jcDC6eOoOXSz+GI0ZgIVj71V5i3BI15wq81oB7e+R6DXfOOZdx59zEYyteJ39fPbUloQghc/fez3n2pouZODCb5WsKWLpyN5ISuM65CzYzflRvhvQ7+TCBE9HHGsdjg6fyzI5l+FWFW3POYUxc5okbAl5FYWXhQRRVcG5WOkadFrvX1fZAAe8+eSu3PfUulYqXWGsIrz9wLfLhWO85s0cxZ3bnMqufzex3LGJL3WsIoTIw8jqcusupds9DL6k0qDLxWgUNnkAMeeidbdpLksTj42+C8Sd3Xp1sIDfigu65iLOUTXWF3LPhVdTDqxtravfy8og7T1gX3t34frMYFwL6G4tYXr2cd4oU7s4+Nbf1Ok8JX5c/R723lIyQoZyfcDc6uXtCboIEOVsJCvIgQYL0GKEmAxdclsrnq3cGMgAne9AaYXryEHbaSskJT+DXfad1ur8lhfvYWFbGhb16kRff9VjMnkQVboqrLsXryweg3vkf0uK+QacNjPfbor00/dqLbApMgDSbZDJyui/JnN+nsHzh9lb7lnyxudOC/L6Ro3l0+VIgkMX7rqEjO33u4op6/vjK1xwoq2N4vxQeveUCLGZD5wd/FP9btJG9h6qBgBX12Y9WMHV0X6yWttm8Tyc7Siu45/35VDgaCDHpqTN4QAMJllD+PeNCym0NQOua3wfr6ntEkKtC8PaejayvKqFfRBw/6zeC1WVF7LfXMzE1s90yg3traxDHWBbdFWZ89S3fkwQc2FsF7STVntWrP5/u28WmqjKQYGxcNK9Puwu9JuDBIEkSt8RdxJpPP8HrDSxM/Kl2Of7pMDOlbUzx62s3ICSVkGoJjRf8COqFh69X72bpwYMQDhwemuwDbaMAZOKWB/ZlpEfz64cvYGDvwKLXkxNuY9yy/7Q6x/wN+UwcmM26PUVovKJ5yUkogvlrdvaIIAe4JmsYV2cGPAOOWOHtvjr2OLYRro+kt2VgG+u8V1G46d15bCguBaBvXAz/u/FKrkgfzN92LGk+LkxnZHRsMm8UvMyAG+q5O2oKF2ZM7JHrOJPUewr5vvJxjpjDV1f9lQuS/kWZZKLasw2ruS8pUb9GJ4eedTHWRxBCsHT1HgoOHCSvTzrnDD17krN9U761WYwD7LQf4lBTLWkhx39fCdGyQHTktusklYONhac8ps9KnqTGE8hQv8O+BKMmjInxPzvlfoMEOZsJCvIgQYL0KHflTmSr6yBFjTXISDzQfzpXpnVe5EEgOdwD33zNp/kBkfvfDRt45LzzuHVo15IGrdl+kL+8voR6RxNTx/bj19dPRKvpXAbhE+Fyr2kW4wCKWovT9QWRobcDcEA92CzGhQBliEpiSve5+Gm0MqHhJhy2puZ9EVGdj5W9duAgcmPjDyd1SyArMurEjQ7z2xe/Yk9RFQDLNuwjPMTEIzeff4JW7VPnbGq1ragCZ6P7jAvyRz79hgpHwF270eVF6wd/GJQ3OPmm4ABmKzhKWzKL6zQyg5OP7x7bVZ7dtpJ/bVuJTuNnccl23tq5iaoaFxIST2iX8+6MWZyTmNaqTYTFhKpXkY9KsmaM9uA7pu+EmPafSbNOz9zpc9heU4lZp6OXNaqNEJq7amezGAdwFso8vuUz+oYn0VTq57v8QkrCHKyuKqbK7kHjCYjxZiQJVSNwejwY6iXc0SC0AUmmagSy0nK+kYMzmsU4gEmvw6DT4vH58YUIfBZBvqilqrEBRYhW/h8S4HC2Y3k+SfbV1/LilrV4/H6u7z+YkYktAv/IvSkpquG5Nz7EPe0HtPqAx1DfkDHc1uueVn2tKixqFuMA+ZXVLMov4Obc0Zi1ej4v3k6cKZTf517IEzvvxeEWeH1avuRVqhocXD/wklO+nrOJOs9ejvVNt3mLGBL76JkZUBd49aPlvDFvEwDvfL6TSy5dyINz7j9hu0M1Ng7V2umfEkd4O+Ej3UGEvnUokIxEmO7E71ij+XJcja8iRCDDerE3jFJfKP3COucF0hF+1dssxo9Q4d7bwdFBgvx0CAryIEGC9CixxjA+OvfnFDgriTGEEmMM63RbIQR/X/g9/1uzGadVaeVN/dya1V0S5A0uD795bj4uT0CCfPrtNjISI5l9Qfe4Q0ty28mMLLVYTD2HMx37FQlFldFpVFzeY+XQKZxfkvjFY5fw1998hNfjJy7Ryg33TD6pPnLj4smN63zpLThc3q64utW+vcVVJ9XH0Uwd1Yf5K3c2lzHLzU4kOdYKgCr8VLm2IlCIMw1Blk7fv7JSm6PVttSiO5GRuSt9Ek+v/wG/FmQNPD59InFhPZM87MPC9VhCXajIaGWFEH0hUk0iAgF+iSd/WM6CWTe0alPjbsITq6B1CCRFQjGr9O89jt5XhvP2R6sBGDwwlelTcjs8r0aWGRTbsYeKX1Xb7BPAr+Z/QtWCBox1AlUjqM/Ro9PLoIo2xdGO3FfZD6YKiI2rJy6tFofBjO37GJAlRgxO54bZrbOnG/Vazu2bzuKtBWjc4A+B3a5arv1iLr/PG8s3n21rlncSMKZfRofX0Rnq3S4u//x/2D2BFYWFB/bw8czZxBPGi++voLTCwYQRvfj2rTW4Z+8l8bAYFwLyG1fh8F5LmL7Fk0Fp594dSRA4J3MYczID77wd9q3sOhRJQUngewgxumnMXML1/LQEeZSxLxIygiP3RSLa2H5uhLOVuYs2IJBoSlXxhcHiPXYurTtIr+OEa/132Vpe+OoHIOBp9sadV5CT2P1eNleln8vqmr3scZYiI/GLnOlEdCKxpEabTkTMNzga57KibB3f7A8DTIxLOTUXf62sJ9aYSZV7f/O+JFPf47QIEuSnQVCQBwkSpMfRyVr6hZ98iZKvt+/lzZUbAwLjGNqb9HeGihpHsxg/QmFJbZf6ag+TfjgW03QaXF8CYNTlEWa+rPnzProslrh30ejVAxIIwUb5a64aMLjbhOWYSf3439KHqKmwk5QejV7f8696SZLI7ZXIlr0t1r283l0vSzOsTyr/eeAKFq/fQ1R4CFdNDmTxVYWfpaX3U+EKJMaLMQ5kctLzaE9TjOHEPll8uW1387YayGWG1Wjkyv4DuO/FL5BdEod389GKbZij9YyOTyNc331j9KpeGiU76uEAa7+qweE3Eh3hpKY+sOjl8bctc5UeFoFWK+O3tvx+RsalcfnYAcycmkeTy0tqUuQpuf9eM3YwS7YX4PMHziEnudHqJCqWNRBW1nLeyHwftbl6kCV8oQKdUyAhIR0u1eXzgDdcondGCVMmb2h2jd1p6ctvZ/+NuOi2i3sr9xxgyeZ9gZrzXjCVg6IX7K2rJSEzggunDODrb3YErntkJjMndrzw0BnWl5c0i3EAVUj8ZeNHFJc7EX18kCKzZ3kpWkUiztD2nroVP//b/R1zD24hXGfkl/0m0TcuhvzKwOJWWqSVC/q2LYtoa5A4kJ+I3gtCA42hRoqqfvzlI1dUruWHmi1khCZxWfIFWPXpjIt/gq11ryNQGRBxHdHGH5dAMxq8lKTpaMwIPPsFmHlj9xr+fE56u8eXORy8sPCH5m2ny8NzX6/ixZu7f7ElXGfmtVF3U9RYjVVnJtIQ2um2Gm0KPsby5PdOaj0BS/sPJZ/z9Rwj8WFdL+V5SfKjLC5/gTpvKRmWIYyJubbLfQUJ8mMhKMiDBAly1lJYVQeAhISmSaA0e9cJZvbp2qQsJS6CmIgQqusbm/cN6ZN8iiNtQZJkEqP+g9u7GSHcmAzDkSR98+eDklJoOGBoFhdIEtt9NRTaP6GX9cr2O+0CoWEmQsNOr3v3n+++iH+8s4wDZbUM65vCnbPGnFJ/Q3KSGZLT+rtZsf9LKtSWLPXV7u0calhBRtjpSb70+IzJJIaHsqeyhiGpicTHhuH0epicmUWcxUJpnb3V8TsqKrhjxackmEP55MLrSAjpvIfI8XD4bEhSa7uyV9EQrm9ZbLpjcNvQkDizhX+Nu5g/rFmCw+vhmj55XJodSLoWE9X5yfjxyEtL4J+3XcC7m9ZRJuqITgynv2Ew8+u2tTpO5xJISsAdXTFJ+MwgqwLr3oBrualOoBpV8obs4+j1gaEXlLcrxgHeWbn5GLd0CY1LoDVriDaH8MjPp3Lb1eeiKCpxMaf+XRh1betZ18uViKTDNehCVJTxTqiMoPL7KOLT6tFpVSQJHLZU1tVU8tyu5QCUAr9Y/zFfXn0XawoP4VcFF/TNJszYdiHnje/3oHEHrlRSQeeAlJTOxyYLIah1NRFmMKLXdG9Sya7y7v6FzK/8HIAtjs1sry/gT3n3kxY6gbTQ45cpO5u5+vIEfnOMt9DGmoYOj19SXIhQA4tTRyhzODo8XgjBbttXfFezCLeqY3jUNEZHTer0oppGksm0dC0D/7f7PqLW0+JNZfea+HrX09w46qUu9Qdg1cdzRdqTXW4fJMiPkaAgDxIkyFnLqKwUXvw2UIZL2wQmoWFg30TOz8rihkFdKxNm0Gv514OX86/3v6PO0cS0sf244JzuTbIjSTImQ/tlntbUHGyzz6XqcPqKu3UMZ4Joq4W/3HNxj/U/44W30Ri2cNn41vv9om15vZ7CpNdx//ntZDsD1peV4DD60HtbJsK+iIBVrLzJyTt7N/Pg4HEAbK0oZ2d1FWmRoQyLT8Hh9WDQaAnrpBU9Qh9FqAZsLZWwiDS5yNQNIiZe4pZBQ5me3f5zfVFGDhdl5HTqPF3h46If+GfBfAgFDTI131nZUbwbo6a1QFC0Add1CQkhg9BKKEBdH0FoCURIOqJTVIza1vkdNJKuw3P3SopmzbbWMaiSSeYCOYVZ176EUFSuuHAwt/2sewRe/5hYRqQXsr4oAyFkcuLKkDVaUEA+7HevmmXQCbLKYtj6oY7woR7SopN5cuTVvHlgdav+Gv1eKjx2Ls3rODO9T/WztuQgR0/hZL/EL8/pXFK3ereLmxd8wubKckL1Bp6bPI2Jad2XWLKrzC9d0WpWuq9pDz7Vh07u+Pv+MTB78s38/YO/UXNUXoVYU8eLXzHmEHxWlazsMvpnF+P3a8DZD1X42/WiyrfN48NDb2M7vGK9v+k1vKqP8bFTu/9ijsGqP1LisCUQJFxf3+PnDRLkp0ZQkAcJEuSsZVhGMv+8ahrvr9mKSa/j55NHMzD55GKb2yMzOZpnH7iMRp+Hhzd9ylPzvyQ1JJKnhlzKgIiuu1l3hhiTBVWV0GhaErvlWUuJN1/ao+f9sZNfXkVBZS06bTy19lCiwgOWyRBtPKmWcadlDF98s5WX3/ken1/hqkuGc+OVo1tZoXZWV+GOEag6geyRUEwCb3TLJNx3uI70fzet468rvwdAoKKP9uFVJWQk7ho4ml/lnfh6NJKGDyfezs3fvY5DcWE1SPx96G3kRvbu5qs+eV7Z15INXEFFSnEiHYzAY9Ui+wV6p4qQBbX9ZYQkBdz+m1Ofgz9aZvrgATw663wkSeJQ41gWlT6MInyAxPDoWzs89/1TxvL5pnxs1YGkgHqrlqf6jeHp15YFDtDAOws3kmA1MW5if8I7sLR3lihDMnP6ZzAg8XtUIWHWGTF5r+Fr2xLCDIGFIlu9maHDR/HkL9rWq+5vTcBs8KDTKPgVDSgWMk9Qr/xQYz1SiBecRwlyk59HFnzNxXn9uH3IiONaR5/b8AObK8sBcHo93LdkARtvvAvdGbaUe/0yR0fXKIoGjXR2WO9PlX+cO4s7l3+CS/ETZTTz8NDxHR57fno2ucMaOD99AwZNIOykIbySddXxjIq9vc3xhY4l2JTWlR021f9wWgT5xN63M7XwORYeCiz+TU7ay/nZJ5ezJEiQIEFBHiRIkLOcqbk5TM3tGWve87uXsbQiEA+8v6GG+9Z/xOLz7+vR8jkz0gaw6NAellXsRZJgRHQTv869nsSQU3Pv/qlTYQ8IcJ9fx1sLJ9M/owihV3ntsqcwaLovS31HHCiu4R8vfdNcMuz191fRr1cCI4e0JAUbHJ+IJIE3AuBwRm9toEGYzsBV2XkAPLNmVUvHOoFe52FAXBUGrZ+FFVVEGjXclNO+Ff5oUkKSWDz17Ms2rbaT8wEAWcKTbqQsMyAyLszqxaH8WvY56jmiyMO1Blb+4o5W4jDKkEO/iBtp8lUyIGIq8aaWpF5rdhXx2JuLqHU2YTEbePiaiXz38G2sOXgIt9/PuKx0HvrzpwAIWaDE+0HAs3f8h387XNzy1DVc+cDMU7reS5IeYGjEVFyKg/SQwSytXEGYyxMo9SiBNaKJqVdHttu2xFOExRiIQTfoFIZHxBKuP36oSbwpDFOyD0l14bPp0ZgUTFo3JdtreaHwO77bt4H3Zt/dYfuSY9yfHV4PjT4vVs2ZrWAwIXoiS+s+w6j3o6gSmfqRJ6yHfQQhfCjurxBKDRrj+cjatBM3Oo2MT8pkzRU/55DTRmZYJGadvsNjtbJMUvj+ZjEOYNF62Vq3sl1BHqKLQSfV4hMtU3qrvv3nrbvRGwbwzAXXcHvJn1CEl5z4ywgJ63jB7FjKnQ7m7VyER1GZnjOJnOjjL0YFCfJTJSjIgwQJ8v+Wfc7WcX3lLjtNipcQbddqZ3cGvUbDy+ddQXGDDYNGS7y5e+J2u8K2bQc4eKCS0SP7EBNvPWPj6Axjs9NRZYGsSri9ejbsyUYXqsGo7dlEVn5Vwa16OFhS26Z+94HimlaCPC8unn+eP5X/blqPVpa5e9hIvBo/de4mpqT2IikkHCEEXn+L1VzyyaSF2ogwB8pvpUfV8VHpPK7pNQq9/OP8F31D5nj+vfdr4HBpv4IW693ArAT+fONU1tQsYa/ra7KzdPTdMYqNBQ3kpSTw9NUXtVoQcylO3jpwHzZfBQD7m/ZyY+az6GUT1fYG7v7XJ83fi6PBzcP/XUDCw6GMzkht7iMzPYZVOw7gmtKAGhvwUlASorH+vphXHnqXcVeeQ1xa1zNYS5JEasjA5u0vDqwCDa3i3nfV72ZMTNtFllU1+a229zhPHLpi1hp4euQ1/Fb/MQ3+ejSbjeiSvMRdWEuTx8DasmieX/8e9wy/ut32UzKzWVLUUi96REIy4YbTkxTxeNwzYBIpB+JYXbWHAVEpXJszolPthBB46+9G9SwGoKruOaqNL5ETORKT9uxxdw/XGwmP6pyHlzhs8T7ybEsSWHTtx3kPj7mTwoZfsqtRRUXGqgtnRmL7331PYDCNJ6/X+JNu5/S4WLb7cqYlB5IsLt07EL3mfTIiOl9qM8j/sXfegXEUZx9+Zvf6nXrvkuUi995tMDZgqrFNMS0QwgeE3kNCCCEhlQQChAQCoQQIBgzGYMBgjA3uvVu23GRZvUun0/Xb+f44+WTZkiV3O9zjP+TZ29mZ3du9nd+877xvmP8Vzs63fZgwYUI4/R7cAT+xRmvnO4dpw8j4HFZUt6ZX6RudikXt2HJxohBCkBVxeiMi//h3f6Piw2B0+X8Y5vLbf97MyBGn3925I/Q6leemXcxDc79CExKDXuGTH5/c6Ls3v/4OG/eVo1M1zJoBo0GH19tqtdqi7mWafzBGXeurdFpeH6bldZyWqaypCZDozD6kJgh49NTVR5Ac30iTy8i2klScHgP3fvcpL5wzBZNOz/LKfayo2kduRDzZpjgMqkrv+IST6slxPPwo51z6RmVQ6KhC7zHzt9UrcVg99MiK5x+3TaXUu4NV9v+G9tf3nMNHl79IjD6RPQUVSCnpnpeCEIJdTSto8FXQ7DOwxx6Pgp9B0SsYET+R1xauPmySBOCZjxdyzsR0tuytw4SBtXtL8WV7Q2IcKfH1t9B0eRKiSKOwuPK4BPnBaFKyba8kNUegtHhHBDwKc79p4LZ2Hq8UUwzFztZ0gSnmrlk2xyX24PvJj/PXdXOYb1pFtwElmBUvqgiQG1PDrMK6DgX51b36IRDML9xNRmQU9w8bfUbcS0IIpnXrz7Ru/Tvf+SBkoBjN8w1SShbUZfPE7nPwyW9JNK3mzXE3dboE4Ezk6ox7WWZ/mGRT0Juh1BXLg33a94aJ0Kdya493qfMUE5Aq8aa0s8LVf2vZh4xK2Rp6hidlbmF9ycfkxNx+ejsWJsxpICzIw4Q5i3lnzzKe2bKAgCYZk5zJrT1G0yMyjXjjiYnk/L/OT3qMxav5+b5yF5nWGB7tO/mMGJiebDbX7KP8k5pQFF/hFfzuuZnMff/Xp7lnR+bSQb25dNCpSXn06cYtVERsIGq8ihCSvmoZW/My8biN6PapZPespDxhGxfNzuebq36NTunctVaTGjuaSrGmN+Hy6wCBAS8KAaSEjfsycPuCE0Jf7dvDi5EryEuI5cGVn4aOEWttJjnSTpQ/i7cmPIROOTMH3kNiuzEkthsAU54c2Oaz0sY9bcqaDFDSVMiLT3/Lyu+CS0hGntOTJ5+7DlXocfn1zN3XH68WHLLcvmwF31w4gnlbt4fylyseid4VHNkX7CqjbPB6RKyk9rsULC4vaX2rKaTld7HlGW8eGIe5toFHXpjJ2z0fpFvi8Qs3AXibbexbYCOmZx1IqNsRh6o7PAUdwP29pvKLTW+x31lFsimGx3pffVTtDc/IoWjYbNKN1aQaGwBwmIxU13acS1oIwdV5/bg6r99RtXWmIlqC/Gka/KFwND4ZfCaq3E08n7+QF0eeuOwVp4pxWX1JqH+NuUWfEGuJ4v7e12DWdbykQBE64k05HX5+Kvh88WOs9O9GL/wM9aVz2YX/OOL+UUYHaG09SWJMrpPcyzBhzkzCgjxMmLOU4uY6frtmEX5/cAC/sLCCjQ1vE2kS/HHgzYyMO3lRlM9GpJQUNdVi0RlItAQH5qpQuDvvPO7OO3tT6hwLG2r2wSFp3H2B9gXD6USTEk3KLondE80H27+hKU6PEDDSuofPtw8NCUIyICPDj0EfICu9mK/2bOWyHkfOZ+3TAty96j1WVReTWzMfAAAgAElEQVTg8ptCQYn9QmFyjxHs9SwKifED5NdVsa5x30FbJC6fnnq3BYdawV/WzebRodPQnWWu7RmWtjmKVaGjfB0hMQ6wavFOVi3eyfAJY2hwf9V67QGP5ufORbNocHpwZUkUDSzlYAjGcUNfp6Lfp8OX7UPxBbhs+ioUm5/qkn44/EHXbGmHpD9vR3EHv4hf1TzLfxf98bjPTQjB6IGpLC0rp3xVamh7Qu8amnwOIvRthXKGJYG3Rz1Mk99FhM7c5TXTBxif0J+lUU2kGutJU5uI1blwaXp8sSfG4n824CWO5ypGscYRS0yEE69DwdXyLDV4nae5d8dOr5gMesXcd7q70SXW7PwXb+sa8KlBl/xiSxOJ6/7AiKGPd1inR+J0dpf+DaMaTEHq8EUwOuu6U9LfMGHONM6ut3iYMGFCrKoqCqZDabERSSlwuQ2YDC5e3vVlWJAfhNvv5foFz7GhJjj4vq57HH8Y1b5bXFFFPbuKq8nLTiQ94cxeV32sXJY9jP9OnIf4JmhZkook+8LMTmqdWv6Tv54/rfkebyDAzX2G8KuR551S7wWPzR2y3ETgaSMIAeocVmJsTowGH82BztOuLancxbKqPahCQL0OUWMIProxPvLtNbx81R+5qux9djXUhuoMTkxik700VI4wu9HrNTwBHZ6AjtnlG5j99XrijJL7el3KJWnjO2x/d2UtBeXV7K6opbbJyZiemUwe0PO0eITk2voxLe12ltZ8jk4YGB01jZ9/+x3OR/0IF1i+UNEXChxNbvSKkTHxVzK/eB6aX0HoNBQFNpSVQ4wBzRxMldYYBYpPw9QQFLTObVZqm4x4Yg0s3NWHSf23kFXkoaQwEqlq+OaXh8Q4QNX3u6mpbmRzdQ0Wg57h3dJRj3IiaLe9hA+KnmVjs46EUT7sm+LwNBmISHGQNKAKt+YmgsMt14pQiNIf25IjRSiMMQ0FXQHdD6SbUt1oCTuOXPF/iNkl37LSEfRu0KkayRFN7KuLRSK4MuvY0mOGOTqW1X2DT7auca/1R7DN9z0j6FiQ63Up5KZ+TXn9awQ0yEv6KQZ94qnobpgwZxxhQR4mzFlKt4jDLSCKCA4wnV0QCD8kXts+q0WMBycvZu6u5crcLQxNaLtWcf7qAp547Us0TaLXKTxz1xTGD+x2XG1vbShkXX0BGZZEJiQOOmoL2MkgzmTj3ntm8GL2x2jVGum90nn5+ttOd7dC7Gqo5ckVramzXt+2luHJ6Vyc3boId0t9GS/mf4/L7+PG3GFclN7xuu1jYUBsHuWOVQgFTHofCsGASQeIMAfz79Y2RjB98JBOj2f3uhCFRvxNKsrBebTrDezZXcsjK2fyyjNXcNvit6hsdpEUZadeN5e7et/BxppS3NhRlbYLpqUAgaDWI3hv/1vsd67hpz0eAsDt9eHzB4iwmPhk3Tae+Hh+0CgvQQRg9uqt2Kd7uGb0kS37x4IvEOCXc+bz9Y5dKAE4b1Auv7/4Qsz61vMeGXchI+MuBOCnX/0bR15r5O+mmwNkvxbJyHOC3/d3u8pwV1sAgd4u0TkERsAT1XYywWcLCnJNQFWcDekLfl5YmcQXBTaa61rFsCFLh1xXG8q2pkSZ+PF/PqGwJihqJ/bJ5YUbL0dRujZhUet28Jf8X5FqqUUNdMdnFAybvA290HAEjORYBxFvODnBqgZnPEBR9RtttmVG1iKlByFOXoDKM4ViZ0WbsqpIrs4ZwHnJ/ZiQfObFxfBrbjTpx6B2vKzgbCPGrILjQCn4no01d37vGfS5ZCX+6WR2LUyYs4KwIA8T5ixlcFwa56TmsLisEABF0bBZgkJ8evqY09m1M44KZ03L/1oH16XNxYcJ8pc/WYamBUWPz6/xypzlxyXIl1Rv5qmtb4XK2+1F3N3jzMg3fnnOEC6/t3MheToostcftq2wsS70/zpPMz9e8i5NvuD9vrqmiJmmCIbGZ5ywPtw56ELmzdmN32ZnkT+P63quZF7RALyajh6JjRh1kiZHEs+O/FmX8jfv3dqE2G8CPXBIYH2/VaFwezUllbvpnbmJA6vkq7xgl7tYeOldjJ79LD4h26RCEj6BFBKhgtNvYKt9HU3eRh59cT5rdxQDMLRXOjv8Da2JyARIJSjK567fflIE+dNfLGROwY7g46aDr1YXoBgV/jq5/bzIxfoC8OnRvALNJ1AtGvGXp3DlL17FHqHQrAbQxyhIVWKuOCj3tkvSnC45ME+ibwqgKTr8hgDy4ITWEprr2lqgA1Fm/ClW9OXNCEUw+BeXMLemVdgtzN/DpuJyBmel0hWezf+MulIrS7b1RdNUUlJriBnlQlEkkXo38Ww9ad4I0TYbm4uHEmtYGtrmIxE4+QEqzwQGRvdkSc36UDnNnMiTA6eingGTn4eyvf4/bKl9BYmfnIjLGZb4S5R2ArA1e728vHo1RQ0NjM/K4up+/Tq9fwKaC5/WiFFNOuWeL1f2eor1W37Hfm80IBhmLubi/m+f0j6ECXM2ExbkYcKcpQgheGPCNSwu34vd68Fk9FHsqqR3ZAZjE06stfBs5/LsYXywexGBlmA/MUYX41OCKXV8gQDv52+hqKEBh6etZ4HPHziudj8rXXZIeTk/7X7FGTlQPJMYlJBChN4YEtyKEIxNbc0rvKW+PPTZAVZUF55QQZ5otfH1lffx/Pol5DdWkJ10JR8MtmDRJZBmOXr3/vV7ygDQxbjx+4yhSEYSSdNwP7ZSMFt1cEhMI7/mJ9poxuPW4XHrUOMc6PQaAb+CWmJA9Aha6m06L81lFm5/fxZ7SxsRRpCqYF1BCTK5/dRPcTZLu9uPl+9372t7DmZYvqUQJre/v9XkYv/2aJp0BlBBLZUs219MINZEQAAITFUCv6Vt4AMlIFD8GppBYC32EVHoRzMAVh2qUyNgaX3OhKBNRHYRkFT+JgddqQsl0YoxIw6WtrW0Hs3zv62miIIt3Tgw6VdeFs/efcl071YOwNI6SULROqZkDe3yMY+GsT3/yf7KG9DJLUgRT1rcv34QASoBLkwegyvgYWnNBuKN0fw45+T9xkopWVc3h2/Kv0WnWLgu68ekW7v2vm3w7GZz7UuhcmHTXJIsI8iKuOiwfR/88ku+3RvMAPLlzp14AgF+NGhQh8deXfEadtezKELiCkQzLv1TooxdS7F2IrCZevOXgU+TX/0SRkVHr8R3UdRwcNkwYbpKWJCHCXMWoyoK56V1P93dOOMZlTSWl89p4L1dKzDpVB4YcCUxxuCaw58t/Jo5BcFcwKYIsDa2DmJ/NHnYcbVrOiSFmlHR88MYIh8f8WYr7118DS9uXIHb7+eWvkMYmJAS+jzHFouCQGu1+5J7ElIbvbFrBW/vXw0I1m4sZkV1Fm+MPzZBlRYfyab9ZRhzHBgWQ2N3XdCzM9YPVo0h1/ZkWMZgFru6U9i8G4BIXRTJxt7ctuINFFXD59VTVxWJEBJVasSnNqFXfaRYmjA6Jdtn9kTzN6ICih98NgmKoGdkDJsaWlNrCQ1SoiN44JLD82KfCNIiIyh3h/xXUT2QmdFxmj/TzgwcqhLM3e2XWKxe1IluVNz46wx49trwGgSKt209KSQy0UPkdo24FRqGRh/gRQIKVsT4KFxCcmmvXgwblcRT730DQiD8kkCCDy1W4I21AJLPHJuIj4ikpikYBGxgZgqDszu3jn9dvIOllYV4HAY45Ol2NLdGxXb6DTy3bX6nglxKyatb1zBz1xpsOgO/Gj6ZkSmdTwCpagLZKV8jZRNCWBFnQdqrE4UQgqnpE5maPvGkt7XDvpintnxLuSsKgEWVr/HBuKeI0Ed1WtfprzhsW5O37LBtHr8/JMYPMG/nzg4FucfvxO76KwdWV5jVBpaU3M5luZ912qcTicHQjUFpz53SNsOE+V8hLMjDhAnzg+CCjEu5IOPSNts8fn9IjAO4E6BvZhJT03vRr1sKg3qkHVebN2VPZnPDXhx+FwqCn3afctrWkDd6K9luX4JRtdA3aiIGxXRa+tFVBiSk8O8Lprf7WaYtlt8PvYw/bf4GV8DHjbnDuSitbTq0Zo+Xwpo6MmOjiTQf27n+Z+daDhZZi8v24dcCR51qrNbjYFXEDjAEECoY6ySN6S0W/pY5hcvGD0QVOu7v8QvW1a/EE/AwMHo4Ny37D/ubazFHCbQGQcCnQ3HB2G4pvH3JL1hQMZu1dcvZujQOzX+QRZigKNcM8OBl4/HroaCihryUBBJsFjLjozHodEgp+ax0DfPLNxJnjOCO7heSZjm+tc5/u+ZSrvjHO9RpbhQvJOjM/HXqpR3uX7k1EpkXFPAGTUOfErT6Swm6WC/+ei+BeiNSAJpEKoAOPDlelIDAEW0m0dm6Bl0A1v1uPrrlAaIiWkXx0Lx0/jxvHtt9FZRGejj4u3XqXcy/7y7mb9mFxaDnogE9O12K8MGejTy+5stgQQOD3oj0KS19kKQkBwP01bgsbK1JIdbUeSaDLwoLeDX/M5pVA/jgiVXP88iwFM5PewBVtO/pAOAPNJFfeQtaoAChZpOX+AZG3Q8n0vqpYmHl+hYxHnxwK90WvihdzrXZ7S/HOJg4U390Igq/bAQgIAXv7HHy50MeN4OqEm+xUONsjRCfEnHIOpeDqHHv4tBQBzpR0rUTChMmzBlBWJCHCRPmB4tOUbDpDTh8raa3tPRobjxOy/gBekSk8/aox9lpLybNEk+q+cRbcbtCvbect/bej1sLip7NDQv4UfZf2l27eLZwZfYgpmcNDFpDD3HN3VBcyv1L/40S2wReHXfmTmNGn5FH3UZ7Lr9dcQPeWFXAb9bMxOHzcVFWBslRg6nW7ICNgE/FF6URsV7QNFiCgCR/JBNTg8GnDIqR0XHnAlDvbWZ/c1DUKaokIs6Jr0mHy2dmTG7Qhf/85Om8+lYJNV/UQUpbjwyr1cgdV41hRJ/gvmN6ZHEoCyo286f82aFyfmMJ7489vvzmSZERrPzFXZRVN2LQq8RHHzl4Va+kBPY0OvBHgdC3uqUfuNQHtsXku5FGPY4cBc0A0R4TL0+fzi++XIimNoKv9ZgS+MPr8/nzA1eEtqUnxPD3m67nzvffo2qPBxSJO9mLsCnoFEFChJUbxnTsFnwon+zb0lpQQMv0cZGlNwGfYMawAcysbmT2rgAOnxEBXJfbeeaLmTu/o1nf+j0Wa9F8tHMrsab3GB5/c4f1tlVci0nbECwEatleMZ1B6Uu6fC6dIaWk1LUfiSTdnPWDcYc/FJOSANRw8GSO0k7k/PaocDZS1CxYXjuYKlcEiaYmttVXc3efejJtrR4kQgievfhi7vv8cxo9HnrFx/PouI69WRLNPSmQbbqEomQf3YmFCRPmtBIW5GHChDkq3lmwiBfnfo9o9HJdXm8eeOzGs3ZwpioKvzl3Eo99+zV+qZFstfHAyBMbEC9Kb2V4XN4JPebRsrVxYUiMA5S5dlDmKiDdcnbHGhBCtLsE4DerZqFPDlqhMHh5teRjpuUNxXCU+brv6jOGP21cRHCkK7k0q1ena1MbPU5uXPBBS75rE7u2NHB1j28A8Kb4EZsiCQxwoVUrmDYojBvRiz9dfslhkwoAkXozqeZoylwNoW0BTUWicE5c8LtbuGw7jR9Uog8INKMbb4wRBNw8fRR3XNs6iPdqfv645ivKHA3cOeBcBiUE19uvqt3Zps1SVy2lrjqyrMdvXU1N6NyNF+BX/3cRK+95haYeEDCryESBMAQtkDIAgQY9kTtdRO5youkFT99zPReMbb1337jqCqavfZGYJb6WbwrcSWa+2bOXPx/S1k/ffZflmyoRvqDXhKnBgKuvA2E4es+VGKO5TTk6wszzV0wJ/R4Oz/k5/9kzk4LGGs5J6scVGZ1bUb2+psO2ldmjKW/eDkeYzxOBHW0EmV7b16VzACitbuD//vohNbUOIqPMvPTAdHpntKaw0qTGa3tfZFPjWgDidG6GRbgZkvAgGbZJXW7nUPIbi5hdsgSdUJmROYEcW0rnlU4DUkrqffWYFBPXZE3ng/1/ptYT9HaIM5i4ILVrwTH/u/cRFlb2pdgRC0ClO4putmoM7Ux+jcvKYsUdd1DvcpFos7X7+3AAvWomPeq3lDU+iRAB/DKJCZmvH8OZhgkT5nQRFuRhwoTpMl8WbOOpDesRqVGQCv90l5P01ldcf0vnA80zlel5fRifkUVJk528uPg2qZn+V9C3k/pId4akQ5JSkt9QTq2nmaHxWVh1xx8Z2qna227Q+6nz2Ek2xx7VcW7LG0P/2FTmFeczLCGDyzP7d1pn7rqFOPxtz6HaUUqyqQdFiU5cFoniNKCla4zOyeDlie275QOoQuGF4Tdw/6qZlDjr8bn0eOxGYk1mcqKC5/LSFwsQwchnmKpcGGtceIcHuH3GWAJSCx3nvNl/wWVpBmD18gJ+338Gl3TrR+YhwtusGog3ntpgTAmxNrJtEZRttuOOVmlSozAkuECAr8ZE1Ho3MduDbuyqT7J8RUFIkEspueWD93DE6RB9jOibJe5YPX6rwG+QODwebMbWe31FSXFIjAMIp4q5UsWa28ydL/yXh6+aTPe0rnmyPDJgAptry6lwNWFSdfxu2MVtJidNqpk7ev4kVC531bG8ZjtxhgjGJ/Zrd3Lnlt5jeWjDAjig0TToHldFtHL+EfuiiVigNWe9j65/h3c+/zHVNcEJu8YGF3f+7WO+e+6u0OeralaHxDhIav0mit21eCqeIC67HxZdUjtHPTLFzmoe3PBPvFpQ2C6v2cZ/Rj1GjKFj1+zTgSfg4YVdL7HNno+CwvWZ1/LBuJ/xRekGNCm5JG0QMYbWCP6a9CHQtTtJbRANVLnaeknUeGwkW9r/row6HclHcFU/mJ6xM+geM42A1oxOiT5rJ8nDhPmhEg71GyZMmC7z5yXfI7TWnw1p0vPh5o0nvd1aTy1r69ZS5jo8AM7BeAJ+FpXuZml5IX5NO+K+B5NgtTI4OeV/UowDDIyZTLyxNTBUv6hJJJmOL7/6ieKPm77mygWvcfvy97ji25epdNk7r9QJg2Nz25RN0ky8sWvW2kMZlZjNb4Ze0q4Y93r9zP1qHa98/B2FdcG0bHtWN6KKtvdejCqZkTMEk8mDYvWjxflQI/zc2LNz9+iekcl8cf4D/DjlQuL9SQxKTOWNS6aH7tXIKCtafGtwO6FBoK/GU1ufYvTc3zLq099wz5J3cVmaQ1HGhV7y13VfAzAjcyznJw9AIIjRW/ntgOuw6k79ZM3P7r4Im8mAziuRPhVPmQ1PiRXNo0PvODh8H/Qf0Bps7cOdW9ipNNOcpadqrIIjTY87XsFvVUAR3Pj8+1S4qllRu4EyVxU4DxIqLRdEuBSkW7Bmdyn3v/AJ/i5GV8+NjGfhZXfy+eRbWX7FvVyQ3nHO6z2Ocm5Z9Rwv7pzNq3te5Kktj7Ddvuaw/S7pPoZLDFYMToneCYN0ZaTWxjE2vWN3dYDshFdxyeA97pZW0uP/2aVzAKiqbWuVb2pyI1uuTX59JU+u+/ygT4PXzy9VJH7s3n1dbudgVtfuCIlxgCa/i00Ne49Q4/TwbdUittnzAdDQ+O/+mUi83JgzjgsTBjF36y7e37yZZq+T1ZVP8vHeMXy2bxIljoWHHasu0JsYg7PNtiT9iRuGK8KAXo0Ji/EwYc5CwhbyMGHCdBm9+fCBasJJ8sZu9FVR4txGndfHO0Uf4ZM+BIKf5PyEcfGHr6dzeD1M/uANKmqbkapkWG4K7110PTolPO9oViP4cc4LFDu3YVQspJp7nRGDtr9+sohZ8/Mxy0h8EZKSvg7e2bOKR/pdcFzH/cP4a/nVasmW5gJi9ZH8evCNx7Umuj08bh+33fAPqnbXIvXwztzveOixaVj0sYysWM629DhcAQNjzIVc1f0uUqOzeGXOGpQKHaiShAEK56a0Cjh3wEely06aJfqwvipC8PCIcTw8Ylxo3yafmwi9iZ9PncyPba9g3eBHOAT+YRqJwxrYOw/U1ak0ZZlYYtyHOlK2vPGD37vPFRRDRlXP0wOu59f9AqhCOW33xbCBWcx+406qa5u47vl3qYkJgBDoPV60BD8imFadppEq553bH79f4/7/zuX78r2oZjCX6dC5CJoZDkS4kpLdNXVcc9szeIyR6FMlFrsej0cSMIng8R0aJuFBlxegTg+VdU1U1DeRnhDdpX4bVR29Yzq3EH9asgJnwEPvyCrijc1o1PHuvj8yI/MhBkS3/T177oqH2bCxkGVLC0jUx3DF1CGo4sjDtWjTYAZlbieguVAV8xH3PZTEhEiqKmuYetEy+vbcR0NTFE7fZVgNPfn71qXsbzCSHqPDrA/eM3rhJ07nQKdYiTF2vi6+PZJMh1/fRGPXrvmppN5b36YskTR6G3G7dVzx7rvUuYJ5CjfXvM3grEUAeLVGVlX9kkTzVxjU1onAh/v8FpN2F99VaZS5oskwOfjX+J+fupMJEybMGUtYkIcJE6bL3D0qk0fn7IaWaM4mk4c7pg484e1srd3IPV99RHlDJIP67cFiCUZrkkg+KvmoXUH+9JJFVFa4ECgIH6zbUcGSAXs5Lz2cFg5ArxjpZuvaWsdTwbZ9Fbz39UYOrAI3NAm0XWaaB3g6qdk5qqLyh1E3HvdxjsSyb/Op2l2LPx7qbgUtKsBvd3+EM9aI35hJ9mceYn1OJky7ibGZQ3nn+/X4K1peuQFB/WaBa5ofs83A7UvfZdMnO4lYKRE+BV26mb63xJGdF8/1WecTe5Ab79PfvcPKWZvBA7HnRPPmjb9gVsQDPNHtX1ToK0iz2bHUaazJ70n9GAsiAIrXgNhgxJrWDGl+pFcwgbZC6kRPWBwLFrOBpNgIIr6txaoDqYA3AipuMVI/KYCUEFMVwY2/eJtSnQvpDA5iIoQuKMKlpI0pHRB+cNiCFnVfNej9fqxVAQJGQILqhZ5TS7GlOdkT8OJZ0YvEToLQHQuqUFHQiDc2t9m+of67wwQ5wOBBOQwelHP07RylGAd45YGr+M/39zJ6SDDjRKTNxdaqOxmR9g1uvw+fprKyKIf0qAbSrA1MTYMowyD6x96FUT02ET0mvi+XpY7i87KVKAiuz5pEn6jDgw6ebobGDOGbym+RLTdWiimZDEs6r61ZHxLjAB6tbVRzTXpx+ivbCPI4YxRPDv0vTwKapqGEJ4vDhAnTQliQhwkTpstckj2Jwgs/ZfEuGya9l/N6NNMv/u4T3s4Ti75mf01wjaw/0FYo+LX2UwftrKppUxYBhUqHo919w5x+SqobD9smfIJJiWdHoDm/L+gt4rgAtJYxt1DAbPNg9+qouNDGexfdR0pKULCU1LY9X39AY01JMSub97J+/i7ivzng5h5A7ndQKvZRWedjbf1iXhnyR0w6E+vKdrDiqe1o9cE10NXrXPw25t/89vLbeS7uNv5a8DjOgIfmajP1/Y0IHxjqaZn00OHbGkFOzH48S6O47aHxp+IyHTX1tQ7QJGpL4oOiK60EynX4WrzoK4wasrwJmaDSGtIv+FfxgeqSBMwg1aAF3FDpREZaQsf3GASOS124zDqUJkE/XxW2NAegkJzawD13X45Bf+KHRldljGVh5Qb8mkCntM4a2HTHtpTiYAKaxn57A4lWG1b90cdgSI2L5LKxeupa9SVufzF+zc6Peg5jSXkhHr+ePbUJjI27iKk5k4+7z4pQeDjvam7PvRRFKFh1Z2YaxrzIXjza6yGW1izDprNxacrF6BQdRl3b99LOqhRG5ewKlc1qEhH6jicYOhPjAakxa/9itjQUkmtL4YbsSRjV/70lVcWN71HpnE+ksS/dY+5HEccfQyRMmLORsCAPEyZMlzGqNu7s/TfOS1uARJIXeT4mNYKApvGndxeyblcJPTMS+NVNF2A1HfuLtayxdbBSUhZP757FoRRIFyVf1G6dMelZbCmpQuo0tCg/KFDsbEBKeUa4Z59Miusa2FlZS++UBFKjT21ArmNlcPc0DHoVb4uwlUBqSiRj0lqtgmVl9axYvpvYWCvnnJuHqp45FqXRE3tj/cfX1Jnbrgk9cKu5NF9IjAPYI9qu042JMHPP2jloOi8phYfEO/CCIrWg0Rc7M4s/5pacG/hq5WK0+oOEgCYoWFkEl0OcMYFH8/7AhvoVaJE6Fs7dht4OB8eh10yCBEMzkddV4TIcvyfCkfi2fAtflG0gwxLHj7qdQ7zxyMGppJT8+bPv+fTbLXhGxmCq9mKsdGMtMqD4BZpO4sgKim1vxCGWcEloPbgaAL0DnCkSKTX0ATdgCV0F/8hmfDYFHX6kBTY7EujuKcJnNODy67EbOs8VfiykWeJ5e/SjfFk2h/zGT2l2Cwr3dGN7pQV12BamjjtywMCAprGrvoZYs4VES6sFf2dpJVfNfpdGawDFD78ZMIGbRo1oU1dKycbqcurddkYkZ2EzHG5FjzAOos61OFQ263LQKVFMTIvm4wtvZmlFIdkRMVyc2fs4r8Qh7eotne90mukb1Ye+UW0nCq/s25cPt2xlV20wLWF2xCSGJUygqOkLjGoM/WLvQlWOPRbDW3vn886+BQAsq9lGhbuex/ted+wncQayo/b3FNvfBaDevYp612pGps06zb0KE+b0EBbkYcKEOSrMuigGx17ZZtsDL85h2fYiAPZV1bN+7V6evGYi487ve0xtDEtN56ud5QBU10aTWWHh1hGDSDen0y+qX7t17h01ip01NSyw7whFKP5n/gpcws4Tgy5D6SRd1dnK/G27ePiDLwloGgZV5e83TGF8z+zT3a1OSYyx8e+HruZ3H3xLpd1Bzx5JPH3VBaH0Prt3l3H/fe/idgUF+7mLC3jyqWmns8ttiIg08+as+3nis49YTKtlzOfRAQLFrXDRM28gpWTykB585lyP6K1HVOiReona3YzfoyFcKr6EA8m6ggizhhrdGq+hwRcMGDe6R2+W0LKYmmDi4bSUVgtrrCGBSUlTIBo/MnIAACAASURBVAks7k34OdwN3RLnRG/y89H6Jfzykhkn8pKEeH77l/x339JQ+duKrXx0zoOY1I4n6Z7/bjkfzNuAkIAQuBONeOJUFH+L9dsvsJRBU65E5wbVK/HaghMOAtCEJGCEgE/iyBRInQBUHINjsW1uBFsEAg2vpfV3QAhQzAHKquOISHSzdW8mTeknb6IiSm/luqwbqHVezKTn38YpJWDnsYXfQEBj6rntL/+pcTZzyUdvUeVwAZLJvTN5ZcI1CCG4/4OPaWy5VzQd/GbTd8wYPhCj2ioGf7VsPinOPzMpbyd7S1Riox4jPe6uNm1kRt2OX7NT61yASZdBj7inQhOZA+NTGRifSphWokwm5txwPSuKi7EaDAxLS0MRgpzIKzqv3AWWVG9pU15avfWEHPdMorTp4zZlu3crvoAdvXp2TCqHCXMiCQvyMGHCHBcev5/VBcVtttVIH797aCaP/O5Kzp8y+KiP+cykKzEon7OurJSe8TH8ZdJ0Yi1HtqSY9HoenjCWBV/saLP9431riLS6eKDnyREfp5qA1Hj+06/4ZMd2LH4dOFQCuqCF1RsI8OKCZWeFIAfol5PC+z8/fK23J9DIyzOfw+2KC237/vsdVFY0kpQcFKABqVHvcRJjtHSaG/xYabS7+Orbrfj8ASZP7EtCXFsrb2S0hRdvuollVbu476uPcWgBvG4dildBX6VQ7Au6qb++YB3k6ZCJPmRiSzwEJQI8gEtHba4JfY0L62aJVAVRN9k5OCtd/6jgxNbE/uP59PolFLzvBE1gG+LnD7fd127f59zxf1z+4mtITCErubRo1NijSDXVoQ+cmABampRsq67CqKr0iI3Do/mYuW9Zm30q3Y1srCtiVEKPDo/z6cb8oBg/cFxVIrL8iEAASoIXQ/FBxG4NQ7MgYJDY+tkYnpKBCMC8dTvwm6G5vxelpq37sy/JisHlJ+4CBYcmkQcn7JaQX55O034TqbYYxmdkH/c16YxVu6paxHhLF1TBf5dv7FCQP73i2xYxDiD4evt+FvUqYGJqHjVeV5t9/XpYuG8iw1J+S4JlEkX2euq3vc7owfVUayZQoLHhOWJto7EYW3+bFWGge+zjdI99/ISf75lKhXMDm+veQhKgb8x1pFvHHlV9k17Ped1OTraKZFMs+5orW8tHmbLxbEAcNmEoUM6QdJxhwpxqwoI8TJgwx8xn27fzy28WgCWA3tE6yFXdQYvNwi83HZMgtxkMPD+54/zMHZFhiyZSb8Tua7VymQx+vipfwR25UzGrZ/fL3un3cO2sl9iqeSALwINaJzDs0aFZdUgVatzOs95Nf1fD+/hFPXBAkAetwaouKLx322u4fen7FDc3kGqJ5JWxM+gdffS5kI+E0+Xl7p/9l+LSYJTlj+eu5/UXbiY2xnrYvmMTe/DrvlO4b+3nCJ8ADXS+tpMEER4rTQQFuk4o3NV3DE+u/ga3IYCoMFHZ0wR9JEINYGswkVtdS6/MSEbGDWdi4oTQcV547HFq76il2eUiMyW9w/53j0ngo7tu5YEvP6doXwMRayqJWrifcouOmquyeP13Izqs2xV21tSwqriY9/I3s6MuGL9hel4fnpowAe3QyGrQJldze8TF2GhQHQhN4knQ0DkUqDGg5boxlEqQgqvHDmTCqO7E68zkpsaha1nHu7GojC82bydgUsCrBt3XD7r/Vb+KFCr7t0ri+pioIfj7ICXo6hXsHjOKT5JpjEQ5vOsnnMSoFpfzUB46QVy/7/nn1lkMi7+NEcltrayljoNTAQafhV2NVUxMzWO0NZVPaZ0QTahzYFRryK9+hHEZy/H4AyTUeYhMbGq9LCpsKnmF0bn/OqnneSbj8JWzoOxBAjIYrKDStZHLMt8i1nhmBAG9t+cVlG2qZb+zinhjFD/rfU2X635RtJ3Xt69Gr6jcP2AcY5KzT15Hj4PcmHvZWffHUDnNdtVxufmHCXM2ExbkYcKEOSaaPB4e+3o+3kAAkQCKT6J6BIonQOTuYDC1mNgTH634SFj1Bm6KHMirFcsJGAWRVjdRVhdCEyicvQL1AJ+XrmVXvQtiWsSehECsROzT8JsBASUeB0/MW8DvLzm+1GGnE4/WQL9Ju9mzJh2X3QQILp3ag/j4oIX6qfXzKG5uAKDMaedX677ko0m3nNA+rNtYxC5nPU2DAAnevc18v3wn0y5tf4Lp8iG9eW3XGjY7KxF+kEIiZOs999joC9ihFNPs93Bl1hAGx2YyKjGbxWWFPLNgKY4mL4oX1AYVl0UhXhvHrVkTyIk83DIWFx1HXBcM3H0Tkrg2bxAvzZ1F7JeFQHCyTHuziJ8Oe5PPfnJ/h9HV/X6NeRt28N6+Daz3F5NqjeKZUZdh0kvuW/M2TX4nmkfB7ogAqQMBs3fkc23f/lyWNoTPS9eHjjUxqR89I1OO2NcnLpjArZUf47J7MFcqLVZ9gdxsZvCANCbl9WDGeYNQ2wmGNTAzhahkE1V+L0qjHqkLoDoVpALGRjA0gDsBVLfCpZlDWFhYwL7GRqRHJaApCF2AxPU+dqr7eSV1FY9cck7nF/c4GJqVxrjEdJZWBSNzZyVW0T+3EFXVWN/wN7IjBpBobY2lMCNvAGtLK1pKAp0xwPlpwSj5z/70agyvzmZZfQEx+nr+76Jg/uuAdOLV6ugRk8r+8iRgW5s+VNSf/qj6p5Mq15aQGAeQaFS6Nh6TIPcE/Dy3/hP22dfRI9rKjF53k2E7Pot2miWet0Y9QqOvmUi9tcteQBtryrh3yZzQlNhPFs3i2ym3k2Y9/uCBJ5qsqJuINg2hunkRMeYRxJlHnu4uhQlz2ggL8jBhwhwTNc1OvIGWgFx6cGRCbxEFM4vwewOkZsZx0z2TTlr7L2z9jHc2bcPnU5nSvR9Pj7sEgLoaN9kznXC/C1rmA7rvz8V4hPWrZwtNfhfoDjLhtSw9TsuOZ6+91Yr24aatPHDOGBJsR7ZKnqlk2S5iT8InXP3bbygvSCApPpWbJ/ws9Hmps23E8jLn4RHbj5dyv4PKEYRyWrsSJLua6zrcXwjBnGt+xNzCHZQ3NxEz1MSHS7bg9Hq5bvQgpg3sB7SNf5Bhi+ajTdtp1Lxgg4CE6GwDNYqDr+wFLPpyDzPPv57B8WnHfB6D01IwlLcNPKf4NIrXNPHm0KXcNvjcw+rU251Mf/xNnHYPEjAk6igaVM9Pl8zCYG3EL30IAapJIyLJQUNx6+xAo8fDr/pPZ1R8D7Y2lDAqPpexiXld6ufiB27n6lffpqq6NQCekIKBuWlcP2kIDR4nd8ydxZaaSpRmA7eOGMaD48chhOBv10zhhvc+AgEioCJVSVSFIOCXuBNAMwYDw0VbffzzgilMee8dfFIBVUNtFrisOsy1fpbM3MjDF48/qR4mQgjeuO1qthaV886mV8npuTxk0BdCsq16cxtBfnWvATj8bt7KX4NRr/D4yInkRgY9QvR6HX+9+xoqHJ+RX/NoqI5Nn4dJTUEIgT9qODu376Rn7+AEgLPZyIDMO0/a+R0LPl+Af7yxiOVr9pKaHMXDd11IRmrMSWsvynB4BPRoQ/ZRHyegaVz5+b/YWtcMxLK6ohmd9hPuHPIRRvX4htiKUIgxHDkY4qGsqSpu45/iCfjZVFN+RgpygChjP6KM7ceFCRPmh0RYkIcJE+aYyIyOomd8HDtrglFmEfDAFecy+vY0aqvtpGbEodOfHCvM3JKlvLx8Gx5PUGS/u2E7qdZY7hw8iuzsRBZZrUQ8rUBOAL9L5cEXZ7CtoZjX9yzCo/m4JnM05yadHem1DuaC5IG8mb6Y8moV2TK/EN1oZmhOJns3/e8E/Yk3D2Ri+mvsb/qa4Rmx9Ii+BuUgS+6Fab14Y+eqUPmCtF7tHaZLNHhcPL1hHpvriukTG8Xvh16NTW9lq6wNiXEAqRdsNx9Z+KuKwtTc1vvq2qHtrwk+gD8QYENlOSHnDSGpUVpT9XkCft7csYbB445dkA9JT+Wqq8Yzf8WHoW0Bsw5fgpXFO4q4rR2D/zPvLcJpD7p1C8BcpeCuVbEnNxOp+Q6+LKiGAAfcqGOMJkanZaAIhcmpA5mceuTzPxSb0cBNw4fx1y2L2mw/t1c3mv1eJs55AZfBC0ng97r5x8rV5CbEMiWvD4PTUsmJiaGwPrjEQNWrvPqzq3lm3vds3leBMEJUr1oW2uewxrmAKHc8jc0AQWt8c6pC/WCBvdBFZWUjycknZo39keiXlUJeVX+8YmFom8+vkJ1weMT1W/qO4Ja+HS8zSLZNQZM+qp1fYVSTyYm+F9FiVX35lzdz7S9dZK3ZgtnmIafPVCb3PXJUd7vHw96GOnKiY4gynvyUZO/MWsHsLzYAUFHVyOO//4S3X7rlpE2MxJl6MSLhQTbUvoqUGv1ibiTFMuyoj7O5tqJFjAefgXqvlUaXpKChgAFxxxbU9HjoFZ3QpiyAHlHxp7wfYcKEOTpOiCAXQvwZGAb0BOIBF1AEzAFeklLWtlNHADcBtwADADNQAawBnpBS7uxi2zbgMeAqIAdwA+uAZ6WUX7az/z5aVl8egSellE93pf0wYX6oqIrC21ddxUsrVlLtbObyvDzO754LgDXi5A7gvty/PiTGDzB3dz53Dh7FjSMHsWZaCSvX7cboFzx04ySikkzcuuSfNPuDImNt7R7eGHUnfaMzTmo/TzSZ1gTePecePixcyZb9DQyLzeH2oaMosdv5umAXdnfw/K4bPOCMsY57Az5WVu8m1RpN94gjuy0fTLypP/Gm9kXDI/0nEmu0sLG2lH4xKdyWN+aY+3fP8o9YURlcg7vX3sx+57PMmvA4feISD9u3V9yJHdgKIThsJUVwXB/iRASse+SBq1izYTeVC3agmfXUX5iFNCpcknu4ZUpKSVF1W08AAaguSLXG0CDdHBx9LeBSUZsFQpUkdvegql0TUE0uD5omibK2/a24btQgdu6v4svF21EUwU8uG8HAnFRmblsdFOMH+mSQCJuPj3dsZUpeHxo8bm4aO4gtpRXEGSxM69eHHgnxzLzjOhxeJ7es/RkaweCHTX4HARHfJiVc0NtE4shRWFtbzmWnQJADXD9oCk8t2IUpajmappJrvo6c2PYDhQU0jTX79mPUqwxKTz9MrKZGXElqxJWH1bOaDMx99j78AQ1dF1IHri0v5ZZ5s2nyerDqDbx20VTGpGUC4A54+Kh4AeXuKgbH9GZS4sgTIpq3FZS3KRcV19Ls9GKznrw1xb2jryYv6iqAYz4HXTvPpyIkyebTY5E+J7Ubjww6l9fyV6FXVB4ddC49ok+uIJfOWUjHS4CGsN2JsFx/UtsLE+Z/kRNlIX8QWA98A1QBVmAU8BRwuxBilJQyFHVECGECZgGXAQXAe0ATkAqMJyjsOxXkQohoYAlBP8BtwL9a2p4CfCGEuF9K+eIh1Z4H2nvTCuAXgB6Y15WTDhPmh06C1cpvzj95bukdkRuViKIUo2mtg6HcmGAAMLNBz6s3TaNmejMWgwGLQc/iqu0hMQ5BzbO2bu9ZJ8gBsm2J/Kz/FDhIq/aIj2PebTexdG8RiRE2xmZnnr4OHsSexmou/eh13HoQATg3Lpm3pvz4uI+rV1TuyDu6iMjtIaVkZWXbDAGFjT52O3Yxo09/5uzazsqyYpBBMf7wyONv82BURWF8RhZLiotatghGxmWxqi5YjtAbub3PqONuRwjB268/wsQX/k2tyw1IBiUmcu3ww83jf1iymHVaNdGA2exm5PB8DEYfm2sz+Ns5N7C0uoi/F8xDQ0O6FTwlZowRXnQpbio0jdU1ezkn6cgeC3//ZCn/mb8WTUquHN+fx6+f1EYQ/fqaC/n1NReGylXuGj5evx5sh8Rrk4KMuEgKG+qZMvttmrzBCPYTs5PpkdC6DlwKLSTGD2DLqseZn4AwBsAQwKdr9cDYUVvFZZzYfNsdYdTr+OPFj1HrcGLS67Aa219a4/R4ufylf1NRFfwd69XDxkc/uRWlnTX1HdEVMQ7w9IpFNHmD7TT7vPz8u9l8f/39CCF4tuBtVtZuBmBx9Xo8AS+Xpp6DlFrIIn8s5PVIZs2GfaFyWmoUmr4GKVOO67idcbyTCf3ikjg/PZkFJcE1/inmRoYl55Bo6Tjg4snm7n5juLvfsU9SHg3Sl4+0/7K1bH8KdH0QhkGnpP0wYf5XOFGCPFJK6T50oxDi98DjBIXuwUkvnyUoxv9I0BquHVJP38V2nyIoxmcDM6SU/pb6CcBq4K9CiHlSylCSWCnl8+0dSAgxmaAY3yClXNvF9sOECXMauDdvOkuL/8bWvZJAQCUlxsCfz7m4zT7xB1mIMy1xB5Zbt26z/m+58SXabEwfcHJcJDUZIL9hLvWevaRZh5BjO7dLA9nbP/8Qd8uvuVTh+5oKdlSXkZdwZuQ0FkKQbDFR7mx9fVkMPoyqESEE70+dQa3LiV/TSLJ2LUChNxBAryhdHuj/+9KpvL5xHdtrqzkvM4dpvfqwoaaU0mY7I5MySTSfmMCIJr2e5Y/cSWWjA7NeR6TlcC8Wu8fNGxvWISMBY4DbfjKXlKSgtXycbwsBbQQ35V7DNdkj8GsB5uxdz5+Ur3C7DHi9Oow6H2b1yK/vTXvKePPrNaHyx0u2MK5fDucOzG13/38tm8d7C9ZgbzZAPxUR0ZJz26Ui7Aq3DRrBjE/fDYlxiWThvgqWl21iTIvLfITexsTE0SysWgGAKlR8URqWwbWohuCvgtkvqK+MQPMrXN37yO7cJ4M425HTOv5z2fchMQ6Sgl0OZuWvYUa/Ex8Iq8HtIsLqRAhocpjZ7/Axf88LTOx2T0iMA+iFnzfzZ5LgeJaAYQ8b69Ood4xiWs+7qXRuYXXJB2TFehmZ+QjZEUdeJ3zTNaNpaHCybM0eYuMDDJw2m0+K3sKqS+LSjNcx687MtF9CCP416UYWl26m0rGRc9JGkxIx7nR369Th23H4Nv92CAvyMGGOihMiyNsT4y18SFCQh5KPCiFygZ8SdE3/pZTysCQjUkpfF5s+kBfpyQNivKV+tRDiWeDvLW093IVj3d7y94ebByRMmLMEo2pgzkWPYfc6CWgQYzryYDbblsjP+lzBSzu/whvwMyNrDBMSz7415KeLD/c9RKN3IwD5jZ8yNvF++sV0npau3uWBgwx+Ugc7KirPGEEO8OKY6dy65F3sHoVos5NrumeSbWkNqBVnPvK9dYAmr4f7v/6CRUWFxBhM9HLHkKKz8ZOLR9AvJ7nDekZVx11D24qqIQnpDEnooMJxkhTVscAPvY0VSO1RGRLjAHp9AK8/HwCTqgdVT44thaZaKwd87H0eHRvrdzI8vuPczFvKSlvbQ4ICq0u3EZmxnxRTOsmWHrj9foSA3furee3NfITPgk4DU52KMy9YB6cOvUNw+5ufUG+zA21dm+fvXxsS5AB35t7A4Oi+VHtqybHk8NNV76DoW4caqk4SYfVwT/JFZCWceeKvqrnpoFLwepc11R/XMaWUNLu9WE2G0ASSXwvQs1sZdhl0IW9qNrF9fxKz9u7nwlyVaH0EDb4mMky1jIgqRBWS7RpsLOvL3oZ4Ykz7eXzB79hSkgP0xqp386sJt2LsNYsUa8eeO0aDjkfvmcwDmov39pzPgenTZn8lyyp/x/lpzx3XuZ5MVEXhvIxBwA9QhBoGACoQaNmggP4HeB3ChDlOTnZQt8tb/m4+aNt1BF+n/wEihRCXAxlALbBQSrn7KI5/YJSzt53PDmzr1J9WCJHU0lcHQff5MGHCnAVEGromlgCuzBzJtIzhSE7MutxTTUDTmFOYT7GjgYlpuQyI7/p67OOhqHk39Z5NbQJ5ba7/pEuCfEJKDrNrC0JlQ5Pggu6nxhW4I0pL61i9rpBePZLp0zuNIfHZrL7iMQrsBZh1JrpZc4/JjfXF1StYVBRMLVbvdbNKKydqk2DF9iJGXZVGXJSVW3uOIsVyZkY7Bogymbh50GDe2riB2tjgTMrBLuJOX9t19f/cspLQgncJ0q/ySeE2butxUYdt6BJA6jWSc2vIHVKMU6p84qzgnWUmovRO8nS5LNzrRCAYbU3DpHkxmX34qozIekHAKPAk61C8oHihrKgRZUAAiUS0/JNCUl7exPsLNnDNxIEoioIiFMbEDwn14+lBV/OLjW1f91f0zuO2gWdm6qUbhw1j3spCNH/wt0tv9XNlvyGd1OqYvSU1PPr8Z5RUNtAtLY5nHpxCRlIMmxq3YZfloe89wuomNqaZSINACMGDvX7E01tfZljkPtSWWAJrq3KYu6dFhEkw1bT+vjb7THy6fSi2uA9JsT7Sab/q3QVwSB77Rm/hMZ/nD5kGbzN/L/iKQkcVI+O7c2vuxA7THB4rQtcdol9EOl4GJML2/+ydd3gc1dWH3zuzVbvqsrol9yI3bNzBxjYuGAw4YDAt9E4CIQkhAZJAaB8fBBIISYAPCL2HErCNAWOKe+9dzepl1Xa1deZ+f4yklSwZy7bkQvZ9Hh48s7ftaHd2zj3n/M5NCPPxvcdHiHAy0qUGuRDi1xiFhmIxRN5OxzDG/6dVszFN/48F9gGJrV6TQoh/ALdLKTUOTRWQhiHmtv2A15q36A9dbwWuxQhX/5eUsuFQjZsRQqw7yEudmTNChAjHGOUkNMSbuWv5Qv6dayipP7N5Oa+ceTGnp/fq9nmr/GVoUkER4Vuy7ORPx5/Pnov/ww/4tiQfhzDxl1nn4bB3v2LzwXh30XruX/o1gQRgO5z/TR/+fPNPMCtmhsYdXemdvNq23kppMsL0/YEQi7buREvV+Kp0F5/NuJko04lbgu/3k6cwtVdvHln6JV8W5TA90/hpzW1IYtm+KF5utQ8UbW71t2zKCQnU/rAI1+iMbOKmldEnqpy8LRlUpJnwN1VjqHZH80W1p6mlZI91C/1uKEMoEKozUf5aT+ILTLhsYV05KaExZCMupoFaj+H9j2/0seVN2KR+xV9f/Zo504dx9+VntsmhPjN1KGemDuWrMuM7pQqFuT0PrmJ+vBmelsXfb5zDs8u+waQKfjFlGlnR7YUHO8vDL35BUXktALnF1Tz+yhKe/s2FBHQjaqD1nlSC1cvPhs8FYFT8YH6RNZ/CwOqW17dVtY140fS2Rl9AM2FVOxfyEWvt3S69KNn24yqLFdI1aoJ1xJtju9xAbs09G99ircvwTW2tM7Qybuo/o8vnEbYZCFvXjxshwn8TXe0h/zWQ0up4EXC1lLKy1bnmX5A/AV829ckHxmKEi98KVGLkhx+KT4EbgPuFEJc2G/FCiETgl01trEIIu5TS29EATWrv1zcdPt+JOSNEOO4EAiHu+/A5cm35pGsZPHnuz7utxFiE9uyu+4T11f9El0GGxF3G8ISru7VucX3A32KMA2hS8vruDcfEIO/tHMh/ihNIMVehCElIKoxOuqFTfYUQPHvBvG5eYefIq3Bx/7dL8aZjxGgB/w7mcl1lBbI6xM69ZQzun0rOwMMLp9+3r4Ivv9iK3dRWNEz1GkJ2ADLKMC+KG+vY5CpmQnLvA4c5YRBC0NDYSPGGOnbI8Xzr6ofNFKTQk4CkiFWVBYzrYRQquXnYeBbm7mm5nsIviNtj4cJZj9HoC5B9Wja/uX0OJdV19E5NICMxln7RyUxJzOT9T9KQAkRaHaLJ/Gr2/hrr0OmTUU7zHpopNkTs6S5qPkrGZjLhDxpZapZanZTvwJpgxjmsDiWgE1yRSCBaIegEJQjvf7uZ7QXlvPH7K9q81weHz2d80gDKvbVMTh7MoNgjLy93LJiUPZBJ2Ude4q81xU3G+IHHp8QNIc2WQqmvHIBo1c5vRl3Jf3buYY/8PyplPb0dyQyy9UQ1GUZegsUTDlMUoDj8aB5b06HOKb1KOS3t8k6ty6rGMjH5d6yq+F80gvSw5TAh5d5DdzxJyHUX8siOf1ATrCPJEs+9g28jy9G1KTx/27WQl/ctJ6RLVEVgUozv15rqfd1ikEeIEOHo6VKDXEqZCi0h4BMxPOMbhBBzpJTrm5o1Ww2lwE9aGcpLhBDzMNTafymEeERKGeCH+QMwE7gIGCyE+AqIAs7HUG1vbDr+IW/7dAxv+vrDFXOTUp7a0fkmz/mRx5JFiHAIrv30AWSvMqxANbXM//wePpjz2PFe1n8Ftf48VlQ8RrMPZ6PrBZJsg8lwHL0a9sGwKApmRSWoh29lx8rLmmDpwZW9H+bL8veQ0s3UHvMYGHP49XqPB55gI49sfZ31pSW4K4IEHQktxiMAAv7+xXI2v92i+8mvbpvJ+bM6Vz87L6+Sn9/2Cn5/CAkMGBdD3JhEGmp9lO+qRTUJPH296DFhYz3ZFt1F76772LK/FDWoYKmDckcshAsUsKaysMUgH5aUQkoomsqAB6ELonUPDe/XIjRjcyrv091cUvIiAacJVVF45OqzmDVqIN7yFIKOEkIOsDSaMMUaXlmTNYQiJLoUKIpEVdqGLgubRiBTY9g0M1sKNGJFFO6v67C4BbhsqPusiN5uFK+f+iF2aCrBZq6HLdUVeH1B7Law6JxJUTk/8+T4LHc1p43sw6ffbms5nniKEVRoV208NOw3fFe5GolObUEhD/3xXapL40jOriY4y81STyUN8VO5qa+VhmAxNw5NI39FAVW+aMxKiFn90xib2p81pWsYkR7HVUPfRj0MT3C/2HPpEzMbTfoxKydG+cau4rnct6gJ1gFQFajhhby3eXDoLw/Rq/PsqC3mhT3Lm44Emi5Q0FAUyHZ0kzBFhAgRjppuySGXUpYDHwoh1mOUL3sVQw0doDmub9GBXmsp5SYhRB7QFxgMbDrEPGVCiDHAfRg54Lc2jf8p8CBGHnndIQz7ZjG3iHc8wklDILWC1lrGSkLtQdtG6FpqA3kcmONYG8jtVoPcZjJz96gzeGjtEgCSbA5uG9Z98x1IH+dAbnTed8zm6yrmf/E02/eYQcYgTBpJvWqoqIk3Xmyq971zUzFSuOT/DwAAIABJREFU1zF5dYSEp55bzLSpg4i2HLr+8ZKvtuP3G55aAYRW1fOHK85nyNBMgppGSNe4c82/WVK6BwXBz3Mm0zfmxFf3nz1kMG9/sglboYo3LdimLvqA2PBDvaoo/OO88/n1goWUNNaQGHQjtPBGkQBMdUECThOarvOXD79j1qiBJDrTCTlLAAiURiFDPlKTYEa/LKaOPYN/bd2AIkBqdXjUipbxXHnxuB02lu70AIJq3IhRCnE7QAmBxa1j2anS2NvUYowDBKMF5nrJV3l7mTP4vye/tS7QyKfFmwhoXuZkjqKHLVzx9a6rppEY62BnfjnD+qVx9Xnh3HmnycHstKkAXPTwb6kuNTILKwoSyVgWhCmwoaaIYQkPt0QGTckMkVtXQbozkZim784VIyaRV7uKT/c9TnbsdE5J7vzmhyJMKKK7ZY6OPdX+2h88Plp21pe2OycRjE3sy88Hzu6gR4QIEU4EuvVuJ6UsEEJsB04RQiRJKasw6o7PBA52F2o22O2dnKMSuKPpvxaEEFMxngfWdNSvqU0yhjc9IuYW4aRCygPDo7svXDpCW3rYhqAKK5psdhsKUuzdoyorpeTNvNV8VrSFJKuT12bOQ+oKpySltzz0RugYXdfZsc8ETd8VGVKpb3SgugWaQ4KASRlZbCkrouEMMyIkSdgWwlEc4qWlq7hj5uRDzADRMe3z4aNjjJ8us6piVlX+OfESShrrsKlmEqydFyE8ngzPSOd3V03l75+twLNfIdgrBApc2X8MM9LbhkyfmpHO1zdcx/O7l/D2mgVIIRHSCEKXZhUpFIQmkarA21SabMyAnjy3tTkgTRCstFNZrXL9GT8hOdrJhIws9rtqOffpXGIzFaxRQWrLoglUOgjGN+2kNCHNgkAsmD0Cr0VgqYBgjOGNlUikajQPxME/Vqz4rzHIG0N+frrsOQo8hlL+S3sX8sK4mQyKN0KWrWaV2TO2MNa7BKdlEKo6mnAAY5iairYRHZ7KKCBEv+g0dDR21m0koPsZFDOSQQnh0GspJavz72Cw9SOmOwU1/hd5esPV3D6y4/DzuoCXDwo24tOCnJ81nIyouA7bnexMSBzJgrKl4eOkrg2mHJ3YGwUIx+RIrus3klsHnBipQxEiROiYY7H92HyHbo61/Ar4OWGPeQtCCCvhEmn5Rzlvc5LjGz/Q5hqOQMwtQoTjTVVDDGlxNQhhiBpVu39cYX0nMg5zCtPTn2ST60V0GSInbj5JtrYl1PxePy/85nU2f7ud3sOyuOWpq4nrcfjq2v/Zv5lHtixsOd5QuZ+vzr4Ti3LwW7eUkoBWiqo4MSkxhz3nkfDepq089e0ygprODeNHc+P4MYfudAyQWtuNKi2kYK8W3DR6AvPGDeGznXtYvtfIg5UmQfUwE/bKAOUFnfNazZlzCt8u3cmOHYa39+L548jKSmzXLv0EVlY/GBePGcnFY0Z2uv3pyYN4PXkB4pIg6kITurAjFRNRNRKrJ0BdbwuXnGFsXI3tmYnTasbtbyo7JiRaSj3f7MvjolOMGuDr8osJhKAyP3w9TWZQD4x3k4baOgCKwJtsRleFofpuAtkUSuRPgp2e6nbr3re/iu+35DIuJ5tBvVLavd7MjvJKNhaVMCilByMzj2/ZPi24F3/9Q+haGWb7HCzO29ppWCyv3NtijAPUh2y8kfs894+chKrY2FX9ANXu1xACXMF1rPdvZHTGf9rN1WtADbs3h69LVC83Q2MHcN/QC3gx9zF2NWym0W8hJSqOuwY/jMMUg9QbaHRdx2DrSgB0KYk3Bcg2L8IT/DUOc9vNRJ8W5NJvXmZfQxUAr+xdxcfTbiI16tjcv44lV/W6kERrHHvdhQyI7s05TZEIXUVPRyL/O2oeT+z4D34tyJlpfbmp/6ErYkSIEOH4ctQGuRBiEFArpSw74LyCETaeDCyXUjZ7vhdihJLPEkLMkFJ+0arb7zHU179pPZ4QIhZDTb1OSlna6rwCREkp3QfMfT1GebWNHMQgP0DMLVJ7PMJJhVRtlHhisSghArqJwDHZWzt6/Jqfl7b/m43r8xlm7s91c8/FHnVyeHpDutaiiJsaNZLUqL8dtO0Lv3mdj59dBEDelkIaXG4eWdB5YSJN18lvqOHdHevbnHdpHjaXFTM6Pfsg/TzsrriBev8KBCayE/5ASvRPOz3vkbCnsop7F37REsT/+NLvGZqawsReB685fCxQFIW0HiqllWFfkRWFl2+9iNG9MwEoqqs7oJMgZBdcOLFzOeRRUVb++sxP2be3HKfTRnpGfJet/2QjJy6di9LP4s3hX6MkgO3t8D1JDUjm5wzmptlGmkWUxcyonHiW5e9HagI1NohqDxFqVRe8d1MtcIlEmjBSDEKg+iUmJURQNyEk2MsEajBsjNb2N6OGJJoG8oBbi/C1rbLw2sI1PP75d0hFwBfLuGLccO6+pH2l1P9bvYZHln2HRKL6BQ9MP5PLR3fuM9LVaHqAZTvuxB+sYWRyMXpoO0KJx+JoK5pmU5uTmsIRBarw4tfriFJsuBo/aaOk7g9uQ5d+FNH2oj1x99384dnHKC02kdrTy7033EtqfDJ57p1sqt7ON9uH4vbaURQdV83TPD35Pvzu59ECK1vGkBgbhSYpWFNZxJT0vm3mWFWZ32KMA9QGvCws3sY1/Scc1bUK6TqKEChCIKXkX3tX8n7+RmIsNu4eNoNTEjKPavwjwaSozM2Y2a1zzEgfwYz04/P5jBAhwpHRFTWAzgL2CyG+EkI8L4R4VAjxErAHuAcoI+ytpimf+yrABywUQrwnhHhCCPENcC+GwvqNB8zxE2AH8OgB56OAciHER01jPCGEWAW8gFFS7SdSyiAdMw3ohyHmdrDyZREinJCoikJQV/GErAT1k0NdXUrJjcsf4Z2KdezKrObDHsu4/vH78PsO9hU9Maj21/K7zY8zf+XPuWPDnyhsLDlkny3f7WhzvPmbA6syHhyXr5E5n7zKtA9eZFX1AXOFoLEudNC+ZQ2vUO9fAYAkRL7rfoJa5UHbdwW7q6oPyKiHXRVVHbY9lqxx7cSeXkB8ei2OeA+pWfW8P/9KcjLDpaKm9u3Tpo/FD3feOINTh3S84dERqqowYGDaYRnjLk8jr6/YwNurNlHv9XW634nOz4dMZ8U5D/O3sQf+hEO/tMQ2Xtyqcg+y0oQoNxEqM+P3mJnaO/z3GNEzjRumjCEYA0EnBKPBm6bjzgkyJbkfk/tloVslutlIP0CAFguDlDisGSpIieKTrWN3EUE49y/38U7BYjSp8+yiFYYxjtH/9dWb2VEUzlkHqGz08Oia79AtEmmBkFPy9LLlHA90KfnZhx9y7cJp3PLlhVy9aD6NQTOhwKp2bccn9eXUhDiajfGedhfjEmOwN5UfO9Dw1qXglQ1tNwDr/D5uX76Uj5OTKTo9myuvuovUeOP7o6OzvqAXbq+RoqHrCp/usFDvb0RqxR2u/6OygSgdVKNwmIy1SNn0nw6fFm6jtLGuXdvOEAiFuOaDJ8h58imG//UJXtmwhkXFO/ifLV+wt6GS9dX7uWHZmzQEfzzfvQgRIpzcdIVb7UsMQbTTgBFAHODBEHN7DXhaSulq3UFK+b0QYjTwR2BqU5/ypnEelFIWdXJuP/A2Rr3z5loO+5rGffJAz/kBRMTcIpy0XNzzNF7J/7LFwzEhMeeHOxxnpJS8uGUZ2ytC2JwC1STRFBXvNDeLV3zHuVOntbTVpMaq6gWUeHPJihrI6ISZx7V++Et577HbnQdAkbeMZ/a8wuMjfveDfXoPzyJ3c0Gr484beH/fvIrtrgrMSggZgKCqYrZo4Bc498YwfNbBw2UDoQMFfXQCWiXmTtYA/iH21lSzpbKcIUnJDEgwhMk03c+QlCgsqkpAM7KSBHBqz64P6a30url71WdscZUy2JHMhYG+DOqdwcChHXu5VlVvQwhISDaykdwNNi786G3cwSDTs/vyzJlzmNy7F8+efy4fbN1Ggt3OzyaOJzO2e8PLaxu9XPT3NymtM9b1+sqNvHvLZURZzIfoefIwfHhPhg/vyebNRjpAamosE6f2YU9DLmn2FO5b/CWba9wQo4AEU4MZ5woTv4j7kBdmXNpS31yzgmz56kt0q4JSZ+EnZw5j1uD+rC0rJqhpjExOx2YyIQTsL3Ux54mXUW0CaVFQ3BLdaoSv21yCRp/GqwWfoqMTknq7tb+zbBP3zw+XhlpbWozWestJgF/8UOGW7mNtUTFf7C2h2eu905XCgrzBXH7qoHZtTYrKCxPuZNH+tyj3rmVYXBrDEv+EaLqX9om/jx0Vd2JWjfeyYO9Ivs7fzDWjwl7ppzYs45ti495X4mngss9fZVz/Qi7KvJhzMibT4GuroaDrCkuKVnNO+lkEve+3nK8J2Lh315mUBUcwpkfPdmsdldiTGWmDWFyys0XzYUtNKdd8+wafzboZ9TDv/098/wjf5Ro16X1BlYe/+oaLJrfVPqgP+tjXUHXYXvKKRjfF7noGxicRZT42lS4iRIjw4+eoDXIp5VbgtiPotx2Y38m2/wL+1cH5IHDd4c7d1Hd+Z+ePEOFE46YBMxgYk8GS8q0Mj8tmXva4Q3c6TkgpmfXWv9hT7QISUFSN1N7VmC0aEkG1qa03ZVHpy6ys/gyATbVLcYdqmZZyyXFYuUGxt002DiXeioO0DHPLk1dTX+1my7fb6TU0i9++9vNOz1fp9TCu5z5GZ+QjgE1lPalbPYE0eyw/u/w04pwH17tMdJxDhfsNmlXg7eb+RJkHdHrug7Eodze3Lf4PmpQoQvDUtLM5JWUnu1wPIPDzq2lnsXjHWIIaXD/uVIanpR71nAdy+zcfssplGHjf+/LZuGsv6fcGuO4Xs7jo2klt2kopiVbDYlSaJigrTaA5YOrLgn28uGUdPxs1nlkD+jNrQH+OFV9s29tijAPkVrpYtiefGUOO3Rq6G1VVeOzxS1i+bA9+f5BAXw/zFj+O4lUJhUyUB2No2U0UEIqGkFmwfWUFU/f+g2xzMjNy+tEYah09Y7T/2dRxzM4xPtNj08LG1FvfrufF+/+DFtSxZ1gIDIpq6iVQfRJLDShSoA42xlzj2s5pfXuzpCAfAJNHQwnoCNk23qNnTPsNmvNyOicMt9VVyhNbvqYh6OPSvqOY19vIoc+rqaHK42F4aipWU+cfw7zB5uiYVgryyhgszus7bK8KhXOyLgfa1wBPds7h7i9yUcQGNFT2uFJRlbbe6311Rs690+bDafNT77Uh0Xi/5E0m9hiFI9qL220HRYIqMZuDNPglZvtM4J8EvZ/QoMXyWfVpTMxM5JJ+I7Gb2m88KUIwMaE/iwp3o6jh65/rrqaksY6ejs5HnwR1jYWFbYUGdKlg1dsazzbVTLYjodPjAny8bwe//GYBIV0nOcrBW2fPp19ce82ICBEiRDhcTo7E0wgRIrRjSmoOU1JPbM84wNcFueypdiGRCAS6ptLgiiIxtZ4Ei4cZOVPatN9c+12b4y113x9Xg3xkfA77vWHP84i4Qz+MxybF8Mhn9xzRfNOyLezx5rccn5K2n5IpOTw5/tB7jzG28QxM/hdVng8xK4mkx96E6ILSQX9ZsxytyVDRpeTvG7/gztHPoQrDw9gzYREPzB7AwMRbjnqujvD5g6wtK4JWz9TedCNV4/V/LuGCq05DVQ0vWkPAx03fvc+qygLS4m3YrT5Muq1dZYK8uhqklO3EsLobq6l9ionlMIyy40GZu4HtlZUMSU4mxeHsVB+zWcXe2EhNYQUP1X5HQ30cAZtiCHl3kHWhBIOYylU8wHYq2F5awdWTRhHlVwlpQQI2gbTpPFv4PTnZPZiRGd5oyq1y8cwTnxFTFURVoDZWIeQMIc2g+ASJ8W58uh3FrKGnG5/jJHMCv7t9Llc++Tb7vsslJteowrq3bDPVZ04gsYexoTO0Rwp3jTudp1YvR5M65/QZyANnTmu3/gOpD/i46ps3qGsKi97kKqGHLZrNBZX8ZbkR8p4dF8ebF11Avm8hdcEqBsRMorfz4BUbxmdlMqhHEjsrjZSQpKgo5o68ASGOzFP70xEzWVn5Bb0SK5jJFhRtLFLqLV70MzJ6s6dxI/3TjU1IKUEIiSLg2/INZEc5aOzRgNtnBQQhFJ7csJ6f5kzFbD8bs/1sooBbOxGgYzOZkbqAVga5TTGRZO3c562ZL0u347K0vR4Oi49bh00kOtrMe/kbiLXYuXf4LOIPo+qBLiX3LfuCkG7c8yoaPfx53ff848zzD2t9ESJEiNARJ/ZTQIQIEU566gL+dueilCCD7fVc3utqMqLbhjBGmxNo1OrDx6bjK5R1Wdb5mBUz2+v30isqg8uyzuvW+frHm9jjbXvOox3aK99MnH0ycfZDl+w6HLQDvIYmc02LMd7MvvptDOwmZ1F+mQulTqD1CK/D4jIMaU3TDUuhied3rmRVZSEgKK2JxqrGsPSc27jE9T65teHsqU/LNvLtf7Zy74hZzM0e3j0L74AZQ/rz5qpNbC4yIi8m9s1iYr/jK4B3MNwhD79f/U/y6gsIVFip2JTM/dedy5yc9iHSB/Kbm//O11VV+HuaiR+nUW1TwvpiJgmhVhshEmJ3+bA06DSeGYtQjLaffb8VU5WOCRWrSaexlyTkk9z/7WJGnpNOgbueer+PvWXVWOqN0OugU1AzUkGamz4TNklVnRPRQ0cELLg3ZJDet4Gbx/0EIQRPXzWHS199rGUplcW1/PvVZdzwq7Nazt02ehzXnXIqupREmTuXWrCzrrzFGG9macleXlu9BWw6BFQKa128X3gNdRhe+7U1n3NB5m8ZHHt6h2NaTSbeuvxiPt62E18oxLmDB5ISfXgGa2t6Je2jTA/fW3R1NRXeDaREnQrANTkjWOb+O6GmcmhCQEhTqPPYGdy3D/88bSzjPnyK1h77etn+ft8ZZmcP5F87M9jeUIRikpiEypPjLujQo/5D1Ae9qI4QlnQPoVoLQpFcMDKeJEc0dw6Zxp1DDr2Z0hEhXccdbOt5r/NHctAjRIjQNUQM8ggRInQrs/sM4PfWL/H4w+Gnj0y8lmnZfTpsf176TbxR8CiNWj0xpgTOTjuirJQuw6yYut0Ib03PqOHo0owijOsV0hVyYscfs/kPxBcKct3wU/ntN4tbzo1MHU2ZdwGp9vDGSYjuK3WWnhRLwj47NbqXUIzEVCdI+M64PvOuPh21lde5rLFtBUu/JmnUQrx+zjz+vGYZ211l7PaVIi0adcEQv1v3CWOSsshwdG3d4+UleTyw/Atc7gCzswdz3+QpWFQVu8XMq9dfzJq8IlRFMLpXJib1+GkkhHSdZUUF+DWNSZnZ2JsMTl2X3P31M1Q4CjDHgDkmSIoiefD5hUSfVsPkeePZ8NUWnrvrNTx1Xs658UwuuXsuQgi+XLeTLzUPMi0GadUIHqgfa9FRvKALBaFD7I4gjjLDbW526wTiBWpA0OAK0GzFi5CC3Ruk0WfGv9vHjO//iTtToFsFKQ4Heg8LNleIhv5mpDlsIAqrhtrbR3Masl5qpYd3AAlWIxTd5wtyoCpho7u9oWU7zCiGXs4EzIpKUA/nm5c21kGqzzBfNRgsyluM8WbWVr9/UIMcINpq5YpRXaOgHdTby+zU+9e3GOSKEESpQepbCYd6Axa2l6Yz54N32HHtLxGYaa2c5zD5qG38hrioMw5rLXaTmffP+ikrywvRpc7E1F5Y1MMXLJ2aOohnd35FbYwXU0yQFFs0d5569WGPA/DOvg18UriNHjYnvxo2hQv7D+G93VtbXr94wLAjGre7qfF7KPXV0teZjFX98WhTRIjwYyZikEeIEKFbsZlMfH3FtTy4bCk1Xi83jxrLaZkHFznLcgzi14NeoD5YRay5Byblv+uBItqcxCVZT/BuwXM0BL2kWc/khoHHbkOgGSkljyz/hpc2rUcIwfyBwxiZvJXMqDexmIK8VziBPeYSok0+9ntP4dFxl3bbWmIcNh6//lweff0ravd4mTKkD2N+mkhWrx6MHN+3Zb3fVX6I0/Ex5/QNsLEik+KGeIbEp5DljEcRgj9Pnc1ftn3Nvp1h3VBNSgo8NV1qkK+vLuCm1a+ARUICvJ3fQLzdxp3jTwPAYlI5rX/nhf66C03XuX7hhywtNIS7+scn8v5PLiXWauPSP/2LiomVCK+daIsfi6pjTfWhu0I8NP9JZl9/JkveWoa/0fAavnTv22T0S2PyvPG88M0apM343qoehaqaaEwmnZDFsIpFCKYNz+LUHTH8+6XlqEHDIpYKhBwC3SyZ1rsPK1fltV2wKlH8EOUy2kdVSCpHKpTjIXF0LB4PyObIDQkWaxBrdIBQK4NSJPsJNnnTV27L56PNaym+yo43SWB2SXp+7Gfm3FOP+tom26N5ctxcHtq4mPqAj4v7jOStfWtavRfIb0xC/87KiBH5OGKMTQCLcuxSKJKt/VHR0Jo84GZCqNrOlteFMHNWci/eLTOiOaSE/dXxIEG36dz52X/409gJ3LfmO7Qm9b0Ls9aT7/qcU6LaK78fCouqMjm999G9J1sMb066iX8XrkdVFC7KHk2M+eC6Gwfjo/wt3LN2QcvxJlcJC2bdwCk90sitc3FGZm/OyDy6tR4OLp+H5cXvkWhr4JTkC7CbM6gJuFlZtYtdxTWIBjuT+/emQq3iD5s+ICg1UmyxPDfuWrIckTz3CBFOdCIGeYQIEbqdHlFOnp4xp9PtzYqFRGs6BdVVvL5iJbEOG9dNmozd9N+hapvlHMSvhzx1XNfw7f4CXtjYVBFSSpbv/4ZL+r5Gs71wWc8F7A78DrvlDG5N74+jmxWHTx/eh8/+t+OoCoBdDev4vOx1AKKtcHpmHjZtArflzEIRgpKKOkoq6hgRk9GmX4zZRk5c14nQSSl5bMMiQ+iqCUu8jwV5O1oM8hOF1aVF5LrWMjTBy67aVPbUVPPJnh1c0H8IOwbnowSjIAg1PjtZMbWEqq2YXUY+xaKXliB1aF3MeteavUyeNx4l2gyaDqqC4tOw7BVIk4KSraGZBKpPYZZjEOdeM5i1y/ZSvLUc3QRlk6PwZkCctPCPK+cys+rvVO5rCoG26ARjJbErwt5YNQj2Som7p+CiicPxpDeybkshQb+HWquf+EQ3Hv8Bn0sF8qNzmfKzJ6gPKoBAtdkgIUAgDUovdzJ4RHsl8CNhds/BzO5paE7s9+zi1T2raB3eHYiG4iQ7FSuGcs7UDTitAaak3HCQ0bqeaEsvepld1Ok2BJJYxYvV1Dbh+9zsh+jl/Ijbli8Dm8RsD6F6NTRdpbCmhgv7TsYcuoPdDSn0jHLRP6aSkHZ8Hy0zHQncPnj6UY3x5JalbY4L3TWUNtZzxeCD5/h3F48uX8q+klcpqkvCbgowL2ceasx9PLR+M0GPxJRvRgkoPPflaqJH+AhGGxtO5b46/rn7Kx4ZefExX3OECBEOj4hBHiFChBOSDYWFXPXx6wSFiiJ03tu4ni9v/yVmNXLbOhYU1te2Oc5JLKa1804RMCh6DSNSbz3GK+uYEm9um2MhdOb3yybR5uClT1by9OLl6GYjDPf6uRPZJItwmKzckXMGcZbD96B1RCikc9H9r7CvVwUkt33NGXX44bfdjUl/lmenvAFAkTue3y2fR0DT2d1QguIMG74hTWVnURparUpMQi1RAnRVoFpUpD8ckj1orKEUf81pp/KL3BIceY24+5nxJZtBSOwFAmvQhEAQe4YdW5SFaZeO5w/bv0aPEkjV+IC5m9I1/nP7Ddy54AO2lJbikxDabsZWG05FB8OrHmO1ctHQofSaZOhN6FIy7G9PoJok1CqEUFAtOkIBWWcmoISo0xRE0yiKT8FWYMI7KIjXFsIfDGE1d+19plGrZEhUGVsb05pXjtmkgwBPNtirh3DjpKuIsQ78wXG6EpOaQO/4eyiqfRCQ2M2DSYluX0P+4zI3qsP4PNjVIGnJtRTvT+SXEydjVhMZEJdEpmNXy/tyWo+dJkNrvKFKJBpRpqPbYKvyuSlurKP15okqBMn2I8/XP1KK6upYsn0BeTVDW85tr0vFF7WNlkf4LHDuE6g+aMhTsbW6/LVBz7FdcIQIEY6IyJNthAgRTkh+sfgDfA2GoaQB5bYQn+3cwNwh3ZerfLIgpSSvwYVZUenp7Nrc52ZOz8zGqqr4m+qLV3iT27WJMg/plrmPhKyotoaMSVhIs/dG03X+9sUKdIvxcK0Dry3ezPf33UKszdbBSEfOPxYsp6ikBlPIQjApRHPqtOZTuW3S8dMB6IhAqBgbb7QcZzprmN9nG1+9lc77mhumhLXyPPV2dF0BB7imJ6CUuwkm2tEyHJy+xIenrpE5N03n9AvGAjAzpz8PXTiT+95fjNAF9jIIxOk0ZulE50HP5DimDDWiHdZuKkCPVpCt9iuaDWWryczfzzMqLJRV1fOTv72K1+3FXt30Hhxg7+Xg31deTkZMTEt/RQjG98xmRZWXxlo7hgK4xCR1aDShpAYQuqC1aS+aRObUekGQENYufjwqb4xjV6AHiqKhqhKTqqO2KIoLVtb35O4jNMallBQ27sCreejtGIpV7fwGU3LM9cQ7ziWoubCb+3dYlWFV9Y42x2aTzo1ZY5g2uB8Ag1LeI6/qZ3gCW3Bah9Mr8Ykjeh9HipSS9VWPklv/AQBZzrMZm/xAi1r84WJVTKhCtBGzPD21D06ztUvWezjsqa4mFj/mWkCCZgOf44DNPQUCCTq2cpVYEYWfsLbHuRmjju2CI0SIcEREDPIIESKckNR5NSD84KH7TFR6G4/fgrqZ8pIaPnxtOX5fkNnzxjBgSEa7NnkN1Sws2sbCwl1sraoEBPP7juDRcbO7vHxX77h43jj/Il7ctA4FwY0jLydK0XE3vo+RoDuevgm/6NI5j4Z+0SM4P+NmVlR9hkWxMTP1cmLMCQRDGiFTa58q6EHJwn27uWRI13qeBoanAAAgAElEQVTyCiprkIBSacb8VTQyJUhcmo3fzJrO9IzO1a4+VuiyvecstshD1TdlSCS2aAXfqTq6JgxjvBXV52eQtDqEZbdg86Q0BvRLZeS80xBCEAxpPPDS53y8YyfYw9fcXCsIOQVnT8vhoVkzMDcJ8SUnRmMtFfhSpPEnknB6SnvV+aBd4/6fTueWTz7F7AahgT8Onpk1tY0x3sxvJ05lxvsFhP/uAk1TsTqCqPEhZEoAUW6Es0skwQQNc4WCxeHnz9sX8ccRc4/swh6Ed/O2IVFQFFCUsDGu6+DzmonvcWRRGlJKPir+G+trlgAQb07hhr6PEm3ufHUKs5qCWU056Ot21YY7FBa6E8Dd06e26h/HgJTXD3/xXUSld02LMQ5Q6F5ApnMaGY6pP9Dr4ERbbPxy2BSe2PI1UkKq3ckDo846dMduIMXuZFduForeFM3RCCGvQLMcoETYdHjPzGm44+so9FQzsUd/JiUfu4iLCBEiHDkRgzxChAgnJIOSk1nfUB0+oUjmD/1xescbPX5+ddULVJUbno2vPt3IM2/fSnbfsFd6V105lyx9Ca9mhPOaLYJgQOWdfZuY23so4zswYo6W0WkZjE5rvTHwZ6R8AiklinL8lMEPxtjEmYxNnNnmnNmkkuiMotoTriWn2cDUDeufPKwvS9bsASkgoEKp4J9XX87AzPbRBeuq9/BZ0Vb6R6dzca8xqMf4elpN/XFYJ+DxrzBOSAtrFhgeT4EgeqFKYmM8PcZZ+K7OhRYbFle0Veg4CiSV46MByZriUq594T0W3XUtny3bzqJVOyG27XwCQZYlmkfPNnL6m7nxktPZ9j9lbCioQosWTMjK4u/ntxUxfGrb1/xj5/cA9OudhOayEtR1bp8wnjkDOy7BlhTtNP4OrfepLDqWHj5iNSdFmWDVdSw+HYZ6sNolWHUwwZbaog7HPBpMSnhzUdNUNE0h5FcJhVRMAcGjky44onEr/UUtxjhATbCcNa7FTEuZf9RrbubOgRdw7+aXkU1W34WZk1GO0PvcHfi06vbnQm3PuXw7qQ3sJsGaQ5y13yHHvHnwaczMGESZt54RCRndrpFxMKrqPO02xMxSB6G0ePAVCX2UeG6+ZBznjsw5HsuMECHCURIxyCNEiHBC8tx5FzH3tVcprmpEUeH+2VOIsUUd72V1C9s3FLQY4wABf4gVX+9oY5D/u2BjizEuJSiqRAjj3y7/D0cOSCmRyC55iBZCdLk3vrt5564ruPWtR8jqvY9KXwxmYWdm765XSM4tqzSMQAyvqwgp3PCPN3j1rqvpFRf2WL6a+xUPrluGlAqwjZd3rmHQ/kwKKmqYNKQPd5x3eosHuTXuRj9L1+5FVQVTR/fHZm1bgSAQ0njwP0tYsHknSdEOHpw7g7F9DIGy7a4KHlm7hCpfIxf0GcJF2cN4+JXzSIyzkxDjZ1jm5RQVbGrlTxakmePJX7qF9E+rKL8mm1CCBefaGsY2pLO1R9vSYDWNPtbmFlNUYWgPKF7QrLJF9C0jKZp3Lr+sjTEOkBjv4LX/uZLqWg8xThuWA3K3C901LcY4QL5Wxa9Om8ZNA39YIC/WauOUhFQ21hgK4Uiwmc34G2JITEimQCvFmyHxIoiJURCWcPmxnLj20SlHy/UDJvJd+V48IUOV/tr+48mvKkURCn8Yex7JUe29/J1Bk6EOzgU7aHnkTEgawmvjf8uWulx6RiUzJLZXl45/tCTbx2FR4gjoxmfPJBykOcKl43LrP2ZNxUMACBQmpj5KpvPQ9cj7xCTSJ+b4KpT3T03CrCoEtbCmg7OHwstzLmNFcRGqEPyk3xAS7T/O38YIEf5biBjkESJEOCGJtdv5+sabqPf5iLJYusWjeaIQnxTd7lxCUlsBIVurerItglYYIY2npRy8hNY612ZeyH2D+pCbyUnjuL7P5W28df8NJDhVMvuW8uGOsS3n/nflqzw05RaCuoaCYNGaXbyyeC0mReHGc8Yz5ZS+hz1Pbn1lu3NaYR2/f+czXrvpipZzf936PbIlaVqS666lJN+HqUGloHw9DUE3Pzv3VHpEhcWp6j0+rr3/TfaXGUbHO7038Nx987FajJ9xvxbimvfeZeO2cgD2u+q44eUPuGP6GC4cP4qrvnyXSq8Rpv7IuqWs2byfDXurgJEAfGot5LzLR/HF6+sRgCnVxp/umMtv3qmkPK+A7D9sb1nLxMemsvPr9W3fqJTc+dcPmT12MJoJhCIweUCa4ILxQ/jDvOkHjQIQQpAU37FgVl3Q2+5crb/9uWa8gSD3vPs5X23bS48YByPjUiior6EuPkAjQdBgfWUJYzMzKappIN5u5+ejxvBx+Wr21JdxamIv7sqZfdDxj5Sh8eksmHEra6sK6emIZ3hC1xj9KbZs+jpHsM+9CQCb4mBU/KGNzcMlIyqJjKikLh+3NUGtiv2ue/EGt+OwjqFn/AOoSvt744HYTAlMy3iZvXVvI9HpG3tRG2G3ba4XWv4t0dlW8xKZzmnU+HexofLP+LRqsqLPYkj8dUecd95dpMVF89Tlc3hq0ffU+XyMH5bJXTPOIMnmZHhi+vFeXoQIEbqIiEEeIUKEY05I0/n9M5+ydlMhPRKdPHj7OWRnJvLczmUsK8+jX0wPfjVsCrEWOzFdLLzVGXbtKOFvT32Oq9rNtBlDufqGM1DV7ntQ6zsojfnXTeadF78FYMLUwUw7p215nSv6jmVB0Tb2e2pAwKDoNMb16stPB5xKrLXj/FN3yMNf9rxAQDc8Zl9XLifbkcnstK5/YD+R8YbKWVHYtpTVZ7vdlPg+YElBLpaQhnNLWLDpruc/5f0/Xkl2Stirrek6n+TuoMzjZlrPPgxMaFseCmDKmD58t7oA4TcUvPXEIOaSEFW724bPBvUOIgzM4ZzQj5bv5PvnNzF0mpk///aXmFSVJat3txjjADvyylm9tYBJo4yNgwfWLWZdcTFqq5/1oJQ8kreUFyvWt9Nf2Od1hQ+ExBPXQPbMJP417zbcdT7690tDUQSPXn0tt22soPG1fIQiuOjeuVz9q9nk+qtYtKcMb6oZoUNMXhBLveTz0E5kU+64ogMBWL4xH/XiI/v+DI5NJScule21hqfboqicmzX0oO2fW7KaxVv2AFBR4aa6xI1ukoSS9DbtEqKieO/cy1qOZ/fq/hz/FHsM5/Q8+NqPhGp/IWMSJjEgeiSgkBMznjhL+8/myUBB9a+o930NgD9UgEAlO/HxTvWNtmQxssdvOnytOdS+NZru59uSO1rC3be5nseuJtE39idHuPqO8WshHlj5JV8Wb6GHw8pjE+YxNOHwDOmpOX2ZmnP4G4QRIkQ4eYgY5BEi/IgIaSHeXL8UvweuPm0K5i4u3dNV3PPsf/h++V4APB4/t9z/DrPvHMqzO4zQ1NWVhRR5anlp8qXHfG0Bf4j7fvMOtTWGAfP268vpkRzNeReM7tZ5r7ljJnOvmEjAHyQlvb0gUw+bk4/PvIn11fuJt0SRE5d6yNDxKr+rxRhvpthbdsi1SClZXpFHtb+R01P6kGA9ucMhHeYMHBYJrXTMhMnEkoJcVEcQc0VbY1HTdbYXlJOdEo+Ukv9d9S2v795IfdCoif3n9d/z9tmXMDqlrZfzvP4jeHLUlzS4vaBK7LkBrAUwZG7bzYAZ6X34OD8PI9ZBIKREqQmvQbNI0AVbvwzx9oiFXDFnTrtQbzC80M18UbwbPUpHbVWtLtbhZsqgdbydOxaLYiGgh0uUjc3IZDG7kEJHm1ZHQFW5f+siRGAxn8y8GaVp7J6OBD554X8J/COISVFRFIWz33yMvU5Jci3EFBrXpHklql+im0Caw2sLauF5m/m6bCdPbv8crxbgkl7juK7fpA4/zyZF4dVJP+WN3DXUBXyclzX0oHXjPd4A73+zKXx9mmxwEQLFB3qrvb3xqV1Ta/x4sqlmAV+U/RUwqgpc0POhk9YYB/D417U5dh9wfKQMib+OtZWPNh0p5MRfjSdU2i73vMq3ucsN8j+s+JSPduwg6LFSJYJc3vACN44cRe/oVGamjvqvi1aKECFCx5yYT+sRIkQ4bNwBN9PvfAZ1RTlqnY+XMr/gzXfvondK94YZHgmrtxa2OXa7/XxTsrfNue/Lc9Gl7NAQ6U7Ky+tajPFmdu4o5byDtO9K4hN/uM5tlMnC6Smd95Sk21NJsMThCoSttKGxh1bdvWftp7yfbxg2idYo3p12DVnOzqs2Hy0VHjfPrltFsaueBJ+V/gmJXDBhKInRjiMaTxFm/jj5PG5ZsBRvUMGqwoDENFaW7Uexamgx8oD2ggGZxvfmss/eZnllIbQqkxXUNV7fsaHFIC93u9nncvH0mmWUVZpwFgZJ2OpH8UD1KDuXzhzXZvwnxlyOw/QxnxfvJsnmxF4bzU5bJcIvCTohps7HhIu34oz3UhN0A3OYNm4Ab3++nn1FhhFxysAMxg0NpypkOeNwxZeQE5tLTUUs0XYvM0avJzm+ns+KhjM9bRgbKkqp8jZyQd8h/H7MmUxN7Mvze5awTXXTHKkrLTo//eo1Vsz7ZZs1W0xGysT+hv3kFYK9xELQGcRaH752msnQF3CYTLgJG+EXThzWZqwybx2/XvsOQWm0eXrnl2TY45md2bZdMzEWG7cMmnSwP28LH3y1kUaXD+Ka8vgVQDfy4Z25JhozNLQoyeT03lyVc/KXg/q+8uWWf4dkgJVVb5LlGHEcV3R02C1DcfuXtxxHWbommqBv7AXEWQdS699Fom0Ycdb+hHQfFiWGgB7W7oi3diwQeDR8vMcwxgGQgoYyJy/vWkGUI8i6mj38fshlPzxAhAgR/iuIGOQRIvxIuH/RG1g/zcWy3zC+rHnV3HDVU3y56GEAglo9212PUuvfSpx1GDkJv8WsHpmQ0NFii7YQqA20HCtmhb6xSWytC3tvs53xx9wYB0hJiSU2Loq62rBRPmhw2jFfR1dgUczcl/ML3ir40Mgh7zGe8Ymn/mCfIk9tizEOUO1v5PW9a7nnlBndvVzA8KZe+vF75Fa6cO4Hi01jsVfl3yu38u5dVxBtP7JawGdkjWHF1cPYW1NNn7gEVpQWsrKsCHTQ43R8A31Y8i3YzWbuu2gGfdMNg3xlZWGT+7dt6TSbyfj5XLx3L7d/+ilBXQcpGZxRRPqQGvaMTKegLInesfEMS2/r0RVC8KdRc/lTk03oDQZ5vs8atlWUsPmj3Vx2wTek9WsOKS9iv/sMejpn8uIfL2P55jwURbCmppTz/u91MmJj+P2sqfzP2HO4cslbZKeWMn982KjRJWiaYFvDfj4/70Ysavhnf9aYgSxVN7G9oKLN+uqDfqSUFNfUE2Uxk+AMR0isLdmMudwMQtCYoCI0ib1SIk0CX7wJKeCa2ePYX1dHXpmLWacO5LIpI9uMn9tQ2WKMN/PLZZ9QN1JyyYAjL0VX2+DF1AhSSEJ2UELQOyGe4vwa0EH1qjRmQHZW+N4S0kO8u/8DNtVuJcWWzJW9LiPJenyFvDrLgYJuXS3mdqzplfgkBa5f0xjYhtM6lp7xD3TZ2Im2ISTahrQcmxQbk9KeZG3lY/i0arKdZ9Evdl6XzQcQ1DVC2oG/YYKAz0yUI8gXZRv4xYC5RJtP7gikCBEiHD0RgzxChB8JZSWNLcZ4M9r28pZ/b63+E6WeRUgJVf79+EONjE37y7FeJgC/vWY6dz/1CaLRKDN025WTmXXKQIob61hbtZ+ejjieGte1oYOdxWI18fDj8/nbk5/jcrmZOn0I55x/8nrTMuyp/HrQLZ1ur8v2+ZZ6BzmY3cXeGhf7alw4tCDp08sxRWnoAYXqlX5W7Cpg5ikDjnjsWJuNU5vKuJ3dZyA3n1LOv3auRo/yEuoZInlgFC9Nuow+0eGoEikMofBmbytAkj2KG4cZAnEPL11qGOMAQuAO2Bnbby1j+u7jgxUTefXCG7GoPxyWajebuePUiQCszP6O/dYP2rxe5F5CT+dM7DYzZ44dwPPL1/B/q4xw3n1VLm585yMW3nwVy+f+nFLPbNZU3kZANzzpX5cOJKCayPNUs656PxOS26rL/7TvaXy4byfCFP4b97encONL/2b53kIUIfj5jIncONV4vzmpfRD6LgAURaUxTcGbrGNvUNGlZMqYflx51ugOVeKbGRCTgk0149OCSAmapuAPCO5Z9jmzsvoTbzuymtwzJwzi3cUbEB4diwf6ZCRSVtLQErpubQDRoDG1f/gafFzyKQvLvgCgxFdKze4aHhz2hyOa/1gzJmEey6peBYwogNEJFx7nFR0dFlM6/ZPfPGbzJdlHcFZW981nVlSykkzku8ObeYqqIczGB9IkVExK5DE8QoQIEYM8QoQfDbefO53f/WoNijfsJUnpFTYsanwbqAo4qA5FE2UKUlG3EZf+EmdlXHvM1zplaF8+euI6dhZX0j8ticxEo2jx29Ouwq+FsCjqcS2tNXBwOs+8cM1xm/94kuWM55yeOXy231DVjjHbuKzvD3vVO6K4oZ6XNq4lzmrnquEjOy3O1yPKgUko9OjrwhRleFEVi07cyCqctiPzjh+M346bzG/HTcYd9FPmrSfLEd/GgwwwITWLFeWFCMXwvA6KTeLdsy8n1mq8H3cg0Ka9P2T0FwLG9ywlOfqH0xAOZMygMZTk29FkWEk8ypTSps26/cVtjvOqa6ht9JLgiCLd2Z/Z9g94N+9dXlyzE9e6FBwBQSgjRPTU9tcvJzaDP448i4fXfYmm6/SJiqF3wmZ80TUMssWza1sWf128jFnDBpCdFMfA2MEM6PcFu/cafxuhQQ+/jYXP3wKCFkM8pGu8t2ctuTUuzh84jKHxmS1zJtmieWbs5fxy5XuUukOAABPoIkSl13PEBvmgXim88PtLWLh8BzFRNsYNz+b6B95u0ybO6SEUXQoYqR+7GtqmyuQ3FhLQA1iUw6877Qn4ufPb99lXX8WkjCx+P/Z81G5U7R6fdBmp9oFU+wvJjBpGqr1/t80V4ch4feb1XLLwJUoqgwhFYo4OEu00dBdu7Dsbu3p86pu3psbbyMPr38DduJtRqalcPvACHJauLwsZIUKEgxMxyCNE+JEwNmMY5zx+Ngt+9SnCr2HNjONvb4dVZ6MtA9lXU0S6rQ4ARUj21b9GMO0KzEfw8Hm0pMXHkBbfPmTeqjaXcQryWclaXIEGpiQPo1/0yRk2fjLy53FzObtnDtU+D1PT+5Nq73xqQ53Px60LPmbF/qKmvGt4fdMmll59HXaz+RC9ISkqioenTOf5/a+0OW91SMYN6Em5r4SvKhahyRBn9JhBVtTRPzg6zVb6mTsWw3pz1iU8tfF7vi/J54yMPtw+YmKbzaLLRozg76tWtRyPys5r+bcePHzDUlVsjE2+n9UV96NJL4nW4QyOb7tp1j8xka/3hOdJi4km1h7e8LCo0UxPvpinvv8/1KaoZkuuhfxdtQyd0F7h+dJ+Y7m031hq/G7u3XQzTrsHJ5CUXI8Qkh1belHl9pCdFEdI1xA5DcQmuQmV2LDEaLx+yZ2YzW094lf++zU2rXUBgrds23jq6nOY0UrJfFxSH8bEDeKThm0ASAmKKnln33ruGdVxibSgruHyNZJkcxy0hNrgPqkM7mOkCARDGqlJMZRVhfOErRle3ij8iBkppyGEwFSeRMkLqf/P3lnHx1Hmf/w9M6vZzW427tKmTVJ3V9pSvEgpchR6UFwPDk6Ao7gcdtjv4A6HQw8oLdBS6lSoe5ta3G03WZeZ3x+bJlmSpqkDt+/Xixed2cdmdnbyfJ7nK0iNCqZxjWSdaUItHPk57Ygp817CrmlE0MDnZfUULK7n3cnXHVNbXUEQBLKMQ8gyntyAk2GOjiaHm7te/JLCigaykqKZf+ctCFoBq8eFRatld2MJCboo0g3xXWrP7a9nacmfqHbV0S9uNgPjzjlhY/XLfq5bdg8mkxN3hJrljXVs/34NI3sMocw5nM/370QtSdw7YBzTuvU+coNhwoQ5JsKCPEyY3xB333IVt113GY11TUQnRiG2mbT2jZ3Dd9WhE3uVKOPwNxGl+WX5TCqKwp+2vMv6+mD6og8Kl/N/Q24iz/zrj4z8a0ASRM5MOXyAo1Kbjfl78kmLMnNmdjbqNibZjy1fxprqIpBb/7zU2J18f3Af03J68cX+nby9ayM6ScU9g8YwIikdCH7nh4TuZb36IkdM4YPib1ramJI8DJfs4Lm9j2L3NwGwsWEtf819gnhdx1G3TwSCIHD3wLHcPbDjoGJ3jxpFTmwsq4uK2FDzPQPSCwGw2gysrTpyAL2OkJRGBCWFrXXRxBvGMyRei6b5Fv/w9WaWPb4YYx8tngw93RNjePL8M9sJ1No6B4offEYFZyLIksKbOzZxzoi8w8ZmeGDDJ8SYHCHnEpLrcZQPoE9KcJd+7sG1NEi1aJMUtEluAF7d8S2PjvxdS50Ku42tG4NiHEBxS7ywaCVTrv9ZarE2wzg0pM+Kf6TAUcmb42aGLHxsqSnnhqVfUO1ykGWy8PakS8k0dRxo0OHxsmTnARQUnrrrfO5950OsjW4ispuI6NmETw4uQG4oLGHe08UYyoPR7ps+jCI7ZjhC/6O3zimxNwTFeHNVSSOzrqb8qNsJ8+vn2sc+orCqAYCtB8q5/slP+OTxa4hUBy1UhsZ0ze1GUWT2WL+ltv5e8rRW8tRQ2biD58q3c0//P3V5PEqzG1JHVmffl6zEHOVkr731HeoxqXnoW4mAuBHZGAC1wh9WzadPTCLdzb+suUKYML8VwoI8TJjfGBqtmtjk6Hbndap47IFsEtjccq7Wa8Gsbl/2dOLy1zG36B6qXSo0ggmvosYn+5lXtj4syIGC7UUsfGcZEZF6Lrh1KlFx5lPa/3+37uSv874HBRRRYWjPND6YPr1lsrezphrEtj7nh/wnFX6qLOEPK1pF9jXzPufG3GFsqCpnXVUpyZEmnptyFkOTU7k840xidCZ2WA+QYUhiWsoEttk2tIhxAK/s5bntn5KuGcrVeYOI1JxYk/auIAgC5+XkMDQlmWGfbuEfP00mUu2hyhVJjuHof1v1rjUsLXuSp/On4pXVQD6LK//NZxNvxtPk4cWHv8LvCxC/3g/rHVx2a396JyW0aycj0YLeoKYh1QPNYn6Lq4p7v/yWx889E522/S5wg6uCKCO01faiBt694VK0zSkUK107Dl15SxmHUhLSjs8XCDrftwmEF/C2j0MwvVs/5hbtbBGxigIGnYd9nu3stdWSE9VqtfCn1d9R7QouFhQ0NvDwuh94e/Kl7dp0en1c+erH7K8K+tD3SIwh72wTP5RYaVI0yE4dF/YIplh74esVGMp9LaMUFPhs/hoWafP56PI7UUtdnyL5FX8w1oDSuriAcOpiL7SlqsrGgQPVdO8eT0LCqX0/nG4qGq3MWf8uNmrJNXXn/kFXHdX3eCIoahbjhyisrD9Myc5ZW/tvCq1vMlJvbXmuErVN2OtWdbmNPda5bKj9J7Lio4/lcgbGXBcizB1yMZWe0Gek1mtERkQICIhNArLFh4zCXmtNWJCHCXOSOHnOTWHChPnF8ae8R9nvGEqxK5ZiV3euynrltPpqd8R/C25jYTHIboFxUfswqYK+tAZV13yQTxWeQBOLyx/io4OXsKjsLzj9xzbpOhqKdpdy24i/8t8X5vP+I59x97i/4XV7j1zxBCErCo98t4RDMd4EWWDdgRJ21dS0lBmcnAI+EdSHomgLRJs1nJudy7rK0pZykkNEqRX454/rWb+vFMUnU9Jo4+Zv5+ELBBAEgTMTR3J37lVckjYJlSgR1cHi0fKSKv6+aSUzv/+0w4B0p4oEYyQTE7vR5NdT7opCQcWcsZOOuh2rez0bGjKaxXiQvY11bK8vw1rvwO8LjU5eU2H9eRMAROq13Hb5mKAYF1r/++rAHm74+6f4/O1zgxftEFm8bCBN9uBvTVGgp3kw8aZWP/jRyelY1K276DrRy9mpob7L6ZZostJMtIp2hetHj2jX35ikLO7pOx5kUGQw650Y9F7UUqDdd1nuaOz0ODhehb+9/x0l+bWoHDIalZd9tko+21lHg92AzRHB/vJ4DtQGfzNagzokdr4sQU1yJFuLBUa88WLLzmJXyDTGopV1IYsLcoOad37c0OU2TgSrV+/j6qte58H7P+eama+zds3+I1f6jSArCreufJFafT4+fR3bfeuYs+nNUz4OvSZ0scuoOzaXsF3W+R2eF7u40NPgKWB19bN45Sb8ipst9e9Q6lgTUubM5KlIh6IeNqMS5ZB3PEowQF2f6JNniRQmzP86YUEeJsxviH22L5hbeCFfF11CQdOCdp/H6CL5+6BneXzAf3l8wFtkGFM7aOX04fA18MqODJZX9GRddRYf7h1OuqaOFH0Ml2WMOd3DC2F19fMU2Jfg8FdT5PiRZZWPnvQ+V3y6Bq+rVYCX5Jeze+2+k97vIXyBAG5faKolZEJMoP8ydhyX5wwgyWQkMV7L9CE5LJt5PSpJIi+6dcdTcrT++REQkBwiWl+AOqcTq8fdYf9Zhmwmx5/LIQlVWm+h0hb0b99SU8EBW90JutJj462zL+H1My7kb8POYOn02QxPPnqLjghNTyKktosswZlxpEZHcnoMGd2DfqeKCK4ELdZ4TbsduUOc2z+PduttksKuwko25peGnF5WsI86mx6rNZIF3w/l8y/Hkr8/hZk9ZoaU62WZwNnxfgaai+lvKuG8eBcTUtv7tH5+wzVcO3kgZwzM5NVrL2D6gI7zY9/WdzS3D+pJ9+Qa4iwOBAHMUjy5UaE+/Wemh5r5Ts1ob/b7ztfrWLlsP/H6Rq6/6jvu/f0XZPcv/tlMR+DHkmD2iVunjsbaL+jnrwBVYyLxxGmRvAKOaolXVq1p18fhEASBeZPvQKw34rVp8JXq0e/S8NJHK3F5u75otrqsmBc3rGbBwb1HtSBwiDf/tQx/82KLz/ZMT3MAACAASURBVBfgzX8vP+o2fq1UN9kJGGpDzu1znbr34yEeuf5sVIIYFLKSyF0XjWXfvkpk+ei+T61kxCrrKfJEtfyOa7wGNtnyOq/YjM1bDD/LkGH1FoYcm7WJDDRrkITmII3ICI2HVvBAUAXoYYnijYkXkxYZdVTjDxMmTNcJm6yHCfMb4c29H/Ly9j34/QNI8jUxo99TXJrTkyhtt9M9tC6ztbacaldrADEZkXpnJB+c8Qe00rEFWjpZ1Lh3hxyXOzfS6C3HpGkfNOtEERljRI5R4ZoRjWIU0S5qxBRzdFG8jwetSsWY7hmsPFCIP0JB0YCIwIbyMvLi4nC5feQXVnFrv6E8Mbl93vJJad25e9AY3tq5AbcQ+NlUUUCwqklPMxCj7zgv7377fsqLPFTa4inzaKmyRrWpDWZN160oAoofh78eoyoGUeg8LVlXEQWBszKPPS0bwK4mC2p1gDR9HSWuGEDgooy+9DQFhfiT//o9L//7O+ZXlxJwCHy9dS/zduzhsduncnZen5C2TFotI1LSWFPWalIeldREXG4j5f4CIKPlfFWTvU1NAUWBA/uSsXrtITEmNKKe33V/lYKmVWwtqWTFeh3PHFzLzeOHE21o/d50ahX3TJ7QpWu+I/diLNpIVlXvIkWfwH29p7ez3Hl85FTSjGZ2N9QwLCGVWbntI/8vWB38TZ5x3gaiY4OuDd0sNWxtDF0YyY0KBogcnJrCpy/dwiN/+zubNTo8JjUKCkKzGFm9v5jbx4zq0jUAmLUaEqOrEE3BRStfkpq6hUmUNjTSIyH2sPU8fj8PLVzCN7vzcck+AhEyigruGDyCu4ce3UKkxxu6YOYKeHjr4CIO2isZHJ3NhSkjfnFWUScKs04HgoBW8JGmsVHv1+P0n3oROX5wNsv/eRvV9U189O5qXnw86KYzYGAGTz41A42ma1PvMfG3sbD8YXb54tliT6HGaabQ3Y/3xt935MpAnK4XKkGHXwkucAqIJEYMBMDqtVLpriA1Io1HBzxPob2AH8oWE6PK4KVNizEaXGi1Pgb21PB/I29APInZAsKECRMW5GHC/CZYXbOdJzYUohDc7dkvxPDGkolMzMj/VQny9MiUNkdBY1Kt2PMXJ8YBojQZNPpa008pisJO65eMjL/1pPV5xqxx/D36RzzNsax8401YU06tmfYrl57PjI8/ZoetGgjmKP/bysVkaEz87YVvcDWn3bvzyvFceXaoaBIEgTsHjOLOAaP4avsu7pu3MPiBAmKzjpjWI7dd0DFFUXhw4YtUxm4FLVjiwOs0YnUa8HiDz8a1vYcQH9G1xYkKVz5flTyEI9CASZ3AJWmPEaNNP9ZbEoLd6eHNuWspqbQysl8mF5/R76gEUKWnjg32bmgiFFI1VkRBYXpW646YXePng6hCIgtaxaMSEHl67lecldu7XV//PHcaf1u2gOVrd2CokzF4PUhJfr7zzOViJrSUOy+nN3OEJShK88RbUXDb9DTaRPjZbdWIeuYtUfHpl9UICshiMat3FTLv7lmI4tGLPUkQmdVtKrO6TT1sGZ2k4q4BQXEakGVK6q3ERRoxaDUU1taz6MAGylIOYB8u8m7TEMQ1oNpsIDa6kcQkJ5VSBAgQp4rghbEXtbSbYYnixSf+wlUPPsOeNmIcICeu48j7h+Ph1f9qEeMA6mgf2kwnRlXn76831m7gv9uC0eYFBCS7iN8s8872zUctyC++eAivvvJDy7H+Mpm3DgbzrC+r3o7T7+F3mROOqs1fGoqisKKwkBKbjdEZGWRZgi9Eh+JAb/PzYL/FmNVuZAXe3T75tIxRo1Zhq3Ww4LttLee2bC5i8Q87mXBmHrWeJpL0UajEwy8GZhpHMbPbx9i8pURrs9BKR7f4alDHcWbqc2ypewdZ8dHbMoM4XR5brJuZV/wEM8zbcDW5cajHkBH7BrNzZgMwJX00q+o2YlYbGRrdLyzGw4Q5BYQFeZgwvwHe3fsTSpuJpCCA1aTCbU+DX1FMn1RjFNflDuXNPesAgXi9mhdH3Xi6h9UhA6Ovpci+uuVYRkBW2vvlnkiK/fW42wSWVgRYWrWLgdGZJ7XftujVagJS+0WA+/7zLUqzGAd4+eMVTJvQF4O+Y//JC/v2otrXwHPzf0IICKDIaBNdbPSs4u8bS7mu94VE64I7rgt/2kyZafuh2GQIAkTp3MQ4XAiLAuisoJpoQx4ih2QWOByLKv6BIxA08270VbGk6jUuTX/qKO9Ex9z/6nzWbi8CYOXmAwQCMjPOHNjl+oMseXxcvAAEBZ3aj0lloKexdSf7jd0/EfiZzyeASuXB7vcQqQ61EjBqVOiqfyR6WTQg4t9uRilX0XhJqO+5QathaGoK6wsqgGB+cUGB2Ij2LxBFUfhs3uaWmGWiDFW7Gyi12kiPPrk7krvrinlw00sIBgdum45x+snsYC4Gk5PeowX2W2OpcxtRLODK8lKh1iBoFR4ddAYDYtPoE5fQbtEiMtLI3Bcf4bGFn/PhTyUoCmTFWrh1fHu/d4B1tYXsbCinnyWVwbGtCzl7yovhZ9kZRVFm1vOf8tn9MzFF6FAUhQPV5bjkOvIS8lCJavZU14TUEZSg325EF9IE/pyLLxlKenoM+fkV5OQmc6/tjRCr5SVVmxkWLWDRpBKr637U7f8SeGrFCv69cSMAGknivUsuYWhqKkaVngtidmNWB3eERQGuyFuG3e3AqDOc8nHam4Lj8JoVrL1FBAWW2/fy9NKvcPg9pEXE8NLQ35MacfjgjxEqCxGqjrMJdIVEfX/OSn0h5NwnJf/hhqjNWFTBfOj4V+Bueh69+UEAjOoIpiZ2nFUiTJgwJ4ewIA8T5jdAuiEWqOaQy6EggOATSbdkn9ZxHQv3D5rCDXkjafJ5yIqM/sWaV8bpc8iKnMyBpiUAaEQjvaKmndw+tSYOxa4+RKLu1K+4DExIYnd9GxGhgLvWgwZQzDKKVwCXiMfrP6wgB7hh0GiMag3vrtmMPbqUMmcEq6pgdVURW2v/xCMjHiK/oYy1+zbAz7SD7BVRf6JGXxP0z13+8UZ0iPzhr0f+Dpr8oX6mTb6aw5Q8Ojxef4sYP8SyjfuPSpDnmrL4W+8b+bbiR3SihsvSz8KobjUFj5DUyHpwJ/nRVQT/hItGH7oYGaOqfZT5em8F+1aG7sIFNkfQ6+r25v3PXXo+V7z2ERXWJkDgmjGDSLa0z0HvD8go/rZLgEEBb4noOO+6rCh8vHcrm2vK6RuTyO9yBnSYR1xRFPZV1aFTq0iP6VjYP739TQRDMKiczuxmbe0CElKdAEiCQra5lnpnBLErBQzlThwVBhy5Mk9qv+OT0bM7fZ88MHU6t451UedwkhljQdXBGD88uI7Htn7XcvzowPOZnjkoOB6vHqfVjyoquEvut6pwlRhwBOys3lXEpIHZ3PbBaxgy1xAVY+fjUi1eKYvdfj3Qer2KqKASRf46csJhx9oZQ4Z2Y8jQoGVU3Coz5a7WgJON3j08vWkL3oDElIw8Zmbfe0x9nC7cPh9vb9rUcuwNBHhr0yaGpqaik7QkGUOntTq1H53q9AR77Nc/nehukWzp5UJ0Bsf1xcFijLleJC2UOOt4NX8BTw688pSOS5abWsV4MwH/3lM6hjBhwoQSFuRhwvwGuLfveXy6bzdNvuaJhwwJtijeWLqOO6aOQqP6df3U4/RG4vSnzjf6WDkj6QG6RU7EHWgg3TASozr+pPaXoDdzb6/zeH73t/gVmdFxPbkkfdhJ7bMjHp5wBvvr61hfWYZalLhn+GjeKVmDfUQDiiW4e2spMhNt7tgXvC1X9h3KuO5JjP38vZZzCgIlLi0XvPJvhAYNcal1aJviSRlWCYCsQEVJFPoaX0hbazYs42rPGGK0nafm6Rk5hq3Wb9ocn5jdII1aIsZsoM7WGoU8Oa69oD0SQ6J7MyS6d4ef3d5vNB/t30pTlhdPvIwUkMmJtPLw5Fs7FJtGlQV1xM+iKOsV/ty7vRCLizQw7w/XsKW4HIshgtykjk221SoJc7SexjpXy7m0VAuRuo7Tzr245Ude2hq0Jvls/3bKHDb+MmRiSBmPz8/N733F2gNBf/crhvfngQsmtrsml2hr+bezJIJIKTQAoCQq9JarybsmuNPfVGJg80t9cPWAZ1YuQYoFURD5Y/9J9Ippny7OEqEPWVgorSrgyXdfxO0MkD6wjtW60O/l7X1rWgT5rJwZvLTjLfy1OgJeCUdZBHIg+O5dX1yKX/AjJWwkKibor6/Ve1A8+4lITCHGq+BtMNMnJoNz+uUwOj2dNNPxL7b9tdcM7t/2PjafA5MqQFFlDF61CkkKsHVLEwMtB+kT8+txaxIEAVEQCLQJeCe1eUZ6pd2Bz3kThzwnGn1nkaw6PX9L9HoNA67JZdvy7S3uJYJPxF1twJAWfAZqPE1HaOXEMzJ2CqXeFaRqWvtWaUae8nGECROmFWnOnDmnewy/OR5++OEbk5KSkm688Zdpahvmt4ckitzYawwJ+ggO7K/HvUfB7QywpagCp9fHmJzM0z3Ew7KlppynNi1jUcl+MiItxOpPvWnhsSIIIhZtBnG6XDTSqRl3n6g0rswczeWZI7kkfVinPognC1EUubR3H+4cPorbh41gcEoKB/QV5FOBIoPHpsEmwkcrfiDJ1EjPuJxO26v31vH+nh0hbhcxOgeuSgMqqwqHU0+ypYZtpalUVkZTaouiQavBtElGbBPAOqVfLY5eOxkQfUan/WUaB6EWtOikSPpZzmZYzAyEE+AnKQgCOZnxrN5agNvrJy8rgftnn0nEMaY96gitpOLslFwO1taRbDLzxOizuXf8dJLNHe8oq0QNUSkB1q0qIeCRECWFe+89l57ZHWdYUEsSadFRxEZ2/jxPHtqTdftK8AT89MlN5t9/moFK6vhZ/PPqBdi8rcK51G7j+t6hC0lfbdrJ+6u3tBzvKKtifG4WCaZQMbWxci8NStDCoXJBCrJXIjq71fze7lWTm1TVcqw1+5D9IpVuExWJtdRQQ6W/hv8Wbua8lIGYtIcPBOjzBZh550uU7omlviKKws0JDO+/iSptJG5/0Jw8XhfJ5d2GAJCdEo/FncaPJbXUVWgJ1AfbDmhga30VcXodxKxDo231MxcEqPSaMUS5iU1u5ONz76FPfALmTsZ1NCTqLVyaPoZpKcMpbviGfW4DWr0fSaWg1gbYVlnJ9O7DT0hfpwKVKKIoCmtLg1kCItRqnpgyhQRj8Dkx6nPQaMbg8kdhMFxGSvxfTshv+1jZVVfN2n3BsR6KTyBqAkiigqCWubr7OHpHHX02huMhJzKPMjkLr78EjWgkwngNusjbTut9ChPm18obb7xBRUVFxZw5c944nnZ+XdtmYcKEOSyiIHBFjyE89+4aRKX1D+sny7YwNimN0UN+ef6ChY0NXL7wI9yB4AR1Uck+fpg2u8vBuf5XMai0GDowTz4ZeGU/Fa564nVR6KXDC0tzlBbqwVWvI+AOipVKjZHbl+4mMUrP4OT2UdcPkR6RwYhUN6tKgjvqkhigu76K+upgkD/RDVsc6UjONoIvxY3t0gApc5246nXE9rQyYOZ+vIEj+91KgprhsZd35fKPmiG90vnmpRuxOz2YjboT7nLR4HRx9Qeft0RFv7fge+bNnkn0YczFASb3PYsR/xnLvgPlZKQmEx19/ItHyTFmPp5zdZfKxuoNFDW1iua4DhbdrM72qe46OjdnyI08vfld9jcVonjU1O+3sC8gYOlmRatEcs6Q7hz0fxFSRzL5CKhkVNrWGA+C2scH+9fy54GHDyS3ZlsBTbWtY1UUkcY9FrqNqWWjOx2VIHJHr9CdftICVFbVQzIIdhFFFvCXRCB5RUxGAwfKozGaWoNBOvytz2uk6vDf4fGgEVXE66LIjByOuiE0DVixveOUeb9kbh85ktEZGZTYbAxLTSUpMjLkc51uOMm64CKDT/axx7YdvaShm7HHSQ1Q1uSz4pM9WDTxLb/7a/sP5e0fN2G1BU3EJUWASh3uSh1mg4YRI7uWwuxEIggCg2LOBc495X2HCROmY8LLYWHC/MbolhBqrqu4Avzt2Xk02jvO7ewJNLC28mEWllzH7oaPTsUQW1hRXtAixgEavR7WVBaf0jGEOTwH7ZVcvuppfrfmWS5a+RibGw4ctuy5Kf2QEAm4Q9d5ZUHkryu/bzneUlXC+ztXU2xtFQKiIPLO+Ad4aEQiF/Vo5NI4N+u/HoggBye13ggF0fmzP1f1alzpOs55dQMzPljK1Cc3oI/y0ifqrBNw5ceHShKJitSflPgHyw8UhKQoq7E7WLb/4BHrGQ0GBvbrcULE+NEyZ9hkYpoD9Fm0eh4e3n5xZkqfHkRoWsVpWrSZwZkp7crpJC0PDbmB9yc+wYzxQd/8hoIoDi7O5NzE6VzecxbJ+tbUc4osEJ8yBF2qq11bR9qFVukkWiM2BP8vRfoRBIkXh13Kt1Nu44ykUOuPdbWFwX8IoETKYA4QsATfcR5LFX8c8WdcVdl47VFYhJ4UuRMBiJBU/CXv+k7Hc7zM6jkL2Rf6O1Jcv859mUHJyUzLy2snxtuyvHw3I76ZwyWLv+LSpe/z8JZr8PtPTLyIn7Ow8mMe3XU9T+25jbcLnsIvB91pNJLE8puv56rR/TDESCjeACgyKDI2h5fnv1zCyi9+YldhAXds+DcXrXiKZ3Z9iSfgO0KPQRRFxuleg921EFl2HLlCmDBhfpH8Ot/EYcKEOSxPXXYW17z8CfUeFyoXRNQoeAJ+qmoaMRlDJ6Cy4mNByUysvmDQn0r3bhp9pQyPPzWBfpIN7f1rU4xH73Mb5uTwyt75VHuCPrt2v5snd3zGp2P/3GHZPpYU3h9zHdM+/ogQj2UBijxBX9gnN3zF0qZlIMDbpRLTYs7n1kHjUIkialHD73vOAsDl9VGY/ynbS6pQVOAzyIiyREjDooKzWuDlgnMY1q2eEb1K6BV9AaPiL+K3jKnZT1vwKQgBkLUQqT011hLHSt/YRFZNv4lSu40Uoxl9B2nAMmKi+PjmK/hi4070ahWXj+gfItA7Yvr5vTgoFVFT6WHawP5cNmYAgiBwRcajbKifj9Nvo7d5PAsjSpAOFOBv9uQFMIg6ZvXs3G92eF4G0cN8NGxQocgiST2qqe8jEq9JZWpKrw7r9DSF+qUrMiALxPauYbmriJsTpvJk6vMtn98OuPxu9KoTY6LeGSpRYpx6GMvd6xG1AXwNWs62DDnp/Z5q6j0OLlj2PC7ZDRJo1T4cPi3fladyfsLDDEl+5YT2V+kqZnHVf1uO9zRtYkPDMkbETMHjt7Ko8EWc0j7QZ2GpMaDYVHgtCl6zzMpvNrBz7kcIkRKOp5OQu2n5svQnjGo9t/TofHFRURQq6m+nyfklAGpVFunxX6OSOo+hcTpQFIW1hSXUO1yM6pZ+2ACQYcL8rxIW5GHC/MboFh/NI2efwQPPzmvxyI2xGEhPbp86xerZS6OvlrbGMvsavzllgnxSaneuyhnIB/mbEQWBG3sPZ0h8x76tYU49dd7QgENl9ga2FVbQLzOpw/J9o1PRuEXcOhkOxYMXFeKMAj7Zz9LG5SBCQBEQNApzrV+z/OMvyUsYw+OTLm1pR69Rg1FCUQefYLVThdfiR3JIwbzbokJAVJBqtXgQWLkzgR93JbDtz5ecrFvxi2Fc9yxyFTMVRUETcEFW8Fu9R6h17JTV2fixYAOmqFJGpvQhSj/4yJU6QKdSkx0V22mZ7IQY7jtnXJfas3rtXL/6NQ7YIgioJbbsW0ZeTiKD4jPRSQbGxF3WUranKYAggFblJ6AIiIi8P/oG9KrOffslUeS9e+/hjlWPY/PV44+UEUQ9s7Iu55EN/0Cn3snoGCfZllmI4hC+OvgmAaWBaCKpk10osoDPpiGley0RBg8y4JP97fo5GWK8wF7LuwdW45MDXJ45lL6W4Hv1yckX8NbaFDaXldMvNZHrRnZdkG+uK+bTg1uI0xm5tdc4tNIvcwp5/Zo3g2IcQACN2o/PL+L0aXD5TrwFVpPf2v6cz4qsuPmp6CzStWWkZ8GWZenU+NXUj1JQdEBAIbHZlF1pCqD+1Irnz8EFnV3WI4/T49vVIsYBfP4CbI7/EGO6/bivyS/7eXX/e+Q3HSDTkMrsblcQrTn2lIYPfvMDn23eAUCsMYJPfn85qVG/opysYcKcZH6Zb9MwYcIcFxNG9uTeGyfz3dKdmE16brpqHFpt+90mrdRepIvC0ee+PVYEQeCxEWdy78BxCIKASfPL3un7NfPUj8t4e/caUCnoPDrmX3EdaebOJ0ST4vtzwF7Rcuwr0/N2xQZeuPb8DsvXOpx4NIAsBPW4ICAoCo+NmIFX9iNICn5ZgOalIkECVYab4rLFNLinYtGZKGxooMRqw2YNNTFWWyVc6V4kXzA0ktSgbgmSBKAoMPODz/lk1snxDf+lUG9zUFJmxZkBshpUDoGHX/2OKYNzUKlafey3VVayrbKS3vHxDExODmnD5ffyxr7FlDvrmZ4xkqGxHUfZ/nTlVp74JJjWT1YriAPn8sFZG+kTf8PJu8Ausr4un4ISHQF/8Jq9HhV3Lf2GFZfd2q7s6Ng8bsw+i8+LV6GTNNzS4xwyjV3LiBCp0/HahPtZUrUaZ8CJ7IjghkXvIkb7AQvfVxi5u8dd5DdmEmsMBpubnSfw8LILUalk0tNq0emCInyguRfRWjOyInfJl7nEWcb/HXiTclcFfcy9uLn7tRhUR3Y5aPA4uObHN2nwBtPBLSzbwecTbibTGItKFLlh1NAuXXtbVlTu4/eLP2u535/t28nKC2/tMDXc6abS/XOBLKASFZIjrOSYR5/w/jIiemLRxNHgDZrDqwQ1fc3DsbvXYFa3xgtwNeix5irIUa2xDCqHxJH9ZhH4BYTmLCk+j8S2gwHOKnyXS3P6cG3fQR26vyhKe7N2RfG0O3csPLjjWfbbgykcazz1VLvreHbAA8fUVkmDrUWMA9TanVzz2ecsuu73iL/A5ydMmNNBWJCHCfMbRBAELpw6gAunDui0nEGdTE/Teexp/IZDImlIbPsJ7cnmREUUDtMx+dU1vFu8ElV8cCLoU7xc/Mk7rL/hzk7rXZY2lpe/Woto8RBoVOErNBDoJXdYts7h5OL3/wMBECQh6HKrwDBtMuOTewCQQDJlVITUc8sqUlLq+WjHYsxSN+b8sBgF0LtCI3bLWgW1qKBKCe58BRraLxwVWH99Aao6w+py8czKFVj9bqb36cMZ6d1paHLhSAZFFfy9+iOhKRFK6q1kxQdNVb/ctYt7Fyxo8X5+fPJkLu/XDwiajl624iUONPuhf1O6l5eHX8LExH4hfXt9fv7+32Utx6JPwFtg4r6Nu/j27NZyO8ureHLBcmrtTs7vl8vN44Yjiifed/7n+GTw+0KfkXpnx5YCgiBwddZErs6a2OHnR0Iv6RB8MWyrX8CPG1WIGQEOZd1ySWo2NqaRF1mGU9YiCMHUawkGN5UOA+XlMRiNbvw+ief7ncdtG15hp62IbsYk5vSdSVpEx6nlAF7e/zplruDvZbN1G//Y/A5/HXrk9/PGuqIWMQ7gkf2sqNpLpjFooeDy+/i2ZBdOv4+z03KJ1XUeRNMfqOPrff8i4I/hkC99RZOTb4p2My2r4/R8p5NsYzI7mgranFHoG1nG/Xka4sz3nPD+NJKOm7s/ysra+XgDbobFTCJRn47VFRS0ihKMpp+eU0GxkhlSV1GDkqlFVRQg5apcqtUBDpboqfU7AAePrllKgsHAed1z2/Wr0/RFrx2Jy7MGAFG0YDLM6HCMAbmJevu7KEqAaOPVqDpYjD+E1Wtjv70Q2ix4FjnL8AS8aDsJ7Hk45OYfy6HUbwCFjVYe/WkZD43sPCNGmDD/K4QFeZgw/+MMT3iAbPPF1Lh3kKQfhlmbebqH9ItgZdU+nt/1A06/hyuyhjEre9TpHlILnoAfWVE69MXtiJ8qihENgZaJoSCAXWs/Yj2tWs2V2WN5Z8kGANSSyMwJgzos+/XuPZQ3NiEKArJGAQH6GON4Z2brBPHfY//AzFVPUetvFc7RaicBl4jOqPDUkuUtItKlDRCv1mNtcqNoZfzxPjTRHg5tFAlGH9hbJ4cKcE5ejy7dj18D9Q4nU158C5cruAu2aNt+nr/0HIbHp7WI8UP4I8DZxhT69fXrUdp8/vr69S2CfG9jabMYVwABBYF/7fuhnSD3BWR8/tDFF8EPFe5W8eb2+bnhgy+pcwStGV5euob4SAOXDu57VNdq9dpYULkIV8DF2NhRZEceOSPEuLg+6PQLcTlbn4H+CR27UhwPO0sque7rT+k7cD3douoIBAYDAdpuWLpkDT5FCjk3s5+P1zdoaHSDx61hdr/B/Kd4ETtshQAcsJfz1K6PeXVI0LzYF7Di8pdiUHdDEiOQFblFjB9iU/Eenq1+mz+e+/tOx5ygbx+HI0EftIbJL6vmrkVfsV+oQdErvLZ7JXOnzCZe33FwNH+gjr3lk8nQRgNn0lakuXytO7Sy7MTl+gJFbkKnPx+V6uS7HlU6mnhmwwrKHI2cnZnDNXkDEQSBN0bO4rIVr1DirkFAYGRUDs8OfQSt6uRNeaM0MZyffE3LcUDxs6DqcyK80WTogjFazh+7kc3LMmiCQz8/UBSuuvESxk8dQlafdLbXVHL+3g9C2l5XUdqhIBcEidS4D2lyziUgNxKpPxe1KrlduUDAQXHFYCIEJwpQ1PQSGUnrUUnRXb4+vaRDIx6b9Vy6xUzftAS2lwTTESqCQsAgs6qs6JjaCxPmt0hYkIcJE4YYXS9idB0HKfpf5IuftvDY3O9RRAVfdw9/d35PpjGGCYmd59M+FcxZu5APizagoDAuJpt/T7oM8QjRvIenpqEUECIYdF2cXN11/hiG9UijuNbK8B5pdEvsOGDQoTEIioDkCf77/gsnole3CiaNqOadj7wilQAAIABJREFUkfdx8YL70Ju8RGldRONkT0kidwwexFOBNhM0EXplJ/L6RdPYY63h3mXfUiC0fi5muqBYJNAooQjQKzWWh86c1KVrOhl8uXcjC8u2kGGM44+DzkF9nP61H67d0iLGFRTUdpH3t23h3AtzUSsiPqFVLEs+gTlLlvDZlVcAtHse2pq7qsVm3/42wsrT2H5xxqDTcNbgHBZszG8ZgzfBz8DoiJYypQ22FjF+iC0lFUclyH2yj8d3P0Ph5iZs38TwH/dBxkyMZkifbMYMHYfZ0rGJtlGj5dVJl3Lnkq+xO2QiJA29TIl4AwE0h8mHfrS8u3Yjjy1ZjpLmJs0UXERKMdZT6DYh6prvvxcsvu4ctOWSbl4OgNNn4oqeNzMrL46NleXERxioaXRy3/JNuAQTkQl2JLVMkaMagFrncnbU3IGsuNGIsQxIfBOjJpfuum4ccLdG0PcURbCwooBZEw8QG3H4RYu+llRm9xjLm/tWogAXpPZnclIeX6/eycPvfY8CGAU9zn4eamIczC3awfW57QPcLS0q4KfiZzg/o5pBsY0Mii5kU30mACaNhrMygu9DRfFTV3sZPt9GABpsT6CNepV44wXHc/s7RVYUZn3/Obvrg2biaytK0IoSV+T2Ryup+GriXSet765Q7txJhWs3EE+lw4zHryJZ14sHJ3zO4xvPxSboERSFmdm7mXXNX1rqpZuiiFCpcfpbFzvyYg7vXiEKOsyGyw77OUC9bQ5RgrPlPaDBQ431cZJinuuwfJTGzIS4kSyrad55R+Sm7lcdc9YIQRB49sKzmPj+WwgyBHQKSNC7k+sKE+Z/jbDzRpgwYcK0YXthOY+9vQTq1Ag1GjTrDeCC7Q1lR658kvmxtIAPitejCMEd6BX1+3lk7fdHrJcTE8/U2FaRJPgk/jWpa77WgiAwOi+TK8YOOKwYB5jWK48sS6sZ5JjMDIamtk9bpVdpKfBGU9AQTWmjmUWVPdlnjCHblMll/dqMEbhyQH8kUaR3dALfXDSLLCkx5PMXLjmH9XfcxMtDJvPHbsMJBDo2pz/Z/HPzUl4s/og98m4WNq5g6oJH+ahwBX45cOTKh8HfwbVEqjSIgsCE2HREt4LgA5UdZFGh0h1MefRF8QaEpHr0qU2IWj+iIHDnyFaxlWVMIcPRGqxPJ3nR/KuiXV8Aj149lRumDUPfTSEw0MXgvjqeH35by+fJUaaWqO+H6JV0dJPsAkchZdW11H+YgFwnMfjyXZjOnsfetBd49rsbqKqoP2zdM1J7MDgqEwIiTq+ff2/ZyAs/rTqq/jvjmeU/ghh0v2jyBt1q+g4oINtdj7pKhBoJ1yoz3+X34a+DnyLX9CoZhoeZ1fMronUpGNQaxqVlUm93ccO3H+ONtCFF+rBVmlAUGGTJBmBv3cPIihsVAVRKOfnVV+MLVHFz5mwcO414K7U0rrFgWxGDXwsljcuOOPY78yaz8qw/sWzqvTw+6GIkQeS1r1e3WE4IioC2MLgopxbbL2DM3bOLa7/4Ald9NdWyAY+o4ra+S3ig/zzOzdCzaNpsorTBSNk+75YWMQ4gCQGK6/6MN9B47Df/CNS4HC1i/BDLywoOU/rUIwqHFuQEHOhQKQHyDxbz4LeXY680M1hVxgsjP2JM8noa3Fta6pm1Ov7vzAvINEVh0mi5tu9gZuT0Oa6xCP6DIWJaFATEQGmndW7Jvpr7827n5u4zeW3w44yKPbZgjofIjIrm7jGjEYwCSNAnOoGnx049rjbDhPktEd4hDxMmTJg2fLllCyhtdgICIpomkX6W0x/9fU1pexO/L/J3MGfkkSc2L4y5hHLnJGrcTeSZk9Cc4AjJUXodX159JSsKCtGpVIzNykA6TMAeUQBnQEtRU3MKLxT+tW49D02ayOCUZIqsVsZmZjIopdX8UhAE5p13A2/vWUuxo54LsvqSSTQ3zH6L2tqgwNRm6REuMHPXoDFMST915uufl/yIT1DjsOoRJZnIWAcv5c+nwWfnlh7nHFObFw/uw/trN+P2+hEQUBlEHhwf9Ld88JJJ/Pja23gDAQJ68BtgYlYWK6v28vC2uQBIERCd5eH/Bv2OQYmtCyOCIJD6nIDY6wBKohp5nh3F3nH0ZLUkccuU0dwypeNAWBEaNf/83TQenr+EOoeT8/rmcvnQfh2WPRxmtQl/lQb8Igl9q0gY1NDinx09sIavl37G9VfeeNj6q0rbRqNW+Oe2tXz66RqS6/WcN74f180ah0o6ur0HXyDAh3s24VWaF0Ua1KwozmZSZj6RGg9JWXUUrUzAs9OMrBPon5CIIAgMTehYtHy5ZxumblYOxXFTG/z0icjhvl5Bdw6vXIeKAEax2QdermRv1Qx6JS1G70qh9C0ZQRHwm2XGTdyORn0GDV47Fk3nvt9mTUTIsS8QukAkyNDdFMtFmX3blbtv8feo7QKxUY0tqeIAssw1jEqfRkJEq4m7IAQXKw65xAAE8OHwFaGRjs59oatEaXWYNTpsXnfr2EyH94s+1STr8+hmHMlBe3CXOdLv57ktwRgGArC1pBv9E4sZlrUPp78EC63xXsanZbHsitknbCwRhul4betCzpkiO895LwgCAywnNj7A7QNHcvvAzlMNhgnzv0pYkIcJEyZMG6rVJe3Oje6WyfjEnp3WUxSFzzfsYOH2vcSbjNw5ZTQJ5s4nzEfLxNTuvF7wI0gACijg9StHqtZCckQUyRHHnrrmSBi1Gs7J7fw+AUxL78sXRds5lBpNsal46uBKFh84yMdXHN78UhJFZvdq9eX/8INVLWJcATwFLkryvcyu/ZLHx07mqpyO/d1PNA12Pw3VsS0LOa5GHVqji+WGHccsyDNioph3+9V8uWUXAUFm1ojBmHVB4ZMUbeLrm2dy3aL3aBTt9DV14/6x43lt3+KQNtyyF0XdPhLzjD9M4+mrXwaCYmbGC9OOaYwAg9JTmHvLzGOun6BLYNrAM3hbswt1RNAPvq1lrBtHp/W7W6LJr6sFQQGjDySoHwLe/U7+8/lPVDTa2SCW4SfA7GGjmT6yf6ftbarYx/XLPkBr9GBO1WIrNSO4VNi2xjF3SzQ6twy1zRH+Beg7OIU5EzoPTCXqfAju0HN9YjIxqoI7zBZtf5yelSGfe/wFuH0HeO+mu7g/9y9sq/eiM3nZq8nl5i3fIPAt12RN4tpuXd9lvGbKEF78ItiPAMycMpjrJwzH8LP0b/sb6vEQQOsXkJWfmylL5FpC/ZRV6t4o6pEIvqD4dMkSViUeoyary2M7WrSSitfOuIC7ln9DjcvBpLTu3DbglyP2BEHk/NS/UeLcil928/3219qVqXFGImAgWnd8ueC9AT+v7lnJlroy+liSuL3XOHRSq0uSPuJy7I5PUPs2ogD1JJCpHXZcfYYJE+bEEhbkYcKECdOMXw5QGbUDTe9YvHuMIIKxn4Mnx910xLrztuzhoS9/aDneWVbFl7fPPKERp4ekpjFE043NjoOoTX4EEYwGPy6/94g5lU8G/kADds8qVGI0Bu3ILvsYPjn4YobFZPHnpd8iO1XILjUosL6sjMKGBjItXd3pOlx/As9uWnHKBLmjLiLEqsLr0qBS+YnXHd/iR4rFzG0T24sMRVG4eetLkNCICTgoN3DHkibOyQ1NZ6UWJNIN7d0MJl81juTsRHav2Uv2wCz6Tzg1kbIVRcHm9hCp1YRYT/yu90VkPp7D+x/8gMdWgNYcXERw1aup1bQPUtWWf5x5LncsnE++owrhkOW1AvZshcg9Aou2bsdxaTDi+GPFX5Aca2JUj/ZC0en18PyO91hcmU9yanPqqCgHmggvdQdikPUy2jIVgYAAGoU4k4F/3XkpmUlHDoz1+34jWP7TupDHtV90Wsu/M82zya9e3nyPDi1ISKilOHwBhZ8q06nSN6DzejGpmvNWo/BOwQ9MiO9PN2PQlSPfVsiT21/BqziJoDuvjbozxBLm6jOHkJsez97SWvp3T2KZdytTlzyBJIhcnz2JWd3HAxAXYUAAAhEKS7b2Iy+tBJUUtBbIjLq+XWpMQRBIiv2MgoZHqXEuxS+mMjTuPtTiiV2Q/DljUjJZf8Ut+GT5hMUNOJGIgkSGIfgOOr93LG+t/4SG5qCIoiAzPiuF4cl/Qq86vmCET2xbxH8OBgNvrqkpoN5j58khrYtsfrmB/a4dtE7563HVPknf+CePq98wYcKcOMKCPEyYMGGaEQRQiSLJg6tw9a8DYFRsLpFq/RHrrswP9V/cV1VHha2JFEv7iMfHwwMTx3HFyvyWyb1ddnHvprd5fsgsZEVkftkGGrx2Jib0JTsysfPGjgOvv4x9VdPwB4KRc6MNl5EW82yX6/93bz7+Oh0/F9Uunx9ZVqi3OjBH6lGrDz/RPuvsfsybt5ma6kYEwJEMnmZ9pNB1y4HjxWIWqKoLPZeaKnJ37rHvPHdGkaMGD40td04SFba5CjjwqpeZV4/ii5KNRKp03Nv7bOJ0HUfP7jWiJ71GHNma4USxu6KaWz7+mvKmJuKNBl6ZcT79U1uFyOghvRg2MIeR79Yw2FxEwCtxMBCDRevvpFXIiYll/oyZ9Hz3mdaTzTdGUYGc6m+NYWeU+aTgpxBBvjG/hIcXfUvZ7iYEtwimeLRTKlBHBvuNinbQJ2owfWITqW1woKlRkWA0csnovkRHhpqEH45cSxIP9p3Oy/nf4VcCXJExhlGxrQEiTbqxJEZeRa39/RYxnm55EpUUzePzf6BKHQwoJ4rtn+l6byPdSMQv+3lq92Po9B6CdhRbmL3iJd6beDcLy7fxSdFadJKGm3pM4qrcQayu2ct7G5aTrLWiEmRe27uAoTHd6R2VSmxEBH8ZNYZ/bPueGqOGl7dOIVmEIRkDEaR44gx1mDShCz2iKNI95iG6xzzUpXtyohAEAU/Ax/KK/WSb48iKDF0g2VhSxqebtqNXq7lu5GDSLCfPQqgzUs09+eh3s3l+5Vf4AnquHXoGIzPST0jbyyp2/Ox4M9D67vHJDYBM23dtuXMdJ8eZIEyYMMdCWJCHCRPmN0Glq4hC5x4SdelkGvKOqQ1JkLg8/VzeL/qKCLUfrahhRvpZXaqbHhM60TNo1UQbjizkj5Yt1tJ2G8O7G/N5Nv8RyhxpbKovBOD9wuW8Mewmck0nx/e9tundFjEOUO/4hHjTbWjVme3K7q+r4/UN6/H4A8wcMIChKSlsra1ENgQQ7VJzLjbok5CARdAw6653KCiuxRSp47H7pjGwb8cT15gYI2/861qemjuP+aX7sMWoQRAQRJk7Bx45TZ3H56em0U5CVCTq49hhe/uC33Hhhx/i9Qb/pPZPN/LZmXei6iBY1ongwYVvI0SH+uwiKpSLPvoL3fjjWWd3Wv9UU1Zv4/LXP8YtBn2Yq+0O7vtqIQtvmxVSTi1JREYHWGhr3bHvo2vvQvJz1CoJg0+DXeNtuR+aWpAFAc/Q0Nzk0eZWEb2rsJIbXv0URZQR3c3fVaOKhrWxxE+pBMDvl5jZpy977AfIMem4YNQIItVdE+JtOTdlMOemdOxjLggC6dGPk2T+I365Do2UjCQG+9hYXA4xAqgUPD4VBm3rNSbqLPQ2ZwJQ7alEq/aEtNsQKOT69XM40NBE5Y54Ak41K3/6mPlXX0ups4aZKWsZYg7GpdjriKfUcTG9o4Lvi6WORaRmBleZ6hoNiP5GFtrW8Gp5ApKwintyR3Jlt/OP+j6caD7av5EHNn7Xcnxeem/+MfIiAPZU1XD1e5/jl4O7+4v3HuC7m6/BqNV22NbJJjs2idcuuvmEt5uis1Huar2mJG0VgUA9UnNaM70qE4esxyAGMyIoCjQpnVuenCqqXI1oJRVRmqP/TYUJ81siLMjDhAnzq2enbR0fFD2LQnDidW7SNYyNO7bJ4oUpZ9LHnEOFq5o8U3ditV3L1XrtuCHsrqhm2Z4CoiJ0PDl9KnrNseVt7YzRce3THVl0Tkpd1ezaqeBWItAmOfHJfuaVbThpghza71wqtI8qXu9ycdlnn9LgCk4GF+7fx7zfXcXAuGRW+AoIqP0IbpF+CUl8cuEMnnppAQXFtQA0NrmZ89x8UjNjqLM6mDI6l99fMjLEDcBk0vPoVdNJ37uEj/ZtBVninr6TuCCr8/2fzQVl3Pnm11idbpItkbx2w0V0Szh8FPnOyI1KYftN97Cq7ABpkRa6W+KOqZ2usm6/hCVPiyGy2XxZAXu5kYBeoMpWd4Tap55PV2/DIwdC8rqUWK1Uu+v4pORbGn12JsYPZ3hMPyodoYtYFc6uRc5fOvMmxr7zT9wGHygQ8EpcfNkw1mi2UugLRuPWCxpm9x3bUmfB+j3I+gBiQ+jCScAenBoFAgJ6JYpHd7+NtznP++Kqzbw+9E7U4omfPqklC2op1F2jV2oC+/dUIWe7CCDRYDMQtaeOyEaBwTMl/rHrCc5JHUsP00gCsoDUZhfd6VVT7aklMgL8KTaq9sbhtap4fNEy7p4UQSpFKAqUlMWx8LtReDwrKR8jM/P8wdR6a4PrZCLU1UYyNPcAy+tzQFEIIPHMrnX0NAxgSELazy/jlKEoCg9uWhASc2B+8U7u6zOR+Tv38eX2bfgUuWX9srrJwebSCsZ2zzwdwz1p3Jfj4b6tdgpcMaTrGrin20oEodWFSRAkIgx3UWJ7HY3gp9pvZnxS50HdTjY+OcCfNn7OoopdCMCNPcdza27nsRjChPktExbkYcKE+dWzvOarFjEOsLT6i2MW5ADZxgyyjRlHVceg1fDa1Rfi8vrQqlQn1He8LVmRcTzU73z+sWc+CA7iIuzERwTzSCteEWdZJIImgDbWg0GlOyljAIgxXkW9/RMCSjC1kUk/Fa2qW7tyG8rKWsQ4gE+WWV5YyLNjzuGBNd+zs76KoQmpPDL8THRqNdW1rSm5/BqBSp+TynwnUkDgzc/WEGMxcuHk0EjekiByU85kbsqZ3OXxP/zpD1idwUhb5Q1NPPPVcv5548VHdQ/aopYkJqSfGhNwWRao2R+LM86OWu/HYdWjlOhQeRQuGnxq/OaPBkUB0QeBNjOO4RmpPLjjH1R7ggsIGxp28GCvW0gw+Cm0tYqJ1MiuxUaIMxjYfcvdfLFhB1uLKumdF8/0YX3x/T975x0fRZ3+8feU7bvZ9B4SEkgoUqU3EUQBxYIVu6LeWc966nl3lvvped6pp6dn72IDLKiIiBQF6T0QCCSE9N42ydaZ+f2xIWFJQgkJ4Lnvf2BmZ+Y7s5nZ13y+z/N8Hm0Mi4q30eBzMyW2PzEme8s+ITYjYq2EEuVDLm2dPEtINVBbb0XQeRDlWlRV5EBaSm5DCVn1BQwM7ZxhmU/1sb5mLTWeagbYB5FkPnza8mPnTWZ7cSk5mVVgUNCvKqWvPoc9l2Tw1i4PIPF53hJu7VfEaaYZbGn8Fr2kUFJnR9C1/iaaQ52IOoWQtFqyrKXMyaljWhR4vTLfrxjOJZctw2pzkZ29iGe/upPCrEQUJIyCGy1Go0lt/jscUL8CPPzTIr67eDYexYdZd+I9LDyqgqZpAYJcAO76YiHbipuzdyQNyaEi+sBnFYmwdP0k6cmmX8ytvDX4Ipp81RhFH6H2hxEPqd8fE3UTuaZBVLrzGWnuT7y5c1lkXcXCwu38ULIT8FeUvJq9grPi+pFh774yqyBBTmWCgjxIkCAtqJpKk8+BWbYiCqeeSU5HCIiHLHePGD4auiMqfiiXpAzj/B4D+NfuJyh0+gVsQ72J0vIwVAM48u3IXi+XTThy2vaRqHI18kt5LlFGGyOjkluM2wy6VNLjfqDe+QOyFIHdNLVdU7eEkLY19PE2G9EmK69PaiuAJ4zqzfasIrxmAU9I6z2oNarIbsjcXdxGkHeG8rqGwy6fyohoqIg0VjTXhytgbNCYfc5ALPrum4TpLJeOGcAX6zKpcrpQZegZEcZ95w7hL1nLArbbUJ3J8+NmcsdPX1LsMJBiV3hh3I1HPY4gCFw8fAAXD/dnR9Q2ufhy6068isr5AwcSYwoUKddMOp05KzdTV9+AL8aL4BUZ078n089K5N97P8Eie9GJKqoGDo8Bj+p/ZbJ2cqJL0zRey/0vmXXrMIg+FpfOYYB9ODf0vAdRaL81m1En881t1/LpVz/x2uzXGXRhJWG361iRG86B4vhat5m3c7ZzZlwq/xn8KkWNdbyVP4fdDbktx3E36AnpXYMh1J/Cv7rexJjQEBprJGZd/mOLaVtG7wLu/iAbpdm7waUZ0Fe48SUfkkXgFcmtqGXAx0/hVHRMSYzlpTOuwtDF7RQPh0GSMUk6XGprJwFB0dhWXIaG1uyEL2Cs9BKzphHxNC8pEe17Kvya0cmpxMf+hNuzAVlKRKfLaLONIAik2UaQZjs13NXLXW171Je56oOCPMhvlmNrzhkkSJD/WTZUruGBLVfzxM6b+PO2q8ht2HiyT+momRQ9M2ACYUpsx62z/lfQiwbuS/8Ll8XdRPaWNNavzECVxOZAnkBNiZ73th3f33Cfo4rpi1/lvnVfcu1PH/DElkWB5yDHE2m7jlDzeQhC+y/i/aOjuWf0GKRmsX5p//5MS+84knz5+cO47/dTEMMCI26KUcBt17AnWo7rmg4wdXDgS+vUIW1fYk9VMpJCEN3NqckKyG6FyDQ7t5458aSeV0dYzAYeuXoyD06fwCuXn883d11LojUa6RARGmuMYkjkIFbNfJR91z3EsgsfISWkcw7UTR4vV779KU9/v4Jnl6xk5mtzqHAEtlAz6HV899jN3HjFOGaePZx37r+al6+/hAYnGCUfOtEvUkUBbHo3oHFx4jhSrZ07pypPJVtqN2AQff50cAEy69ezsWblYfcTBIHGvgaKn+5Fj9/58KoHfutaJ8A0TWBjTRY1Sh0Z4THc1+da+oakYhT19Lelk6yko7e11tN7NJnXCsfitcS3iHEAWVQJsQd+T2K5zL0D/k6KasXTqMNdr6eh1IoqaTgV/wTkD4WlvLdrQ6e+l+Phm7NvxizpQQOdIHJ+ehWCoAVMykpuv8Wjmqnji++3nvBzPBGIoh2TcXK7YvxU5MzYPugP8tiINtoYGt41JndBgvwaCUbIgwQJQqPPw2s5rxJm9EcafCi8l/ssjw/86CSf2dGRETKUe9KfJ78pm1hDDxLMbVOn/xcxSEYmxk1EntCTm+bNa/P5J7s2ct+IMzt9/Pf2rqPG09SyPCdnA7f2GUe06diiTHeOGsUNQ4eiqGpLL+2OEASBC6cO5t1fNpNfXgv4HdNd/Tx4E7286F7OtqWlvDHp0mO/oIN4eOaZJEba2V1UwelpCVwy6vij7ieKBVffwjub1/DcT6uQJJFz+g/k7nFjMOlOvXTcdUWFzP7qCxq9XgySxMvnzkASRUL1Nu7odTWv5XyCS/UwOmIw0+LGH/mAR8maffnkVlYD/vun3OPggjdfo3dYFP++5GLCrH4TKaMsc8eYwNZySdZwZAJr10UBXjr9Nk4LbevhAFDqquTHslVIgsSUmHFEGNq6ecuCDlEITLEGqHKXBSzvqNvE2uplmCQLU2IuItIQg0GSUUN1OGQTaZYKIg0OKt3+51AWFawGv5+Avrm2PcYYydMD7205Zn6v3fxh0waqPK1ZAppHIs/pZa8rlVxnNEbByzlRmYR6m6im9RkPqRUYEB3PZ9Pv57l1q1hTVIglLptVtYH1/nn1pe1+N91JSkg42y7+IwAlznyez76P0zIUtu/qCQjo6nyEZjlb5Pna/TlcRdfdZ53F7d2NTynBpB/WJr38t0CvkGjeGXsjc/M2YJBkrk8bi1V36mX3BAlyoggK8iBBgrC9uhi95A1Y16gcvt3QyWRL9Rdsq12ATjQxNuomeliGEmWIJ8pwajjHnmjG9Urm0nHpfLJqT2s/bEFDMHkPv+MRULW2hlqq1rl2Ylb9sdWY3nnhOB56cyGKqqLGKPh6eFteqpdX72J9WQHDj8NQSidL3Dhp+JE3PEW5Ycgobhgy6mSfxmEpKazmwa8W0ujz34duReHJn1Ywqad/wmxi9EjGRQ7Dq3oxdYHfgaZpeFQvBkmP+aDJCcXkw5zUhMOqsYk6prz1b9bc8RCy1H6S4LzSL6n3GAg3uVrWpZiT6G9vf6Kv2lPLQ9v+gcPnjywvK1/Nc4MfwSIHOkeH6kPpJYygUFuF2FKKLdAnZHDLNjkNWby1758tbfuyHdt5uO/zXJA8gE9zN7G4qB/XpK1hdu9f2FSdxu7GJCSdA0nUOC9+AjHG9o0Je1gyGBpiYovDQb3XiF12IpeGsUGfTJK9DrPJR15jBC8WnoU3QsO8yYvPJGGuUHl01jkA6CWJh0ZPACC/9jUuWZxPuSsE0EgKq8Zm28uu+h30CTkxfe0P5YCPSFpKKXEx1ezNiUH5yozc/GdUzNB7RHeZXB49VfXPU13/TwAkMZak6C/RyUcXHc6rreHNbRuwm4zcNGAYYUYTquajwrkWTdOINo9s0yf+VGVgWCIDw07+3yNIkFOBoCAPEiQIMSYbJY0h9AqtbFlnFLq2f3ZXsa9hDSvKX25Z/rrwL1yf9iEWOewwe/3v88iIaSzcnEVDs8uyHOFietTxGXxdlTaMr/MzafT5U10vTB6ITTTywFvfUFRZx9RhGVw7edgRj7Mifx/by8sYHBNHmiWMrbklpMSG0ScxusN9Jg/tzRePX8feoiqeK1jOLk9xy2eCAI8u/4H/GzeVoQm/zUmYo8GpuNhWuwujpOc0e582KeLdyb7sUu699nVKphohrPVVw+EJbM0li9Jxt4fLrMnmzuXvUuU0YLR46BsdwmT7REamJrI2txCj1YtmbZ5I0sDd083S7VmcPbh94bihoooqZwgun44QgxtVFWgsSSA7vpSM6Lbp6uuqt7WIcYBKTw1ba3cxJjLw+atudPDZO17sib1JHFyCzuKjqdHCAlcWd43qDcCOuo0tYhyg1ltFkXMfPS0ZzJt8I+sq9qMconG1AAAgAElEQVQTbyY9RODa9Di8qkRmXQ52nZV0W/uiTtU0HF4Xfx74LJk169jvKGB8zFlc98n/YY5XkQSNzPpoPKqMqoErVkKY4OSu8DO4YvgIQuxtW1Il2Wfz0th/8srOQrC4MBmdFHiKeWHPFs6PvZppCUfXLrIriTMmE6lPpdKTi8Xs4bTTiih7aAi5i/x/m9RzenDjkO6Jjrt8bn7Y+wL17lySwmYwoce57W6nqDVU1z970HIpNY5XiA77+xHHWF9cxGXffoTa/Bv/4a7NLL3kejaWX4ZT8WcnmOR4Jid+jiR2TbS50evh8+ydOL1ezuuVQbz11HwvCBLk105QkAcJEoSetgjOjr6Eb0u+INTYhEU08Y8hj57s02qXUmdWwLJPc1PpzsUit9/j90Szpmw/j238nvol+4mYW4JFk7ns/guYeXf7L2hdhVEv89FFN/DEt4so12qZHDaUB884etfx9siwx/Dt2b9nRcleokxWJsWlM+3Pb1JR7TdA25VXTm2Dk7su6Pgl940t63lyw1K/2/FKkbB9BnyKP5L1x0smcuXEIR3umxgVSmJUKGUWB3/Z1irINRWyi2q4bu58vr/xeuJD/veMmo4Xh7eBR7b/kxJXOQDDwgbyQJ/ftWse5lNUqpuaiLCYkcTjE+2KqjInZyMfr/yF+tEe7LsEKka3vmpcNWDQcR3/UFy+Jm5f8jb7qyIBqK+3IFFJhXMOdVYLV0ycyLxd69vs52mnRR9AaZ2Dxq12RIceZ4ie2hQv6KBgUyUr18/hv7edx7gefQL2sclmQEMvKiiagKJJbaLjAKsKtqJ4BSr3hxI1rALZ6MNkbGSr+jlvbjZw05BzCNcHtswTEAjV+aPeBklmfGxgyrxOhBERHUekt1YXcueauZS5HPS1x/Lq6CsYED4SAH1+LPSuxatKeFTZ35/aacSnSmDQeLFxOf3ciYyjV5vjCoLMiISHGRTr5u4tsw9aD18WzT8pglwQBO7r8xSrKn6kxFnMwtINELOX5GsF3IrMvX0vxyJ3fQ9yTdNYkHkpo6PWgw186gLey/wT1512RzvbeuCQcghVa2qzXXs8tWp5ixgHqPW4+DLnRSLNraUCTl8xufUf0Tv06M0QO8KjKMxa8CnbKvwlFa9sXss3l1xLgi0oyoME6WqCpm5BggQB4Pd9J/Px+Gf599D/8Oqol7EbOo5enkyijYGGYJKgI0J/bC3KuguH183vfp5L3u5CzC9m4ypyUFVcwyv3vsvmpdvbbO9TFd7ImsujG95gv6PkuMfPSIxizu+u4Yff38lD50xp1/X8WIk325mVdjpnxWdQVFXXIsYP8N6PG9uYZR3MC9tXIhhVBJ2GsUJsEeMAL3/zC6p65BT4y3sP5v6+k7FiQmsS0UqMoAg4vV7WFxbw2p5l3LvhIz7IXYXSTpr9b4EcRxnrq3JxKf708OXla1rEOMCGmm3sachrs19WSTlTXnibCc++wdT/vEtOxfH1MX9hxwoe3/Q9u00NlIww4Zimkri8lrCtTp4aM4m7RnacZu9VFN7+bh33vfI17yxah1dpXzQfQFU1Xlz3AYJeITG6CklUMOi8pEZVEWVtpFdiOTvFr1A0PRyowBFAqJSYOqB9EXvnRx/jqjaheiXcVWZC9gkIZQLucIHGCJFHFn3TZp++tp4km91EGxzEGesZEBLBAHtb48K4SCs6qwd9jyYs9tZ0eEGEn8tXATAqYjKDQv3fkSzouCRxNmH6yMN+D4fjwQ1fUebyd2LIqivl6e2LWz7743VXULYkCk3T0Ik+3LkWvxhvRgO+K8zE6fNS1FiHoh7ds+U5wt+tO5EEiQnRZxNpSEPRXAgCyKKGRefl7f1zumXM3Jp8vxhvRhY1ZOUztHbKe2QpBqvp4MlZHXbL1Uc1Tsv3f9BhNa22zXZOX1mbdZ1hY2lRixgHqHG7+HJP1mH2CBIkSGcJRsiDBAnSglVnwKrr+ghCV5JqHcOYqNlsq1mAXjQxLvoWrLrOv7B2JQUNtTT4PFjynQiHvLvu3bSPIZMGtCz7FC+Tv/0rBY3+6O6cvW/x/sTpjIk99fpIgz8K9Md/fQKqBgf1WPeh8d7PG7l/+gS8qptd9avwqC76hIzBIofiElqdnYVD3k99iopPUQPcdjviln5jyDDGMXv+FwHrl1ZvZ0Vdpv//ZVlUuxs5N+504iw2LCehN/LJ4D+7F/NOzk8AJJkjeGv0TShaW1GktrPur18voaTeL9gKaup4YuEyrp1yGiXOOsbF9CLF2n5Nckd8lrMFTRE44ADu0smI45zM9ozgiuGDD7vv83N/4pNlWwBYtmUvVfVN3H/ZxA63v+2LOSxrqsSjRBJtr+e0XvlU1dqQ5daHz2R084+zx/Hg4pUIeBFUkf9Mm4kstX/P5ZTVA62fKW4dCS83UTbWjSPNQJW7rSj9uXIRiuZsWa715tDoc2DT2QO2Gxx+GmddvITlG7xomj+afOBfi3zAoE3m+pS7cfoakUQdevH47uHCxpqA5YLGVgE3LDmRD+5+mEV7N7G/bAXV22wwuT4gVNPo9TLiixdo9HlIt0fyzsQriDO3RkgNkgGfMwad2S/cNA1cFelkV1eyqiif5BA7Z/ZI7ZLJwWPBpTjbmOcp2vF5anSEUTbiVsUWV34AxI4nJWLD/0t903x8SglW4zkY9P2Oapw/DBvD7CWfo8n+H9JIg4WpKVewsWLJQVsJ9AyZ1ZnLaINJbluLbpSDsiFIkO4g+GQFCRLkV4UgCAyPmMXwiK556ehKUmxhhBlMOHq60WQBwdeqQPuNCWxH817WCxQ0trrrqprIYxu/YvG53SvINU2j1lOAJOgJ0R99z9c//W0uhTvr0VtE3KESAqCK4DNCvdONqil8tP8vFDbtBGBlxSfcmPpvkqx28hr8osAdpyA7pNYIj6Ix9g//4fwx/fnTlZOPmC49oWcKt44awZvrN6ITRe4eN4Z3q78P2Obdvat5bvUWrDo9r026kHEJKUd9jUdiZ1EZf1/6BT6c3D52CONSJ7Z85vR4McgyonhihUdOfRGuxmd5LiOPGq+Fd4tH8fG+1VyVOpKFJcuo8dYB0MeWRrqtrSlZSZ0jYHlHeSl3rN0BgEGUeW/8dQwKP3rjJZfXy8HtuECgPiKEW687csnGsi17A5aXbt7boSBv9HpYXF+Eil80lNXasRjc6HWtZpQHxG6/6Giybv3jUZ1/fLTCvoJWQR4a4kDQJKLWN+FI1RNmbzth6VT8KceqBiUNdtw+mb31ZQyJCBTksijz+Mi72dFnF0+umYstcj+CAI11Vv5v1OyAbU1y17T3OzMuncXFu1qWhxgTKC+vJzraL6rj7SEUuzV277Fi8QnIO034+jlBhAQ5jJ+L8ls8JLLrKnl26wr+NXpGwBiPDXiU+396GQdliI3JXDtwCtPnv4+vOaJ788BhPDJ6Ypdcz9FyVuxEPi2cj3ZQacL58d2TRp8QEsPr+9KZFun/nhsVHTuVaHyaD91BBms/V2zks4JFqJrGpUlnMzH6imMaZ3JaGl+ar+bjrG1EWczccfoojLIOQfgnu2teRUDitIh7selTuuS6BkXHMqNXH77e67+uPuGRXJpxWpccO0iQIIEEBXmQIEGCdBFmWc87Z1zBU5uXUPVnPaFzSwiTjFxy7wz6HyLI67xlQBh+deoXMN2d6qloXr4t/Av5jesAGBB6ARNi7jpi9KqhwcXaFTkIFhldo4YrXMVrFtFEEEWBC0/vR0HTzhYxDtDgqyazbhkvjr+A65d+RrW7ibA4E49PPpv8/bW8/vUaPD4FAfhiZSb9k2OZOX5AxydBc43o+HHcPXYMgiAgCgKLfl6DSBV9bSW4VR0by/3GVg1eDw+t+p6Vl/3u+L60ZvaXVXPRxx/ibQ5Yrvt6Ax9f5KDQl8i/1i+hvs5NaGEIT116HhMGdL7tnlepZWnO8+wsq2JQQm8m9rztsK7Ja0r+zLlR/gyBaH0D9yUvYbXrbML1ofxz0J9YU70Zo2hkdORQJKFtVPisvr34ZMO2luUGc0OLnHarPubkrjsmQd7TGs3WmmLEai+hCyqRGnxYJsUfVYQ0NtxGWU1DwLLD4+aZRcvJL6ph6KB4FJuXwvJq9u2oRrUFHrPRbSDBUoXiNSHp/BHS0eEjSbO236qsPZ66dCp/nDeP6hoj4RH12Na7cGBD8GoIosaTE6e12Wdk+BmsrVrBxtJ4ymrt4BO4qmo+c8+6nv5hgSZwsigzKOw0Ppnany/y1pNVV8iMwSOItYQf9TkeC08Pu5DErBVk15ZTsaaGpS9tZpm2hauuHs2NsydS3FDPm9s2Ilk0NASkAj1iqYxohJfuuZKpK94IOF6p09FmjAR7CB/PeBivoqCTJG5a9EWLGAd4e/tG7h8xDoPU/iunpqm4vTsQBRN6Xdt69c5gkPT8Y+DjvLT3dRp8TUyPm8I5sZO75NjtUS5YeK1yFKGSi0KPHZemw6U40Yn+Z3d/YzHP7n63xbDv39kfkGiOpZf12HpvD46LY3Bc4D2VYJ1CgnVK11zIQQiCwIuTz+X604bS5PUwPC4xGCEPEqSbCD5ZQYIECdKFDAiP4+PJ18Bk4K8dbzc+fgaf5i2iwnUgSq5xUzdHH7LrfiS/cR1ej8jiRafzZr2TeOFl/n39paSnxXS4X0vUV9MQBAFboYorTMMbLfHWLZcwNCWBgqa6tvshMSAijtUz76DM6SDGZEMvSWzRF/Gaujogjrq/rKbN/h1xcCT9/ox0dtV8gEHyT2ZkmMp4peZMNAQqnB3Xth8rb/28rkWMAwiixgtbV7BZsYIBiIbq0Boeevcbljz1e8yGzqUav7b2Cf6zPAGNUETBx4NnvcQNw+/pcHuzEBhVjtQ3Mi00AQC7PoRzYs847Hh/mjqRGJuVHSVl9IuP4qXKHw4uUT1mZ/Zze/RnS0kR8X/PwVDiT+PW1lbyzsDvuOGytmL2YB6+cjJ3v/wVpdUO4iNCeHjWJK549kNqNtfiiVL4RctHdckgaBgEN5JLQjG23kVCg8ieXT25YfhozhsYh07UkWJOPqZ06YFRg5h/cwrf/7SMd55YjaO62TBwpMCjMwYyoUfb2vCe1nRmJT3ANxu+QyjRIyDgk1Wuds5h/dX3IreT+bG6IpfHty3Gqyp8W7yGYVF2zk0YwzlxE7s0vdsi63lwwBTmzV3HKwt/RGh+6uZ8uJrBA3sQ2tvfL10xQ0OKiqlcxGTwcPU0O+nxUZyV0JslRXtajnduj74djqVrLgM49HolQWwZ92DKnfX8XJaF4H6FfqbFCALYLdcQE/Z0l3wHcaZYnhzQ+iNc7sqj2JlNjDGVOFPXCP8D9LLEs7zWSaXP/3seq5ewyq1mk3sb8gPc8zU09jj2H7MgP9EIgsDpscFOFkGCdDdBQR4kSJBTFkVT+apgE7kNFYyISGVCTMaRd/qVMDxmAo8NKeWznGXUeQzMTB3M1RnHlsJ4rDgVv2heuOp09kRFQBTU0sTs9z5lxWN3dphubTYbmDyzHz/O34nXKqIYRAzx8NUDNxIf5k/LTTT1obdtBHsc/uh7uD6B0+xnAv7+xUnW0JbjpSdGEW4zU+1odRce1a9zxnz5FR9hMLRmFqSEVJFgraGwIZwL0joWD8dKqL61jZBB9jJl6DbyXaFQ638B1xQBtcZAdaiX6a+8z/ybryTC0tZp+3Bomsanm2xozUW8qiby/vombjhMu3RFTAdyW5ZrfUae2/AZtTs2UVXvZmKfVJ6ceQ5mfftRdr0scesZI1uWPTuaeC17JQAhOiM39B5zTNdwTZ8hfP3DOppKWmuqBQ1effnrIwry9MQovn7yRqodTexzVfNM1jLKs2pQwkUa0zUUr4QW6gERXC6Z8I0a9Rmg2lV0TqiqDUNUBbwKpNt6H9N5H4xFtjNz0oUY5CheXfg5YqyCNMzDlxVfMjauL6nWpDb7xOp6IJTqW4Sn4BNxFvpYUrCXqcltRfyru37GqyrEmuvpHVGJmzI+L84mvymfW3pd1+lz74i6OmebdR+8uozn3ryRcYkJrCwswhsKWriXswZtYUjqTAD+PeYCXstaQ56jmjPi0rgo5ciThrcOHsFPhXk0ef0123cPG4P+kJr9HEcFV/70Fg6vC0hhSuR4bkv+mbrGD7BbZmEyHN5v4FjZVb+K+flPo6EhCDA9/k6GhJ3TZce/PPUVLAWPkeXIIcIQy6yUxwImFdKsSQgIAaK8q8W4pqkIJ7C1YZAgQbqOoCAPEiTIKcs/dnzLZ/v9Au/Dfb/w2MALuTDp1GhvdjysytvPkuwcYkN68t8JF2HSdZyS3JWk2caxvvJ99kuhAetLolw0NLoIsZk63PeR2y9g6IgUVu/dw4CBSczsNzwgeioIIpckPUJe41aW7NvN1zmr+TH3T/gkgT/0mc2Zia3tzcxGPUNjY1lalQMCSG6NplpXe8MekX0VGj2aM6oP1Az3sUZwXd8zuKF/190rN04ayWcvbqLcqpGRVIzd4sSmGFvGVQrNaE4ZdFDkcnDfV9/x7pUXH9MYgiCAFhhZ17TDR9qn9HiWFQW1RIlbqVOMfF01kOz1Ufhc/smO7zP3kBhm575zjq7/8t39JzMxLoOSpjqGRyYTabQeeaeDMEgy5/cawMcsR6C1IEPTGXjgo0+5yJJK6qBkYlPa7+Lw36W/8O66TTh9bnxRHixWEwgCqiaghXlb/NY0q4I3XCT6F5HywTKKKCBIYJF1XDq0azJN5HQFvRwoZPOaCtsV5CZBh6AFTmiJDQI1Te1naSiaiqZBnK0+YP2GmlXcQtcL8okT+/DRh6tocTrzqTRVNyIIAm9Nu5R/bfyALdXrSYmooH9ED4aH++vEzbKeewZMOKaxBkXHsfTyG1lfUkSyPZSBUW29Kubkrm0W4wAaP1T25Yq4jYTrm1DVts7hx8t7WQtYkDmKJo+e1KhyzNKnXSrIBUFiRo+/MaODz1MsCdydfi2fFnyHpmlcknQ2vW1d0x3E6atkedEd+JQsjHISI2L+hd3Q58g7BgkS5JQhKMiDBAlySqJpGl8WbApY90XBpl+9IF+2N5db5n3VsvxZ1noS+5YSZ4rkzt5XkGDuvnZzdn0Cl6S8xKu/zMVz0HqjIGOzGjvc7wDThg9i2vCO+0gLiBQ2iXyauYXqLT1QvBKy0cszjg8CBLnH62PVur3oD8qNXrB0O5PHHFsGhEdR+HBPL2aHFRBjqUcQYOOeVB4bPpukqK6tyQ21mlh2/50s2ryCfF0ZlUCyrYYat5ncqki/GD+I7MrKTo1zy+gR/G1xZsvyrWMOL4bs+lDOT5vP01n/ZWPNdhSviM8VOMGzp+zYWpkNDk9k8DHUjR+KzmKmflIKuvxqGgdHgiDiiwvj66o9bLl6HrJe5tF59zPqvMBn+bkffuaVtev9UWZRhgoR1awiOiXkegHfIc0UfFaNhgQBJL/ITIsI543LLyQxLNBMrbNk2FIDopqSIJJu7dlmu63VRdy9dj5Sk4Jibo0EW/I9TE5uP1J/Y+8xbKn6DEUNjGi6FWjyejB3cYeAtF4xjBqYxLp1+0DTEF1eRl82AvBPojwy4gYavBfiUhuI0Cccd6Q11mJjRq9jF4U6ORWTYcRxjX0oTV4P87dG4FH815RTEcPGfOAEa9aJ0cOZGH2YdJdOoGkac/fdRoZ+C1bZR6OWzdrSezk7eWGXjhMkSJDuJSjIgwQJckoiCAIhOiOV7laTJ0XzsaR0CyMjMrDpOo7mnsp8mRnYxzW/zI2cVE+lp5Ynd77Fy6c/1K0tgiIMPXl28sXc8uMX+FCRVIGnzjynS8Z8L+8b3tuzHEdWFIrXL0x8Lh21u8KpdTsJNfj/ZpIkYjbqaXS2TguEWI6t3V6ty8mqov3UaQZeXD+FFHslTp+OxoIonpnWPQZZJr2Oi0aeRbGzJ6/nPIyClyFRRUxPsPNiroByUN/hPtFRnRrjmmFTGBB3GtuLSxgYH8eghLgj7wSMjBjCxprtiLKK0ebC5WidYBneM6FT59JZxqYn89SoOLxTY1sislKTRuxCUPUSPo+Ptx/5qI0gf3/TloBaY00UUMJ8iE4JQ4WEK9l3cEcyrpk8nMmJGfywO4e4EBsm015u/+xl9JKeP0+byaCEzpvrAaRYErkv4ya+KPweQRC4JHEaiebAaK+madyz9nOKmurQ9/Ji2GBG0UuYStxcfPkgos3tZxicFd+Hzyffwj8z5+FTNyCLGooqsLM0kqnfvslPF952XOd+KLVNLvb0VaiONKDTBK6NHcU1NwWanFl1YVgJ69JxO+LKniP4tjCzOUoucG6cQO/IWwm1XocoHlupx5Eoa2xsEeMHkJX/jfKnMncVqXImqboDmRhuiny70TQFoR0TxyBBgpyaBAV5kCBBAMiuLyGztoCMkDj6h7ZNyTwZPNT/PB7ePBevpqAXRXIa83gscx8xxlBeH34nEQbbkQ9yihFmDpxIEAQVUfILuf1NJbhVL0ape/tnT+qRxuorbmVPbSXpoZFEmo6/xZKmaXxZtAJHnQXvIRFad5MO20H97SVR5L7Zk3nyle9RFJXIMAs3XT72qMdaV1LIDYvm0+j1gAY+VWJvjd+U7uyY7r93401p/D7tGTLrVmGRQzg9fAo9ZuTx4LeL8SgKPcPCeO6C6Z0+/uCEOAYfQYjnV5dx82efUlSlMCAhjhcvmcGdva9nffU2zjw3lKytekpqG5jYpyfXjz2xWSXz/vQJkqkeb1hrv2rFLCCoAoLVAtX1uJ0e3v1lA2/+shGbpOMv0yf7TcG8voBjSTUO9AUyqlEmcl4d4iVxOI1wYc/+3D/sTGRRZHiPRL7Z8xl/eqMATfE/X9flfs53D91EXEhgecaxUOvegd77LlfG6ckIuweTrq25lU9TKWzyp1h7wnR4JrvoK0TwwbTbCTmCh0Afeyxvjb2D0+c9DZKDBpcBj6ID6qhyNRJh7JrWZwC3vv8pezKrAT1u4G1pC6eX92Vk3MkxFesVEs2CSbexsnwvUUYb46N7ddtEZKIthOSQUPbXt6bCz0gd3S1jdQXrq3azsXoPKdYYzo49HfEw2QqyIBF7SFlFpBQU40GC/NoICvIgQYKwpGQ7j2z5BLU5NfPh/hcws8fII+zV/ZwV15+h4cmsqtjN01mftpQ/lrlq+bZ4Pdf2nHRyT7AT3Dp6BKvz8smtrkEQIDq1qkWQJ5vjMIgnpp48ymQhqguE+MHoRR1er4TbAvqDTNf1RmObHuNTJ/Rj2IAelFbUk9YjCpPx6K/7yTXL/GIcQAAZEVkVGBESz0uXzeyKSzkisaYUYk0pLcvn9evD2Rm9aXB7CDMZuzXLoclbxq1znyWv3C/aN+WXcO+X3/DB1ZczIar5uT2B7YK9qsLPBW9T73kHs06jRmfFmDcAV+9WQY6qIXk0BMXfDsv9u0E8sfanlreQGz6dz71njuXZFb8Afhdq2SAQ+2YeuFozD/o5LDy//LE25zBv83Y0pTUzQnFLfLZ1NX8Yf3gjufZo9BaztuzP1Ls3tfzmlDT+yKSkRRjkwJISnSgxNjqVVeXNxnqixNT+gw8rxleX5rOrppzh0YmcFhGLQTRR6fbiVVpFlE7sWkG1t6iCg9MLlBIdsxbN4Y3JlzK5x7E5jquayteFm8h2lDIkLIXJsf07db/HmEK4OHnoMe93rOgkiffPu4R/rPmJ8qZGZvTKYGZ6v24ftzMsLtnIUzs/blnOri/irowLO9w+0hBGJXHA/pZ1mqajou4DouzXdOepBgkSpAsJCvIgQX7DeBWF93ds4Y1dP+GUZAxmvyvuWznLTwlBDhBusNLLFs2h73uqprW/wylOjM3KN7OvYU9lFaFmA/NLvmNjTRZxxkjuSL+8W4VcdyIIAjPCJ1NUuYS6CCuKTkVyC6h6jUHpMWRXVJAeFZjGHRlmJTLs2EzDAOo97oDlKIuF1Vf9/rjOvyvQSxLh5u4vpVhZ/E/K6gJTi7eXFHf7uAejaiof533O3E3byC02UW+QMUjncdPA5Ux4pJi8Sy1sKwjFnWQFVSNim5e0RBsTz5pB71FpXLnpx4D0c68VqiobmXvDFbyydg2RNgsPTTiD3716H5VFrS3xIhLaL0cItx3IKtGQBR9RofVEWI/+War1NPDXrW9R7ColXFfHGeGZWFvekDQ8mkp+/dv0Dn8Ih7eJMlctSeYoDJKO50fO5LnMpexrqGJsdCo3Z3TsTP965lqe2rgcAFEQuDCuByGh+7DLGm6vREF5OOf1GEiI/sieDseCyaCj2qggNjck0CTQEHgva3MbQe7yedFLMmIHv0X/3rWIOXmrAPhk/2oe6HseV6ScuhFngGR7KP895/yTfRpHZEHR6oDlLwp+JqpWYdbIiyktreHue96lOr8Wc3IITz9zNX0SY0iN/i81VVcjUoOqgSw04m14kL1eN70ibzpJVxIkSJBjISjIgwT5DXP3ss/5NufAzLoNa3gjJqu7nY6xJ5eMkARGhKezrjobgAi9jenxx5aG+3HWz7y16mcMEvztnPMZGn8CQ4iHoJMk+sX4I2132rq31RnA/sb9/GfPe6wrd+FT9UyOHcCfBszA1EWp8V5VocnnYZR9MM+v3URYQiNN4Trcbj2iR2D1vjLOL5jD8ptnE2s7/jKDK/oM5O9rVwQsn2wya/PIbSxlVEQfoo2dT5M+GhTVQUaMkw37W4VUWJjarWMeyvNb5vPW/Dzcdju6JggvUageIvPhjrE8NWEuSf19VP5nO/Yh8Vx0/2QGnHUapw1MQZJEal1OtE1L4JBfmsQIO4MS4nh15kUt6+597Xc8edWLNNY1kdArlpv+r/3n5eGJN7Jpz5uIFSo3zlyM3d6I1/st24q9DIxv3/ta1VT2OMowSXoe2vg6dZQAUOSRWV6dwXnR25u39J+nLOhZWbGDxzPn4Fa9RBtCeX7oLSSZo3hi6LlH9b29ksEGNqwAACAASURBVLn2oPE1FlbsoWeif3LRoFNIdDfy3JiOvLo7z9mD+jHv+1azQM2nQaNIdk2r+aDT6+UPi79l8b69hOqNPHPWVM5ObRs9X1C4MWD5q8INp7Qg1zQNnPPQPOsRdH3AfA2CcGIykY4Vqxw4ESOJKr+I89g6fwcFn4VQm1WFCLgya7jngff47uM/ojcMJizqSyrLAw0g82vnBQV5kCC/EoKCPEiQ3yhrKr9jYe4+oDWV2NWox2R1c3Ovye3uU9hQwKayl9AJbobF/o4oc9f1eT4coiDyj8HX83PFTpp8LsZG9SNMf/SR1Y+yfuGJz9YjNNeXXvX69yy43UjvqGNL1fw14lN9PLf7P6wpk3EpOkBhQeEWwvQW7u039biP/6/Ny3ll+zoUTeW06EhCrCFU79EhJ7pQDjJS8vk0PtuxlbtGjTvuMW8ZOJwkm51NZcUMiIrl/LST2+Lnhd1fMr/QHzEUgEdPu5pJMR270R8vg6Jmo428Ab3sZX9VNJGhddw1+a5uG6893vpiH64o/yuERw+qJGEqUXAZzHz43SRKTJFMvT+ZB568GkkOTL+2G4z0Tggnu6wGyaURuldF7xIQk71omhaQJXL6WQP4OO9lakpriUqKaHOsA0SZEnj4oovYkvkn7Ha/wZVOp7C77ikGxJ3XJvPEqXi4be37bKrej6ZCjKWBg1u1F7tCUTUQm3ezSQYSbNdxz+qXcKv+TKJydy2v7l3IkwOPvk2ZdEg9sCAGZvpIOpW8smp6xkYc9TGPhrLqpsBxEZAbRFz21pr91zevZ3HeXhCg1uvi9u+/Zsvs29EJIh99t5E9+ZUM7ZNIiM6Mw9faptCu71oTti6n8XW0hmcB0FyAbz+C/fGTe04dMDttGttrc2hUvAhoJFpqkXUaZfoCqnMDfSXchQ24vF6MOh2iFEeTosMseVs+r/J1TbeBIEGCdD9BQR4kyG+UpWUfY5T74PS2Rkn7hcbxzJhr6WNv68pc2lTJluLzSTb6Iyq5ZV+ji/uOUGP6CTlfnSgzKaZzkdCXf/kJQTnIxVsVefiHL5h35QNddHanLvW+eqq9NbiUQEOqHXXHn+K8paKE/2xei1+GimTuryLCbUIxABVGRDOoxgOCQyDS0jU164IgMD01g+mpJ98p2a14W8Q4+PtuP7f7824V5PHWEfji36NCewOHr4EzE++lf1jbdlzdic8YKCx9ZgHzHhHFJJFZ0RPMMLeklOm/7GbghMB6XUEQ+HjmFUyd9ybS105kl79j+evv/4ykl5g1I7A1lMGkJ7bn4dsBfrJzO39bu4hbewb2s9frmmjtht7KgoLNbKpuzg4SwOnWodcpLZ9LqowmhGHVxZBqO5OkkFmIgpU6b6CwrfO032e8I+4fMp6HVy9CA/SiRPwhb2HuHAtLLXuYfWHXCfKC6lo2F5cErNPQ0IwKoRUCN//1IxRVozLaE/BW6NUUfi7IY92P+/j25x0ALFm7m+nT+1AVvh6X6sWuM/OHjOOf2OtONNc3gStc38AJFuRrdu/nu6wsTHaJW0aPBU3lyfVfU+F0cEWfwUxP9rd6621L4OHUBN4tXYdR9qET/ZkvmiJgTw6lNru65Zj6OAtGnX8WSRYtbHDfwlDD61glL1sdcUSH3n9CrzFIkCCdJyjIgwT5jaKhMNBSxPqaZFRBxGZQeH7i+aTZ26/R/KV0AWnG1vRGo+RhV9V7jEp48kSdcudp1g4aWktbJZ94ataga5rGl/t2srwoh0ERcVzfd1iHtZxHg11nJ8oQjlH24vK1hgAHhna+z/QBfi7ex8FCR18t43K1ihqdU8NtEECAlFgzl/fvPpF6sjhghHgwTp+nnS27lh4hw7guZFi3j9MRcpOCzyIetOxvU3YwvhCZnC15bQQ5wK7acqrK67GmSThTFESXgH2TxJtfr2wjyI9ESYODh376HgSBrXk9Se5R3jrOumTGhTSwo7GaOVu2YtbJ3DpqJLWeVmEtCFDVYEEATEYPPo+RZ4b+nmHRKW3GmhI7hEUlrSnb58QdW+nMFemDGBQZR3ZtJUOi4qkuc/CHBW8ghfjw5Jvw7rNgGt616dT/WPQTVU4nQoiG3HzZql3B4tRo2uki09cs1nNBHgy+g5KP3IrC0nXZAcfbk1nNwkf/SEFTFT2t0VjkY2tZeMIRo4DdBy1Hdrjp8ZJfW8vfVy/HotPztwlnYdLrWbw5mweWzMPX2w31Ap8uXIfYYKKq0S+2V+YtZ2Lfr3lh9J+w6UyMiL+SjzPXoYv3f+5xyticCk++cB133/0udfl1GJKt/P2fgaZtdep4rt7mxiR7mZYwnodiu7bneZAgQbqPoCAPEuQ3imX7ZCpfK6OHTsFnVrjyit6khXbcv9kg+x2TNa2ltTB6MaTD7U8lHpo4kfuLVyG6/QJC06s8MKHzbam6k39vXckLW/1O01/lZrGiJJf3Jl/e6eNJgsS96X/AKH7A6rIGFNXAlLhB/D79zOM+19OjA0W9cGgZsybw6HljiDRbmZrS71drWHc4TJKeXtZ49ja0ZhwMDz8xWSMnkw9vmsXVb3yKJ1REckK0R6BREjn4FhBcXvqNyWBzVT5vZK9EQeWGXmMYFZWKBojhKo4DyTh2jaozfahZSjujHZ4V+Xn+/2gCG1f3wFshktKznPpsC7vm9SDZtIO/5qzBGN6ATwc/LNrElf0GYJJ0OBV/im96VCiP9b+JsqZGhsckEmFqPw37j30upZc1gfymcoaF9WZiJ7J2+oZH0zfcH/FPstqZZBnDwhU7AeiVFMmMCf2P+ZiHo6TOAYAmC3itoK/XkKtlQMYTomGs0RA0QANjvUCD1T/JZNXpGZ3YgznhVvaXtBrrRYdbsevNp36qejOC7WG0mtmgloIQgmD/vw63dXq8LFybRZPLy9nD0okJO3rPi8zSXM77bm7LBPD8OdvZNusO1lS/yM0zduBVJVaW92JHRTyuxtYnRVVFdpSr3LXuGd4Z+yh6OZwHR57N2+vmUdUUQqKliQcufQdZ1jF37n3tjr2hMo8XspYCIg0+A+/nrGN64kAGhh3/xGuQIEG6H0H7lToVn8oIgrBx6NChQzdu3HjkjYMEOUlcd82rFBa2vmTFxtmZ89FtHW7v9HmYl30pA62bAKjyJjI+ZRE66ddRpzZ/33Ke/WUVogAPjJ3EBcmnpgnRkE9foMbVmnYrCBrbZ92DVXdqRqH+teknXt22Dg2NcREeNqwycSBqnpGq8PktJy5t0qeoPLNkKYtzM+kTa+H/pl1EpLH7omEH8Co+nt41lz31hQwJS+P29PPRi7+N+e7c6krMBj2xlhBW7czjjje+xCdoSF6V+wcP4MxZI5jx48u4moWvLIh8MelWki0RDJn/DE1qoACP8xg5K3YIbp/CrMEDGBgXe8RzyKmpYvIn74AAljwvSQtb08hFSaDHPX1ZUZuPyyiiNU8KCYLKc2dNIq+pGpOs57LkEYQburYN4NGiaRo7ckppcnkYlJ6AQd/xvaNpGu8sWsP7mzcSIZsZNSCNFcX5xIfY+Md55xBmauvy/+qKtbzwo3+ST3SDLjDrHp1DRW5uXHDnbWeysqkQWRT53ZAR9I+MZsvuIh58YQG1DieJ0Xaef2AmPWLD+DWhaR5QCkGKQxACv6MfMvfw4469xNptbNiSz868MgDsFiNz/nQV8RFHN/E84aOnyFebJ6w1f5r5pKQ6hiUcbOQH7+waQ1VJGAeXUsTFVOEzwZqpT7bxGTgaPtm3nie2fhuw7u9DL+SCHoOP+VhBggQ5ek4//XQ2bdq0SdO0Y0uXOoTfxhtDkCBB2uBocAWUVVbX17HbsZUMW/tpxSZZz6w+n5NZtRxZcDMx/CxEsWtcuk8EF/ecyMU9J57s0zgi0iFpvwgaDq/rlBXk9w+dwP1D/e6+L+15EIN5L2VF4ZgsblLSKo+wd9cy890P2CaUggXy6txsevu/LL7pTkL13SsedJLMX/rP6tYxTlVSw1snPMb2S2HdP++kor6RaLsVWRJZULC1RYwD+DSVdRX7SLNFcVv/8fxr+/LWgyka3joLHxZvBWDBjiy+uv4qekUevp46LSyC24aM5JUt62jsIcOEcGzbnBgMOtSJen4sKEXAgOzQ8IWqaHoNTRNZWbyHZ8dc2aXfR2cQBIHTesVR0uBgU3kx/SKjsRv9btte1YPDV0+oLhxREPnzgm/4pGkbUoRAVX4Te36oxm0RyDZUMr34fX6565Y2mSi3jB+BzWhg3b4CjKrE96t3ozWXWggIaJKGpJO4/fLxzBo/lCsJ7A0+OCOBr1+4maq6JqLC/H/XXxsaElXeJkRfPuGG9Jbv6Lutu7n/44WtG6ogWEF2QV2ji4Vrs7hp+tG1AK3QFMQD/eMFQNDQhKqAbUQBIiyNpCQls7GgHgCLyYVmUgmRtU6JcYBhEclIgoii+SPvelFiSESPTh0rSJAgJ56gIA8S5DfKoS9tPs3Hmzl/I1SJBo+NyXFXMSolMB1TQ6PQK1HqcqLI+xgUevJNtf7XuH3gSB5fswz/G51G/+hwYk2/jtKASEMc4VE5hEf5U2SjDScuXVLTNHa4y+BA/asIFQYDv1T8wvSEo2tJFeT40ckS8eEhaJqGpimkWNuK6eTmdbf0GU2p08H8vK2YJB3nhw/ivYJtLdu5FYUf9+YeUZAD/HHUeO4aNgqnz0eY0UR541K2V9zFP747D6E6BvCLT32VgDvOL0ajLMffgq+rmLNlC39Z+gOaALIsEyfpSQzPpUgWqS0KAxWm9UtnfnU2oiZg22BAUP2/4bp6jYYkjSpHE3k1tfQMD5yAEkWBq0YO5qqRg1FVDUedi192+g3tVIuCoYeBxXf9DrOh4wlWvU4mLvLX8Tt0KIrqZs6eB3hueSQNDWYMOh8fXXgVg3ok8d3W3fhsCpoMkkNE9AloIngtoHeAQXf0r8mSLMJBCR+CALKYDuxtWadqZp4echtDI9N5dO2zrK3eT5VmwSj5uCv9wk5fY6+QaP47ahZv71mFIAjckj6eHpaOS9COhKqpbKrZRo23hsGhA4gydH+mUZAgv2WCgjxIkN8ocfE2amsPMjYKVQiTGrEYs8ECyx3bEPOeZ0RKa0up57PfZ1WlP2X96+JlPNz3ZkZF/O8ZdZ1MbsgYSaLVzud520i1hXNr3/EnvfY6s7aAhcVbsMkmZqWMIbSD2tFz466j2lNOflM24foYLk86ca24NECVAkuwNAkUd/ttsk5lNE3B7VmLpjkxGsYiCMYj73QKkVf/FdurnsWnOkm1X8Y9/c7kv7t+RtFUZvcey+ioVAAkUeTx06fy+OlT8foUpv7r7dasneZs3hjb0bc3NMo6jLLfEG1H5f0IeKmuDRTdgk9AdirYE1zckD6+U9fnUxU+LfiBHXU59LQmcHXyNExS5zJYfti1mUe/+Z4yk4ga7r9/VaeHgiaF0pxE/LnP/i/l8/UFEAu6arFFjAMImoDkAp8FQo2Hv1dEUeDl31/E3pJKsmvLGJKcQLzl15V+frS4FC96UWafYylPL4nD7fT/jVwePTM/+5Qtt93Bdl0p7qTm1m/RYNqnQ/SIIEBUhIULxhx9PX+cJZyc+pqAdX89fTYebQQ7ar9GL5oZHnkDEYaeaJrG3f3jKKpbRZ3PRGLoX0m2H98E9/iY3oyP6X1cxzjAG7nv8VOlv8zBKBr4a78HSbYktXze4GtgbdV6REFgRPgILPKvw08gSJBTlaAgDxLkN8qZ19SQ97QLZ50RY4iL8dduxKTzcOCN2KTz8s3++YxIeQSAJp+rRYwfYEnZ6qAg7wamJPRhSsLJ7a19gKy6ImaveR1fcyrk8vKdfDjmdnRiW6Fr04VxW6+n8KoeZEF3QicSREFA1yTjMbX2VZYcAmcnT+xwH0V1sbvmZWrc27Dr+9En/E5k8eS+WGqaQmX1bFyu7wHQ6foTHfkFonjqRHMPR6O3iE0VT0CzvVtO3UdMjRvADb0eRoN27xuA3PJqyisb0Ek+vGESCAIpVjvn9e2cSFG1JgQgWatmO61/U2uRwuhhYfx+wnRiTKGdOvZ7ed8yr/BHADbXZlPpruXhvtcf0zEKGrJ4cv2/Wbs5mUaPCUFVQe8DGRQTyB4VkFrEeMv5e304Df5Jh4O7RqgynD+gD2HmtjXkhyIIAr3jo+gdH3VM5/xrYcGmHTy9ZBnlshPRIjAlTYfbeUj0XxO49vU32Bfe2FrKLYE3TMVQJiIAz95yPiGWo58Me2ncJVy8+F2afF4E4P5BE0myhgNnkGY7I2Dbuqb5lNQ8gAiEibAzbwcLKl/izsnjju/iu4AaT22LGAdwqW4Wly3j5tRrAWj0NfH4jicpd/u7GXxfuoTH+v8Zo/TrmjgMEuRUIijIgwT5jRKWVMMF//cTTTVGTKEuZL1Kg2pAbQ4yCgJIYuvLnU6UMYh63GprSyebfHJMkIKcOBaXbG8R4wB7HWVk15fQ/zBt03QnyVsgxRBObkU1qkFF8Ar0NkZgOMxL4vbKp9nv+ALQqHZtxqvWMyT65Lbxc3vWtYhx4P/ZO+/4KMr8j79nZvtuNr0TUqih914EVFBBUTw759krp57lPD1/6p2eep6e9U7vTs92VhBBQapIR+k9QCAJ6T3ZZDfbZub3x8ImSwKBEKrzfr18yTPzPM88szu72c/zbfh8O3G5vsZmu/kMrur4qfcdBELT7df5ckk5ihA/TKzdirnQgX3mThSThCqJDLn1AnRi22JqTbqOePx5TB74M0X/jcVjlzDUKXSW7Lx6ye3o9W33nNhQtSukvf6Idmvk1efw8p7nWL8rE6c78B0r+kV0Dh3+6MCGkg4ZBT1H1lCPt7ko2BeFN0rGUBW4h+ED07jzypH0Toxv8z2dL/ycnc8Tny6kIVFFMYjIPpif5aelp6ikoR4QQnKpGCWJaJuFGRePoHdK6wkFm9ItIpbNV/+OgvpaEi1hQW+Nlqh3/xDSTo0q5y/fL2VoRhpD0pt/t87c8y0fZf2MUfLzUN8BjEj51Qmt7UQQW4hjbxrbvrl6c1CMAxS7i9las52h0VqZNQ2NtqIJcg2Ncxi/4kBWnBikhBO2RqaHjSe3/kfC4gJu6zmOaKp9ZrpEBhJxFdVH8VDfW4L99aKOOzv9irf3fYaCQqwxkus6XtJ+N6NxTFRVPSOu65GG5psuR3NZb09ynTspc+eTZu1JnCml9QHAb8cM55E5C1AaRCRB4KFJza1NqqpS66tEUevJrvsO9dCfQZ0qU96wtl3voU2onuaHcLfQ8ewkwpiJXrTjUxzBY3HmIQBk120gz7mNGGNH+kSMR2jyIz/KZqFntpMCWUVyBkTp7g9Xw6t3NLuGqqrsKCzB45fpl5LUYpKxwYmfs7nkLlK6HODGa3dStPFSEntFc/0Nw09KjAP0sRUyKXI5Egp7XQkc8E1sdYzT7+WdrJXk1FUg6dbhFXQ0uELd3AX/oc+3AopbQi85iYupo7o2AlkRyUgu5q5h0xk8tRuLdu0hJTyC/h2TCbNolsnDrNmbBwIoR0QQSDoZ2ScRVN9Gmd8Ns7NBSueL7EDeglizla+vnE5KWNs8JyDgAZJubz1226BLDWm7vAYcbjN5ldXNBPmqwi08snYXhxNk3LF8N4svX0uSfTiq6sMnF6OT4hDbKbQlXG9nYvwEFpYGvEBsOiuTEiYEzxfVOZuNkYRzLzRIQ+NsQhPkGhrnKEWO/5JX/QIqfiJMo+kW+06IRbs10sPGIwo69jt+YHfVQRyuePpGp+P2m1BUgcd7XUWkKVSMXRg/nAGRPSj3VJNmScIonTtZ1s9Vyt11PL75SzZX5dHVnsBL/a8h1daYYEdRVWZv38XOkjL6JScypUe3dhXuV3ccwrLSXWyrOQhAt8oUPJUKnCJN7pNlrvv+dfbW1GE1eBma9gn3ZT5E17DWK4pM7tWd7vGx7Copo2diPJ1iQn8Ye+QGPsl9gQPOHQhAssFKjL4eAD8ievHMu/AajcPR63vj820HQBTjsZivPMOrOn6MUgSjkt5hd9U7yEoDGeG/IsY8gC3Vi5hX9EawX6n7ABcn3hkyNtJioqBJW/EfWdgeFEXlmg8+Y3NFCQiQaLSx8K7fYD0iIZlBiuLfC69nZX5AoIn6Et67ZAQxMSfn+l/v3U+GcWmw3dNWxBhL61b8x9bPZmnxHgBSbQqpURAd46C0uPEZVSQVnRsE0UtYupPwgw0oX8aSkVGLEC4zZchVXJoR+BzcOPSkKuyct6THRoIKgh/UJr9wbxwwiPk//USlXkJQVUYbHVw9agZXY+KK9B5UuF2MTkwn0nT8f0NPhpiw+6l2bkGWV+Bwm3hz2SUIgokh6c03H1cVbQlpO/1GtpT+TJQ5ltzym2jwFmHQRZAW+x5WY6OV2ivXk1O3GAGRtLALMUjH79E2PfVaBkcNoNpbTc/wTML1jQn9tuepOBQz9rAGAGpqLYSj1TvX0DgZNEGuoXEO4vEXkVv9HBwqXVPjXklJ/f9Itt9+QvN0tI4mRjeMCxL0iIfKbe2o3cc3BUt5+8DHTOtwEZn2TiFjogzhRBnOjdrj5wMv7fyOjVW5AGQ5inlq69d8NLJRyLy2Yg3/XPszAB9v2kKxw8Fdw4e02/UtOiOPxV3BbR9+hNogkNvg5PYF/+O1p66mT7fkdrvOYe5Y8A0bSmTAgsNtYckeE72jvzkuQQ7QOTaazrEtZ+VeXf4tB5w7gMAnp8AbRbjOhV6QAYEoy6Rjzr23ppwHf/qMSm8dvcNTeWvkdZik9v0zKghG4mK+xtUwG1V1YzFfgSTFtes1TjWRxkxGJL4OQJYjj1XlW9nj+D6kz+bqBc0E+dW/m8LO1Vkoh+JmrnnsimZzz9uVxebKEg77IBd763n5h5U8c8mEkH5ljvqgGAdQBHh2/g8sfOAWToYy5w/Njsny5mOO8StKUIwD5NVHkxFRQdfMAvQGP65aE54yHQ6DiF/VY/JaGOfuyyXju9Pv1iRqqpykdIzGcIz65BoBpgzswbaDJXy2eSvuGBVVB8M6dOChoSN5esx4ZH8hqupE0nUJblyOSEw77esURSvdkj5jY95+PvppG+EWkf/cPJDU6ObW+W4RqUBp41gUOkVmsK/kTzw/dyjbC9KICavlvov+RKdOr9IvshM+uZ75OROI19cCKtmVdi5KX4n+OHNkCIJApr1ri+fCDBa2bUwjItyJqgrUOqyEDT/xjQxVVdl8oIgaZwODu6QQZj47S3tqaJwOtG93DY1zEK9czmExHjzmLzmij5u5RR9Q7iljSNR4BkaFuu+W1dZxy9z3qTCWY5SN/GnwtXRJDueZHW/jUwMuo1tr9vDWgCeJN2klT84U++vKQtq7aovwKzK6QzG5s7bvDDk/a/uukxbktV43+2srybBHsb9mP68Wv0XqzTLl85Jw7bPj9vm5/9kvefuZa+ndNemkrnUkW8qLQ9r1HhNOr79Zv9UlL+JomItetNA75nHirRcec16/4md5xZFiSsCvSOglBa9iIMN+9PJoqqpy6+p/45XqQQ/bXLu4av6/mH3JnRh17funVBRt2KzT23XOM8H7B77li/yANblfeCn2JiG1Jql59vQRVwzm7fUvsX3lblJ7dGDAhX2a9dlfWRUS8wtQUOdo1s+vKM36Nfh9zfqdKFHmwVATeizc2OuYYyRBwC6acCiNoQer9nWlQ0QltggH7j1eXIZkdA0CUoOCXyfwrfMAM6aMITrSRnTU8Wea/6UjigJPTZvAH6aOQwAUVPRSozu1pGv/TcSTYWBqJwamdjpmn6mdL2BL+W4+z67GLPn4XR8zXaMn88jnS9hekAZARV04bywcgjTsXUbG9mCUdSYJ+irkQx+CMKmW1QdncEHaeye95lv6DeD7ffvIqwnsit0zaAgJthP3PHnuy6XMXBPwBEqICOPDB68lIfLcSF6podHeaIJcQ+McxGrIxKRLx+3POXREJLqJdU9VVf6a9RAF7oA77tbafTh81YyLnxLs88iSL6hJKEIHyPh4aucnPGm9KCjGAbyKjx212ZogP4P0jOhAjrMi2PbKMnMObmVa2gAAIswmyuobY/oizMcXR+j3y1RXO4mKsiE1icHdWFbAb5Z+RZ3Pg0Wnp1dKNpJeQXbpqD9gRzWoiD4Bv6zwl6++4elbJpMRk9Ru1rtESxjVjoZg26z3cklyaH3eBQVvIfg+QgRkpYbNZQ8xtsMCzPqj/9jeWruNYreLGH0gYSGASTRhkmIQRDOj4x8hTH90S3Sdzx0Q44fxqzhLC7npk1d46oJr6ZOW1pbbPW9x+Jx8md+4AbKvPoKBkV7AgyTomJh4V4vjOvdPp3P/9KPOO61vL95a/1PjdqQK1/br3axfUoSdDnY7BY5GsX7NgOb9TpQIUz862n/NQccngEqEsR/doh4DwO33U+NpIM5iQ2wSNvLsl9/BVj9Cb1CNoLpFXGUm9haHgQqSPlC6LJA1XURQQBFUDtbUkhrZ9njmXzKH8wqcD5HNgiDw7Ih7eXpYIIRDPJTosKw2LaRftdNGjOJgTcUuxhqLkXVH7Ej5N7TLemKtVr6/aTqbi4uJtljoGn3ivw8KKmqCYhygpKaOz1du4cHL21aKUEPjXEcT5Boa5yCiYKBX/GcUOt7Br9QSZ52G3TQoeL7cnUuhu46mJqIfyhaGCPJiQi2visWDVWxuiUkyn/m42l8ylyb1Zc7BrQhC4Oe6LAscdFUFzz914TjunjUHp9eH3WTkD+PHHmO2APv2lfDHJ2ZSUVFHXJyd51/4FRkZATH6/MZl1PkCicVcfh9ICo4frRRWxSInCAiIqIKKpVih2F/GH3a9SPxiC3dfP4N+/VKPddnj4t8TpzJl9idU+52YJIXHB46mq71/6PodK+jaxENSQKbOt/eYgtyvyHgUPRU+GxbJi6IKjE/6DRMSLj6udVl1BgRVRBUUUFWSGhoI71MHlPBSUsHrkgAAIABJREFU7gs8oDzEkIzmpep8PplX/rGIpSuziI6y8uh9ExnY9+Rfp7MdWVVQD8nmeo+eAkcERRXpPDVgGGMTe2PTt632dUpEOO9fdSV/XvojXlnmzqGDuahr5xb7zr1nOn+a9wO5VdVM7t2dm4b0a/P9NCUz+nEyox8PObbs4AEeWDoPh9dD96hY/nvJVZR4avHKfhat3IveKxH/sUpFLyMNcQLB72YBVAkEmWAJMwGwm0z0TtCypms0Ih5RcWBcj1FsylsVbOvDPQhS4DPn8tmxmhyoTX4D+OTEdluLSadneErHNo/3yU3yQ6gqxhqFbcv2syoyjlGjT64eu4bGuYgmyDU0zlEMujjSo/6v5XOimcP2lsPoxdASLBn2eHZQG2zrZB3DYnpzjXsSXxcsRkDgmpRJzWLINU4vfSNTiNTbqfAErLMCMDquS/D8sNQUVtx7O3nVNaRHRWEztp5o77VXF1BRUQdAWZmDN19fxN9fvwmAGk9DSN/a9TayLTFYyo2NgkEVaOgAkf0ceA064m7cy+x1z9Gv379P+n47hIez6eZ7qfN6sOoNSC2UvXKp8cCOYFtWRcIMx67b3jeiN0mmRIrcxXgUPXHGOIbFHH/NX0mUeKj7ZF7JmovRCeGpdahqwNqus/j5au/8FgX5V3M3MH9pYK1FJbU89eIcvv7gHkzGo5dEOh+INIQxIX4Q3+VvobgsEkWWcKIy48e1LLw8ky4nYfgdk5HO4oyjW9EPYzUaeOmq0LwAbo+PzdvzsVkM9MpMPukEiFWeen6/6XOW7KhCVQLPalZVOaP+9w6K1Y+olzH2F7CtMmGI9CD4VTiiCFfT4CNBgKFpKTx+4Zjj9nbR+GXym1GDUFT4YXc2ufJBdBmBjdpMewqj0u+loGwSLlFGAQyKxID0L87sgpuQFhfJmJ7prNiZg6XEj6VcJi+/mKe3fM1991/IVdO0Emoavyw0Qa6hcR4SYUxgYEQ31tfsBQRE4FcpoXWM/zb2Bu5a/i/y1CLMqok/9bsevaTjxtTJXJsSKGema6V2sMapx6o38sGom/nnnuXU+TxckzaQQTGhFla7yUTvxOOvmVt+SIwH2+WN7eu69OUvG5cF23JVInJHP4IaKlxUu4wUGQhv0IsyYcNyUBQ1mBzwZBAEAbvx6GJkUvI9fJNXQDdLPooqkh5+P2Zdc+tPpdvF0+u/4IAjD6spiTszr0GSqlBRGRo9GKvuxFLFX5c+jL72dO6b9zEc4WGi17WcaTvnYEVIu97pIbu4lF5p539W4oe73cDawloOyo2u/ooKn+/bylODjx3zfyqocbi47/efkl9YDcDEcT154sFLTkqUv7r7ezZU5aIqoTsMYo2AfZuemv7gtct4OvgRcqyIkp8jHan7dUhgZEoqTq+XaX17kplwbiXx0zgziKLA7WMHc/vYwVR56vixbCtGSc+E+P6YJANRll38XPAROsHA4I43NLOwn0kEQeDV26awaPNe3np6Dt4m5+bP36oJco1fHJog19A4T7k14ylG1G2guKGA/pGjiDSEup6HGcx8etEDyKqCJIT+odaE+NlFRlgsLw+6ut3mGzO6G7Nnbwy203o3usbe0WMISVY7m8oL6RWVQJ6lmNedG/FFyOhrAs+FioqhgwsBlU7WcsySH0EQ20WMHw99I3qQYvkvB52FpFiSiDa27P789s5nGJywisEJUOa28fT2bKamjOaxHlNa7H88ZEbHs/DGh3ho2XPU2QOl4FS3nlv6XdVi/369OrJw2a5gWwmTeTrnKz7v+Fv05/nnTBJEekV2YHNBFgE7cOD5iDefmcRN3y3cFhTjAAuX7eS6qYPolN52AZxTX44ggN7kw+du9HowVgro6wXsu/U4h8hccVlPbPUikeERvLh8XbBfmNHAf351JRHm01NuS+P8JMoYxlUpoR4/kqhjeMdbz9CKWkcvSWwTn0cxdwFXo2dXmE3zDNH45aEJcg2N85RA2ZLBZNqPvdN8pBjXOP+5+Y4x/G/HdoRKP74wka8duYzZtY+LewRKAU1Oy2RyWiYA/rRMFr93gF0dq/GHKYheAb9VYVx6FknRDnRiIBawb8TptXhGGSKIMhzd79npL6djWGN8ZZypnn7hBXyRt45bMsYSa7IfdWxr6CWJNyY8xaL9q6loqGFSr5HEWKJa7Hvphb2Yf2ALW34uQLWoeIc3kOuuY4+jiF4RzWsOn2881utilufncbAmEAqRER7Bjd36tzLq1OD1Nc/W7/HJJzVnqjGW3RRhi3bS4DCh1Osw7tNjOuRAoXMIRJnM3Nd3bHAjoltsErN27CTSbOLuIUM0Ma7xi2TxgcXslXVEXlFGxcdJqD4RvdnPnXeNO9NL09A47WiCXENDQ+MXxpKc/dTGiKgx+mBc+L9W/szFPbo066uTJObdcSd7ayrwyjI/FRSws7yMAVETGZC0lyLXVlKsw+ge0Xar86nAKzs40hPZJAXKXvnVkxNhAKIgMqlz6xmBBUFg6EVprOuYFXL8/jfmEi5aef6mSfRKO/5wg3ONMIOZ5ZfPYFtlEYoKfaITW8wLcDoYMawzn3+7HpfTjwD07dGBbp1aT5ymKCrvzl3N0vX7iIsM4+HrL6BTcgy1rgZWvJ2DvrMROcmPzSHDLiOip/HBs9gNfHnRzSFeAWPS0hijZeXX+IUzb982iBIwd3OS9MQB/BUGenYoIbPHU2d6aRoapx1NkGtoaJyz+BWFdXn5KKrKsNQUDNLZ7QKcU17JLXP+Q53io6PdwufTZmDUn/7kXhFm06GUf02EwzGSwQmCQLfIQMhD75im4rEfPSOvOam1+BQfBa5SYk1R2E4wpvtYVLvDKa6PItEWSHQkqwJZdfFcnNibRHPbMny3lV91HMqq8j1srMoBFeS9FqorvFTj5Tevf8HyF+7Bamo9Gd+5iiAI9I05s/Wfb37nA3b+XIknXkA2S1j1Bq68ZjCSJKKqKjl11cg+Pw0umTC9kXrRy4Jde4k06pmzexHFqwOCOrekmt++Nps5L9zKkk1ZiFUCxp8bXWzd3XyoFSIoAlGRFj5+8kbiLFptZQ2Npryzah3fblfRGTKx2Rvo2qmQsFQnCWhVXTR+mWiCXEPjHOOHki28vW8msupnWvJ4pndquWyToirMLJjJstJ1FNbZMfoTKMlRMXiN3DNqCFf363WaV96++GSZW7+YzbqD+QD0SYznn1deTmyY9aQzJ58KVFXl6ln/pMZlAfTU1MPls/7KwuuePO1rGZuWQUZ6NDk5AbGq04s8fen4076OooYynt3xKhXeWgSMPNztFobH9G2Xub/Yt50Pdg9jaOIBLHov28uTubPvFdzUeVi7zH8imHUG3h1yGwWuKu54bRbFpY11432ywsbsAsb0yjjt6/ql8O6qVWzIrUJNEgOh7Co4/T4en7WAJZ1v5+E137GkIDvQWQWhXkBVpWDBeluZmaZRraVVdczctJUu0dGHhjRubsXH2vjt9IsZ26MzBp32E0tD40jK65y8vmAlarSETxaprg5j8+ZOXJS2l6vGv36ml6ehcUbQ/lpoaJxDZNcV8cre9xEFFQT4vPBbwvUeLu/Y3F34x/IfmVe8gK0lybj9IlAG0aDkWHjiu8V0i4uhd9K56yq7MicvKMYFH+zOKmXcC/9mSEYKb0yfQpjJeIZXGEqdp4E6T+iaCmuau+5uKCvgibULKXXVMyU9k6eHTDhm8q8Gv5c/rVpIXYObp8ZMIt7asjXOp8g8s3Yp3x7IIt5i44UpF1NW46Sstp6r+vTEfppLLKmqwqrCGVwfsxkFgXWOTvwj+zOGRfdplw0VSRDxyHpWFDTWtB0T3/2M5UwQBIEUazTJYREhghwgLf70Wux/aXywfCuqrrHuNxAQ5R4fM3dvD4jxw7XHBFD1Avgan8H6GBFjQaPoVkWVP89axtM3TmDQqDQ2rMoFIDzFzGcz7sBmPru+ezQ0ziaySypQj0gA6pX1TI5+kEiblk9B45eJls1JQ+Mc4qOcBQExfghRgPlF81vsm+vMxek14PY3cYkWQLAHEhvtLClrcdy5gtd/KA5YBZ2r8Xf2zwfy+deyn8/Yuo6GxaBHENWQY4IQ2nb7fdzxw9fsramg1uvmkz2b+WD3Ro6Gy+el/4ev8GXpNr537GXUzDfYVVbSYt/3d27kk6wt1Hrd7K2p4NeLvmKXso+uGbbTLsYBKl1LiddtRhBAElRGhmdjEYpQUE5qXqfXw42ffsTM1VuwOhuf/WmdepFubznx2unkxZsvI9La+HpfP6YvHWM1QX4qqff4WjzeMTqCKvXQ5ohA45fIEftBggLmKBeiUUYf6cFnAdEn8uaiNbzy6NV88OZveOflG/nmjXs1Ma6h0Qqd46Mx1oT+7dM7FPpmnP9JLjU0joYmyDU0ziHiTOEAqGrgP4AYvbPFvp1sndBLTZNXBQao/oCdp885bB0HGJORRqfoqICL6RHnCqtrz8iajoVO1DOis8jh90EQFKb2CX0PSlz1VHsaQo7tqjr6xskji2bjsylB655igju//bLFvjsrS0PaTp+PTw+s48GNHzKvcNMJ3s3J0+DPb3ZsWFQyktD2PACqqjLurX+wpqKccsGPS1FJ8dv4dOJ1/G3UpSez3HYjNtzKsr/czcJnb2Pty/fx+NWnP1Tgl8bYbqHhAGadxCW9u/LerVcRY7XQaB4/9E9JCRRMP0T0Lh/Ro8pIuCIfVaciyIFvHEEWEASByEQjP4jL+fPud1lcshZVDRUbGhoajcTabXQokLDly0huFVOFQsIGH5FR1jO9NA2NM4bmsq6hcQ5xa8ZlrCtfRK0SSAAlKwKR5lgUVUE8whV3dMxoqr3VuD0byKoyoCJg9ppIkOK4d+oweiS0vfbu2YDFoOer6dfx7a4s3luynpLquuC5cZmdzuDKjs5/L3mE7zJXsKJgJ5dlDGNsUmj5pySrnURLGMWuxnsZFNfhqPMV1tbBEfrVdRRr4JD4DszZvzvYFiUFSQpYo+cUbCC+LpYFa3aTEBXGFWN7ExtpO9HbO25mf7yG5csOcPkTIpIusAYVM9ekPXBS8xa7aqnyK9DEKaTQ2cCIxNSTmre9EQSBhMi2l137JVPrbaDQVU26LQaz7vgS4b04bSJvLF3D/rIqhqSncNvoQeikwPflUDoiGWRED/jdOkSvgL5axFToR1/pwpjfgD63guKGXsGYcgPgtavcM34YiqrwzI5/csBZAMDG6l1Igsj4+KGn5P41NM4HPvrXHdx++3s4tjQgigK///0UjMbTn+BUQ+NsQRPkGhrnEBadiZsyLufL/K8A0Ikqe1yQ4zxAJ1vnkL6iIDI1eSpTk6dS7XHh9HtItkSclQnPTpT5+/ay5MB+Uux27hw4mIldu/CPpesoqa3jop6dmdA7HaffjVV3+l2xW2Ny2hgmp41p8ZxBkvjwwl/x7PqllB2KIb++69GTnD02ajy3zP8cOTJgkRNdAtN6tNz/hu79qHQ3MPfAborc5Zjt9cGyYJWlLu75x1dBT4MvFm/m0+d+fUpE+c8r9/Duy4EwC+dTYxl8eTZDRvWkc/w9WPUn57Vh1Rmbu0scJ7Kq4PDVE663Ndvc0jg7WFG6l4fWf4Vb9hFttPLv4dPpFt74zCw7sId/rf2JcH0YT02cQHJ4YNPDZjLyxGWhtY0PlFUy489fUV/VQPrASKozGiDcR0S1iepvc4leUhjsWzuuI01r6AnApB5duH5wfyo81UExfpifq3ZqglxD4xhEx4Qx6+sHKC6uJjzcgs129v2t1tA4nWiCXEPjHEMQBHRHxCL7FO8xx0QaLUQa26+k1Jnkm6xd/G7hgmB7a2kJH0ydxlNXjEdVVf69fx5TVvwXFbiqwyju63LFObUJ0TUylv9dfN1x9R3ZMYN7+o7m36vXoaJyQefOPDF2Qot9RUHggf4jeKD/CBYXb+PpbV/iVyFCbyV/ng+hiam9tt7N4p/2cMOkge1yT03Zs71RvOTvjCV/ZywD/nkztpTmNdBPlHCjmd5J4WyprA0K8/Gdklodd6C+kD/t/BflnmqSTLH8X687SbG0Xp9a4/Ty563zcMsBD5BKj5NXdy3h3eE3AfDBzkX89butyF4dUMnK/e+x5qF7CDc1/6GvqCq3PPwRam0gn4b3Rz+dCqP48pXbuHf2XFb28FBh0WHKrcOTbKVuZCJRexvDhABG9EgDIExnxSKZcMnu4LkEU/SpeQE0NM4jRFEgOfnM5/XQ0Dgb0MwAGhrnGEOihhGma8yknWpJo7Ot6xlc0enlu717Q9or8vJweAI/hrfVHOCzg8tQUFFRmVWwkvVVe87EMk8bDw0fza5HHmXLQw9y59ieZNfntxrDelFiH+Ze8Hv+M/RuPh58P4ozIMabjjIaTs1+bbfeoS74BqOO9C7tJ35n33g7fx4/hlEpcfz1onH8Z/INrY55c9/nlHuqAShyl/PP7K/adG2n383bez/g1Z23MzPnGbxyXeuDNI6baq+rxbaiKny4Y8UhMR7A74e/rVzabA6PeyVFRUP54E+vcs+vFyIdyrNRnFvNy6tWkFVVTliBitEcS+1lXfD0SWKcJ4HHfj0h+Jm4dGQPLhvVEwCjZOCR7jcTpgtsePaP6M41KS2XotTQ0NDQ0GgJzUKuoXGOEWmI4snMZ3lr12x2Vxeg6nXkOHfSJax96jef7cRbQxO/2AwGzLpA7FmJu7pZ/5aOnU/U+qqZXfAZ66u2UOmBOr+RiQkjmdHl2mN6BsQYw4gxhqGqKh2TI8nPr+Zw0veU+AgmDc9s13Wqqkq1N5fuQ63c+eglfPvZOoxmA7c9OJHouPaNp76p12Bu6jX4uPuXuatC2uVtfGae2/Eqg6xfYbcENogW5C7jsvSFSKLmjtkeTO3Yj89y1je2U/oBAYs3kv/Q0cb6ZdVq6Psoy05e/vJdFhRfiiiqZHQsYdL4TcxbPBhFgvcXrkfwgXeAnvBsmYR1PgQF4kYYSewcybO/v4wBiUlEWENLMw2O6sXHw17AI3uxnIVhMhoaGhoaZzeaINfQOAd5Z/sm3t9ZCZhZm6+yx/EWLw76A8nmjFbHnus8MGw4m4qL2VNZgVmn46ULL0YvBSy8AyI7Y5GMuGQPAEZRz6Co89d7IL+imheznkS01CIKEGsC1Q0LS9YwNXksHa2Jrc6xds9B9tdWI1hA9IMiwf03jsFqPr6EWceDV/bwcfat2KSAd4Nu1Gjev+mVsyaUYFh0bxaUrGlsx/Q+4TlkRUbPOuy6Rtdls1hGZcMq4qwXtss6f+n8ofcldA6LI7uujMHRaVyc1AMAnSgxvmsnZhWV01AbEMsGm4fJPUM/+2t2bGP+rkzkwkCf3bvCqJ9wEEUEt03AUhJwGjRVqqg6PdVddFhKvOyOcvLZVzMB6BkXx2fXXoPVEPr5kARRE+MaGhoaGm1CE+QaGucYiqryYdaWJkcE9pTFkV237RchyOOsNv4y/iJ+v3AhFS4na/IOMiGjEwZJItYUwWsD7uXLg8tRULk6ZQxJ5vM3nvMPX80mcmhoiTeL5KPeb8LdSl6Bw1Q46lEFAb8dFB2IXqhyNrQ+8AT4ruB9bNLeYAyuX17J3toVdIsY267XaSt3d55GtDGc7Pp8uoelMy3lxEuRiYKI2ELJNuEkyrhphCIJItelt+z58ETvWwkzfMF3u3fiU0Su7T2Qi5MGhfTZcsB7SIyrgAB+kbKcaGr7yuiLpCZlyAVUFQRVoKGjjm2+StAHzu4sK2Penj1c0/vEN200NDQ0NDRaQhPkGhrnGAKgFyU8shI8Jgoq0cZzu6748eKVZe6eM4cKVyB+9NOt20gOs3P30CHk1Rfyr/1/o8FfgV2fQrzx8pCxLq+Pe7/5hs01RcSZbbx76VQyos9Nwa6qKjtyaxjeX0JnaKw371MlMu3pdLKlkOeoJr+ult4xCYQbW7beDe+WihAh4j9UfkwxQqGnfWOfqz2l2MSQRNWUugvp1q5XaTt6Uc8NqZe02k9RVYpctUQZLViOKLklCALdI66jyvMyUXonAF46Em0eeUrWrBGKJEg82P0GHux+9D59OyfzCRtpmopfEQR04T4o1oPa3GND9YuoOiVkjMcvN+unoaGhoaHRVrSkbhoa5xgqMg/3Gx1sS6LMdd1S6Wn/ZZTZKXc6g2L8MCu3BhK3PbP6FZYsTGDpvP5s3KjyetaLIf3um/0NG/27iI4toMGUzZVzPwzEn56DCIJArw5J7Fqdgc8d2Fv110Xzqw7X81zv+/g8axsXfPEfbpr/FRd8+R/2VJUHx7o8XvaXVlJYVsMDz36BW1JC5l6Vk9eua+0ZeQkeuXH/1yUb6R150QnN4ZXlVpPVtSd+RUZRG1+XsoY6rljyL8Z//ybDv32VJUXNkwVel3otPWP/TZ14PVbLw0xKnYsotJ/rv8bJMaZ3Z/QZ/mBbMMv4093oezQgjaxFPRR/rkJQf6sxPrrFxQXHJNhsXNrt/A2D0dDQ0NA4/WgWcg2NcwRFlVlS9DIfZWWzaXM6OvSookCM18yMG+84a+JxTzXxNhs2L9Q30TkHZ23BMf1q1q9PxO8PfK3lHYzHFlYATXLd7fHspWeXwqCltq6ygXxHNanh52bplb9Nv4xnZxo5sKwDQ7om8YfLL8Ji1ONXFJ7/4Qcid8mIPqhLdzF93mdEVVmoq/XidPrwKwqSTyX6pxp0Y+34rY2u1QlhgfrjqqrywbKNfLV2GzaTkYcvH83QLh1PeJ3DYodS53uWndWfoxMMXJh8P5HG2OMaW+V2ce/yb1hXepAUWzhvjZlK35jWY+NPhPKSGrK2FZCSEUvHTrG8vmces/LXYhAl7u96GVelDOP1XcvZU1sGQIPs4/H1c1k35WF0Yui+dq/I/vSK7N+u69M4cf7+3SLmz96MThR56NZLuXh4ICv60v97kCcWfMG2wgLqYmtQzFLAPT3ej5jsx1ct4gtTkRQB1aTw5nXTGJSawrdZe/DJMpd170a05fwoIamhoaGhcXagCXINjXOEPbXzeG5TBQXOdBSrIeheWWry8sz3i/nzZRPP8ApPDzpRZOSGBlbEePCHG7Buq8K4JJ/CipqgGD9MgzM0e3dMmCMoxlUVwqJd5FeWnrOCPCEijLduu4JcZyFG0YDFGMg239DgIXqRB4Mj0M+eLVM8xk213o/eCaISeBFkvYCjq5Xo9fWUjwhDMYikRUXw6IUBD4wl2/fyyaY5GOx+9hdG8tv35vL9H28lynbiguSipIu5KOnEy0G9tOlH1pUeBCC/vpYZK+bwwxW383PlUnSCiz5RF2CSIk943sNs35DDk/d8iNfjRxDgwt8OZGbKTwA0yAov7/6GnuHJlDaEuvE7fG7csg+baGzztTVODc8tnMOSN3ah6kS8KPzl6W+Je9tGvy6pGCUDr1w2nU9yVvLGnu+BxlCK9x+4lhRDHDuLyvCrMn2SE4iyBp71G/r2OVO3o6GhoaFxnqMJcg2NcwC37GBlydckmA34fBLFaqh1Mauq4rSuZ+7BHSwp3EOyNYJ7uo/Ebji92YUvv2w4+27/Z7A95NL+dE6KI85uoszRmOX6ul4TQsal2uKoIFAKSRBAVcAknJnMyHXeAjZWvInTX0pH2zh6RU5HEE4sisgje3lm59vscuwH4KLoUVwTfxk7tucHxTiAoIL1oEp1TxBqQueQjSKWcj8p31YjZNiZP/NmJFFEVVWW171P+FAHLllPpz5V5C5J40BJFVGdT5+FMMcRWpIs31nFbWsfxewvY1dtIuGGJUyOt3HXgJfaNP//3lmG1xNwY1ZV+PG9rfBMaJ+5hcu5tENvVpRkB4+Nju+ETd++YnxhwW7mF+wiwWzn7u4jiTRqltjjpaLBiUHSYTcYWb7iZxRjeFBpq5LKkx9+yrzn/hDsf1lyf2YeXEdRQ+D7YERMV3pFpCAKIqO6pJ6Re9DQ0NDQ+GWiCXINjbMcVVX5KOtubMb9TE0DRYUv1KFsL210HZ7Su201o91+P9/n7sHp9TIpvSsx5sYa37KiIInNBeI3edt49Oe5wfb2qiI+HnvTaXWZn3TreAwmPT/N30RiRjzXPnYFeknio5uv42+LV1Ja52BK7x5MHxjqOnx3z2t4esdf0ds9qCoYcrvSf9jJ//hWVZXdtcU4fA30i+qISdIfs7+iyvxQ9DscvoDlt8qThUG00i3i6hO67tKydUEx7tpn48MPC/hQ/jf2SCOqEBDih/JJox56f2Qz6JokUbcUBUrECSo8ctfE4Hte5slnk9+FwxcGQD0mYgZWkJFwer0JxiRl8HNZQbDdM16P2V/OouKAC3KBC8rcDi7o8BPd4obiVxQ2lhQiCSL94xNbfIab4vMdkaBLhsZXDQQUrHqRq9L6YhAllhXvI8UawR3d2zdZ28LC3cxYNzPY3lhxkK/G3/qLCUVpK35F4YFl3zHvwB4kQWBGv+G4BAOeOBFjtRooTy4I+LyekHGRBhufjJjBmoo9mCUjw2O6IJ7ghpiGhoaGhkZ7oAlyDY2zHKe/EoFGQSIKMC5jNzvLUjD4dVyT2YvpfU88ZtWnyFz7v08oW1SGvl7gzdhFXHBLFA90v5o//m0eWftLSesQzXMPTSYjJSY4bmFBVsg8P5XnUeNtOO3WvPE3jGb8DaNDjqVFR/LWdZcfZQT0TErhVf2zfLPtJ6KM4Uy7enCrgu14+MuOeXyR+3NgDdYYPhh5G1FG61H7N/grg2L8MKUNm09YkNf7A8ntFI9IzepYUARUVBzVHnRdjFj2egJivEmGc58dVJ2KBR0PjRyOI7KEqm71XHH9MPoOSg/O7ZV9OHzmkOtZoizH5a6eVVvExwfWYdMZuavrBcd8LVrjnl7DAFhRnEMnexTR4VWsyssJ6VPutrM6fw1p0QP59bcz+ako8Hm5oGM6/7n0ymZx3k256tcj2bX1IKoSSOh1zW9G82P4KvbXOxDPgqPpAAAgAElEQVSACKOXC+MDa5jcsReTO/Zq870ci+/zN4S0t1UXUdzgIMkSfkqud74wO3sX8w4EEuwpisz7K1bgNtkhHcRkleidMpIPhndLazbWpjdxcWLfZsc1NDQ0NDROJ5og19A4yyl1bcJqDLXuGESBfXc9fFJicn1JQVCMAxjLRVbOLmUr/8VxMCBOcgsqefKVuXz22q3BcQnm0Lhsm86ItZ1dd4+H/PoaXt60gtKGOqak9eDGrv2Oy5ro1+XTr4uLXrF9MRuObck+HnLrK4JiHCDXWcGXeT9zd9dxRx1j0kVilCLwyI3+4+GG9Gb9VFWl3unBbDagk5q/16NiBjArfzH1bhmUwxbdwP9dNpnn/noVu7cWEhNjo1P/OPJdTubt3ovdaOS3w4eTHhUJE5pNC0CyOZ1wvUitrzHT+IDoY9SUOkRWbRHTfvgPPjmwjm9yt7Pikocx6tr2WkuiyP19RnB/nxEAZNcVsalwWUgfm87NwPgLWXggOyjGAX48mMOKgzmMT+sUPOaTa9hf/SpO336izMMZPv5uXv/f3WzfmEtqRiwDR3bhKnk484t/wOFzMjp2MF3DMtq09uNFVVUsyiKgMXu3UYRwg/nogzQAKKkPxPaLgsKFSTtZfKAPgt2P5JRQDALueMiMknnm1pvP8Eo1NDQ0NDRaRhPkGhpnOYWupQDIqoDLZ8Cq94DvwpO27AqqgK4+9JhYK1Hv9wKN4ulgUXVIn/t7jmZrVSHbq4ux6Az8dcjlGESJ04lfUbh5yZccOBRf/FNpPla9niszjm29fG3TM0SGLQJgT66OoVEv0Sd+eKvX8/mLKa37ElUVSQy/AZ3UWLu8QfY169/gb36sKZKg54LEF1lT+jwufxkdbRfQK3J6SJ9qh4t7n/qMwtwqrFYjzz4yBSFezzM/zMdR7+KqLt15cMJE/tbvUW78/E0Um4xY3/g+NHRQWJK7jxdunxw8Nhi4LL0r+7OKMTdwTERR5NX+9/F/2z+k1F3PoKgMftvtqmMPAt7ds/KQGA9s6lR7fHyRu5Ffdx52zHGyKpPjPIhZMpFsPnoW9c5hSdzd8z4cm99jb10cEYYGxkea6dthCFm7tjfr7zrivdhZ/jBV7lUA1Ho2oKoqXXvOoGvP5GAfq87Cr1Imc7pocC9nWuJKdjrC2F2fiFH08UiXPKw6rWRaa4zpkMZrm1aTHl7GsvLuKNbABpJs9mMo03HXTRdw54jBZ3iVGhoaGhoaR0cT5BoaZzlGKZwiZzifbB5KvdNMWLSLN0dfedLzDknsgLmDGXdBYxI0fboLeb8JpYkgNxwh/KONVmZNuJWShjoijeZW46VPBYXO2qAYP8zKopwQQe6W61he+i5l7mySzD1INl2BzbokeN6g87Mw/+1WBblfLufNnffyfVUqCiJjIn7Lk33eQScFYqu72eMZEJXKpqpA7W6LZOCKlNZDCOLM/Zia9lWL54oairn7+W+oyQ3smDidHh555xsKeihITgFBFfhn5W5W7c9j1l13cZllHP/pvAFjhYroFfDEy/hiVTK6/Jd6b29shkCcfHlJDY/e8h4lhYFNlrsevZQrp4846hq72VP4YuQfW72XpqjqYS+FRm8Fv6K03PkQbtnN87v/TnZ9wBX9ovgLuCXt+qN6PIxJ6s+YpLeaHb8ovROvrbdR7Ay8bqn2CMZ2bPQ8UFWFKvfqkDFV7tVkMCPYLmwo4c19H1DgKqZneFfu7/wbwvRtd7k/Hry+PYTpPLzU4xuqfFaskocY69E9LI45l+Kn0uMg1hiO7jRvlJ1uPH4/z839EbFcpMFkwKs0+UkjgcHmYVrfnmdugRoaGhoaGseBlsFEQ+Msp1fkbcz7dAjxr6l0fteF7X8Sdy2ag9yKyGkNSRT57Plb6TEkCVOSSPxogftuGIdRtqBzyYg+BalB5sqJzcv9CIJAosV+RsQ4QKzJilVnwGj0EW53YbW4SQ2LAKDe38Daiiw+zfkbu2oXUeE5wLaa71hS8jbiIavtYXyqt9VrbSqfybyqdJRDX5crauJZVjwreF4URP45dDpP9p7MjO4T+GLMPWSEhWbBV1W1mShdk53Hx6s3sbuoLOT4nMJveXTT/1FS6gw5Xp7gR/QGxDiAisr2cheFNQ4eu3YC4Sg4u8rU9fLjjVXpEl5KbNh+NpQ1Zpb+4r2VQTEO8M6r8xny+cs8uXYeqhr62rSV3/YYj9RESJt1eq5M7XfMMT+WrQ6KcYDFpT9y0FVwjBEtE2W2MOdX03li+Fj+OOICZk+7gTBDYziFIIhYdKFJ/Cy6tJD263vfZ399Hh7Fy6bqHXycN4tTjck4AB0gCirRhnoskkxM+O9PeJ5dtXlcu+o5rl/zF25c8wI59SXtv9iziOX7cthWVILoE6goPVz6TuWwd8ak/lFEW7VM9RoaGhoaZzeahVxD4yynocqM4ftDmbIBa56Mc6OL3Ctr6BRxchmvoyOsvPPkjSHHxrwxhD+9PY+q0jouGt2DW6Yd3YJ6prDoDdzetwczixpjiavFAvY7Srhrw6u4D2nf7mHx9LSXAlDp2812Rzoj4g8AgRCACHFSq9eq9DW30lb4QsW1WWfg2rQhzfoV1jj435YtfLZ3Ow6vhyldu/PXCRN5f/kG3liyBgBJEHjjpimMy+xEna+O2YVzEETwRIKpSbSAXqfDR3PRrKIiCAJXxg7gy71bsJg96BSVIZGFCAJUNmRx3b8+5/XrJuOsa2gyDgQZ6rNgZv5uaqq8vH3ZyXteZITF8O2Fd/HOnlWYJB13dR/VasI/p9zcf94pu9p0/TiLlTv7H91FuWfsq+wof5AG/0EijEPoHPVYyPmDrsKQdp4ztH0qMBkHExv1CrV1/0BAT0T4IxgNPU54nleyZlHtC3gHlHpqeHPvHF4dcFd7L/esQWmyiaQ6dejNPnymwOfVovfzzFAtblxDQ0ND4+xHE+QaGmc51ZV1HOkErK9TiTGfGstPnN3GW3+4tt3nlVWZrTW7ySkroTSnnH4dujKi18A2z5frzg9pLynZyp7qrUExDpBVl0BnawVGSabWa+anqlTyHZHEmDz0to/l0UE30hpD4q7GcuDPuJSA+69OUBkZd0mr41Zn53HPp99QF+EPvnFz9uymZ0ws/1mxPthPVlU+WLWJcZmd8CpeVFQkCWJHlFGmxmOqVjHY9Lx17RRuXzAb1RtI3CYg0CPaSIeIQBbu+QezUasN1NcFLMJzlo3AanSjM/rZWlDM8/OXccvUgfy4YDuqoiIAzkQ9sqQDNyzdnEvVBS6i2sGi2Dk8lr8NOX5xPyJ6MN8VLcStBJIXppiT6GI7NYnUwow9Gd5hMYrqRRSax2hn2ruwo3ZPsN3D3uWY88lyKQ2ur0HQYbFcjShGHrP/UddlvYEw6w1tGnuYCk9tSLvcU3OUnucHY7ukk5kQy+6ScgQEkv1RJMRbibKYeWzgWMKMpjO9RA0NDQ0NjVbRBLmGxllOWpd4klKjKcqrBAKWTcsIPwXucsKNKWd2cceJrCq8uPsfbMnJYtfmdPyKhPBzMTdsXsz/TX+8TXPa9aHC0aYz4VdLgMNZ4AO1pBX0lDRY2FCVisGgUkEYfaOG82i/4xM/0cYYXh/wGJ/lzUJWYVrKZDpaj5507DBv/rAWjyo3DaUG4EB1dbMyXJIY6BRliKJveB+21m4jObWS2DgnV8XexCWdBmIzGtiSPoNnl3zN/tJSxqZ05r4JlwbnuLBbV74u3xky79rt3SlyBVz5N1Rt4idlLeKNED5bT22igGOsHkHyoFNkpGwDL/9jATNuGEdScttEZVtJNMfzXO8nWFm+DpNk4sL4MejFUxsO0ZIYB3iwy638N/cr8g/FkF+fesVR55DlcsrLJqEoAS8Ml/MjYmIXIopnxk36grg+zClcG2yPizs/S3rl19dQ7HLQKyqBT39zLUv2ZKOoKhd264zNqCXC09DQ0NA4t9AEuYbGWY5er+Pl92/nluf+Tn2tG+8gFTld5a298/nn4ONzRy1wlfFS1sfk1BfTJ6Izv8+8iXC9rc1rKqtz8Nf171GrlODzxhIX15nbugynW3h8i/331u1nS80uanIj8R+yNKsIzC/28UC1g/BIe4vjjsXtnS5me00u5R4HOkHikcypLM57ixKfgooICCSaarmvy994bc823MomACRBZFrK0BO6VkZYMk/2+u0JjfHKMoIMyECT3FqjU9PoY43nz3N/AMCo03H3uMB6BEFgRpd7WVmxmhpvDQMjB5Bq7RgcazEYeOnS61q83u8uHsOsVTuCZc8AcrPjESQRS0IdZYoFpTwMDCqlt/gQXRJ4JJBVZMUAiQKz3LlseOS/fPTqrSQmRpzQ/Z4syeZErut48i7zbcHj9fPN0m2UVjkYO6gLXW0DWFCwgI3lu/H6Irmry4UtJphzN8wPinEAv38/Hs9yzObWPShOBTO6TiXBHMW+ukJ6hacxtcPZF27SFKfXy1vr15FdXcWolFSm9+mH2Erpwg/3rufPmxehAlE6C4OqU0gwh3P7xCFntRhfWrKT+YVbiTJYuaPLOOJMJ/6dp6GhoaFxfqIJcg2Nc4Do2DB8UwUamsQuO7zHH2P7UtbH7K0LuHhvrM7i3exveCzzpjatxSf7eXDjH/GZAuWkDNZKdhYd5KbivSy46D6iTaEZqRXVz76a/wYaauiPbQUBp7OuTYI81RrLFyMf40B9KQnmCCINNjqZnyH8wD0c8EZgk7xcFteZcGNX/ti7M0NjOlPcUMPI2K50tScF51lfUMCLK1ZQ5/FyXZ/e3DJgwHHVM2+NW0YM4LFZCzDUgN+q0iEmnHuHDOXSzl2hM/TrmEhOeTV9OyaS3OT+9aKe8XEXnPD1wi0mfjdxFH9fsAoEAVWvgCwiuQQ8cRKK8/CugAAuPao3IN0FRYBDFnpVL1DSQWbZsl3ccMPZJeYK6hexp/o9ALpF3k4H20XtNveTr3/L6s2B3AKfz9+EPKEWJTHwfL+3fxmZ4cmMjW8e0y20YAkXhDNXO1wnSlyf2rbs7GeC3y3+nkUHsgFYkrMft+znrgFHj/9v8Pt4YevSYCYFUVeGLXMtquDjL0vn8/LUF7EYjUcdfyZQVZWn35vLok27UeL9+Ae52ViVwxejZ6A/z7Pga2hoaGgcH5og19A4R5iSPIiPc5cH25M7DDrusTn1xSHtXFfxUXq2zprSbfgMjbWdvaqejrGVZBfHsL4yj0nJocIlv24Wov9b4vS9CU/3kl8dhaoGXLbHxxwkMTmJtmKU9GSGdwi208M78Id+c6hx78Gij8Koi0dVVXIqqulhSmNSUqjVt6ahgdtmz8bpDdzP8z8uJ9luZ2KXY8cNHw9T+mbSITKczQeL6J4Yy4hOodm9M5PiyEyKO+nrNOX9uauJGFlOWLwLQVKpK7ZRsyoaWTlyg0EAQQ1skBxxStEJWCxnl6ip8ezh59I/AIENqZ9LHydMn0a48cTeJ0VpoKT2VVzezVgMfVGlu3j9h/VBMQ4BAUW2ERIbn/H9daUtCnKzeTJO58f4vBsAMJouwmgc3YY7/OUhKwqLD4nxwyzav++Ygtwj+/EpMgCSoDAlfTtWfaBSQnjkTn7Mm8mlXVvPC3E6eeLluSzfkI2IHrFCj1glkTuxgtz6crrYE8708jQ0NDQ0zgI0Qa6hcY5wd5eJpFpj2VtXTN+INMbF92p90CH6RnRmQ3VWsN07vFOb19GYKCkQow3AIYtysqW5m7PTdwBRUJkYvZ08SwwdpXI85R1Js0Rz06S/n5A1elF2Ngv27SMhzMbdgwZjNwXW4lMakFU/JikMQRCJNGcCAbfx+76Yy4rsXACuHdibZy+dELzmvsrKoBg/zOai4nYR5ACdoqJY+P0O1n6/l82Zudxx7UgM+lP3tatG1BGe5ERVQVUhLLEed6IFnUfB0/T9MvkRLD4UhwlBEhCbJMLr4rcxcWLvU7bGtlDt2clhMR5Aodqz44QFeWH1M1Q5PwXA6fmJpYWr+LJ0AgmCGCwnB6AzCTQtiNc/Kq3F+QTBTEzMLLzeDQjo0BsGIghaNdHjQRJFksLsFNY5gsc62MOPOSbCaObSlEzm5+8mzOAOivHDePR5p2StJ8OaJps9AGKxHp0gEqu5rGtoaGj8P3vnHR5Vlf/h99zpk0nvhSTUJPTemwWBRQFd1q5Y176udS27ru3nqqvYdu1rW7uiLChFBAGl904oIYQkhIT0Mv2e3x+TNiQhhYSi930eHzznnnZvJpP7OedbNKrRBLmGxlmCIhSmxA9mShv6Pph2NW8dmMOhyjz6BHflhi4Xtnkd/cJSiNKHkO/xRXA2Ky4yS8O4K20cfUIbnnaHW0aQWfYJeiHpai3A1FMyLuF59K0MfLVo/z5umzevtrwhJ5cvLr2Uj/f/i2PuuSiKRHr7clfa8+gU31fb/J3pVBp/4MZpB/GqghWbc9ic3ZOBnXzr7BIWhlmvx+Hx1I7bK/rkTq0rnS7KHU6ig2w8/fpCftlwAICd+47g8Urunjn+pMY/EbYwnxisv8ehN3hR9oQSPegYJZgQQqIKiavYiqVUJTBbxRkIzjCFGwcP5s+TxqHTnVmiMsSY0qAu2JTa6nHKHcv9yimhOVydspoCWzDb5vcEqSM6IpA/XTWar46twqm6uTRpBAPCOjc5phAGTKYRrV6LBsyaMJnbF8yj0F5FWkQkD40a22yfF4dNY0RUMocrCvC4t6E3OGuvJQe3PlVcR6NTFNzeeptJAh7rczEhRi0/uoaGhoaGD02Qa2i0Aikl7279ivU5hxgan8IN/S5qNgjRmUCwwcaDqW3zGT8endDxyuCnWXr0R47aDzM0fDgJAT0I0DceUCnaOp6+EU9zuHw2Bl0IKaF3t1qMA3yfvtevvCE3h5W5Gyjy/o+aoOVCt43ZBz/l0q7XAnDYuZRz+uyoFajTRq4jpzyDgfgEebjVyutTL+KZZcspczq5om9fLkxpKP5ayuxNO3hy3lJcXi9DkhPI2uGfw3rjjqw2j90SXrjyWh7cOgvF7BMAqkvhzcuuo0dMPGaj7+ve7XWT+u9XMFRIgvaplKWCaoCAQyqZurwzTowDhJp7MTDyMfYUvwtAaujNhJrSWj2OSd8Zt9f3M0mviKSzrYhpXTZDF1iSmMcn306gtG8l0SHhvNH1plaNvasklxd3LaTIVcVFCf24vuvodolF8GtmaHwCa264hVKngzCzpUXPy6jTcWW3gQDkViWwOPdV7GoJacHn0C/0oo5ecqu5ccYI/v3pzz7jFCm57uJhXJgw4HQvS0NDQ0PjDEIT5BoareDOuc+wdq4JY7nC5oC9bL7odf59yR2ne1mnHL2i44LYiS1unxA4nYTA6Sc1Z7TNPyq8Wa/nqCOnQbvcqrr85C7rFiz1T4sVSYVxAzC6tm5c586M69z0CWhLKaly8PjcJXhUnxhen5mNLVaHw+TEHa6irxDE2DrWTLVPdCJvjXqI/x5YhMVg4LKk84m3+p/4K0KH9ApMFR7yx4K3em/EHgeHj5Q1MuqZQXLQxSQHnVwU9oSwf5B57BYc7l24pH9atXMS05ntGEO+auD9XRt5YczvmhilIVUeF7et/Yji6kCLL+9eTLQ5iCkJv860Y+2JXlEIt7TttDjO2ouZ3d5q5xW1L1ddPJRh/ZNZs/kgQ/olkdJV8xvX0NDQ0PBHE+QaGi3Eo6ps/lHBWO5TeIZKwYYFlXDJaV5YOyClpNTlIMhoPmNP/G8bOpR1OdlsP3oUk07HPyZMYHBMOB8eeIcAo89s1asK+oTWBdWy6KOA9NqyKiHK2nb/+RNRVFlVK8ZrKI124In1BaFyRUmyIyo6ZO76JAbE8GjfmU1e1ykKvTuFscdRgNcq6y4IsISdvWa0RVUHcHkLiAoYiKI0bq1hMiSTErsIj+rgl22T/K45vHqC9whKushG+x6PR1X5LGMtS4/uxKjT14rxGjYVHdIEuQYA3TpH0a1z+wZw1NDQ0ND49aAJcg2NFuKVKqJSof7rulJ16sx7vdJLqaucYGMQunYMHHW4ooSbf/6SfWUFxFqDeGPUDPqExbbb+O1FmMXCt1dcSU5ZGSFmM4HV6Y1Ghj/OD7nvIXHSM3gKExLq/FCvSr6fZ3ZmkGjJw4tCvrM7czbu4NED2zAG6Hj96mvoHRXfqnXk5pfyr4+Xc/RYOecM685VU4cghCApPISU6AjSjx6rbava/AX6mmNZeFQVvXJ6zcK/vWQmz675iXf2bvCLsv67Hr1a1P9IWTnfbN+FQacwo29vwqynL9WXW/Xy/o6buSBsAQCrj0aQEvc9EdbEJvvoFTPHXJdS6n6VYIMDrxR8vWQEKgKzqmNCp26N9jtUmc+u0kwKK1We2fALVR4Per0Hi9WJogi/74Zgg5bSSkNDQ0NDQ6N5hJQtOw3QaDlCiI0DBw4cuHHjxtO9FI125vJn/kHWlrrTt6Q0A5898acOnzej4jDP7H6TQlcJ0aZwHu15G52s7SOab/n5S37M3VdbTgmOYv6km9tl7DMBl+pi7bE1WPU2Hpw/l5LldZGcdWFu1vzjARSlZVYBXlXlqvs+ICu32Fc2StKmBZKxuxB3qY4eXSPpHJfI7LU7wClxJrrwRHlr+ycEBLNiakMXB69XJf9ICaHhNsyWxk93O4KP0zfz1PqlOL0eLkpOY9aYKc3mRs6vqOCi9z6mqMoOQHJoCHOuv4olGRnM37eXGJuNO4cNJ8Lasaftqqoy97O1LDj2M3+55GUUUfe3bEPpBczo9SEApe5yFuf9gku6GR85nDiL76RSSslHW5awcM0cSnYHYt8TRN4FehzVH48ot4XvrplJVGAgAKuP7eKv2z7Ao6rkHA3Fo9Y9J5vFjmJSiTIHUugsI8jkINJayYxOk7k8cWqHPodTQc17Qnv5xLu9+eSWvobbW0BYwFTCrC13D9DQ0NDQ0DhTGDRoEJs2bdokpRx0MuNoJ+QaGq3g/fvu5+F3PmL/gSJSO8fwxM2XnZJ53zjwGYUuX1Tzo85C3s74kqd6390uY2dVlviVs48rn+0YFSNjosbiVj04sr73u+YtMpCel0daXMs2NwqLK2vFuMeqUjrCw56NhXjyfenXdm4oIXZcCE9cdB5Pf7kEsgzobQJ9SDkmxcT9fcc1GPNobjGP3voh2ZnHsAaYeOSflzF4dI+TvOuWcXXKAGZ064PL6yXI2LLc44vS99eKcYDM4hJeW72GtzdvqK3bdOQIc664skPdH75872c+eHUxpkvLUYREyrro8h61CACH18mj21/kiCMfgAVHlvNiv0eIMocjhGDmgPMZbu3F91Vb2JJWSKb+iG8ACfkGO5MefZt1s/6MXq/jk8yleKUKUvqJcQCr4kLoLZwbH8TmkoO19XNyFnFJwmSMir+/+tnE/9bt5MV5K7A73Vwxpj/3XDgGIQRSSubv2cv67BxSIyP5Q99e6Fpg+SGll/T8a7G7fWkYi+0LERHvEGqd0Kb1Lc1K55tN20iICObu4edg0Z+9z1pDQ0ND47eJJsg1NFqBxWTg5TtvPOXzHnMWnbB8Mpwf34O9pQW15fPi2icH95mGIhSExXNcpSQu+MS5j2vYsHE/S3dvwNrJg2NgKeZoNwaPwLUnzK/dzgNHefbaSxjfpyvP/rCUjZalHCoKp1wq3P3LXMrdLq7qPrC2/fuvLCY702fmXlXp5MXHvuG5L27hi5+34pWSS0f1pUtM+Mnd/Akw6/SYdS3/UxBgbCh4dhQc9S/nH+VIeTnxQR0XxG7lkl0AlK2zsf33sfQJ9IlprxQYjb7ADrvK9teKcYAqr51P9l/B6NAABsZ+hk4xk5ISS0pKLM+tW8GKrdWCvFrYewW89v3P3DNtPLLaIF2vqMTaSjhSEVI7bmJwGXf2nsmGYv+0ar588GevFdrhYyX8/YvFqNX38MFPGwmzWckpKiO9vJBVR7Nr2x4oLOLR8xpuOB2Pw5NZK8ZrKLH/0CZB/s2OLTz9+o8oLgU4zC9bDvLdnbe0epzTxbd7dvH4iqU4vV4mdO7KXweM4ZtvN1BpdzH9ooF06xZ9upeooaGhoXEKOPPy22hoaDRgeHj/E5ZPhitjBtDraAS2o3rSisN5MPWcdhv7TEInFIKFxBDpqK5QsQWXExzQvGn1v9/+H6/nPENG2veYLspGiXb7htBLTGP8LQp6JPhMosNsVlY411FkD8Ara75qBf/YuMRPpBXm+0c2LyyrYubLX/Dx8s18tmIL17z0OXnF5W286/ZnSloKgxPq/O4npXSnT4x/5GiLXk+opWP9yqPjfILYlCl49ekJfLJtGIsKBrGq/Cku7nEdAAH6+mvwPXOjcFHl3sn2/Lv8xruke0+EWvdz0Vf4/tuS5zvxvjLpXBQUvOgYEn+Q/lGH6RxcwPnJu3l+yDWMj07lorjzMYi6DYup8RMw6U6dC0J7k1lQXCvGa3h1/ko+X7mV1dnZfvWzt+9s0ZgGXQQC/2di1MW1aX3vLVxXLcZ9HNlSQUbhsRP0OHPIqyjnvh8XUOZy4vR6+H73Hmbe8i5ffbWe+d9t5Y+3f8C6HZmne5kaGhoaGqeAdjkhF0I8BwwGegARgB04BMwB/iWlLGykjwCuBa4H+gIWIA9YD/xVSrn3+D5NzG0D/gLMADoDDmAj8KKUcn4z/e6p7tcV39taFrASuENK6W7J/Boap4IbOs8g3BjCgcrDBGBj1aEFbDjyFZUFnfi/kQ8TGxHS/CBN8M/XFlGypYxgFMoo563yFTz+wJmXz7c9GLy/O78c2omaUopum0JKSPMB3TxuLyuLfiBokO8rwXWcubKweVFCXchyA2ndI3j8qim11xSjB1X6f806Va9feezEPmzfmFlbTh6TzNqK0tpyhcPFip0ZXDr6zIjYbdLr+fjKGWzNzcOgU+gdE025y8WWI0dYm5NNgMHAcxdMxGpoP9Nhj9vL2hXp2CudDPgFT7AAACAASURBVBufSmCQhZvvm8ThjAIOHcgnIjeU6bGv0GtAkl+/HrbOnBs1gqX5qwFBnLGYVGseAJUu/1Pa7qERjA0JYP3OKlAF5nyBQXg5d3gqAKMie/HusHvYWXqI5IAIpNxNmTuPzrbhxFv7AJAS1JVZA/7GjtJ0ok0R9A5ue07708Gne7fwytaVqEju6D2CqZ3SCDAbqXS4atu4vb5AhULFL4hdaAsD++mVYDqH/5PMoodQpZ0g8xhigv7YpvXqZZ0Yl0gEAgNnRzC9ZZkH/Z6f+ZjEVV7Pgscref69H/l61k2nfG0aGhoaGqeW9jJZvwfYBCwG8oEAYDjwOPBHIcRwKWVtcmAhhBn4CrgQX06iT4FyIA4Yg0/YNyvIhRAhwM9Ab2An8Fb13FOB74UQd0spX22kX3L1WrtV938Dn5FiMj6Bfi+gCXKNMwaDomdGp0l4VC+PbryS1CifHzMhx/jbT8/w7h+eb/PYew/4mxun7887maWe0dz20BSO/qmEzB+OEh0Xwr1PNp+zTpUSJaBORNv0TpyuOrEZogvjvrsvY2xCcgOf6URzV/INOymzm6mxg56ZMtAvONaFlw3FbDGwafV+EpIjSBrdmbXvzPEbJzwwoC2322HoFIWBCXWnmkEmE5/O+AOFdjuBRiMmfft5Q3m9Kg/f9gHb1/lOqm1hVt7++i6i40J5Y/adlBZXERhkQd9IVHMhBLd3vZoLY8awLvcPRBpKa/3MA4wNxfJ//nAL1+mf4chWD0qiSvKgWK7uM6z2ehdbLF1sNfEGGo/EHmOOJMYceXI3fRrYUZjHI2sW1ZYfX/8jfcKjeeuWS3hj0RrsLjfdYyP4fOVWAAx2FadJAAIhVCIC9bi8Xoy65gVxeMA0Qq0T8aqVGHRtd8e47ZwRPLp3EUgQCNJ6RdIpPLTN451KhsT5bwZ6fWEoakW6AEq9zlO6Jg0NDQ2N00N7vTUFSSkdx1cKIf4PeAR4GLi93qUX8Ynxf+A7DVeP69fSo5XH8Ynxb4DLpJSe6v6RwDrgBSHEAillbQjp6rG/BZKAaVLKucfNrQP8cxVpaJwhHHMUEmMr9qsLisxCVWWLI4UfT6+UOFZvyKgt905tm/no2UBMQhhvzL6TynIHVpsJpQVBqIxGPfFKb1YXZFLqshBodGCTLkqdVrwmwUtDr2BQeHKjfT+dfD13/PI57pBdeFUTN/Y4lxtSRvq1EUIwYdpAJkzz+ZVLKfn9iN7MXr0DgEkDUxjfp8vJ3fgpQAjRIZHV92w7zPZ1vtNEAVQUVfHyvxfy5N//gKIohIbbml1Xki0ZS9yTpBc+giodWAwp9Il6rbaN2+slo6SYKGsAH//+MUouqkBBT5DR3O73c6ayp6SgQd3u4gKuThnAG3+8GPA9p7yScpbtOoC+Xzl6qxfVpUMxeskmnw/WbeKPI4a0aD5FmFF0bX++eYcK+OjytwmyV+FIC2PksFSeu/uqNo93qukaFs4dg4bxxqZ1qFLStVs0IYVu8rb7fg7OYIUBg+MZ8c/XqLB76BIZyjtXzSAq6MSfdw0NDQ2Ns492EeSNifFqvsQnyGujRAkhugK34jNNf1Q2EvGmFebiNcdbj9WI8er+BUKIF4HXque6r16fa4D+wAvHi/Hqvt7j6zQ0zhQizKG4vHqMujrTRllha7MYB3j47snMemMxezOO0js1nrv/eH6j7cqdTlYezCLQbGREUmKHRtDuSIQQ2IJa598shyZw9HAhRp2XYoeVgtJgRGYAf7ksvkkxDqAoCvelXMDj3+rIKS4lR3Xg7qZi1Dd9iiiE4LHLJ3DTBcNQVZWEk3BH+DVQUc9cuob9+Q28oJolyjaZKNvkBvV5FeVcNecrMkqK0SuC58+dyMWpLcvHfiqxex18mjWXg5XZpAR24fJOUzC0Y/T2/hFx6IWCp3p/XBGCgZH+p7gGnY5Xb5jKooM7eWj3FwDoLL4/mQ6pZ19B638ubWX2yws4llOEATCszGXn6iNU3DOD4IjAU7aGk+X+EaO5d/goPKqKUafDMcPDrG+Xszcnn57dY/lg4yak1/c9u/dIMTf890u+u+OG07xqDQ0NDY32pqOjrNc4om6rV3cFvmByHwJBQoiLgE5AIbBUSrm/FePXRBLKaORaTd15x9VfWf3vB9Wm65OBEHz+4wsb83fX0GiOUlclKwvSWbX+CCu2H4JQlcuH9Oe2oaPaLXcvgF4xMDzoDtaW/guD3ktpSRA3pz14UmOGBFt58qFpJ2xzrLKSP3z0OdmlvgBkk1O788q0Ke16b2cyW4uziAsuw2zwbYQUGy0UZVuJtJxYELm9Xq5/7wuKynyi8ou124iwWbn9/BHNzhkX1nERys8m+g1Kxh1lwpDvM9/1mBV6jOwMgN3rwuFxE2pqu0n/q+tWk1FSjBAqBr2bB5Z+z/KK5VzfdSLlbi/P75xPudvBH5KGcFuPc0/bZ/7NA5/yyzFfarndZftxep3c1KX90i52Cw7nzfEX86/tq5ASbu09jJ5hUQ3aCSGICGwoep1OPcO7dWq39TSHo8qJJ0hP/vQ43OFGAnaWYbc7CebsEeTg2/ioMfM3G/Q8cqnvleXLbetQ1wnqf9oy8ksbGUFDQ0ND42ynXQW5EOJ+wAYE4wvyNhqfGH+2XrMae7Zg4ABQ34FMCiHeAP7UwpPqY0AsvmBuu467VmPjmXpc/RB8gd8m4zOZr/8MKoUQf5JSvteCuRFCbGzi0vFzapyl1BhwnOgl/Ki9hBvXvk5elhNHehDuvpVggFdylnJw7TH+OXx6u65pXOIURqkTcHjLsOrCWFe4mg/2r2F05DC6BHVHEXVm2OVOJ+VOF7GBtmaFhN1rp9JTSbgxvEHbr7burBXjAAv27OOW4QX0imn4wv5rQ0qJ+bCXyswQ1CAPlgGlhNrs6LoUMSb26hP2/c/e72rFeA07so820fr0se7oYT5O34xZr+eWXsPoGtxxadZai9lo4G8vX8nfXp2Do8pN98GJ/Hn6WOYc3shzO+fhVD2MjOzOPwdegeW4iObztu9h8Z59BBtN3DRyCEmRDf2L8yqPEG4tJy23kLI9QRhC3eyMPMJ9ZYcpdZhwFQk4bOKtzesJmGxlZt/mN1M6gi0lu/3KW48r12f3kaPc+ukHOJxerhrRgz+dM6NFc/QPjeXB1HF0jQwnOrBp0+ieIZF4HAp6s+803eNRSMTNJX17tmie9mDSdeN4JyoPR4LP2sWRFMCcwgxu7RRxytbQkXQLj/D5aNSzIQy26Xjwv/OxGPRcd+5gOkeFNdlfQ0NDQ+Psob1PyO8H6ifOXAhcJ6Ws75xW8wb/JPBjdZ9MYCi+oGy3AwX4/MOb4zvgZuBxIcQVNSJeCBGOLzAbgEkIYZFS2oUQJiAI8AL/rP7vX0AFMA14FXhXCJEppVzaivvW+JWhSpXZ2Z+xomAJZp2FSztdzZCwxl/Ev81exzFnOWpZAN5YF9QcmkqYm7uN++3nEW05+VObgzmFrNt5iPjIEEb170yAPpw71/0Fs+kQQsDG0oUYvdH8fcBjBBlC+XjzFp76aRkeVWVkYiJvTZ+GtZEc0gC/HPuFDzM/xCM9dLN1457u92DV1/kDe9SGYRW88rcRauHbn7aTt0wCAbgBT6GRoN/l8+x5vyPYeOINiQ3l29BbTXiq6p5738TYE/Q49ewuzufKxZ/X/oyXZB9g6bSbCTadOf7T43t3Zekbf6bS4SLYaqbEVcVTW+biLNGDorBS3cfnmau5vmtdHux52/dw/7fzMReCoRLmz9vBlHN78uSVk/zGntw1COe2InKXVMdOyAHTMTslMx24yiRsCALp26D698frmfpYf0JtHZvSrTHiLVGklx+sLcdaGv/sFVVVcMVbHxDRpxCbxc1X++2kF+bx7xl3nnD8NZmHueXzOTjcHow6Ha/OuJBzejQeu8BqsPJQqp1nt1uwq0b6BGfzyrjxp9R6oNPAJBzb/H8Oq3KyuLX/0FO2ho5kYHwXJg+NYOG6AqQEi0XiKJIsPJIOwPJdB5n78EyCLGfO76mGhoaGRtto1zzkUsoYKaXAZ0p+Cb5T6s1CiIH1mtU4Tx4BLpZS7pBSVlQL4Bn4AqrdK4RoSfLWx/ClV/sDsEUI8bIQ4m18p+UqUFXdrua0XVfv39lSygellFlSyiIp5fv4/N0FvjRqLbnfQY39B+xptrPGGc36otUsyV+IW7op95Tx/sE3KXI17s1Qc4quC3FDo++jDcIktJrNe7K55m//ZdbHy7jvpTm8/OlyNhftwGDMqo0abdR5ya6qZNGRzymorOSJpT/ViqxVWVl8tHlzo2NXeapqxTjA/or9zM/zzxj4+z49CauX1mhEUid6x0TzW2DZhn1+ZU+OhSRDPCMjhzXRo44IUzBRg45iCrOjM3tI6OblhrGDO2qpbWJp9gG/DZdCRxUbC3LadY4ql5s//W8eY15/i6u+/IwiR1XznY7DoNMREmBBCMHe4nzK9gbiyLXhyA6kKiOI3Er/fPCL0/ejr/KJcV9KLJi/dBc/7PJP4DE0YjiOw/7CzplnwVVkQF9kqRXjAE6nl80Z7ftsWsrtXa8h0erbNOhmS+LmLpc32u6u/31B4ogcohOKCQmvILFvHjvKcpsd/8Ulv+Bwe8Dqwdu5lDu3/pc7lr+I2shmHMCVPZ9i4aQ45p5XwXvjp5IU0jLzeZfXy8s7ljFjyXtM//Fdnti0gIzy1ucOtxmNxAb4b3R2Dz1zLDvag5emXMOKh67ju/t+z+1DRuN1CBQ3KE4oKa5i1e5Dp3uJGhoaGhrtQIf4kEspjwLfCiE24Utf9hG+aOgANSGiF0op7cf12yqEOIgvL3gasLWZefKEEEOAv+LzV7+9evzvgKfw+ZGXSild1e2rhBAuwIgv0vrxfIvvlPzXscWu0WaOOPxfYFVUCpxHCTM2fOGb1mkoH2eugEgXJpcOuxfflo+ASxL7EW05eV/gzxdtwu2pezH+8ofNdBnVF53wif2iSitrDnamym3icGEpsUMKUI+Ll5hXUdHo2NlVx2rFeA3FLv9I7nHBQcy74WoW7z1AoMnExJRuZ21Qt9YSE+7/0m+26nhu4C3oRPPpnW7tNoPHHW9iHJZHiCGQx3r98YQB3U4H8QENP59xjdSdDLfPnsPq/dkA5BdWcdHHH/DLjbe1+UR1W1Yh0lP3HL12A9HS/8Q4LjgQpC82e31P3OUHMrigZ4/assOlx3Pc7SpBHsbFDqBHp1heT1/ndy021P/zUO7aR5krnWBTb2yG5DbdT0tIsMbwUv+/4lG96JWmP0NV0k5giN+fVgKjmt8AqXS5QJHokisR1W8Gy0rKmbXtQ+7vf32D9oowkRByCwmtuw1e2L6U9/auQQgQAnaVHGHe4R18f8GtrbIkcro9zBo3iUdX/khWeSnnJHbhz4NHNt/xLCPSEkakJYz00CoUjy//OwAqzFm5g0kDz65c9xoaGhoaDWnXE/LjkVIewnda3UsIUePYlV79b0njvWoFe4tsAqWUBVLKu6WUXaSURilltJTyRnx+5QJfNPf6nGj+Vs2t8eslNdDfF9KqCyDBktho2zhLKPekTMWjCvSxDqwBDsbGJPHmiMv5v0FT22U9Op3/r6qiCMZFDSen3BeBe92hZKrcJgByywVfZGyjW1idf6EAJnXvTmN8vfdAdZ7sOnoG9mvQLspm46qB/YiJNvD2gaV8l7MZ9Tdgtn7LjFGkdvZZAwQGmHjujmkEtzCIWHJAHO8O+Tv/GfJ3Phj2OClBSR251DZxUXIal3TxRRXXC4UHBowlNbR982hvPOS/wVVwzE5WZXETrZvH1Eiu6z6h/gHFbh09jMSEUKSo25jyGiUDu/lLyO5xEWQaItCnVCEMKkqEm6yhRu4dNIGbR41k+jDfs9EpgtsmDSetU51lyKHSObz004M8+/1XvL/uFo5W/tTme2opJxLjAC9NuRS367g2avN771cO7gcmtVaM17DqSPOn661hed4BpFcg3Qo1e4ZlbgfLjuw7Yb9Kl4u7v/meQf98nbGz3mHoM69z27ufk6pby/Ru6+HYYjZvP3jCMc5mJg1Iwaz3/+EcOlpMldNFQWlFraWWhoaGhsbZR0dHWQeoSWpcYza+BLiLuhPzWqp9vGtUQ+ZJzntz9b+fHFe/BOhTPf/3x12rWdPJzq1xlpMa1Ivrk29lRcFSzDozU+NmEKBvOsjRjKRhJNsiWV+YQWdbJBfE9vELrnayXHvhENZsz6TS7gsQduP04YRYA3im3+M8uulVKpwmv/ZZFSV8fNkfeGvdeortdqb3TGN4YuMRkEucdrZmdSIpvBCjwUN+aSCdUns02nZR7jYe3vJlbXlnSQ5/6XVhO93lmUl4cAAfPHElRaVVBNnMGFp5wq1XdMRYmjaldbg9vLFyLekFxxiSmMB1Qwaga0F+9PZCpyjMGn0hjw05D72iYDOYmu/USoJtZgqK605phVESbGj7vue0Xml8snkbBwqLABjfpTODE+L82oRYzMy/83oe+W4h36/ehVdIJoxOaZDSTFEEb113Kdd+8TWunhIkTOuUQnxQMABPXHkB904bi04nsJn9n83/zV3Oyl1jAVi6BVTPF9w97pw231d7kBwcxZigSfxctgCDUcVRaeHDiX9ttt/VQ/pTWFXCW4XLqG/80budN2dUuw5vSfUGoKJiCHEidBBuPvEm10s/rWTx/l0EhlficCpI1ciYlF3EdPF9BkKjyvloyyuMHfRGu673TEGnKIxITWLZtgO1dcGBFsY98iYuj5dhPTrx8k1TsZpa4u2noaGhoXEmIU52V1UIkQqUSCnzjqtX8JmNPwKsklKOqq43ArvxnWBPlFIurtfnaeBRYLmUcny9+mB80dRLpZRHjpvDKqX0s8UVQtwEvANsAYbWz2tevd7t+NKsDZZSZlfXm/GZup8HPCGlfPwknsnGgQMHDty4sakg7Bq/NlyefLyyArO+c4cFNioormBLeg7xUcH07BLjd+2mJbP58XBdxsB7+o/m7v6jWjTuqiOHuHrxF7Um7kOiEvhy0pWN3sfNa95lY1FmbVkvdKye9Hd07bj58Fvj/v8tYO7OurATd4wext1jO8b01uX1ohPilAp+gI05Ocz89CvcDgkmlbsuGMad/UfXXveobnRC36rfnSqXm5WZhzDp9YxMTkR/gntyeDyoUsVqaFqs5JdVsOFQDp3CgukTH9NkuxrcXi8D//YyqqybN7VTMbNvf7LF99CRqFLF7nVg1Vla9VzvWfBffig5CHpJqtnCV1PuR2mnz0uJw87AD173c6dRLB6mpfXghaHTT/g9csWnH1IVtwG90be3b3frGBZ8CL2hzkqn5JiNp0d8jMl4Ks4aTj1F5VU8+clidmYdJSUhklX7DuFV657lnVNGcvMFzce20NDQ0NBoHwYNGsSmTZs2VccQazPt8VdrEvBPIcQKfGnMCvFFWh+HL6hbHnWn1UgpXUKImcAPwAIhxLf4ArMNAcbii7D+x+PmuBh4H1/u8uvq1VuBo0KIxUCNGhmDzwf8AL6gce567ZFS7hFC/AV4EdgqhJgDVAITgR7AWuC5tj4Mjd8e2SUvk1P6CgBB5pGkRP4HRWn/yLeRoTYmDG/cX/ClMRcya/PP7C8tZERMErf0bnkYhJGxSXx6weXMz0wnyhrAdWmDmnyBD9CbjysbURqPZKfRQn7ce6BBub4gX7pyFz9t2M1Fo/ozdHDXNs3hVVX+uuYHvti3DavewGNDz+PS7n1Pat2tYVB8PFvuvYvdxfnE2YJqT0OdXjufZ73C7vIN2PTBXNrpLnoE9m/RmFajgQk9urWo7fGmvo0RFWTjd31a7o+rEwpmo44qZ50girB2bB5uh8fNLzmH0CkKo+OTMJzAfF0RCgH1MiW0lJcmX4Pb6xO9hkZcA04Gu8fTILbFxLg0Xho2rdm+UQkVZOt96/KqIIWgosRCSGRl3fhFtl+tGAcIC7Ty8q2+Z7X/yDF+fjbT73pecflpWJWGhoaGxsnSHn+5fgTeBkYB/YAQfAJ3L/Bf4FUpZVH9DlLKX4QQg4G/A+dU9zlaPc5TNafWLcAJfI4v3/mE6roD1ePOOv7kvN78s4QQ6cB9+CK7m/AFgHsMeOH4YHMaGk1hdx+oFeMAZY5V5Fd8RkxQwyBIHUVuZRmPrF7AUUcFU5JSubX3sFYHXBsek8jwmMZ95OtzW4/z2FqcRam7Cp0Q3N9zyilNdXQ2UlhWyeMfL2ZH5hF6JsXw+NUTiAyuc3+IDw5i37G6CP4JwXURxqb94yXy44rxBOj5aedmBq5I49V7r2r1Gr45sJPP9vpiZFa4XTy0aiEjY5NIsAWfxJ21Dr1OR58I/5RvywrmsLt8g29dnlI+PTSLR3u+i0FpeJKdU5XBNzlvUuI6Rq/gYUyNuwG90ngav1OBoggeuWgCj83+AVVCsNXAfZMu7rD5Kt0uLp33GTsL8wEYGZfIh5NnnFCUt5X2FuI1xATYOCexMz9l+Xy99ULh+t4tO1QYmtSJ7JydALhVX9TMfWoY3QsgKKyK0iPh3Nj7gQ5Z95lIclQYXWLCyMire706r1/jcUI0NDQ0NM5sTlqQSyl3AHe0od8uoEV5UqSUHwAfNFLvBm5s7dzVfb+noQ+5hkarcHsbpkJze1ufwqetONxuJn77LhXCCcCebfmYdDpu7jm8Q+ZLCYpl7vh7SC87QoI1jBhLSIfMczbyztrV/Gv5WjxeL0nddExM6cyNqRN4+rMl/LLTJ0BW7crkqU9/5NXbptf2e+bCC7jj67nkV1TSNTyMRyaMB2BzRjbZIZWU54TWtl0Tvp+Hf17ANSkDSQwOxdZCf9HMcv8AaqqUZJWXnFJB3hiFziN+ZYdaRZWnnODjshl4pZcPM5+lzOMTH+uKFhNsCOe86BntthavVNldloVO6EgJjG9RDIiLB/ViWNdOHCosIjbSRIKt434fvs9IrxXjAKtys/gl5xDndGo8V/iZiBCCNyZO48s928mrqGBSl+70jWrePQBgUsxYlhesodBVUptI0qk3soMY9KUwb+IrJ+z/a0OvU3jnjhm8u3gdReVVTBmcxsjUMy9opIaGhoZG8/x6bbs0NE4BNlM/zPpkHJ5MAAQGwgKmnLL5v962o1aM17AgM73DBDlAoMHC4PCzRwScCvYczeeFRauRAkSynUy9hw8Pr+Oz3NUEiwCg7kR89+F8v7794mJYdudNlNodhFottdYNj36+kHL8TY7tdhNf/byb2Sv2gIBbxw7m3tFjKHc7uGPde2RUZmLVm3mk1+WMj67LFDAmLpl/b1tdWw4zW+kd3jIh1FaklCzLOMjiw2vI068hMMDNhbHTmBAzqbZNj8D+bCtdVVuOMScSaAhtMFalp7RWjNeQa89gw5ZMduzKoVdqHEMGdm7zWl2qhwe2vMvmYp/7wJjIXjzZ59pan2ZVlUhko773qrGCj0ve5lh+EcGGIB5IuY3ugW1fS1O4VW+DOk8TOcLPZMx6Pdf2HtDqfuGmEGb1/ytbSnbx5aEl7Kusi/4+MiKtPZd41hARFMBDvz+9QQQ1NDQ0NE4eTZBraJwEijCRFvMleWXv4VUriLT9ngBjz+Y7thMulwoe/H6TI4xNR4PX6Bg25BwCBAS6EFYvQVY7igCJoCy5AvabodL3Q+rXObZBf72iEB7gL75L7U50NhWvt575sCrQuQWqXiKk4M3lG7h2wECe2zOHbOd+TAbwUsFTO99nWPjTWPS+qODDYxJ585zpfJK+hUCDibv7jyLI2P7R1Ovzj2UreG+DL7ClEIn075fBV97P6GrrRhebz/d7UOg5eKSb7aWrCTaEMzHmykZPpm36YMKM0RS5jtbWZSyJ4J3/feUrSMnwtESee+6yNrlQLM/fXivGAX4u2MnGon0MDU/hPz+t5501y4hLyqNvUiQ3DbicBGtybdv3M7/kmMu3WVDqLuOdjE94vl/zUc1by5TOKbyxZS3ZFWUA9AyPYkz8b+tE1Ka3MjpiMKMjBjM3ZymbSnbTJ6gblyRccLqXdsbidLjZuj4Do1FPn8GdG6TQ1NDQ0NA4/WiCXEPjJDHqIkkM/ctpmXtSz+68umYlpaFVoJcEuE08PWLiaVnLb5kRSZ0R4mdQJIFmB7EB5egVidOro9BhpVu/AJz7LPRKiuahS89t0ZgT+6fwScYGhCqQUkGn8+IuNYAAUS+QXnZZKfsqsvDTocLL7rIsBobV+ZROSkphUlLLg5adDE6Phw83bqotS6lwODuS0NBKch25tYJcCMHw8IkMDz/xZ1YROq5LfoS5uf+hxHWMnkFDmDW/oK6BEKzdfohN6w8yaKi/9YaUEo9nLyDQ67s3KtirPI5G6pwsTt/Lc4d/YOy56QQY3RSTy6z0Xfwl7R9Em+MBKHL6uwMUuVqeXz2zqJgXl6+ksKqK6b3TuLRfnybbhpgtzLv4WuYfTMeg6JjSJQWz/vT50J9upsafy9T4lv0u/VaprHBw/3XvcnCvLwnOsLEpPPbKVZoo19DQ0DjD0AS5hsZZTFxwEHNnXsvsLTsx6BSuGNyvwUmrRsfTNTyCR6eO4J/LVhAb6BPjACadl0Cdi3P79OS2q8Y32d/hLUWgw6Srs254ePo5mBfn8WPGdrKOxiClDpDIet/aJougd1Q03Y/Esam0wG/MBGtEe95iLeXuIhblvU+RK5dutoGMi7ocnWgYBEwRAm+9iNpCSHRCRzdb2wJPRZnjuanLY4BPZL8kXvZvIKGo0D+Op5QeCotuxu5YCIDFMpXw0DcQx53Cj4nszfsHF1Pk8kWpjrOEMSS8BzPXfUlocAUBxrpkHV7cbC5eS0aFgUVHNiBQEYoOo85nUj48vGVBypweDzM/n01umW/O9YdzCDSZmJzao8k+oWYLV6W1LAq9hsbS77awzVtI+ZVmlEgPPxTt4Xcb9zFs6KnZmNPQ0NDQodLbdAAAIABJREFUaBmaINfQOMtJDAvhnnNblnNco/2pcDso99i5uu9wRiV054a5L6F6FUISyjAFuRBeCDDWCcDisiq8qkpEiA0pVZYdfZHdpfORUrB3ayrFGSN55sYLSYgKoU+vn4hM3s22A50pLAuk2GVmT0E8uAU6IXn7D79Dr9PxVN8ruGV9AdmOXAQKN3aZQpS5oS92e/BF1rNk29MByLXvRyf0jIvyj89p0MGdY6P5fOtOjhSHYtDDmFQrM7vdQ4y5ocl+c2zIziG94BiD4uNIjYpECME1M4bx7qcrfQ2kJFDoGpyO2x2La8U4gN0+F4f1Uizm8/zahZkCeXvIn1h4ZCM6ofC7uCG+FH9GibPa1aBmb0EIOFhRyJdZ6bX9jYqNkRFd6BGYzJTY81t0T5lFJbVivIaVmVknFORnGqoqURQty8KZyrfFBzg22YhHL9FhxB2v8EzRPObIHlp2DA0NDY0zCE2Qa2hoaLSBjYWZPLZ1Nrn2YoSQDAxOJG+NiYJ838l0UUYIXcYdorTCSrH9KFJKXv1sBZ8u8PlVTxqVxtVXWKrFuO8EOaX/bhasCWPmX4tZ9PrtVLhz0etUBvbw+TcXVQWwY20sQTv0mIoFdz25gHfuC2ZAagIfjrifCo8do2LAqHTMV7tbddaK8RoOVm5nXL2EGR7Vyct7ZlJgdDN6iCRcsXJV0r+IDWpbBPLXVq3mlZ/X1JZnXTSZqT1TufbykSTHhzF33mYiggO46upRhIX7x09Q1Ybm443VAUSZQ7i2s79Qv6L7AB5Ym8P+wgi6hfuyJ6QG9qXK7YtOr0rwqDpcXog3pzEtfmyL7ys2yIZZr8fh8dTWdQnrmE2U9sbt8fLEVz8yf+MewmwW/n7pBMb0bP9Adhpt54i9mM3xewgyeAg12zHoVFSvoGyhypQPX+Omq0dzyZSBp3uZGhoaGhpoglxDQ0Oj1RS7Krlz/UfYvW5AIKVgQ2Yu7vw60Sm9Ctl7oig2Gbjud+ezfd+RWjEOsHDlbnoPN4MFP/9va7CDwhwXGdmFBHgH4eDH2mvbChMI3KUnIK+6wim469kv+fn9exBCYNNbWn0vUkoqPU4C9CZcqgchRJOCXi+MhBpiKHbn1dZFmfzz139z+GVyXAA+/+Zcr4tMxyJig1qU5RKX6kFKFZPOiN3j5pWVa/yu/9/yn7goLQVVVjBmdApjx6Q2OZbFPIFSJRxV9aUnVJRozKaW+R2rUnJBfAoBo438nHeQeJOBi5JSSLAmsDhvE3Nz1uHy6qHan//V9AV0D4xjSHi3Fo0fZDbz0tTf8deFP1Jst3NRzxSuHnRmmqOrUvJ++jqW5O4jMSCUpPIw5q7fBUB+WSX3f/Q9Sx6/GZu5ZYEC7W43c3fuocLpYnJqd+KCgzpy+b9J/ntwJYpBJcDowqDzReNXdBLLhGIq/m3l5beW0LdnAt06R53mlWpoaGhoaIJcQ6MZKjwVfJ39Jbn2HFJt0fQMUDHpgukUOA29ovlr/xbZX56P3evG6xFUFVlRPQo6t8QnRyQ1Is3p0fPO9CEEW0IpKCloMI6rsAu6Tka80gWAo9JAfmYYCIgItZG990rWbcslKrqIY2WBLHOkEOrvJo1aJalyuAmwtCwneX12lx7hz+u+ILuqhHCTFY9SjF6Bazufw01dG0auFkJwaeJf+CZ7FoWuI3SzDeDc6Kv82uQ6sv3KEoUs+wFGtGA9nx76kY8OLsIrVS5OGIPBHo+U0i+Ind1TRcbR83G692DQJ9Mp/F3MxsbTXul0kURHzqei8mOEUAiwXo1OF9bsOjZlH+ajjc9jUAqocA7miUm3EmWrO32fEDOQnaVZfHFonV+/lQV7WizIAc7v0ZXzunfBKyX6RlKqnSl8uHc9z2xZAsBasojN9bd2sLvcHC2pwBbTvCD3qCrXf/4NG7N9acveWLWOb6+/kk4hwc32dXm9vLt9A3uLChgel8hlKX000+smqPL40mHqhPSrF0aJMKpIu47tB3I1Qa6hoaFxBqAJcg2NZng34212lG0jQHGQapjNPrfvtCG7Yh6j4j5CEdqv0W+NLrZIpBeqiqx4Xb6fv0cBU5iEIp9AMIfaSRySQ4niy7k8KK0TIYEWSsrtvutGPeN6D0cf9BK/HPmUVdsOs3txZ5xOE9dfPYKwYCuD0jrz/IdDWVdWhd7kxNBZhzsAjGV1axFWidXctmjbf938P7KrSgAodFah1+mxmVy8n7GEIWHd6Rfa0Aw51tKFO7r/q8kxewWP5pD927r1IRkcPrXZtaSXHeY/GfNry7OzV5CmjEK1qugqfUHjJJKJ3ffgdO8BwO3JJLf4frpEf9/kuHp9IiHBjzQ7f332HbuCa/pn+eaQa3hvrZ6Hzvtz3T0JwTWdz+OrrPWo9QLXxVuaF/vHI4RAf4aLyhV5GX7lfFM5Zuo2gGJDA+kU0bygBtiem1crxgFKHQ7mbN/FXWOa37J59Ocf+GrvDgDm7N9NqdPBLf2Gtmje3xoXdxrMdzmbcXj0mPV1bhGeLBPSrqAqkGOuOo0r1NDQ0NCoQVMSGhonQErJrjLfC2CCqQiDotZeK3HuoNS5k1Bzv9O1vBYjpSS7Kg+bzkqouWUvzhpNE26yIXfb8IbUO9UU4AqXdO17GEUFc4gTIWBJ/i/M6DSRkEAL7/ztcj5ftAm3x8vvz+9HQnQIEMKMLk9zcbJK5qhiYgMDsZp9YifYZuGdv13GZws24fZ6GT2oK4+t+IYKDxhKBLpAD3+/bUqzp4ReVUV33AmslCoWZTvjo4vIrQphb3kUqlo3To69qFFB3hznR19Krv0wO8o2oCA4N2oaXW29m+23uySHnCOh2B1GTEYP0VEldIuzoFgEbr0H4RVYLDqu673HZ4RQjduT2eo1nogy+1a6hdalkTMKle4Rc4A/+7WLMAXxSK9LeHH3POxeFxNi+jK9069THCbbwlhBnSgPjTNxT//xfL9xDxGBAdw9ZTRGfcteJ0yGhu0aqzuecpeD2ft2+tXNO7BHE+RN0C80iU9G3s5Tm75n99FDWAweZIkOz89ByDBBaQ8YkBx3upepoaGhoYEmyDU0TshP+QuQeAGBVzY0KdUprffZPdWUOcu5dcN92DEAEqtHxyfjXjvdyzrrmZbYl/8W74R6Gb8Gx8RRacvEUJ0CC8CiM9f+f2JsKA9e5x84rAadotA1MrxBfado/z5f97iNe1d+SnZ5Ib3CejA8remo3BsP5/DAnIXklpQxrntnXrx4MjaTz6x4Y+E7nBuzFYBBYYdZdrQ7O8p8L+hmxcDA0C5NjnsihBDM7Hx/q/vN2b0au8O3NqfLQH5BMNNHDWRsVH++3ruDIKOJG3sPxusqp6j8rdp+NnPLopq3FK96mOP3N8KtjW94XBg/mEmxA3CpHqz6lvlPt5Wf9+7niQ++w1XpZfiALjw3c/opM9e+p89YMsoK+eXoQWIsgbw8YhpDohK5fFTrfd7ToiKZ3juNOTt2A9AlPOyE+ddreGHbMlRUqOe+EG21Nd1Bg5TgOD4+52ae+uQHPsjajjQA/UDqJBO7d2NkfNLpXqKGhoaGBpog19A4IdtKN2AUHlxSzyFnOJ2MRQTpHQAkBl5CoKFtOZVPJXesfBi7ySfGQVClV3lizUf8ffi1p3tpZzVPXTGZhOUhvLR7NV4FxnZK5rXzL2R5QRLvZX6GiheD0HNN0vR2nffBVQv4ObsYvAoHi/djUH7gpbEXNWjnVVXu/vo7Cip8ZqnL9h3kteVrePiCcQDsLf3Or/2oyCJiA8ejFwpXJI0lxtIw4reUkndWrufzjdsJMBl58PwxjOmW3C73daisDKjb4JIeQaIlkCSrhV7hARiVIIQQSMvD6EQgVa71mA29iQy6p13mryHANBjfn8Y6M9/esX9qsr1e0aFXGuZhb09K7XYefOEbRIlvnl+OZPCEeT6PXz6lQ+etIcho5sNzrsDp9WBUdCe1ESCE4PkLJ3LFgL6UO50MTUzAYmje5WJvaQGKxYtapQMECMkDQ8e0eR2/FXbsz+XDQzsQOgW8PtOSSzr14IULGn5naGhoaGicHjRBrqFxAsKNURwQ6ZiFBykh3TmEuxKuwaALItiYdlYEFPLiwhfxum6tB+2bAU2Qnyy3jBvBLeP8fV8nx41kaHhPsqpySQqII8zYtnRfTbHxaA44FJC+n+eifQeQY2SDz2KF01Urxms4WFiX8sukC8LhrSvHW+O4JXXmCef+Mf0ALy5dWVu+88t5LPnTDUTYAtp8PzUMjoSMemm5B4XlkV25n2V5D6AXJehEHFMS/43NEE9kcPuK8PoY9TF0j/qE7OKn8MoKogJvJsJ2cYfN1xLm7txaK8ZrWLllP1x+atdh0rXPK4MQgoEJrTOXHhGdzLqCwyiBHpAwIDKe1LDIdlnPr5ltGbmg8303iOrvjNzC8hN10dDQ0NA4xZy5YV01NM4ApsZfRierz482yBDENcl3EmkdToip51khxgGqigKp73RrFm76BrYk5rVGWwk3hTAgtGe7i3GAUF1ArRgHSZXTw85j+Q3aBZlN9I6N9qsb2aUuRdnwyD+jFz5zeqMSyNDIO5qde3tOnl/Z4fGwr6DwhH2kdKB6spDSc8J2j4+4hcs6Z9M98CiT4/fxzzHTWZB9H0ZRjA6JlDl8n/VQs2tsDwLNI0iLnU/vuBVEBV5zSuY8ET3jYpAG1a8uJNzcROtfJ7f3HMVtPUfSJyyGqck9eXP070/3ks4KzhnQHb3TP9L6hJ4tzwSgoaGhodHxaCfkGhonINgQygMpT1HlrcCss6ITHWua2hH8uf/tzNr0L0Jiy8Ar8JQFc+/US0/3sjTayAWJ3XinqCafuU+Ye1W1QTshBG9cNpUXlvzC4ZJSzunehWuHDqi9Hh8whMu6fEOp6zAhxmSMuuZPufsmxPqVzQY9PaIimmy/d/+TRJo/QKd4ELpEAsI/RtEnN9o2wBTDc+NfQVWLUZQgcqrKCNSX1dp1CMDl3d/sGn+NDIpLpufvItm1sADhVNAleHntj6f4ePw0o1cU7u87nvv7jj/dSzmriI0M5rXJU3h60U84pIdpPVO5/lwtEJ6GhobGmYQmyDU0mkEIQYA+8HQvo82M79aVbhGPsz03hx5RkXSN0Mw8z2au6zOI2Xt2UeTwpU8bGZ9In6iYRttGBdp4fvqkJscy6YKIsvRq8dwi30VEvkJxkBepA1e4h/9l7OaGPoMatF3w87NkWNdwpGAII4KzGROShaPs/7CGvdP0+ELU5gm36IzIupTuAHjVs29DrDnWH8tgR2k2vYITGBrRdCC9/1x1HTnTiiioLKdvVCcUoRm4abSMCUNSmDAk5XQvQ0NDQ0OjCTRBrqHxGyAhJJiEEC3d2a+B+MAgFl42k0UH9xFkNDOpa3eUU+A+UVJaxTMvLUDn8VJzJl7khSdXL2V4XCd6hkf5tf+k6iDbS31CfV5hDx5LXsHE6FxaSrjZxoGSrqSE1Z2KO92jTvo+ziS+PLSOZ3bMqy0/1OtCLk8e1mT7eFsY8bbW5zpvDRV2Jy/Nn88WZTNmk5FrUi5iUtczP7WjRss5XFTC375ezIH8QoZ3S+Txi88nwGRsvqOGhoaGRoegCXINDQ2Ns4yoABvX9B7QfMN2JC+/DLfH61dnqPD9m1la7CfIqzwutrv9BfoPRV24MKlpsdkYN/X8Fx/s+j8U5TBB+j7c1PvU+JCfKj4+uOq48soTCvKOQErJ/P172VmQz4CYWL76dhVFQ9agN6h4gHey3yZQfw+jkjS/418L9306n505RwGYvzWdQLOJx6Y3no5RQ0NDQ6Pj0QS5hoaGxmmmzOWg1OUgISC4w4IFelWVA2XbOOby0C+0FwEGywnbu9xuHv/0U0qLKrjznEl0TkskIszGsaKK2jb2SLDqDQyM9o+YbVR0mNDhpE7AW0UkRtstrVpznC2cR4bOalWfswmT4v8n2Kic+j/J9y5YwLzte0CC1ENMUDEJ9QLI6Y1e5masarUgL3M52Zz//+zdd2AVVfrw8e/M7Te994SEJPQWijRBEEWkqIAFlVV07b3+XF13193V19W1rOvay666FmworIiFIkgnIC0BEiA9pNfb78z7x4UbYkJ6A87nr5zJmZnnpt5nzjnPKSTG15/kwJCuDlvoIFVVySgsadTeejgPm9OFUSfeEgqCIPQG8ddXEAShBxXUZPBd1v8I9dUyI2kRL36xk+UrduLSQ9T0cN5feA2+Oj2KqqDtogTt5W0bWJb5NbOT0zEaHfwnO57Z0Q8xL6HpVORNJVm8feBbdu2spNriC8C6Hz7lxdypvPjXK3nrg/XklFVSE6uSMjCAO0aNJ9KncY0Frazhz2kL+P3Oz3GqbqIN/jw85qbTZmeCnnLngBk8uONjnKobrSRz54AZnb5mRXEV/7zrbQ7vzmHopIHc8Y8lmP2af/hSabWyYvcBpOML9SUXWLWenzn1eGFuSYJQY8Oe9Iqqsv1YAfVOBxOi4jBqm+4hfqS6kstXfESptR6AR8dN5ZbhopBYXyBJEsPjItmVW4TeaOG3M7YRZLDy8k/fMH3As6TFJvR2iIIgCGcdSVXV1nsJ7SJJ0o60tLS0HTt2tN5ZEISzRmZJJld/9AU1Nk+CNME3n8LPGqqUu8ww7MFY6nx2YHPbOS9sAjf1v6ZRdX9VVfnm6EGOVFcyOTqBkeFRTe5zsh8zsnjsiw/56xUfYtY7PPdRJJ7dczGzwxdz6/iGRGlraTYP7HoNcnQUl4WhonqTtaj6Wn76yx/a9XqrHRZKbLVEGQLRyhoxAteMAkslB2qKGOAfRYw5iCqLleU7M1CBuSMHEeTT8kyGX3tk1pOk/7DH275oyTTuf6P5mQm7i4pZ8J+PQAHZCYoWFINCv+RiQiM8e1VLlTG8M+P/MOv1qKrKnauXs+LIAQBSg0L5bM4iAgyNt2B78KeVfHpwr7etk2V2L74Ls06sU+4Liqpq+d2nK5k35nVmRR4GPH8TPsoZzs0Tl/VydIIgCKeP0aNHk56enq6qatPqtu0g3h0JgiD0kFe3rPEm4wAZ6eEEcNL0YAvsyDxI/EgbAGtKN5Lil8T5EZO9ff6yZQ1v7/U87HtO2sCbMy5lximmEx/JLePpP60gLbXQm4wDaGWVgYFF/H3dz6SGhjI92VPd+8WMb9FqFOpcnlFP6aQS5/WG9v+78NeZeOvndN7atB2AmyaM5b7zJoqR8pPEmIOIMXtGoGttdq585SPyKqoB+GDjTj6+/QoqlZ3YXFXoJJUAQwIRppGnvF7G5kON21sOnaInJIeE4KfqUPKdyIpne/v6aDicF0leYSgxvn6sXnyb9/v1S2mxNxkHOFhZxqcH9/LbYWMoslZRYqtmgH80Vqez0X2cioLD7cbcdDBd6AVRgX6kDQtlRvgR7zGtrDIsqLgXoxIEQTh7iYRcEAShh7gVHWA73lJxGmU4KSFXJfCLrG90TrGtYb2nS1H4z76d3raiqvx7f/opE/KPv9yG3eqkoty/yecKSjwj87uLir0JucvtmTGlDbGjVqtIqnQ8UpVpHSjqtTknj9c3bvO2X9u4lUlJ8ZyTENfua50N1mUe8SbjAPmVNTz381+Jit9GvUuHrKr4aGyMD1tEWthtzV4jJS2R3T9lNLRHJZ7yfma9jqHaUPYqRQBIKphLJKoDVdyKjvvHT2/08MTudjW5ht3tYmnOZp7ZvxwViDIFcnP/Waw8ehD38Rl4lyUPJtDYvpF+oXtNTkjE7ZbRnVTnQVHh8LEykiJCWzhTEARB6GpiI1NBEIQecuOYmWjlEwm4xMjJClPOHwiArJe5+IZR9Itr/Jx0ROBg78eyJGHQNt6L26g59bCj63hV9ML8ML5ZNh6nU4OiSnyfPYyt2ame60c37GE+zJSK3aHBGOLEN7IKRaegaBVizFqeufbydr/evMrqNh072xXWV7Om8BB7KgvQYkPnsqGYPaPMFjWfaruRFFMJqT4lxBhr2FiyFJdia/ZaD//7DkadP4yAMH8mzx/HbS9c1+K9Xc7GlfN9ZD3PXzCLlYt+w9zUgY0+lxYRzciwhiUSwUYTsxJTeCFzJScWvxVZq/il9hBfXbKY+9Mm8dyUWfx9yqx2fkXa7kB1CUsPp5NfX9Ft9zgTpUUlsqKkYYZlvUvLO4eHc9nXH2J1OVs4UxAEQehqYoRcEAShh4yKiWP5kuv59sAOIvx8mD90AlpZxvagE61WRqvVkG8Zzqf5K7C4rEyPmMzQgIakSJYkfjd2Ko9v/AEV8NMbuCdtwinvt2BOGus2HsThdPPTj6MI1F3NuItS2J6zjYQgJ9eOGsG0/kne/haXlVq7gVqLhOoHPoEVSDYN/5x6e4f2Oh/fLw6jTovN6RlZNeq0nNOv50fHt1XsZkflXiIMocyOnoZe7rq507UOOy9v28yx2jquGDqUie0sivVDwUHu3PgFDqebyBUyYZ7BalwmN/oLTfSLPYZBcqCRGuq9hOtrUWm+/kt4XCh/+/axNt9/3oQhZOY2zMK4dOIQLhs4uNm+OlnDRxdfwVfZGdQ7ncxOGoBZp8GhNB45r3XZGBYawbDQiDbH0REv713Piz9sQlVkJDfMTEngX5e2/8HR2Wr+wPe49rXfkTC0nPUl8ZTY/EGys6koj+lxSa1fQBAEQegSIiEXBEHoQSmhIaSEXtjomNHYkCDGmqO5L/XmU56/ePAoJkTHk1NTxYiwSEJNPqfsO3hANO++dD1b0o8QEebPpHHJyLLElKQBzfaf1i+elRXb0ZjcRJhrCDN5tjh7P+8Tno28pz0vE4D4oEDeu2Yh72z2rHm/cfxo4gID2n2dzthQtp0XDr7jbR+qO8LDA9u3/dqvVTtqeenQ26Qfy6Og1EhVrS8Ou55lWRn8bcz5XDm+7XvEP7t7DU7FjaEETEWgAhKgtUKSI5AIcxJV1sxG5yhI6OSumQJ+5XkjCPE3s+NgPimxoVw6aWiL/c06PYsGNq7OPz1iCKuP7YPjsV8Sm9YlsbXE4Xbzj3WbcJ80Y2Tl4VyyikpIjgrv9vufCXzMBtyOIXyeW3G8rL4KkoS/3tDboQmCIJxVREIuCIJwmkkODGnz3s5xMcHExQS3qe+UqCEYSr5BF11NhLlhv/EydvHl0fVc1u/cdsc6MiaKlxbMafd5XWVdyZZG7S0Vv2B12zBpjKc4o2UWl5W7dj5BThnk1Xi+B5KPglZ14nLoePL7Ne1KyE9MD1abWUAW7RfAgoR/8E7mX3Gr33hHyWV1XrPXyqop4bGdyyi1FXJuuD/3DlpMkDGsxftLksQFo1O5YHRqm2P+tadGXsGXedspslYxJXwgo4L7dfhabeVWFRSn1OhdjKqHnw/liIS8Hd667Sou/vwdjrlsyE7wD3Gg0Vl7OyxBEISzilhDLgiCIABg1Oj59MqbCbM1HX09XJvfpff6uSSL+7Yt5fGdX5Hbjet/A3SN90g3aYydmrK+vXIfLncVeTXBcHzauIqE0c+zptttV1o4u6nrU8fiq7XRP7kQe6LLW9feJ9TI3Vedj042ccvgJ0kOehWHeg2JAc9zRerjzV7rvm1Lsbl2sbjfdyT7LuXr3IWUWvc227cr6WQtVySM556BF/VIMg5g0uqI8m88O0RywNTU/j1y/zNFaIAP/XychG+TCN2uwbhdw0t7vu7tsARBEM4qYoRcEARB8Ir3C+MPU67lxez/hyx7Ek63InF+1Nguu8cvFXncuum/KMcT2p9Lslh+/p34aLt+quwVcbPJqM2m2FaKRtFwS8qiRvu6t5dRNhyfVu7Zpd1LldDVqKSpbZu5cML8BANx+m8AC8pjWqSCxzCqIxkzNhGzueHrMTx4PMODx5/yOg7FxeG6Mm5NzvAWDpQlOzvL/8WFsa+2K6bTxY+/uZkL3nmLAks9WrfEA2kT6BfZttkggofT5SZntQouz/iMUq4nd6sTpvZyYIIgCGcRkZALgiAIjWjxY4BuNgct25Alictj5zAytP3bnp3w5v4tvH8wHR+tnt+lTWNn1RFvMg5wzFbLvqpCxoWeeouujgo3hnBn1BLufflTyos1/Dl0Pf+4M5LBcR0rLpcWNJj+vkOpDs0ms8xTcVwvudBuNzDAHMCbj1/brutlV/4DsAAgyy70/V5hSvxP7Y5LL2sZGhiNQdO4wJrDXXeKM05/Bq2Wn26+tbfDOK1ZbA4UR+OCjSEu8VBDEAShJ4mEXBAEQfB6ZfdmnklfB4CvLoKPL1rE0JDIVs46tR/yD/FU+mpv+5Z1n/PQ6EkAKJU6lGMGUCW2hhZ1S0IO8Pv3PMk4QGUZPPzGZ6z4y30dupZW1vDEsLvZH5/FzvJ96PDj4tiJBFxl7tD13KqlcVuxnKJn654Yfgmv7z3IoJAtmHSetempAZd1+HrCmc/fx0jagFjSDzQsSVl87ql3bhAEQRC6nkjIBUEQ+rD08lz+sHM5x6y1zIodwu9HXIxe7viU65bY3S5e2LXB265zOnh1z2b+dd6lHb7mL2WFjdo2t4sk3wgm+6eydncxHJ/2/c/VWxgfl8CY+JgO3+tUysqcQMPXrLzcferObaCRZIYFpjIssOOF0E6I9buaavtubzvO/+oOXefn3FxuWf4VFlc03+sW8MhUmfMS0oj1ndzpGIUzlyRJ/P3ueby7YiuFpdVMGdWfiyc2v+2dIAiC0D1EQi4IgtBH2d0u7tz8CZUOz6jpp0fTifMJ4qbU7kmyVFXFrTYuSuZwt69I2a+NCI1u1DZqtAwJimBuWBpr+AYk1bPbEhL7i0u6JSFPStayZ2vjdl8R7XcJRm0klbZt+OqTCTfP7NB1/vrTWizHK7ZbnAqf7Qnj2iEiGRda52c2cvcVU3o7DEEQhLOWqLIuCILQxartWeTVrcPptnfqOiW2Wm8yfsKB6mOdumZLjFod1w8a7W1rZZklg0e3cEbrZsSm8GjadOJ8AxkYGM4AEX2WAAAgAElEQVRrUxcQZvLlQN03qP5uXD4gBzhRNQojY6I6+xKa9fff3MDoyW5CYi2MPAdeuuX6brlPRwWbzqF/0J1E+FyEJEmtn9CMGrutUbva1rmfvc6ocVaSXrGRImuu95hbUbC7XS2cJQiCIAhnp74zTCAIgtAHrN14gE3bDhMdEcCVl43FaGjfFlmrcx7i/Q011NSaSUl8gwenPkGosWMF0SJN/kSbAii0VnuPjQlN6NC12urxsdOZEBlPTm0VU6L7kRrU8j7WrXErdcyM3sS08EKCzTMJNiehqiof767BrfgD4HDriI0qY3hMx9eqtyTEFMrrSx7qlmv3FVcOHcaLmzed1B7aK3HsrtzNf4/+lXBDJVpJIdwwE5TzeS5jBbLGxqCAOF4757eYtPpeiU8QBEEQ+hqRkAuCIBz33Zp9/PWFb7ztjEPFPP34/DafX2vP4O+fackrGAjAwYPxmOSX+eMFL3YoHp2s4c1J1/L0nlUcs9YwK3YIV/Tr3Ih1ayRJ4oL4lC65lqqqZJbeQrXNkyiW1H/GgLBXKHP5YXM0TshU99k1YUtRFepc1Zg1vmg7sS/6CXeNG0+/wCD2HDvGqKgoZiV3zfewvT448g7JPkWYZM/0+ZL6lbx7pIYgXysAufZs7k1/g9fH3dnkXFVV+S7recLVr3GoOlSfexgfO7dH4xcEQRCEniYSckEQhOM+X/8L9RESWquKoQY2bstmf04xgxPaNnJbUlNEXkF4o2O7D/jCBR2PKckvlDcmXtPxC/Qip1LuTcZPKKtfTpEyltExh/npaEPxqHNisno6vE5TVbVDU8xrnJW8e+RJimxHMWl8uDr+flL8RnQqFkmSmDdgIPMGDOzUdTpLVau8yThAldOM2eBs1OdQ3VHcqoJGavwQZnvh51zg97q3XeN6hKLaEUT5xXdv0IIgCILQi86uIQlBaCeLw0l2aTl2p1j7eKb7evd+tucVo7XJqLKGuggJVYJFz33I299vbf0CQJT/GHTaxj8rsYHdMw27p2TXlLG68BDltvp2nWd15lJu2YyiNh4J12nCiDYPIC01m+uGreO8+P3cOuoHrh3ddwuQuRWF7Opyqo+v0y6oqWHBhx+S+sKLzP/vh+RXV7dyhcZWFX9Ike0oAFZ3PZ/kvYSqqi2fdJqIMkzg5JcSba5GpvFDCz+tuckxANevHt74a52U1W3pljgFQRAEoa8QI+SCcArbjuZzx8dfU2OzE+brw5vXXsbAyM6tpxX6rr9/uAbt8bpYkgoah4QlREJf5eKDp1ZyeFkG19w0jcEjTz1aZzb484fLJ/PE0o243DJxYRp+P/f6nnkB3eC/WTv4U/pKVMBfZ+S9qdcwNLj1wmul9d9woPQ+VNy4VAlZldHJCnptCrEBd6CTQ6mKvIu9+s8ZLFcyKvR2kgPmdOtrya+pYWXWQfwNBi4ZMBCjtm3TxEusdSz+/hMOVJWhkzU8PeEivtqVQUbtUWSjhl+Ki5n3t7e4LWQIN9xzARpt61vSVTvLGrXrXNW4VAc6ydCh19aX3DvkZt7MzMek+QFJUokypfLXEYt4KuMTnKodvaTj0SGLmp1ZEGAeBiz3tl2qRIx/52YOCIIgCEJfJ50pT+X7EkmSdqSlpaXt2LGjt0MROmHOv/5DVmmFtz0+MY5/X7ewFyMSutO4u19Eqmy8xZdc78Q/uxbp+J9Jg1HHG8vuJiI6qMVr1VrtlNdaiAsNQCOfnhORFFVl1JfPUu9yeI+dH53K65OvaPXcrfnnYXfle9v5tkA+LRnD/PiFXNtvRrfE25KjVZXM++S/1LisoFNBgpkJKbx2waWtTjn/45bv+c+BdG/boNFgMNdgUzwJvcHtxnbIh/6fVHPzQ7OYv3hSq/FsKvuWrwrf8rYH+KWxJPHRU/Z3KW7qXFYCdD4drsLe0+zuauzuGvx0sUiShEtxU2gtJ8wQgEnb/IMHVVXZn/cQiZqV2BQ95bo7SYm8sYcjFwRBEIS2GT16NOnp6emqqnaqwI8YIReEUyirs/yq3b4pu8LpJTY5mIJtDSOXikbFXOX0JuMAdpuTPTuOtpqQ+5kM+Jm6Z7TT6XCxdvU+ggJ9GX1OUrclaIqqNtmmyuZ2nqL3r85VGm/BpZFUypx+aKXOFy/riM8y9lHjsIJRheNTpVflZPH8tg08MO7cFs8t+9VUfbvbjeLWIR3/wbBrNGiCPV+XA3vym5zfnPEhM9HKOjJr0gk1RDE9fMEp++6rPsrju/9DhaOWRJ9Inh55IxHGln/++gKDJgCDJgCHfTMu12H0hvHE+yS1eI4kSQyJ/zvwd8xAcI9EKgiCIAi9SyTkgnAKc4YN5IOtu05qD+rFaITu9s/rL2Vh4b9xFTuRXSqGKhWlmenHsQmhvRCdR2lpDTc9/QSmi+rAqqL808D7tz2NXufT5ffSyjKLU8by7kHPGl4Zid+kjG3TuTH+13O06u/e9sbq/sSZw5gVPabL42wLg1aLzuzCqTT+l/duxuZWE/J5iYP5X84Bb9vPIOF53NDwIETWe2YRpA6JaVM8kiQxNvh8xgaf3+j452t+5tXDy8GokKhGE1bSj83JW1B8jlcsLz/CA8v/QH/fMB6/8FG0mr79L7yu5gXqap893tITFPohBsPEXo1JEARBEPoaMWW9G4gp62cGl1vho+2/kFFUyuj4aOaPGnLaTBcVOqa8up4l9/6bykrP7Agfo465o1JY+clWJFni2tumceWNU3stvhsffgHrZfs5uTh1QpEvT136QrfcT1VVvs3P5EhtOZMiEhkR0raEE6DCspZaxz6KHZE4pAGMDkrBfIqpyt2t3Gph8icvYHPpUNWG3+FAo8quxQ+3ev7q/GxW5R4k2sefOD8tj+76FkX1fBO0spvI7w1cmTiC3943s01ryJtzOPcYt2x/Fn2oJ7lXFaja7Id5TD0uSUuwtY49B5Nxa2RQIdZUyU+3/KXZa9mcLgxaTa/+vVJVN8cKkwG795jBcD5Boe/3WkyCIAiC0JXElHVB6GZajczic0b1dhhCDwoJ8OGtZ3/DFyt34nK6mXvhcBJiQ7jl/ouQJDqcbHWVelM5ml8tSS91W5rv3AUkSWJWXMdmhgSbzyPYfB4JXRxTR4SYzLw8dSEP7nqfuhozqiph8rFxQ0Lb1rNPj+3P9Nj+3rZTcfFy5lpUBW5JuZDFl53T6Rj/8cO36JMdqCpIEkQYarj7sh/ZXx3FO7unklcTiXo8GUeCfFsQX+1ZyiXDGtb0F1XXcsfSr9lXVEK/4EBeunwuAyJ6b0aHIAiCIAitEwm5IAjCScJD/bh18ZRGx7S63k3ET5g2bBLr7F9wohi3qsL4/sbeDaoHZNZk8kHuB9Q4a5gYMpEr4q5AltpXLO/8xAG85XMTj2z+DKfbzaLEmdwysmPTp69MnsSVya0Xb2uPuNAIDh1PxgEuC03H6tTx8o4LkSxatHXgDOTkmfKU1lU2usaTq9ayr6gEgKMVVfzu61V8cVPv7GEvSRp8/e6hrvaZ40f0+Pjd3iuxCIIgCEJfJhJyQRCE08QtC2dRtPQAmYZM3FqoqgniHYeBpWte5A8XXMqkof16O8QuZ3PbeCnrJaxuKwCrjq0i3BjO9PDp7b7W6PAEvp/3QFeH2CXuuuh8/vfWRsxDqwAI0dSzuTIJHJ4HD/pKcAbgTcg1TpVrxjROtnMqGifoR8uruj3ulvj634veMAGXKxu9YQJabWKvxiMIgiAIfZFIyAVBENqhrK6ef67fTFFNLTMHprBgxJBWz3ErCu/v+ZJy906GREQxMngmkaZkAAqsOXyZ/x41rmpGB03kgohLWxz9/dMV9+JWFS778WksodWAlbpoKw99uZRvE+/G3+fMGjEvtZd6k/ETcupzeimaruN0u9HKsnedt0GvY9VNf+Dva1aRZy3Bp38dSX7poFXB5Rk59zsK9kCQ3HBhbAwmnW+ja07u34+DJeXe9rnJHV8wYHM52VpUgJ/ewMjwyA6vR9cbzkFv6PyUfkEQBEE4U4mEXBAEoY1UVeXmT5axt9gzLXht1hGqHFb2ugqosFlYkDicef0aJ+gOt5tx//kbVVYDEMSAyMNMG3gf1ye9SKghntez/0a1sxKHW2ZN0U88s3cfY4JTeHToPAL05mbjyLeUUa5WNzrmDreQX1rFYJ/IbnntvSXcEI6/1p8aV433WIpfSi9G1Dk1djv3fPM/1uUcJdrPjxdnXcyYaE+xPL1Oy6MXzgbArVyJqj7B7OR0vj04CkukFr9Smbh6E2NT4/jdNU1nCNw/fRJmnY5tuQUMjAjlnmkdm5JfabOy8KuPyK6qAODyAUN5ZupMUdRSEARBELqBSMgFQRDa6FhtvTcZB0CF59etxx5iQzWpbDh2BD+9gWnRyd4uv1+77Hgy7tnR4kBxNOVHA/hBfo+H5kyj2umZZpxVHU653Qew833xXpDgb6OuajaOIL0vGmTcKN4iYEa3gX6RZ97OzQaNgftS7+PjvI+9a8gnhXTt+u2e9OKmjazLOQpAYW0tVy9dypabbyHI3Pjhi0Y2Myr2b/wx2MJlqcXE+vuTGtJygTadRsNd503odIwfZez2JuMAnx7Yy43DRjMwJKzT1xYEQRAEoTGRkAuCILRRkNmIj15HvcMJCshOUBygqzHiinCihLhYV5TdKCEvrq89/lHD6GKVy5dau8T9H2xn1mxfnLo6apyNtwTbW5V/yjj8dWYeGbyAv+3/ApfkxrfOn2dmL8Zs1Hfp6z2ZU7Fid1vw0QazdnsWH367A51Ww42Xjmf0oLhuuy9AP59+PDLwkW69R0/Jrqxo1HahsuTfn7Ls9uua7R9qNjM9MaknQvOyuZxNjlldrg5dq9pm48mf15JRVkr/oGAu7J/EefHJmHW6zoYpCIIgCGcEkZALgiC0kUGr5blLZvHw8lXU1dpPLniNpkSLEuwiwTeo0Tn3jr2An/I+wpuQKyB7tprGpdEQUjAOaeAhAvVuSm0Nf5KHBLS85/fFMWM4P3IEFredIL1vi3076+1db1Oh/RStRsFtSWDZ6yk4HVr8A+p4/5dv+LwqkBDdEG4dcQ0+OlO3xtIZ5fZKXjr0Ntl1R+nv24+7Um4g1NC2WQWKqrS7sntzJsbGsz6nYQ28bIfcyt4tvvZr81OH8O7endQ6PHuIj46IZnhYRIeu9cAPK/nx6GEA9paWsOxgJmaDzIrLryMp8Myb0SEIgiAI7dX5dxeCIAhnkemp/dl8362MT2g6KjwnfhDXJI9udCwtKoaXL5xJhI+Kv82GrlpCUk8k5yoDA1J5ZNAzfDjpj0wJH0iowZdpEYP43dB5rcZi0Oi6PRnfVXiYSt1StBrP9HiNOYd+5x3B4GsjevZR8uOMHFJtbHbs4KZ1f0JV1W6NpzPeOPwBmbVZOFUXGTVZvJb1frP9FEXF4fSMCB+pK2bJlmeZseZh7k1/hQpHbbPntNVNY8ZgrpfR2EBbB6YSiAjz69Q1u1q/gCC+WbCY/zvnXJ489wI+mH05Grljbxc2F+Q1OWZxKDy2/tvOhikIgiAIZwQxQi4IgtBOWlnmpnPHsj2nALeiAHDLueO4b9LkZvvPSRnGnJRhLHjtDXJzKqgJ1iO7ILLMyuzJnvXQIQZfXhxzbY+9hrY6VJ6LRutJsk/U9DLEWzC4KzniDCVC8iSoqgpOcw27CrMYFdM3i67lWQpRVSi3mbG49BTUFZKi2cyVA8d7+6zbeJBn/7WKmlob5587kLwpBzlaXwzAL1XZ/OvQVzw+pOPfJ1mSeG3Rpdz3/nKsdU4CI028vnh+p19bV4vzD+S2kZ2vjp4SHMquY0VNjlfZrc30FgRBEISzj0jIBUE4ax09VsGfPviOnJIqJg5K4PeLZmAytG1t66TkBL68/Rq2HsmnX0gQE/vHt3rOxzfdyCNf/Y/M3ZnEhAbzzCO3odf37p/hp3d+yObidAIMRp6beA+hxsaFu8ZGD2fPYTNBvhbvseyqMGpkEyalYa2xJHmSckXte/9Wfr/9Q34u34Wqqmh0Zixuz1p7BYkXj3zFrKQR+OtN1NbZ+MtzK3A43QD8uD4TfVrJycv/yasvae4W7TI5qR/b/ngXbkXp8MhzdztSU0G13cbQkEi0nYjx+QtmcdeqFewrPYbq/UKqLB46qmsCPXFFVeVgXTbbK7YRoPNjUugkgvRBrZ8oCIIgCL2s771zEgRB6CEPvrmC7CLPvs3fbMskyNfEgwvPa/P5KeGhpIS3XPn6ZDqNhufmz4P5rU9H7wm3//QGmzKPUVMXDcDlpc/x3cI/o9M0FIfrFxLMj18MIzWhAKOPg4MV4eTUhIALqsvMBPrVYzZ6EvOC0iBGTOj43tfd4Z0Dq9lt3Yi/j6ddbvnVVnIalaPVpQwPi6e0vNabjJ8QXBdMqV+Zt50W3HWj/301Gb9/w+d8kZ0FgI9WZd38Owg1dWxafWJgECuuXMzhmhL+sHkllVY71w5KY1FqWpO+q3OzeWXnFlRUbh85nvMT+rfpHqqq8kr2O2wo2wKAjML3x77nz0P/TIAuoENxC4IgCEJPEQm5IJxl3Kqbrwt+ILM2iwRzLAtiZ2HQdF917r7K6XKTXVSOZHCDrKJatezP7fzo5+lkZ34eNXUnRhFVcgvCef/gt9wwqPEDg7ExQ1m52xdHpOI9JltkZqUO4pvDMkaTDbdby1MT5nVqNLU7rCzcjHTSpAe7U4tW1/A63G6JBD/PrIC46GCiIgIoOtawx/uNYXPYE5TBkfpiRgb15/rEmT0We2/Iqi71JOMqIEG9S+KqFS/yw+WPN9u/0m7h29yD6DUaLo4fiEnb/AyTJP9wPriw+UryAFlV5dy8ahku9fgSkO+W8c2C60gNbv2B14HaLDaUbUFRVGQZFGQqHLXsqNzB9PCm+7ULgiAIQl8iEnJBOMt8nLucZQWrAEiv3Eu5o5K7Uq7v3aB6gUaW0I+1Y5EtmDNr0OlkhiU1HbU7k9mdJ/8L8Ewnttg1Tfq9ePGVGOVlfH0wA6ck4as18PmixSQFhwLzqHPaMWl0XT7iW1S/mtyaz9DKvqQG3YKfvm0jpieLMYdxxFno3a9dUSXqrHoMOheKKmGzGdBpPa9Zp9Pw/J8v560PNlBZbWHmtCHMnDiUmQzr0tfVl2VXedbLnzxNv7K++S3PKmwW5q18l4L6GgDeO7CDpRdei0HT/rcW6cWF3mQcwKUqpJcUtikhfy9jC9sO9cPl0mI02BkUW4ivwY1RNrY7DkEQBEHoaSIhF4RfsVjsyLKM0Xhm7pO7vWJ3i+2zxQ1rPqSk2k3804fRH/Ns73T4stWol0xBkqRWzj4zTEscylcVR1BVTyJtMDq4cciFzfZ9+qJLefqiS5v9nK/O0Ozxzii37mD7sXu97TLrVqbHr0Ant6+q/NOjf8Oc1Y/hY7ahqiC7VJwuPXan5/d7Scp4zNqGGSIxUUH88aG5XfMiTkMTI5ORXSqK9vjvgArR2uYryy/P2e9NxgF2lxex+VgOU6Pb/+CkucQ7JSikTecuzczDpXjeztjsBrKLI5gz0M3Y4LHtjkMQBEEQeppIyAXhOEVR+edLq1i+fCcajcx115/L1VdP7O2wuly4MYR8a1Gj9tloa/FRAtaXeZNxFcj8cj+Hd+fQf0S/Xo2tpzw3ZQFJfuv4z+7tBBkNvDVrCUatlo++2MraDQcIC/XjjhvOIyoysMdjK7H+3KjtUCqotu8n1DSuXdcxag28M/733P79Ug5VVjE2IpEHJk0gs+YYsT6BTI5I6sqwT3t+BhOXRpTwVU4kiiQRoNhZMjm82b7aZvZl13Rwr/Z4vT8j6kLYayhHo5G5c9R4RkfEtHqe1eHApTSe1WGz6rg39T508pn5UFUQBEE4s4iEXBCO27DhAF9/vRMAl0vh7bfWMXZsEikpkb0cWecoispflv/Aj79kEehn4v8um8ExWxkF1mJC9cHc1n9xb4fYK/RaF7Kz6Z7ZTruzmd5nrjtGTeWOUVO97a9W7uK1d9cBkHmomJzccv79ryVoND27NtxH9+uq9TJmbesJWnPi/QNZseDmRsdGhcV2MLKuoaoq2buOUl9tYdCEVPRtrO7fE56b/RxzMt8huyKDiQkTGBK7oNl+c/sN5r0DOzhY7Sl6NymyH+MjOlbU75k3f6B0WyUReH7OjlYUQxt2XTPp9ZhwY6UhKQ9yagk1+JFvKSdY74tZ2/UzOARBEAShq4iEXBCOKy6qbvbY6Z6QP/PdGj5fuxeAqkob9765io1P/B6basWsNXd4ROt0NyMphP9NUXCvPoam3o0EDDt3ECmjz+4R0/Rfchu1cwsqKK+sJzy0Y1W2OyrOdy4Vtp3k1S5DIxkZEvIwZl3HEvK+pMxeg83lYOl9n7LyrdUAJA1P4Lm1T+Ab6NPL0XmowLY6f0rsRew7+B0znMnMSRzRpJ+/3siXs65jfeER9BoNk6MSO1zU79DRkl+1S9t87ksj5/LAtq+xaSHYoeWVi65kwlv/oKJMRWtQeGDGOfx2+LkdiksQBEEQuptIyAXhuLHjknj77bW4XJ7CQn5+RoYO691RtK6wOiOrUdtucbP3WDGjYk7/5KYznhl9B8Gm19mZUI12o4u5A2aw8LrZaDRNi5qdTRITQlh70mzxAH8TgQGmHo9DkjSMDHuCYSGPIkkaZKlz/67sbhc3rPuAjJp8Qgz+fDb9twQYzK2f2AxVVamyZKDXmvEx9Gvzea8eWskHR9cCIMdbMGhBcsHh3TmsfOtHLn+wb2yHtyL7Ry4IeZjAKBsAOyt3Ulz/PZE+TbcQM2v1zIwf0Ol7piZrKSpt3G5NZnUht215n3J7HWGJRp4bcTUjwxNZ+NnbVJQBSCiovLRjHWFBJmbHjEIrn92/34IgCELfIxJyQTguMTGMZ55dxJdfbkev0xA/XeGfuY+hzfPj6sRb6ed3eiawoSE+FOfWe9uqViUuqOfXBPc1sizz6NDbYCiwsLej6TsWzR9Hbn4l6zYeICzEj9/dOwu9zvOvQlVVtqw7wKGMQgYNj2PMpK7bk/tUNHLXTDe+7PvXOGorBSQK7BVM/fY5dl3S/FZeLbE7Ldzzwf9j/YFgjDoHd11o57rJj7daCPBQbaE3GVdVUM4x457hh//mCgZOqULr/wuqOrdvFBR0LSPQ15OMqyqMCsqjoGYzkT7dt+XbjLkrqXIEkZ8bTnRsGTMvKQJ+e8r+TsXN9T//m1qnA9BQbHHy8O6P+G7GoxyrsgKgMTnxTalCkuGve79gc9kh/t+oRd32GgRBEAShI0RCLggnGTEinhEj4llb/ANbK57jxKY5b2bdz2ND38PcDdWkW5NRdYzdFYUMCYxkaHBUu8//22UXs+DYe1iPuVH1KlfNHEaouW9MjRX6HoNBxx8emgPMaXT8SG0Zn729nv9t24ErBnTr4P78ucy9sg0LffuA3OPJuIeKQ3VTbKkm0tx01Lcl7234mPUHggGwOfU8/42G6YO2EB86vsXzKhx13o9P5NxBSXYe+ssuAsKdwCEKKyqICXmhXfF0hzjfphXPE/3DuvWeBqOFS6/Y29DWRrfYP7++8ngy3qDEZsGluJmUGM/npdnoQ22cvCLnh+I93Ge7mHBj+77ngiAIgtCdREIuCM3YVvY9nPRGLsBQw+bSXUyPbj35WJ67jzczN6OTZO4aei7nRSV3OI4Vufu4f/MyFDzFx54eO4eFiSPbdY04vyDW338H+6uKCTf6EuMjRse7gqqqvJ+1nfXFh0n0C+GuIefi1wsPbHrCy5lrePXAOoLyXFiuaTj+6k/fnzYJuXTyxtpIgIr+FPtlF9TW8NE+z3aAi4YMJ8bP3/u5vIq6Rn3dqobCqlLiW9kue1hAAlpVj0vyJJGqAuecW3w8GfeotiwlzP9u9LrEtr+wbjA86k4OFn6FQSpGksClmUmQeVS33jPB/1r2l//5pPZvWuwfZvRFK8mN9i6P8wlGK2t4avpcFPdy1lTs9u4/D57vul4Wb3sEQRCEvkX8ZxKEZvhqg6lteJ+HokrEmFsv7ra7vJD7Ni3jRO3uWzd8xqpZt5DgG9ShOF7J2ICCSoDBiknn5LXMNe1OyAEMGi2jQk7/9fB9yesZm3h2z5rjrSwO15Tz1pQrezWm7lBqq+XVA+uQ61RsYxp/rnywvXeC6oDfJE3k3cM/c2KUPMEcTLCh6UyRcquFS5f+lzKrBYCl+/eyctFvCDF51pufP2Q8n29rWGQf6lfPsLjWC4aZtQbmBE/n/aPrkCQVS60R86CmfxdUlGbO7lkaTSgDYtZjta9DlgIwGiY2O5X+4L4Clr79E06nmxlXpGGN0RPr78/g0Oa3SWtJnP9VmHX9qLb/gr9+KKHmSS3299UZeW7s5Tyy43OsbhfxvgG8PX5Jw+eDzFSV6HGXa/DxtWE0Orm+/3kE6sXsIEEQBKFvEQm5IDTjmqRbeSFjHyZdKW5FwiRfxIDA1rfz2VGej+qUkMp0SG4Jl6+bX8oLOpyQA6QGlzA47BgALncBxbZ8Io0iue4u3/1ykKWbduNj1HP7hRMYEN10qq5bUXh1z6ZGx9YUZeFU3OjOsKJRFtfxEV0tSBbgpNm+PqfRdlIPDb+QaVEDeD9rM2NCE1ic0vwU8zVHD3uTcYBSSz1rc46wYOAQAKYOHMczV1n4bOtWAkwyd8+8Eh9D22ad3Js2BYcLvjuaxbCwAC5KuQi35RoU1bPDg5/pYvTanqvyb3E6kCUZo7bpWwFZ9sXHNPuU55aX1PDQjW9ht3hG+Ldu2E/RtToqfX15eMwU7hjd/pkTIabxhJhanvp/shlRg9g2+zGcirvRbIcVR37hnYztx1sSdbUmXjpnEdOiB7Y7JkEQBEHobiIhF4Rm+OsDeHzYv8mqycZPH0iUuW3rJ1P9w5ALDEhOz3x3yaqhqLgeOrY1L7cOHMfaytXetlbjYk3JVyyKv6NjFxRatC0rj/3OcIQAACAASURBVAfe/5+3vfNIISseuR5/k7FRvz3HjlFrcSKdVKTbV2NA24e2kKtzHGJf2e+xOnMINU1hUOgTaOT2V0uP9wlmQlgSm0oPwxEJglTQg+SA343puargblWh0l5HoN6nw5Wyx4QlMCas5V9Gf4OxybGAXx2bPfI8Zo88r93318kaHhs/jcfGT/MeeznnRV7el46iwlX90/jzxO4v6qaoKn/Y/D3/PbATrSxz38hzuX142xNhgF07DnuTcQDVLTNH2cf7unE8t30DS4anYdZ1/97qkiQ1WXpwoORLoOFnXQU0nD4PjwRBEISzi0jIBeEUZFkmNbB9VaRj9UHeZPyErOLKDsdwQewAfqpqfMylOJvvLHTaxoM5jdqV9VYyC0oZlxzX6LhOo4FaHapOQdKpqG6YHTWsb1TIBmqd1byW9X+UOTX4aUIZ5lqFXhtGavBD7b6WJEm8fM4iPs9Jpyy1jhRXCHW1FqYMGUxkQM/UI8iqLeaBHe9TaK0k0hjI86MXk+Lf/gKHbXF+vyRmJiWz6rBnu8CL+qcwLaF71nRvKjzKcxnbkY4/X3j/6HYGB0dw1cCme353pVU5B/ngwE4AnIrCM+nrmBqTyJCQiDZfQx/eNNkenFiAttaNCwm32ntT78cHbudfNCwj8Nc6GBbc+pIjQRAEQegNIiEXhC4U5uuDj15HvaMhaU4M7vh0dZPGzLjgaWyt8KxV1kgaJoZe2Ok4heYlhgc3amtkibiQphWZB4eFMSd5ICsOZqJKkBAQyINjp/RUmK36quBtjjk9CVOV24c91jhizfs7fD2jRsc1Sb1XvO2ZfV9TYKnEUm3igN3FzVWfsmreHei7Yc94jSzz6qx5HKwoByA1OKTbHrS8tmcrJ19akuCjA1u7PSHPratqciyvrrpdCfk5Iwcw+Ko8DnwWjapITLwkg+Bh1bh+ljkvNhE/fe+NSI8LC+DF4d/xYd4QzBoXdw90EmRs/+wQQRAEQegJIiEXhC5k1ut4Yf5sHl3+HeX1FmYOSuGG8aM7dc2FsTeT6jeCSkcJA/1GEWWK76JohV+bnTaQ3TlFfL5lLya9jv+7ZCpRQf5N+kmSxIuzLuaa4cOptTuYEBeHj17fCxE3r8hW0Khd6zYSaEzrpWhadyivhK9W/0L/yDDmTB+GTtc40S62VVFXYcZW55k6fsTm4KlNa/nT5PO7JR5JkhgQ0krZ9C4Qbw6ACs9e3577QqQ+p+WTusDUmCSeTf8Jl+IZxQ7QGxkTHtOua+g1Wm667f/IvORWog25VKu+vLr/Ei7vP5xnplzUHWG3mS7gKS5SbmdmxAok7RD0Qa/0ajyCIAiC0BJJPfFOQOgykiTtSEtLS9uxY0dvhyJ0AZvbxjdFqyi1l5EWNJKxwa0n2Kqq4lIUz9Rm4bTjcivIkoQs940p6O31ef5bbCr/3tuOM/pzV+q/kKW+89DghDs++IJVJdm4TCDbJcJqDLx7y5UMjmio1P18xv94ecM+FHfDcpBYP382XHNzb4TcZersVs755FmsOs+zcaPDzZfn72BA7LJuv/fGohzey0xHL2u4bdh4BgW3vzL6CarqBLR9ZsnGCarqRJK6fx27IAiCcHYaPXo06enp6aqqdmr0TYyQC0IrXjr0Knuq9wGwoWwTt/e/iQmhLU/flSRJJONdqKy+nqzyClJDQwk2d//UU62m7xRn64i50YuRkDlSn0GUKYFLoq/rk8n46qzDnmTcR0Kul5FdEuVGF/Pf+4j/LlrI6FjPqO3dAy7iy1155FU37AEe798z69e7k6/BxNcXFrHswBEALkzIIDzg8R6598SoBCZGdbDa5K/01aS3r8YlCIIgCCcTCbkgtKDeVe9Nxk/YXL6t1YRc6DrrDh/ljmXLsblcmHU63lxwKefEn57bvrncSo8k+3rZwPzYG7r1HiXWWjKrSkgJCCPK3HRaf2s+/mgz7773E7GKm/IRMtZQDSoqEhIuVeHjX/Z4E3KtrOHtmQu56dtl5NRUkRQYzF/OndHVL6lXJEY8z/XmV3E4szAbr8PffFWjz6uqis1dw9aylym1ZRJuHMz4sLvRa8R+2oIgCIJwJhAJuSC0wCAbMMpGbIrNeyxQ37TIl9B9nlqzDpvLBYDF6eSZdev5fPGiXo6qKbeicLSskiCziWBfc6PPrT6czcNffAFuB+DPe9ddweDIthfQ6gkOt5uV+w9SZbVywYBkogNOnWQvP7KfB7d9hUtV0MkaXp44nxkxqW2+186dObz5xvFChUDIToX8GWqjKc+mX22ZlRocyppFN1LrsOOvNyBJEm7FwbayTbhUP8aGDsOgOf1GRGXJRIj//c1+bn/1L3yY+yY1zkoCtPXEGcqpchxFUV2cF9UzI+mCIAiCIHQvkZALQgu0spbfJl3PG4ffxqE4iTXFcFnM3N4O64xmc3kq1Bu1Onbl5FFtKUVCRsWTrNXa7b0ZXrOqLFZufOcLMgpL0EgSj82dxlXjGyplv7DtDSafn4MkQY3VyC0/l/DpxfcRaQpu4ao9R1VVblv6NesPHwXgnz9t5tMli4jy8wPAqG/4V5FXXc0DP3+NW+cpCOZU3DyxfVW7EvKjR0obtTUu0FoVXGbPMo8IX19uGjemyXmyJHn3BLc7C7ln6xNsq/EUX0vy+YZ3JzyIr67pPuJdpdxex//y96CRZObEDidA333LJ+xuG+8ceQn78YeBVS4fTLKDcH0txdbd3XZfQRAEQRB6lkjIBaEV54SMYXjgUGqc1YQZwpCl03t9cV+lqip/3bCad3ftAmBYsA8BEZvxSwqgn66esvxQjpZFsGjk8F6OtKl3ftpORmEJAG5V5ckVa7lo+AACzUYqHeX0T83xbm/lb7IRGVnCb7e+yIqpf+7FqBscKi33JuMANXY7j3zxLQcPHANgyfSx3DVrIpIk8enevbiVxntMH6uroz2GDY9DliUUxVNUVKfT8P7V89H4GaizORkVHYWfoeVts9YX/MOTjKsqSBKH6638fee3/Gncpe2K5VRUVeWjo5v5tnAPYUY/liSdyz3bllJsrQHg4yPb+HjqTfhou2d7rypnhTcZP8GmeGYABBuSWzz3WHUdhZU1DIgOw6w//WYNCIIgCMLZRCTkgtAGJo0Rk6b7Rt4E2JB3hHeOJ+MAuyvq0dtScPupHCGMpIgSXhg9k7kjBvdilM0rq7Oc1FJxKwol+ZfiG/8IFjWRXxef1sluipw2Ku01BBnav/66qzVXgHD30WKOD4Lz1g9bmZAaz9jkOPQaDZpyLe5op7evVKJp1/r45OQI/vjEfJZ+vBmNRuaaxZMYk5rYrpht7moghJO/uF/sz+CBEbNaTebbYnnBLp7Z/423vaP8KKVWGyBh1tgZaF5DelE+YyNvxqhL6vT9fi3UEE6IPoxyR8NsgkCdSox5LJMjHjjlecu27+OPn32PW1EJ9/fhnVsup19YUJfHJwiCIAhC1xBDfYIg9AkbCjKaHNPUNySKh+vDmRAb1ZMhtdmckQNpSAslhkUWEu2bgb3qViL0foTpG4rQqSpU2H2QAV+duZmr9bzEkCAWDB/ibQcajGgbD86SX14NwFXDhhHg9EWXZUBTpEWXrWeSX1K7i9VNnpzKSy//hhf+cS1jxrQvGQeYEHExZrfD21acEtZKHaX19S2eV+e089TOH7lx3Se8c2Aryim2/txalt2oXeX0PHTRSm5+l7KSK2J2YFQ/Zl/xXGzOo+2OvzUaScsdyY8wMnAsST6pXB53HfcN/IpZsc9j1ja/R7rLrfDE8h+x+CvYglUKnXW88v2mLo+tL3MrCpvzc9mYl+vdZ10QBEEQ+jIxQi4IQo9zqw5qHTmYteHoNZ4ieWNjonljWybezFb1JD8nUq5gbT2hIX1zpG9icgJv3bCAb3b8l2DDLq4eme4ZuFWtSO587kn9I8sKPuG74i0cs5qwuPTcknwBOrnv/Al+as4FzB8xmEqLjXj/AH7zj4+xOT3F9Iw6LWOT4wAI9fHhh7tv4MkVa8guKmf4oEjumTm5x+MN8Z3HXfFW/rQ1G2QVZ7WBJP9Q4gNb3g7tgc1f80PBIQDWFmXjcLu4dfDEJv2SfBvvy+2jNRDvG47DtYM4U5X3uKLWU2FZTnTAXV3wqhoLM0ZyY9K9be5fZrFQ4+PyPmp3+kFWdUWXx9VXOd1uJrz7OuVWKwDRfn6svvYGDNq+83smCIIgCL8m/ksJgtBt6mwZ5FY+BTiJDLibYPNE6px5bCq8BoNaBMjEBj5AUuDNnB83krGR69mR65kKbXZBzIgSfPztoMK0sAm9+lpaMyE5nrExw7BXvdZwUA5B1vbHR/bhmoTfcmXcEnItxYQbgvrM6PgJkiQx9qTt5N68bSH/WbsdgOvOG0NsSMPuAgFGI88snNWl93e6SymteR23UkWQz0J8jeNbPeeK4Vdi1GbwdUYmodFm7pk0Ea186pF6RVVZXZjV6NgPBYeaTcivTZxIdl0Jqwr3EGLw5U/DL2NMSCI7SuPBvqpRX43c+8sOAHKrqprMe4sI8+udYHrBQz98S7nViornuV5hbS1v7NzGXWP79t8OQRAE4ewmEnJBELqFzVVCcelsAmXP3Ofaip+RpRVkVr1KALmcqI1XWv3/iPGdh0EbySeX38WGvD0UVdeysfwXSk0Na7N/rtzAQtssIozhzd2uT9AYZ6P3L8VlWQpyMHr/3yHJDftFa2UNSb4xvRhh243oF8Xz1/fMjgKK6iD72BXYnFnUVRkpNn3J4IRP8TGktXruvMGDmDd4UJvuI0sSMeYA8uobRrjjfJsfUddrtDw5ciF/GTG/USHHc8JnklN5NaV1HwLgox9JqM/CNt2/q20pyeHl/etxKm6WpJ7D6OA4DBoNdrfb22fWkAG9Eltv2FPqKUJ4csmGfaUlvROMIAiCILSRSMiFPsfisvBNwUtYXfkMDJjO2ND5LfZ3qwpl9nICdP4YNd1T8Vhov5zqpfjJDQuRdZKbnOr/4HYfQXPSO2ZZUqmzb8egnYMkSZwb76mi/vZn3xAa19BPkuBAbVafTsglSULnswSdz5LeDuW0YnPsp6o6hxdeuIzc8jD8KmzcctvXLLii9YS8vZ4edzE3rf8Ei8tNsFHHbYPHtdj/17sqSJJEQtCTRPhej1utx0c/HElqWhSvuxVaqrlx/UfY3J5lBTvK8vhixg38a95c/rp2LTU2O4tGDGfuwDMjIT9SWclrm7di1uu4b9JE/I1Ni2xOTUgku7Ly5FUvXDd8ZI/GKQiCIAjtJRJyoU9RVZW3Dt1MkNYzrTSzcjt2dyWTI25stn+5vYon979EnrUIo2zg7tQljA0e0WxfoWdp5Qjvx8d3pkKWQwg1TaWm/kCjviZdSpPzVbsf0DC6pSgSA3xb3u5J6Pvya6rZXVrMsLBI4vwDsNttfLh0NZ9lXcmhlDBIgRKnmZffreWiWTZ8/BoSL1VVcbjdnVoTvK36F4IDSwlUJWRJ5emMjxjo359+PuHMjxuHVm49uZYkCZO+7fuud4dfygu9yTh4ks+tpbncOGA80/p3fdX33nSgtIy5/34fBU8Bvo9/3sWIqiCumpXGpRd4/t673Qp+bpUQvZ5ypwMZ+O2o0UyITejFyAVBEAShdSIhF/qUQtsx/DSHGx3Lrll+yoT8k7zl5FmLALApdv516D3eHvcsGrFXeK/rFzCfzTXvkajdgSRBriuRUZH3opfNZLrzqbOtArTEBT6CWd90FO+Rcxbwh03vER5TgaJITAqaSKg+lFd+3kBOVSVXDBnF6H6xTW8s9LqPd+zmy5/2oNgVxibHcefciZj0Oq77fik/FR8GFSS7hhfOm8P6dz8nfYeOnJmhqPrjFc/1UDrIRHVlvTch35iTy11fr6DaZiMhJJD3L19ItF/7127vrjqM3anF7tCi07rJUgvZW1UGwIGaQh4ftqDLvg4nFFT99/+3d99xUlX3/8dfZ2Z2the2A8vSmwhKlSIoYBe70Vii/oxRExONMYmJmq+maWJMYkyMMVFj7CX2roixoiBIk94725ft087vjxm2wAJbZrm7y/v5eNzHeO/cc85n3T3sfuaewqs7nqMs6GJQ0lGcnX8LMS5vu+ocmJKJARqvET8oJavZe621vL7jVT4t+phETxIX9rmIIcld58n5nf/7oD4ZB/DHw5otJdz9r9n0zklj/Ki+XPjgo6xZFd4JIMUNN182lUuOPvDoBxERkc5ACbl0KgnuePwhNx53w3Y1LrP/xa9KfGVNzquC1fhDftwauu44t8vNpPxX2FjxOSFbx/iUqbhN+J+c4dl/x9ogYDD7+fBkxqDBHJFzM8t37WJoZia901KZ/sxf2BazG4BXvviKe3afy6xRRx6qL0kOwlrLMb/5C74dIXCFBw6v2VpE8e4qJh/fl48L1tevHWDjg/zi49lkfRmDPxGsF+pX43KByYghNy+8qr4vGOS7L79KlS+85v6m4jLOeeZJ5l51La69N3k/WIy+ZHYVN0ylSE6sIS4+/KT5ze1fceuR5+wzTL096mpm8+y2JygOxgOwaPcS4rffz6y8G9tV75DULH499jT+uPQDfKEgVw2dyLTc5p+Mf1Eyl1e2vwRAka+I+9bcy92j7iHBk9js/Z3NjvLy/b63dPV2+vZNjyTj4R8gE3Txnw/nKyEXEZEuQQm5dCo9vKmkxp1Dje953MbitzGc0PMn+71/SsZYFpctrz8f0+NIzSPvRFzGxYCUfVewBlo07zY3OYnc5CQAFuzaFEnGw390hzyGO5e/2ikS8k1VRby9/SsSPLGcnTee5Jh4p0NyxB/mfERwcxDjNthGOe2Hy9bjHdH0140xUGv9eL0B6tz7/iqaNnIQrsiK6WU1NfXJ+B6FVdWsLy9hUFoGi9au566/vERluY+Rk3P5zdXfwrOfLeWSzXLuPOYjvCZITcDD3YtPwkZGxad64zG0LsE/mN0Vj9Un43tsrloQlbq/OXAM3xx48Hn2G6o2NDmvDdWws3YXA5K6xtD2047qy/3vLcHGhL83NiZEoEeI2HI3Q/tn43a7aPg0Jyx8TUREpPNTQi6dzoX9fsTmqlkU1q5neOokEjyp+713es5kYlwxLCxdRk5cJmf1PukQRiqH0pKylftc8yTv/8nZobK5qojLP7uf6mAdAG9tX8R/Jn2vU+0xvre7nn2Ll9cvJy7k5hfHn8AJU6Lzoca7K77GWw6+VAg2+vJNjGFcdh5PrFlYf81amNqrP2d818ff/rqeuKIQtZnhJCohJoabpjbsbZ6ZmEhGUgLFlQ2r7hNj6REbj88X4Gc/fRZ/ZLDM/Od2clfKc/zi4ov3ia+wdgNTcj4g1hVehdzrDXLagK95v+gIACZlDsW08on7wcR6epLhXtIkKc+NPbQLE/ZL7N/kPM4VT25czn7u7nyuHj2Nfy1YQE0M4Zw7LkRFNkzu358pYwcCMGFsL+YtCE9fMt4QPzx5mnMBi4iItELn/YtRDmv5iUPIT2zZoknHZo3n2KzxHRyROG1Sbj69NrzL9qrwNlUeE2R4evAgpTreuzsW1yfjAGsrdrK0bDNj0jvn08d/v/8JmzOf5LIhW1lTkcP1X1YxZ1AeuTnNb//VUoFgiAwTT6WnhpgKi3VBKMZAyDJyZC/O7HcEK0sL+ffK+YSClmOzBvLwyedgjOHYSTvYtH0NK4PxVIXgtIFD6JPa8EGcyxievOAbXPj8M5TW1EKM5RfTppMRn8DqDdvqk/E9li/ZDvvm42yu+rw+Gd+jT0Jp/X+/vX0xPzniDBI80Rtlk5T2M86sOoXZlcmUBePo7bWclnd71OpviYnpkyiqK+SToo9I9CTxzT4Xd5nh6gAJnlgySWRLQkWT69lDU5j16v3sqCynf24qN10+mYLyCs4aNZLBGV3nAwcRETm8KSGXbmPu4tXc/dRsghh++s0TOXa0VuTuDHb7ynl6/V8p9hVxfOZwJvW8uk1PIYemDGNGnp9V5ZuoC3jITdzNjUNv64CIWyfJ07AKuCcUZOjXlbz8+TPsGj+BU06bGfUnrq1hrWVVSRGBUIj31q1lR2UFfWLv5Tt9w9M8JqavZ0BKIR8tPZELcto33/aiB55kQbCExL5BEje4iSu1BGJChI4w3H3eaRhjuHnM8dw85vh9ymZl9CQroyfjDlD/oIwM5l/zPdaXl9AjNp6M+PDaEr1zMjBxFlvb8P+5d9/mP1zIjRvB5jIXHtOwRsXO2obEP2CD+EIBEoheQu5y9WBg3lzyfF8SwkO8d/Qh/5kwxnBGr7M4o9dZUanvs62beXDRPACuHT2BSb3zo1LvgVzYbxT3lHxaPyrd5Tc8v24RtVUxQBxlRTVs7fM6s2fdRlKMpi2JiEjXoYRcuoU5i+/j11/uJPbEagI1Hm58oZR/JF3K2MEd/4diVxQKhXj0b+/zzksLSUmL57s/PY0xk6L/AUbIhrh50S9ZWx2e3/m/khXcbu9hSu/9rwuwP8YYbh7+ez4vfpfKQBlHpR1LXsLAFpffVvkOO6o+ICGmF4PTriTGldTqGJpzRt443tq+iBW7tzL+szKWfdqPzcCnH86nfHcV37woOklQa9UFA1z15st8vGVj+EIIsPDsGQ1D/42Bo1K3kJLUvvm2a4qLWRAqAANVuS4qMy25xYZbL5zBaSOOIsYTnX26XcYwKC2jybXEhDh+eOsJ/O3Ps/FXQK9x8dx+ZTOPx4HeiaNIiz+Nkuq38Jgg1UEvcwqH178/I2cEad7oPzk2xkVcbPdYYGx9WQmXv/Ff/KHwhxpzt2/h3QuvoF9qjw5t93unHEftGwGe37aUBI+XSQO8PLWoYU0JG3JRtTuG2duWcXa/sR0ai4iISDQpIZcuLxjYyN3LNpMwOLzok9vrI31aITc+/xwf3fJjh6PrnGa/tpgnnv+EndPj8CfX8OVjz/CHpG9wwsjoboW0o6Y4koyHWQwfFCxjSu+21Rfrjue47NYnuFsq3mBh4a3156W1y5jc88GoPKlM9MTy8MRrWVX6BT+5d3aT996fvdSxhPz1NasaknELuIBg+HvQWAjDiH777gPfGsU1jeZ2G4OJgfTUVM466uALjkXDrCkTmDWlZQnv9F53Yu1v8QUL8LjSGJVdwEcFK8iJS+PMPCVyB/PF9q31yTiEV8Cft31rhyfkAD86fSY/YiZrKpbzyIpbgalN3rfGUMfuDo9DREQkmrQMqXR5oeA2fIlNkwxPXBBXXPV+SrTMiuICfv35B/x5waeU1Lavrs5mzcptbDovkeo+HvxpLkrHxPK9N18m0OgP7WhIcMXhommdobpAVNtoie1V7zU5L6qdhz8UvQXhPC43w9IGkJra9OekRw/nhquX1tU0nDQK44XV47CRz0iC1hBkCt4DLJzYEkfn5pIb1zDiwITgR6d13kW1jDHEenJwu2IZkdaH7w45iXPzJ+BxRedJfnc2IG3fxHtAWvohjeHjgnfJTqogJbOCPT/cbk+Q2NRapmWPOKSxiIiItJeekEuX54k5itS4Z/A1yjr8VR7OHNfy4cx7W11axNmvPkltMJw8vr5hFW+ecxmxzWzP1BWVZhuCgabJoj/BRWl1DVlJ0Ruyu6OkmvhdLmpyQoRw0SemjBWLh8LEqDXRInGepqtae0wiHld0hya73bl8/7ok7vpdHTU1sWRkVPPd65ofOn0onNx/MH+ZP5cKX2TBuUgSvqTwdPqknE5q3BcMSj+NE/qf0e624jwxvHLJpTw4fx5Fu6u4bMxoxuS1cRhEF1FeWcOrny8jBjenThxOatLhsdXdMb368OMJx/K3hZ8D8IOxkxjXs+O/18s2v8PWkkX0z5pIgqcnVb4QA/O2sT01nVDAhYkLkuHNpWfCoV3BXkREpL26R3YhhzXjSuKXYy7mJ/P+S8hjCdW5GeVJ4EfTLmlzna+vX1mfjAOsLStmUcEOjunZJxohO6bUV8W9K97l0x4bYCfQ6IGgCRkyEhOi2l5ej1RWrsonblMtWUkVzCvpyfjcQ7/6+LAe11Jau4Ry30rcJp7RWb/EZWKi3s6Uabfx9NGLKCzYTl6fY/HGpkS9jZbqk5LKy+ddwnMrlxLrdnPW4OEYDH1T03C7XMAVUW0vKzGR246fHtU6O6udu8s546W/U5nkwxWAf/9tLi9cfxVJCYfHYmLfHzuR746egDEG1yFYoO6thX/Al/YkpMDKuqfpsfsalpoRTMxcxRcWtlRlcXTaSG4/uv0fLomIiBxqSsilWxiVPYl3Zk0iFAphjGn33OAesfs+7eoR1/WfgP104bPML96A9YC3JgV/LFg3uOoMJ+cPqv/jOmiDvLb9JZaVLyE7Nodv9LmIHt7WD0tNiY/jlhOP43fvfcTm2jjyklK49+JZ0f6yDirWnc5xvZ+iJrATr7sHHlfHfS+TU44mOeXoDqu/NQb2SOfnk45zOoxu52efvkKhNdjyeMCyMb+EDxav4YxJ0dnPvSsIf6hzaJS5X6bxR4UFvhe4Y9zbrCjfwDl94xiYlOfobgYiIiLtoYRcuhVX5I/EdZVr+aTwY3rE9uDknFOJdbfuydWFQ0fyxoZVzN+1DYCrR45nSI/MqMd7KAVCQeYXbwDCq2vHD9pNws5kYiqSuGL8aK6bOqn+3rd3vM7L297AH3Kzku1srt7Ob0b+tlXt7fZtZkHRn8jovYvHrplO/8SLyUiKzsrmbWGMi4SYXo61fyjVBYtZVHAzpbULSPYO5ejs35MY09fpsLqN5eUl2NCehNRQW+ulBt9By81etY6Xli4nLT6O6449hl6pDSMo1lcu5eVt91PhL2VU2rGc0etaPK7oj+LoCNV+H0/OXcC/3v6S8mQ/vTNT+OOsUxkdpaHsQX/Tuf3BgJsYl4dRPdq3GKGIiEhnoIRcup2vShfyx1X343GF8AXdPL3hfzw56U/1yXpLJMR4eW7WRawqKSTR6yU/ufl9jbsSj8tN53RIngAAIABJREFUfmIGm6uKATAuOOeYIdw+6ux97v28eAF1oYZkYF1VASV1paTHtmwl5ZAN8r8dN1Lp3wpAuW89ybGpZHBhFL6Sw1dBwW7u/fPbbN5czJgx/bju+ycQG7tv0ra8+C6Ka8NzfMt9y1hceAuTez15qMPttrITUtlVXRg5C2+7NXXEgbcN/HT9Jr7331frz7/YtIU3r7kcr9uNL1TH05t+T22oCoCFpXPIjM1jatY5HfQVRIe1lruWPs1jq9fi97sI9YoDa9hQW865/32GZ8+9kAm989rdTlzlRYRS/4nLbQn4XWRzeRSiFxER6Ry0yrp0O/9a/29i3CGMgVhPEOOq5MkNrx684F5cxjA8I7tbJON7/H70BfRNzMBgOCZzIDcMO2k/d+79WZ1hV11Ri9upDRbVJ+N7FNR81bpgHVAd8LGsdBtlvs65qv6vfvkSX3y+jh3by3jj9UU8/NCHzd5X4Vu71/maqMdSUTuf9cU/Z3Pp3fiDxVGvvzP70dGNV5A3HNe7Hz1TDrxewPtr1jc531xazpqCcJ/aUbqtPhnfY1ft5qjE2lGstfx0wdM8vXYlgZALW+cG23TY+F/mzY1KW+cf/1161TxA3YbvMSD0MKdNdm6xRBERkWjTE3LpdqoDdZhGHzXFeoIsLlnHt9q+6Hq3MTy1F68c/0OCNoTb7P/zuOnZx7N2wxP15x7joVd8TovbiXWnE+dOpzZYUn+tR+yQtgV9iKzZvYtvf/YYxXVVxLo83DPufGb0HOZ0WPVCIcuK5dubXFu+fFuz92bEjafSv7bJeXv5QzXMLfwnBbUryfWmEeN7HggCUFbzPkf2fL1DFsrrjGbkD+TZU7/Je5vX0jsphUuGHXzNgN6pTRN2j8tFTnJ4CsdLT6yk9igvcRkNw977J3bu7btW7y7gk4Il1AUjs7vr/zmx4cTcQJwnetvIHTNqIoH3U3jq7s94PnYxl1wznRGjNQ1DRES6PiXk0u0MS+7DqqqGp1G762K5oF/nWGSrszhQMg4wPXsqu+qKmFPwMQnueC7v901SY1q+YrjbxDCt5x/4ouBOqgO76JM4neE9Lm1v2B3qz8tnU1wXfkpZFwrwmyVvdKqE3OUyDB6cy5o1O+uvDRmS2+y9w9Jvwhg3JZE55MPTf9Lu9j/adS+rdr8LgCdQQk9PsP69Gv9qanwrSYwd2e52uoqJPfOZ2DO/xfdfOu4ovty8lffXrCfO4+H2U2aQGdlicPvWcpZ/OpR+Z2/Bm+KnaGE6w388taNCj4q6YIBKn5eshEp2VaVgYoNYbxB8bjDgxvCzydHbi37Vsq385kdPYSPb9y3/ahMPvXojmTnO7WQgIiISDUrIpdv5ybBb+OlXP2FLbSV1AQ+jU/pyat5Mp8PqUowxXJR/Lhfln9vmOjLjjuT0/KeiGFXHKvPVNDkv7YTD1n9x+1ncc/ebbN5SzJjR/bjqO8c3e5/bFccRGT+LattbqxcCUOBLxu8z5CbvBsILBAJ43BlRba+7ifV4eOCCsyivqSUuxkOsp+HX7/jxA1nw5UZW/is8iuTIkXkkdPIt1Eb06MlR6f1ZUb6Gnsnl+AIxpLq81O5MZmS/XG6fMYPsxOgt4rhk3ob6ZBygtsbPqmVbycw5ImptiIiIOEEJuXQ7bpebP479E8FQHRgX7sNkGK20z9n5R7O4tGHe+zn5ow94fyBUSY1/KwkxfXF34DZqjfXunc6f/+LMSIMe3n5sLK/m6QWTqAvE4DFBvn/Ue0zstZ78tJuJ9RweK9i3V2p83D7Xzjt/PNZavvhiHb179eDKqzr/VnVu4+KhKZfy+palVPhrObn3CHolpHZYe/kDs5qcGwN5/br2zhciIiKghFy6Mbercz9h6kgrlm9jx44yRo7KJysr2elwuoQL+o2jrsLHi798Gc/6arJnFFM3pI7Y+H1/jkpqvmDRru8TtJXEuNIZk/tPUmIb5vwu3raDp75azKCMDK48Zuwh3bO5oxyfexO3vvModYHwr42AdXPvopP5ZWYKE1OvcTi6rs3lMlxw4TFccOExTofSKnHuGM7vN+aQtDVy4gCyp+axa+5WjNvFRdfNpO/A7EPStoiISEdSQi7SzTzx+Kf8+5GPAIhP8HLPHy9i2DA9vTyYz3Zt5IHr/kPiJ+GF6F5Y9Dp1VXXc8MDVTe4rqV3GJzu+T8D6icGDtSWsLrmbcT3/A8DrX6/k+nfeBDewDh5fspiPrrkqanE+s2wJd3/2Mf5gkFlDh3Hn9BMxxuxzny8Y5I4v3+XNzSvJjU/mzmNOYUxW27egSnBnU1HrCX9d9QwVlVotUTre7e+9x+fHFcLxXrBwf81XXEbnH0kgIiJyMF3/sY2I1PP5Ajz+2Cf15zXVPp55+nMHI+o6/r78U+KW7G5ybcF7S5qch6yfuTt/SMAGAIMfDz7c1AWL+d2Kh/jGZzdy66cvN0lat9buZtG2HVGJcXlBAbfMeY+y2lqq/H6eWbaUv81v/vv7yMp5PL12EeW+WlaVF/KdD1+gLhhoc9sel4uY2qaJv/FDbkxFm+sU2Z9lJTv458pP+GDHKkI2xDtVy7AGgkEXwZCLkvgKiqr1syciIl2fnpCLdDOhkG1yHgyGHIqkawnYIL5escTvbkhaew9tuop5bbCEur323A5ZF9t8g5hbvAgAfwDAQkIAExuEoIvVpQUc3btnu2N8f2PTvawNMGfjen4wYdI+9y4v3dXkvKSumsKaSvKS0trcfkbQRVFFiGCsxQQNMZWG/Hh/m+sT2Zu1lgvffJJ5JeH1HNyeIBcOGYF1WwJ1bmwo/BwhiGVtRTGZCZqSIyIiXZuekIt0I16vh/POb9hz2uNxc/75ExyMqOs4LT+fwqv7UNc3vECbHepl4q+PanJPvDuTRE/TYd95yaezrHpA/XmPzAqID+BK9WPiQpjEAC/s+gprm35Q0hZH5+y7zdkRmc3Pox2X1afJee/EFHJambz4Qz5e2vogd624hgfX/R/nj+uHp9pFbKkb724XaTF1jO53YqvqFNkfay2PLf0qkoxbXK4QoZDh2eXLGJ6aG0nG9/Qjw8PLFjgYrYiISHToCblIN3PNtTMYPaYfO7aXMmZsf/LztR1VS4zOymDUuALK/5VOvKuO9ORa4np5m9xjjJvJPf/K4qI/UBPYSe+kmQzvcQ3r6mazuGw1AJm9yqk0CVQ1yr8XFG+l0l9HsnffFbZbY2rfflx05CieWbYEC4zMyeH/pk1v9t5Lh4yhtK6aNzavJCc+idvHnUiMy93svfszp+C/fFHyHgDl/mKy83bz0xPO4KVFi8hOht+fezEx7h7t+ppEADaUl3LVuy+ybncxxFq8cX5M5JFBsNbFrsK6fcpU+TU6Q0REuj4l5CLdjDGGY47RQlutNTR5KEPTsthWsw2AJE8S49PH73Nfsrcfx/a6v8m1c/NOwBfyM79kGT3jshjmzeC1LYsYnbuV9Phqqn0J1ITKSGbfJ9yt9dsZJ/LbGQd/Ku0yhhtGTeWGUVPb3NaW6rVNzgvqtnLdpMlceezMNtcp0pzbPnmXdWXhBRXdrlB9Mm4tuONCbNlZhk0E4wqvY5AUU8vknuucCldERCRqlJCLiABel5dbht3CJ0Wf4Av5mJQxiXRveovKuo2bS/rO4pK+swAoraum3H5IfGwlAClxlTy+4X5uGv7rDou/I/RJGMTayoaF7bJj8/C62veUX6Q5myvKATABQ+ImqBsavr5nGUETBAJgjWFi/jpG5WylsMbNht3b6Z+iXSRERKTr0hxyEZGIBE8CJ+WexKxes8iIbftQ/x6xCfRNaboi+caq9awqLGpviB3CHwziCwT3uT4j+3yOST+J1JgMBiSO4Fv9ftrsFmsi7TUzPzyqx+WDxBUxmNrIGwbcRS4CnsiJNeSllBLrCVIRimddeXR2MBAREXGKnpCLHOYqfXX8Y8VcQjbEhQNH0zdZc4KjIdc7iIK67fXnRSXJPFmymF+d1LmGe//jo3n8/cPPCVnLlZPHcuPMKfVJd4zLyzl5Vx+kBpH2u+WY40mNjWPBzm1sXrKNHm+Cr08Q4zP4kj3QJ7xbRF5qCTlJ4e0JK+tiGZkxxMmwRURE2k0JuchhrKi2iuNeu5/ayP7UD6+ax5unXsXAlEyHI+v6Tsi8kFe/Xkl6jwp2VyTw9cq+DB/VeQYlra8o4tU1X/PA3PmYYHixt39+Mp8J/fpw7KC+Dkcnhxuv282NY6cAUDylit88/A6FJRWcecpIZh47jHc2readBR/Qu/9KgiEX60qzOTv/R63eOUBERKSzUUIuchj7/aI59ck4QMCGuGfJ/3jg2PM7pD1rLZ9se53tVas4ue+FpMX1OXihLqpPagaj4s7myc8WA5CeEM9lY0dHtQ1r7UGHkBdVVxECshMS66/N3r6Y6+e+RsBaGAhs92JKwivKby4pA5SQi3My0hL5803nNrl28bCjuXjY0dQGfkC5r4bs+CRNnxARkW5BCbnIYWxXTcU+17ZWlXZYe99846d8UZgFwJ+++gePnjCe4Zlnd1h7TrvjxOmcNmwIRVVVTOqbT3pCfFTqXVWyk//34nMUlPrJTPXy6DkXMCwrp8k91lp++ekHPLp0IQAXDDuS3x1/MkW1K7hz8WMEbFrDvdk+TImXGLeLif2774ck0vXFeTzEefRUXEREug8l5CKHsUsGjeHTXRtoWMvYclLe4A5p65318yPJuAUMu2pSuWfh6zx8UvdMyP2hAD9b9CBrq9YT746nV85lpCdEZ77rd157loLSIGAoKvfznVef5+Nvf7/JPV/s2MqjSxeSHVfBz0bNIdX7DPfN/YxS99dgmz4B97jdTBvSnysmjWVAVstWlhcRERGR9us8ExpF5JA7uc8wvj1sPG6XxbhCTOmZx3eGTemQttaUbNvnWrXf3SFtdQa/XPo4q6tWEsJHVbCc279+AH/IH5W6i3bXNTkv3OscYFdlJYmeOl6Y+ShTe65nVMYOLun3MANjC5mYvR4Xofp7bxo1nX9cfLaejouIiIgcYnpCLnKYu+Xok/jBiGlUB3xkxyV32LzMc4fM4Ik189hZGx4q7XX5Oa5X27cW6+xWVWxscm4JcMPc5/jV2LPJjEtsvlAL9cr0snFrQ0LdJ2vfvcEn5+VzTt/1xHkCTa5nm1oCKUX8vyGfsa2qB7U2jW8PndSueERERESkbfSEXOQQK6qt5P4V/+NPX89mY2Wx0+EAkBwTR058CsYYQtbywvKvueuj/7Fj975zzNuqV0oKvz3mm4xJ28notK1cOzzEtaPvjFr9nU22N6vJuT/o4t0tG7nhs5fbXfe/z7iEgflu4pP8DO7j5dGzL9rnnqyERK4ePX2f65vKMnn8s6ms3JxHlc3iumG3tDseEREREWkbY611OoZuxxizYMyYMWMWLFjgdCjSyVQFfJwz5x9siSycluyJ5aUZ19I7Me0gJQ+NkLWMeeB+yly1YMAE4MGTzuSkwdrrt7VK6ir57vx7KQ8U4g+62VmWSq0/Bhew6sKf4zoEK0Rb66O84CT8wTUAbKrowXXvX0BRbSKXHHMEd0w+GZfR57IiIiIirTV27FgWLly40Fo7tj31aMi6yCE0r3BjfTIOUBGo473tK7hicOcYMvzM0kX1yTiA9cD177zJSiXkrZYem8Szx97Gj+c+zUubNtRfH5BYCsEt4Mnv8BiM8ZKaPRtf7WxsqIwjs2bxSI8qeiUn0yM+ocPbFxEREZEDU0Iucgileved65vSzDWnLNlVEE7GwwuhA+C3wUMeR3HNAlaVvEVCTF+OyroYY7ru4m83Dw9RVLGJL0p7MyCxjDuHzSHoG4erlQm5P+RjbvGHVPp3c3SPCfSKb9kCbMZ4iI0/pf58RHZSq9oVERERkY6jhFzkEBqd3odz+x7Ni5sWATAxqz+z8kZGpe6KujoqfD56JiW1eWG2q8eM59lVS7ExDdcGJx26hdcq/CV8Vfgw/rqHMAZq/fD0yjlcPPzfhyyGxqy17V7kLj1+APePbDpP2+Xuu5+79x/HP9bdw+qKrwF4b9drXNb7p/z53eUs3raDEbk53HP2KfRKTWlXrCIiIiJyaEVl8qAx5vfGmPeNMVuMMTXGmBJjzFfGmNuNMc3+NW/CLjfG/C9yf40xZoMx5jljTIvHxxpjkowxvzbGrDDG1BpjyiKxnLaf+68wxtgDHNe29f+DyMEYY/jtmLN444TreHH6NTw85Vt43e3/XOzJJYsZ+88HOPaRf3Hpi/+lyudrUz0DMtK5dcJxeGoNrjpDP1car132rXbH1xLFtVtYse1UjuZvjImtJc0VfjKfHfcZq0r33TKtI31VuI0pz/+dgU/czZXvP0+lf99txVrK5Z1ITNIPCH/+GUNM0vW4Yye2qo6Cuh31yThAwPq5/c33+XzjFmr8Ab7cso1bX3+vzTGKiIiIiDOi9YT8RmAh8B5QACQCE4E7gKuNMROttVv23GyMiQOeB2YBq4CngAqgFzAVGAKsPlijxpg04GPgSOBr4MFI22cCbxhjbrDW3ref4q8Ai5q5/uXB2hVprwHJmVGrq6i6mjv+N4dgZIHGuVu38Oiir7huwjFtqu+qCeO5asL4qMXXUttK72RE7E4A3MAgj5+vfC7qQh4q6gIHLhxFwVCIi998khpXeFuxOdvX8dt5b3PXlLPaVJ8xBk/S9bgTr8ZlYjEmttV1xLr2ndawq6zpgpwrC4raFJ+IiIiIOCdaCXmKtbZ274vGmN8CtwA/B77X6K0/Ek7G7wJus9aG9ioXQ8vcQTgZfxG40FobiJTPAuYB9xhj3rLWrmmm7MvW2kdb2I44wBfy8UnRZ1QFqpiQPo6cuBynQ+qUiqqr6pPxPXZWVjoUTdslUNjk3G0gBsuHO07g15PzDlkcX63fUJ+M7/HR+kXQxoR8Z/m9FJTfh8WSnXINuak3t3oYfJo3nRNzzuS9Xa8CkBWbw+R+/Xhj2br6eybk925TfCIiIiLinKgk5M0l4xHPEU7IB++5YIwZCFwLzAdutc3su2at9bew6XMjr/+3JxmPlC80xvwR+GukrZtaWJ90EiEb4p5Vf2ZVRXigxGvb3+COEbfRK76Xw5F1PoPSMxiSkcHq4vCe5gY4dfDgAxfqhDKTzoPK+fXnFYE4Vlfeyc/Hn06M69At6uarK8dTbgikNvzTlBVs237sVXXzWbDlId7YPonk2BqmZT/JtLgpJMdNbXVdZ/a+kPHpU6gIlNMvcTC+QZAY8yGLt+3kyJ45/PzEaW2KUURERESc09GLup0ReV3S6NpFhOeu/wdIMcacAfQBioE51tq1rag/N/K6vpn39lybuZ+yRxtjfgjEAduAD6y1W1vRtnSgLdVb65NxgLpQHR8XfcqFfb7hYFSdk8fl4vFzzufBBfMpqanh7GHDmdyn47fUira05IuoooraqqfAlU5m5m+5os/QQx7HuKFHMvyZ/7K6Oo1ggiWxNMS3z9rdprre37SU/5RMxZsSpIwE3qyKI27Xx8zsG07IQzbUqn3Ae8bn0ZPwaAFvLPzm9BPbFJeIiIiIdA5RTciNMT8GkoBUYBxwLOFk/HeNbtszOTUVWAc0XvTNGmMeAK63tkV7LRUBPYH+wPK93hsQeR22n7I37HUeNMY8BPzwAE/8mzDGLNjPW/trU1oo1r3vPNtYV+vn3h4ushITuW3a8U6HUW9R4YesKV/GsLQJjMxs+Xz0xOSrSEy+qgMjOzivx8sDN53H4+/dR22tj/HHeTj5iPvbVNcD61eTlhb+p8xiKA0k8r/SlYztWcmdK/7DkrK19EnI4Zbhl9E/SaM/RERERA430X5C/mOg8UTft4ErrLWNJ4dmR15/BcyOlNkITCC8KNv3gELC88MP5nXgO8AdxpiL9iTxkZXdfxS5J9YYE2+trYmcbwB+ALwLbCX8wcCxhOezXwOkABe37MuVjpIbl8PM7Om8X/BB/fmM7OkORyUt8cK6+ygKvADAp0XPsbrsWs4bdJHDUbVOXtpYfv6N/xzwHn8oyFPrvmTV7gLGZeZzTv6ofeaGG3fT2TcWQwC4d9V/eW/zDgLBFMqqy7jpqwfoG5+Jz2xlUHI/ruz/LVJjtIWZiIiISHdnmpnC3f5KjckBJhN+Mp4MzLLWLoy8N4/wU/KtwJBGiTLGmKMIr9ZeBWRaaw+4d5MxJhf4HOgLLAPeBxKAswiv2t4zch7bgrr6AIuBHsDR1trFrfyyG9e1YMyYMWMWLNjfA3RpCWstm6o3UxWoYnDyILwur9MhdWsff7mWOXNXk5WexKVnTSAlad+VvVvir8tPxOtu6G5FVVncOua/0Qqz07h94Zs8vaGhj9888gS+PWRSk3uu++hflHgb5sV7TYBv9TmFm+evYbev4d/ejKRKSqoTOa/XAmZmr2KLPYP/N+jujv8iRERERKRNxo4dy8KFCxdaa8e2p56o7EO+N2vtLmvtS8BJhIekP9bo7dLI69uNk/FIucWEn2AnA8Nb0M5Owsn9fYS3O/se4WT8deAEIB4oP1gyHqlrC/Bm5FSrI3UCxhj6JfZlROoRSsY72K/ffI9rXnmJ1xYu54lX5vPj371IWz+sC4Wa/rMSCLVuRfGOVFBdSXldi2akHNSrW5Y2Pd+8dJ97/jr1KjJ84wjUefAEDOf1PJPR6ac3ScYBKmvD0zFmFwwnK6aSIz3PEwy1bSE5EREREek6OnRRN2vtJmPMcsILqGVaa4sI7zt+ElC2n2J7Evb4FrZRSHg+eJM54caY6YQXnJ7fXLn92DO0PrEVZUS6tFNffIRVdTvhCKgdCsnzvCxbvYNdxRXkZrZ+2HSq+xxq7dMYA/6gi16x53VA1K3jDwX5wYev8vam1WAhyR/H76edwunD2rZonN+/mR8PmEOZ389/tkygLJBIZlzSPve5jOFv067eJ5Ye3nhKfQ2fR/qCbjDgdYXnm3tdAeoCm0jwHtmm+ERERESka+iQJ+R72bNS0Z5F2t6PvO7zl6YxJpaGLdI2trPd70Ren2xFmWMir82t2i4OqwsGWFFawG5fdJ5wCmwpL2Vl7c6GC26oODKAN8bd5iHrVwy/liEJdxGsu5ThSX/gOyO/GaVo2+6ldV/XJ+MYqPTWcuPbb7CjovVPoUtKV7Bpy1SmpS/hzJwVPDH6CQYmuvjZqBNaVD7G5ea+SeeRE5cMgMuE55a7CHFJ3heRa2nEevq3OjYRERER6Vra/YTcGDMMKIsMH2983QX8mvAibp9Za/c8+X6LcMJ7sjHmRGvte42K/YLwImsfNq7PGJNKeD54ubV2x15tJFhrK/dq+yrC26stYq+E3Bgz1Vr78V7XDPAzYBLhldvfbt3/Beloa8uLuOyDp9lZU0GCJ4a/TjmH6b0GOR1Wl/fihq8xBqyF+vXI3HDzNSeRENf2aQIz8iczI39ydIKMgh1VkcS70ej5ACE2lpbSMzm5xfVsKCzmvlfv5cRjMhgZuwNrId4d5D/H+MlOyT54BRETs/vx8azr8YWClPqqWVayg3TXOyRYFx73eHql/R9ulwbqiIiIiHR30RiyfgrwB2PMR4S3MSsmvNL6cYS3HttJw9NqrLU+Y8zlhFc5f8sY8xKwifBc8GmEh403HeMJ5wD/Jrx3+RWNricAu4wx7wF79i+fSnjF9nXAOdbapsscw0fGmNWEh7JvI/wBwBTCT+yrgUustW3bdFg6zO8Xf8DOmnBSVR3wc9v8t3jr1O9grSU1tkWzG6QZAYJNknFrYUrPvpw67QhnA4uyE/oM4r7FnxLcMy8+CKmuOIZnZe23jLWWNbuKyUpOpEdiPKtLizjr9ceoNgN5cd5ALu0/j2sGfwqA27R+Sz5jDLFuD7nxKeT2TgGGAte34asTERERka4qGgn5bOCfhJPao4A0wqukrwYeB+6z1pY0LmCt/cQYMw64HZgeKbMrUs+vrbVbW9h2HfAM4W3LToxcWxep9097PzmPuIdwwj4DSAdCwGbg/kgZDVfvhIprq5qc76qp5Ojn/4TFcOngMfxi7Ezue/tjPnxrGb1SUrjn5xeQnKxE/WCO7dmfv339KTYylDvWePjbzLOdDivqRmTk8OwpF/O7eR+yqbSMgfEZ3Hr68aTFN/8zsqu8gnP/+gCVRTEYV4hhR8aS1b8v1TZQf89TG8ZxSf8v8Vcm0zP3ukP1pYiIiIhIN9Ih254d7rTtWfQ9vmYBt3/5Tv25tYBtGH98pD+bwrcLqellcFdD0vYg7z73E+LiYhyItmt5c/NKnli9kMQYLzeOnMoR6TlOh+S48//xd9asrKN+0jmWuuEBavb6cbqmfAc/+u7txMWlORCliIiIiDglWtuedegq6yLRcumgMfTwxjO3YBM1fj8vbVjW5P01OwupPc5dP/a6Jsdw84Mv8JcbnF9QrLM7LX8Yp+UPczqMTqW4ajcQS8Okc0OCv466mDhChD/EPDF9AD+97CY8HrdTYYqIiIhIF6eEXLoEYwyz+h7BrL5HsKu6gtlb11LhrwMg3h2DzxNsMhG6pqeLbVXlLa6/vKaWl79aji8Q4IyjhpOb2vKFvqT7GZrfk7lbitmTkMcm1VFd62VMam/OGDuM3knJzOwzCJfpPHusi4iIiEjXo4Rcupy4mCD/mXEeT65ZSsharhg6ju+/8gqbfZElA4yBoOW6s2a0qL5af4Bz//I4BQXh8g99MJ9Xb7ycnJR995WWw8P9532L86v+QlHBblyeENUeD77KJK4cO5bTj2jb3uUiIiIiIntTQi5dRiAU4C+rb6ewbiW+kIeJvU/ngvzLAHjugks48elHqAj6wVpmDRzE9EGDD1Jj2Ivzl1G4oxJX5LymxMfTcxfxw5OP7aCvRDo7t8vFS1fcSGlNDe+vXse28t1M6pvPhL55TocmIiIiIt2IEnLpMl7Z+g9i7FzyIjtMLSt7gXHpExiQNIzcpGQWXPl9VpcWkZ2QRHbfChj6AAANTUlEQVRCy/dw3lJQ1nh7agxQXF4d1dila+oRH8/5Rx3pdBgiIiIi0k25Dn6LSOewo+YTXI0y56yYClaUz68/97rdHJmZ06pkHGDmiEH7XDtn3Ig2xykiIiIiItISSsily0iNabq1lAWGpAxvd73jBufxo7OmkhjnJSnOy83nHc+YAb3bXa+IiIiIiMiBaMi6dBkn9fwhz2/6ARAEID1uJIOTx0Wl7stnjOPyGdGpS0REREREpCWUkEuXkRM/jCsGPsWmyvmkeHuRwjB+/thbLNu8k5F9c/nZedNJSYhzOkwREREREZEWUUIuXUpSTBYjepwGwE2PvMbsxWsB2FxYhrVw12WnOhmeiIiIiIhIi2kOuXRZizZsb3L+1fptDkUiIiIiIiLSekrIpcsa1ju76Xle9n7uFBERERER6XyUkEuXdftFJzJpWF9SEmI5dng/fnHBTKdDEhERERERaTHNIZcuKzs1iX9891ynwxAREREREWkTPSEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHKCEXERERERERcYASchEREREREREHGGut0zF0O8aY4vj4+PThw4c7HYqIiIiIiIhE2YoVK6ipqSmx1ma0px4l5B3AGLMBSAE2OhyKdA3DIq8rHY1CpHNQfxBpoP4gEqa+IJ1RP2C3tbZ/eypRQi7iMGPMAgBr7VinYxFxmvqDSAP1B5Ew9QXpzjSHXERERERERMQBSshFREREREREHKCEXERERERERMQBSshFREREREREHKCEXERERERERMQBWmVdRERERERExAF6Qi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIgdgjIkxxtxgjPm3MWaRMcZnjLHGmKsOUGaKMeZuY8x8Y0yhMabOGLPBGPOQMWbQfto4xxjzsDFmmTFmtzGm2hiz1BjzK2NMchvijjfG/NIYs8oYU2uMKTDGPGeMGX6QciONMY8ZY7ZE4i4wxnxojLmstTFI93O49YdG5acZY4KRr/U3rW1fup/DoS8YYxKNMZcYY54yxqw0xlQZYyqMMV8aY24yxnhb2750T4dDf2hUJt0Yc68xZmMk5u3GmEeMMXmtbV9kD2OtdToGkU7LGJMGlEZOdwE+oA/wHWvtQ/spsxPIAj4DFgABYBIwGagCTrTWzm10/zBgReS9D4DlQBJwMjAQWA1MsdYWtTDmWOB9YArwJTAnEvM3IvHPsNZ+0Uy5K4CHgGrgdWAjkAYcCWy31n6zJe1L93U49YdG5ZOBJUBmJI7fWmtva0nb0n0dDn3BGHMK8BZQEml/LZAOnAHkRr6Omdba2pa0L93X4dAfImUyIvEOidw/HxgGnAUUAJOstetb0r5IE9ZaHTp07OcAvMCpQM/I+R2ABa46QJmbgV7NXL8lUnbpXtd7A98DEptp+/VImb+2IuafR8o8D7gaXT8rcv3rxtcj700k/MtwEZDbTJ0xTn8vdDh/HC79Ya/yjxBOSPbE+xunvw86nD8Oh74AHA1cAnj3qieZcAJlgZuc/l7ocP44HPpD5L0HI+/9aa/r10euv+3090JH1zwcD0CHjq50tOSXzAHKugk/fbZARgvLTG7uF9MB7jfApkiZ/s28/1Hkven7uX6k0/+PdXSdo7v2h0bv7/nD7FLgCpSQ69jP0d37QjP3Xxy5/zWn/9/r6HxHd+wPQGIkrkogea/7XcCGSJkBTv//19H1Ds0hFzl0LOGn0ADBFpbxR14DB7yrwUAgH1htrd3QzPtvRV5n7LkQmfc0lfCQra+NMdONMT+OzBGcaYzRvxPSETplf9jDGJMN/At42Vr7RAvbE2mLTt0XotS+SEt11v4wCYgHPrXWVjS+2VobAt6NnE5vYQwi9TxOByByGPkG4aF+n1try1pY5srI69stvH9o5HX1ft5fE3kd0uja+EbvzQGO36vMUmPMudbatS2MQaQlOmt/2OOfhJ96XNvCtkTaqrP3hWi0L9JSnbU/RLsPidTTky+RQ8AY0x/4K+FPb29qYZkzgWuArcDdLWwqNfJavp/391xPa3QtO/J6ATAcODdSzyDgcWAk8IZW1JVo6eT9AWPMlYSHq3/PWrurhW2JtFpn7wv7af/7wCmE1xx5pIXtixxUJ+8PUetDIntTQi7dXmRrCtuKI6rDUyNDX98ivJroDdbaz1pQZjLwFOHVRM+z1pYepEiLw4m82kbX3I1er7LWvmSt3W2tXQdcTngo+xDgvCjFIA5Sf2hadeS1vj8YY/oB9wLPW2ufi1I70gmpLzStOvJqD3iTMecS7h87I+37D3S/dB3qD02rjrwesD9EoYwIoCHrcnhYB7RmW5bt0Wo48gtmDuGhTjdYa//egjKTCP9SCgGnWmvntaLJPZ/Qpu7n/ZS97oOGrUrqgDcb32yttcaYV4BxwATg6VbEIp2T+kOD5vrDI0AN4dV8pXtTX2jQXF/Yu/2zgWcIb+803Wp7p+5G/aFBc/2h3X1IZH+UkEu3Z62d6US7xpiehPe4HAZc18JfMFOBNwj/gjnZWvt5K5tdFXnd3xymwZHXxnOg9pSpiCxMsrc9CXt8K2ORTkj9oYnm+sMYwn9wFRpj9i0BtxpjbgVesdae3cp4pBNRX2iiub7QuP1vEH4SuZPw/sxrmrtPui71hyYO9LdSm/qQyIEoIRfpAJGVy+cQnod9rbX2ny0oMwN4FfAR/gUzvw1NrwM2A0OMMf2bWT301MjrnEbXlgBFQKYxJqeZObNHRl43tiEeka7WHx4DEpqpazAwjfC82QXAV22IRw5zXawv7Gn/YsL9Yht6Mi5R1MX6w+eER09NMcYkN15pPbIbzUmR0w/aEI8c5jSHXCTKjDH5wIeEt9X4dgt/wZwEvE54uNjMlvyCMcYMNMYMM8bE7LlmrbXAPyKndzfesswYcxbh7c2WR+LbUyYAPLifMiMJ778cAP57sJhE9tYF+8P11tqr9j6Af0dueSNy7f6DxSTSWFfrC5H3Lie8uOdmYJqScYmWrtYfrLWVhPtCIuF91hv7PtAPeEd9RNrChH8mRWR/jDE/IzyUCuBo4CjgMxq2uPjEWvtQo/s3EP6HeQHhXxzNedRauzFy/1DCT93igBeAZc0VsNbesVdcG4G+QP89dUWuxxL+VHcy4QXZ3ie83+Y3CH+iPMNa+8VedSVE7ptI+Mnf/wgvrHIe4aHqN1lr/7Sfr0UOI4dDf2iOMeYKwkn5b621tx3sfun+untfMMZMB2YTfnjzCLClmebLrLX37udrkcNId+8PkTIZka9pSKTsPMK705xFeG2FyZEFcUVax1qrQ4eOAxyEk1N7gOPRve4/0L17juMb3X98S8o0E9fGyHv9mnkvHvgl4V+EdUAh8DxwxAG+zgTCn/qujJQpJ/zH2KlOfw90dJ7jcOkPzdRxRaT+3zj9PdDROY7u3hca/cwf6Njo9PdBR+c4unt/aFQmHfgLsIlw4r6D8AdWeU5/D3R03UNPyEVEREREREQcoDnkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg5QQi4iIiIiIiLiACXkIiIiIiIiIg74/1BdcGavmOarAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 481,
"width": 498
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,8))\n",
"plt.scatter( df.lon, df.lat, c=np.log(df.idle_hours+0.01), s=2 )\n",
"plt.title(\"all bike idles, colored by duration\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get some features"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"X_raw = df[[\"lon\",\"lat\",\"hour\",\"weekday\"]]\n",
"y = df[\"idle_hours\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll be using a KNN regressor, so it seems reasonable to standardize each feature first."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"scaler = StandardScaler().fit(X_raw.astype(float))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"X = scaler.transform(X_raw.astype(float))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, shuffle=True, test_size=0.25, random_state=1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.39198435, -0.75880553, 0.50929103, -0.44101576],\n",
" [-2.48847559, -2.22244665, -0.41761865, 1.76577299],\n",
" [-0.8910302 , -0.3753533 , 0.13852716, 0.66237862],\n",
" ...,\n",
" [-0.29771287, -1.54053418, 1.06543684, -0.99271294],\n",
" [-0.29019387, 1.44406824, -0.78838252, 0.11068143],\n",
" [ 1.23411217, 0.23342653, -0.04685478, -0.44101576]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Find hyperparameters"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"model = KNeighborsRegressor()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"gcv = GridSearchCV( model, param_grid={\"n_neighbors\":range(1,20),\n",
" \"weights\":[\"uniform\",\"distance\"]}, \n",
" verbose=1,\n",
" cv=3,\n",
" error_score=np.nan)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 3 folds for each of 38 candidates, totalling 114 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
"[Parallel(n_jobs=1)]: Done 114 out of 114 | elapsed: 5.0s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=3, error_score=nan,\n",
" estimator=KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" metric_params=None, n_jobs=None, n_neighbors=5, p=2,\n",
" weights='uniform'),\n",
" fit_params=None, iid='warn', n_jobs=None,\n",
" param_grid={'n_neighbors': range(1, 20), 'weights': ['uniform', 'distance']},\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
" scoring=None, verbose=1)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gcv.fit( X_train, y_train )"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'n_neighbors': 17, 'weights': 'distance'}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gcv.best_params_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run model on test set"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"model = KNeighborsRegressor(**gcv.best_params_)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" metric_params=None, n_jobs=None, n_neighbors=17, p=2,\n",
" weights='distance')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit( X_train, y_train )"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"yhat = model.predict( X_test )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspect results"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.617676191957144"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"((yhat - y_test)**2).mean()**0.5"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"RMSE off by 3.62 hours. That's not...ideal. On the other hand we're delivering point predictions for a stochastic outcome, which isn't fair."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay check this out though. The first prediction is:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.41431618764818795"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yhat[0]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.017777777777777778"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_test.iloc[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not perfect, right? Here's the thing, though. This `yhat` prediction is two things at once. It is a point estimate. It is _also the beta parameter for the estimated distribution of_ `y`.\n",
"\n",
"Which means the guess `yhat` can be looked at like this:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 277,
"width": 401
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"t = np.linspace(0,2)\n",
"pdf_t = scs.expon(scale=yhat[0]).pdf(t)\n",
"plt.fill_between(t, 0, pdf_t)\n",
"\n",
"plt.axvline(x=y_test.iloc[0], c=\"red\", label=\"actual\")\n",
"\n",
"plt.xlabel(\"idle time t (hours)\")\n",
"plt.ylabel(\"pdf(t)\")\n",
"\n",
"plt.legend()\n",
"\n",
"plt.title(\"Estimated distribution for single idle time vs. actual idle time\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"dist = scs.expon(scale=yhat[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With this distribution estimate, we can make confidence statements about particular outcomes. For example we can say that we're 95% confident that the idle time at this time/location/day of the week will be less than 1.24 hours."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.2411803747935277"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist.ppf(0.95)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or what the probability will be that the idle time is between half an hour and an hour? (About 20%)."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.20965956300212107"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist.cdf(1) - dist.cdf(0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, given our confidence intervals, what's our estimate that the outcome will be between 0 and the observed outcome?"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.04200116892467239"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist.cdf( y_test.iloc[0] )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case, about 4%. Does that mean our confidence intervals are way off? Maybe; maybe not. Something happened that should only happen 4% of the time. That's fine, as long it only happens about 4% of the time. Does it?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can find this quantity - the chance of the outcome given our predicted distribution - **for every outcome**."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"prob_outcome = [scs.expon(scale=yhat[i]).cdf(y_test.iloc[i]) for i in range(len(yhat))]\n",
"prob_outcome = np.array(prob_outcome)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What fraction of predictions have a 5% chance of occuring?"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.08788732394366197"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(prob_outcome < 0.05).sum() / len(prob_outcome)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"About 8%. Not bad."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"pspace = np.linspace(0,1)\n",
"cal = [(prob_outcome<p).sum()/len(prob_outcome) for p in pspace]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Fraction of idles with this outcome')"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 440,
"width": 443
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(7,7))\n",
"ax.plot(pspace, cal)\n",
"ax.plot([0,1],[0,1], c=\"grey\", linestyle='dashed')\n",
"ax.set_title(\"calibration curve\")\n",
"ax.set_xlabel(\"Predicted probability of idle time between 0 and outcome\")\n",
"ax.set_ylabel(\"Fraction of idles with this outcome\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare this to the calibration curve resulting from always predicting the same distribution, based on the mean idle time in the training set."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"beta = y_train.mean()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"prob_outcome = [scs.expon(scale=beta).cdf(y_test.iloc[i]) for i in range(len(yhat))]\n",
"prob_outcome = np.array(prob_outcome)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"pspace = np.linspace(0,1)\n",
"cal = [(prob_outcome<p).sum()/len(prob_outcome) for p in pspace]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Fraction of idles with this outcome')"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 440,
"width": 443
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(7,7))\n",
"ax.plot(pspace, cal)\n",
"ax.plot([0,1],[0,1], c=\"grey\", linestyle='dashed')\n",
"ax.set_title(\"calibration curve\")\n",
"ax.set_xlabel(\"Predicted probability of idle time between 0 and outcome\")\n",
"ax.set_ylabel(\"Fraction of idles with this outcome\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This lends support to the notion that the KNN strategy for estimating the beta parameter is pretty alright; it produces well-calibratred distributions."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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