{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# missingno\n", "\n", "*missingno* represents missing values in dataframe."]}, {"cell_type": "markdown", "metadata": {}, "source": ["[documentation](https://github.com/ResidentMario/missingno) [source](https://github.com/ResidentMario/missingno) [installation](https://pypi.python.org/pypi/missingno/) [tutorial](https://github.com/ResidentMario/missingno) [gallerie](https://github.com/ResidentMario/missingno)"]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
run previous cell, wait for 2 seconds
\n", ""], "text/plain": [""]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## example\n", "\n", "Taken from [NYPD-Motor-Vehicle-Collisions](https://data.cityofnewyork.us/Public-Safety/NYPD-Motor-Vehicle-Collisions/)."]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": ["import pandas, os\n", "if not os.path.exists(\"NYPD_Motor_Vehicle_Collisions_sample.csv\"):\n", " # the full file is 153 Mb\n", " df = pandas.read_csv(\"NYPD_Motor_Vehicle_Collisions.csv\")\n", " df.sample(10000).to_csv(\"NYPD_Motor_Vehicle_Collisions_sample.csv\")\n", "\n", "df = pandas.read_csv(\"NYPD_Motor_Vehicle_Collisions_sample.csv\")"]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [{"data": {"text/plain": ["Unnamed: 0 int64\n", "DATE object\n", "TIME object\n", "BOROUGH object\n", "ZIP CODE float64\n", "LATITUDE float64\n", "LONGITUDE float64\n", "LOCATION object\n", "ON STREET NAME object\n", "CROSS STREET NAME object\n", "OFF STREET NAME object\n", "NUMBER OF PERSONS INJURED int64\n", "NUMBER OF PERSONS KILLED int64\n", "NUMBER OF PEDESTRIANS INJURED int64\n", "NUMBER OF PEDESTRIANS KILLED int64\n", "NUMBER OF CYCLIST INJURED int64\n", "NUMBER OF CYCLIST KILLED int64\n", "NUMBER OF MOTORIST INJURED int64\n", "NUMBER OF MOTORIST KILLED int64\n", "CONTRIBUTING FACTOR VEHICLE 1 object\n", "CONTRIBUTING FACTOR VEHICLE 2 object\n", "CONTRIBUTING FACTOR VEHICLE 3 object\n", "CONTRIBUTING FACTOR VEHICLE 4 object\n", "CONTRIBUTING FACTOR VEHICLE 5 object\n", "UNIQUE KEY int64\n", "VEHICLE TYPE CODE 1 object\n", "VEHICLE TYPE CODE 2 object\n", "VEHICLE TYPE CODE 3 object\n", "VEHICLE TYPE CODE 4 object\n", "VEHICLE TYPE CODE 5 object\n", "dtype: object"]}, "execution_count": 5, "metadata": {}, "output_type": "execute_result"}], "source": ["df.dtypes"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": ["sam = df.sample(250)"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"image/png": 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"text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["import missingno\n", "missingno.matrix(sam)"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["try:\n", " missingno.heatmap(sam)\n", "except KeyError:\n", " print(\"Maybe a mismatch between pandas and missingno.\")"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"image/png": 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M7VuSeLS9P7AfcAVQrcfXWzcV1757gdUJn+FbgEeBP4BN3P3rivPaufvo9Lq7u/+vwJi7ZVYw6fvBxELSrcAh7v5Lei/LAm8TSWOLEt7s7wA/ADtlVjaZFU5R8QshmiaaKwohpiQS2IVohqQV9seAaYG93P2ZtL0xk4STgF7ptSYHLRyNleJRnxeP+ly0BsxsWcIj+0LgOHf/I23PC6F90v6lgX7u/l7l50C0PvLZ22Z2H7Aa8BORub62uw+rOL4LcU18191fLjjWuYDngZ3d/a7c9sEpphuAeYG+wJbA6+4+MtkmLZm2dSCscMYWGbsQoumiuaIQYkojgV2IZoqZ7QKcSGTqnODuT6XtlZOE/E3VdcSNx++Ej+YbxUcuikZjpXjU58WjPhctGTObDngCmAuY092H1nGcASsAdwDPAhtn4rto3VRc+24DNgJOA05391+za2US188HNiMyPb8oOM6FiCzRfwBbuvv9uX2DgR2AEcBAd38kbR8niKXvs/cy3nYxPvn/j8ryF60BzRWFEFMSCexCNGPMbCtgEPAmcHw9k4Rxk2YzOxe42t3fLCNmUQ4aK8WjPi8e9bloqZjZtISf9EnAW8Cm7v5LPcffBcwDzC/RrHVRIZrWJxrdQ9jFHAMMTrYr3Qh/4S2Aldz91eLfAZjZwsAZwHLEWM+L7BcA2xKZ7Me7+3fZNb3i2q4nNyYCk0e9aCVoriiEmFJIYBeimWBmnYAdCY/JIe5+Ytq+BXABE04S8o+3zUXcLN3q7u+VEb8oDo2V4lGfF4/6XEwqzUl4M7P5gO/d/X9m1pnIOh4E/BfYzN1/rji+nbuPNrPDCJ/tBYAfJbK3DsxsKuAs4CZ3fzptq09kzzzZjyYE68OIDPHCLBDqWhAws38Cp1O7yH4JkWF/E5GF+m1z+lw3BcysF7AG0Y89gB+Jgrb3e87/XojmjOaKQogiaVN2AEKIhrGoWP4ksDUwA/CKmXUHcPcbgb2BhYFjzWzFtD2bHPQhsoCOBUYWHrwoFI2V4lGfF4/6XEwKZjanmU0PTFV2LI3BoqDpa8AGAO4+nLB+2RdYHLg5ZbaPI4nr7YCVgGfd/XuJ662KNYHdgEPNbGmAZJVi2QHuPsbM2qbXA4CHievhfURmeL+ixPVEexiXLTou1mTDcCjwHHCLma2dew+7EeL6xsC5FkVYJa43EouCyLcTiyljgPeA2YAbgX+Z2eIlhifEZEFzRSFE0SiDXYgmjoUX5svAt8DBwFu5zKN8pk9+Jf4Yd3/WzHoD5wD9gRXkGdey0VgpHvV58ajPxcSQstf2ILJ0FwdGEePnene/tczY6iOJ648BFwFHuPuI3L46M9mTOLkiIQxc7u6XFh27KBcz24nwVv8vUQz3xbS9PvuDh4FVgYXd/e0CY10IOBU42HMFeWvJZD+NyGRf3d1fyJ1/EzANUahVC0mNIF1b7iXE9Gty46Mvkc1+IvAgcFTBCy1CTDY0VxRClIEEdiGaMBbVzi8mfFR3cPdP0/ZaPSZzk4Q3iMc8NwAGENlImhy0YDRWikd9XjzqczExpOy1+4gM2a+BV4BehJd5D+Bodz+5tADrICeuXwgc6e4jcsJj5jXdBdiQGpF9Uw8P7V7A9cBwQnRUgcdWQsV1cBdCuH6F+kX22YARyYJoFq+jeO4UjPkgwgP+eWBfd/+wDpF9UeLzMDOwlLv/kPsZE/ivi9oxs+WAR4F/EdY6v9ZyzM7E/9mrgN1dvuyimaG5ohCiLCSwC9GESVlqzwO3AafWNcmtmDBsBZwNdCdusFfU5KDlo7FSPOrz4lGfi8ZiUazxNWAIkYn5Um5fP8JmZSCRsXZSOVFOiJktCzxOiInHufsfOQFxfmAt4AJ3/6sik/0VIkvvX8DUwCLJCmScn6xo+TRGZM8d25cQlf4AtnL3USXFeTBh1fARsGdtIruZtSG8kP8FbODuj9v4XskS1xsgZeV+Sgjsm2Tiei2LLgacABwJDPCc970QzQHNFYUQZSEPdiGaNvMDCwL3pBvlWj+z6ca7c3p9PVGkaihRpEqTg9aBxkrxqM+LR30uGiRld78BvA/smInrFt7kuPuzwHHEzfcJKXutdFI28a3Al+5+UBLX26fxvCjxCPu0wFgY58l+O7AP4SP7BiGuL5o+H20lrtdNEhKz1832nihlawLjrn1t0utLgcOBJYDj0uJNds6cRAHRlYHTChbXFwN2N7OpU5xnElZIcxP+3/NWiutJBLsf6ALMms4bN7YlrtdNbpxXEeL6IsCqVuPDP162Xfr+VuB/pPoP+c+KEM0AzRWFEKXQbCeTQrRkchOB4YADC9VzbDbpndPMjgBw96uA+d39nSkaqCgdjZXiUZ8Xj/pcNJYkGl1JWMGc4e5fWsLdR2fHufu7hMfq18BOZjZNKQGPTzvCG7mvmZ0O4O6jzGwJ4CngCuDkfDaeu/8J3EnYbPybyFwfncR1WTvUQ15YzGUxNot7IzObysy2hxCa83HXIrIfRojsx5jZ0mY2A+HRvyawtLu/VmDcVcB2ROb8NulJE9z9dEJknwu4KCeyt03vpy1RW+Bz4OOi4q2kuYyPCrKFjE+AXYgnGi4HNsgWHStx97eAD4GZigpSiL+L5opCiLJpjpMEIVosZta+4jHXL4DviOJs4900ZeRuEHcGls1NGP4oImZRDhorxaM+Lx71uZhYkqj8PPABcLGZzZXGxARz3mSZcQMhPk5daKC14O5DgJMJe5iDzewoC0/1J4CbgP2ToD6OZJMxHLjJ3bfMZa5LXK8HM5vVzNY3s+vM7BYzO9PM5msOmdDpmnY2MNjMDoEJr4UVIvtl1IjspwJ3ENfQfu7+ZpGxp6zzkwl/5HOA7WsR2ecELjGzBdJ4riKy2w8lLE5eLjLmCqry3zT1zG4zWwn43MzmAXD3z4mizy8QXtPr5UX27P2Y2bTAbMRTQBNkuQvRlNBcUQjRVJDALkQTwcw6EMXYLstNAkYAVwNbmNmBUDNJqHi0uTeR9TMuC0mT4ZaLxkrxqM+LR30uJgYz62hmCwO4+3mEANkBuMvM5q7M8s2JSlmmWvdCA64Dd/+SEB4vJHyQPyOEsD2Bkfljk/h+rZn1cPffcj9D4no9mNnixILFycCiRCG8vYHXzGxfM5u+zPgaIl3LLiIK4e5lZoel7bWJ7FXp9WXAgUQW+ELAskVaIJjZXGa2TIrlO+B44kmTs5hQZL+AEHefMLMTiPF/LfF5Xrs2sWwKx97BzNYzs8EppmvNbJ8Ub5P9v2JRLPkBoujxF9n2CpH9cnIie3pqoAroD/xIWMo0+YUE0XrRXFEI0ZSQwC5E06Ej8TjbasBZaSV+LOER+wLhn7k/xCQhmwCYWQ/gCOIG8WpNDFoFGivFoz4vHvW5aBRJnHsdGJButnH3K4DTgPbAnUlkH3eDnbOLWZywnfighLhnM7M1zWxVM5sr2+7uXxALBOeSRHV3H5UXFs2sJyGcrQj8UnTszRWLArcPE3/v/dx9fuCfhNf0vUS/721m05UXZe2YWfvsdbIw2J94H3vWI7KPtaCLu19NFMVdMlmAFBGzmVl34GngHEs+8O7+A3A0tYvsZwEHAPcAuxIC2DPAEl5jf1TIkwYW9RxuJ2o2rAgMI/4nnWdmD5lZnyLimFiSuP4Y8aTAwe4+Mi8sJpF9T2pE9vWtxsu/F7AfUSD6sXS8/o+KpormikKIpoO7q6mpNZFGZNDdRBRYOQ+oSttXJiYJ1cREeAAwC7BjOn4Y8M+y41fTWGnJTX2uPldreg3oRthGPA3MlLa1ye3fifBsfheYO7+fuLF+mPCjrio47mUIcfS3NI7fBTavOKY3MCjtP71i+/PpnHZpW6HxN8cG9AP+IhYupqtl/6zApcAoYJfKsVRy7O2IIrZ3VmyfN43hr4DDctvb5l7Pmd7XriXGvzvwA/AQUUAw2z4DMBgYDewLdKs4b7qK7wsb5+na8j7wCLBu1qfpf83RRBHQF4E503Yre5ykOPoRC3PnAlOlbdk1ry+wUO7YXkTx2J+JxZe+wHPEgmXb/Llqak21obmimppaE2mlB6Cm1pob0BkYXLGtO3BzLZOExYnHxn9ME4Vq4pHPe4D5yn4vahorLa2pz9Xnak27JQHsMyLLcua0rU3+a3q9I/AR44vs0xLWEx8BfQqOe3lC6L0S2JgoPDgE+IYoOpk/dg5qRPbTgC5JAMuL622LjL85NkKIrgauoh6RNvX3/YQPb6HjooH4u6Xr32jgylreW20iuwF9iAzs6jKuixWfwx0IIbchkb1Lbl9V7nVhAjbQNXdt6ZO7rrTP/T22JkT2R8uIsY64JxjnudgXIwTFfSr+Lr0Ii42fiaLPb+vaotaUG5orqqmpNdFWegBqaq25Adukf/QPVWzPTxIG5SYJnYAewErA2sDMVGT7qLXMprGiPm8NTX2uNhFjpUsSwO4HZk/bxolgwJbksl8JkT3LZF+EsAL5HVi44LiXIoTEE/NjlcisGw1sl77PC4tzJMFgbDpG4nrj+9tSW5cQD18D5mjgnM3SdWi37GeUGH8XYGB6PRPhy18NXFVxXF5kPyRtmw24M43z0rI0SaJ0et1Ykb1TmfESWa/fU0/2NiHCH5L+HoeWFW9FTANqG+dErYE/iCzeCfqWENkfBd7UtUWtqTc0V1RTU2uizdwdIUQ5mNnUxE3/CcCL7r5qbl934F9EptstwIEennKiFaKxUjzq8+JRn4vGkLyoHwOWABZ094/NrL27j0r7PkptQ2CEJ79mM9uR8Hb+B5FBvpy7v1brL5kycc9EiFi9gbncfWgqLjjG3d3M3iKy6i91978qzu1L+MXODKzvNV7UhRU0Td71zerGwcw6evhPdwJWIYqD/gJs4OFDnT/W0t9hKmIx5lp3P7zwoGviaQu8BLzv7lulbTMS3tlHAde4+/a54+cFzifG9w1E5vXaQD8vtqDp0sSTGS8DTwA/5ceNme0CnA68Ahzv7s+l7TMQC0/bAbu7+5XJT7kQv/VcfPMBpwDrAXu6+8Vp+wTjP8X8IvCWu29QZJy1kWpQrEqM81+BpQmLoBeJmg37u/ufdZw7GzDUw8e/0GuLEBOD5opCiKaKipwKURJpov4rcTN9ArCkmT2a7Xf3/wF7EIWdNiUVbknnVtXyI0ULRWOleNTnxaM+FxPJF8BPwJFmNk0S16ciMje/BnZ09+GeK/roUfh0MOFfvniR4npiGGHX8SNwU4p7dE7U7UIUdfzIzG41s11SMVPc/VPC93mdMsT1FEOluGh1HdsUSIUeHzSz6d19BOGlvTcwDXCXmc2RPz73/qYjLEC+KzLeStLftwcx1rNr5PeEeHoSsK2ZXZU7/gPC/uNtIrN6LYoX12chPl8HpDjfAW4wsx3SIhHufimwGyH+HmNmK6TtPwDHE6LYhWa2QJHielrswt3fA44kPJovMrM90nbPj/m0qPcDsYjQx8w6l/2ZSAtz2TiflhgLLwHXAAdUiutm1tPM1kznfp1dLyWui6aK5opCiKaMBHYhSiBNXj1NEn539zOAk4FVzOy+7LiKScJGwCW56uiiFaCxUjzq8+JRn4vGkv7eo4jstf8AawBnmFkPwtbhD6JY6FfZOUk0ysSz84EB7v5ugTFPb2bTpbhPBi4mignekzLuIR5r7wZ8ThQY7AdcArxiZu+Y2ULuPjR9TgoTwMysvZktZWbHmNklZrafma0EEwruTYkkrj9OLLj8CpD6/0FqRPa7K0X2lDW+FvAh8GTaVrhomvq9A1BFFMIdRyNE9oMJa5glixTXE2OJ4poQdiN3ERnUlwEvmNmTKYP9ceAgYEHgIDPrl+IfSmThjwXWLCpoM+sGPGJmG6Y43iU+qzcTYv8EInsaTwBzAd+kBb1CPxNmNq2ZzZKyz8nF9SDxpMMwwkrjfHcfXnHu7MQ1dFB+jBf9xIAQjUVzRSFEU0cCuxAFYWZTmdnWKessy6jLr6RvQ9xY969jJf5d4nG36QsMW5SAxkrxqM+LR30uJoVchuVfwP6EgDcA+ISwfVmNKBY6DjPrQoh4a6Sf8UtR8ZpZH0Ks3dHMuifx61xCROwLPGRmDwPzE3YeGyerieWAFQmh7FPgvexnFiWApX67jhBHDwRIUn59AAAgAElEQVT6E8XiHjCz04qIYVJI4vpjwAXAkTkhFHcfzfiZ7HebWa/c6X2BbYnM67fSOYWJpjmhczTgQDvS/Vo+jpzIfjITiuzvEotM7xcYd8dcXGcQY3wFwppkICGkXwi0Tfu+SvuduI6fZWYLpR/3M/F0yv8Kir0bkeldDTybbU/9eBK1iOy5c5cBOgK3pe8LW4wxsyWIbP8XicWBs3OxjyY8+U+i5omZOXLn9iTelwELNOXFMtG60VxRCNGs8CZgBK+m1hoa8XjmKEIQyBcv60D883+W8M08EBgOPFpx/nTArGW/DzWNlZbY1Ofqc7Xm1agpXtaREBqHESJX54r9XQiB+HdgnhLibA/cS2RR7w10z20/FBhCiKkr5OPOnd+u8j0XFHc3QmR+BNgKmCpt70csalQDl+WOL60QaEXcyxMLLYNIxRypKX47CzBDrv/XJYSZN4CehL/988B/SQUeqafI5RSIvQtwKrnCu4TQfFQ958xI2CSMAm4rqc+XSNfzfNzTE09qjKaiAGg6fjdCAP4wjaUnc3+ng9LnoncBsXcjiiU/AsyctlnFMQsC/05x7pHb3h24gvCSL/R/URrnfxLFYgcRIns14cufP66ucf4CsWingqZqTbqhuaKamlozaqUHoKbWWlq6CXqGyNo5OLf93TTR7Zm+75JuLoYDD5Ydt5rGSmto6nP1uVrTbDnRbQKhkxoRvQNR1OzbdDPeNW2fhvBc/wNYtMT30J7wcx7BhCL74ekz8BQwddo+gdhFgQI20JUQOB8jMrrb5uMiimcOIgS9M8seI7m4F0wxnZqNj9z4WYx4EmDDrC+pER+HpOvOG+lrJjoWtqCRft/mKf7rSWI1kcW9Xz6e9L7yCy+zAGcTxVtnLqHfd09xX0dkQ2fbexBZ62MI25qpK87rnI7ZnvGFs3WJIsBFjPPPCLuaWdK2bLxUEXUasmPnp0JkT9eWn4lCy0X2dz9gJPEkQHYtmQm4FvgemLfivdQ2zt9B4rpaM2horqimptaMWukBqKm15JZuHlamJvOrB5Ed9QVRgCpbeZ+j4ryuxEp9NXBX2e9DTWOlJTb1ufpcrWk3oBNhkdI/fT+ByMz4mewXUyOyz0yIwH8CixQYc61COPWL7IcStjZPAdOk7YVlTlfE2ZHwgH+PsCap6/30JuwpRgNrNoGx0hY4Il0jbqjYtyixyHIl0LGWv8sAYChhE1Kq6Ej4ZlcT9h39Ulw7A1NRszBQmWHdPn1Wpi+x//dIcf+bukX2g4Au+b9Zxc9oV0Ss6Xflx3kVYZWSLSB1AN4HTgE65M7JRPaxhL/8H0VeW1IMfQgB8aH0fRtqhPSl099g6VrO60CI7N82hXGuplZfQ3NFNTW1ZtpKD0BNraU24rHTYcTjo+2pEQGySUI1kTnTK223iq/dgL1ImShqLbdprKjPW0NTn6tNwpjpD3xNZF72y4+HiuMqRfavkpD0JwVnrtcnXDG+yL4XMF12ThINviQEvy5FxVtLjGukz+GXuT6vVewHlkyf22PKHispnpmAo1JMN6Zt8xGC5CUksaaW8zoTfuDZOCpcdMz3cRob1cCtxALGz2k8f0sITEOAj9NY+RJ4oq73VnDce9OwyH4gycap5LGyWuU4T9s7Et77rwCzpW2W2z8/cAex8PHPEuJegViIGwmsncWcvs5LZKZfQCwO7Eg8xZPt70As2pQ2ztXUGmporqimptaMW3YhEkJMRlLBpNeJCcB27v5N2t7W3ceYWXfgTmAu4EzgPK8p3FadqqNnVdL1IW3BaKwUj/q8eNTnYlIxsw2Bo4mb6y3c/dn6xoGZdSBE9tUIAertAmNdkBDf+rv7l2ZW5e5ja4nvGiKbdFd3vz5tbwccAywEbFR5XgGxj4vVzDYihOoewJbu/kxln+c+u/8FPnX3zYqMN08+NjObnrAsOY7w+F6OsM443N1/qzhvVsKn/ZPctgn+ZkWRXe/S632A8wjv4WeA54i/R2dCdK8istodOM3d3yojZpgg7r2JJ0duBk5293fS9h7AsUQ2/mlEzCNLCpkUUzbOpwcGuPubZvYu8BtRbPibOs5bBPjO3b8tMNap3P3P9HpZwnd/ZeJacXfafh+wFvAD8Z6MWGx8jfBq/7e7/5qOLW2cC1EXmisKIZo7EtiFmMykycGbRIbRlu7+bf7mI3dcD+A/wOzETdR57j62tmNFy0RjpXjU58WjPheTQoVoN5AQwrpTj8huZj0JH9YPCLuM7wuOeSPgcsILewV3/7oOkb0TIUAuCczv7v9L29sCY5NAUJgAlj6j5wL/cvdX07bG9vkQ4BF336WIWCt+dydCRKzOi7U5kX1XYIy7z5G25xcRehLFZ39x9xWaiiBTMe53ITLvbwKOdvdP6zu+TCZCZD8XmANYsaz+ruPa0oNYrPgM2Mbdv6w4pzOwhrvfUUK8iwNHAme5+3Np23LA8YTIvhpRNHYpYFvgVcIqY0nC138lov7A8k1hrAhRG5orCiFaAm3KDkCIloSZdSUKrnwKbJqfHJhZBzO7xsw6p20/AesR2SX7AXunmz9NDloBGivFoz4vHvW5mFSyrLT0+nbgJKLg441m1i8TobPjzawvcD6Rvd65SHHdzNqnl3cRGboOvGBms6Ub/6r88e4+gng/HYDN0s+ocvcxuey7IsX194CewGdmZinGuvq8Te7c1QkbnjvT91ZEzOl3LUIsZjwDXGtmW2b73P1H4FKiCOWsZnZ92j7WzNokcf2mdHj/tK90cR0mGPeXEtfCzYFTzGyB7LhsTBV5fazv71sR9wXAvsTYPjKLO13j9wJWysZ5AWE3FGs2zocSWd8XeDx9Mi42M+sCnANcYWazlBByL2B94FAzWwogCe3HAk8CjxAi+9Lu/qS7/+7uQ939LnffHFicJK6X1edC1IfmikKIloIEdiEmA5YAHgD+AQxOE4BsIt+e8HNchvDJrE6TgWySMITwS9ytnHcgikJjpXjU58WjPheTSl7AbUBkXyGXjTwncDqwJrCvu/9eYLxLEOJn33SDfydwGGHtMYHInhO4viRsPjKhdJygXpTYm8sYfB/Y1t1/zv/u1OcnU9Pn40Q6iyzCLYCfCAuKIuNenvChnovw6l0duMjM9srF/h2x2HICsEUmshOZyrcAUwOLuftoiycHCsHM2pvZahZ2QrVSMe7PB/YBNiEE1oXS9qIthOYg+nGxuo6pR2Q/LC2I4O6/ZscVvajRwLXlTOJzcG4a557GeVfgbGBrYBV3H1pkzCm+24h+HAAcUyGynwDcTfhO/xPifabYs2vL12X1uRD1obmiEKKlIYFdiMlEmrQeBvwOHJwyu7Kb6dfT9pVTZlWWSZVNEjYhqqE/XErwolA0VopHfV486nPRWMysSyaO5oWvyu8rRPbrzaxfEsDOJMT1pdz9jYLD3wg4ANjTzHonkf12ahfZ2+Yy7xcEviEEgsJJ/ZY9jr+Nuw/N+jkJdDPDOHEv6/MbLGWyE6LGAGCPgp8W6Ac8ClwJrO/uqxG+00OBrc2saybapGvLxYQf++ZmdgdROLQrUaBydPqbjCko9i5E5vxpwG71CfsV4/5CIvN7S2Afq3liohDMbEngNmB/YNX6jq1FZN+bWIhZv/K4KRPt+EzEteU2ahaT8uM8E9eXc/fXi4i5Iv7siZJbgf8jxnpeZH+KyK5/ArjXzNZJfTvBUzDK8BVNEc0VhRAtCm8ClVbV1JpzI4pMPU74qAIsDQwnKp2vBbyTXves5dy2wDTpdZuy34uaxkpLa+pz9bla02/EzXU1cGJuW5uKY9rkXg8kbry/BF4ibsD/WWL8p6f4BwG9s3iJm/9Pga+BBXPHL5zifhKoKiHeqdLn8EWgI+FjXpX2dQDeAHYA2tXS50OIgonDgUUKjns+4C/guvR929y+7YkFjdlrOW8GolBuNfB29r7y5xcQe1ciQ/pJYEegS9puDZyXH/c7Z9fVAuNehij6eTmwZm77xMQ9sMi+rohjUq8tpY3zWt6D5V5vlt7PfcCSue3LElYxo4CBZcarptaYhuaKampqLbApg12Iv89qRAGhNVIm1IvAKsQN9H3AWGKyW+np2BU4EdgyZbPpsc2Wj8ZK8ajPi0d9LiaW24ELCL/mU6DObNPM8uB2Iit5NGET0s8LzFw3s4WSTUkW26FEFunewH4VmewHETYqL5vZ1SmL+lpCIFjNa/FoL4BtCbH6Z6C7B2PNrAPwcjrmIY8M7/zTAycAY4AlKCejdznCEmYhC0ueMWY2Vdr3HfAusLaZbWZmy2YnufsPRMb7jpSTud4BuINYENoBuNLd/0ix1Xud8/GzrC9z93endLwZFnUNrkztYHd/MBfXxMR9e/pbFWbFk+NWJu3a4pQwzs1scTPbI7/Nvcav3t1vpiaT/ShLVkPu/jyxiPQe4UstRFNHc0UhRIvDGpgfCSEagZk9B3QClvAaT9jFiEc2vyA8YR9P2w3oDJwF7EJktRV2wyTKRWOleNTnxaM+Fw2RRMdpPbyyMbPewIHAHsBp7n5E2t7Gc9YGabx0dfffzGxl4HN3L8xmxcymIfxi5wPWdfenc/vOIuxiLgDOc/chKd65gZ0IMeEn4L/A8ZnoWJTQm8fMjicE59eBLdz9dzN7l8hW3tjdv8kda5mgamYbAa+5++cFxjquj8xsZ+BQYASwibt/kLY/AKyRO20skS3+JPBYEm+yn1flBXqYJ1ubSwmLlUeB6lx/zgb0AUa6+8t1/5TiMbNNgaOArYhsUk9ib1ci5oWAb4Gn3X1UeZHWj5n1Iha6mvq1pT1wLrA7sLe7X1SxP/853AK4HjjV3Y/MHTM/8L7LDkY0AzRXFEK0OMpIm1dTaymNmkeqNyYeyzwgfd8mfV2SeNztFaB/2taBuNEq/bFTNY2VltzU5+pztabZiMKeLxIWDLPntvcGLiQsEE7Jbc9bgfQFbgDOKDH+/yMyvb8AVqrYdxY1djG9KvZ1qeyHMvo+9/okwr7mHuAj4GlgjlrO6QQsXVJfL0aIvLPltu0KfEJ4yM9C+IN/SRS960tkQZ5IZPNWA4+UNVZy8Y4hWRqkbQacSgjX1aldAsxZZqwVcZ8GDKvYNieRFT4sF/eVQJ+y423gvfRqJteWeYi6AdXAPrXsz9vFnEbYY03Q92VcW9TUGts0V1RTU2uprfQA1NRaQgNmIx5NfizdiFo2aQeWSpOBl4F10g3Un5octM6msaI+bw1Nfa7WiDGyB5EtfRONE9mNyJq9AxhJztO8wJjz4vRGwGs0LLLPUcf59XpYT+H3kfecPgn4nhBMl6xlfxdgMPAq8cRB0bGekfryaGCW3PZMZP+DsIeZrbJPgXaErUypYiNR4HMYkUU9B1Eo9L/pfb0GHAlcTQhN55YcayZwGfHUxf+IJwYWT5/ZYYSoeyNRdPVcwqrppDLjbuR769UUry3AP4iCvdn3cwKXUbfInv2NBqR4lyq7b9XUJqWhuaKamloLa6UHoKbWXFv+JiR93TpNhtfLtlOzQr8U8EvaP0yTg9bVNFbU562hqc/VGjFGuhA2Ge3TzfS26Ya5PpH9pLStF3AnJRQ0Zfxin3mRfCA1IvvKFeecSY3IPkHhzRL6vlJ8zr+PE4BvgP+QMsWJIq1dkqjxV5mf0VxfHs+EIvs7hNDeN/+3okJUr/x+CsfbmfBa75G+70FY1QwDfiQE6Y+IApxZob6piEzw34DZK/9eBcW9GHAwMH36fgbCquG3NAaqiadO/i93Tqc0br4GpqWkgoMpjhkbcVyvpnJtSf8Tu6Sx8AmwYW5fXyJbt5qwyajt/J2AD2hCTz2oqTXU0FxRTU2tBTd5sAvRSMysM3Hj8Zy7P5Lb3oYosDIHUZRlKHHz8VO236OA0lLAzUSWypuFvwFRGBorxaM+Lx71uZgY0rh4kLhx7p+2tSPsVi4hbEoOdvcv077ehJ/5nml/N2ADii9ougThVf45cB3wp7v/nNu/CXAE0B3Y1t2fyO07k/CVPw043d1/LSru9PunIoo0PpK+H+fhnL4f50VuZicC2xOe7Lu7+9dmdhmRpVxGQdPxMLNziOKNJwKD3X1o2r4LcR36ixAoPy7aY72WWDMv/sOBq9z9BzObkcgAn5W4Jl4GfOfuo3PnDSbsbRZ095ElxH0jsHlF3DMAmwAzEpmm93kq0Jo7716gU/a5Lpp0bbkPWABY1t2/auD4OYinCUq7tlT4qa8B/IsQEk/xKLSaFZk9lBDSDwQuzsaFmc1LXI++JGom6IZeNEk0VxRCtCrKVvjV1JpLA/YiVtB/Ae4H+pGyfHLHnEzOG46aVfpsJb5D2e9DTWOlJTb1ufpcrek34lHvq9LrLMmjHbANkcl+M9Azd3xvwoKimrDPKDq7dCZqfKariSzvV4ks/NVyx/YH3iAy2ftX/Jzz03sr1MaByEC/PMW9cf59VRyXz2Q/kRpP9psoyeuWOrKggXOoPZN9ZyIL+E1g3qLjrSPWW9KYPRyYoba+rzh+NmIB6kZCrC4r7puJDPtxcTdw/CKp30+Z0rHVE0N7YFPgM+KJkp6NOKdXWdeW9Ptnrfh+FUIsfxUYmNvelxDfxwDXEot9B6X3+SY1dhqlPDmgptZQQ3NFNTW1VtSUwS5EI0kr7XMAexOZLjMSE+EzgRfc/Sczm5qY8L4LDPCKD1hl9phomWisFI/6vHjU56KxpEz1McBLwEvuvreZtXX3Mbn9dWWyz0MI8Ne4+0clxH4CUWTzIeBbYkFgI6JQ6wfAo0Q28qpEpm8vYCt3fzad340Q3q9w94MKjn0tQoxbCNjD3W9N2ysz2fN/i2OBYwhv85W8wMx1M1uEEFZezbIXaznmHGBf4DjgIncflrbvSAimd7v71kXFXEt87TxlpZvZbYT/+jHApe7+v6zvK/p8JsKmZ0NgeXf/oKBY81nUjY27yt3Hps/sPIQ/f3tgGXcfU+Q13cyqCIH5LzPrAKwBXEBYSayfXUPqOX8GYrHsanf/cIoHXPN7ZycWAwa7+1657asQXvw/Mn4m+8yEHdWRhKXMZ8DbwHapz8eNJSGaGporCiFaFWUr/GpqzaVRs4renvCZPJHIWKsGniYeB+4MXAwMAVZIx5dWyExNY6W1NPW5+lyt6bXsb01kUxvhl31RHcdWZrLnPdnbTelYK2LpXPH9ScBYIoN6ZiKzfiDxWPuXRMbv64SQPpzIiF0wndubyK7eo+h+T69XAZ4CfgI2qe2Y3N8oyxrcD5in4D7vCjyXrh+LZTHVcewgorjj+hXb16WEgqaVcQLtc69vpyYjfLqK4zoRNiW3E4s3RWdRd6n4vm0j456HKD77IvACdfjeT+HYOwGPEP7NndK2jsB66XP4OuM/DZP/TMxJCPELlvH/COhJ+O1XA2dU7Ks1kz3tmwWYO33Nrq1ti4hZTW1SG5orqqmptaLWBiFEo/Dk5+nuo9z9Z3c/GliTKNI2FXA6cbPdllipXzMdrxX3VobGSvGoz4tHfS7qI/l/X2tmK7h7dfq7dyA8VyfAI3v238BuxFi51Mxmy+0rBDNbEHjAzJbPxXYUkW23H3AsMMoju3QAsDDhXf5UOrwT8F5qACsQRS7Hec9OadzdzczS68cJS5V3gYuTZ3x2TFXutN7AeWa2ubuf5wVm9KZ4fgdOIWyEnjKzJTz8d2u7VzkKeBY4xcy65H7GPR7Z1VW1nDNFSL//GTM72cy2TZnd43D3bCHmRGBXM5sundeWyLg/JB26shdbW2Bp4HMz+5eZ7W9m0xKfz3zc9xKLS7uaWfd0Xgfi2r468DyRcT86ZVEX6XvfiRDKTwbWMbNOHv7kDxOZstMBd5tZz/R+skz9vsTiwE7A6DL+H3lk1h8HXAQcZGZn5PY9DmwHTA8cYWYb5fYNdfeP0ldPT3koc100aTRXFEK0JmQRI8QkUPnospnNShRXOp64ke4D/I+4YR2uSULrRWOleNTnxaM+F5WY2YbANYSVwWHu/oyZfQjc4e6HVxTYzL/uQAhMxwJLuPs3Bce9HXAWYf9ysLu/kNt3MpHRewlwjrt/UnHuNMDiwBM5oXchYJi7f1FA7JWfw7wFyCpEn85PFDG9NXdcHyI7fy1gYS/IoiT97t7AVO7+bvp+dUJon5cQnV+pzS7GzA4hMh8Xd/evi4q3IoY2RNblzkSR1b+A3wkrpGuBIe7+djr2GiLb+ijgMnf/MVmUzA284+6/FBh3V8Jjfy3gZ8LuaCzxhMlVwKfu/kw69iriyZKjc3FPB8wAfJgt1BQlrqeFu4Xc/UWLwrF3Exnh+wL3uvsIM+tILABkdjED3P2bJK6fmfYVWiw5F3/eGmgOaoqtnuXuh+SOy9vFnOjud6XtssoQzRbNFYUQLR0J7ELUQ10eoA2csw6RsXadu78zZSITTQ2NleJRnxeP+lxMDGa2AyFI/0Jk6p5C2ICcSjwe/jthDVNFupk2s5nc/Tszm9rdfy0x7iOIG/396hHZz3T3IWn7eD7IRfoim1kHd/8rvR5P7KxHZN/V3W9PouNZRKHWFYoSHVOG/fTAUCJ78YiGRHYiqTF7L8cD6xDFZn8uIuZa3kMVsDawD3GN2xeYD1iOKP75I5GRf1dq1wOLEYsZ1xW9eJSRsufXIJ7IWIbIJF0AWB5YkbDfeQN4ALgBuI4aW5Vr3H1o7mcV6bnenliwu8HdT0jbZgT+A8xO7SL7hYQ90r5EZvvaFCyum9m8RN8+AHxXcZ3oS/wd6hLZrwJ+AI5y94eKilmIv4PmikKI1ooEdiFypJuO6YCu7v7pRJ6bz8BThkkLR2OleNTnxaM+F5NC/ubaovjkYYRY/U/CY70dYRUzkvD+dsK3fCrCf7ifh2VImXHvlIu7LpH9YkJk/7zoWHOxtCMypr9x93XTtsaK7McBSxHFNQsTHSviOZRYcPk3cGomrFSI7Ku6+4u58/8B3Ai86u47FRFzXaRr5MrA2USdgU3c/QMzW5no2y2JDOtRhNi+FvAbUdT0vIkVoaZA3OcSn79N3f19M1uCENu3J/q+A2F3tBTxed3N3a8tKeaeRCHEvd39eqspuNqQyH4mMBdRH2H5gsX1BVPMEIWDHyMWGe8HPvaw15me+CzuDpzr7gfmzl8VuCWds0UZ10UhGkJzRSGECCSwC5Gw8NG8ksg66kFM1g929x/0D1/k0VgpHvV58ajPxcRSIZzmxepdCSuEmYnCiLcQomMnYAwh8HUhxPZL3P2tJhJ3fSL7SUSW+03Age7+bZEx5+LonuLYG/i3u2+btjcksh9BFFT8C1imYNFx2nzWuZntSwi9tYnsJxKLAQcTFiazEdYw7Qh7mDFFX4+y35f7WgWsRHhqtyOKr2bvoS0hVK9PLDANIJ7YmN/dPy4q5gbivpAQ0tfLxV1F2MBsSBQD3RL4GFjSi/Vaz8ffl8is38ndb64Y0/WJ7OsBuxKf4bcLjnkJov7CSOJpje+JpwRGAZ8SY/5x4NcU44FE4dPDcz9jC+Lph37u/nyR8QvREJorCiFEDRLYhQDMrBvwGvEY+/PATMSE/Bl3X63M2ETTQmOleNTnxaM+FxNDEhHbuPuoiu2VmewHErYwOzaFR8CTKPdzA3HXJ7JfACxJCNSFZiLXIi7uDhwDXO/u26TtdXpjWxRxPRg41N3fLyhszGweQnA82t2vyW2vS2RfjhAetyBshYYAHwEbeU1xzaKseKqAKncflY2R3NdMrD6feBJjgCfLm9z57YhrqXkUuiwEC8/04e7+V05cry3uTsC6lXGnn9GDqCVQXd+4mpKksfM2sJW731LL/rpE9k7E3+2PQgOuiWsZ4omLr4AriOz1zQmLo8WJzN8nicWursCywNnufnA6fyXCj33z/JMcQpSN5opCCDE+bcoOQIiysSj29F/gc2Cgu+8D7EAIAauY2fYlhieaEBorxaM+Lx71uZgY0g323UQ29HhkAmR6fQUhoPYArjCzZdP5ZmZWYMik37sicC+RVTweFXFfDpwGdAfOM7Olc8ftDSydP74ILAo9XmpmCyTB9HvCruYEYCszuzbFlxVazZ/bN4nZbxF2JoWJ64mZiMWKU8xs82yjuw8C9gf+DzjczBZI259LCwbLEf7ZmxEZ4kWL652B24DBFsUp26f4MpF9LCGS7kPYIP3HzOZP52ZjY6y7f1WwuL4I8DRwo5nNRwi4dcU9oiJuy+J395+KFtfNrHNa4MqoIjLBR+Xjy0ifg/UIIfssYKCZdXL3EUWK62a2iIX1URbXC0Th5tmJRa0l3P0Cd1+TqH2wGZHB3pcQ1wHWT5fGtsDGxKLNkKLegxANobmiEEJMiAR20apJ2UTPE9kju7r7FwBpIn438C2R0VN5XuFigCgXjZXiUZ8Xj/pcTAxJXH8TmJq40Z6ACrH6MsJvuztwhpkt74miYoZx2duPEt7lb9Z2TB0i+3TAOUmcz47LLDeKzGBfDNiRWLCYuyGRPTvJzPoQBTaPAqb2VBi1SNz9KUJI/wQ4vwGRff7cvpfc/VF3fyMnDhciricOJGxetgVeSbGvnmKrTl/zYvVIQqyeL7e/6Kcc2hPFM+cjrF6eBy43sw0aiPvuFLdXxl2guG7EExmXmtmRafMYwoJndHZYxTltciL7X8Q4b1tEvLkYOhIWRqea2TiblzTutyGssE7Nxr27v+nutxJPaCwEbE0UPc36vx1xbe2f3psQpaO5ohBC1I4EdtHamZqYIHQlskU65m6ovyb8Edcws3PNbH8zm93MushPrlWisVI86vPiUZ+LRpGy194gfJk3dfef6jq2FrH6FEL0OyaNscJuulPm/GPAIMIntk6RuZa4TyX8qLeqOK6Q8W9mHcxsVnd/hrCXWBi4BJinDpH9uty5cxPFHvsDqxeZRZ2LIcv6fpIo6vg+9YvsR1gUNJ2AosVqYsw48CpwK1EE9EEzu8HCIzuLayyRMb4vUdTyOTObt+BYs1hGERmKQ0gAACAASURBVNYkAA8SY34N4A4zu8fMdsuecKiIewTwipn1LiFsUjxOxH4TcIiZHZjigiSaV46B3ILB98QTD2t6wUVB3X0k8Tn7N7FIdFRu3zOEgN4NOMzMNsmdOsbdR7r7De5+vkdtgbbuPgK4xgv2jheiATRXFEKI2nB3NbVW3YjH1S8kMmMOATql7ccTfp9fAb+l178ATxGZTAuXHbuaxkpLb+pz9bla02tEFubrwIdAz4k4r03u9dbAnAXHvSQwHHgA6DaJca9L+DkX3eediCKfW6TvqwjLlB+BJ4hCmlltpRkJAbsauJYoVnkLIfj+s+C45yBsL9rUsm/VdP34gfCXzu/bNxd/36L7u473chFRQ2A6YFHgZGAYYVnyPDAQ6J37+6wGvFz0OK8l7hsIW54u1BSM/Y7I8n4N2AmYOx3bBlidELcLH+e1xD4fcHP6X3M78DXx5MmdwF2EAH8lcA1wVfr+uOyz0ATi/g04smLf8oTdyxvAxrntE3xG1NSaakNzRTU1NbUJmoqcCsG4wkhHA7ul1hM4FNgZeAgYC/QhvOWWB2YlblI/LyNeUR4aK8WjPi8e9bmoC6spatYH+IkQ5+7zRlpHWK6AaJHkbGGGE4LorkQRxEmKu0gv6vT7ViI+e8u6+6tZTMCahLj4DlHo9EN3d6spfHpw+hHVwPLu/kaBMS8FvEB4kn8G3AE8C7zoyRM7/V1OBeYmisjemDv/AMJL+3h3Pz5l6RdtJ5QvJjuQWKg4w90PT9tmJD4DJxIi9q/AScDL7v6eJQ/wImOuJe5tCfH5MHc/I23rRIhix6aYRwCnp7jzhXxLKWiaJ1kFHU1k309NFMmdFuicDmmfHUosbGxY5DivCwvP+2OBtYgxc1Ju3/LE5/ZnYJC7X1tOlEJMOporCiHE+EhgF62K9ChsVyKj6hfgd3cflvbNQGS97JYO38bdr6/jZ0ydnSdaJs19rJQlYv0dWkCfFy7+/F2ae5+LYsmJ618Q/sbHE5m8OxFidZGe2I3GwjP9QcJO5XLgPGARmnjcecysP5F5v0wmsKftDYnsBxJ2Mv/n7m8VHPOWwHVElvdPhLVHnxTn64To+xowDyFKLwgc4O435X7GIGIxpLe7f1tQ3B2AmTz5Cuf/n5rZI8CcwGK5a+UdxOfgHqJo7nKET/tq7v5bETGnOHoDbd3941rifp6wJlnC3UdYFG19jcgIfwpYghgnt7n7pkXF3Fgsit4eCawEXOjuJ+f2jVsEKGtBoy4aENn7EYsFN7v7duVEKETDaK4ohBCNQx7sotVgZl2AwYSP5gvA28D9ZrY/gLv/QEyCz0inzGhRrCg7f5xPpSYHLZvmPFZSVhrNUFxvzn2e/W4v0kv679Kc+1wUTxId3yCsJbZIWa67EkLpFcA6ZlZoQcHGYGZ9gYeJGA9z93dpBnHXQhUxbx9vES9d6x8kim8uQHiw5z3ZzwVWLFpcT7HdQBRjnY64xhwIrEyMo5WIBYNPgU0J0eYbYFDe05y4Ln1HQcUq03XteeDi5FuPhxd/9vvPJ0SmPdPxNxPvZTt335tY7FibEJmKFNe7E311dh1xDyZsS7Y1s2mIBYA/gJ3d/QR3XxdYhii22eRw93eI2g1PE97mx+V2t8u9HllkXA3h7u8RC5EPEF7yeU/2Z4Glic+IEE2SljJXbE7zcyFE80UZ7KJVYFGM7WXi8d2HiMJafYkbiQUJj8+D3P2nisfdDgUudvc/S4q7A7A4kd31/+ydd7gU5fXHP0MvlyrSVJpgx4IiCGKJNfbeY4/R2BNLij3+NMYaY8MYSaKJGmusUQS7YANBwQZi79g7cOf3x/cM+965u7dQ5t3Zfed5znN335m5+52zZ99y3nO+5zngzTiOP/eBpVqOvNoKLIwunQNcEcfxqb5wNPfIuc47AlcAD8ZxfJ21lX0ke851Xvb6rcQjiqLlgF1QhOv7TvuKKDJ8GEoDv6ecIsKjKOqHonPvdSNbc4C7PYo2ftTeb4d4sUea0y59vRvJ/jxwHDDTA6XK6kD/OI7vddqOQo7pW4Hj4zh+x/DuiuY42wO9ga52y3j0LK2Bq4ERKHI/k/lPFEVHAhcBtwBnxXH8inOuJ3I0fWuyJirIOiGO4wU++6coio5AuG+jPu4+iJ5nLtL1R6gOwsu2OexGu7fK6rcQRVFrxFH/UhOvdyPCz43j+Nylia8BHH2B5eM4frqJ1ye4twbOi+P4nNR571Q84QhH+sj5XLE1qkcyAJgax/E3vrCEIxzhqKIjLgMi+CBBlqYgbsb/ARPRos89txIqUvUD8E+nvRcq3PIdmiy094C7E+KLnYO4U79BKXjt8Fy8qVIlr7ZiODojjtvxwHK+dVklOo8Q/UEtSrHfxT3nW7cVqvNOKBJwI996rBYB2qII47StRM7rFa3vmQvsiGgqfOMejJzMg1PtLu5B5YbbcLVEzt0Pge2tbUf7/SXFKOv1MXbfT61PugtonTHuLsCzqLjdtqlzRxiu/5AqtAr0RUVa/4Toe1o57RcCa3r4Dg5C/MH/AlZOndvbnuUj5Pwvm+KUjeA+zHBPBfqWAdaOyEH3DnBAM+5bzZ6vFvi1B9zrAg8j/vRtm3HfasANhrvJzxskiA/J+VyxxsbQl+33NgvYD2jnW69BggSpbPEOIEiQpS3A+jbA7ui0tXJe90Lcn7UofTxp7wH8HfgY6J4x5hoUJTAeRXYNBP6KClEt61unlSp5tBX7/E4ozX48iqjyrstK17mD4wTER/0Z8Bqwk3OuLJ3sedU52lx8yHC9C4z2rctKFxuL7jZ93wa0bODasnGym41PBd5CvMcNXVs2uFO49kKR6C8AG6ECcfOAoY3c1wLYEnPEe8C9h+n+RWC71LnEyX6T+xyYg5q6mx8t7W/bjPG3cF4XdVYj59JzwHTEDV8O9tIU3MOQo+lxoJdnvJ3Mvh8GfgN0a+b9awLXktpEyAD3KBsD/4Gospp7/1rAWeXSzwQJUkpyPFfsCMxAmUaH2Zj0AKoFsq5dU5bz87wKyjbr5BtHkCDlIIEiJhwVf0RR9AvgAmBAHMdzi6XvRlE0GEWidgG2jOP4HWtfBkWAfZAh3jYowqszcEgcx3OsfSXEfTcceCPOGcd2Ho682Yp9bjs0Af4SRVK9be1rImqh1YHHgFeTc+V05FHn9tlRHMdxFEW7oqiYE5CevwZOAu6MxX9bdnQmedS50Umchqg8bkZOjpWAHeI4fiJLLNVyWGr4UyhK9yLgoTiOv2rknoR2ZShwDHBbnDHtShRFG6Cou5uBv8Zx/FSJ6xbaveG+Ejm/jkE0OF7oGlK4dkJRgvOAacDGaJPpXeRIn4f6nKSmUg3wfBzHt5YB7qSY42/iOL7bue4I4HL0/fwhFre2t8LcRsU3Bs25Xo5T9DtRFB2ECuPeaHhftvbTUdHNreM4npgt6oU2OxpYBngkjuMpqfOlcJ8HHIWygJ7Dw2H0RxMRxc6xiMqoNqGmSdlSyTE0iqI2cRz/mCHuVRFNxh3AH+M4fs/aW8dxPC91baP2nCUVTzjC0dwjp3PFViggrT9119B90cbiE3Ec/yxLTJV+GD3pf4GL4ji+yzeecITD9xGKnIajIo8oitoY9xpoAdoGLUIoNlGP43gWikYZDHRz2ud6cN6tgoo0/RN4wxxLoCJhX6BiSZOiKPpjFEVrZIyt4o6c2woou+EH5FgZAAudG/ejokS/Be4FxkZRtJYHfPWOCtC5i3M82vRqiZw03RDNwTZ2fgvbNPN6VIDOO6C+8R3EY/tL4FXgv1EUjfaAp6IPs9kbgPeAQ4G7GnKuJ+NUHMezUQHRt4BzUdZBZofxrV+Bxs+TSznXYWFRYhf34eh5D/DlXHdwRfb6DuAUVNh0Z6AfKkR5lMlxKBr2dJPj0O8i86MEboA/Gn98ct2VqEDo7sDvoyhax9p9ONc7obHyX4hO4Nkoin4RRVEL51nGod/AXsCpxqUN4pT/HjjR/ldmBfSiKBqFxp4LTZ4y3niagPsqoD3arPR17I36hhPjOH4x+e4dZ/OAZLxyf6fpIyvnuvPd7o6o+C6M4/g9p71VFEU1URStb45FbMOgwXV2cK6Ho9yOCpgrro42+O9A2aXJ8QnKqhrsAVPFHuZcn4qoBCd7hhOOcJTFERzs4ai4wzr7B4DdrGkuSl3arNgCKLLq5igNuxYVf/J5zEa77zfGOmotSvlahC9CTqbDgEuiKBroD2q+jwqwFVD0+p4ogv3KKIpOQs6CfyJ6oe7I0bUucFYURV4xV4jOgYXYFgDvA2PMSTcaRfJcEEXRsyh6sHuWzpciOCtB59+gSN5t4jj+GlEz/IqUk92nnivsWBVRp1xpC+iFRxRFg6Io2jWKolEWRVvHmRTH8esoJXtT+66yxl2Dxs+5CaYoirpFUTQiiqLfRlG0Y7I5XQT3tsB2pf55VkfKWX07qr/yBurvT4/juCtyeiwHrIC4ynshntwXssKZdiA208l+BBq7ds4Ibp3D+sVpQCu0MXEQoiu5EmWDLXQmpZzVv4+UUfgFcrKfYNdkkqkURdEYwzkBFYndAW2i/yWKos0bwT0Y8eP/GkWO+zrWRpvSM5IG29T4bRRFD6N58GM2n/Gy+eIejk5HA9/Fcfxm0h5F0QBkB9OQg+nRKIp+Z+dDpmk4cnNUyFzxY7QJdlNcKNoc2WbcVGC5KIraN7b5FY7GD7OX51GtuF3jOP44zMHDEQ4CB3uQyhKU4vsGKjjY02l/CnGaD0hd7/J9HooGif6+n8PB1BI51G8HnsQp1oaipn5EDifvWPMmFWgra6OJTi1yxrRPnf8/FG23btD5En+uPyFO4Xb2fgVU4Ok74A8U4RcOOl+sZ3I5QDewvvETYEOnvW/62YI0S8dJEceBTlsb4M8UCm/PRynXm/rG62A8BfgKaOO0rQrcgxyitWhT7Clgkwb+T2ZFK9GGwMFAxyLn3N/jLsiRMYO6tR68cDkD6yEnbb2icSncO6HIwWKc7Dv7wI/4v19BheR7O+1rAE+jOVcLUjUHkBP+e+TQzpzDHFFjfQdc7OodRWy+BFye6D/1HRyEMt0ewOFEzlr3CSZEOzEXbUZ3NL0/ab/P2ShAYA6ikDk8az03gPtaFODSA2WT7IIcevNRRsHZaNP3W2Bf37iDBGmqUAFzRed32sb+tkidPwEVDu/ktLUGuvjWf97ExtA5NqYs7+obbVoP8Y0xSBBfEnbvwlExh6X6Po8WTXvHcfyRc/ocYFng31EUrZA0xnGccDx2Q0XBXkJFUMriiON4gWE8DS2oZznRdufbZWt6A5jTo0Jt5XnkpLkMGB/H8XewkOoBxHnbBjlFMj8qUefO8QawVhzH39v7s5ET5nu0AN8VsotwTI5K1XlsHL32ehKKxnwVuMOiqpdDEYVjLfsnHM0/piH7Pcwi1ndGjsejUcbGwcB5yOF3chRFXbwhrXtMQKnKZ0dRtLFFwE4GNkRFWjdBvNnDgSMi8W/XO+KMIk8tAmyW4SqWfu9GhN8GnGrXnR1F0bbWnjnNhEVRP42co/PS51O43Uj2cxPcdu52+z23ygA2sDDL5QpgCHB+7NAYxOKDfw051msRlQrO+XGov1kfOREyO6Io6oh+c22Bm53xhlhZC28DLey67u54Y7hPRM/zudOeie1EUdQhiqL1HUy3oQ2vN5BD71nksD4XWCeO4/1RQdYvgK2zwFjsiKJozSiKNnFw34A2Kt5F/cot6Pd7eBzHW8RxfArqWxag33Q4wlH2R6XMFRNMsVFHxYUI9sTfNR/9Nn+w9k7o+Y7OcgzK+xGphsZTaEN07ziO34lUh6LW1pxvAic4GQ7hCEd1Hb49/EGCLAlBEWBTUKe+ktMeOeePQYP/C8D+2E47Svm8FvgMWN0D9kWKlAM2Q5E+m/jWf54kz7bSmL2gjIdli10L7IgirUYHnS85ndv5fig6c1VUuG8ucg6siCbzz+BEzASdL77OU88SASNQBORHwBMoynMtH9jzKIjj/hIsohVFaJ6HFlDz7O8LZjMdnfvOMhtf0RPutYFbUTE1UIr6Hx3MtYiLdefUfVch513mUcgOhs4olf1BYLlGrk1HhE9FTr6tPOAegxwUFwEdmoF7R+TE+cjHOGQY2qCIxY2BmWgjaVhiP3bN3023061PORKbZ1GI0OuaMe7+hn0MymB4AdG+JZGakfV7c1GE5quoXs+Odj75fUTuc2SEvSXwb7OZnyR4gK2sfTKi5RmKZd45eCcAj+Iny6GL6fQrYDMH98ZoA/dWRHPUJ/WsLRGV0zU+bDxIkOYIVTBXdK79Bcp27G7PNRbNEdbw/T3kSYCV0EbtTJxMHTSPfMH6zX6+cQYJ4ku8AwgSZHGFwiJ1Hlow/xyocc67k4Q9gOdsQP0CRfy8hhZZmTpjUIGnJqelUddZ2gO4Bi3+vDkI8iZ5tZVFtBeXRqMHcD1yymRqL9WgcxTd84YtMj4AtqDg+OjvLlqCzpe4nbv94q4oQmkusGbW2PMsqGhs4oxOnOx9ULHes9ECu4tzLvl7qtmMD7qMCGV3zTfciVOuJ4pYPxLYOnVPSxR5PA459tpnjdtwdEROuIdx0vEbe17n9R5oETsoY9zrocyGv+DQ8DQD957AdaSoVzLC3tn6hgPMdkZaX/ciRp2GIu1rUeHTu+w7qrVnngEcT4p+JQPcGxuGrYrgXt2uuRM5jq5CTqNHkUO7Fm2sH1Ls+8jwGfZCEY9vAVu6OCixWYE2qJ9DG32ZYzYMu1s/8XaC2zlXjxrJ2keiqPYjfWAOEqSpQhXNFe2eAxB90+poU+8blDHj/bvImwDroIyHmcAu1vYCMAmjjAkSpFrFO4AgQRZHbHLwGooAG4LSTr9CBUBdjjV3gdcKOBD4LUoN2xYnAiVD3FOB4xbh3hFogfopMNT3d5AXyautLAF7GYOKnn5Bxk7HatC5swA5DFEmbO20+Yi6q3idl7h3kD3r53iKpMqzmO7PQNHFd+NE9Kauc+2mJ3Ls3UUR/vCMcHcy3B83A/eqZmeXesT8InJU/Apo24x73eeoWdLYGvnsDZFzohY4fFFxO22ZOdmdfvERnMU/BWf1s8jh8j3aqOtg59vYc5+CNjRWy1jnG5nOL6Vu5kiC+3nkTH+DVBQmisw/FG0m+eLpT2fRPYscc1ukr6Fu3YRlgb+hTILBWWAtZZsN4G5pf5PNxpbAKsjB9ESW9h0kSHOFKporUpiT7wu8h+Ys3wLDfH8PeRG0yXJYqm0YypaaiTZPn6BIwAAKKNjNh60ECeJDvAMIEmRRxRY+b6Ao7j7W1hEVp/o6PUmw816iYFIYOqPCIA/TzKg/4GR73ukE53rF28oSsJdjUdTYjKztpdp0bpPPvnhyZFSjzlP3H4ccf2v7fpa8CQVHUQ2ifEmc1YnjKIkMd7Ni+gF/RRu9mTodHQyJY64GFRP+GC2c07iT52uDFoRPoJT45Loso5ETO38S0Ul9CxxCMyLpffxmkZP5R/vOr0cUTIeWO27HPuYA/wNWKHJ+JJpT1QK/TZ1zHa2Z0arY540wnZ+b7rcd3FMM9z6unovp2tfYlOo3dqLgrN68mF2gqPHr0GZfpv05damC3O++QdyImup4VPT5mXTfEyRIOQlVOle033EtyvYJc8Wm662dM9acmTo3DEWy/wgc67S787NrEQVRg1R4QYJUingHECTIogriUNsB6Jtqr2lokuAZs8u5mkxqmjxpQU6NAwjpVxVvK0vIXpYHDqKIUyHofOno3DP2qtY5gfOxObqKKELxQWlndeKkbomc8HfYgilrB1g7RFXTogjusxrAPRBl8kxGEb+ZO8BQ5PqHwAOIfqcXdZ3VRSknfAvi2a0FLkBFMnvnAbdjF1NRZHova0vbTgRsgLIKXsDoYpJznnCPRPQF72CZAmlbBVoY7pfQBsG6FCI1vY1ZpvPfI77jzqQyLVCGwHOknNWIyu4y+41MJPtsgfWBq4HfASugQrFNwT0Aja+zcbIF8LjZHiRIQ0KVzhURZePjWfcteRdgU0TF9wbKKrogdX5tFMk+A/iZ094FUZZ9446rQYJUungHECRIc8UWeAej4kj7lrim7CYJaHE9BxiPOcgp7PC2tslOSU7T9KIwSOXaypK0l6wX2tWsc4+4q1rnhCjB5uq8IyoEei+KLNqjiK0Uc7J3QlztL5mtZV1bYB3gRpSOfAdwUBHcxZzs3VBK+2Morb0OtUOG+I8D7qEuRUkfythZbb/B0xEPtktRUta4DWNn5PT8DEUs/ts5l3ZWu9zmSQFRX871MSgacCaK4m4q7uk+cRueVsgBnRQYfhNtKB0EjHCu2wzR27ic7K2BnwLb4RRrzwBzhDa7ah15H0VsnoBTSBjYxNpd3AmN0AgKGxxhTApSdkIVzxXda30/Sx7FxvuP0ZzxY+C81PmELmYGsJ99J1egLL3Acx+kqsQ7gCBBmiM2wD6JUjAfsIlCUR7QcpokAG1RWvpcbCFKoQhiG7Qj/w88FVyrRMmrreTZXoLOg86rQed5FuR0nGm6nYoiiz4FTipiK8Wc7CsAK2dtO8jp+CXiN74LOUw/A35l56NGcPfGidYj28j1ViiSq20xvVGmEeEoorgnckDWc0qUK27DltAI3IcK2p1vdn5DQzaAnNUzUeR45hQCZufz0EbQ8ihroKm4X0LR36t41v2ZyEn9mI0396Doxy+s7bfAcsD+KFL9LeAndq/PzYHTDff/EP/7P9BY+QPavLgY1W/4peF+M8Gd+j8hGCZI2Qlhrpj8r1xkpJaLUAhI2MS+gxOdvvHc1LWJk/0FuzY414NUpXgHECRIU8UG/JeACTiRME2453ZboBxDxkXBHByDbULzKQ7HJ9CBQtXtzGk8KlXybCt5tZeg86DzatB5noVCBNgEzAmHqFNeBmZhUaPU5WRPnNV34CnyC1GU/IAcXL0c3EmRx7YlcH+EirC2Tv2/LDnXOyLaiak0kCJNmTmrUcr3/SgCfNW84DZMbRCVxwQKkY7daLqzegzi2x6UMe7lUeT0xUm/jKgcmop7I5Th4SV6mrqc5Imz+mJgReSYPhw52D9GEfoTES3PR2Y/ozzhdguxJpsDl6CaKv0Rb/NdyKE+337Lb6HNyfkELucgZS6EuWKQ5um7WA2P7ohi78/AMsA/UVHctJN9HevjvwbW9P0sQYL4EO8AggRpiiDe12uBR4CBbnsT7q2xScU7QFePz7A68B8UhXectSUTg5Kc6oRomKqzlbzZS9B50Hk16DzPYgvRacihlUR+JVHf6yOn0npF7utEwel0Q1Z4nc8fihxZtzttiSN9OxTt278R3H/ypPNOyFH7COKW7tbI9a6z+mA8OauBUcjR+y/g+CZcn+BudsHWpfgMO1GfX3gZmu6szlT3FGoCjAQ62Ovk99lk3E05t5Sfw3VW/5/9/v6afBcoG2IgcrZfj5zrtfY7HuLbborgXsFp7wrsDVyENiprkbM90MEEKVshzBXDXLF5eu6IItR3TcYi59xWNs4PRxuQ/7DvI+1kXwNY0fezBAniS7wDCBKkKYLSlF8ATljE+zs2NAAvZezugmOoTRC+QKlujyDuxyh1Tw1wLM2skB4k37aSV3sJOg86rwad51mA7VG00bNYpCjiyGxp+n8Z2A3xmK6curcLKvyXKee6ffZ+iA5mMjDa2pINgq2BV4AjURr7qNS9XYGf48EBhjY0piDnxDAKmwKJI9WN9nV/C73RorUWp1hYhriHIpqRv+BsXOBw21Jw/KZx/9Nwb581bsPQDjjK7KEeV7n9bbazOgPcqwDnIuqU3OC2z29l3/3GKEp9YOr82WYTY4v1H4iGaC+KbJItZdw9zdb3RwX8hjaAu57j3/rEzSjwOgcne5CyFMJc0ft3kBdB2V+TKNSi+BdwSkqvE7Eip4guMHGyn+0bf5Ag5SLeAQQJ0hSxiex8LFW5ocmsey496HrA3RvomWpbC7jJBqTznPZkol5jk/rvgMG+dZ83yaut5Nlegs6DzqtB53kX4ADEj/k0sJHT/gfqFvj7HDmG9wc29G03hvs1w72x03634f3R+fsscDKwTep/ZF3Q9GS0KVCUXgXonHrv/kb7mq1nxqWNIotbApcjWp1eqfMJl30f6jrbXdzLAadlrWv77E5o4f88MA6nIKv7jPa3bJzVwAb2m3wMOLXUd1MEt1v41EuEpvXJNyDqiVpgAYpIP821ewrO6qtwaHfwRzk1AngcZWl8Z9i+QYWf12oC7lap/xec60HKVghzRe/fQV4EbabchigDnwWuQ1k6r6Ei7d3QfOwzoJ/dsxLKkKgFTvP9DEGClIN4BxAkSFMERYDVArs0cE0yuG4F7O4Ra3vgeMQX96XJDcAuFBap61BIdXP55LrYxMBLYRAU0dhgGnu5S55sJe/2EnQedF5NOs+r4DiyEPVI4qxeBfg1ckwfC/wE2By4BhV6rEVOqC5ktNimbmR3MdyTzfZvRTzI26DI2eGoMOSTFAos+twUuAkVS3SfIUIR1rciR+T1wI4lnt0XxcdzwNhU2wrIsTsNceHfA+xcDLfTlpmTHTlUZiIH+1YUiuC1TONz+sTEWf0hcLcnXQ9HkZiX4/B4u7ojlS1guM9HHLf/84Hb0fnLwMPA0Siy9GDEAT/fbH8T5/qzKDirB3rEPRJl8lwN7IwcRrvY+x+B8Q3gzpSTP0iQJSGEuWKQpuk9sYHOyLH+IspKS4ptP2fjzhnWh55PISNvZeBKUtmPQYJUq3gHECRIUwRxr32JeEwb5MZE0UuP4ycaqRNKWXscFYf5NXJWfIh2fP+PQnr7WukJgg1QvpzrnQ13yUlYHiQvtpJ3ewk6DzqvNp3nUdCmabrI56HIWf02coZtTV0nZGSyA9kXemxp0gnoVAL3p8hB3a/E/9jQo60nDoAJwGR73Q4YYG0L0KbF4yjCbjaweRnYSeKMnoI5boFl1J6xYQAAIABJREFUgS3NTmrRpsx/ULTvLDwVpUzrGzl1HwQGNPGexJHQ3fqW14HlMsbdA20GjaWJ3MYp3FcD9+Gn/kdr4L9oQ6Nf6lwX4EC0EfMATpE7CjUR/tXU72oJ4+5r9n0V9TNIOgA/M9z/w3EUObhvJMXrHyRIuQthrhik6fpPxpguiPrlA+BCa+sBnIRo+b5ANSpqnHu9ZCQFCVKO4h1AkCBNFeBSGzi3S7W7/GxDbKF1sgd8nW3R+SBK+23rnOtni9OvUZRdsghP+OTmojTbb3xMDAz7bFvw9cz686vNVvJuL0HnQefVqvM8CHIWnYKcYDOBZ1BE2DDnmkOtz5+FcZtbe0v8UU6shRyHM5AD/U3k3BrlXHOI4X6RApd8BLRI4yZDJwFyondz3u8FfA88hShXPjH5MzbGIud1LXCWR1tZBeiRsovvEW3JdLQhMA04xrlmC8N9tC/cDpZlES3MkWYHC6PWgdHW/gfkZHKpbRJHQjc8zHlQ1sWbSd/t4O4B7A5cjJzvw3GKxlKIaO9MES78DG3mRWA/py3NHX8Aigg/J9V+AYp+7O1B55tY37FJ2g6c9wejTcffp9ovtt9yKJgYJHdCmCsGaVz/depJICf739Fc7HIKGxur2NwlMwq7IEHyJt4BBAniSpHJbgtnEbG2TXC/AH5K/ai8ZdBO92wyTkFFu+4zUcROb2egchd8PRz8ezn3ro4ikd7G4X/MEHtnFMH1INAnwe3bFirVVvJsL0HnQefVoPM8i+l8OlqM3oGiNR9DDtHpwMHOtYdQoIsZ7QuzYRmNFsl3otTjUxCVSi1aOP/cufbQcsFteFqhqNfXgGWtrRfwC+T8fQuluI/BuMGd3/Bs4EZPuHsa5hkp3PujaPtnUOHNdNHbDihq0NvGgINlqNnI/k5bR5TaPpdCXYGPUWS123/6pBD6ieHaymlbG1EgLQDm2fm5WLFbt/907sn8GYBdDd/QBq7pCPwNOcRWT51b1pPOTzB9dm/gmq7AzShycwBFOKkJTvYgZShpuyTMFYM0rvPTUMZfh9S5hPqlM3Kyv482fBMne+Z1VoIEyZN4BxAkSCLW2T+Joo22LXHNNrbo+xoVJNoSRSD9DC1gP8PhsswIdwtUob0W2Nptd14nE4S+NlDdnvofq5FxirKj8zk2qVnexY3SgFfzbReVZCt5tpeg86DzatB5ngVxlz6FeIRXprC4bgNsh5yM7wCHOvck3OZP4kR2Zox7VeBd4BJSzjfECfuB4T4ohftVYBKwqWe9twBORWPpk1iBUNN7B6B/ifvWsmc4zhPulsDv0Ab7JAd3S3umoo5I62PeBHb1hLud83oFFGH/uNnEzxE3+I9os2YU4tqeYDaWeeS0g9WlHVkFRWs+BvwG+JP14e/Z6z7ICf+QfT+dfeEu8hw7mX6H2fuiTn4UiV+LFVSmyAZBxrh/gWiZBjWC+zAUxb5S+jpf2IMEaUgIc8UwV2y+ziebzl+x8XNjnOLmTn/tOtmvouBkDxuNQYKUEO8AggRJBEWs1aLIqLk24G+BRXw5141EaeQ/2PXf2GLvPlKRMhli39uw3AOs57TXK1oGnGfXDvQ5QCFnzEzgDQrRa8mudRu0GP07ZbhTnWdbybG9BJ0HnVe8zvMswL4oGnn9VHviaB+FuExnAhs45w8w+5pg40KmBU2Rg3ESDt87xgPv4J6LosHdYpAH2m/jGo86TzC2RDQ8b9uz1KMdoS5FyTLAtch5OsAD7oXp4MCvGsGdpONHiEZgMuLf9lHnpjOi2vmN03YQmscssD5kMnK2d3Wu2cXO7enJTsbY5++bwj0LOXMXIM7bLVP3HWX3eee7dzCtCXyO+I7bJrbhnE/69J4o0n0fTzhbU9dJtwmiPzqPIlzUDu7h5abzIEEaEsJcMWu8nYE9fH/vi/kMx5sep6ECprWI//5AHFoyuzbhZH8LFWcPfOtBgjQg3gEECZIISsecbh34ZcjB+wPald+MVBSYTRS2RLvvK9HEQlFLAXeywE6ide4Dhhc5n/zdxxYdmRaPK4K7P9qRfg04xGnvgKIJnqBEETnfkldbybm9BJ0HnVe8zvMsiCdzRiPfx9b2fZyWOr8vMNiHnSB6svsawb2D4T4mdX5bPBVkczCUclYnG9etUtdvhjav5+IhYrAZuF16jB7AfijiegqFzfgsee6TWjEPokhG1/kyCtgROWpaO3aTPOMBKBPCR42bMdZvX0RqAws5q0cAI0p8N79HEYYreLKRdoiSaQcsit75zX4EbI/De5+6dw+UebKqB9wrA6cbhppEp2he+y6K5i2F+1doDuyFyiZIkOYKYa6YJd5ONpY8TsoRnSexcecV4F4bh36LNnxrrZ88FaihsMHeDbjN7vGWCRYkSB7EO4AgQRKxQesGtJu+MeICvcw6/B8oRCWV5E/0hNtdLO1hg9O9qQmCG0XzZ1QgynuUJkpTfgE52fehkKo3CaOMKUfJq63k2V6CzoPOq0HneRXru68DJtv7NkWuSRaod6LI6Ro8RSJRcG61Q9HQt9r7tkWujey6yTY2tUrjJgdOduSk/jtygkwG1sgQXyk6jMZwtwYGo8i214GbKCy4M8tuQ871OSjLoo+LvSH7stc9UCG8R3EKumaEewyiU7kIc8aU+i6K4F4ZRRb+s6F7liL2GuRInwWMs99g0ocMsnFpOtrkape6t6v1Rw9nPT4h5+HLaC57qmsraM77luHeId3f2HNNtt9poIMJkgshzBWzwpqMQ/cDfX3rbgk8zzjEab+avV/TvoPp9j3MRDztq9v5mmT8DRIkSGnxDiBI9UpqUE0m7Ulq5rn2vjVKMz2WQrGqp4AzSUUwZYi7tS18dkEcmel0/L1KTBAim9zfB5yLFrSZ4rfB8dhU26o2WXkNLa6fpEjkDipatRceotrzait5tpeg86DzatB5ngWl7V5FIULzAuBboIu9Txc9S2zqTBSB1ckT7s1QIcF29v4fiLqmQzHczn3j0FjlLT2ZElGvLm5KO6t7ocKyB5HxIhWLUFxE3H2A3VD2w8JrM8TeCTmK6jnXrd85MHW924+uhCgRPifDDQ377NGI8/tiCs71BPfqpOZizn1t7d7HES1SK/fejLDXILqpicDmzm/TpW7a3GzlPet7hpiNb2m/6c9poBDqUsI9ggJ9zZppG3dwv4VqUlwNrA+sixyQk3zpPEiQpgphruhjfp7ULJuAOded/rys56wuTpPk/RCUSXd96vr/Ip/AU4hWq17WY5AgQUqLdwBBqlNsoLoUJ+3VOv2WKELqM3fQRVylb6AUpoQr7HlS/HIZ4f4vSpGaZzi+R5E6I51JeTJBuA/jk0MO6mvsXh9V2ts6ursgdW5VtGM9DzjRaU8G4Rr7Dt4h48j2vNpKnu0l6DzovBp0nmcxnb9u3313a9sKOfSupoFCVGZnUz3h3hBF1P2VgoN9H2u7tBRu+x3cC9zsUeftgKkYpzTNc1b3tPa2xe5byriHmF3s1UzcTzq4W6WvzQh7G+BZ5AxdNoW1LYqwuz3d7wHLoqjxicg5v1bGOl8e+Mp+n61TuIehjbBzSW1UAOtZXzoFOXKSe7PMFmgF3IIKrK7YyLWrmp18b/IFcsw8jePgzgh3LxSpOxZYppFrV0TR+Z+jDIMFiIv4P3jI0AgSpKlCmCv6mJ/XoILkDzpjYrLZ3gZFtA/PElMzsCfzlj0cW0k2ZZLv41OMrs76/s+An9j7nczeVvP9LEGC5EW8AwhSfYJSrN4B7sIi7VLn97GB9Vh7fwvaYd3S3ndEkVSZ8q/ZAPsyWrDthzjMN0cFVz5D6ai7OROEPSnswm+E+HG/IuOFnoN/Q5vIvIkWz1ekzq+MogNfBQ512rugBcvXwLrBVirbXoLOg86rQed5FrQoegMt9vo47R1QkbBvgJMpOKvbOtf0Bv5nes86AmxD5MxaGNFr7R3tWdK43aKga6BF4kke9b4GchzOA3axtqY4q+cAL5ExPYmDZzjiVP2xGbiPR3OFWfjl5+2H6Dp+xOHfR871F5BDtd6mP6L/mI4cAz76xcHIsfUDTqQ6cq5/hTbBOhS5bx/7ff6aggMnU0cvsILp7mDXLuz1WsBhKNp7pGMvmyKu9uPsd545f7npdg7w0wSX/V0GbT6ejzjtE8dRC0SJsL3ZyxAKjqfgXA9SdkKYK/qYn0dozlKLany4/WFbtG6eTJnykgND0YbtPGAH55mS/nGUja+/QRsdn6AsJHdT3SsFX5AgeRPvAIJUl9jk4HWsSFXqnJvy9j+0sLvbJgdb4TEFC0X03IB4SPulzrVFnHfvopTajZxzuwPzkWP7MzwU2EphvRrtVF+DClT9JXU+oYt5FS2W2tmk5tussefVVvJsL0HnQefVoPM8C1ogT0NRo21IUXagQlQzkLP6MpwoNeRAutr6/pUyxj3cxpFr7H2Cu1UK97dofOrm3DsKOYifxvNCD1FQ3IcW2yWd1c71LYATkWNhgGfc/2sm7pMRX79vnQ9Am/y1aF7SAs1TGqwVg6LIvRWhM9xXG+4DkDP3G3uWes51577uzuvMdU+hKOtOTlsNomj6iALdxPfAvj5tI4V7H5SpMcJpWxtR7fzo4J6HZaGU+D+BFiZI2QlhruhlrkhhI+4hRIe1jbW3tHHoyYbGoXIQG/8fsP4vcbK3sGfogLLAau072JTCRmNZU98ECVKu4h1AkOoRm6C/hlKplrO2UhyxP7fO/i20k+q72OByKKLnSKctjX0M2vn9T6p9L7Trnmm6bApD4nxJeD1PRCn6XwOXpq5NnOwvo115H8713NpKXu0l6DzovBp0nmdBC+yXzA6eo8BH3Sr1txswHjnJPkHRbhOBZ8x+1s4Y9xgKPJ6TG8DdFTkFvrPrp6B08JdRgcqELiNL/u82iKP5cKdtOE1wsgMDgc2SZ8tY5/2AnYGzmoMbRbYNB3Zzz2ep8xLPsyIFZ/WnwGMUj1zvhKKoM6c/aAD3Xyk4dy+neOT6QOAS6mZ2+OJI7o1qItwG7IhqBryEHF33oXnkQWie+CGwsm89G+4BiKLmduBw4Gw0x/0IFUbsi6JiX0Ljbub1hIIEWRQhzBV9zM9bY1RTFPjfH0cZBNuhiPuiznW7t17Bdg96b+28Honmha6TPbGZ/a39It+YgwSpBPEOIEh1CFqkvmuT8aQadbKobosKnvVzru+AuDWnJ4OUr8WGffamKOplI3tfjNe2Naq2XUthUZ0MXjUeMBdb8HdCjoq/ImfN1TZxSTvZV7FJxDceJjW5tpU82kvQedB5Neg8z0Ihem0iojl4A0V0J8W26tBJoEj3PVHU6QOIOuYEsqdWS6JhL0F0KW82grs9hbTxccCF9hyZ02Wg8fJutJnxDUYtYeeKOatbOudXRI6+V2mED3op4B6J6HSeQxGBQxvB7RZA28D6mQfxGMWGHM7LpXQ6xOxoPnBGkXtqUNHfWhrhDl8KeFubvayH5k81zrkhiA9+AU6NG+d8P5Sh8RFlkooP7Irmhm5xxENxCiOjgr21wMa+8TqYdkNO9gT39cDWqWt+b31S4BQOUvZCmCtC9vPzGjRnOh/olWCxvv0xw/gS0L/EvdcCv/M0drYlVTjWOTealJPdOTceZT6082krQYJUgngHEKR6BC1U5wOnOANWO5sEvEz9wiHJLvzBZYB9BA7vagPXjbJF1N723ssCFTlX/gX8zF0Q2bkxyFmwESoEdrUtSNJO9sF44OnLu63k0V6CzoPOq0XneRTrz19HKcpdre1o5Kx+hkJEeGIn6ciwNllhTX3uesiR9Wen7Zhm4E5HV2cZud4JOccnoijeTkXwuM7qXZ32wcCtKPsr62yBDexzr6D0Inv9NG6Uwj8KRSW/SCFbIEuO/vYou+4BFKX+GYqiPti5ZhUKTnSX27yGQq2YrDPuVkNc77PM3mvtt/rLFO6xRXD3Q1Q3rs6zLiI7AtgMp2iinRuCuNb3RM6vNK3TzxFlQuZZSIi/eSfEibxa6tzyiBZjRKo9wX0OGmPLmtYhSJBECHPFrNfQd5v+5gCnOvqNrL+/FxXe3pK6m8A1wJV2b6Y1y+zzO6LI+u8QHc9v0XjfwblmXRufajEaMEQVc6S1/cK3vQQJknfxDiBI5Utq8LnROvATUXRSQylWK6E08dvwkGpF3QJr/VHE4N0UKd7kLDzaI2f1cR713QZFQyURPDcD/2ftkWH8H3CZXT+QgpP94mArVWcvQedB5xWv8zwLsC3wD6APhQVnC+o62etEhJf4P1kvUndDC7z2i4Pbg77b2Bg50Wx8Ifa0HpGT/V77De+CFri3I0dv1s71AchRewXQ2WlvDPfuKOI+iXpMHL1ZZws8an3ff6w/vBg5Mb7HmZugDYzEWX0ccjSNxQ+d3QbAbOsDz0aR3ycheoZ5OIELKdzHIsqSSaZ3XzqfaDquRXRMJzRwvTtudUebSA/h1EvICPcotOGYRNi/RQPFj3E2LNCmwRQUYRo2eIOUtRDmir70vgvaYH/bxpXTEtxoDpNEsr+Pisa2NOzJOJTp2J/CXQt8juh2Xrb3zyCarJFojrIWBd71xMneF3iejOvzBAlSieIdQJDqkNQk4T/WqX+A0k67N3Df0cAaGWPtgKIEngQucNqvtAXTYdQtHOdO3reyScQoj7pug9JiZ6FU/OvQIu5tVLSsN1oEfo1xZ9rkJ9l1Py/YSvXYS9B50Hm16DzPQl1u5iRKLaL8ndWuHeQCN8rumgbsQAknHPWd1fehQoovAl+S4QKbwgbA3oZ7eGPXOrjvtd/vF/hzrndG85XxKNrOxTiMgiPgEqd9EHJm/IBocL4ie+f6RihS8FJSlDTIgXELKV5bw32V2cqXyEnmS+evoyjHwyk4lD4F9ihyvfs7XgnRDH6R9VhkOv/Rxp1tgA2RE2kusFUp3Ig2YTQKPplGIZo9ONmDlLUQ5oo+dL4ayqQ6HPin6dx1srt0Me+jbJqr8bDJWwT74YhO6HZgX7QBcDNyuH+LovLPsXHraZQZsbPd6503PkiQShDvAIJUj6QmCX+3AeuCZIJQDhNdFNEzFRUyucYWHR3sXAcbTD9E3JM9Uvd2ted6iiI79BnhTxYT7WwBNANFPSwPnG7YvgDOtb9/ocDRNwDxm3ovWJUHW6kEewk69/4sQedBSum8BaLtGIIiozom7a7tUGbOarOVZZEzqy8FSpt6xTLLCXfqGX6D+LBLOi+K3DMC8ZZ/DKzlCfc4YGoz7xmJopjdIrJZOnprkHP9bhSVudBOnNdDULT0D9QtNjsARSJ/RPbZAsORo/cP1HUWpTnj70BOjQNTuMch57Zvnfd1+pQByMF+RYn72iMn2T12f6Z2nta5Yx/9UbTu6SXuWxVt3jwFTMBDseQgQRZHCHNFH3o+F81PWlAoVF3MyT7RzmVOT5bC7m5UHI/mIvdgVK+m//3QRsAsRBX7o2H/wu1TgwQJsnjiHUCQ6hLqp7stcAcsz9g6ogiuiZTY9QdWRxEw3wM3AVugaJ7dEOf553jgo0xhdFPtxqJIhyvRgrULcASKsvsULfIWcsuS4SIvz7ZSSfYSdO79mYLOgxTTeRJd9BUqOP0Q8BPqpl0Xc7JPwhO3MOJcv93w/oAWbc8D21GXAzSNew4wmRQHdMbY3ajpPyLaj4bodpJxdh2nbQSwXMa42zmvrwOea+T6FiZbO21DSfFrZ4S9FQWu2+3Tuk1duzbKwhufeuZBGD9uhriXQbQu3wCbNoJ7XRRdfVPKxpbHw7wrpfMdnPZ29vd65Bhrm7qvjfU/LyFn0+Ay0Xl7+zsebYx1LfK821n/+Xun7ymbuW6QIE0RwlxxaeFuC6xJKggA6IGyXU6w9/9J6xzNYYYadu9zXOo62Y8xfd5N/XoUA1C22OUo08o79iBBKkm8AwhSuULp1Gp3knCTM2At4xMr8CeU0raK015swdQVOaY/sUXKd8hB8HCpSUWGz5GObmyHnOsfoUivTtY+CNiEMohWz5utVIq9BJ0HnVeDzvMmaMNzJlqEXoRoP8ZSKKB4GtA7/V3Yd3UkcshPxIkAzgj3KORQ/xfilx6FIsCmoyipMxvAfRRacP/Nk85rTK819v4Q0/WOTbh3NnCqJ9zrAxcih3mE0vK/BjZv5L7u9nwHpdozK67pfObRiOJjMjCykWtPQensmTp3S2D5JXI2PwVsUOKaxGFzOYom7FXkmrLSOao98CbiY/8P4pPvgW3sAb1wNsvKQedm/69SoECYiDbJBmK1CIAuzvUhcj1IWUupsZswV1zSuJNsntfQ5uIgCuvk1mju9Yxz/S3Ud7K3wEMheTTHa12kPe1k/xS4C1gvbUdoAzJz7EGCVLp4BxCkcsQ66lVQVe0Gix4VmSR8bxPiJqdkLwXsk3AKUjXhnjUQt9m+9jrTQk+GoRPiUtuM+pE7SRps4mR/H3HJJZMHb4uMPNtKXu0l6DzovBp0nmdBkVQPIaqRgalz6wB/Qw7GM6nLye46qw8DhmSMexBaoF6a/r5RxNrVhvtUs6l6RUNRBJsvWpsT0UI/ieJdCTnqbsGoa0rctwHKMqjH/ZwR7suAD5z3Q9FmxvU4zlzqRk63QGn7T+Epag3NSdZy3h9CoWZMPe5dCs6Afex78YV7JRx+ewf3U43gPhUFOXjJLGmCzjewttPMfh4C7kSZKLXIQTOdJmw4Zajzp7HsEeQ8eh/RS1yGNijnI8fdRzgbTgQKhCBlKIS5oq819MHWx32InPzvoHXy9na+j/Utp5TQeY+sMRuGLqiAbdFNaUo72dctdk2QIEGWrHgHEKQyBO0C/x0tsl+0hVCDi+XUJOE+lEbra7BaGUX+7WLv6+0KO9eWRREQ5JR4xCYHs4FngZ/ipKhTP5L9feAfFCL1fERP5dpW8mgvQedB59Wg87wLsLnZyhZOW2vndS9Ez/ADsI211XFWZ4w3+ewDEBXMUOdcK+d1L5RB9QOwSep/tEi9z9zJjpz73wD9nbZjUaTaxTiR9875rvZMzxQ7nxHuY6yP6Oy0nezg7pu6PgJWRNkRt3iymaS45klun0EJZzV1HQUX2u+jfVZ4nc/eGDmf90rZdoO4URTkHcB/fdhIE3X+GNq8+x45u5L5YS977ivMzlcvM50/afI6oqdKCpd2RRt756CMmkAHE6RshTBX9K3/U9A6+gzgLLRGno9oeH5h/cit1F1be9O59edz0IZGycwFijvZ7yBFFxMkSJAlL94BBMm/oCjql5Cz93igd2OTA+ded5KQKXdpCkc3lK52bgPXJAum9YGzfevdsByGqrJPt4VGrS30jsIi1Z1r26F0t7dsstDRA97c20re7CXoPOi8GnReCYKcox83tGhDkV4vAlNIZS15xH0tMK2Ra9a1ReGDqNhW2USS2u/za+Bgp60ncuguQE66La09QpHr44Av8chdipyI31KXv7y3g/s2YGfk5O0N7IoW5dMpOCMzc7Ijx8AsVFC1T/rzgUMpERGOHDj3o8J+mTpMgTEoGvovFDi/G8VttjLa2o/xZCNN0fls5FA6zWlvmfo/mdLCNFHns+2aA532oo69rG0mSJCmCGGuWBaC6G0SCr7+wIbIGf0CWld/hRP97UvnZi9zUM2JPk243u0zj7JnuZEy2+QIEqTSpAXhCMdiHFEUdUDppO+jVKtL4jj+AAq2FUVRR/vbMn1/HMcLkvY4jt/NBHTqiKIospdzgC2jKFqp2HVxHNfay22A/aIoqskCXyPHs4h78kO0034sGoAvBR6OouicKIq6R1HUOo7j79EE7lHkpOmSJdBKsBXIl70EnQedL+qRJ51X0NERbZh+B3W+g4VHHMcvAvcifuF2maIrfSwA2kZR1KrUBXEcP4e4kVcCFsRxHGcFrtgRRVEL+9sSORffB4Yk5+M4/gg4HxVO3A24LYqiacAMtFE9DNgwjuPpGeN2beIb5GAfnDRYX3MeGuu3Qunss5AT5zREmTEsjuP5URS1cn6/Sxt3Z5Tl8CawZxzH70dR1CKO49rku4jj+BrE278McHEURRs4956ICrNdEcfx/Cww22ePASYAVwEnxXH8nYM76afTuEfa7f2R4+ZLxMOe6dEMnZ9t12yb6ByojXQk132bIe6m6vxs4F3gCAf3fMNdp+/M0mbCEY6mHGGu6GeuWGJedRLwZxTF/ku0KboP2pQeizZ3k3mZF52bvh5Fzv694jh+v7F7Un39ZcARwOlxHP+wVMGGIxxVfgQHezgW9zgSiIFfx3E8O47j2BZt8wCiKPo1MCWKov7uZMA94jhekDHm9OfHcRx/hiKj1gEOiaKoa3LedRpEUbQ8sBbwX2ywzfpwJwdxHE9BE7TRqFDJX9CEYEfkNPgN8BxwZhRF69ki6WBg4ziO38sYeu5txTDkyV6CzrM/gs7D0awjWQChzdKeiCObtBM6iqLW9vJe5IzvlxXGFI5W9jfB/Qpy+G9f4voE9+OIvqGPc2+mRxRFHaIoWgMV+gSp+RMUQbhxFEWtE7xxHH8Qx/H5yJn+B7Sh/QjiwP9pls71KIqGRlG0MbYJEEVRyziO30CZa6OtLcH9URzHl6Lf5KEo5f1MtLje2XGuZ+J0NMfAFGQn+6ccvW2AvaIoam/Y/0bBWX1JFEWbIafHXsAecRy/ngVmwz0CZVxcgDh4XUfvMODnURS1LYF7Z5Tl0AXRORXt65ci9ubofByiQUiwbxAXjkw2YBzczdH5OFIbMg5urxt44QhHE44wV8zwiKKoXRRFfd2+wdWpOdn/hDZz/4AKI78ax/ERwM/jOJ5p12Wuc9ssnYp01wtldDXpSDnZx8Zx/MrSQRmOcIRj4RGXQRh9kPwK4iG7pcS50yikVj0D9LN2b8U17fNLVWfvgHawF6BJ+6DU+d6I//Y9Mi4il9YbSj1O0u36Ax8At6euvw1x+j2CotxqUVEWL6n5ebSVPNtL0HnQebXoPI+CMo0uA1aSW/YMAAAgAElEQVRw2vqiNOvxpIqcpu49EUWLZV7UDDlz78Ap2Ghj0BfA3YlNF7MpRPfwhC97R1Qpj9lv8B3gf4irfAt7ppkU6CiS+iXeC4GhQmuvG+7PUYHHm4CfISfqUw7eRnFn+UxAG2Ca9XnDku/BOTcHbRJ0pG46+yEo6v4HFKk/LGOdL48cQLOBFa0todVZx76LsUDLFO6DkVO7FtELtHbvzYnOXwXW92Dni6vz14E1ssYdJMiiCGGumCXmdsDLiDf9iHT/lupP/mi6P4e68xxfa+fO1idOALZDc6iPUQadV1sIEiRIcfEOIEg+BTl4e9qE9rfW1sY5v7cNUHvYYPYa2n3t5wOvYaozKS9xzQDk9FiAou1+A4wEfot23D8G1vaAvS3iTf25+x3Y3/Zosf0lMNzabgE+A35i77dGaeOrBVupCnsJOg86r3id51WAVhRqZtyPU4wSFQz9EUW/1rMNFK15C3AzGdfRMPuea7gfSOE+zHD/nSKbAyjy+hngfM+6H46KyZ6ANjJeQ5sDH9hzHelc26LE68wX2sAKyMm4L+KEfwptEnxquA9vDKsP3Pa5/zC7uYqCo6g9qiXwGHU3mVzsR1ofmWlxTefzxyFKnbEO7vWQw/8KHF7ylJ6Psd9n4hzOnP97MXR+NMp6LLnBV6Y6Pw7Ng707IIMEaUgIc0Uf8/MNrA+pNfkAbQasCbSza4o52f+A3/pw7dCG5+PAstY2As0fPwZG+7SJIEGCFBfvAILkV2ywnQ7c4bQlTt8hiIYkaT/cBqvfe8LaGbgBGNnEa/dHETEJx+ls4DpgFU/4V7EBthbY1/0O7O/aKPLnbOB6FAW5Jc7CrrGJUbCVyrGXoPOg82rReR4FLa7vBt6wvvoZzFmNqEtOR87qexD/d2uzrWHANcip6mOztB/wsNn4e4gyJcG9jOH+AUVaHYii9PsA26KoqykUnI6ZOXvRInV/4EpgTJHz6yNe2Clm00c753yOm6sAp6DNjNFpnaE08VH2PcwpF9wlnmUs2vS/FBiEIqwn4UQIOte6ziavhXwd3BejQIWvgaspUvQTZ8PL6fe9FdesYp0HJ3uQshbCXDFr/N0QneorKAPwTsM2F2V7D033eygKvxY41UefguZ9mwIn4RQ0RRs0IwlO9iBByla8AwiSH0HRL4Od920pRMls2ci9W9nEfoQH3J1RAafHaUZKPXKC9EM7392w1HGP+l8HRQAsdLLbQNsKORBuoJD6vqkzWfMRbZdLW8mzvQSdB51Xg84rRVAhre9QMcoXkZO0j53rgSLCP0dFT19D1A3TUZrzWh5xn4QWzIcjSpVnHNzd0cL6YxTB9iHaDHgR0bEkNBWZLVaRk/9x+61Ns99du2LjIooST5zVRzntmTurkUN9DspwuA1YDTllojR2RNFTDLeviPXWKDJwNDDUab8aOU7nGt7ORe6tAX4FbOcB9/Iou2EXYIMU7i/Rptf1xXRrfeJlWNZg1voPOvdr80GCNCSEuaK3uSKFtfAWaI28j71fHbgdFZn9xl7vnrr3D/gJZuiC5nvbUXfz042yD072IEHKVLwDCJIPQQVx77VBdg1nwFoXOQnuBdZ0rncHhGVR2vh9QI+McXdGaXjjKTgBcjUBx5wS9noY2nmvE8lu53az9suDrVSXvQSdB51Xg87zLji1M+z9BOBGYE/gXcSt7UYq9UMO+CtN9iXDdGXHpiMK2VJtEcXEVYb7vSK4+6A091MRdcMmFGqGZMlFXYM2JCYgx2NJx77zfImz+lXgRE92sj6K2v0LsFIj17q4n0GbMb/xgdvR+X0UOOPfcfEgh+h8lGlXp++xe69BGziDM8Y9Em0YJVRBnwG/c87/BWVn/C35DTq4+9lvYEZDNhZ0Xjk6DxKkqUKYK3rVvfN6GbRJ8Lo7rgKromCAr6wfuhs40yPmzjaOTwZ6FznvUmMFJ3uQIGUo3gEEyYegBfaWwCy0+FyTwsLuEJsE3wVsmrpvICpq8ikZ82iiyLU5aHGdTM6TRX5LPBSIawb2thRJCbdzwyntZL/TFlddgq1Ulb0EnQedV7zO8yqkHEAo66gFov943GxiJ7TIewqH29wz7mWK4G4FXIDSrXs0BzcZRoIbzn+hIt8Dm4KBus7q2cDzQLeMdb4s8ChwLU7KejNwv4X4v31krnW2/nACcCiqJzAJzVWOda67HDlTxzp9UGcUtfw12Rc03Qg5uq5A0dTbmt2kue2vcHAn1EgD7BlfxE+GRtB5xjoPEqQ5QpgrZo27A7Cn8951sh9FfarV/6Ao9kNQDYp3UGbBCllhdrAkGxoTKGxo1KupQnEn+3vAJr71HyRIkOBgD9IMQQ6BjRFv7HNYGipKTf2FTRLeR2lv+6Pok/EoMi/ToiZARxTZMg2osbaE+7UtWoSeTBnuxDvY56GItDNQBGCNc80aKOqhFtjf2iKbINQCxwRbqQ57CToPOq8mnedNUIToTOASYPvUuWXQ4vkMe78zWiRNpuBM8lJcE0VR16JI9f2ou6Dri6K9TrT3uzi46y0KPel9OVQY7sjm6I2C42MFPBR6RFRwr6dtpRm4ezuvs7SXGuSMuYu6BTSHoc2KqdQtius6TldCBee+BdbJWN/ro+jus3DoUwz3B8CDqfYE91V27yPWpyaO3qwzNILOPfLcBwnSFCHMFbPE/m/r137ptCV9RTtUa+UZtEmQ1Czb3Ll2WZyMvAxx11i/fT/1NzTakKIGpO6cbASaZ75GoG0MEsS7eAcQpPyFugv8FsjZW2eSYOdGogjqN1C60gvARcAQD5i3Q86BidTldWyHeM2exnNF9gawb2PYv0CRgTPs/XQUzbAx0BVxsia86/vZvd1RJOHKwVaqxl6CzoPOK17neRS0gLvGdD4XLZwmmV0sb9ccj6LahqCF667IWf04RYoRZoS7m2GtRQ688WYfWwGD7JozUMHT5cx+dkWRX0/4wp16hp8iJ16jzkMU7V6U59QD7iMQ936jdACI17cUP2uWUdQtEY1HLcYTbDpNnAN/Q4v/Guo6Ba6wfvEt/ERRd0PO3FpgVQd3skFxF4okbOnqE0WDf4oisF/Aj3M96DxjnQcJ0lwhzBV9YO+P1sFzqFuTpKV9B2egALbXTddbOf2ml0wY0+t7hmmgtSV9XBu00XI/DmWsnXP79vWAAb71HyRIkOBgD1JC0O71n1Fa24qpc21skvA22gke6kyOO6C0siF2nbe0TZQu+wlyDqxhbS8iB0dJHls8R94Zhv1RJM+dwM+QU/06G4C/s78X2aLjSZsI/czubZ0x1tzbSt7sJeg86LwadF4JYn35w8D3qLDpP9Fi6REU+b0lWlTv6djLznb9eB/2grKh9jOM3yLu9ysN51R7vy/aAP6p3dPecNcCV5eB3rdCBRLXT56pyDXJonooMMo3ZsdefsT4sBvBvR2woW/MhuVnKBjgXaC/tSUOggmI9qaDvXcdp+PQhsIaHjBHqFbADDSn6u+ca4Wc0Nc4bS7uf1ifmUR1Zu7oDToPzvUg5SeEuaLPDeqkb1gebWK8geNkt3PdEV3P99j8wLdY3zcLbSL+HOho7e1N549RYkPDp76DBAlSXLwDCFJ+YgP7Q2ih/AOKgrkFcTv2psABtglKZ5qGOOV8p4RHht1NLT3cJggPGtbHik0MbBDb1PeEnbrRDr8APrLJTRLp0xLYA7gYFW/7EkXp1SLHeyeyTQvPpa3k2V6CzoPOq0HneRfHJiJUgPpF5DzqhuprXI6iqJII96kY3zeKZtoeP9lfadwzUXG2LmbT56HI138b7oV0DoZ7Y8qADxkVLvsUbQy0a+Tae4C7fWM2LKPRpsZ5NJDqjbIdZgCXesbrRtDthFLU36fg8D3DnmfNlH25jtNennHv7ODu6djEK4ntlMCdeeHeoHM/Og8SpClCmCt6/11S2LAo6mS35zzNvqM9PGNt4eBtbXg/QwEMXVAmwyTKICswSJAgTRfvAIKUn6Dd3XEoVeld4GyUbvUDcujeaYPuUGCMTYgft0mCFz42FDFwMYraeRg41zl3uOH+AtjJaU8mOjUonXYKHqq0F3kW18l+KHISjAc2Sl23vOn8QlTMbc0scebVVvJuL0HnQefVoPNKEOo6q3dGKctvYpFIqNDfJWhRtbColW8pgfstCg689YHT0WL7rxRxBFMeTvb7UQr4jhQi26LUNasAD+AUhPStexR5/B6KUC+FeyO08N61HDA7rxPH6dtm299RyM5okbrPd4RmGvcs698fQs6ktUvgblHsddB5Zes8SJDGhDBXzHSuiILKbgSOQQ7+9DjZz3C9RV0n+4b2PH/H06YAcqA/YraQjPOtDe9nhnkyqWLzzve1J57oYIMECdKweAcQpDwF6IlS3N4GxlnbUOAPiGP1R0RhMgVxJtZau4+U084oOnAacLu9rgXucq45iAIH7qjUvVfZgmRdD9hbAm2LtKed7HORE8DF3tL5H5nSwuTVVvJuL0HnQefVonPKsHjW4j4HBYfS+1jqOFqcdsUTd2YpPTcBd1sUsV7T0P/x9ExJlOsAtDnwIsoIaJ+6rjvKIHgtS/03oPNkTF8JRd29iCKU2znXtEAUAk/iiUKoCfayE8rIqAWOdr+TcsDXCO6nDfc25YA76DxIkHwJYa6YFe4WaMOiFgWiLTA9XgGsS6FQaC/kqH4TOM65/0a0CVLjSeevoWKry1qb62RPqF9PxuqsUHdDY5x9HyGyPUiQMhTvAIKUhyDut2uA3k5bLxQN8xV1ORE7AysDvwbutklErckKGePuhCIFJlBY+He1Ab8W+JVzreuo3sDaxqJU2kYLoS0F7F1sclWUQ5WmOdl9cFHn0lbybC9B50Hn1aBz++xx5DAqp6G+mNLUCAPLAHfJxWVjuCk4sn1lrjWqcxTV9obhvhBFrPdF9Df/RlzUa5WLzp1rNkWbA5+gLIFRqBDer5Cz4HkKfNtZFjRtis4jYHeU3r6QZxuP9AFNsXMH98wUbt9R30HnQRb1Oyibjc9KFcJc0ddcsbX1Hcm85BTT6ZtoE+Mt+w42M52/gDY1jrX71yPFkZ8R7s6m8wexrEWnP0zTxXwKHEaBNquz6fwrPAYcBQkSpGHxDiBIeQgqxpJUDF/Wae+J0sY+A64vce8aKDosU6cIiqB71gbTyMSNXPsa+FPqHneCcLfHiUEywE6mgZQ6ijvZ7yVFFxNspeLtJeg86LwadL6V6Xyovc+Fc8D68zsa+r4p7qz26lBCadJP0MDCvgTud7GIb/xRZDSqc+fawSjt/Ru08P4aReRPAFYvN5071/ZD4/3HiGJggf22r8VDocfm2DkFeqHEzhN7CXYedF7WOs+rIP7sFVH0rjtnycU4mlchzBUznys6eNoAOyBH9HUoU6ADKtJ+mfWDC1BE+BQbRz8CDvSEN9nQGE8hwn5hXQmsuKm9T+hiksKnPVDtHq86DxIkSOPiHUAQzwagKOr97PUeNvA80sAk4Z9Oez1qk4yxD0a8jfOB3a2tNaJM6Yp2r8+y9lbOfQfZZOhLMo5cs8/vhCLTFu5eN3K962RPsN9KI4Xbgq3k316CzoPOq0HnDoZuyJl4gm89NgNzZxQhPR7o3si1aYfSTLTg6+cB9xizkQuxFOQm4t4JeMlspffSxLgkdJ66bwSwN3Awcmx0zYnOh6AovM2oWygvy8j1YOfZYw86D9JUnXdCXN6vmv5mogLPYZNi6ek8zBU9zRVTz9HK+rzPra9c3jm3PMr8GgfcZ7g/AwZ7wNkBZSxMAfq6ekUbBe9g2Q7U52T/GAXkfQ0M863zIEGCNCzeAQTx+OVrQvYu2sFuhaqA72UdeVMnCT4iY2qAw+31SLSLXgvs5VzzfyharZ/T5jqq9wJW8YR9CjCDIoVLGrjPxf4zss8WyKWt5Nlegs6DzqtB585nR6b/acBVPjAsAuZ6qb5NeU7n9Z5ma0Myxj0GRXJfRJECpU3AvTfiL/Ux/i+Kzr3TTSyizptEO1SmOg92HnSeK53nVShEIo9H0bybIhqJL1EWQaZZOtUghLmirzV0yfolaIPuUxRdPyR9rV2zGf7q3QxF0fRPm94TOph2iPf+cZyMH+o62V/Bye4MEiTIkpeG5tzN/l++HyaIH7HJ+xybkPV12tvbxPwj4FGgp3NuWZskfATc4RH7OGCO835dZ4KwBXAsitzZzs63dK71Fs1BoahJUpBli2be7zNFOZe2kld7CToPOq8GnRf7fOBSYDpaBJZt9J3hm4WiotKpvhENFJ6mrkMp0wJbKIr7e+AcLB3Zwd2JBiJOKbK4Jdso6kXWuWdbWWSd+5Zg5wvbcmHnQefVJ8DGwGxguNPWBVGPzEab1muU0nOQZus7zBX96Hz9Rq5pCeyI1tf340Sp+8JdBOMotAkzCWXRJc71SRQpWEqhzkorjE4wSJAgS16sj/kTSyi7xfsDBclegI4ogvpBm4TVKVTWhEnC1Ta56Js1dsNwDOJV6+W0rYu4SpNiMZu7z+Rb7Ic7G3G+bmW6/wLY0je2SraVPNpL0HnQeTXo3HBsC6yOky6NuCY/d3VcboIiiqYiLswR1pZEG7UF7sGKgDXwPzL/DlBxz28Q5+qqKdzDkSOmwWhHX7azJHTuCfdi69wj9mDnQecVr/O8C7AdKnq4jr1PImNbIIfebEQv0TboebF1HeaK2ePthHjfx9PIJjr1neyZFzEtgimxjcRWRtvzTEaUTpPc7yJla6NooE5bkCBBFl8oZCQ9CHRZEv+zBeGoqiOKok6oU18VeCmO4y/iOK6NoqhVbFYWx/F3wJ3A0cAqwC1RFPW0cx8DvwNGxnH8npeHELdgb1TMB8P1HHAGcJM1dbf2OIqiKGuA7hFFUTvgKeADlIJ3P3AiSi28OYqiLXziK3VUiK1Ajuwl6Dz7I+jczxFF0TnAXcjxMi2KorujKDoZOZG+Btb3ia+hI47jeaho1nfAEVEUDY7jeL719c+gAmGvN/I/4qUOtP5nvgf8DXGBnuzgXhdt/r6AnDEN/Y/McdvnLrbOfRxLQue+jmDn2R9B5+FYhON9NG6uY+/jKIqiOI5r0dzmaGBlRBsT9LyIR5grZn9EUdQZZTQ+hwqTzmvo+jiOF6Bo/IOAtYF/RVE0cKkDLXJEUdQyiqK2wDKGrdb+PoGonJZHPPh/jOP4Q7snsr81qIbCdWjDIxzhCMdSOJw+ZgawfxzHXyyRf7w0dwSClJdQSGt7Ek0A3gXOc863TF3v7sRPxGPRIZQW29L+DkK77wfZObf4ynAKqW57Jvd6xN0apW8en9YfMAwtPL6gmXQxwVYqz16CzoPOq0Hn9tkrA72A9YDdgT8i/smEQqsWuNKnbhvA7tLZnI+i7a9Gi+lpZkv1Un19C3XTvBPcVyIaga+R86Wjb5xB5+UhQedB59Wg80oR5Iibi9HE2JwgiZztZN/LG8Ag31jzKIS5og/MNcDLiCpr2ebgsGfdA21G+ij0XANcizYGZgG/xmpSOL/LkYgu5glgVMrWxqKslPV82k2QIJUsNjbOsT46KTzs0vEtMn2j94cLko1QKJg0wQb+PsAtNsg2NknYAxXmuIeMecxQVEbntJGjKIIbnfcu72TCJzcP7Ub51PnLwC4ufuouosrOyZ5XW8mzvQSdB51Xg84Nx7No8ZDWa2TPNBo4HRXKuyJ9XbkJcCFyKH2KFlOdfWNqBu4vTc//9o0n6Ly8Jeg86LwadJ5XQdSTL9gcYE1ra0GBLmZNjGPbN9a8SZgretF5UvC+Fji+lI4b+R8tybgOhWMvrwLPA7chCpha4M9pfdt89xO0cbOBPfeViCJsHR+6DxKkGgRtgr1ov72OtgZNxsu2Np7uusj/3/cDBslGgBOAx2xikHTsyzVxktABOYlXyhhzewqpsjNQgZijbKJ4B3Cbc+3CaA17P8ye93MbsDLdgadQ0HQSRSIXimAtGyd7Hm2lAuwl6DzovBp0PtH6xaGp9hap98sApwDzgcvT5z3ovBXQE9gIccb3TZ3/I1qM3gwMKPZMnnD3NLz7AVuSKt5juL8HrgcGlgvuoPOg86DzoPMgzf5OjkA0PE+QinxFlGtzaKRQZJCieg1zxQznihSyBaYDT6MI8IOd82Xbj5iuXkN88YOtbQW06VgLbOLq3P66TvY7US2L4FwPEmQpCnCS/Sb/DvRx2tuizb3nWYyMQe8PGGTpig3uv6KQ8pD8TXZpmrQT7wF3ZxTpeIzhvwrtJn0PvG0/ivk4DukiE4S1gRU8YU+iHfq4ek9dV8zJ/gmwbbCV6rCXoPOg82rQuX3uwyiqZzVX7w1c3wP4PVoc/s2X/lGUw40oGymhr/kYOA1nEYQWUJ+hydqgRPcebWUEcrS8bzZRi1KO/4TjZKEQJVsWuIPOg86DzoPOgzTr+3CzYo9EHNsfAHsj595glDX2Op6pSvIkhLmij/l5Z7RJNAE5ukahQLXZlLmT3fC+jua5/VLn1rE+fLsS926AMn5qgbV8P0uQINUgKIDrUxsfO1jbDOtzllus/+374YIsXQHOtA77cixFDONbcyYLfctpkuAMsJMSg3falwG2Bn4DvIR2mLZ2rqkzQfCAvQbttt+f/DgdPbcBRqSudycz69iE6E33uYOtVLS9BJ0HnVeDzu83XKsmeJxzhzVwXw/n+1rdA+6EA/QhVLRsVeBgCoWnJgKbO9cnDqV/YNGmnvQ9kgL38U4oqmonRLlTCzySwn0BBUfYQF+4g86DzoPOg86DLNL34jrZtwdupbBhMwt4B1jbN848CWGu6AP739Dm3XJO24aI0qasneyoaOljKFBuB4zz3s7VAFPNlk4AtiNF+YX474d4foawARqk4oW6tM1XofolV9uc7DGK1G0A2gFrNPkzfD9kkKUrQBcbsN4zI0omCckOfLFJwjke8XZChXgmUD9VNk0jsBuK1JgGbOW0+yrI0s709xaF1LBkMtYGRQ08RH0uPNfZtBbQP9hK5dtL0HnQeTXoHBWoqgV2KHLuXuSs6dvA/csCK3rA3Rr4L3J09UvrDziEgkNpuNN+PnJq3OajL0dRdVMQj2c9zmbgQMM9AcfhgqJPP7Fn7pMV3qDzoPOg86DzIEvk+3Gd7K0Q7dBhqJB45llreRfCXDFrXR+D6gZ0S2NBNCpl6WQ37H9BTvRBiB7mE2Bnx1bOtr7xMwrZSq+afe3EYkbLLib+9tTdFA1O9qWv81a+MQSp832MRbUy3sfo1ajrm6uxa+4tNvcp+j99P1SQpWowScfeGRhnhtPQJKEPcBNKITvDA95kh/cFGtj9T00id7cJwnPA9mWg86koVfYooIu1tUeFFIruiqWfKdhKddhL0HnQeZXo/Hi0mPg3VnzN2u9G6bRF02EpMskv1rYUcQ+2fvsAxx7SC9SD7NnOTbVfgRa5JTcOliLu0WgRumkx27D3hxru36far0bZBl7Go6DzoPOg86DzICX1H7l/G7omyGLrOswVs8Od0Ko+DXRs4Lqyc7KjDY3XTe+drW1F4EHkZN8QON3s4nA7tzawJ/AACjD5FE8OdrShcR/wLk5Bx9CPLFWdt0Ub1Uf7xlItgoJcNwHOQVmAFyLWCDeS/XKUbXdlMr9CGT2drO+fRzNqI3h/6CBLzZiSiVgy+JeaJKS55ZY348s0TcnwvWIT87eAjVxcpZ7PXu9qz/VYQ4PzUsTeEmc3EnjUBs1DUDreCyhVr16xhHIYxPJmK3m3l6DzoPNq0DkquNbGeV2LCt4NQpGMb1IiZb3U82WMf0fDXC8lMKXnsahA9aDUNT094T4GjT/dS+FGk8Z/Ax8CvVPPU+d3EnQedB50HnSed53nTdC6op6TFPgJikpv5xtjpUraTglzxaWN+3UU9V0vu4XUGpm6TvYDPdtJki3wYBo7cqRPRFGxC4C9i9zfFuiKh83SFI5NKGwS7FZK90GWmL4HAPcgzv1DfOOpdEEbjzejTY330IbiN8AP8P/snXeUHNXxtp9RWKXdlYTIQQhJIJFzFNFE22RMMAYTbdLPgAkGbIKNTfoMxmCSwGTbgEnG5CCRcxIZkUSOAgRIgAg73x9vteZO78zuSNb0nd6tOuee1XT3aKrfrr63bkX+CIwOrj0XZZmcQ6mH4rnAl8xk4+HoN+5jtgpRP9Qoo1fqeCUl4Sygtx1PKxOZ1o4LFthbUQ3Kx1E5lXVC/ip8L1QQtiBOGYGBttivSLmR/V60EXnbzg+p8N1m4GfMRE2n7i4reZYXx9wx7w6Y2+9eADyfOrYvpZqwbwKjKnyvF7AzsF21+8vwHrZAEQvLhrJQ4bqf2H2tF0tWUvz8EinuZT1Aqlz3ffIcwutiYe+YO+aOuWPe3QcyvD2AgnTCfUULcIvJxCqx+OuKA9cVY+jnrcAkgnI2AY4dZWmMQXvsT4GdIsnLAFRa534UHduOb5SpdCWKXt88lI1qc2eE+0j4XgPp5RNoUCM7ajr84/Q7mscBjEIBR200uJHd5salG0kWZoL3VtS0dBywA7LZFVBmyQWG/98pN7KfY3PLuShYYKaN68WiG9i7zDCB+S8q1L8hpfS1Sp74i01J+HXsF8YmzFeAu4C57NiWyNP0FiUvfDUFIWZqWCvwMkprm9uOhQvobfbyHkWpO3HY8OQCFJ2UdZf2XMpKnuXFMXfMuwPmwe9fBdxu/+4THE/KB9wGLJH6Ti/UeKuNoB5kxHsYjtIFzwllKo0xylJqA7aPzbPxsyLa0J0cyHolvpc3vlePzbNj7pg75o65jxk4zo0MAlOAn1JuZF+NBjfI5G3gumIMvgcg4/otlIzrCe5NqNZxu749wffXRXrkyAi8t6IGsW1o/5/g3s7wi4zsSbmYzTHHTCONQM6XQkb2R4Dt0ucj89iKsqLOINhT5G2Ezx8YDfyTBjayG+6TUWmVqA7+WeC9BWW63G46V7qcXRNwnOF/AuUNoc+041OYxebg0QHwMfsGsNXdNtEAACAASURBVCTqgPsCsFEnSsJDyMvdFIPXgOdlUXOQ+ShX1LeqVUGIxHcSMTAjNSzAOTSy341qsv8KS72z74614yu6rHR9eXHMHfPugrnx9F/gZvt3z9Q9JOViLseyd+yaI4DvaBxj0gC0gZsc8kR7JW1bVL+yXUR+JL4HoujH9yiPRAqjSHsAB6HIjnbZVY65Y+6YO+ZdCfM8DcMwaZz5JTKy96twnZeJmX2Yu66YHc8F4EikB/6fHUvw7oNKODwIzNPJ/9PunciA92TvPx44GhmkZ/BK5bJOSU3292xOjxaBjYyKc6SOhUbfN5ATtWHKxRjmr1KhcW8eBtAX2LgShjbvNKSR3XB/xWQ9WhPe/wHz11GWSVXeUcP5sSijcNXUuRNJBYLNFA+xQfAxewdKO3mlAyUhSWtbz17olRqA5zA6IzRON6SCQKmpye2kUmVRFGZ68Upqsv8K1aQ8g1lMOenuspJHeXHMo/PumGfIMzIO3AlcnzoXGmGScjGXow3iQQSRmmgDFlOhT2RjJDKCPQdsW+G6wcAlyJHari5xBL6TdWg0isZ7jpTDwp7PCLQpvLiBZMcxd8wdc8e8Ww/KjV2j7Pm/j8qmhdlgoTF1fSIYG7vawHXFLHleAZXI+AbYxY71Qc2fH6BCz7Lgu7FKezWjvf+dqHZ6D+BAw/dBKmSyB98dDjxq8tUcS06Ax5DenfCazOt9bU6/y+TmDRqgXAylMkLjKQUzNkR5nRr574+cFW3IMfc3YANg3uCaoahBchvwi9g8p3Afl1PclwBeQo6ZNTq5diXTac63z7PFcRodBB//w8NT1N9cyHMdLrCJkvAi8pqVdTu3f++Div136CGOdF8N64VHtajeIvCKJdgjz/BbpjQUaN/4dIotbl8AK7isdG15ccwd8+6Auf32GcCcwTO4HbimAsbhPSRG9klok7VDck3Mewllyf6uiZSv94G/AAsD86AN+EU2ry8dm9+A72TDtBYy4H0MnIeUyBVRmZ4H0RrWK/xO7OGYO+aOuWPeXQfla+UZwM3A02id/BhFsvdOfecIO79zbP7zNHBdMQZfzZSXHhmFDIvfALvZvPEgFYzryPgeu6Ttj1C08YxsAZOjX1ObkX0RYGhE/ptsvvgK1ZlOSvP0Rsb1BxP+KK/JvnVEeZlo82CSIZCsQX1QqbIoDb9n4h5+aHhPQSVuHrT5+lVb47dEzvTFgdPt3K6ReW5BTsZbMUdACvcjY+Nawz30RqXqnkKlnNfsaP5ATr3rZysPsUHwMYsPThPPP5Hy9SpScgcE50NP/CZYKiHyuM4JXIY8UwMj8N7pIllFQZhE5Nq8wGIoGv0pYG1KEQ19kef9PoKa6pQrbo/b5JnphinPspJXeXHMHfPugLnxsRZqaPcipVqUdwGX2797pq4PI6x+ZXPi1sn91YJD1tib7NyHFOVv7e8rqFblMhGx74zvEWhz8qnx3YbWrn9TMoBFSVd2zBuSd8fcMc895nkfqD/TW8D2KGNgR1RS6Av7dxjlvgaKSF0sNt95GbiuGIPnJCL2KsprHY8y+W1DJR3aGUzteV0OXBiJ997Iidg/dXyG84UajeyxBypPtr/N2acBC1LKGlgode0a9n68AWyRMZ9JJmy7HiTIUfA8cgpEz+6q4V52Ap6xdX47YBXkQH0DVTP4AGWrnQo8DEwnkpEdOYxepLy5euJMSnB/Mdbc1wnv/ZGTYnhwLyvYPP8yao5crRfFk8C/Zis/sQHxMQsPTQvVizYh/gF5gD9ARfl7UvI0jTKhmoTSmAYBP0Bes8+w+rcZ8t0CjJmJ60MFYUuUmvUsiiKPGa25PKqL+aS9vP2Mr2qe91AZztR7nVdZybO8OOaOeXfAPOChN9r0v2nPYB7gBuAKO9+MFLPeyBGZbErmsL9JFE1mxnX7rT6UG/srboYCflvR3L8HimBbFYvazxDrASazA9L8dcB3fxQ5tSmKwFqEksKcmQHMMXfMHXPH3Eenz2Ek8Dbw6+BYD1Ri4nrk0NiOoCQMOW76FwFf1xXj6OevUV5uIuRtaeB8ZPT9Weq7zcDZyBC5SgTMBwD/Qg7PP6VxC+SlIY3sxtcAgjrU9vwPMLynI6NueH6GLg6sg4zDwyPwvgOytdwLbGzHeiHD+n10UEaoEQbltp89UMmSR4Flg3vZCNX6fgQFb05Fxu1PgNZIfP8fQQnP5F4aHXekO30LXEcpE6NTIzsqsTYB2MY+z5a5MTogPmZagFpswb8DGBYcvxZ4vML186G6T5/ZC/OmTZbLRuD7PWR4qbmLdmoR3hRYJBLu6UY3K6AUwQn20lZsyGIL2zpESGPKq6zkWV4cc8e8O2Ce5gMpijvanPgG2sRNQZuql22efBJFOD6ElMwnwzmT7IzrA1Bq6W0oEm334FzFcgZZ8dYJ3ysAV6Ooutuw5mCzyne17zjmjrlj7pjnBfOuNlDTu2+APe1zkiXbA9Xu/drW2F1ogCabeRq4rhhDP69kXO8R/rV/j0bOjm+xckfIuD6WSD3LDPPnUInX/YGWKtdVMrLfS1BnO8ZADtA/oeyFKwkcFCjYZW9gGnIgzNXBfUXr7wBsg0qo3YmcuE8j51i7YEW0D2mIORELKkod2x1lBDwCrJ86N4fN/UcBl8aYY1L87GVz3iWmHzzTAe49aZBsDeD39v7dQHUj+5rB9UNQv5h7mM0lv5LNsVMOqFAoDEAv5nfIiz21UCj0LRaLXxcKhQNRGth/UT2nK4GXisXiV4VCoRdK4x+GXu6XisXi+xny3YoMLK+gtJd3Z/L7PYrFYltdmOv8t3uiaKTWNGaFQmEFlA47HNWVu8qOF4rFYrFQKDQDZ6GGOMsXi8XJGfKdS1kx3nMpL465Yz6TvOcS8wp8JPNdLxRxcgiwDML9RSyqESk5IMWzCRhbLBavyZjXVhSt0wR8iOoe9gZOKRaLR2fJy8xQoVBYC7gJOSjeB1ZHEXUnFYvFY2Py1hk55tmTY549OeZOs4Ns3/A8cFexWPy5HWsqFovf2L8fQ+V5vgJGF4vFz6MxmyNyXTGKft6MDHPPAvsWi8W3El4KhUIT6jtxfrFYfNKuH42yCrZGxt/lkVFyTHJNhrz3RTWov0YRva8a32VYBvpvz2Kx+H2hUOiBSh8eD9yPSgwVixkb2wqFQgtqkPwVqmN+JvBKsVj8LHXNrug5XAAcXSwWP6jwfxWy5j/1+z9BJVUGoXdwTLFYnBLyZbJ2OMrw+UsMfguFQn/gYFQCZjFU0utyYHyxWHzCrtkd+C2KUD+0WCzebcd7FYvF7wqFQpI9EMvmNUO+C4XC3siG9Q1yNG1cLBYnp3BvAfYDXi4Wi1fH4Nn46FksFr+3fx+L5o0JaN5502x5y6IMpH5I7p8BTkIZYWsXi8XnZitT9fQk+JjtnpkfIo/SXQRpYsjL+jqaeF5EXvapyAPVPxa/xltV73WjD+Q9vxhtPN4Ajsa6f1Py7C6H0jkfR5HqidOqFXnevyBCp/k8ykoXkBfH3DHv8phXuZ9k3uuNIuueQ0p9h1ENyfcy4jGJXhuHDBNQqn/8BpGyAGrge02UxnsqpbTj0ciY19A1KB1zx9wxd8x9VMS+6toIHGp6zWGp40ugBuJjaNAGm406XFfMnO+ewN8N89XtWFPyF5XLuBcYkvreKFQfvw0Z9jKPXDc+trQ5cE0UmR5mAgxCQSQLpL6TlM7qCewLLBqJ9wHG+zjjs0fIX+raZko12cdSIZI9Q3mZC9gcZeqsnjq/FfARcpJtEBwv2D2ci3pBLRGJ/xYUIf0wyog5Ezk42pAhd4/g2t0p9VlZO7yXCHwnJYTWMVkZlTq/u93DDcCSFWTnXDs/KiueO7qX4N/HIttctUj2icCNNtfXZY6JCoaPWRKgn9skM45SbaSk/vfSthgviZSwDwjS4CLw2mKTyK2U6uwmE32TTeYjY2NahfdWpAA8iVJ977JJ5LzgmsSolJSLecImqVZKNeOiKAd5k5W8y4tj7ph3B8zpoC4w5Ub2n6FoyFeS72B1YpFCl+kGEUUsTECKbk/KFbHVbW5fI/Wd6JtYFAX7JXB1gF2C82bG92Kp70Tn2zF3zB1zx9xHVezD+vx7An9Ee4Y1kbFjThT5+C1q2rYcyoS9AOk2blyfNdxdV8yW/5/ZvPheMpeYfD+Lorsr1nI2eT+VSMZS4+H3wIcVjv/O5GWaycivCYzSsedIW4POQc7dkcHxXsG/9wSOCj4nRvYvkXMjRv+PvyJ7S5uN722+WzW4blu0r7gP2NCO9UdG3roZSmvgvx8yrN+BHETJOtoHZTB8hGrJ/yL4zq72bt9PqlxMhnz3B04w3hPMP0bG6XmD6/a281dgvSfsmUXD3X5/UyzoNTheych+HeYMQ3rOcpQaudatFE/mD9THTAtRf2Cj1LFdKSkJryIv8AIpwdrShGfPSHz3RHWk2oCVk2P2t48J992kvNeNMJBS8zJSskbYsflQLbM2YJPg2rSR/XHkFZuW9aSTV1nJs7w45o55d8Dc+LsW+A0dR96la7K/jSJpot4Pqt34JooyXSXAuwdqKveMydCWwIqxsQ743sHk+ZWA7372dx3D9lDU3GejWHw65o0xHHPHvDtgnudBeSTsVahe7DP2HKYB5yHdZSjac0xBhvYptp4uF/se8jJwXTEW7yGWmxuv7yKn3pOorn074zpB/WwiN+5FEeiTjf9W5Cx9yJ7HS8i5cY+9m3vZdxqhn8YcKNjvyOBYOOf81u7hI+A3wfFm4DA7nlnteGRveRwFMR5jMvIj4BRkvH0M2Cy4/ifIyH4vcgSfTvxgxh1tvVwlhXWyH1oFlY17gSAyH9gZlYq5g4zr3BvuD5sMn4IaOO+JGml/B/yHwPhMych+ud3PmTFxB04zfnYmaMxu58L550/IEfZnSvpNAZWLaVdPfrbyGEsgfdQkQD0opVhtmzq3K2q88hmwdfgd+7slUvpXi8R7E7A9MlQ/gXWgRorBs6hZQsN1Ijb+XkGbpYVT55ZC3r1tqnx3eeBze17LuKx0bXlxzB3z7oC58XcnKnWwWA3Xhkb2n9rzeM0+Z7oBoVzR2g6V+5pEEFGKogfbgjEdGI8ik1bPmmfjaWDw721RSuMkylPbbzR+vwp4fxzVFNyESJFUjrlj7pg75j46fQ4nIH1kDKXyPBcZ1rva5z7AwsiI8CMaUDdo1IHrig0zKBnZ22ye7JOeQ5CB9yLg4Nj8Gj/LIkP6u8b7l0gH/n0yhwLzIN14InLmNIKBfS1UWmdV+xxmyySlpw4CbrH7OTw43xcYnCGvLWhvcDvKHOmR4mUTZHN5PLU+bYOcjdORzWWFyJj/DXi+yrlkTlkfRYj/PnX+p2SchYIcRq8a7stS7hSYH9VUn4YivxcMziWNT6egWveZ444i17cA5jYZ/hhlJnVkZL8MZRBkm5mRNTg+ZvIBaYIZh7yK26XO7YQ8rLdT3hV3DtT590Ei1dMyPpqQh/F14FFgUaTMP0hl73X0LsS2YN5qE8h2BEYhm/AfQ0rbb9HmZI7U95fGot5dVrqFvDjmjnmXxhxFlryIpetSwyaCciP7TkRIgUTK+7kEERZow5oYlIYjQ9d01JRqNWBt4GQUUdiGImUGZcz3msDVBPU7A75fQ3USr0QGgE2AhZBz9xCUbtqGontiGO8cc8fcMXfMfXT8HJqRDnM8pbrUQ1Gk3SWYsYAGqAGe54Hrilny2hftmfc13Pulzm9jfE+m5CxIIvKbUYmk6UToWdbBPa2KypTcgUqYjCYVWY8ifh+PzWvAzzIoAnmH1PH+qAzM1vZ5EWTrmAqsF4HPZltzxhOUvErLMLAxcoT9I3V8exQMuVRErAs2LgYetmPtMi8oGdn/g/SDZqB3JJ4T3G8m6CFAeQmh/vYefwOcmPr+fvaeZhpEar/dispNjUUZPgPt3fyEykb23vZ3UaS7/ChTfmM8YB81PJhy78t6yMgxmfZKwm52/A7Mw2fC9zmwdAPcR6ggJFEwc1e4rgWlRm6XNY/2+wOR4XwgUnT/a5P6jsnEQykaaTLyRLbZfV2G0m2Huax0G3lxzB3z7oD5XcDzCW6URzqsSgdpvKSMMOnPdea7FUW43IYaUoV8b4+MXJ8a9htSISITRZwsnDHeaxpPJ6Na9qHMJ4awachgMH+V/2MFImy0HXPH3DF3zH3U9CzmQpGxR9nnxZCR4ArMqI4MHOvE5jWPA9cVs+YxKTfxEaVMnauAltR1W6Bo7/cplV8dZJhHLfNR4Z6SIJGK2TrIsDoMRbCfbXNqDGdvH4KgPlQD/APgX6QidglK8Njnw5HjJvMyQ8jx3IYyAqo6Eg3XxPayfupccz15nIl7OQn4Ggu4TMtMIEvH2LNpyZK/kI8Ay907uXYeW4+m0T7KvTUC70nU/XjKHQMVjey012/eJ+NGrNEF00eND0pKwp0oHWL71LldAiXhpgZcqJpsYX0S1aAamjrfDJxlL32MlJPkxX2SUurXUJQe8zmwkS0CXwO/QCmbiyOl5zrDfgqwUGys8y4reZAXx9wx7w6YA/9GEQzJRqh3cO5OFPmVuaJVA9+tKErkdqobinYAHkF1EZNU2h42ohiQKKX2nkKVeowonfRRlO6Y1E3uiRTndORPZvfhmDvmjrlj7qPm5zEQGRrHor3GJ2i9bbHzo9EauzeeLTA78HZdsX68JXPieNR0cCTKAPgKOfMKVK7J/gEy3J3SCJhXe88oNyyGOvBcyKHxPkFGUMY897Q5+y5gyeD4qche8XPK69qH5WIWQEb480lF/mbE+zwoK+Bb4GA6MJajniBtWFQ+JYN1DIdGM3AAgb0HRdl/iYI0kzrflRzrpwETYshKwMPqwDX2fm7VybXbGe7rxMQdlYWZaHP43MHxhJ+BKODhE+Q0HZycRw3D/4GyZzJ1JEV7yD4qClE/VBvuWGArYJHU+URJmEx7JWFnexE+p45dcavw3YtOGpIgL2vihZ+ARe8gz3fivc68eY/9/utIuZovdW4oSv9KalDuWOXem8mwKUieZSXP8uKYO+bdAXP7/XmRkegd4Lepc9cbvw3haEnx1kJpszefHUvSM3uE8zSKanjK7mXV8NoIfK+Jor7+SkpBRxuRMGIj5Hu1mHw75o65Y+6Y+6iKfUcNwfdFmbDfAxdiugIy3J2PMiHq2oStKw1cV4yhnw9AZTqut7kkKcnQE5XmeYhSGZjQuLsFyphJ+jzECCDpg4z96zITBkO7t51R5vqHWWNegZ9d7dlfncgu0t/HI4PjTrQvZTs3KnH2DjX0VZrN/IZyMAQ4A5W0OYQqdbSBwSYn+8TE2ng5xOT2hGTtNFm6wXg8gtI62yf43ryoLMtZJkNZZvT2JWiwDixn7+zXBD0o0s8IZUN8S6QMauOhJZgrfk6VNRUZ2W9FEfcno3LNmyPj+ufEKGkTCzQfFYXocUopVm0oSma51HUdKQk/IesUCE0sj6CmGX07uTZMdZsALEHETsTIMP4UUgJmpMxS7rEehuprfYs2H2GdqlgbplzKSp7lxTF3zLsD5sZPMg8uiprdvQ0cZseuQ/V5q25CiRRxh+oGJs2/+mFRo8HzeAJtRsIopKQ54csEdVgz5ns5pOj+PcE/4HsltEn6IeUbk+1MVl4F1orBt2PumDvmjrmPqtiHUbuHACeiEgGJ8WUoMnJ9jQwCSwFbA5ejEkOZGwTyOnBdMZaueJphfURwLClxdDAKXFuICg3uUcbMjQSR1xny3YyyFSYCf6YT50bqWf0bOVpvBhbPmvcqfG2HMpSupdQraUXgbkqR1ZvanLMnKt/zcfr9iMT7XHRgZLdr9kJ1w6NkChgP/bEG5sDpJvcnYU5Qk6lnbD4/kyC7F5UAOxc5ZDJ3aJgcPAmsHRxfDpVCrmhkt2sORnpAxWy9DHhPsmMesXv40OS4Yv16FLF+SbAOvI0yPKKspVEE1UdVIRqPvKmDkSLWZi9lWWop5UrCtrH4Nl6G2Es6zSbBWhWEl+3+phJHMWhFqXZJV/NkkuxV4dqF7R4/R+m/TVny2lVkJa/y4pg75t0Bc+Pj/wErU4pgWBRtJN4EXkIbu3abULSB2pqMlccUD/9n2N1AeTRpH5vjJ1CKOAmNH9va/T2FIj2yTn/8A9ocXZPiewXUB+QiKqSdGt/vAVc75o65Y+6YdyXMu8pAdWwnIwPRdGQIXs7OLYYirqch48GrKPI3WuO+vA1cV4yhn/cHFkRRotchh9C+qWsuRUbTqSbXVwEbEPQqI0ItamQIfc7kZTtKNZtrmpuR4fpHRKhbHvDQjlcUAPgNaqQ5yo4thIy9X5isfGnvynWYIT4jfvvamnKKrTkHARsE5+cwPhMje3NwbgHk1LgshrwYD63IaHtWcOxMSkb2he1YCypVMt3eiRtR+Z5HgTeI5NAAfmnry+0EfT3owMiO7F7Xoia/mTfbNszfRVHp8wEjKDWs3oyUrY7ywNilUaPlZaK+p7F+2McMQRiADL3jTKBCReAcpOQ22+cweno9e1na6KSOUgb3MARFeU9HNQPbKQgp4e+JUvjuJF4n4tcM88Mo1V8flvBX4TtJ49OPUc2+zDtAdwVZyZu8OOaOeXfA3H5/CeP1EVQbMzGyL4aifaYBZ4b8Js8ApUVOI1KkZsDTcShq4T+UDEfPofp7C6SuDbHfBhgeme93jO8eSJmchlK/+6euDfnekA7KEDjmjrlj7pjnFfO8D2AVlPWwAjJIboiiZl8AVg6uWxhYAxiO9YHyURO+ritmr5+3orIwf7HPKyHH4xTMyA4chYx2lyIn363IWNaGssFPIE797CbgFpOXEZ1cW8kOELUfQkqGazKy2/HlkfNpe5tjMjNUI6Pzg8jJ/BoyNn+LSmP9hVLficGUItkPtne7v61T7xAhu8T4Snr0jUPG/tARXcnI3tdwPs/k/nrg16RKVmXEezhn7IQy1u6gvZE9KRezVfDMzkVOgShBU8CfEsyDY4six1g1I3tDlbOLzkB3H8Dx9oKGnrHEo7oLcL9NiANprwz/0F6MGGVhNkJRPYvbsbmRZ7KdgpB6yRcDNg/vM2PeB9gkfyelRgh727Gwrl2lxXUh5I18M8sFKs+y0gXkxTF3zLs85gk/wNoowuUxpHilI9nfBo4MvtMXOSlnNCCKPVAqfmJQmgjcg83rqev6Yc38GmEY328jBfIrlH7dbp1BtRw3TB2LbXx0zB1zx9wx79YjjRUwxjBPjLw9kNH9RWQYXtXx/Z/wdl0xW76T4LQ7CcpGUDKyf4r0xK9RdHhfO98LNRvcFRkeo2RoIEPzM8Bm9jk0li6MItN/jBnuiGxQryAzzwC/qyQXwbHEyP4PYFDM+0D2lmdQVPcalBzTY1Bk9Peo0WrCZ1gu5gjUi2Ia8SK/B6BMkVtT8h468kIje7r5cE2lh+p8D+HcsTOdG9l/CvzNcI/Rj6I/cjj2JtU7wM6PpAMjeyON6Ax012FCtBLy2l2GlPY/p17cpCv49yjNajyqnxV2i840dQN5tm5FNScnoe7OyaQ5D1UUBDs/HG1M2gg6AWfM/w9Qjab5UxPPPtRmZF+QoHu0y0rXlBfH3DHvDphXuI/EyP4GNRjZUapnG1bP1L6fiTKPFLARKB2wOXXuRKSAfYI196F8M9WMItweAQZlxbP99nzIyLIBQZ3GgO/JJkPD7Vgo/0OR0eA/WfLsmDvmjrlj7qND7EMsD0G6yiVY/fvUtYmR/WlkbHK8Zw5r1xWz18+bKRkb56lwfiWU5f0lcGFwvHfqumgGMWBLFD29WnCsDzLqTqJUv/9pbJ9Pg0TFAosgI2gbcEBwvJKRfTe7bveI/BZQ+asHkFNoRkNw+zs/cCQypv8t+N6cqCF3G3IUxDKut6Co+zZg0wrnq0WyhxHXhWrPqI5896owb1Qzsoc12ZdFpeTabP6JUaK0Jyqr8zUVSu4F1+XCyB6dge44KKWcnGGf50E1pt4F/mzHDjMh+wtKLzkb1cBNFoArs3xpjadmFLUzDnnf26UyUq4g7IPVK0eKwTWo7mPmEyZKDVud9puOUCGrycjustK15cUxd8y7A+YBb+1q2dG5kf11FL0Zy7jejDaaLxl295Pa9KHotncJ6g+jCMLEAJa5EgmshjbW76ON6BMV+D4h4Hu+ANvEAPYicUqUOeaOuWPumPvo+Dlcjgy6z1LSTXaucN3KwAfAQ3RSd9tHGW6uK2avnydNZNuATYLjPVLXrYKMwDPKxVS6LqLsbIAcLscCa6Jo9aftvu5GdcJPRAbIhxptLgRGI6ddG3BgcDw0oCbr0G2otGO/GLJuvIxHEeoV7SjIIXy23c9mwfG5UZmhzBvg2u8nmRpPI0f5B8CqFa6rZGQ/HlgwEt9N9p4eS8fl33ZG2SbXE5SAQU6ysyPiXkClbF5ClSIWtOOVgl1DI/uMrJNGGtEZ6G6DknJwt00uiTcvURLeRh6/b4DNwwkepU2siRpFZPoC2It7vQn0wsHxSt6lUEHYC9X2vRopnTGM681I6X0UeRjTSkE4STaMkT2vspJneXHMHfPugLnxs1/w73RqewFFVr2BFMxFg3MjUKms7yjV7MvSuN6KIqnuRlFef0AG/7vQZiKsU3kSim4LDWHnIQNU1gawtex3z0VRF/sb39ebHPWuwvc8ds8PAc8n15GhQumYO+aOuWPuoyL24f5hOFov10Tl01ZFhoIJwHYVvrsCndSC9lGGl+uKcfTzN1Dd9e9RhOmKwflC6vqVKdVk3yeyvDQhx+PQ4NhfKDX8bEMlTA7ESsbaNaeixqCZ90Kq4Z6WQrXt2xnZKTei3gTcEYnHnii75APgN8mxKteujMqRHJf+PyLx3mLr462o5voatj5+SJD5EFwfzv+n23P5fdb8o6y7YcDfkXPxUDo2su9hvKabE0cta4McRNvYPP8WnRvZbyPl+GuUEZ2B7jSQofclW2DnDI4n0YHzYqARAAAAIABJREFUIiVhGnBDcD5RehNlIobnfRkUkbFDLRMH8kBebIvYy7bYxjAitaBGVHcD+1GldjqVjeyPEqk5VZ5lJa/y4pg75t0Bc+MjUa7OT2MefC6gxkjvADenzo3EmrSRrXG9BaXy3kH5JvUkZMhoF3FEyaB0LYqmmUb2BrA10Gb5FKzepB2/EHi4yndOQgaDm1AT7lhGR8fcMXfMHXMfHT+Hsaih7MVYyQ87PgbtJ56igpHdR834uq6YvX4+0H57nH3eDumNNwErBdeljbsrUSpls0dEebnKZOZgLBPAzu2CjKAHIcdLUnM9+ft75KBcIGu+Ax57obIwG6GM0pHBuSVJGdkT/JFxexFk8zgJGSxj2Ix6oWjqW0mVWQuuSd7J24GbwmORMO+B+pPcShCFjhxztRrZ/wwskTHfA5Fj8Ueojv3pKACqopE9kJUrUZZy71rmpDrx3hM5MkZQytYpULuRfRRwHZGasXZ4b7EZ6C4DKe9PkupaHkwwaU/8jHQ3Ox67VMkvkRI/pIZrk0VqCGq08RURPMEoguROmyxHUkXBChem4NheSKG5xxaKLGto5VpW8igvjrlj3h0wD3iZHymSnwAXVMMURQDtgZS1bcLnElyTlXG9H6W6pUnN0qSJ1nbIkfoX4AqknIUK8nF2D5+RvQFscRQNNT44lvB9BDK8XIOiZHen3LiXNHF7hDhGR8fcMXfMHXMfHT+H0chJ0QZcl2BJyfibGNkfo0K5mIx5bSHVyLbRB64rxtDPeyAj7ROU15Xe3p7DjaSM7Knvr44yx2M0kW1BkenjgX2xwDqqGG8pdw7Mg8ogXkuVgLwM+E+cA8/Y2vKdyfQ/sbJCqK55YmQ/PJjDF0ENRD8gyDzNgOdeyMm1SnBsrK1Pa3by3UeAq2JgXYGX0VQu3TSGjo3sMSsdvAI8DMxlx4ZQxciekvUrgfsiYj0A9T94wcZyzJqRvaFKOc3gKzYD3WHYCzAJKQjvoMjotUgZfKmsJJwUmfeEp/1RraNkoarUWCO5dmnMg4cMOe0aomTE+4/Rxmgd5CULJ5YhKD1zeOo7oZF9dwKvsctK15QXx9wx7w6YJ/wF2M6LlLApVDCyB9fNjZTk/SNjvjKKJH0J+GlwvAVFWU1EDtWH0Kbjr8D8wXVHEWeztw5SgJ8HdgyOr4o23LejjdMtxveplEfo7RU8k0wNYI65Y+6YO+Y+anoWG6Jgnm+AjRNMKa3/ayAnzL3EM9y1AB+jiL+mGDzMAs+uK2avnyeYDk/NFwl/tRrZM+8tgALr7kV17kel5SN1bU/K9/xDUZmvT4DFI8lLM+qFcRfwC1TiZhNkcP/K3oPl7NrRqOdHG4pgvsvu/X0yzHYwni9CzpiXMAM0KlkyCRl/w/Vyxh7DntHDwK8qyVCG91CthE1oN+rQyB6B5zDrbr7UuTkpN7IPCO8VRY3fjgzcPbPGnZIT7D6UMbIq5ggI31nUF6FTI3sjjugMdPWBUjcmmSAPBlYE3kORDGsHglRJSbgMKcnHRuA7vVBuQJVmPRW+ey9wTANgfwRq5JCOuDwaKWlf2/nfhZNT+nqXla4rL465Y94dMA946J36vADwN9ob2cN02qXteW0Tk3fj5QcmJy8Bm9uxZ4EHkaLeB+iPNh1fAWvF5jng+3Hj+4coo2oa2szNYdf0RTWUp1EhWo1IBjDH3DF3zB3z2chvM7AnFaIE8zDoYH8ArI8MXV9jUZuUG9lXJeOgnYC3xFB9KxFLX8wkz64rZs93P+BIZJRbqNo9UaORPQL/P0I9D8bQvnRNC7A8qXIS9m78DkWtv0WEso3GR29kSL+ToG68nRsE/Nz4m4A5PkzWNwX+i2r8/ynLOcYwfQFlCxyIAncG2Lkm5CSYggzTK1NePmseFOX+OjAsEuZ9USR12VySuqaakb1d49MM+W5GDo23CLJiCNYnyo3sxwCL2PHRKMvho/S7kBHv/VF2XeIE61GB98HJMXJqZI/OQFceNrlfgIy5oQF3JWpTEuZDdRQzS/Ox3x0AnE+Q1oPSkd5Am40VwntMfXcFm3x2aAD8d0fRGjsg5WxN5CltswXhNNQg4Xvg15Xux2Wl68qLY+6YdwfM7fd3QYb0m1BE427Y5glFSCWR7BemvteCSgm8QcZ1Be33m0nVrUVGjMSg9A4q4zU/5crZMmiePzoS3qsBe1Xh+3UU5XgaMtqFEVQbGt87ZsmvY+6YO+aOeQa8tyLDxOWkasPmYaTwXNEwXYKgMRxyeDxIFSN7RNwnIYPGfHYsHXgUjb8qPLuumD3fLSii9GnkoGj3jlLdyL5iVnx2cg+H2ByzUHCsJ9JjJxi/U4BLgvO/QrXu/0nEWs6ovMuLwO4h3oFs9wN2Rs1ur0p9tyzzNCN++yGH4jiU7ZDwEK6XLahh+JsoM+BytB/5M3IKfEQ8h0Z/4+k14NjwvQwxTeOKjOz3IdvRSlnwmuIrKQszDa33VZsJA3MAJ5jcP2vz6eNIv4nR/6tg/NxH0Gya8gbyewJnYw3AKRnZJ9o9z58lz7N8r7EZ6KoDKbd9UYTgHMHxZKKsVUnI3EuDFMc25JFcNTi+px2/glStSXtpBiGFaEIjvADIM/YsqkX2Koo6moTSeZM6ZkNQvbXXUbREjGYguZWVvMqLY+6YdwfMjYcbkGLyoP17EopoeA1Y3a5JarJPRU7HFYGtUeO8b4CtI/DdBxm62rD00eBcYlCaGp6jpOCvg+b0TSPwPcJ4bgMOqML3J8BuwfFEtndAinOUzapj7pg75o55nXhvRWvO7TTA/mAW+A+NLecalp/YszgZWDY4nxjZPwfWi8x3EmE6jlLUayITfVD5oIaKaMd1xRj6eTPaL49HTrw+IZZpXoN/b4/0yfvS9xQJ+/2Rc2tjmy9XR0bFNlRe5Ui0528Dzgi+twTQGpn3TZHRdoZhscI1g1Dz208TvAkamZKtgX0PW3NWr3I+4amv4fsvtP/4CjkSziNCabWAv8UoracfoBJefwY2qHIfodyvi9ayTB0yaB191X57DeTIawP26+R7m6HsuyuBwxIZi4T7g8iAnvSaCHH9ffBM/kIp6r4H8DN7hzN3ms7SfcZmoCsOFK3wEFJownSYtKe6QyUh8j2sg5THe8LJ0xanNtT8ZNvg+HooWuBzIjXuS/GfYLmMvcg3IGPRogTRJnbNVcBTLivdQ14cc8e8O2Buv38N2lyPoTxC4ABkYPocWNuOzQf8Gilv0+0+H6dULiHrGn1rowykdw3bI1Lnk9IIEymvPzwYbVKfJI5DY0tUs/6FTvh+KcX3COB+4D/EK1PmmDvmjrljPrv5TiKox1MlgjovAzWdfB3YChlFb0LRr5cSrPFo7X8B6TP9iBO8U0BRuW2oWW/oJGhCkcpPE6lPVhWeXVeM09B0rPHaqfGK9j3Nfo6MkwvVi8caeAqjvO8GvkVR098hnfZISmUnBtq9NprsjzHZ6NB5iwyr3wNbROb3ImQsrdrPocJ7OwhYyGQuWh8Imxv723z+CjLmnmNy8xXq47BuIjPB98I5tF/GPPdBZWHuT+QWZQ5caHKzbyffj1pWxZ75cBS0tVkFPH9pcr0xcnS0ocCv4cEzi9K/ZJbuNzYDXXGg9LCDbcG5uqOXMKUkrBlLObBFaavUsXWRl/QegoYOKN3nAxP+N1GKz4t2D1GM65UmDjpRuOxlXRgpcuchhTNrI1LuZCXv8uKYO+bdBPMtUPO79YNjYW31zez8J5QiZnojY8imyDk51I6X1bLM8B5uRFGPpxuuh6fOhyUdfmrHzkHRp9EcvWiD9xxqhtgGHNYB3zugDd/9KIIsieqIZXx0zB1zx9wxn138NqN15g6Url6gPIL6GiKUH5vFe9kLRRcnmV+HoWjZxMDxD4K0e2T4HRaJ1z5oLV/K8H+eUvPVgsnQgzRe9LrrinF4fwj4UyIfwbmNgD/afLN3cLwn5eVLohm+UJZG2MRxMDLMXQ6ciEqvJBH5yRx4KaoD3RyL7wr3sRwqgXF6JbkPsB6OnHq7ZclfBT7uA/7dybU90L5i6fBYWs4iYr4DCijazz6vgZzobxrG9yLHddikNcZeqAelmvbphqYjjedOjewRcU6e+ZyoRNMJ0K5M2S7AJsHnxMieeQb1bLnn2Ax01YEUm71tsqxFSXgTeVnXiMTv1Uih2T11vJqCsAywDWqocSzyvmfuCUbK2OBOrgmVhd7Bv+dGhvUPiFt3LVeykmd5ccwd8+6COSqFNYkgxdqOh/PhLshAcA7akEdXeI2vpBzDamjjeSRKy28DfpO6NjEovYDqQU4jw1TlFJ7J5m0jFB11IPD3Dvh+DHgZ1UN8HlufiNDo0TF3zB1zx7wO93CZ8Xho6ngSQf08MHfWcjCL9/Jz4BT7974mDzvY55NRtOy5RKjLm+KzFWVn/NI+jzZZeAY1gXwWOV3aRRyjCPIBWfJbhX/XFbPjfSQKtDgsODYElZOYau/v9/b3/NR3o2QOoL3/cahp7+so2+g4gpJMQN8q310IGYfPJWIUdRXeEifuJqnjYV3zzZFuH6vcV2Isvc7mkg7lFhmHHwE2jI1vwFOY0XuLrZNJdlUvFGn/scn8N8ixfRRxdJZ+KPtr69TxUCZG0IBGdqyJrP07mSseQmWbWtLPInXdj5H+tXjs+5ile4/NQFcblKc7DAT2qVFJSJT9RSLxvQRSdl8C9kydCxWEirW2IvHcYgvR+TP5vV7Arsi7/QHxGmzkUlbyKi+OuWPeXTA3/i4Enq5yLjTc3Io2J1HrT1bhbV5Ua/BktCm6hMoGpR+gaNTJBLVwM+K3ncKNMqMeAY5BjtyLO+D7LbTZi2l0dMwdc8fcMa/HPYxCm+SXCZqxoQjqB2iwCOqO5AZF4M8FzIOM1YdjjSCBTVAkZBtyfEQx3CHj9Mso8jKMulzcjrcZ78PCe7N/t6Do2V8Rp/+X64rx+L8ZOSoOtrnlFRR8cbm9w8ujGtqdljDJgNcWZNh9GEWi/z9U/uqb5B6Ca3tQHlg3Lwqs+5BIgXXI6LgdyoBZG5g3OLcico5ORk2Um1LfHWT3fD8wJPJz2MXkYZcE6yrXbYscqdFqZ6Mo+qVQZm+/1Lm9SGWxoWykj4GfoNKZL6PI6xil4ZK5+20CIzsppxYNZmQ3zG9HZW1aguPboFI8fw/vJTX/J7rN1VjPxLyN6Ax0hYHqOO1vC2z/1Lk5kJLwJZ0rCX3qyWcHv5tE9Cxmk+DLdKwghE1bYqX3Jg2TbgUWnInvNaGImtdRXfZMPWN5l5U8yotj7ph3B8yD326yv3823pbu5LoDkaMyaZgUI/2x2eblDWif/rgDUsaWRIaNi6hsUFqLjDfYwCrI2LUFqaZBqKHZl6jvx/wd8L1CIGuZGcAcc8fcMXfM68R72ii0KCrHMBHYj1IE9cKVvkt8w1GHxmVgVcP/x8GxbVD06S7AkpH4bkaRrbdQOTp9NCpx8xrKcuiZ+u7ZJkeZOZJwXTFqLwJK0cgjkVMmaTA4HhmBm4Nrl7Zze0Tkty8qbXQHMDJ1bn3k5PicwMhu53oBuyOHwXvEC6xrsXn9I8PyW2QwHx1csynq8/EZKqWxnn1vM2R0nEIVvT7je5nPnsN0YN0q1wxBzuubgEGR+GxGvfaeN1y3tOMzmiIjp+Pd9vlfyMGxQXDNwsBcEWTlTLQmrm/v5/vUZmSfnn4HIuDeGzgJOfpvw4K4gAXRWtmGnF3pvogLUHKC5TJ6vVh0A/vsEKC+9sK2ocYId6CaX6tRSovogdIJp6KUmkwbI9R4H4mCMI9NQs8Av0hdsy5SEMYDYyLymhjXw4ZJ6UmmqpEIbaY2ImMlvqvISp7kxTF3zLsD5sbHL1Of10Ap68cFx9rNi6hr+5tkrDwGv98E3Gny8iHaAP2GIKIBRUH8zf49mlKURjQFEhhquCV1VG8A/oCU4l4orfNe4Fi7fvGA70OqyZpj7pg75o55jjEfgNbKv6eOJ0b2NhQd267ZKTKEnIrqJ/fOiudqWKGSMEcDW2ON1uz4ysAbqDFeK9IPLgaujCgzzShS8FtKhox2xltK5WJeQBGyPVF5uHORITvLEkiuKzbYQBHVY1LHetic+WNUSmPjiPxtbbK7epo/+/cqyIn0DlZmBTlxTjIZup7AmJ0x70mz5ztRI8clUAZVWzKXB9euZnNKUppnGloL7qcBjOsBn5ui7JHpwE8JjOgo8+HvyCEQy+nYghy744Cdae/ES97bvSmtTZ/Y3BgzUKrV1phbg/l8I5SRVouR/Uq7jw5LKNeR/8Rx14TK8L1r8/tAO74YMqJ/b/d0KFpXf4eyUaJVl5htGMRmIO8DpZY+YsLwKnCFCf9XKFXsROQFG4rKkky2a/pH5LkPQUqSHQvrUb1q/E+kvRd+bZuEbqRKfbM6897fJvM77d89gxe5N1p8q0bqpCcil5UuLy+OuWPeHTBPUhzPCI4NBM6343tW+d4g1GRuEjK0/w7r7p4h7/Miw9dLhvHxSBl7FClmA4CDkOI7p31nNFLO2oD9I8nLQiiN9EUUkXkYitSYgLIHBtq9TMSMAsZ3Ujf5ZzH4dswdc8fcMa8T3z0oRUF/DpyTOj8CGVRfJ3AI2/eaKUW1RWsiG/B0BTJQfISMALcDawf8Xox0nNdRSYdPiGT4QsaYV42fr4Grg3OVygwlJQdeQFGx55Gxcd34cF0xe96rlfGo5IwJS6sMRpHWTxC3l9NJwKROrlnX3oPT7XMBRVuvTaonUYZ8N6OyWONJRXIbri9ToawUyp7aCmVyrIitU5HuIXSGhqWlNkM1ytuQsfQMZOC9F+0tYmUL9DG8x6EI9MQJ087hjJwB7wJfAD+sdE2GfLcYbneQKqGGDP+1GNkXIZWxF+E+kr4xfVD9+rSRfShyYj+Fyju1oeDZi4FRMXmfLfcfm4E8j+BlXRSl5D2LjBT9UOrpZciL2oaUyltQJEobkZQEZJB+ABmoF0rdRx9bAO4C1rF/V0p1GxNL+FF66XfIqxcqNE3G68U0YIRDHmUl7/LimDvm3QFz++2FkWHjU+CsFE+J4nsogXKOIq1+i+bTV2xMJqPoHmSkaAr4PwfVGByLDAanIsXrDeO9DTgx+P7iSJFfImOsB2Ipjcb3WJRy/DeTlaPRJvQd4BTjO2wetoThHqMesmPumDvmjnk97+FXxte1KOIybWRPItlfAfayY72QkTfTJrIpvsLI9U2R8Xl9ZBjbAxlLZzTqM54PR+V5xhJv7W9FRv6bg+f/HXBNcE01I/vz9qymZI07ritmKi8oIG2BtKx39nzs38sg593nRHZ+oeyWiWjPX0muk2dxAcpailpuKuArcdr+IeAxcY4eajIzxJ5TtPk74LcPsDoy7i9HKZAxnCdDg/swlGlyn80rd9pcFLMvwuY2r6xf4/UHIGdqkvkQo1zmAOP5UcqzAUKsazKyR+C9v83d7fpMoGylo43nGUb2RKZQRPuKdv8NZ8ObJTxiM5DnkRL4xZHR9z3ggOD4SOSBvwApxl9SqnGWuXfJhHxPpFBdhaU9ImXxOVTbbGE7tiglBWH3rHlN8Z0sSAOREvYhcGNw/lnUmbhd3cFGGHmUlTzLi2PumHcHzAlq11Gqa/cZgVEDbfSuNXyfMNzPQhvyj4Ft7bpWMmomgzbR16MGQqFB6RxkZDnejjWjiM0H7PgFBM1YybiMACov9hzKlKrEd2ikOxpFPX6MmoZVik7Ksi6yY+6YO+aOeb34Dw1ydyCD6HmknL52PjSy/8ruMfMI6ir3sR8ytJxIeRDPjsjo/ihmZA/ORYl2RFm7dyLjXGI8HYyyM2oxsi9p38+0ea/9tuuK2fHcE5VdaMMMnrXILDJ2XYvqxj9LY2SWHIPKkSTOjZ6p84kh+CCUVRIt2j7F1zz2nr4JHBLO2ZQyd760d+ByYHtSWRIZ8tqCor4TB9enKBs2iUiuGMlun3ulj0XE/ERbY2oq9YJ6DLyH6oVnXi8e7cFeMMwvI9WEl/I1tqGM7DYvfhLMzzejEmqjKa1NTSgb70OTr1w2L60Zk9gM5G1QqkU2FJg7dS5REt4Gjkqd62nf+xFSKLOOjOkX/Ls3UhanomYOI23xfID2HvnFkCI8Gdg5EuYtKGJhpH1uBo5FqZs3IW/pPcCw2PLRFWQlz/LimDvm3QFz4+GfqB5j2ISqmpF9YaSw30up7MBpwFqReJ/f5u+JKFowMSgNNf6/oLzczeJoo71E+Bwi8L0w2nS82AHfZ6WuXwlT1mPx7Zg75o65Y15n/gtIF+iB0sFvRnWEz0JraiUj++NoM/4ZjWFc3wrVMJ8GHGHH+gbnEyP7g1iUY2zsUXPVuVLH5kDl3r6j83IxmTmScF0xiq5ofOyA9sofUHIKVDWyG96LoFIfJxF5f03JuLsCMuRdT4Wo6uD645FzI1rz21Be7O/cyCj6FtYrAzgClcc4CzU0/RclQ+VU4PyMeU163N2GmtyuiHoffAP8tbO5jg6M7xFwPwc1va1qYKdUg31N+3upPZ9Mjb+UysLcgIJI21B21OjUdZWM7G8BP42JtfHzhPF9D8r2eg2tpxORs2MjlBnxe6TnjANawufQlUZ0BvI0kDf3LBOcb5FSeJMtXImSuwRSEt4Cfht8t12ESYZ8t6JIl98Hx3oDP7MJvA1FZSyY+l4y8SyBFMoRkXh/3Sb7OYIFNTGyv4XS1hKvfNSO7HmXlTzLi2PumHcHzO23+wIHGt7XUYOR3c61i0CxzzFSIYehDdCrVDYofQaMjcnjbOK7R/g3Z7w75o65Y964fEfFHK1DK1U4Ph+K8P01WlPPRnp62sg+CpUwWyo29sZPK/AnFGE3gdJaH0ab7oCMlOOJ20urQ8M45Ub2MJI9VrS964pxdMXQ4Lklqm3/ITUY2e18nxj4G74jSDneUBmK81CN+78GGIf14udGNe4v7Ow9iXBf86DAmEkoy+cbYIsU/yORM+kfWc6N9o6+ipwX81HaL7TYe/tqWsYbeaAI6k8SnjuSdZvPd0Jr8PAs+At+u8X4vI1S8++DKRnZR6WuD43sGyDn3kT7f2Ls5cKyQfcjJ+kBaC/6c5SBNNlk/Sng3yjYa4r9HRBbVuqCS2wG8jJMcF9Anpk/o27JJ9ti9Q2qwTePXbu4TZxpJSFzxYZS85vbgflT53ojD+UHSKlpV16l0uKVMe+voXTT+YLjSWRAC/BH4/+GYDGI6gnLq6zkWV4cc8e8O2BeAf89UWTjf6luZA+jHkNDQSMZwl5DjZISg9JCyCjzGXB2bHmZRb5D3KNj7Zg3PO+OuWOeG8yRMSaJWDsB+GHq/CEoenA+lFXQDnO7Lkq94WrPGwXv/B4ZTm8K8A/Xzm2IYCythFdHzx8Z2ZOa7Nd2du915Nl1xbi6YtrIPhEZ2UfExLYDfpuRTvs2csbcS9BA2OT6dmRkvwYZ1BOcFwfOJcN+QhX474scpEcDxyFj6XyYQw4Z2e+xufNSSo7SJNK9EP7NSkaQA6wN2C84ntSJP8beyYVjy0dH95D6vDzKRrowOFYp22EjFFG9RiS+10KlmBag3Hh+kD2Pdk0/U9etS6QMk0B2w3JqjyCH+l7Be7kIsJ7J+wOUSsl8X2ne7AojOgN5GMiDO84m9EUo99b0t4VgOvKqzmHHRyElYRLwp0h8t9rvj6PkFUtPQP2RsjPVFqqFq/xfmXrFbIF9BaWZJvWbkhe5QEnpbUZNQz5EHuuksVUspT2XspJneXHMHfPugHnwmyHWiZH9c+RkTBvZE6PG32LhneK9Uor6MCoblBL+JwOXNjjfm6b4PgtFvP3LMXfMHfOG4N0xn718/4ZSfd43Uar6vagx3mCkF7yLpa5TasTdCJiHa+hqwMZIL0j2D0mG7AdoX5EYvqKWm0BOjReQQXp9UhH0VNBHKBnZvwTGReDZdcUqz6bOcnIkishtIRWBjvo8vEwDGtkpOTQeRqWm/mrzyMREPuy6Icjw+LmNh+w7E2zeXC4S/y02D76AHATvISfSO6j+9FC7bm677i3U5LRSE9Gs7S4boyjqycCOqXP/RdHHzVnyVCPfPVAZqRE2dyfr5WBKzWWPD68P/j0YZTrcQ6rUVsb3EGYwhDIQGtmrlotpFMyD8w/ZnLgfVgYmONcfGdt/BywaW37qhlFsBvIwkMI4EaXshEbe8CX4D/K07h5csyhKC3uWjDtZ2yT/ChUUA+R13yu4Nqwnd02yAETEu8km8i+w9DACBdd4XDG4nwGUjOzXEbccT+5kpQvIi2PumHcHzHdC0Tnppk6DKEWyX097I/sZSEEbmyW/AQ8DKK95XCmCZBgyKL0C/IBSBM8CKOLhDTJu+IRqff6nRr5fJqhnb3xfhqLaMo8wdcwdc8fcMa/zPTQBpyOD1k3IyHil4XkXsKbhO8MwFhPzKvfwT+QgaEPGsH2x2uBIVziWBthXBPzuRiny7+0A53lT1xVSfwej0jcfkXGJB1xXzJrvJlRrPZGTZ5CzYitgheC6jWxumUypv1kjZH9PRFnrSVmPgvH+GVabn5I9YACK3v2rzT3/BvYhUpS18fOc8b+2PYtWZEy8xZ7HWQl/lNdkPzgG/qQyK4B1TOY/wYzsKBL/S6wcGA1SUi3A/AzUz2M6cmjch0qn9ECO3dsM+3ORwzGZF5dHzVs/I8iQiHAPlRyj1SLZo2Rl1ID5vUi/mju47iHk/NqPUvZGeF8Nk/FYF5xiM5CHAexvk0u/Cudm1OizRe2u1PkRWS+2aLF/GNU3StLuEsWgj/F5HYFXiZKC8Gm4uEXE/BIUpXMOpaYx/ZCy8BwlJTg0sh+N0k2ucFnpPvLimDvmXR1z4GqkYH1pPP4RdbxPlJaelCLZb6bcyL4QUiw3isT7zsb79WkZSV03HKVpPpA6Ph8ZGmMoNes7oEa+R6BU97tTx+cK5CtTRdIxd8wdc8e8Dvz3S60tTUhHfwPVWe2FIqvPR1Gbr6BLALDCAAAgAElEQVQU/U0o6QWZYp7iPzTq/gYZGHdAkZvXICPvUZT0gxZUGiHqviLgeXm0B3oAGRRfM5zvA3YhqGUbyEdoZI9hqHZdMXv+z7f37n7kvLjNZPhzFIRxCHJ27Wz3+SFWYqLSPJQRz72QQ+U7UnXH7T18BvhjB9+P3VCzgMofPUyV8lGopnqbzTHNdmwu4E57R36VMc9NwJME0d12fB1Uk3wyKl3yFbBtI+BcQS6eR8bdk5Ej5kyUPfAVas7bjJzVF9tc+Tbq+3E/cg6/ACybMd9J1ks6Ir1qbyxKRvYLgCUbFPMvUbm4kcH1D9q8sy+l/WqXNqzPuPfYDDTyCBbUA5Gxdw4qp3MmSsLhtoiNwrqlR+J7IDKofAMcERzvY4vUQ1RY/JGCsJtNQLEMSWHqztlIWTkNpRY+hRTLdCOZsPHpEcBiLitdX14cc8e8m2A+N1JSPkVppjeh1PUvkbPxSKQQz4UayryHNlXh5i9JmYxR0mYIanb3JXBTWkZS1/4YGTl2DuUtY34TGU/4/qoGvrdDkRw/SuMc6R4cc8fcMXfMZyfvPZEh6CNgYHC8CW2wP0Sb/8RwNAYZnC7G0sCJu/6HuK0FnALsm7rmn0hfCY3srUTaV1S5j0tQxOsySDc4BngdGV8esM/9A1mLonfhumI0/dz+fY7JyVhgTpT1fSDqmzAFRSg/SqkW+DQi1kJG+/fDbU48w+bI8H5uRHrw5ShifUVSNfFjDuQguJtUj4kKz+UGpL8PD47Ng/T6TMtlAPOiJprfhnJu59ZBZZ2mU54l1hAGdnsXxxuPi6TOjUBOpjZkBO5l8rQWWo+uBa4A9sha5m2OeMR4ewM5u6oazClftw6klAURoy9irZifRHnfxAfRGnAwFRytXXVEZyAPA6W2tQFbVTmfRAisZ9dl6g0L+GhGURlNqDTAX42fA22CedYEverCby9Qa2zMA37GIsPSx8Bj1XiD8mgNl5XuIy+OuWPeVTEP5rXhSDF/BhktBqJ06qtRlMn3aNN3DdqAtAFXxZITlFG0XfL7KHruYDoxKCGFfwpwQCS+l0eNeWriO5DzZVHkVcX3wTF3zB1zxzzHmCe1yXdFxsPnaG9kPwN4H0VpDg6eVf+s+Q346kf75nDHIePiq8CadqxPcD4xsv+WUmmQ6EalQC5GmRxfFJxbBPgJpbIgLyKnwKoNwLfrivHu5zyssTAlh9FAYKjJxz9t/knkJmo9ZMP4YJvvzgbmtOPHGH/PIaPk9zZesnlngwbAegFUK/5w+5wuvZLo8qugUkInhNeRrbO0LxaAg0qoJHKeNrKvh7IxPiaoyd4g8+G69j5uEswhYaPNJuDvwNfAZrH5TWF/n+H9mP19397VRSk5qMNyWqGRfT9giQbH/Cvgx6nvvoB6tQyO/Qwywys2A402TPi3R0aM9WyxHIYUlifpYPFHaZ+TCBTPjHn/m72siVI4DEV/t6FF9l4qe91bkBctiuDbojoYNRtalFQaoy2g36HajRUbzbisdA95ccwd8+6Auf3+ycCqlDbWi6IonveBg4PrlkCb2H8DT6OIk2TDFMvZe4H9/j6UFPnQoHRzcG2ooK2CanBubZ+zbvJ0h/G9dw18J8+lB2oa9iKwegy8HXPH3DF3zOvEdysyav0U6eo7oyyp56lsZH8XGdkHhvcSge8eaL18i6DhIap//6w9ixOC46GR/WI7fyiK3I9uUAruqQU51j8CxgTn/ol0g99Rqjn8DqkGc3Xmz3XF7HnubP88FjlkxlIhWte+sw1WIiZj3hN5ORkZ73qZzByE9vwnoZIT023+GWTv4zDkILjF3oORWfNe4V5aUSbJxcGxSrW1B9j7cH7qeCZzjP3+65T3AFkokPNKkezjkZH9p7FxDvg62OR67g6uGWrzzgQqOHqzntcpGc3XQk6Wk4AlUfbC58jxexnSVcL1qKxnRU4wf5Igk8rODYt9D5niFZuBRhq2SN6DIgGfRU0qkppBSWrGNVgzBEx5R0rPEJRy8h+COngZ878kVlIlOLYQcKItUCdV+E4zSiWL4r223/8H8m612aL6tr3ISwXXJZHs5wAL2LGYKYS5lpU8yotj7ph3B8zt9xdHRpfHUORjYnAZgYwG7wDHpr7TCxk5tkGbjx9GxLyAGrB9RtBFnnKD0i0EUT4oTfYSZASLkvprfN9JqTFPNb7DWrdLoJTPW4jbdNAxd8wdc8d8dvLciup8j6PUdLA3nRvZ30OlBwbFkhPjZ31UZ/1xtI4m+slolA32JrB7cH1o1DgXWDwS3z1RrfqfAJsD66TOjyEwhiHn+mRg3eCazUil8deZZ9cVs9fPZ2X/PH+Ae8x5PC0v6yTPHmWeHEwpWGTPjjCIxH9ZI2H794XISLpe+rrUd58gyEDJkOdWZNxvQ9H/TcG5zozsidPuJ7FkJoX7UciZ2655Zur644AviFj+qAJPC6Ja/S+j9X8QcvxejJykX6OA0p1j8zo7MKcBnANRcIvNQKMMW6gmIkVyTaBvhWtOtAnmYRQxmKRNrozSOz4lUuqG8TEYNTB5jaB5AvL2tksBsnseizxpy0fgt8Um+zttMV0ObTyShn43AmsF159DeyUhRm3B3MtK3uTFMXfMuwPmAQ8Fw/xVpIxXMrK/DRwTfKddTT5S6YUZ8d47+O17qWxQOhBFQkxAdRAPRXURp5Bh1D3lm6Na+D4AbaBeRGnLp1OKkMk81dcxd8wdc8e8Tvw3ozXzZtr3PerMyH4aMo6dQ9xAmGQdnURpHU0Mu0sZ7y9SxcgeiecByEnxOKVMtO9QU82lDd8ewH8N/7tMtjeM8U4GsuK6Yra8zo79cyPLywDUGPEb1ONhzuBc1Ax24+1U5Pi8B9jQjiflkK7FHEl2PHT2LoWce3vY56wi1xNn6Q3An1DfkoVS13RkZN/A5qBRWfDbwX0kxt4tjM89qlyX7JdWt+tWyQrrGu9jN+Nr+9Txx5Ae8DGqjf80sJNjnr8RnYFGGCjy73KkqAwLjifpHGHn+UMpNZR5E3lzXiRCJ+Iq97KB8bZP6njZxIlSN8baJBvDuN4bKTLjUA2wssZNqAFUG1Lulw3OnY2aKf0TmNdlpevLi2PumHcHzCvwXMk40JmRvV0Tsax4TX1ONs8FVG8wbVAaiJoOPoiUyTfQelC12U+d+O6T+ty7E75bUSrzbSbrD6G08sRokxn+jrlj7pg75nXivRkZ9z8mFZVLabPdkZG9D/D/iNAYlJTxjY6N7Esb7xOBXbPmtQLvLciwfjcq9bIMih49FUWoP0vJmLczpUZ5a2YpHymeXVfMXj/P5f65FnlJXdufUrmYM4G5GkA+WlEt+IeRk2sCWmfWtvOHGfZXEzg47NxcqEb1y8DQjHmehEq9zAnsYpgubudD+enIyN4wDSpR34kPkIMjdGak9YWDbI6Mmk2V5g858x6zuS/py3IZWnNXsLEPWg+iOjXyjnk0vGIz0AgDpWs8jWojVkxloFxJWArYESmQJwNbYmVLIvE/I1XJFt4bbAJPd/lNJs7pKD3oC+JFaI5GyuKOlBSxtGJ8gE3yR6aOX2qLRQwDe65lJY/y4pg75t0Bc+OlV+pzLUb214HjI+LcDNyKlKot7Vh6Ln/AcJ1hUArOLYE2HpnVirXfXd1wPR5tOPrQvjHVAyg6rRLf81BeUiCzNEjH3DF3zB3zOvGeRDp+h9LVj6NUumFG4zX7mzayR2vu2BFetF9Hlw3uYSngKWR4/FlE/hPcbze5DY1ezaix3GuG81J2/FZULm5I+Fwy5tt1xez5zeX+uVZ5SV3fl1IJrYtJ1ZjPmPcWw24cMjY2oWj2l4Drg+t+Q6l55Wk2Rx6FnCIfk20mVchzUl53DTS/b2ef0wbSRM6/Af4YC+8O7il5X3c0nC8h5UC3d3kIKp91NRFLT3VwH3+057AlcKXJxsbhu1zLO+KYN+aIzkAjDFTjro0gJayDa3tRIRU/Y34HAOunjoUKzF6mAOyY8BycWxA4CynEy9Wb1w7uYVvDvF2EC+WK5T9QE5P5U9fEUg5yJStdQV4cc8e8q2MO/KoSz/a5gJriTCIVzYCU/DtRVEHmjZ5Qrdh/mKx8YeNZ4HykxI8Mrr0NmEYFg1IEvgehUg1tyLDyJYq4+C+wKcGmGRkxpgL/V41vMjRsOOaOuWPumNeJ91ZkWLwZNSu71u7heKzWMdWN7G+i9TNzIzsydN0DXBfKTxpHZGR/HTk3WoJzy6KMgRGRZCZpPHgb1mAzxDr5N7ARMtrdYsf2Br43+YmSio/rijH4z+X+eRbkpcnWgV7AkXYvsfb+1d7RAuof8Dfgh8i52s/mmutQWZ4pKEvmH2TY1wEZ16egdSbkeSRalw7qQHYWRGvtJ0Ryahjme3VwvgfKJvkeOSaT97U3sCIqPfUJGZeeqoHvZO3sD7xic807qDF0VIN6XjFvxBGdgUYYyHs0PZnwqZyqlCiVo+0lKFS6LgNeC0hRb7O/FV8ElB77ZPAih4rawkROtUKdw6djxqJqWAI72b2uYZ9jTz65kZWuIi+OuWPelTEHdje+LwyOVTIOrA28BdyWOjcCWCkS7k0oouEhZADbG/gXiuhJ0sAvMHkaDDyKNin7ETfasS+wA0rznQxsjTZISd3bT1DDtV8AC6CIq1di8+2YO+aOuWNeJ757orI1dxE0JzNeazGy/wKV+8jcSG3P/0JkgLsovKfUdQUUITgVa2QZ3EtTFrxW4X8fk40/d3LdAJRR0IbKCfW1d+M6IhmucV0xxj3kcv88C/KyONa4Fxkj54jId9k7GvDYgtai9+1d/N7kZgk7Px9qnjuIjPs7AIvZ3LBAcKyAsrreDebAas0q5wXmiYj5QYb5UR1c0xvYFTkS2pCDeBJaV6OUnqqR7x5ofT0BrUdHZsVfV8S8EUd0Bhph2CT0JXBycKzahHMTcHFkfhdGHva3UBOEJ4A9gYWDa/ZB6T0N0YW4wj0sbpifUgnzYPGaz17gLWLznEdZ6Qry4pg75l0Zc6TEnorSAy8OjqeNA02oMc53wLZ2LGqzJ+OhL7AVMm6NR5GPPYFtUBr4myi992WUItuGlPtfVJOpjPl+y/hOjEobopTkp5HB6S0U8diGDDjbOOaOuWPumHc1zFEkd1JGINHBe1O7kT2mg2AutI5+Sufr6BWoDn5zcDymvAwGTjI5OLqTa1dC+s2e9nl3aogGriPvritmz38u98+zKC+XxObZeAnf0T/YsT4oq+pB4AeUasZ/BtxPRON0wHe1sk2Pocj2HpQ7j1rsHpZqAN4HonW+jaDXVAdytQdqDn4WsB2RSk/NJN/LIR3mIvscu4FvLjFvxBGdgUYYJlD3ohSNLYLj6ZpmiwN3APvF5tn4md+E+wHga7QJ2RcYjryUrwFXxuazCu9JGu27nWC+oz2XRbLkr6vJSp7lxTF3zLs65sg48FeqGAcoGTHmQoaZA2PznOK/D4pMehcp7mHEzEBgVVTT8UakuE0nUjp+B3w/nuK7GWUHHI3qlrbZNdGjwBzzhuDdMXfMuyTmAZ/J+lOTkT32AOamg3U0+HyhyVKmEaWd8N6KapJXNGwEWM+FIh73t89RmpsGfLmumD3fudw/dwF5Cd/RP6LeDQ+imuWhg+NkFAiTaWPtGu8h2UvcYnNgutfDWLu/zEtO1oD5MdXuJ5Gt2PzOIt9JVtIqsfnOM+aNNqIz0CgDRW5MRUruZhXOD0b1qCYSeLkbZaCInWvthXgHOAYpmm3Aj2PzV4Xn5WrA/FLUnGNwbH67iqzkUV4cc8e8q2NOdeNAU/DvpdGm7yex+a3AfxMyKL1lMrNghWv62T000oavT2d823WLUDI4NYQhzDF3zB1zx7zO91CTkb1RRrV1NDg/FJXBOYvIxukKvHVo2LBr9kAlhRa3z9GdG7iuGIPfXO6f8y4vwTv6Fan69sFceSDKrhoam98K/Cc8no7K2sxvn1uQcX0qERr31oh52bxIuaF3BHANcKZ9jr4u1cj3cFSb/ylgeGye8455I43oDDTSQF3ap6KGRMcC8wBzAFvYQvUZDVZbKK1coSY4l6Haj202zqQBGsvUgPkfDfPBKN3qQlTjKXqqUleQlbzLi2PumHd1zCk3DlySOteCIh3epEEbyFBuUHoMMyjRYJGO/wvfNJ4BzDFvYN4baTjmjc13o2Ge5ouSkf0dlDXQHJOvDvgN19GrKDVLHInq9n9E0Cy8kQYdGNlRzf4rbUTtkVCBb9cV42Kem/1znuXFeB9IKer46NS5wfZ+3kbkhtud3MN+qATSaJvXx6LSPQ1lXA/47WheTAy9UxtNZjrhe6Tx/RUZNr/t6pg3yojOQKMN1AX3cZt4vrbxCnB3oy5UFe6hFXnFLrV7aUhFsgLm39pEMw3V1HwcWCY2f11ZVvImL465Y97VMUfGgb+ghknjgJVRzeG/2DPYOjaPnfCfNijloiYf5VGyj+aFb8fcMXfMG3vkGfPgHkIj+3jT0aM1eqyB37mAPyFD3eu25j9mz2C52Px1wnto2DjajjUD56KyINFqrnfCt+uK8TDP1f457/JCBeNj8I5+QoMGwQT8b228/wg5kBrWuF4F86PsWGLo/aJR5/W88p133mOPpBaTU0CFQmEIMAylYPUEHgLeLhaLn8Tkq1YqFAqFYrFYLBQKPVCEyeexeeqMCoXCnOilXRnohRThl4rF4odRGeuE8i4rkD95ccyzJ8c8WzK8dwL+DzXkmoq6tP+hWCz+N7mXmDx2RIVCoQkp7qcC3wNrF4vFd+Ny1TkVCoU+KLLqNFSDdaVisfhRXK5qI8c8e3LMsyfHPB4VCoWexWLx+0Kh0AuYt1gsvh2bp46oUCg0A0sBP0cZYM8BVxSLxUlRGauBCoVCK6rRfxAqyTME2AVYo1gsTojJW0fkumL2lNf9M+RbXlLv6HHAnOgdHVMsFp+MyVtnVCgURgDPAx8gvtcsFotPxOWqc0phfjrK6vkh4r+R58Vc8g355j0muYG9i1KjG2CcGotcXrInxzx7yhPmhUKhJ9AfWAuVhfm8WCy+WSgUCgCNfh9mCNsSKWab5cGoATP43hrYHtW6/z4ySzWTY549OebZk2MejxIje2w+ugOZYeN3wKEognDlRjfcdRXKk67oFI/y+o4WCoUF0b7iW2DFYrH4bGSWaibD/LfAb5CTfaVisfhUXK46p7zyDfnmPRa5gd3JycnJyclptpMZlJqKxeLU2LzMDBUKhd7FYvFb+3euDEqOefbkmGdPjrlTLRQaSvNoNC0UCoOAfYFrisXii7H5cXJyKqe8vqOFQmE34ME88ZxQjjHPJd+Qb95jkBvYnZycnJycnJycnJycnJwaiAqFQo9isdgWmw8nJ6fKlMd3NI8Ox5DyiDnkl2/IN+9ZkxvYnZycnJycnJycnJycnJycnJycnJycnGaBesRmwMnJycnJycnJycnJycnJycnJycnJySmPVFcDe6FQWLBQKFxQKBTeLRQK0wuFwuuFQuGvhUJhcD1/18nJycnJycnJycnJycnJycnJycnJyaneVLcSMYVCYQTwADA3cB3wIrAKsB4wERhTLBY/rsuPOzk5OTk5OTk5OTk5OTk5OTk5OTk5OdWZ6hnBfhYyru9fLBa3LBaLhxeLxR8ApwKjgOPq+NtOTk5OTk5OTk5OTk5OTk5OTk5OTk5OdaW6RLAXCoXhwKvA68CIsONsoVBoAd4DCsDcxWJx2mxnwMnJycnJycnJycnJycnJycnJycnJyanOVK8I9h/Y39tC4zpAsVj8Argf6A+sVqffd3JycnJycnJycnJycnJycnJycnJycqor1cvAPsr+vlTl/Mv2d7E6/b6Tk5OTk5OTk5OTk5OTk5OTk5OTk5NTXalXnf7fgfb3syrnk+OD6vT7NVGhULirTv/1cvZ3Qp3+f4rF4rr1+r/rRQneeeQd8isvecUbHPOsKc/vaB1lpd60HNAMTI3NiJNTHWkCpXnXKRvKK+Z55DvUJRqd92p6TyPxPbO6WT15971civKqK+aVb8gv73nlOyHfh2ZPDbKfm5Xnk8t1CPItL41I9TKwd0YF+zv7C8DPBNVLmPK+mDhVJpeX7Mkxd6qV8vosXRadnJycnJycnJycGot8H5o9NQIm/nyc/heqV4mYJEJ9YJXzranrnJycnJycnJycnJycnJycnJycnJycnHJF9TKwT7S/1WqsL2p/q9Vod3JycnJycnJycnJycnJycnJycnJycmpoqpeB/U77u1GhUCj7jUKh0AKMAb4CHqrT7zs5OTk5OTk5OTk5OTk5OTk5OTk5OTnVlepiYC8Wi68CtwHDgP1Sp/8ADAAuKRaL0+rx+05OTk5OTk5OTk5OTk5OTk5OTk5OTk71pno2Od0XeAA4vVAorA+8AKwKrIdKw/yujr/t5OTk5OTk5OTk5OTk5OTk5OTk5OTkVFeqV4mYJIp9JeAiZFg/GBgBnA6sXiwWP67Xbzs5OTk5OTk5OTk5OTk5OTk5OTk5OTnVm+oZwU6xWHwL2K2ev+Hk5OTk5OTk5OTk5OTk5OTk5OTk5OQUg+oWwe7k5OTk5OTk5OTk5OTk5OTk5OTk5OTUlckN7E5OTk5OTk5OTk5OTk5OTk5OTk5OTk6zQG5gd3JycnJycnJycnJycnJycnJycnJycpoFcgO7k5OTk5OTk5OTk5OTk5OTk5OTk5OT0yyQG9idnJycnJycnJz+f3v3H6v9Xd91/PWGI91wAxNBa4whoPyKKBdTmQWlN2xmDlwprI1k2UQcqAsJAtZhWIdk0zj8NX6YjByG61x3uwoEjFvTMaRn7RxK3DwaRaFNhVnDD0uRUkuBwsc/znWSO7e923PenM/1Pefcj0dy5XvO9b3O9Xnnvpu055lPPxcAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAw9bSAwBwrKyqamfpIS4iqyS7Sw8BAAAA9AjsAOw7u/QATav19SSG6t2c3D93AAAAuOgJ7AAkScYY20m2l57jsPZ33I8xziw7CQAAAHCxcQY7AAAAAAA0COwAAAAAANAgsAMAAAAAQIPADgAAAAAADQI7AAAAAAA0COwAAAAAANAgsAMAAAAAQIPADgAAAAAADQI7AAAAAAA0COwAAAAAANAgsAMAAAAAQMPW0gMAAAAA8KBWVbWz9BCHtEqyu/QQAJsisAMAAAAcP2cnvvdqfZ0Rwnczd3aAY0VgBwAAADhmxhjbSbZnvPf+rvgxxpkZ7w9wMXEGOwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA1bSw8AJElWVbWz9BAXkVWS3aWHAAAAAOBkE9hheWeXHqBptb6exFC9m5P75w4AAADAMSGww8LGGNtJtpee47D2d9yPMc4sOwkAAAAALMMZ7AAAAAAA0CCwAwAAAABAw7TAXlW/t6peWVXvr6rbq+rLVfXFqvqNqvrhqhL3AQAAAAA4sWaewX51kp9J8ukkNyf5nSS/P8lLk/xsku+tqqvHGGPiDAAAAAAAMMXMwP6JJFck+ZUxxjf2n6yqNyb5aJLvz15sf9/EGQAAAAAAYIppx7SMMT48xvjX58b19fOfSfLO9bdnZq0PAAAAAAAzLXUO+tfW1wcWWh8AAAAAAL4pGw/sVbWV5C+tv71p0+sDAAAAAMBRWGIH+08leUaSG8cYv7rA+gAAAAAA8E3baGCvqtck+ZtJ/nuSH9rk2gAAAAAAcJQ2Ftir6tVJ3pbkY0meP8a4e1NrAwAAAADAUdtIYK+q1yb5p0n+S/bi+mc2sS4AAAAAAMwyPbBX1RuS/HSS3ezF9c/NXhMAAAAAAGabGtir6sez96Gmv5Xku8YYd81cDwAAAAAANmVr1htX1cuT/ESSrye5Nclrqur8l31yjHHdrBkAAAAAAGCWaYE9yRPX10cmee0FXvPrSa6bOAMAAAAAAEwx7YiYMcabxxj1MI8zs9YHAAAAAICZpn/IKQAAAAAAnEYCOwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAEDD1tIDAAAAACfCqqp2lh7ikFZJdpceAoDTS2AHAAAAHs7Zie+9Wl9nhPDdzJ0dgIucwA4AAAA8pDHGdpLtGe+9vyt+jHFmxvsDwEzOYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKDBh5yyaav9D7DhxFsl2V16CAAAAABYisDOJp1deoANWa2vpz0+7+bi+TsFAAAAgP+PwM7GjDG2k2wvPcds+zv0xxhnlp0EAAAAAJjJGewAAAAAANAgsAMAAAAAQIPADgAAAAAADQI7AAAAAAA0bDSwV9UPVdVYP165ybUBAAAAAFtzNUIAABbJSURBVOAobSywV9UfSvKOJPduak0AAAAAAJhlI4G9qirJzyX5fJJ3bmJNAAAAAACYaVM72F+T5AVJXpHk/25oTQAAAAAAmGZr9gJV9fQkP5XkbWOMW6rqBbPXPCZWVbWz9BAsYpVkd+khAAAAAIC5pgb2qtpK8gtJfifJG2eudcycXXqAha3W14s1Mu/GPwMAAAAAcOrN3sH+piTPSvJnxhhfnrzWsTHG2E6yvfQcS9nfuT/GOLPsJAAAAAAA80w7g72qnp29Xev/eIzxkVnrAAAAAADAEqYE9nOOhvlEkh+fsQYAAAAAACxp1g72b0vylCRPT3J/VY39R5K/s37Nu9bPvXXSDAAAAAAAMM2sM9i/kuTdF7j3Hdk7l/03knw8ieNjAAAAAAA4caYE9vUHmr7ywe5V1ZuzF9h/fozxszPWBwAAAACA2aZ9yCkAAAAAAJxmAjsAAAAAADRsPLCPMd48xijHwwAAAAAAcJLZwQ4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA0COwAAAAAANAjsAAAAAADQILADAAAAAECDwA4AAAAAAA1bSw8AAAAAABeBVVXtLD0ED2qVZHfpITiZBHYAAAAAmOvs0gMcsdX6elqi9G5O398RGyKwAwAAAMBEY4ztJNtLz3FU9nfijzHOLDsJLM8Z7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0LC19AAAcARWVbWz9BAAALSskuwuPQQAdGxkB3tV/dmqel9VfbqqvrK+frCqXriJ9QE41c7GL2TA6bZaPwBOq93s/TcdAJw403ewV9W1SX4yyV1JfjnJp5M8LsmzkpxJcuPsGQA4vcYY20m2l54DYJb9/0NnjHFm2UkAAIDzTQ3sVXV19uL6h5K8dIzxpfPu/66Z6wMAAAAAwCzTjoipqkckeUuS+5L8wPlxPUnGGF+btT4AAAAAAMw0cwf7c5I8Mcl7k3yhql6U5BlJ7k/y0THGRyauDQAAAAAAU80M7H9qff1skt9O8sfOvVlVtyS5aozxvyfOAAAAAAAAU0w7IibJ71tf/3qSb03y3Um+PXu72H81yfOSvGfi+gAAAAAAMM3MwP7I9bWyt1P934wx7h1j/NckL0lyZ5LLq+qyiTMAAAAAAMAUMwP7F9bXO8YY/+ncG2OML2dvF3uSPHviDAAAAAAAMMXMwP7x9fX/XOD+foD/1okzAAAAAADAFDMD+y1JHkjy5Kp61IPcf8b6+smJMwAAAAAAwBTTAvsY464kNyR5bJI3nXuvqv5cku9J8sUkN82aAQAAAAAAZtma/P6vT/KdSX6sqp6X5KNJnpC9Dzn9epJXjTEudIQMAAAAAAAcW1MD+xjjc1X1nUmuzV5U/9NJvpTkV5L8/THGv5u5PgAAAAAAzDJ7B3vGGHdnbyf762evBQAAAAAAmzLzQ04BAAAAAODUEtgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBha+kBAAAAANi4VVXtLD0EJ9Yqye7SQ8BxILADAAAAXFzOLj3AMbdaXwXkC9uNf44gicAOAAAAcFEZY2wn2V56juNqf2f/GOPMspMAJ4Ez2AEAAAAAoEFgBwAAAACABoEdAAAAAAAanMEOAADH32r/PFgAYLpVfMApcEACOwAAHG9nlx4AaFutr0IdnCy78e9f4IBqjLH0DJwyPm0bAADA70YAcDFwBjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAw9TAXlUvqqoPVtWdVfXlqrqjqt5TVZfNXBcAAAAAAGabFtir6i1JfjnJdyS5Kcnbkvx2khcn+bdV9YOz1gYAAAAAgNm2ZrxpVV2a5Jokn03yx8cYnzvn3vOTfDjJTyS5fsb6AAAAAAAw26wd7E9Yv/e/PzeuJ8kY4+YkX0ry+ElrAwAAAADAdLMC+21Jvprk2VX1uHNvVNXzknx7kg9NWhsAAAAAAKabckTMGOPuqnpDkn+S5GNV9YEkn0/yh5NckeTXkvy1GWsDAAAAAMAmTAnsSTLGeGtVfTLJP0vyqnNu3Z7kuvOPjgEAAAAAgJNk1hExqaofTfLeJNdlb+f6707yJ5LckeQXq+ofzFobAAAAAABmqzHG0b9p1ZkkNyd5/xjjpefde3SSTyT5A0mePMa448gHYFFVtZMkY4wzy04CAACwHL8bAcDpN2sH+19YX28+/8YY474kH12v/axJ6wMAAAAAwFSzAvsl6+vjL3B///mvTlofAAAAAACmmhXYb11f/2pV/cFzb1TV9yZ5bpL7k/zmpPUBAAAAAGCqrUnv+94kH0ry3Un+W1W9P8lnkjw9e8fHVJK/Pcb4/KT1AQAAAABgqimBfYzxjap6YZJXJ3lZkpckeXSSu5PcmOTtY4wPzlgbAAAAAAA2YdYO9owxvpbkresHAAAAAACcKrPOYAcAAAAAgFNNYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgAaBHQAAAAAAGgR2AAAAAABoENgBAAAAAKBBYAcAAAAAgIYDBfaquqqq3lFVt1bVPVU1qur6h/mZ51TVjVV1d1XdV1X/uapeW1WPPJrRAQAAAABgOVsHfN21SZ6Z5N4kdyZ52kO9uKpenOR9Se5PckOSu5N8X5KfTvLcJFc35wUAAAAAgGPhoEfEvC7JU5I8JsmPPNQLq+oxSd6V5OtJzowxfniM8beSrJJ8JMlVVfWy/sgAAAAAALC8AwX2McbNY4zbxhjjAC+/Ksnjk/zSGOM/nPMe92dvJ3zyMJEeAAAAAACOuxkfcvqC9fWmB7l3S5L7kjynqi6ZsDYAAAAAAGzEjMD+1PX1E+ffGGM8kOR/ZO/s9ydNWBsAAAAAADZiRmB/7Pr6xQvc33/+90xYGwAAAAAANmJGYH84tb4e5Dx3AAAAAAA4lmYE9v0d6o+9wP3HnPc6AAAAAAA4cWYE9o+vr085/0ZVbSV5YpIHktwxYW0AAAAAANiIGYH9w+vrn3+Qe89L8ugkvznG+MqEtQEAAAAAYCNmBPb3Jrkrycuq6k/uP1lV35Lk766//ZkJ6wIAAAAAwMZsHeRFVXVlkivX3166vl5WVdetv75rjHFNkowx7qmqV2UvtO9U1S8luTvJFUmeun7+hqMZHwAAAAAAlnGgwJ5kleTl5z33pPUjST6V5Jr9G2OMD1TV5Ul+LMn3J/mWJLcneX2St48xxjczNAAAAAAALK20bo5aVe0kyRjjzLKTAAAALMfvRgBw+s04gx0AAAAAAE49gR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoEdgAAAAAAaBDYAQAAAACgQWAHAAAAAIAGgR0AAAAAABoOHNir6qqqekdV3VpV91TVqKrrL/DaJ1fVG6rqw1X1P6vqq1X12ar6V1X1/KMbHwAAAAAAlrF1iNdem+SZSe5NcmeSpz3Ea38yyV9M8rEkNya5O8lTk1yR5Iqq+htjjLe3JgYAAAAAgGPgMIH9ddkL67cnuTzJzQ/x2puSvGWM8R/PfbKqLk/ya0n+YVW9Z4zx6UPOCwAAAAAAx8KBj4gZY9w8xrhtjDEO8Nrrzo/r6+d/PclOkkclec5hBgUAAAAAgONkiQ85/dr6+sACawMAAAAAwJHYaGCvqick+a4k9yW5ZZNrAwAAAADAUTrMGezflKq6JMkvJrkkyY+OMb6wqbUBAAAAAOCobWQHe1U9MskvJHlukhuS/KNNrAsAAAAAALNMD+zruH59kquT/MskP3iQD0oFAAAAAIDjbGpgr6qtJP8iycuSnE3yA2MMH24KAAAAAMCJN+0M9qp6VPZ2rL84yT9P8ooxxjdmrQcAAAAAAJs0ZQf7+gNN35+9uP7uiOsAAAAAAJwyB97BXlVXJrly/e2l6+tlVXXd+uu7xhjXrL9+Z5IXJrkryf9K8qaqOv8td8YYO42ZAQAAAABgcYc5ImaV5OXnPfek9SNJPpVkP7A/cX19XJI3PcR77hxifQAAAAAAODZqjLH0DJwyVbWTJGOMM8tOAgAAsBy/GwHA6TflDHYAAAAAADjtBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGg4cGCvqquq6h1VdWtV3VNVo6quP8TPv3v9M6Oq/khvXAAAAAAAOB62DvHaa5M8M8m9Se5M8rSD/mBVfV+Sv7L+2W87zIAAAAAAAHAcHeaImNcleUqSxyT5kYP+UFU9Psm7ktyQ5LcONR0AAAAAABxTBw7sY4ybxxi3jTHGIdfYXl9ffcifAwAAAACAY+swR8QcWlX95SRXJnnJGOPzVTVzOQAAAAAA2JjDHBFzKFX1hCRvS3L9GOMDs9YBAAAAAIAlTAnsVfWIJD+fvQ81fc2MNQAAAAAAYEmzjoh5XZLLk7xojPGFSWsAAAAAAMBijnwHe1U9OcnfS/JzY4wbj/r9AQAAAADgOJhxRMwfTXJJkldU1Tj3kb1d7Uly2/q5KyesDwAAAAAA0804IuaTSd59gXsvSnJpkvckuWf9WgAAAAAAOHGOPLCPMXaTvPLB7lXVTvYC+xvHGLcf9doAAAAAALApBw7s6+Nc9o90uXR9vayqrlt/fdcY45ojnA0AAAAAAI6tw+xgXyV5+XnPPWn9SJJPJRHYAQAAAAC4KNQYY+kZOGXWRwFljHFm2UkAAACW43cjADj9HrH0AAAAAAAAcBIJ7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANAjsAAAAAADQI7AAAAAAA0CCwAwAAAABAg8AOAAAAAAANW0sPwKm1qqqdpYcAAABY0CrJ7tJDAADzCOzMcHbpAQAAAI6B3fj9CABOtRpjLD0DAAAAAACcOM5gBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGgQ2AEAAAAAoEFgBwAAAACABoEdAAAAAAAaBHYAAAAAAGj4fwlFg8uD3ZE5AAAAAElFTkSuQmCC\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["missingno.dendrogram(sam)"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"image/png": 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"text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["filtered_data = missingno.nullity_filter(sam, filter='bottom', n=15, p=0.999)\n", "missingno.matrix(filtered_data)"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"image/png": 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"text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["sorted_data = missingno.nullity_sort(sam, sort='descending')\n", "missingno.matrix(sorted_data.sample(250))"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": 13, "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": "3.6.4"}}, "nbformat": 4, "nbformat_minor": 2}