{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import boto3\n", "import pandas\n", "\n", "s3 = boto3.client('s3')\n", "bucket = 'gaming-analytics'\n", "prefix = 'gamelog/gamelog_sagemaker/'\n", "response = s3.list_objects_v2(Bucket = bucket, Prefix = prefix)\n", "\n", "objs = []\n", "\n", "for obj in response['Contents']:\n", " objs.append(obj['Key'])\n", "\n", "game_data = pandas.concat([pandas.read_csv('s3://' + bucket + '/' + obj, delimiter = ',') for obj in objs])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TcjgckuTwer1+v3klKeMHkjK+Pb2mVD/7+yGrwwAAAAAst2JhvhLiDJ077/VZSRBMlYFZZS631hys0o9fPxDW8+SNTtGqRTM6JVza5oh4Jc3ISQ/4sdLuyjr2QfHa/L2rw5I0rPe06Cu/2awDH/ZcWdU5ljh5mv3MZlmscFy6nr51ao/ft/WHXFrw220RjgoAgPAZl5Gkt5fOtToMSwWalKF9GQL2xr6TVocAAAAARIV5lw/v9f6O8zXadJw74vV6fc4g6Wk2iS91nmbdX7wnIjNaUgYn6LUl3SspfD3OQOQ4k1WU64yqeTMDxdJrLg9bFZfDbtNfv1mkW54p0Y7KWnW8RjTeMDRrfIYeuvGT7QnMYfZBYZ87lDQoTo0mEz/P3DpFl49M0ZayGhmSpvuRgCy6zKm80Sna18NMIQAAYs0IR6LVIcQskjIIyF/3neg37QQAAACASKrzNOvOF3b0OF+jKNepn3xxor79yh5tr6jtdHtvbc/uL96jjYfDn8QYbIvTGz4SMqG2bP5k3fPSTpUcqQn7ufCxeZ/oPcEYCs8tyO+WbJk1PqP9+d0xwdF1ns3ildt1sKrR12FNmTgqRQ/flKdJY1P1uV+s1/t+Vu9MHuPQtXkjJcl0AnLVohma8pM3/W5lBwBANLt8BB2lAkX7Mj/Qvqy7cQ+8oVaeOgAAAIAkqeLRz/u1XZ2nWfOeWNvnEPc4SV3XbeMkzb44w6WrSLb7euTmPM0vuDQi55Kk/952VN/7w76InW8gm3xpqv74jVmm9zNT0dVRIG396j0tmvvEmj5/h7p65OY8zchJ93k+f4+ZZrdp7dJ5QVUSHavxaO4Ta/g8DQCIeY/enKevRPA9YTQKtH1ZXPhCQn/1u21HeQMJAAAABGDhim1+LSb7upD+vKT1pS7tPV7X7b7KU57gg/PTjJz0iJ1Lkgqyh0X0fP1RvCE9/qU85Wel9biNY4hNz9/RPeHXmzpPsxYs36arnlynhSu2a94Ta3X9Lzdo77Huz1FfsjOSNO/y4aYSOY6LiZHJY1NNxdo248jX+dqO2dv3Jz8rLeiEjCSNTbdr1/evUZItPqjjRKNHb87TY1/Ok93GUhMADATTI/yesD+hfRlM21xO+wAAAADArDKXW7uP1Qd9nO/+fq/++s2i9mNWnvIo3jACPp4hyd9rrmb6MTsj1JgvE5yhifH6y/1FGjokQf+z87jPbfIz0/Tc7fmmEw73rNqlzWWdPx/uP3FaNzy1qc92e8Fw2G36472zVF7dqLUHq/TytkqVfuS7pVnbrJq+nrcOu02vLC7sVL0jyXQlj7/xlzxwte58Ybu2d2hjOCZ1sFKGDNL7H8Zmq/C22Tr/PO3SqO+ukTs8SYtm5+j3u45rR0Wt36+Bbey2OHla6EMHYGA7XuuJ+PvC/oKkDEwbn5FsdQgAAABAzNlafiokxznwYYPePVanJ988FHSioijXqZ9+caI+98sNamg61+u2hePS9fStU4M6X6CWzZ+s25ZvMT0kfbQjUR/UN5k+3+QxDskwtLtDxcfMnHR9WO9RRc0Z08ez0uRLh2nokASfbfPiDGlqZppeWVxo+rjvHqvtlpDpaONhl5YU7/bZbi9UsjOSlJ2RrYWzslVe3aj3TtTrhZKKTrOY2mbVmDtmUqevw8Fht+mVewp9tnArOVytu17cocam1rCcO9TiDGn2eGd7/GUud1QnZCRpfkGmGpvPqbGp1XRCRpLGOZO1/8TpgPYFgP7ij7s+0Jxcp9VhxCRmyviBmTKdrTlYpYUrtlsdBgAAABA1/Jkp8+PX9mv5psqQnC93eLIOV7mDWhBsS7K0VTL8bf+H+tHr7+tE3dkO50nSVwsyNfcT5lpMhct1v1ivA34OZC8cl65Pj3Ho1+vKetzmqwVjlTcmVYak0WlDdO68t9PieNcF80jO7gml0Y7B+qD+bI/3r1k61/TP96on1qqs2nd1SrDHDlYgs2qi0YZSl94+UKV4QzrvlVaUVIT9nHGSHvlSnr77e//nOHWtiuovawb2QfE629Kq8yybAYBPs8al66W7ZlgdhqUCnSlDpQxMyxxmtzoEAAAAIOYUbz8WsmOVVrkD2m/WuHR94VOj2tsMdXTtxJG6duLIqF7Q/u+7ZmrGI/+rM360DfredZ9QbWNzr0mZl7cd08t5o1SYm+Hz/q5VEznOZE0em9qpgiYW9JaQkS606OrtZ92xTV6r16szza1+JWT8OXY4dP25xao5uc72K5DLXO6IJGXOS6YSMt/77OVaPG98p9uCWTP48Y2fVEurV8Xbjgb8OhcqnubYqFQCAMQekjIwLceZrOTEeLljpJQaAAAAsNq6g1XyNFs/f+AnN+X1uVgdzQvaDrtNT3z5U7q3eHef29Y0NsufceNfXb7V1PyT5xcWaO4Ta7q1AotlCXG+ZxLVeZp1f/GeoNrkNbGwHRLROlvp0b8fVNFlTk0Y7Wi/LdBYC8el62szsyRJX599oSXd+x/U6/mSik6zd2JJmt3m92tFvKGob/sGAB2d7OOiD/TMn/eoQCdlLjcJGQAAAMCEPcetr6yYNMYRtckWf5S53CreVqmyGv+uns9KT/L7+76+9ML8E3847DatXTpPeWN8t7Y2JD1721StvneWJo7qvE1RrlOr752lZV+dLPug6Pk4fq5Lf6Yyl1trDlbprpU7tPFwcEmAJ986FNT++Niy+ZNVkDWs2+2DE6TEBOueT59btlH1XRIPy+ZPVuG49G7bDk2M93mMgqxh3WZWZWck6fOfGqVX7inUmqVztWJhvh66YYIy04eELvgwyxudqrzR/rXBJyEDINa4GkjKBIpKGZhWecpjdQgAAABATPn0mFRLz5+cGK8Xvz7d0hgCVedp1sIV2021DJt5sT2bme/7+lKXyqv9a7XlsNv02n1zVF7dqDf2ntDmIzXyyqubJo/RLdPGtm/3+v1zurWDq/M06/YV24KunLrskgtzhUIx7yIr/cJjDkVlTFelVW7tPVanSWOt/R3oDxx2m/5n8cz25121u0lXX3GJ5uQ6LZ93dMt/bdKb/za3U6wv3zVD5dWN2lpWI6+kGRd/L9viL3M1KseZpM9PGtXn7129p1lPvnlQ+z/wu11/VNh02KVLUhKtDgMAwqKBi/YDRlIGplVRmgYAAACYcuXlwxV3cVh3pMUb0qbvXu1Xa65oU+dpVtFja3T67DlT+xkXu3GlmnzMa/7xkbJn5/i9fXZGku67Klf3XZXb6zYdF5y/tnxrSFqfXX3FcI1IGRJ0AqUo19ke381Pl6jM5d+sGDP+7x/36fX754T8uANV2/Ouo7aWYZsOV6vVG/kXmkMfNfpMavpqh9gx/jKXWxU1je23d7XnaK3+48/7Yy4Z06bVK52ob7I6DAARZEgaKIVvA+VxhgNJGZh2ktI0AAAAwJQyl/8VDaH8MJ8yOEFvLJkzoBIyklRypEYlpdX68Rvvm9rvR68f0NqD1X7PlzGjztOsO1/YoX0hWlwuHJeh7157hX6/45i+/eregI4xYUSyls2frH3H6/TFX29Sa5jGHu0/cdrvKiQEbtn8yVpSvLtTou6yS5L1Yf1ZNQTwe2TWeyfqe/0Zl7nc2lp+SoakK0am6Mk3D3WKteNsp3BUbVlpnDNJR8KQ8AQQfSaOTgnZ3/poZ4ueTqwxh6QMTBsxdLDVIQAAAAAxxUwL4Me+PEkjHIO162it/rjruCpqzgR0zm9fc5mW9FLBEe0WrtgeUEKmzZ0v7pAngCHzGy7Ol1m5qKDX7cpcblWe8ijeMNTq9ba3J+vJ/cV7tCuEw8rvWbVTz35tmlZtPRrQ/oakBz4/QQ67TTf9pCRsCZk2FTUkZcLNYbdp5aKCbi3zpAvP611HazXKMUS/2VCmQx/5N5vJjCf+/g99clT32VV7jtbqW//zrsqqe09KrC91afGqnSq+e4buL96jDVGekJk4KkV1Z1p0vLbv1+gFMzP19gFXv0kyAejZL+dP0XdefVc7K2t9XpCTNChOw5ITdexUYO/voskQm+85YegbSRmYNtxBUgYAAAAwI3OY3e9tM4Ymak6uU3NynZp72XDd+NSmgM55/aRRAe0XDcpcblMzZHwJJCEjXahSWl/q0t7jdZrkYyZNb1fwd7zSv6Mylzvki7HuplZ99bmtAe/vlfS15duUmGDoXAT66rXNrUH4+WoZ1vaaIknXTBjRraImOTFe7iBnA1TUnNG8J9Zq8thUPb+wQF559Y2XdqnkSI3fx9hcVqO/7PswapMXQxMT9MiX8tqTT7/dWK4fvd53RV7dmRatXFSgksPVuvvFHUF/rwFEr4qaRj23IL/b62zmsCF64LordG3eSK07WKXbV2y3MMrQGGvi/S06IykD08x8oAQAAABwYd5DYkKcms71XY7QcfH6U2NTVZTr1MbDLr/bn8UbhmaNz4jpqoSt5f4v4obLd3+/V3/9ZlG32+9auUM7eqh42XS42meVjZlKqUhrOhf+hEzHuTWwXk8VNW1fJ8QZqj/Tou+++q4am82XUO0+VqfZP3tHIx2DdajKfEXOdwNsxxcJDU3n9NKWoyq+e4Ykacql3RO3vky5NE2SVDg+Q/sfurZT5VLG0ERlpSfpC8s2RGWy5guTRmjWeKfi4wy99f5JuRqatPtYvdVhAVErKz2p18pFSQpzcWpAZuaka/fRUzpr4n3BtXkjwxhR/0ZSBqa1DRDcWOqKyhcRAAAAINq8e6zWr4RMflZat8VrX3Mi8jPTdEdhlsam2/XE3zvPZZg1PkPL5k8OXfCWMKwOQAc+bOg0B6XO06z5z27WgZM9LzK3er1aX+rqNj9lIF/YVjguvR88H/unrhU1Xb+eM96pOY+9E1AbwYamc2oIICHTtm8021xWow2lLs3Jdeonbxzoc3u7La69SqlNx8qlyppGfWHZxqhMyEjSZyeObK+8vGXaWBVvqyQpE4BQVKMhuvm6KMZX5aIUXe8LRqUm6l+LxumVncdNJWQkaf9xXgsCRVIGAfH1wRAAAAAY6C4Msq6RZGhGTrq8Xq8qT3n03Vf3+LX/7YVZ3W7r62rL3u6LVdOzh4XkOHZbnDwtgV9KtqWsRtkZSarzNGveE2tV62nxc7/q9p9H23MgK92uiprorZgJpfvmjtOYYXZNz0nvF8/Hgcpht2nDd67SV57drAMnG6wOJ6p8bfk2DbHF6Ywfry+elvNasHybz9aGe47W6ktPl6g1/AVrAfuvdUe6tMO0PmkeizxNrXIMSVD9mehOOiJwZi6KabvgfdPharV6O78AXDY8Sff/02V6oaRC2ys+rsydOCpF980br9ozLTIkvbS1Uvs+OB103CfqmvTg6r7bMPpy9FTvs8LQM8PrjeJX/ihhGEaKpPr6+nqlpKRYHU5UueWZkk4vEAAAAMBAtOcHnzE9O8GXNUvnsoitC1UpMx/+X50JQWut/Mw0be+h3VhfZo8bpvycdP1x1wcDJqESCjNz0tvbO3VU5nJfTFD1j+ThQPHa3hNa8vJuq8OIebnDk/TsgnxlZyTp8b/9Qys3V0Z9VVCb/Kw0PbcgXw67TWUut656cp3VIQHtbpg0Qqv3nrTs/D+4foLmfWK46b9r9Z6Wbhe8d51N19tFN772j7TxziT977fnWnb+aHD69Gk5HA5Jcni9Xr+zZCRl/EBSxjf+EAMAAAAX5GelBX2x0oSRKfrLN+eEKKLYZbYqpS+P3JynGTnp2n+iXr9ec1gHPuSK/0jomGCs8zTr/uI9vS48ITrVeZo162fvqJG2S5bLz0rT96+foG//z7sq7dAabkhCnM740R4zGIakT45K0bKvTlF2RpLmP7tFm8usn/2Fga2tXdjKRQVasHxbxJMTcZJm5zq7zZEzK9hq573H6/SVZ7fI0xz51+nEeEMHf/q5iJ83mgSalKF9GQIWzcMqAQAAgEgKRfV4nac5BJHEvoUrtocsISNJNe4mZWck6cE/v0dCJoLW/KNK2bOz9bttR/XwXw90a9mzsdSlW57ZpMLxTmUkD9LnJ42ieiYK3fnCDhIyUeK6iSM1aUyq3vrWlZ0WcV979wP9/K3SsJ7bK2n/idOa98RajUodrG//02UyDAVdHQoEo2O7sGXzJ2vxqp0RTRbOvnhxQbB6mjvjr0ljUrX5e1frtt9u0b7jnXMChi78/oZLUzT3XoxyJGUQsGgaSgUAAADEuhP1Z7sNiB9oylxu7T5WF9Jjpicnas/RWuZhRtjTa0v1k9ffV0/X75+XdKiqUYeqLvSjf+LNQyrIStNvLrZIgvXKXG7tCLD1H0LPPii+/d8dF3GvnzQq7EmZjk7UndW3X92roYnxeva2qXr8zYOdKndgjZTBCTp9Njba4ZnVViVW09ishDhD5857u1WVOOw2Fd89Q+XVjdpSViNDki3e0IOr35M7hInlh26YoEvTk6KuDafDbtNr981ReXWj3th7QtXuZl19xXCdP+/V7Su2Wx0efCApg4DlOJM1LTONN2kAAABAiLQNlh+oXt15LOTHHJM2RP/x5/0hPy5653Kbr3baVlGrO1/YrlfuKQxDRDAr2rpjtC3GDlTTc9J93p7jTFbe6JSQDPw2o6GpVXev2qk4I6KnRRd3FGbp9sIsZWck6fpfbtD+E5F9HoTT8KGD9Lt/LTT1vqhjwvLLT5fIE+JKv1d2HNfr90dvq9nsjCTdd1Vup9vS7LaQViB3NJjMQsDirA4AsW357flKHcJVTAAAAEAoDNS1rTpPsxYs36Zfry3ze584XbgyuC/Ha89of4QXK/uTCSOH+vV9DpXtlbW65ZkS1YdpAQn+s3LBaFRqotYsnas1S+dqxcJ8rVk6V4cf/pxeXFSgf/tMrh66YYJyhw+cBPaEkSm9LkyvWjQjor+nHQ3gPFlUuPqKjwfM//SmPIujCa2qhmbd+KuNOlZjLkFc52nWLc+UaEdlbY/VmoHaf+K0yqsbQ3zU8Fp972ylhakCNTsjOSzHHQhIyiAoDrtN6/59niaMHGp1KAAAAIBlQnWlcE9XQvd39xfv0UaT7cUcdpvcTX23ahmoia5QyM9M01++WaS9P/ysnrltikalDu50f7i+t9srarV41c6gj1PmcuuXbx/SD1fv1wba15kWztHxfbVDf+a2ae1XvM+7/ONF5zm5Tn3z6st0e2G2/u/nJ4QxwuiREGeo+K4ZvW7jsNu04TtXWZaY8cUWb+jRm/P0yM15GuccOAm0SOtYPfapsakqynV2e08SJylvVIoeuTlPj96cp2dumxJUUnPCyBSNTRvi8z7HEJtmhvC9zOmz53T9rzaY2uf+4j3aGcauPhU1sZWUGZtu1+4fXKPHvhz6pN3nJ40K+TEHiuh5tUbMqqhxK87gow4AAAAGrlBcKTx5bOqAbF1W5nL7Pe8lPzNNdxRmaegQmxb8dluf29sHxakge1iwIUaNCSOGqqHpnI7Vnul2X5ItXo0toW3T8v3rP170vnbiSF07cWSnAePD7IM057F3wjLHYHNZjUoOV6twfIbpfes8zbp75Q5tq/h4Ue75kkoNTYzXX+4v0th05qP6I5xzZJ//eoG+8+q72llZ2+n1M04XhmdPGpNqaXzRImVwgt5YMsevOUttiZk7X9iu7VHQZr6l1asH/rBPOcOTdMQVW4vYsSShSwZm2fzJWlK8u9Pf1baB9B2fR9dOHKkvLNtguu1d4bh0PX3rVEnqdp78rDQ9tyBfkrR41U5tLqsx/Xh8qT9zThtKXZqT6+xzWzPvKQKVlR6b79X+edqlenXH8U5/G4NFUiZwJGUQsDpPs+4v3sPATAAAACBISYnxen5hgdVhWMLfuRXP3DZF104cKUlac7DKr308zeflbjonuy1OnpZwXvcfHleMGKpvXp2rxEHxnYYKtyVGOg48HmYfpLlPrAlp3/gaT3O32zr265ekDd+5Srct3xKWeRZ3vrBd7//4OtP7LVyxXbuP1XW7vaGpVfOeXKud//EZOew2lbncqjzlaf/edvza6/V2us9fXY8ZTHjUfAAAIABJREFUy3KcySrKdYb0M3+cIc0e71R2RpKeW5Df4+KxVfFZrSjXqa8WjNXBqgZNuTTNr0Xojhx2m+67anzUDPb2SjpSFTsJmTgj9tqxdZ2z5LDbtHJRQacEek+vRasWzej170ZRrlNLP3uZ3jtxWoYuVPN2PFZv5ym+e4ZWbCrXQ6+9H/yDlPT2gY/8+n0I5yysjq9fseo3Pl5320we49CQxASVHPk4mWbowu+xLwVZaTH9vbAaSRkE7J5Vu0KW9QYAAAAGsuK7Zvh1JXR/5O/V7p8c6TC9jyQtXrUjphIyhqTxw5P17IJpPS52dE2MtFm7dJ6+8l8lOvCROySx+HM1sMNu02tL5lzo319R2+PiTSA8Lef9vjpaunDh4B2/3aY9x+t73Obcea++8pvNciYP7rQolZwYL3cPA6GLfFxl7uvcXS9a9Ge/aLds/uSQXvE+e/zHSRczi8e9xRctlSGBKByXrp/elNft8V+rkQEf8097PghVeANOXwmZlMEJWlyUo8fePBSZgPzQ0+t0T38nOnLYbVq7dF6336GJo1L08E15mjT2QsVab5VrvZ3HbovvK3y/uf2syAxnBd3UzDS/k8bRquvrbseLO7pe+JGVnqQEw9AXfrVRdWc6J+7yM9P0m4tVUQgMSRkEpMzlJiEDAAAABMnQhRkJ/rTq6a9ynMkaYovTmT4SJ1c+sUa7v3+NHHZb+xXymw5Xq9Xb+yraibqmUIYbdnOCWMh32G1SCFpLxxuGZo3PMLVA7qvqoSu7LU5NrefVaiJHVnKk2u+kzP3Fe3pNyLQ58GGDDhoNnW7rKSEjSetLXbp9xTb96d5Z7bd1rYjxddHi+lKXFq/aqeK7e58HEs0cdpuK756h8upGbSmrkSHpdzuOaffR7pVISYPi9eQtn9I5r1cvlFRoe0XPi7wd+bN43Ft8r9xTqPLqRl3z83VqiYIyh3hDavUzjDNN5zTMPiikV5v7u3gNcyaPcej5r0/XrmPRkwAsyg2+aqPj71CgydGenGw4G5LjSNL5Pv7Wt8lxJis/K63T608o5Gem6ZXFhSE9ppV6e93tet+eB6/RhlKX3jlQpWHJg3T9pFFUyIQASRkExN92AQAAAAB6Ni0r9q+6DFaZy91nQka6cAXzbcu36LUlcyT57psfy9KTbPrpTXntLdrMWnewSr/dVK4DJxv63li9tySZNT7D9POy7erbvcfrtPSVd3WoS7VO6hCbXrtvto6e8ujW5Vv9Pu5f932oguz0PhcKzc4RMLt2v+dYneY+/o7um5erZe8c7tQiZ+Koodp/wvf3fXNZjcqrG2N+AavjIt11E0f2OEuiLZl4/aRRYVnk7S2+R27O09JX94b1PH1pm7dR8PBbajrX95Ns9/F6FT76tl6+a4ZOeZpD8r3KG+PQWwdYswm19082qORIterOdG/raIWCEL9/CCY52pNPh/CCkzT7IL+3fW5Bvqb8+E2/k6N96TgrZ6Cak+s03U4RvTO8fmYaBzLDMFIk1dfX1yslJcXqcKLClY+vUWVN+Po0AgAAAP1dfmaaXrmn/1x1GaiHVu/XipJKv7dfs3Rup4Wj8upGvfOPj/Tj1w+EI7yIM9vyasOhKv3rizvkafH/s32a3abdP7hGr+w4pr+/d1KZw+ya+4nh3VqYBKO8ulGv7z2hU+5mXXXF8PbFnDUHq7QwwHkXvX1vgjluuD1yc57mF1xqdRghF8mkiz+sfA7cPHm0llyd2/59eOqdw3r8zYMBHSvYtndlLreuenJdQPsi+o1OTdSqO2dGxe+cPyb/6M2QzDp79OY8fcXE6+jP/nZAT68tC/q8k0Y7tHrJ7KCPg/7r9OnTcjgckuTwer1+D9ijUgamlbncJGQAAACAIBRk0Yu7zT/8rOxoU1HTueogOyNJi2bn6FfvHA5q4Sc9aZBqGq2/AnrjYZeWFO/WD2+Y0OvAeF8zTPyRMjhBq++9sMB0y7SxumXa2JDE3VV2RpKWXJXb7fZg+v331g4snHMEghV8Q7noFI4r64MR6HPATLuxnnRMyEjSdXkjAk7KbDpcrSXFu7VyUUFA++c4k1WQlaZtIW7fhOjwwOcmBPR7V+Zy6/W9J1Re3ajGs+fU0HROE0am6LaZWWH9PV5972xd+4v1amzuuUWkP6bnpPu9bZnLrY/qg29dyns1hBNJGZjWsUwbAAAAgH++MGmELh+Ros/Ti1vSx0mFzWWnTO3na6hxmcsd9JW40ZCQkS601Vpf6up0pbuvK+e/8dIulRwxN+fzskuS9Oa/zQ1VqAHJcSZr4qgU7T/h98WknfTUDizHmawJI4fq/Q/NJfki4YWSCl03cWTAlQ/wjz+zprq27cvPTNNzt+er8lSjbvjVpoDOWzgu3efzsXBcuunfUUlq9Xq1vtQVVNu73yzI1z0v7ezx/JnDhsjrlY7Wngno+LDOJ0c5TG1f52nW3St3+EzSbS47peWbKjTl0lStuKMgLK9RY9Pt+sH1E/TdP+wL+BiTx6b69btQ52n2Od/LrMxhdj3/9QLeqyGsSMrAtGi+AgkAAACIVuU1Hi376lSrw7BcmcutreWn9NuN5Sqtcve9Qwc9DTXeWh7cAky021Dq0i3PbNIDn5+grPQkeb1e04u9hqQffmFieAI06ac35enGpwJbAJek1/ee6FaFU+Zy68P66FxgPnCyIajKB/ivt1lTaXabVt87W+e83m5t15IbA1sea0uY+vL0rVODmnvVtSrQDIfdppfvmqHy6kZtLauRV9KYtCGdWhTWe1o09/F3VHvmXEDnQGTFG9Ks8Z3/Bpa53O0VlV6vt1N1Zdt9P3/zoPZ90HsSfNfROt323BZ967OXh6Ud4Z5jwVVtLZqT7dd2Fy708O9vY4IhJQ6KV2NT5wqetuoYkugIN2bK+IGZMp2tO1il26O0Vy8AAAAQzbrOQ4kmHRd3gomx7TjxhqFWr7e9NdAw+yD9cPV+7T5WH9BxC7KG6TcLpnVaKAm0hVckXDFiqH72pUn67u/36oDJFm19yR2ebDqh1WZmTrqeuW2q5QtOC5Zv08bDLp0PcEli4qgUPXxTni5Nt/d4FXi0iebf//6mbd5NdUOTTtSf0ZRL03odUm12Hs0jN+dpRk73CpmO2l4Lj1Y36sHX3jcVvyQ9c+sUXZs30vR+Zvxu21G/KhgeuTlPp9xNevzNQ2GNBx9LGZyg02c/TpjlZ6XpuokjNGRQgiaMTNGTbx7q8W9fcmK83E2BtwsLdq5RR5U1jbry8bVBHWP1fbM0aUxqr9uYnaXU9nq8odSltw9UKSN5EJXMCEigM2VIyviBpExnv3j7kP7zrVKrwwAAAABizoqF+Zp3+XCrw+iUgEmz27olNtoWvCeN7X0RpKN3j9Vq6St7A04W9CQhTvrDPbM0aWxqt4TPz988qP0nTiuaPtYOSYjT8jvyVTg+Q5L07rG6oKpCwqFwXLpevqv7XJZIqve0BFVF0CbYxcdIipbff3Tn74KuIWlOrrPXqidfyWK7LU6elvOmYpo4KkWv3z/H1D6ByPreG31uc9klSfpKfqZ+9Lr55BLMy0y3a/W9s3XK06z3PqjX8o3l2n2sLmLnjzcMzRqfYaq6r6cLO/Ie/LsamoKrxirq43dOMpdYnZmT7nM2GRCIQJMytC+DaSOGDrY6BAAAACAm+ZqHEkm+FguTE+Pl6TKAd/+J07rhqU1+XS1b52kOaL6Jv86dl/7P7/bIMcQW0UWpQDz+5Um6ZdrYTrd9amyqpmWmaUdl9FRylBzxPZclkhx2m1YuKmivaEiIM7T7aJ1+/pa5K/FjJSEjSQlxhtUhoAc5zmS/fk+nZaX12K6szdee26p9XWYmmU3ISBdeh99676Q+88kRpvc146rLnXrnYO/J0UMfNeonb5CQiZSffHGiHHabHHabHvzzexH/22dmrpGv9xVt7x02HXEFnZCRLsxZ23usrtcLRfwdtVA4Ll1P30orWVgvzuoAEHuGO0jKAAAAAGZNHJVi6SJ4mcutG5/apA1dKhPcTa09tpDaeNilJcW7ux1nzcEqlVc3SrrQwz1cCZn2c1Y3Rn1CpijX2S0h02b57flKi7L+9FuDHIQcKtkZSZp3+XDNyXXq/qtzlTokct+niaNStPSayyJ2vnOB9mpDRPT1e2qLkz43caTePV6n4m2VKt52tP11sMzl1mt7T+gLyzZ0S8gE419X7QzZsXrymU9e4td20fT07c/5zTS7rb3V3ht7T1janrOiprHPbRau2NYtxvWlLi1etVM/XP1eyGL5l2c3q97T0uP9Oc5kTRzdd3ejhLg4y9t3AhKVMggAmTwAAADAvIdvyrPkvHWeZn1t+dY+B/36ct6r9qtlfbU5y89K0/YYmOURbr0N+5YuVIWsXTpPd67cHjXfryhaX+3ktftm6/pfbVB9mIeP52el6bkF+doV5ABqM6yulEPv2n5P71ix1efsq5bz0kM+2nc5hthUf6bnxeJgnPdKL5SU6/ZC/wadS+bng03PTg8mxLCYMHKo/nGyoVsiKE7S9Jx02eLjonKWWLDiDemlRdO152it/uPP+7U/gL/bodTba1adp1l3vrCjxzlxm0Oc+D/Tcl53rtyuVxYX9rjNT784UTc+VdLrcfypugEigaQMTHv3eHRfoQYAAABEk7YZBJFeAChzufXeh6f1//6wr9Ow4EBsKavRS1sr9X6XK8B3RlFLrlB6/MuTlDE0UVnpSfrW/+zR7qO+PwMlJ8br2dumqTA3o89jOuw2vbK4sL1dV1Z6ko7XerTraK0azpzTys0Vam6NXKpkRk70LcRK0th0u9598LP62/4P/3/27jwwqvLqH/j3Jpksk2UyTBIhMSYEAoIkGjABsgnY4o7VSt+iFKQBFRG6SGv1rdXa31s3sK2IUgVRFFOL1YqoFaoBAhESZEeEQBYCQTIJyWQZyHp/f4QJmcx2Z+bemUny/fyjzHLvk1mTc55zDn7xj/1o7XC+7ZM9fgAmJGh7AntSW97Q4CBChL+fc1tRlUrImLy0pVRSUsZeGyl7lQFJ0WHIHKFTvOJRCkEArr/0/jQY2zF7zS6zDQXZvX6e3p+lT318ZEAkaTpF4N7Vu9Gg8GtKCnWg/ffBkvz9Hv8doKSi3m5LtWvjtchNjnb4Wnjio0MemddEZI8g+tJERB8lCEIEAIPBYEBEhONSuIHu6Y2H8VZRpbeXQURERETUL0gJisnJWmCOpAsL8sfhP97c829rA+kThoTg8VvG4OaUYbKdt6rOiBkrd6DeTnsWufSXIccGY7vs1UXW3o8zVxV5pILplXvTMHZYBHaX16G2uRWAgOiwIExM0nm1tSFddu8bu3wiOdFXSlwE3s2bZPd7ZM6aYuw8UYvOPnG+mLBA3J81HB1dIupb2jBtTExPeywTa59z3lSwdErPe6J38sXW+8RgbMc9q3aitMZxuy1yjrXPzDJ9M6Yt3+aV9aydl46po2NsXv/BnlNY+sEhh8fp/RojckdjYyM0Gg0AaERRlFzexqSMBEzKmNt2rAZz15Z4exlERERERD5tXGwEVtw73uN/9M9cVYRvKut9qv9/f/Le/InIHGlZ+SIlMCiHwlI99p6qx/irtMhJju6eUSFjC5vJSTqsmj2hX/XUNz32re2deKXghMstfd7Jy7AIRgPdAd0pywo8khCzxTR8uj89LwONNwPNUmgvtVfTqFUo0zdjd/l5CABiI0Owv6oBL205LvlYkSEqfPJINuJ13ZVi247VYFd5Hb48eg7Hz3k/sTEuLgLrHSSh+nq/+BQe+9BxMJ6cN2ZoOF6dPaHnu6/gWA3meSku6CiZkvXslzhjuOjwOCtnpeG2a2PlXBoNUkzKKIhJGUvX/vELxXv8EhERERH1V6OvCMM/H8z0aIDVndkx1C09QYsNC233q/cGg7Ed89buxl4bffulSo4JxfKZ1w2IPvoHTzfgiY8OSU7OmFoIrsvLsHkbg7Ed898uQYkXW/LlOlgjKSu/uBKPf3jY28uwa8ywcESGBMoyryNE5YfskVHYelyPdg+2TpQqI1GL536cit3l51Hb1Iro8CDERoagUxStJsfZ1UV5pqqZupZWryUw7SVlnEms+uL3PfVPriZlOFOGXLLpkRzc+nIhmlqZmCEiIiIi6i000B9f/OoGj55z/6l6zF6zG82tnR4970ASGaLC6rnp3l6GBY1ahQ8XZaPoRC3mvVVidcaKaU7KCzOvxa6yOpw414ROUcQ1sZqe2TgDqU1L6pWR2LQ4B+W1LVicvxffVjfarQzLuRRItEejVmHDwkwcrGrAj17d6ZVKMw6gloezg+4vExRbk1yOnm2S7VgX2ruw5WiNbMeTW3FFvd0Ae9+2WkI/eP76u50narE4fx+enjEWiTo1KuqMHl9DRZ3tmTKbDlZLPk5Jpf35NERKY6WMBKyUsW36X7b6RGkrEREREZEvCPADCh6d2tMSxhrXA4aWOD9GHmOHRSB/gXOtcrzlP4fP4tnPv0Nlr2CYp+cW+RJrszByk6OxdPoo1BnbXHqfVdUZcduKQjRevLwJ0U+ARxI142IjBvwA6t6tt6zN03H1M9LeoPu6ltZe7b6C0SnC4vi+3r6MLCUMCcH/uysFOcnRyC8+hcfdbF82KiYUDRfaUdPUJtMKSW72KmV+9f4+fLRPemLG0XwaIinYvkxBTMrYdqCqAXeu3OntZRAREREReZ2jQcz2AoauBtPnrCnGjlI9LGsnSKrr4iPx70VZ3l6G0zw146a/UOLx6Dvfp7y2BbvK6lB6rglv7qyQ5RzWDNQB1A3GNix8d69F6y3TPB0RolufkbevKMSRM43oHeUSAESEBNhsv977+EzK9F9hQf547KbReHLjt95eiuLuGR+H7841uTxby5tWzR6PX//zAIxtrlf12pu/9fKXpU7NVhqon7XkWUzKKIhJGdu8OdyLiIiIiMhXOPrDvkzfjAff+QalNc1ml/sJQPZI1+ZIMIBoLsBPQIeTpQzpiVqsnpM+KCtMyHVK/x3ce/e2qWqkpvEijp5tgh+AUUPDrVaY+Lp739iFopPWZ6HkJkcDAHac0JtVJPkLArJGRtn9jKysa8EdK3aYVTY5IyU2Ap8sycH7Jafw2L84KJ5827N3p+DWccMsKgSlGBsbgW+rvZfMWTkrDdnJ0Zi/rgQlFa7P77I2f8tUgSe1WmpcXAQ2LR7YVYnkGZwpQ16RMMR2WwYiIiIiosHCVnC0wdiGh9fvtRmI7BJdnyNRed7zvdx9UYJOjSXTRuKDb85IHn5tmsGy4SEO+SXnKf13cICfgAZjGxas22M3cGlvx7ivKdM32/wcBGAzuNwpitheqrc7+8GdhAwAHKpuxNVPfIqLPlBy+Ifbx2JkTBjmvFns7aWQj5qUpINGrcK6vAwUnajFgnf2oEXCPLnJSTrkPzAJ7xefwmNutnlz1aptJ3HbtbHY8FAmDp5uwGP/OujSnKTevze52sb1z3elOH1eIjn5eXsB1L8lRYf17GghIiIiIiJzS/L32w1Emty7ehcMxnanjj0QNkgFBfhhVkY8xg5zvSPBqTojntp4xG5CJiLYfD9idnI0Vs9Nd/mcNLiZ/g5WKqDScKEdU5dtdbiTvOhkHRbn71NoFfJpMLbhwXe+cesYFXWWs2wbjG24/eVCtxIyJlISMol2ZoXZEh7k3F7oj/aeRqcoIj1By7H1ZOG6+Eiz5GTmyCgc+ePNeCcvA/dmxCM6zHqCdnKSDqtmTwAA/E/GVdCEeGeP/qHqRpTXdr+XU6+MxOe/yEXB0il47u4UPHt3CpJjwiQfa+H6PSg4VoMF6/ag8IRzCZnc5GikXuncRhgiubF9mQRsX2afwdiOn77+NY5+73x2m4iIiIhoIKh47jaLy5xtL5ae6Hzlxtg/fA5jmw9s73bDup9nKL4rvGDpFADgDBaSjcHY7lL7ICX4+lyEmauK3GpVBAAv3pOKmdfH9/y7TN+MJf/Y59G5GhsfycKyL45Lfs61ahW2Lp2K88Y2LM7f6/RaI4IDnEo4BQf44WLH5e8DZ+9Pvi0yRIVtv5nqsDLONPuqrrkVurAgTLLS6rCqzojbX9kBwwXnNoPIoXd7xr48Mbd6ZHQY/rUws19UGFL/wPZl5DUatQor7xvPftZERERERL04216spKLeboue3hqMbZj/9p5+n5ABgKKyWsXPcdvftuOxm6/G3Kzhip+LBgdT+6CDpxvwxEeHrAbcc5OjsXT6KBSW6rF8y3E4OfJIsoo6aZ8bcjPNu/EXBHSKYs9/E3WhEEURBcdqsK6oUpZWi2W13fO4XG1V5K6UuAikXhmJdXkZKK9t6UnwNl1o727B1GeTalp8JN6alwGNWgWNWoX1eZNwz6oii7li9rS0diJE5YcL7Y4/5xN0amxclI3zxjaz5HPvtS65lBji1uz+ad3PMyQlEoZHOd54EK9T48BT01FYqsf8t0vQ2uG5V0Wizvbaro2PRG5ytGLv72B/4L+P3qDIsYmcxUoZCVgpY1+DsQ13rtyByroL3l4KEREREZFXyFEpA9jfQdrbzFVF2FNRPyCCa9FhKuibPbNbN8BPwMZFWRgbp+kJKLNyhuRgCn4H+Ano6BItXlfbjtVg7toSRc7t6UoZKfNu5HaVNgTbH5uGmauK8E1lvWIJLmsEAPv/MN1uQNxUnSAAmGilMgFQ9jXwTl4Gcvq0lu/7GedL1V3kvGfvTsGsjKtcvr+t77yqOiNu+us2GCUk/9wlpSLYYGzH9L9uw7nGVlnP7S8AW5dORbwLbQiJ7GGlDHlFZV0Lpi3bis6B8NcgEREREZGMkqLDEOAHdDgR57C3gxQA9p+qx28+OIDSGsv5Cv2VpxIyANDRJeL2FTuQ3WcnbnqCFqvnprOdCbnM0e70G0bHIDJEhQaZ2wXlJkd7PCEzddlW1Ds5A8tdp+ov4I4VhTjkwXZlJvOyEhx+NkipTqg2uLaRNTTQHy1ttge5a9Uqs4SMqZJyT+XlpFlucjRWzErDurwMpD79Bdua9UNv7ijHreOGOf09Za26LCUuAu/mTYJGrUK8To1NS3Lc7n6TqAvBUzPG4aXNx6xWZGnVKqye43iWm0atQlJUqKxJmVFXhGHDg2xZRr5Fqbl0NEjcsWIHEzJERERERH00GNtwz2tFkhMyAoBxsZer8sv0zSg4VtMzELfB2IY5a4rxo1eLBlRCxhu6AIud4iWV9ZiyrAAGDweaaXD55JFsRIbIFxRMi4/Eillpsh1PinlrSzyekDHxRkIGAKZefYVMRxJcupe9hIwmJAAbF2X3/LvB2IbcFwrMEjIAUFiqx+L8fdh2rEbWhMxwVh14zEl9Mxbn77P4/cDE1uVL8vdjR5/vvENnGpH2p83YWapHwbEaCIKAtHiNW+urqLuAVwtO4NV7J1hUbaUnaLF1qeN5OCZjhsrbpejxW8cwIUM+h5Uy5DK5v8yJiIiIiPqrgmM1Zi1BluTvx95K6a19RACHqxsxddlWaNUqs6DnuNgIdInA0bPeCUgOFvXGdsxfV+KwtQr5lv7Uhi5ep8b+S3McvjpagyFhgfj7tpNobrUddLdl7LBwfLQoS4FV2nagqh77qho8ek5vCwvytwgwu2ri8CGyHMdEEIBrr9SivasLBcdqMEQdiPtW77L6ehLRnYy+Uhss2/kzR+jw3oJJKK9twVffncOfNh2V7dgurSdJh6KyOq+uQUldYvdz2LuiZVxsBB6/5Wr8fXu52WaD6xO0uDVlKFraOm22q+sSgfvWFPf8e3KSzmFVliN7Kurxv/8+bDF7ydnP5shQeRMojqqQibyBM2Uk4EwZ6/725XH8ZUupt5dBREREROQzYsID8ZPr4/FKwUlvL4Vc1Hs+R99B5v0h8D9YHKiqx/9+dBiHqy8nK00tmvrTjuiqOiNueXm704mZEVGh+HLpFGUWZcMPX9rm1KD6geC9+ROROTJKtuPNen0XvvZi4iBAABzNdH/hnhRsOvC9WTC/72aB9EQtVs8xb/k4c1WRR+cMmfgByE6OxtMzxrrdgmuwS4mLkKUizd05V09vPIK3iircXoe/ICBrZBTW5WW4fSwiW1ydKcP2ZeSyRpb2ExERERGZqWlqY0JGYS/8OFXR41fUtfS0i5u2fBvmrS3BnDeLMW9tCaYu24o5a4odtjmz1UaG3Gd6bu5cWWSWkAGAnSdqsTh/n5dW5pp4nRor7x3v9P1O1rZg5qoij7XcK9M3y5qQiZJ5J7wzQlR+yMtKxDt5GShYOgXj4iLg16ezmJ/QneSTMyEDAKtmT0Bun8qbRF0IZk+Ml/U8tjhKyABAeqIO6y49NmvnpePjRZm4uk87qZKKeixc/w0Mxvae96Q3EjJAd0Jmxaw0JEWHIXOEzitrGCjkahFYUefed9/U0fJUp2WNjPJ4i0ciqdi+jFz2zq5Kby+BiIiIiIgGmaKyWkWPn6gLxZL8/dh5wvp5dpTqMf/tEmxYaN7mrEzfjCNnG/H6tpNmga3c5Gg8On0U/r3vDE7XGzH9mqGYeb1nArADQd9qpZc2H7MZOOwURWwv1aO8tqVfVTRJHD1loaSi3uprUQmV542yHSs9UYtbxg3DM5u+le2YvT2Qk4TPD59FVf0Fi+tGRofiv49OMbtsfd4kLM7fZ1YZkj0yWpFgrkatstra6W9fHpf9XK5IiYvoee8Mj+pe271vWK/uKTpZh9mrd+FiRxdOeKGC6lc/TMaMa+PM3uuv3TfB4rkkz3O3XdgNo2OgCVHBcMH1pPPPsxLxhzuucWsdREpiUoZcsu1YDdo62fqOiIiIiIg869/7qhU9/heHv7cb0OsCUFJZjztWFOKh3BEQ/AQ8/5/vUFlnPWi9vVRvdrwtR2vw+IeHsHFRFsbGuTdYeSBrMLZhSf5+l4KrFXX9KymTMMT1YekllfW469WdeOv+DEXbtrmzxt7Cg/yxek466lqZa2uGAAAgAElEQVRa8cwmWQ5p4fXCMquXm9rb9WUrUaIkU8LDZGi4fLNe3PHgDSPM/n2gqh5FJ223WztU7b1ZZ5EhKovnyfRcHjzdgF+9vx8n9axW9LT0BK0s759Nj2Tj9ld2uJyYGXVFuNtrIFIS25eRSwqO1Xh7CURERERERLJ78YvvJN3u0JlGLMrfh4fX77WZkLGlo0vEjJU7XVneoGGvWskRXxzqbK+lXVJ0mEVLK2fsO9XQL9q2hQcFYMdjN0KjVsnSaqpvyzFbtxkXF4GCpVOwLs9+4mp4VCimjo7xSkIvRuMbSRlNiPnjs3TDQS+txLGnNn5rs51k6pWR+PLRKQgOkPAiuSRWE4R38jLw7N0pci5zUAkOELB6brosx4rXqXHgqel4Jy8D92cm4p7xcbg7LQ5XDQmRdP+JSWxlR77Np5MygiA8LghCiSAITYIg1AiC8G9BEEb3uU2wIAgrBUGoEwShWRCEfwmCcEWf21wlCMKngiAYLx3nRUEQWCXkhiGhgd5eAhERERERkew81RCgo0vEhj1VnjlZP1Omb8b2Uj06ReefjLAgf5+qkuk7n8jWXKIVs9KsJilSYiMsLrNme6keB083yLJma3aXuzecPi0+Ejsem2aWFHntPsv5KsEq6WGqLgkvjy4ROCzTnAwlyVWJ5K6OXg9q4fEaWecIKWH7pXaS1pTpm3FRyhAddLfU+/wXNyAnORoThw+Rc4mDilYtf6wwJzkaT8+4Bst+ch1e+p/r8MkjOQ6T2JkjdD71PUBkja8nJm4AsBJACbrX+mcAmwVBGCuKoml7yV8A3AZgJgADgFcAfAggCwAEQfAH8CmA7wFkAhgGYB2AdgBPeOwnGWBuT43FS1tKvb0MIiIiIiKifmvzke/71XwZ03wXJds7lemb8clB11vUNbd2+tRMmYfX77Vo/7S9VI+F67/Bewsm9VymUavw3oJJKK9twe6yOogAJiXpUFHXgnlrrQed+3rio0PYtDhHzuX3Iq3i4J28DHR0iQjwE3C6/gIEdO9Yt/Z8WGsbNkQdiJwXvkLjxQ5ZV7/pYDUWT0uW9ZhySooOw7jYCBz2YjswwLzKbOH6vV5ciXQllfW4a+UOvDVvolnSz5k5SA9PHdlz3yGhgQjyF9DKlv1OO9fUisX5+7AuL0Oxc/T+3DhSbcDfrcxxU2IeFJHcfDopI4rizb3/LQjC/QBqAEwAsF0QBA2APAD3iqL41aXbzANwVBCESaIo7gIwHcBYAD8QRfEcgP2CIDwJ4HlBEJ4WRbHNcz/RwJEUHYaMxCEorjjv7aUQERERERH1S+eblftz1JRA8RcEnGnoDo7HRobgTIMR+qY2CACiwoMwyUbAvLcGYxtmr9ltVnEQqhJwV9qVyMsdIUsC5LND1Xh64xHUNLn/mDg7U0apZFOZvtnmPI6ik3X4R/Epi4RF31kjohPVQofPNOI/h8/i5nHDXF+0DVKqB4ID/JDjQhu2vj9z4W+nYeKzW3CxXb6g+PLNx/H3bSfx+s+ux1BNsOLJRVesnz8J1z2zGd5KBaTERfQ8HtuO1aC5tdNLK3HeviqDWTKgTN+MQ6cNku8f0KsX3oJ1e5iQ6SXAD+joknbbLrE76eyJxLjpc+P21FiPzoMikotPJ2WsME1BNGUCJgBQAfiv6QaiKH4nCMIpAJMB7Lr030OXEjImXwB4DcA1ACwarwqCEAQgqNdFnA5lxRtzrsc9q4p8vpyViIiIiIjIF3W6GH7ddqwG+083YPxVWsRFhvQkXzpFEUPUKizfXIrtpXrJxxszNBzP/zgVYcEBFsHqwuM1mLu2xKJVVEu7iHeLq/BucRXGXxWJtS4Omq+sa8EdK3bIWhnR2iYtmNxgbMOS/P1mj5Vpl3Xvn6Vv0sZeEsd03RB1IBY5qDT43YeHbJ7TJCk6DAlDQlB5/oKkn+mhd/faPV7vZF2nKEoOYvpLGOBysaPL7WCs6TmRMyFj0tzaiXtX7za7zN5j5SxXH1sTjVqFF+9JxdIP3Jvj4gcgONAPF9q7IDWnF+An4N28y5Vb+xVshaeU7aV6HKhqwHOff4evy5xrt9fRJaLB2Ib5b+/Bnsp6WdYTGuiP398+FgKAHSf02HTwe1mO6wkCgJExYQgK8HOpemv+2yX4cGGWLO8rKfomdon6A8GZXRfeJAiCH4CNACJFUcy+dNm9ANaKohjU57bFAApEUXxMEITXASSIonhTr+vVAFoA3CqK4udWzvU0gKf6Xm4wGBARIa2f62BRpm/GtOXbvL0MIiIiIiKifidOE4TPfnGDpMBVmb4ZxRXn8edPj8re2smaiGA/hAapcNbQKun2afGR+GhRltPnSXn6CzTJ/POEBflj56WB8vbMXFWEbyrrzRJOfgAmJGixYWEm9p+qx+8/PmxWIaRVq1Dfax5MSlwE3s2bBBGiRYJHKn9BQNbIKJstfz47dBYPO9lKanKSDvkPTEKZvhm7y+twoa0Tnx/6HiVWAs7pCVqsnptukYjaXX6+p/3Y3a/uNPu5bVk7Lx1TR8c4tdbe53zwnW88vvEzKlSFF39yncu77K0l90zGxUZg0dSRCA70Nzu+vcTeuKf+Y7dKZeywcHx7tsnm9bnJ0fi/H43D//77sKTXY1igPz7/RS7idZfn2mw71p2M7W9iI4NR3XDR6fsVLJ2Cpz4+gh2lekgsCrHLD8C230zteUw98XiOignF8ZoWxzeUICzIH1NHReOTQ64nknKTo21+ppk+lwBBUrUmkS9rbGyERqMBAI0oipKzmP0pKfMagFsAZIuiePrSZUolZaxVypxmUsa6acu2oqxWng9+IiIiIiIiOahVfnj0ptH406aj3l6KXbnJ0Xh6xlibAVp7AV9fkxYfibfmSa+YUTJQmRYfieU/udbq47r/VD1+88EBlNoJYIYF+Utu3ySgOzlz0M2B8gVLp9gMTqY9s1lSUqS31CsjcPC0tDVp1Sq8NS8Dp+qNeLOwDPuqpLd+6i04QMCWX00xC/Bbc7mqBDBc7HDrnHJyVDnTN5my7VgN/rDxCE6dN0qqSrnuSg1aO7pw9PvLSZW+56yqMyLnxQKr9w8P8sehP96M8toW7Cqr60maATBr3ySl6mPKqGjk5Qy3aDnXYGzDrNd3ma3RmvjIYIQEBeD4uf7fPWV9XgbuW1Msy7FCA/1Q9LsfWLyGrvvjZjRccO497AxTYmnniVp0+kist/dn2rZjNdhVXodPD57FqT6Vf5OTdFg1e4LHKmuI5DSgkzKCILwC4E4AuaIolve6fBqALwFoRVFs6HV5JYC/iqL4F0EQngEwQxTF63pdPxxAGYDxoihatC+zcv4IAAYmZax7s7AMz3zq23/oEBERERHR4BERHIBPF+cgXqfGlBe+QoXE1k++oG+Ads6aYhSW6r02Z8JZ6ZeqTOwx7ZJeV1TpMPAr57qW/+Q6/F5i9YA3zMqIxwM2ZvRU1RkxY+UOpxMz3hAZosL+p6Zbvc7afCJfkzlCh/cWdLfy6t2Obvnm42avHT9AtqqKsbERWHHv+J7nvqrOiJv/th0tvVrxadUqbFyU7TDhBXRXge2pqLf7uRGvDUFe9nAYLrZj/FXanuTMnDXFPvseUYq/AMgxRsZa1ZmJ0u/htfPSMT5ei8X5+3zm+Vs7Lx1JUaH40UrHlXb2KmuIfNmATMoIgiAAWAHgLgBTRFEs7XO9BoAewCxRFP916bLRAL4DMFkUxV2CINwCYBOAYaIo1ly6zQMAXgQQI4qiw1psJmXsYwszIiIiIiLyBQKAcXER+GRxTs9lL3x+FK9uK/PeolyQHBOGJ28fi9KaJp+v9LEmPVGL1XMsA5MNxjY8vH4vik46N+9BLv5+gNglTyBdSZkjdHjtvsu7xntXZ5yuN+LVghP4uuy8g6N41zt5GRYVGDtKazBnTYnPP/4A8PGiLIskjCf0TcoWluqx91S9WdLEHnfmomjVKjx/VyoeWP+N0/cd7K4eGo7XZk+Q1IarsFSPL4+ew1tFlbKuoXdVyvbjNZjzpvfbzxUsnSK59aHp9o7mdhH5moGalHkVwL3orpI51usqgyiKFy7d5jUAtwK4H0AjupM4EEUx89L1/gD2A6gG8FsAQwG8A2C1KIpPSFwHkzIOzHp9l9OD1IiIiIiIiORkrfVQf52N0N8lx4QiLzsJE3vNC5i5qgglFfIM0R7oMhK1eH3O9Rat665P0CI0yA/bjvv239/zMhPx1IxrAHQnCha+u7dfxQwSdWpU1Bk9ft7eM41cce8bu9xKegpAv6nK8xWOWt7ZImcczVqVyS1/3e6xSkRrYjXB+MUPkvHYvw5Jvs+Tt4/BtmO1Zp95CUNC8PgtYxAS6I/9pxskJyiJPGWgJmVsLW6eKIpvXbpNMIDlAGahew7MFwAeFkWxZxqVIAgJAF4DMAXds2TeBvA7URQlTRNkUsaxA1X1uHNlkbeXQUREREREVvgJMBtmPhDZaxuT+vQXaJR5mDxJl5GohbGtE4erfbdllS9KT9Rib2WDz8yHcMaj00dh8bRkAIOzHZa7bFWb2cO4jGckx4ThD3eMRUeX6FYlh8HYjofe/cYiMTNErcJ5J1qc9a2sMzlQ1YA7V+50aW2+zplWfkRKG5BJGV/BpIxjBcdqMI+7z4iIiIhokIqNDEZ1w0VvL8Om5TNT8dsPDsrSM99X+QsCskZGWewWLtM3491dlXhzZ4V3FkY0CPVuQ8R2584TAOQ4OWPjhy9tQ2lNs3KLIperYuwpr23BrrI6CAAmJukgiqLd90xIgB9+e/NohAQGmFUiWnP7y4UDNhmuCVHhgI3ZVVKxTRrJwdWkTIByS6LBxM/bCyAiIiIi8qLPl+RaDNcNUfnhQrtvTE8YEhaEvU9OR+ZzX5oNjh5IOkUR20v1KK9twfCoUDQY2yxaPxGR8kZdEdYT4Kw8L08LsLHDwlFZZ5T8+TX6ijAcO9d/ExQigO2levzn8FncPG6Yw9uX6ZuZkFFAckwYls+8FnXGNsUC98OjLI+bOUJntQ1deFAAdjw2TXJS6P/uShmw1TKGC+145+sK/GxyotP3tfb7gb1qWyIlMClDsvCNPzWJiIiIiLxDo1ZhXV4GymtbUFHXgkRdKIaoA622JvGGRF0oNGoV3lswEUvy98sWKPVFGw+cwYxr4/DUx0dQyISMIuIig9B4oRNNrWwJR5aWzby25/8ThrjXXmhoRBDyH5jcE7QuLNWj6GQtPj/0vdWZL6aKuRWz0rBw/TduzVfxBEczXB56dy9yk6Px6PRROG9sg78g4EyDEfqmNsSEB/VUVnxysNpTS+4XQgP9ERcZjOM1LW4d5/U513ulguK1+yZYbPRwJWlwbXwkcpOjseOEfkC2MH3y4yMuJWWW5O/Hjj6/H5RU1iPr+S/x3vxJSI2PlGmFRLaxfZkEbF9mX4OxDT9bsxuHzgzMkkgiIiIiIkcqnrvN5nXltS0o+K4G676u8MrgaK1ahYKlU/Dw+r0+H6AcaCKCAzjLhgYV08Dx3m2B7nxlh8vvg1Wzx9usFDlY1YAnPjpk1p6pb3up8toW7C6rgwjgmtgIPLbhAI76QAVNWFAA/vnAJPxh4xHsqaz39nIGpFWzx+O3Hxx0+bWXdqUGHz2SLfOqnNN7o4c7s2v6JngGkkRdCD5elCM5WSWlpaISbepo4OJMGQUxKWPfnDXF2FGqZ7UMEREREQ1a9pIyvZXXtuD+N4s9XqmSfEUoSs+5t2OYnGMK6pw3tnnlOSfpJifpIAhwmLRU+QnoFEWf2nEe6CegzUcWlJscjQdyh+O5/3yHwzJt2lw7Lx1TR8fYvY2zgevUp7/waLJUADAuNgI3jRuK2uY23DgmBjnJ0T3XcxaMMuIig/GPBZNxy8vb0dzqXNvOiOAAFP5Wepuw/qC8tgX/8/ci1DS1eXspsst1Yv6SlJnYfgKQPdK5mU40eLmalOEoEHJLmb4Z25mQISIiIiKSZHhUKDY+ko3cXgE5T2BCxnPGxUZg46IsrMvLgEat8thzHqzin/fOSo4Jw8ZFWch/YBLeWzAJd6fF2b39ndfFInuk+fM4LjYC7+VN9Ph72sQXEjLJMaFYdk8qzhouYPaaYtkSMkB360VHhkeFYuroGEkJmTJ9s8er13KSo/Hu/El4ZFoynp5xjVlCBjBv90byOdNwETNW7nA6IQMAv/zBqAGVkAG63ydvzEl36xjpCVqsnJWGp+4YK9Oq5GGaJyeFlG/KLtG5YxK5gjNlyC3c7UVEREREZN+2YzXYf7oB46/SIic52mz+zOFqA379/j60Ox8z8ohHp49CXXMr3iqqdPkYsZHBqG64KOOqfEtEsD8+fiTH7k79vjOHdpbW4ki1AemJWryz6xTqje1ur+Niu3Nb5a4ID8Rz91yLAD8BHV0iahov4rF/HXJ7Hf1FSmwEPlmSY3bZndfF4sN9Z2ze5860OOQkR6O8tgW7yuogAD0zPeZlJ2JB7nA0XGjHXzcfw8la3/pb2dHsEneU1rRg6QcHZT9ubnK07PM85Ihh3JoyFPqmVpRU2G47lhIbgV/fNFpS9Y5p7kdhqV6x52iwcvWzNSTQX+aV+IZr4yORFh+JfVUNNm8zIkqNkKAAs+TquNgI/PmulJ5ZK2V636vsqqhrkfR54cw3pdRjErmCSRlyS+GxgdmTkoiIiIjIXZV1LbhjhfksheAAP/zfXeMwJCwIF9o68dgHB3w2IQMAt6fGYnhUKI5UN9oNQNqzavYEPPvZd/i6zPl5NkoGkuUQHhSATxfnIF6nlhS4GR4V2rOr3yQvewRmr96FQ9WendH5xzvHma2j4FiNR8/vbdbmO90wOgaRISo0XLAM5IYHBSAnORoNxjb89oMDNt8PfnAu6OcpItCTgHNFiMoPF5xM/LkjLV6DFbPSZD9uwhC128eYlXFVT3LuSLUBf9920mzGrivzKFbMShvQcz9cNVynxt9mpaHB2I45bxZ77LyTknQeO5envTUvAze8WGD1cy4yRIUPH86GRq2y2xYwKToMucnR2HlCj04f+ZKWUlUHABfapFfK1Ta1urocIoc4U0YCzpSxVHRCj3tXe+4LkYiIiIjIl/WdKdNgbMP1/28LOnwxOiuBvyAga2RUTz91g7Edmc99iZY25zJIvfu8HzzdgEf/ecBsdkJ6ghb3ZyYiXqfGsi+OmwUkTYHN2Wt2mQU8fcWIqFB8uXSKbMebuarI5cSXswQA5X1es9uO1WCugz77A02iLgQv/3R8z+5vAKiqM2LGyh1Wd9hfPTQcZ+ovoKnVs+2v5OKH7mH3ja0dqLSSlPIlUmbJuMqd95pWrcK+P0y3uFyOgeyA6XNyP0prBmfbpBfvScWRagOiwoJw26VNASZz1hR7JGk1OUmH/AcmKX4ebzIY2zH/7RKUVF5+H6QnarF6TrrkZKLB2G6RSEyJi0DuyCis3FYm+5odkZIMbTC2Ifv5r5xqaTdmaDie/3Gq2fcEUW+uzpRhUkYCJmUsJf7uU28vgYiIiIjIZ/RNytz8l+347lyTl1bjPmvBjVv+uh1Hv5f+M01O0mHV7AkWARJ7wUtr1xmM7ch6/kuX5gIoLT1Bi9VzpQex7DEY27Fw/TcOh83LpWDpFLPHX8rw44HK2ut9+ktbcVzhwLitqpzeMhK1OGu4iKr6C4quxdf0fX3KyWBsx5RlBU63tgoL8sfnS3IRr3O/2sYRTyZpPSEsyN/uZ7gfgGwHw9oNxnbMeKUQleeVey84m5jo7+RIJvY9hre+SwQBiA4LRFhQAJJjwvG7W8dY/Ez3vFaEPZWuva9cqYCjwcHVpAzbl5HTXvmy1NtLICIiIiLyWWX65n6dkFl133jcnDLM7LIyfbOkhMzS6aOgCwvCpCSdzQCPqYWX1OvqWlp9MiEDACWV9ch54Ss8e1cKxsZp3Aoia9QqvLdgEsprW7C7rA4lFefxr72255u4q2+vfDnaOvVXhaV6LM7fh3V5GWgwtmHBuj2KJ2RMAb7zxjZU1LUgwE/A6foLqGtuhQggOiwIEy+9j8r0zZi2fJui6/ElY4aG97w2y/TNqDxvdLsCpTeNWoWtS6daVArYExroj8N/vFmW8zuy/1Q9mvtJNdbMCVfi1tRhPa2jCr6rQX7xKYuKyNVz07E4fx92nNDDWge97EvvB3s0ahWeuXOcIhV9fgAmJGix4aFM2Y/ty+x9H7t6DFe+Sx6dPgpdooiP9p6x2lpSClEEapraUNPUhrJaI7749hzGDgtH/oLJ0KhVKNM3u5yQAbq/J+a/XYINCwfXa4SUw6QMOe2/353z9hKIiIiIiHzKP4pP9QRQ3/m6wtvLccvyLccskjIF30mbN6ILC8KsjKtkXY8cg7mV1HixA4vy9wEARl0Rig0PZrm1k9YU4PppxlXQN7Vh54ladFrpcOHOfBDAsv9+UnQYrk/QuhW06q9EANtL9Sgs1eON7eWKPQYv3pOKqPAgswSDRq1yGBRNig5zOJx7IDG2dWLNjjL8o7jKLLgv5051jVqFDQszUV7bgs8OVuPFzcdt3jYiuHt2lNIajG1Ykr+/38yVEQC8OPNas8uGZw/Hz7OHW63AsDY3Z1zcpQHyV0prDXXD6Bho1Sqnq5wckZIUImlc+S65PTUWoijiL1vk3QT+7dkm3Ld6F1bcOx7fujm3TUT3RoyZq4oGVTUVKYftyyRg+zJzv35/Hz7cV+3tZRARERER+Rx/AR4Zertq9njUG9vw+IeHFTm+qYWLCNGpIGFeViKevOMaWdeiVJWAkoPLP1ucjbFxGrePY61n/7jY7iBmgi4U89eVON3iSACQY6NNkMHYjqznvkSzk7ODSJpf/TAZv7hxlEv3NRjbkfPCV2i86F4FRXqCFiLQb5NvGYla/FOBaoZ739hltXXgmKHh+PyXubKfz5qfrCpCcT9qWfb6zyZg+jVDnb6fuy2zrM19iggOwD8WTMJP39gl+T2SFh+J+dnD3a5yJEvOtB1NjgnDll/foHjbM7XKH8Z297/b/AQge6T9Vns0uHCmjIKYlDE32EqniYiIiIh8Re+A+rZjNfjDx4cV668/Zmg4OkURx881O77xJfdnJuDpGeNkX8ucNcU2K0Zc4ScAZc/ehsJSPX7/78OyDz0XAPz57hTUNrUCAKLC7bd0c2T78Rp89V0NdGFBPTuKTS2dgO5WZK3tnfjbl6U4etZ+mzlH1QZyBf/J0jt5GchJjnb5/lKem6QoNarOG2Et36i91LYLADKf+y9a2pRJSipNiXkz1hKgnpwh4a04y8+zEvHd2SYUlTk3yypRp8bW30xVaFXSFJbqsfdUPcZfpe15Xzl6jwgARsaE4fU51zMRo7ADVQ24c+VOh7fb+EgWUq+M7HexRmufQ0q0WyTfx6SMgpiUMdffPiiJiIiIiAaK9AQtnrrjGvzszd2yt2+Rg7tBZ1usBUw1IQEwXHAtcfD67AmYPm5oz7HvW70Lh91sbSLF5CQdVs2eIDnI22Bsw7y1JXbbVvUNHJfXtlid62CqsEmNd9wmyGBst5i3MTlJB0GA1WoCTxozLBzP/zgVzRc78MA7e3x23lBfWrUK+/4w3e3jGIztFhVS6Qla3J+Z2LPj3+pt+gwwNxjbcd0zm9EfI0J3p8Vh8Y3JigQ9Xa3iKNM3Y3f5eQgAYiND0CmKTh3j5S+P4yWZWzdJUbB0CkRRdDrG84fbx+Ln2cMVWpV7rL3+TTis3bPmrCm2W2mbOUKH9xZMMrv9jlI9+kO6eO28dEwdHYMyfTOOnG3EuqIKs9ccX2uDB5MyCmJSxlx+8Sk8/uEhby+DiIiIiKjf8xNgdeixNemJ3UOI057Z7JMJmfAgfxxSeBB234DpwdMN+NX7+3FSbz6UPT1Bi9KaZjRcsHyccm207rpx+VaL4yhBavulBmMbcp4vQJODgd/+goCskVFWfyZ32wRZu//B0w144qNDOHxG+SSWySNTRiBuiNpqtZFpt3ysJgRR4UHQhQZi6Yb9OH7u8nOpCQ6AwYuVP1q1ChsXZSNe5/wAbFukPLeOblNVZ8SU5QXo7A8RUCtMQc+6llav7U5vMLZh4bt78bWNShOpgdmnNx7GW0WVSizRpt6fhc5WIypRrSQ30+vfNH+L1QueZzC2Y+H6b6wm8zNH6PDafeabFAzGduS9XdIv2iteGRmC6PAgm5sm7H0308DCpIyCmJQxl19cqVjvaiIiIiIismSqsPjP4bN4zM4GqaAAAa0dnv8bz18Ati6dKmvQ2RnltS3YXVYHEegJ3Fur9rAXIPVk5YCUgObMVUVOzYvxdJDUFPB8afMxHK5uhJTQQnqiFjePG4o/bToq+Tzj4iKwyYUh670TEp8eqMayLbYHuSslYUgIHr9lDG5OGebxc0tlMLZj9ppdONQryZaeoMWxc039ooVdeFCAWeIyPUGL1XM9N4TbUSWAAOD6BC2evyfVbuLo/eJTdj/b3RHgB3T0Sbz1rdqzVo1oy+QkHfIfmOTwdkQmpu9ofXMrosOCMNFBO88bXihA5Xl524p6S39IYJJ7mJRREJMy5ti+jIiIiIhIeZEhKiy5MRlTr46BVq3Ckvz9kgJmnpYSF4F38yb5bIsOZ6pF/vTJEazZWaH4mpZOH4VHpiXbvN6Vv7lMrVQ8zVowNz1RiydvG4s6Y5vVXeq2hqpbY5o34K7E333q9jGkCg7ww+e/zO1XgThr75PCUj0+O1SNr0+eR4XMc5eUZJqdo/RnkquxEWvJYWeHnIcF+Utq3WdqW3fe2GaRuLbG9Do4VdeCV746AX1zm9n1zrZgJHKF1Hk0/YG3vpvJc1xNygQotyQaqJKiwzBmaDiOfm9/gCQREREREbnOcKEdnx86i59nD8fMVUU+1c5jybQRSEsY0i/awQyPkr7G3FHRHknK1Da39QwE9hcEs/kTZfpmfHKw2uljJuq88zxo1Cqsy8twKvn12n0THO7K9wOQnRwtSwk+7DcAACAASURBVEIGAN5fMAn/88YuWY4VFuiP5jbbAfE370/3+fdFX9beJznJ0T0zosprW7CrrLZfdM2ov1T98+vpoxX9jHJ1J//2Uj3uenUnnp5xTc97P2GIc1WGz/04FYH+flj47jfotLLXuu8MKY1aJelx6P06mJs53GoVIpHSro2PxOQknc22gP1JgJ/g7SWQj2KljASslLF0oKoed64s8vYyiIiIiIgGvFCVH1rafWvow7N3p2BWxlXeXoYixj31H8WHx4+6IgzHzzVbXB4RHOByy6hV94336TZZ1pgSOa3tnXil4ITZnBqlhiS/WnAChaV6XKlVY9txPWqaWh3eRwAwMiYUedlJPW13Zq4qwp6KerN2dwK6ExkDYYaAtaTh4WoDFr+3T/ZzmWYvXGjvwDeV9ZLnbEllqhZx97VkekxMiZ7PDlXj4fXyPB5qlR+MTnzO926JtGFPFXaerMWomHCMiY3oF8lyIkecaannqpTYCJxrbEVNs+PvAVcN5N+XqBvblymISRnr5qwpRmGp3iM9l4mIiIiIyHc8d3cKfjpAgww7S/W4b02xt5fhtJjwQBT/7w+9vQy3OFNtIwepLXKsBfWtBQyVSiR5UoOxzWarxPAgfzQpkLA0PW4AFAvChqj8sOvxH7j03Fh7TK5P0OJc40VU1V+Qc5mSpCdqseGhTI+fl8gbTN8LplaYutBA/P6jwzh4xuDWcU2tVwFgxiuFqDyvzHt5IP++RN2YlFEQkzLWeSJrTUREREREvmegD661tgGtu1oiDMt/ci2WfXHcJ/8Okmv+ymByz2uOWwPamwng6USS0uasKcaOE3rZq1X6SomNwK9vst5ezPSYfnbwLDZ8c1rW8362OBtj4zRO3ceZGUhK89S8HCJfd8eKQhw6Izn+bSYiOAAHn76p59/bjtVgrhMznZzxTl5GTxtIGpiYlFEQkzL2lde24P8+/Rb/PVrj7aUQEREREZHCMkfo8N6CSd5ehqKkVEGYAsf+goA5b/pGZU1wgB/+8j/XITjQf8AkCZRmMLYj+/kv7VaAeDIJebltGNApwqPPo6falDuTWBjx+KdWZ6a4Y1Z6POK0IbgtNdbhY1umb8a05dvkXYCL0hO0WD3X/TZsRAOBwdiOKcsKUG9st3r9dfGR+POPxuG+NbvNbqNVq7BxUTbideZznNKe2WzzWO6wl9SngYFJGQUxKeOYklllIiIiIiLyDYMtKCi1CmLOmmKfrJwZCO20PMFgbEfOC19ZzPPxA5DtoRkx9tqGeep5vP3lQhyudm3nuVSmlkFSf5bNh7/HA+9+o9h6MhK1eMPOvJn84ko8/uFhxc7vSEpcBB7KHYGxcRomWYn6MBjbMf/tEpT0qnZMviIUy2deZ1Y1Wliqx95T9Rh/ldZm1UpVnRG3rSh0ea6bLQO9spiYlFEUkzLSXPfHzWi4IH9WmYiIiIiIvCsmLBDvP5TJwIINBmM77lu9S/GAtismJ+mQ/8DArmySg7XgnieTWnPWFGPniVp02ojRpCdosWGhcnNElKwIuTstDknRoZIqU6xRep7tdfGR+PeiLKvX5RefwuMfHlLozPYlXxGKLb+a4pVzE/UncraRdKctWl8BfgJO/PlWWY5FvotJGQUxKSNNVZ0RU5YVyF5aTERERERE3rVxURZS4zmrxB5fanPUF3fqSueNGTFSXztjYyOQP196lYkzCo7VYJ5C3S/cbd/jiXm26YlarLZSMeNKV5DRV4Th2Llmi8uDAwRc7JAeMOGMKCLPMxjb8dC73+DrMnnmSL1wTwo6u7rn0k1M0vG7eAByNSkToNySaLBp7+piQoaIiIiIaADxE4DskdFMyEiQFB2G3ORo7CjVo8vbi+lj08FqLJ6W7O1l9AvDozw/i6fyvFHS7b6tbkTe2yX48YQrZQ/wDVGwGihR594aNWoV1uVloLy2BRsPnMFftpTKtLLLSirqcf/aYnzUp2Km2nDB6WMtvjEZ/yw5bXUm1XljGz45UI2Xthy3e4zc5GgmZIi8QKNWIf+BSSivbcGusjoIAOK0IejoEns+yyrqWnDOcBG/k1BF99sPzG+TOUKH1+6bwLaixKQMyUfqL5JERERERNQ/TEjQYsWsNG8vo99YMStN8R39rli++ThKyusH1XyZMn0zKs8bPVrx4qqEIWrHN7pkT2U99vRqsTZmaDie/3Gqy4nTMn0zNh2sxru7Trl0f0fSE7SyPf7Do0JxR2qsIkkZANhX1YA7Xi7Eu2bVSILTx7kmVoN1ebFWq640ahWW3JiMPRX12HlCb3Vja+YIHT93ibzMXoJ+eFQoth2rcem4RSfrsDh/n0dmlZFv8/P2AmjgcOYXSSIiIiIi8n0PTx05aIL4cjDt6H/qjrHeXoqFHaV6zH9bmfZUvqTB2IY5a4oxbfk2zFtbgqnLtmLma0UwGG3PPy3TN6PgWA3Ka1s8uNLLkqLDoAlxbc/s0e+bMGPlTsxZU2z3Z+yrwdiGO1YUYtrybXhpSylqmlpdOr89WrUKq+emy3pMU0WaUsGsQ9WNyHnhq57HMlYTLPm+/kJ3hYspkDs8KhRTR8dYDeyumJWGrJHmA8eTY8KwcVEW3lugTIs6IpKPOxWx20v1Xvu+Id/BpAzJxvTLkeD8RhIiIiIiIvJButBAby+hX7phVLTjG3lYF4CSynrcsaLQqeB9f7Mkf79FpVJJZT2mLCuw+LmtJXB++NJWHKxq8OSSAQC3pwx16/7bS/WY8Uoh8otPOQz2NRjbMHXZVtmGWVuTeqUGW5dOVSS5sGJWGsYnaGU/rknjxQ7cs6oI5bUtTgVes0ZGS65wMSVwC5ZOwdp56ShYOgVbfn0DW0US9RPubkyvqGNSZrATRJFDQBwRBCECgMFgMCAiIsLby/Fpp+pa8MO/bEdrh691USYiIiIiUl6sJhiBAX6orDNC7r+0AvyADxdm4ej3jXjsX477mMshJS4CnyzO8ci5Bpo5a4p9ro2ZSWigP4p+d+OA242/o7QGs9fYrgZKi4/smRlSpm/Gkn/sw5EzjVbfq9fFR+KPM67BeWMbEnWhEEVR0XZo+cWVePzDw7Idb3KSDqtmW59bcM9rRWYt0OQSqwnCvRMTcFtqrEdaxs1cVYSSCvl/jt6uT9A6fKyeuzuFA7yJBqHbXy7E4WrXktsFS6fwM2OAaGxshEajAQCNKIqSXxBMykjApIw0pt029QN41xURERERkS2m4a0AZJ8rkhIb0TPnoOBYDeat9VwbKgYOXGMwtmPh+m9QdLLO20uxSgDw86xEdIoibhxzBXKSL1f3eGoeS5m+GbvLz0MAEBsZgk5RtHrO3rfrHfzuvU6tWoXxf9qCLgchjjhNMBoutKOlrdPldZuGtsuR1DL9DP898j3WF1e5fbzekmNC8eTt16BTFOEvCD3/nfNmsaznAYBxcRFYn+fZtlsGYzvuW73LblD0hXtSkJ6ow7qvK7B2Z4Ui61g7Lx1TR8cocmwi8l0Hqhpw58qdTt9vXGwENi3hhpeBgkkZBTEpI80dKwoVLX8mIiIiIvJV1hIX24/rXQp+Pnt3CgL8BHxb3YghYYG4vc+u8zJ9M6Yt3+b2mqViwNE9B6sa8Mv396PMx/vHhwX54zfTR+ODvafN/q6TMwFh0mBsw8J39+LrMusJq3GxEchNjkJKfCTWFVVa3C4lNgIdXSKOft/Uc5mfAIcJGTlljtDhvQWTXL5/g7EN89/eo0jFijd4K3nr6PPQtC4lPzeZuCYavOasKUZhqd6p6uiNi7LYqnAAcTUp49okOaJeTL9MMiFDRERERIOVtYDciZomK7e0Lzc5GrMyrrJ7G9MsR0+1xkrUhXqscmIgSo2PxFdLp6C8tgW7yuogAIjThqCjS8TFtk4sXL/X20sEADS3duKpT761uLywVI8Zr+zA+AQtRkSHytKaavaa3Ths5+/Hw9WNdqsfDlm5zpMJGQAoOlmH8toWlx6LBmMbsp7/Ci2trlfr+Ao/ANm9htt7munzcOeJWnT22nTsLwjIGhnVs67K80ZFzp+eqOVnItEgtmJWmuTqaD8ByB4ZzYQMAWBShmSwJH8/9g6Q3T1ERERERHJ5u6jSqdunxkVIHhK9YlYaZq/ZpfjGqFExYXjq4yNmwQYlKicGg+FR1hNaucnR2HFC7/GkglQiugPapqD2ss3HkZE4BG/Mud7p10BlXQtue3kHmls7FFip5239rgbDs4fbvL677VodAAGTLrVdKzxegzlvlsg+c0ppucnRWHrTKDy6YT9Kz12u+spOlj7cXinWgqJZI6PM1uXuUG5bnrx9rCLHJaL+QaNWYV1eBg6ebsATHx2yu+Ege6T3Py/Jd7B9mQRsX2abp1snEBERERH5oornbjP7t7O/J6fEReCTxc73F1d60HWAAHT0+ZNRQHd7qU/YD10WBmO73V22oYH+mJeZiOa2DkxK0uHxDw/5xBzPyUk65D/gXPuutGc2+8Ta5TI0Igi7nviB2WVl+mYUHKvBqq1l0De3emll8pqcpMOq2RN6knDltS2oqGvxuco5R+uas6bYoqLGXc/dnYKfOqhuJKLBw/Q5dLS6EcdrmjAqJhxjYiN87vOS5MOZMgpiUsY2Tw8ZJSIiIiLyRX2TMs78nhwW5I+dj93oUuWJo4C+kiKCA/Dp4hzE65TZgT7YHKy6tMu2V2uu9AQtVs9NN3ttGIztuP+tYuw71WB2/1ExYWhp68CZhoseW7MzszS2HavB3AH4t2N4UAA+W5KD8JAAu3Ny+qPkmFAsn3ndgGm1o8TnZV5WIp684xrZjkdERP0LkzIKYlLGtoH6izURERERkTNcrZSxFnR3xWeHzuJhL8wm0apV2PeH6R4/70AmtQqhvLYFu8vqIAI9rbF6X17T1IqXthxXdK2xmmCsmj3BYdC+wdiGW/9WiGqD5xJGzvID0OXifbVqFa4eGtHvEzIjokOxem66T1bByKm8tgWHqw1Y/sUxVNS5N2vm/sxEPD2DSRkiosHK1aQMZ8qQSxqMbQNuFxARERERkVxMw6dttqQK8kf+gklIvVKeHeh/UTj4bku9sR2FpXrkJEd75fwDka3ZM1Jv1/vyr0/WKfo3W7XhImas3OlwztDP1uz26YSMVq3CxkXZuPlv29HS1un0/euN7QPib+Pf3DRa8uuvPxseFYqnPj6CU+fdS8gAwI1jYmRYERERDTZ+3l4A9U9MyBARERER2bdiVhoyR+gsLr8uPhJFj90oW0KmTN+M0ppmWY7lir2nlJtpQ+5ZNXuC1deg3Hac0GNx/j6r15Xpm3HIzuBjbzMlZOJ1ahx55mYkDgnx9pKs0oSoFA/gBKn8FT6DbyjTN2N7qR5dbjaO0YSomJAmIiKXsFKGnFamb2ZChoiIiIjIAY1ahfcWTLLZZkoulW7u9k6Ji3AraN7Z6WrTp+52yAXH9IgKC8RtqbEDfoe+p5leg9uP12DOm8q1ne4Sge2leqz4shQigJjwIEy89Fp/9rOjip3XmrFDw9HU2oGq+gt2b3elNgS/v3UMbk4ZZnb5b266GotsJJg87QdjYnDjmCswKUmHIepAxedHJeoGx/vP3c9MoHuW0KZHsmVYDRERDUZMypDTdpef9/YSiIiIiIj6DaXbASUMUbt0P39BQNbIKKzLy+iZY/LgO3vQ1uHc9vGXvzqJN3dW4I93jMOQ8EBJsygq61ow45WdMFxo77ls2ebjyEjU4o057s/YIXO5o2IwPj4Se6saFD3P8j5t9NSB/jC60A7MFc/dndKTCAIuz+apbWpFteECYjUh6OwSHSZHx8T6zhzZuZmJZpUYpvfqrrI6PP7hIcnHiQkPRE1Tm83r/QBkJ0cPmqSoq5+ZJiOi1Phy6VSZVkNERIMRkzLktOPf+27pORERERHRYJMUHYZxsRE4XO3c7+lZI6OwYlYagMuJo19MG4UXNx9zeg3NrZ149IMDPf9OT9Bi9Vzz5EqZvhmV541I1IXizld2oPFih8VxiivqMW/tbny4SN4d6KZz+wtAp9hdESCKInaXn4cAmAXzB6q18zIsKi20ahXqje127uUeTyVkxgwNw08zrjK7zNVkqGkeVGGpHm52t3KLVm29NdbwqFBU1LVIPo5a5Yc35qTjzpU7bd5mQoK257NgMEiKDkN6ohYlFc63XtSqVfjwYVbIEBGRe5iUIad58xdTIiIiIiKytH7+JEz4f1vQIWFIQlCAH/7zy1yrAetbUoa6lJTpq6SyHrkvfoVf/mAUSirO40RNM46fkzb3Zm+VAQdPN0iaudM70WP6eXpfplWrsCR/v6SWT5kjdHjtvgluV+lYW5Mv0KhVZlVRpvWZ/n2xrRML1+/19jJdog0NkvV4K2alKd4qzB5NSAA22klMSq30EAB8/fgPoFGrkJscjZ0natEpXv6M8BO6EzIbHsp0d8n9zuo56ch54SuryWFbkq8IxQcPZrGSj4iI3CaIIkPsjgiCEAHAYDAYEBHhO6XM3vLMxiN4s6jC28sgIiIiIvIZFc/d5u0loKrOiNtWFDoMMv52+ig8PC3Z5vX3vrELRSe9O0MyLjIYO393o83rG4xtFsmWtCs1CAkKMFt7cIAfWju6JG8sS4mNwK9vGt2TsOidYHFUWWNtTemJWqy+1I7NV5M1vU1/aRuO10hLnvmajYuykBrvOJHnjIOnG/DYvw7i6NkmWY9rS1CAgD//KAU/vj7e4W3nrCnGjlI97E10em/+RGSOjAIAGIztFomm3ORorJiVNmiTDAZjO7Kf/xJNrdIqugqWTvHZ9y4REXlHY2MjNBoNAGhEUZRcts6kjARMypib/3YJ/nu0xtvLICIiIiLyGb6QlDH5555T+O0HtudNOAosHqhqsNvqyFM2PpLVUy3TN6EhJSDtLketvfpW1sxZU4ydJ/To7PMntlrlh2GRITipv9xyyleD4b7y3LtiRHQovnx0iiLHNs1xqW1qtZib4ypTi7+DZxqw91Q9xl+ltdquzBZrSZbeMkfo8N6CSRaX962UGuwMxnbcubIQFXUXbN5GEICckdFYl5fhwZUREVF/wKSMgpiUMffr9/fjw31nvL0MIiIiIiKf4UtJGQCY9foufF1mWe0yOUmH/AcsA7W95RefcmqIuFLCgvzx2ZJc/P7fh80Cz67Mz1FKbnJ3oLZM34xpy7dJvp8fgLGxEVhx73ifC4zPWVPs9XkqafGROHjaYNZqSwpPVDKMf+YLnDdKb3kFdLcRuz5BixdmXit7QuTg6QY88dEhHD5z+T3hq0k/X+Xo/du74o2IiKg3V5MyfsotiQaq9OFaby+BiIiIiIjsWDV7AnL77LrPTY7GqtkTJNzbNzbuNbd24raXCy0qAXwlIQMA20v1OHi6Ad86uaYudP8cU5dtxZw1xThQ1YCCYzUor7U+wL1M32z3ejmtmJVms2IjLMhf0XP7Cd2v07fmZSDrUtstZ6wpPKnAqswtvnGU0/fJSY7G6rnpGB4ViqmjY2RNHKVeGYlNi3NQsHQK1s5LR8HSKViXl8EEghOSosOQOUJn9bq0+EhseCiTjycREcmKlTISsFLGnLO7wIiIiIiIBjpfq5QxcaVVEX/fd4460A8JQ0Jx9Ht55o6Mi41AbnIUEqND0XSxA/8orkJprzkvnqqCML12AvwEdHSJPa+h3q+peW/uRsV5222fnNX3ZzO1DZNauTUkVIW9T06XbT22jHziU3RI6J0XEuCH9x+cLPusG5IfZ+4QEZEr2L5MQUzKWPKF4Z9ERERERL7CV5MyruLv+77LD8CEBC02LMy0mLXjaQZjOyb8vy3o6HI9rpASF4EHbxiBa2I1Nn8GZ1qqeaKF2bdnDJixcofdxExEcAAKfzuNAf1+hjN3iIjIGUzKKIhJGUsGYztyXvgKjRed66VLRERERDQQDbSkjKMh4uR96kB/GNs6e/7trV39VXVG3Lai0OxvQ5U/cOPVV/RU2ISHBGD8VVp8b7iIj/aegSAAk0focFtqrKTAt8HYjtlrduHQGcexjrXz0jF1dIxbP5NUG/ZUYdPBanz3fRPONbb2XM4ZJERERIMDkzIKYlLG0v5T9fjRq0XeXgYRERERkU8YaEkZE9OucV1oIJZ9cVyWJM2q2ePxwhfHUKZXfj7KYCIAuCY2AivuHe+VHf6FpXrsPVWP8Vdpbc6kcde4p/6D5tZOu7fxRKWMNaywICIiGnyYlFEQkzKWfviXbSg91+z4hkREREREg8BATcr0VV7bgiPVBrxdVIGSinqn7592pQYfPZKNgmM1mLe2RIEVXuYHIH6IGpXnjYqexxcN1FkYVXVGTF2+1Wa7tNzkaKzLy/DwqoiIiGiwcjUpE6DckmigKtM3MyFDRERERDQIDY/qrgK4PTXWrDKg9PsmPPDuN3bvGxrkj7d+PhEAkDBErfhaV/1sAiYO1znVhk0TEoDRV0SguOK8bOuI14bg51mJCAkMwNtfV+Do2SbZjm3LjlI9FufvG3AJinidGt/8/of46etf4+j35o/j5CQdVsxK89LKiIiIiKRjUoactulgtbeXQEREREREXmZK0Jj+f1xcBA7bmfnx/I9Teyo3kqLDkJscjZ0n9OhUqHmDKsAPGrUK6/IyzBJIALCrrA51za2ICguCv5+AasMFs7ZbptsH+An482dH3UqkPPOjcT0zTm4ZNwwT/7wFFzuU7VjRBWB7qR4HTzcg9cpIRc/laRq1Cp//MhfltS3YXVYHEcCkJB1bhhEREVG/waQMOa28lr2fiYiIiIjI3P/9aBzuXGl77uQ1sRqzf6+YleZUFYuzTAkYwDyBZPq3Pb1v/7+3ArPXFMuyDo1ahfcfzMSdK3e6fDxnPPHRIWxanOORc3la3+eUiIiIqL/w8/YCqP+JDBlYfYmJiIiIiMh918ZrkZscbfFHpr8gIDc52iKAbqpiefSHo2Rdh63zueq5/3zn0v0EAVbXcW18JNITtE4fT+vCfJjDZxq5qY6IiIjIxzApQ04bNTTc20sgIiIiIiIftGJWGrIvtQAzyRoZZXfWx22pw2Rdg6PzOaNM32y3JZs91ydoba5j9dx0TE7SST5W5ggdti6divXzM+AnOLeOijomZYiIiIh8CduXkdNiNSHeXgIREREREfkgazNcHFWsDAkNhADAnSkrKbER+PVNoyWdzxmV540u3S9eG4IND2XavF6jViH/gUkor23BrrI6CADitCHo6BLN5t4IACb2mpfy923l6HLygerdPo2IiIiIvI9JGXJal7cXQEREREREPk3qvI8GYxtyXyhwKyEDAA/dMAJTR8e4eRRLCUPULt1v5X3jJd3O3uPU9/IyfbNL83fuX1uMx2+5Gjf///buPD6q+t7/+PubhSXbJCRBCSAQiCgCisq+CLTaRWvtYnuxFrVgqyL+utjF3v7a6u1ttQVve5HWq6AVtfT+sNq61K3KjmwCsorBJOzKJGQhGSAJ+f7+mBmchEkyM5k1eT0fj3ngnPM953yTfHOcfD/n8/0MD29GEgAAAELD8mUIGoMGAAAAQDjc9uQm1Zxq7PB5hvV1hKE35yrMz9CUonwlm8DXDBtfmKuR/bLD3pdQs3b2V7h0xzNbNOqBN3SwIrRzAAAAIHyYX0fQyJQBAAAA0FElzlptPVjV4fMM75sV1iXLWlowY5QmDskLqO2Uonw9evMVEelHR/94r3Q16PqFa8LSFwAAAISO5csQtFBT+AEAAADAa0NpRVjO8+svjQjLeVrjr06OJL+1YCIZHArHw3GVrgatLnZqclF+GM4GAACAUBCUQdAK8zPUN7uHDledinVXAAAAACQo54n6Dp9jeN+siCwV5k/L+i+RDMD4E66H47YcqCQoAwAAEEMsX4aQ/DHAwpUAAAAA4E9+ZrcOnyPSWTLxpDA/QyP6ZnX4PAWOnmHoDQAAAEJFUAYhGZCbruTAa10CAAAAQDNjB+V26PgpRflRy5KJFwtv6ni9mrzM7mHoCQAAAEJFUAYhuX3JZp2xse4FAAAAgERVmJ+hi8/PDOnYCYNztWDGqDD3KP797O87O3wOb00cAAAAxAZBGQStxFmrTWWVse4GAAAAgAT34FdGBtW+MC9dL86ZqL/cPk6OtNQI9So+lThrtarY2aFzXHheRtRr4QAAAKC5lFh3AIln/3FXrLsAAAAAoBO4tH+2phTla80+p5paycQ3kob0ztBjM6/s0gGFcPwd9qmLe4ehJwAAAOgIMmUQNAYNAAAAgHBZMGOUJg3Jb3X/5KJ8PXfHhC4dkJHC83fYhMF5YTgLAAAAOoJMGQStKdYdAAAAANBpONJStWTWGJWW16msou5szRPvf3f1YIxXOP4Om1zUevALAAAA0UFQBkE7Vn0q1l0AAAAA0MkMymsegCEY01w4MmVe23lUnx3eJwxnAgAAQKhYiQpB++gEQRkAAAAAiKZwZMr85tX3w3AWAAAAdARBGQQtWSbWXQAAAACALmVAr7QOn2N/hUvbD1WFoTcAAAAIFUEZBO2MbKy7AAAAAABdSmF+hqYU5SvZNH9IzkjqmRr4n/Y/fWGHSpy1Wr73mErL68LcSwAAALSHoAyCdlm/7Fh3AQAAAAC6nAUzRmnikLxm2yYX5WvRzNEBn2Pn4RpNn79Stz25SdPmrdDMxRtV7WoId1fDjkASAADoLFJi3QEknquG9lZaapJcDeFY1RgAAAAAEAhHWqqWzBqj0vI6lVXUaWBuugblpUuSphTla3WxM+h1DdYUOzV36VYtmTUm/B0Og20HKvWzf+zUzsM1Z7eNHpCjRbeMliMtNYY9AwAACA2ZMgjJ/ddfEusuAAAAAECXNCgvXdOG9j4bkJHcWTRXDMgJ+lxNklYVO/XXjQfiKgulylWvmYs36oY/rmsWkJGkTfsrNf43/9KTa0rjqs8AAACBICiDkDRRVgYAAAAA4oYjLVXP3TlBowfmKMm0376lnzy/IyLLmYW6ErSgXwAAIABJREFU7Ng9S7dpVbGz1f2uhibd//JuTZu3Qjc9vj4hlmADAACQCMogRB+dOBXrLgAAAAAAWlg0c7QmDckP+fhVxU59Y9H6DmegeDNdQqlfU+KsbTMg09K6Dys0d+nWjnQ3LnkDWqs+cFJPpwVqDAEAEhk1ZRCSy/plx7oLAAAAAIAWfOvO3PrEBu0/fjLoc+w8UqNp81ZoSlG+FswYFVLtlhsWrlVZhavZtlXFTn1z8Xq9OHdym8fuP+5qc78/q4qd2n6oSiM7wd+qVa76VjOFOvIz6Qz8fW+uHJCj2yYM1LC+Dllrtf+4q1m9JQAA4o2xlnWo2mOMyZJUXV1draysrFh3J26MeuANVZIiDgAAAKjswWtj3QXgHK+8d0RzOpBBkmyMJg7J05JZYwI+ZsehKt2wcK3OtDHVMHpgjhbNHO03sFDirNWG0uO67/kdQfe3qHeG3vz+VUEfF29mLt6o1cVOtfYtHNU/Wy/MmRjVPsWLmx5fr3UfVgTUtui8dH3/00PVo1syQRoAQETU1NTI4XBIksNaW9Neey+CMgEgKOPfwQqXrntktapPNsa6KwAAAEBMEZRBPCpx1mr6/JUdPs/ye6cGNKFd4qzV1Q+vbDMg41WYl65vTynU2MJcDcpLbzM7JBgjCrL0zOxx5wR8Spy1cZtB4ds3a21AP7Oi3hmaf+OlGtk/8TODAtXR8dzVs4wAAOFHUCaCCMq07YGXdumJtWWx7gYAAAAQMwRlEK/ay7oIxA+uuVBzpxe1ur/KVa/bl2zWprLKkM5/8fmZ6pGarG2HqhSOKQpHz1St+uE0OdJS/QZ7Rg/I0aJb3Jk6HQ3WtAyotHUub9tdh6u1z1mr/tlpem3XURUf+6QuSlq3JLnqmwK+/vCCLP36SyO6RHBm6cb9uu/5nR06x4TBufrL7ePC1KPIiudAIgDAjaBMBBGUaVu4nr4CAAAAEhVBGcSraleDvvro2mYT/6HI6pGiV+ZOVv/ctGbbq1z1mvLb5ao5FV8rKFyQ01OrfjxdNz66TpvLKs8JSvVIMRqUl6E9H504uy2YTIr2MntG9M3SM7PGtRoYCreukAWydOOBkJa1aynQzK9YqXLVa/ZTm7V5/ydBTt9AIgAgfoQalEmKXJfQVRTmZ6gwjj/QAAAAAEBX5UhL1cQh+R0+T82pRl2/cE2zbfEakJGkA5UnVXjfK9rkJyAjSacabbOAjCStKXbqG4vWq7S8/QDWPUu3ac2+1oMsOw7X6IpfvamDFS7dvmRzm23DYc0+p+Z2oH5QIhg7qFdYzrOhJLCaNLFQ5arXtHkrmgVkJGnT/kqN+fW/tP1gVYx6BgAIJ4IyCIv/+vplse4CAAAAAMCPXunhebq+0tWg1T7ZHt9cvCEuAzJeTUEuDNIkaeeRGk2bt0I3PrpO1a4Gv+3eO1ipVcXOds/f2GQ1+XfLtamsMui+BKvJSquKnQEFlBJRibNWG0qPh+WB0HheL+b2JZtV2cq4O93YpOsXrtXXHn2n1bEJAEgMBGUQFpf2z9ZF52fGuhsAAAAAgBauG1kQtnNtOVCpKle9bnhkjXYcDniVjoSzqaxSY3/9Lz21tlTL9x5rFuz49xc6Vtckksoq4icoU+KsPed7F+zxi9eUaPq8FZo+f6Xue36HSsIQdBpXmNvhc0RCibM2oLpMG8uOd/qsKADo7FJi3QF0Hg99ZaS+uHBtrLsBAAAAAPBRmJ+hMQNztDGACd/2XH5Bju56dou2HaoOQ8/i26nGJv3ipd1n308pytcPrinSziPxG4wamBvdpcX9FaP3V0OnZU2UlXuPaduhKl1+QY76Zvdsdo5tByr1kxd26P2jJ/xesyOSk6SDx10qq6hr1ud4sP+4K+C23qyoUPvv7+fW1nYAQHgRlEHYXNo/WwNy07S/IvAPEgAAAACAyHt85mjNXbq12UT5gF5pQU0EZ/VIUVaPFK37MH5rckTSqmKnNpZ2za+9JX+BlysH5GjsoF7625ZD+qjmdLP2m/ZX6qrfLdczs8fom4s3trpEV0b3ZNWePhOxfp9pkmY+sfHs+ylF+VowY9TZYFEsDeiVFlT7sorggzL+fm7DC7J064SB+vM7Zdrpk/125YAc3TZhoIb1dRCgAYAwM9bG82qa8cEYkyWpurq6WllZWbHuTlzyPk3x5u6j+suGQ7HuDgAAABBVZQ9eG+suAAEpLa9rliUwc/FGrS52BlRno292DyUZo4OVJ4O6Zl9HDx2uPhVahxGU711dpOsv7RvxSfSZizdqzb726+q0ZBRfNV2SjdHEIXlaMmtMrLuiKle9Jj30dsBBqR9cc6GuG1kQ1M965uKNWruvXGeCnAuMp+AVAMSTmpoaORwOSXJYawNOpSUoEwCCMq3z95QFAAAA0NUQlEGiqnY1nJNBE27Dzs9Udno3vxk2md1TdOJ0Y8Su3VVFchJ9TbFTNy/e2H7DBLL83qkxzwa56fH1IWWhXXhehpZ9Z0K7P+sSZ62mz18ZUt+SJA0ryNLVl5ynyy/I0eSi/JDOAwCdTahBGZYvQ4fcs3Sb1uwjIAMAAAAAiciRlqols8aotLxOn/v9Kp1qbAr7NXZ/dEIvzpmozJ6p2lBSIWftaeVndNfYwlwNykvX9kNVmvPslqAzcNC6NcVOzV26NewZINsOVOqbnSwgI4W2FFg4lThrQ14W8IOPa3XpA2/on3MnaVhfR6vtglmqsKUmSTuP1Jytp5STlqoX50xS/9zgllwDALglxboDSFzvHazUquLg05UBAAAAAPFlUF66Ft8yOmLn/+kLOzQoL13/NuYCzZ1epH8bc8HZSfCR/bL11Ldiv3xUuCSbWPfAPYm+qtip7YeqwnK+Kle9Zjy2Xjf8cV1cLT8WLuUnTrffKII2hKFW0ecXrNHBVmr8VrnqNf/1vR2+hlelq0HXL1wTtvMBQFdDUAYh+/cXdsa6CwAAAACAMJlYlKcpRfmKRExh55EalZbX+d1X5arXL1/cHYGrxsaZOIpa/Nv/vKNqV0ObbUqctVq+95hWfeDU8r3H/P6c7lm6Te+UdDxwEK+OVMcuS6vKVa8n1pSG5Vyf+cMqv9vvWbpNu48EvKpOQCpdDVrNUvYAEBKWL0NISpy1Z9NWAQAAAACdw4IZo3TLExu07VB12M/d2hJR9yzdprUsix0RroYmTf7t21r9o+nNao6UOGu162iNlqwr06ayynOO861J89rOI52+jmyBo2fMrn3Xs1tUfMx/wDJYrvozeuClXcpJ66b8zO4qyO6hw1UnI/bz23KgkvoyABACgjIISUfWIgUAAAAAxCdHWqrq6s9E5NwDc88NyJQ4azv9hH9L6d2SdbLhTNSWAq851ajZSzZp2R0TtO1Apeb8ZYsOV51q85hVxU7d8cy7Wvrtcbrr2a3R6WgM5WV2j8l1O1JLpjVPrC0L6/nakprEAjwAEArungjJgF4UcwMAAACAzqbEWaviY7VhP+/ogTl+s2SWv38s7NeKZ6MH5ui1/zNFk4ZEN7tgU1mlJj/0lm7447p2AzJe75RUaPJDb3eJOrL+AobREI5aMuEyMLenXpwzUUW9A/9eNDQ1RbBHANB5kSmDkBTmZ2hKUb7W7ivXGdsFPqEBAAAAQBew62j4l6nOSUvVopmjm22rctXr9iWb/S6d1VmNHpCjZXdMkCQtmTVGpeV1KquoOxsQ2H24Wj/823ty1UdmovtgZWDBmObHxK7WSrRMKcr3GzCMBueJ0zG5rj93XDVEI/tna8aYAXrg5cBqPF1+QU6EewUAnRNBGYRswYxRmrt0a5dLNQcAAACARFDirNX+4y7tOlytfc5aTRycpxuv7N/mMUvWlYW1DyP6ZumZWePkSEs9259ead1065MbVdlOAfrWZHZP0YnTjWHtZ6RNGJyrP33jimbbBuWlNwsGDMpL16SifN28eL12HKaGa6h6pBidavzk4dGsHimqOeV/vIwvzNWCGaMi2h/vuB+Ym35O8Cc/s0dErx2Mk/Xu79Hg/MADVNSTAYDQEJRByBxpqVoya4weXVGsB1/7INbdAQAAAADInYVyz9Jt5zxA9/etR3Tf8zv04pyJGtbXcc5xJc7asGaujB6Qo2V3TlCVq14zF28MywN93gL0x131KquoU256N817/YOIPCw4YXCu/vNLI/TtJZtDXtJt9sRB+sb4AQFnYjjSUvXS3MkqLa/T0+vL9MSaspCu25WMKMjSiH4OFWT31LUjCzQoL71ZFpLv+5Qko8OVJ2UljSvMjWiGTJWrXrOf2qzN+z/5nfKOX0daqiSpwBE/QZnntxzWbZMKFUyeVml5XcyyjAAgkRGUQcha+6APAAAAAIide5Zu09p95X73NTZZfeGRNfrwN9ees2//cVfY+uDomaqHv3aZJGn2U5v17v6OBXu+d3WRrr+079kJYEda6tn/brkU2MnTjbp+4Vo1BlEMpUeq0amGT9r7Tp4/d8cE3fHMu3qnJPD6H0buLIKffWFYwMf4GpSXrmWbDoV0bFfRO7O7Fs28UiP7Z5+zz18WUrSCByXOWu0+UqMfLNum043Nx+DqYqfmLt2qJbPGSJLeO1QVlT4FYseRGpWW1wVVQ7isgqAMAISCoAxCRkAGAAAAAOJLibO23b/Tzlhp8kNv6+W5k88+sS8pqMnY9lSfbND3/t82nWmy2nqw4xPPl1+Q0+bkb8tJ932//rx+9fJuLVpT2u65c9JSteLeaWezb1ouM+VIS9XSb4/T9kNVuvHRd3S6sf1cgsmeoE6oVu49lnBLtJ2X2U0fn6iP2vXmf+1SvwGZWAnkwVUraVWxU9sPVmlk/2yVltdFr4MBKKuo07ShvTV6YE5AWXPeekgAgOAQlEFIAvmgDwAAAACIDm/dio+rAyvmfrDypCb/9m1991NFSuueorGFuSrMz9CAXj21/3h4irtv7mB2jK9gsl68fnbdMC1796CqT7Ye3BjV36E/3zZWjrTUZtk3/ozsl62NP/20Jv/27XNqlCRJumJAju6aPsRv7ZBgvbbrow4dHwsPfvVSDcxN113Pvqs9R09E9FrJRhrZN34CMiXOWn3rz5tUVhFYttmcv2xRakqSSpzxFZTxBlkWzRytiQ+9pdrTZ1ptO3pg24FSAEDrCMogJLuOUnQQAAAAAGKtI8tK15xq1AOv7Dn7fsLgXM2dXqR7n9sezi6GRahP5L9892Rdv3CNKl0NZ7eldUvWnKlD9PmRfYKeVHakpWr1j6Zr9lObtMkn6DSpRa2Qjqhy1WvZpoMdPk+0eYNRf719vK5/ZHXYgnv+NFk1WwYsXLzBzUADa1Wuet35zJaglraT3EHReJIk9xj2XR5w7Y8/pUkPvaUTfgIzjp6pWjRzdJR7CQCdB0EZhOR/Vn4Y6y4AAAAAQKflOzlsrW02Uey776fP7wh6Qrg16z6sUENjk7J7pqrqZEP7B0TJFJ/J4mD1z03T1p9fo9XFTm05UKnLL8jR5KL8DvXHkZaqZXdOOKeYfEes3HtM2w5VKcUYPbvhgBqDTwyKmWRjNHFIXrMJ/TumDtZ9z++M2DW9y4C9tvOoPju8T0jn8P09qnbV62f/2Kmdhz95ALWod4bm39j2Emm3L9kc0DJf8W6Sn+X2HGmpWvPjT2n2kk3NvsbRA3K06JbRYQlAAkBXZaxNoP/Tx4gxJktSdXV1tbKysmLdnZgrcdZq+vyVse4GAAAAEDfKHjy3aDo6t2CfqA9Ue5kvad2S5Kpvv6ZJR6SnJqmuIbLXCNT4wlw9evMVcTUBHMjPPtDxsb+iTjcsXNsskyfRTPGTJRTNeYOLzs/Ub78yMuD6MlWu+qCCKRf3ydQ904vUo1vy2Z9nlatetz6xSdsOdbxeUqyM6p+t2ZMGaVhfR7v3sHAGIAGgM6mpqZHD4ZAkh7U24KWlyJRB0PYfD2yNVAAAAADobPwFTYp6p+umMQM09aLeHZ6wbG8ppEgHZCTFRUCmILu7np09Pq4mgP1N5g8vyNKcaUPOTtjvPlKt376+V/t9aosM6NVTE4fk6XMj+pyTpfOFBWvOqU+TSJ6eNcZv5lFhfoYmDM7Vug/bzuLKSUvtcEDq/Y9O6PqFa3XlgBx9fkQf9eyWrHGFueeMnRJnrXYdrdGPlm3TyYbAH1Dec/SE7nx2y9n3A3r1VH1jk47WnO5Qv0PR19Fdd3/qQo0rzNUv/rErpGUL773mQl07siCo361BeQRjACCcyJQJAJkyzT3yVrHmvflBrLsBAAAAxA0yZbqOGx9d1+YT9hMG5+pP3wgts4NVCT7x4t0TNbJf/BRyr3LVa9q8FR0OIHRPSdI9nxqiz48o0MaSCv34+R1h6mH0jR6Yo2V3TGh1f7Wr4ZzaO77GDMzR4zNHa9fhat3+9CbVhTng6M2ysrKa/dRmbW6lH4miZdZYtatBdzzzblDLF47q59ALd0+KVBcBoMsJNVOGoEwACMo0N/upTfrXnmOx7gYAAAAQNwjKdH4r9x7T0+v3B/S30JSi/JAKkC/deED3JfAkfbgM75ull+dOjnU3mvnqn9Yl/KR+OKV3S9a6n3wqoOBjaXmdXt5+RDsOVUnWaGR/h99MjdXFTr2152MlG6Mh52WqvvGMfvHi7g7187J+Dr3/0Qmdaox99lewLujVU3dNHSIr+c388Vr1gVMzn9jY7vly0lK14t5pcbUUIAAkOpYvQ9T0z0mLdRcAAAAAIOJKnLXaVHZcD7y0W3X1ZwI+blWxU3/deEBj25hI9Y+HJiXp118aEesuNFPirCUg08KFvTMCntwflJeuudOL2m03uSj/nKXQ3trj1OpiZ8i/GdsOVYd4ZGwN75ulZ2eNC+h7POXC/HaXirukIEt/mR3Y+QAAkZcU6w4g8Xxz/IBYdwEAAACIKzMeW6/qBC7UjeaqXPWauXijps9fqR//bUdQARmvnzy/Q9PmrdB1/71a2w8GVgx87KDcoK/T2QzvmxWVZctKnLVavveYSsvr2m1LXdVzbT1UHdD3rqMWzBilSwq63oolC2ZcHlQA5U/fuEJTWgS0HD2TdfPY/lp+71S9cs9kAjIAEEfIlEHQCvMzdPkF2dpyILA/LAAAAIDO7p2SCl27YLW+fmV/5WV2b3OpmY4qcdZqQ2mFJBOW66zce0zbDlWpT1YP5Wf10MDcTwo6u691XOUnTis/s3sImR+J6a5nt7RboDxQO4/U6PqFazWlKF8LZoxqc2K0MD9Dw/pkavfRE2G5diKKdJZMlate9yzd1qxA+oBePXXf5y7WZ0f08dt+4dv7ItqnRFVWURfx+4EjLVXfHDcgoWvvBGtEQVbQ31dHWqqWzBqj0vI6lVXUNbuPAwDiD0EZhOT7V1+omxe3v2YpAAAA0FUcqjyp+W9+cPZ9y6LMXiXOWu0/7gp60qzKVe83WHBZ/2w9dduYoK5T4qzVptLj+sWLu/zWWrjo/EylJhntOHLu0tgdKWSfCEqctWELyPhas8+puUu3tltr5q5pQ3T3X7aG/fpeT88ao345aSqrqNOvX9mj4mO1YTv3964uUh9HD/3oudAm0EcPzIlYloz39+Hh19/XjiPNg177j5/UHc9uUU5aql6cM0n9cz9Zsvv2JZu15QBLl/kzMDd8k/5t3a/2fBTwEv2dwpcv7xfysYPyCMYAQCIgKIOQPPja+7HuAgAAABDX3imp0I2PrtV91w7TwNx05aSlnvOE/uiBOVo0c3RAAY7ZT232W9di28EqXfGrN/V/r71Y3VKTdfC4S2/u/rjZZHtBdg99eVRfXT3sfM1/44NmffDn/Y9az9RY92GFbl68Xi/FWSH2cHFnIYVfk3XXmiktbzu7YFifyCzVlCRpkk/NjkF56eqV1k1fXLg2bNe4/tK+GpSXrqff2a8dh4ObSHf0TNWimaPD1hevKle9bl+yWZvK2g+sVLoadN0jq/XeLz6jKld9q79zsVKYl66SEJcMOz+rux775pXK7JmqzaXH9R+v7FbNqcaQzpVsjCYOyQvL5L+/zKULz0vXsu9MPHtfNDIdvk4i6dEtOdZdAABEmLGWQoLtMcZkSaqurq5WVlbXW8u0pRJnrabPXxnrbgAAAAAJJSctVdUnG9Rkz92+4t5pcqSl+n1aPJhJ5WgKJqCUKKpc9friwrXaXxG5GiJP3jZa04b2brPNJT9/LaQ6Nr5Sk6QGnySo1pZPm7l4Y7tBOl/dkqWWXfMGfLxZQNWuBl31u+WqOnlunaUxA3PUIzWleXByQI4W3RL+sVTlqtdVv1uu6pPBBR+enjVGC94q1sY4+50bXpClnX6y1wKx/N6p5wRRVhc7te7Dcj2xplSnGwOfG/KOpYq609p/3KVkI52xCmnJrJmLN2p1sVP+rv7YN6/QNZecr/9+q1gP+2Qhdnb+flYAgPhUU1Mjh8MhSQ5rbcD/kyYoEwCCMs0t33tMtz25KdbdAAAAADqNATk9lZmWqp0+2QXeic+5S7cGNWkeTVN8JuID5Q08tZzILXHW6uXtR1VZV6/pF/dWU5PV8r3HlJfRXdeOLJC11nOc0eEqlySjvtk9dbjqpIx0Tr2bT65jtO1g1dnzTm5RDNvbrldaN9365EZVus4NJIRTWxOur2w/ov/85x4dqTrVoWtkdEvW968ZKld9o3Iz2q5xVO1q0B3PvKt3StrPEPKOydlPbdImnwwSfwGfaldDm+2iUfviq39aF1KmS156qsrrIjsOosWb1dLW72m1q0ETHnwroEDgvddcqElD8vTD57b7XfoukNpJXoE88DmlKF9Th+bpgZf3tHu+zmB8Ya6WfntcrLsBAAgQQZkIIijT3P9uPNCliuwBAAAAsZAk6ZKCLL91XeJJoE91+1umyCurR0rISyn5mjA4Vw9+eaR+9vedrQaysnum6qW7J6mi7rR+9o+dzQJhkdQym8TX/oo63bBwbcQCQq3VN/K1bl+5bl684ZxMrtbOEWhQJVaFx1nhwS3QIMkTa0r1wMu7O3y9JCNNGhJYsDbQBz4vPj9Dez4KX+2jaPj91y7Vn9ft17ZDVQEfM6Jvlp6ZNa5TZR8CQGcXalCGmjII2kcnOvbUFgAAAID2NUlxH5CRpLKKtmukeN2zdJvW7vMfKAlHQEZy17v53B9WtfnEf9XJBl01b3mrwYdImeSZHPcnkgEZyV3faPZTm7TszgmttpkwJE9b/+81unnx+mb1YIrOS9f8Gy/TyH7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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib\n", "\n", "matplotlib.rcParams['agg.path.chunksize'] = 100000\n", "matplotlib.rcParams['figure.figsize'] = [20, 10]\n", "matplotlib.rcParams['figure.dpi'] = 100\n", "\n", "game_data.plot.scatter(\n", " x = 'posnewx',\n", " y = 'posnewy'\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def convert_and_upload_training_data(\n", " ndarray, bucket, prefix, filename='gamelog.pbr'):\n", " import boto3\n", " import os\n", " from sagemaker.amazon.common import numpy_to_record_serializer\n", "\n", " # Convert Numpy array to Protobuf RecordIO format\n", " serializer = numpy_to_record_serializer()\n", " buffer = serializer(ndarray)\n", "\n", " # Upload to S3\n", " s3_object = os.path.join(prefix, 'train', filename)\n", " boto3.Session().resource('s3').Bucket(bucket).Object(s3_object).upload_fileobj(buffer)\n", " s3_path = 's3://{}/{}'.format(bucket, s3_object)\n", " return s3_path\n", "\n", "bucket = 'gaming-analytics'\n", "prefix = 'sagemaker/randomcutforest'\n", "s3_train_data = convert_and_upload_training_data(\n", " game_data.as_matrix().reshape(-1,2),\n", " bucket,\n", " prefix)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:sagemaker:Creating training-job with name: randomcutforest-2019-01-22-07-17-35-212\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-01-22 07:17:35 Starting - Starting the training job...\n", "2019-01-22 07:17:38 Starting - Launching requested ML instances.........\n", "2019-01-22 07:19:10 Starting - Preparing the instances for training......\n", "2019-01-22 07:20:31 Downloading - Downloading input data...\n", "2019-01-22 07:21:00 Training - Downloading the training image...\n", "2019-01-22 07:21:17 Training - Training image download completed. Training in progress.\n", "\u001b[31mDocker entrypoint called with argument(s): train\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Reading default configuration from /opt/amazon/lib/python2.7/site-packages/algorithm/resources/default-conf.json: {u'_ftp_port': 8999, u'num_samples_per_tree': 256, u'_tuning_objective_metric': u'', u'_num_gpus': u'auto', u'_log_level': u'info', u'_kvstore': u'dist_async', u'force_dense': u'true', u'epochs': 1, u'num_trees': 100, u'eval_metrics': [u'accuracy', u'precision_recall_fscore'], u'_num_kv_servers': u'auto', u'mini_batch_size': 1000}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Reading provided configuration from /opt/ml/input/config/hyperparameters.json: {u'feature_dim': u'2', u'num_samples_per_tree': u'1000', u'num_trees': u'200'}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Final configuration: {u'_ftp_port': 8999, u'num_samples_per_tree': u'1000', u'_tuning_objective_metric': u'', u'_num_gpus': u'auto', u'_log_level': u'info', u'_kvstore': u'dist_async', u'force_dense': u'true', u'epochs': 1, u'feature_dim': u'2', u'num_trees': u'200', u'eval_metrics': [u'accuracy', u'precision_recall_fscore'], u'_num_kv_servers': u'auto', u'mini_batch_size': 1000}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 WARNING 140613227358016] Loggers have already been setup.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Launching parameter server for role scheduler\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] {'ECS_CONTAINER_METADATA_URI': 'http://169.254.170.2/v3/7e40ec6e-d976-46d4-b4fe-ee3eaacb535d', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION_VERSION': '2', 'PATH': '/opt/amazon/bin:/usr/local/nvidia/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/opt/amazon/bin:/opt/amazon/bin', 'SAGEMAKER_HTTP_PORT': '8080', 'HOME': '/root', 'PYTHONUNBUFFERED': 'TRUE', 'CANONICAL_ENVROOT': '/opt/amazon', 'LD_LIBRARY_PATH': '/opt/amazon/lib/python2.7/site-packages/cv2/../../../../lib:/usr/local/nvidia/lib64:/opt/amazon/lib', 'MXNET_KVSTORE_BIGARRAY_BOUND': '400000000', 'LANG': 'en_US.utf8', 'DMLC_INTERFACE': 'ethwe', 'SHLVL': '1', 'AWS_REGION': 'us-east-1', 'NVIDIA_VISIBLE_DEVICES': 'all', 'TRAINING_JOB_NAME': 'randomcutforest-2019-01-22-07-17-35-212', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION': 'cpp', 'ENVROOT': '/opt/amazon', 'SAGEMAKER_DATA_PATH': '/opt/ml', 'NVIDIA_DRIVER_CAPABILITIES': 'compute,utility', 'NVIDIA_REQUIRE_CUDA': 'cuda>=9.0', 'OMP_NUM_THREADS': '16', 'HOSTNAME': 'aws', 'AWS_CONTAINER_CREDENTIALS_RELATIVE_URI': '/v2/credentials/0707b533-34ea-48fb-86b9-615a2f6156e3', 'PWD': '/', 'AWS_EXECUTION_ENV': 'AWS_ECS_EC2'}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] envs={'ECS_CONTAINER_METADATA_URI': 'http://169.254.170.2/v3/7e40ec6e-d976-46d4-b4fe-ee3eaacb535d', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION_VERSION': '2', 'DMLC_NUM_WORKER': '1', 'DMLC_PS_ROOT_PORT': '9000', 'PATH': '/opt/amazon/bin:/usr/local/nvidia/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/opt/amazon/bin:/opt/amazon/bin', 'SAGEMAKER_HTTP_PORT': '8080', 'HOME': '/root', 'PYTHONUNBUFFERED': 'TRUE', 'CANONICAL_ENVROOT': '/opt/amazon', 'LD_LIBRARY_PATH': '/opt/amazon/lib/python2.7/site-packages/cv2/../../../../lib:/usr/local/nvidia/lib64:/opt/amazon/lib', 'MXNET_KVSTORE_BIGARRAY_BOUND': '400000000', 'LANG': 'en_US.utf8', 'DMLC_INTERFACE': 'ethwe', 'SHLVL': '1', 'DMLC_PS_ROOT_URI': '10.32.0.5', 'AWS_REGION': 'us-east-1', 'NVIDIA_VISIBLE_DEVICES': 'all', 'TRAINING_JOB_NAME': 'randomcutforest-2019-01-22-07-17-35-212', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION': 'cpp', 'ENVROOT': '/opt/amazon', 'SAGEMAKER_DATA_PATH': '/opt/ml', 'NVIDIA_DRIVER_CAPABILITIES': 'compute,utility', 'NVIDIA_REQUIRE_CUDA': 'cuda>=9.0', 'OMP_NUM_THREADS': '16', 'HOSTNAME': 'aws', 'AWS_CONTAINER_CREDENTIALS_RELATIVE_URI': '/v2/credentials/0707b533-34ea-48fb-86b9-615a2f6156e3', 'DMLC_ROLE': 'scheduler', 'PWD': '/', 'DMLC_NUM_SERVER': '1', 'AWS_EXECUTION_ENV': 'AWS_ECS_EC2'}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Launching parameter server for role server\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] {'ECS_CONTAINER_METADATA_URI': 'http://169.254.170.2/v3/7e40ec6e-d976-46d4-b4fe-ee3eaacb535d', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION_VERSION': '2', 'PATH': '/opt/amazon/bin:/usr/local/nvidia/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/opt/amazon/bin:/opt/amazon/bin', 'SAGEMAKER_HTTP_PORT': '8080', 'HOME': '/root', 'PYTHONUNBUFFERED': 'TRUE', 'CANONICAL_ENVROOT': '/opt/amazon', 'LD_LIBRARY_PATH': '/opt/amazon/lib/python2.7/site-packages/cv2/../../../../lib:/usr/local/nvidia/lib64:/opt/amazon/lib', 'MXNET_KVSTORE_BIGARRAY_BOUND': '400000000', 'LANG': 'en_US.utf8', 'DMLC_INTERFACE': 'ethwe', 'SHLVL': '1', 'AWS_REGION': 'us-east-1', 'NVIDIA_VISIBLE_DEVICES': 'all', 'TRAINING_JOB_NAME': 'randomcutforest-2019-01-22-07-17-35-212', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION': 'cpp', 'ENVROOT': '/opt/amazon', 'SAGEMAKER_DATA_PATH': '/opt/ml', 'NVIDIA_DRIVER_CAPABILITIES': 'compute,utility', 'NVIDIA_REQUIRE_CUDA': 'cuda>=9.0', 'OMP_NUM_THREADS': '16', 'HOSTNAME': 'aws', 'AWS_CONTAINER_CREDENTIALS_RELATIVE_URI': '/v2/credentials/0707b533-34ea-48fb-86b9-615a2f6156e3', 'PWD': '/', 'AWS_EXECUTION_ENV': 'AWS_ECS_EC2'}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] envs={'ECS_CONTAINER_METADATA_URI': 'http://169.254.170.2/v3/7e40ec6e-d976-46d4-b4fe-ee3eaacb535d', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION_VERSION': '2', 'DMLC_NUM_WORKER': '1', 'DMLC_PS_ROOT_PORT': '9000', 'PATH': '/opt/amazon/bin:/usr/local/nvidia/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/opt/amazon/bin:/opt/amazon/bin', 'SAGEMAKER_HTTP_PORT': '8080', 'HOME': '/root', 'PYTHONUNBUFFERED': 'TRUE', 'CANONICAL_ENVROOT': '/opt/amazon', 'LD_LIBRARY_PATH': '/opt/amazon/lib/python2.7/site-packages/cv2/../../../../lib:/usr/local/nvidia/lib64:/opt/amazon/lib', 'MXNET_KVSTORE_BIGARRAY_BOUND': '400000000', 'LANG': 'en_US.utf8', 'DMLC_INTERFACE': 'ethwe', 'SHLVL': '1', 'DMLC_PS_ROOT_URI': '10.32.0.5', 'AWS_REGION': 'us-east-1', 'NVIDIA_VISIBLE_DEVICES': 'all', 'TRAINING_JOB_NAME': 'randomcutforest-2019-01-22-07-17-35-212', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION': 'cpp', 'ENVROOT': '/opt/amazon', 'SAGEMAKER_DATA_PATH': '/opt/ml', 'NVIDIA_DRIVER_CAPABILITIES': 'compute,utility', 'NVIDIA_REQUIRE_CUDA': 'cuda>=9.0', 'OMP_NUM_THREADS': '16', 'HOSTNAME': 'aws', 'AWS_CONTAINER_CREDENTIALS_RELATIVE_URI': '/v2/credentials/0707b533-34ea-48fb-86b9-615a2f6156e3', 'DMLC_ROLE': 'server', 'PWD': '/', 'DMLC_NUM_SERVER': '1', 'AWS_EXECUTION_ENV': 'AWS_ECS_EC2'}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Environment: {'ECS_CONTAINER_METADATA_URI': 'http://169.254.170.2/v3/7e40ec6e-d976-46d4-b4fe-ee3eaacb535d', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION_VERSION': '2', 'DMLC_PS_ROOT_PORT': '9000', 'DMLC_NUM_WORKER': '1', 'SAGEMAKER_HTTP_PORT': '8080', 'PATH': '/opt/amazon/bin:/usr/local/nvidia/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/opt/amazon/bin:/opt/amazon/bin', 'PYTHONUNBUFFERED': 'TRUE', 'CANONICAL_ENVROOT': '/opt/amazon', 'LD_LIBRARY_PATH': '/opt/amazon/lib/python2.7/site-packages/cv2/../../../../lib:/usr/local/nvidia/lib64:/opt/amazon/lib', 'MXNET_KVSTORE_BIGARRAY_BOUND': '400000000', 'LANG': 'en_US.utf8', 'DMLC_INTERFACE': 'ethwe', 'SHLVL': '1', 'DMLC_PS_ROOT_URI': '10.32.0.5', 'AWS_REGION': 'us-east-1', 'NVIDIA_VISIBLE_DEVICES': 'all', 'TRAINING_JOB_NAME': 'randomcutforest-2019-01-22-07-17-35-212', 'HOME': '/root', 'PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION': 'cpp', 'ENVROOT': '/opt/amazon', 'SAGEMAKER_DATA_PATH': '/opt/ml', 'NVIDIA_DRIVER_CAPABILITIES': 'compute,utility', 'NVIDIA_REQUIRE_CUDA': 'cuda>=9.0', 'OMP_NUM_THREADS': '16', 'HOSTNAME': 'aws', 'AWS_CONTAINER_CREDENTIALS_RELATIVE_URI': '/v2/credentials/0707b533-34ea-48fb-86b9-615a2f6156e3', 'DMLC_ROLE': 'worker', 'PWD': '/', 'DMLC_NUM_SERVER': '1', 'AWS_EXECUTION_ENV': 'AWS_ECS_EC2'}\u001b[0m\n", "\u001b[31mProcess 65 is a shell:scheduler.\u001b[0m\n", "\u001b[31mProcess 66 is a shell:server.\u001b[0m\n", "\u001b[31mProcess 1 is a worker.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Using default worker.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Loaded iterator creator application/x-recordio-protobuf for content type ('application/x-recordio-protobuf', '1.0')\u001b[0m\n", "\u001b[31m[2019-01-22 07:21:20.963] [tensorio] [info] batch={\"data_pipeline\": \"/opt/ml/input/data/train\", \"num_examples\": 1000, \"features\": [{\"name\": \"values\", \"shape\": [2], \"storage_type\": \"dense\"}]}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Verifying hyperparamemters...\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Hyperparameters are correct.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Validating that feature_dim agrees with dimensions in training data...\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] feature_dim is correct.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Validating memory limits...\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Available memory in bytes: 253930143744\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Estimated sample size in bytes: 3200000\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Estimated memory needed to build the forest in bytes: 16000000\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Memory limits validated.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Starting cluster sharing facilities...\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140613227358016] Create Store: dist_async\u001b[0m\n", "\u001b[31m[I 19-01-22 07:21:20] >>> starting FTP server on 0.0.0.0:8999, pid=1 <<<\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140611782932224] >>> starting FTP server on 0.0.0.0:8999, pid=1 <<<\u001b[0m\n", "\u001b[31m[I 19-01-22 07:21:20] poller: \u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140611782932224] poller: \u001b[0m\n", "\u001b[31m[I 19-01-22 07:21:20] masquerade (NAT) address: None\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140611782932224] masquerade (NAT) address: None\u001b[0m\n", "\u001b[31m[I 19-01-22 07:21:20] passive ports: None\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140611782932224] passive ports: None\u001b[0m\n", "\u001b[31m[I 19-01-22 07:21:20] use sendfile(2): False\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:20 INFO 140611782932224] use sendfile(2): False\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:22 INFO 140613227358016] Cluster sharing facilities started.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:22 INFO 140613227358016] Verifying all workers are accessible...\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:22 INFO 140613227358016] All workers accessible.\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:22 INFO 140613227358016] Initializing Sampler...\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:22 INFO 140613227358016] Sampler correctly initialized.\u001b[0m\n", "\u001b[31m#metrics {\"Metrics\": {\"initialize.time\": {\"count\": 1, \"max\": 1084.151029586792, \"sum\": 1084.151029586792, \"min\": 1084.151029586792}}, \"EndTime\": 1548141682.050427, \"Dimensions\": {\"Host\": \"algo-1\", \"Operation\": \"training\", \"Algorithm\": \"RandomCutForest\"}, \"StartTime\": 1548141680.961176}\n", "\u001b[0m\n", "\u001b[31m#metrics {\"Metrics\": {\"Max Batches Seen Between Resets\": {\"count\": 1, \"max\": 0, \"sum\": 0.0, \"min\": 0}, \"Number of Batches Since Last Reset\": {\"count\": 1, \"max\": 0, \"sum\": 0.0, \"min\": 0}, \"Number of Records Since Last Reset\": {\"count\": 1, \"max\": 0, \"sum\": 0.0, \"min\": 0}, \"Total Batches Seen\": {\"count\": 1, \"max\": 0, \"sum\": 0.0, \"min\": 0}, \"Total Records Seen\": {\"count\": 1, \"max\": 0, \"sum\": 0.0, \"min\": 0}, \"Max Records Seen Between Resets\": {\"count\": 1, \"max\": 0, \"sum\": 0.0, \"min\": 0}, \"Reset Count\": {\"count\": 1, \"max\": 0, \"sum\": 0.0, \"min\": 0}}, \"EndTime\": 1548141682.050605, \"Dimensions\": {\"Host\": \"algo-1\", \"Meta\": \"init_train_data_iter\", \"Operation\": \"training\", \"Algorithm\": \"RandomCutForest\"}, \"StartTime\": 1548141682.050569}\n", "\u001b[0m\n", "\u001b[31m[2019-01-22 07:21:22.064] [tensorio] [info] data_pipeline_stats={\"name\": \"/opt/ml/input/data/train\", \"epoch\": 0, \"duration\": 1101, \"num_examples\": 1}\u001b[0m\n", "\u001b[31m[01/22/2019 07:21:22 INFO 140613227358016] Sampling training data...\u001b[0m\n", "\n", "2019-01-22 07:22:35 Uploading - Uploading generated training model\n", "2019-01-22 07:22:35 Completed - Training job completed\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] Sampling training data completed.\u001b[0m\n", "\u001b[31m#metrics {\"Metrics\": {\"epochs\": {\"count\": 1, \"max\": 1, \"sum\": 1.0, \"min\": 1}, \"update.time\": {\"count\": 1, \"max\": 64605.9889793396, \"sum\": 64605.9889793396, \"min\": 64605.9889793396}}, \"EndTime\": 1548141746.670355, \"Dimensions\": {\"Host\": \"algo-1\", \"Operation\": \"training\", \"Algorithm\": \"RandomCutForest\"}, \"StartTime\": 1548141682.050522}\n", "\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] Early stop condition met. Stopping training.\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] #progress_metric: host=algo-1, completed 100 % epochs\u001b[0m\n", "\u001b[31m#metrics {\"Metrics\": {\"Max Batches Seen Between Resets\": {\"count\": 1, \"max\": 40530, \"sum\": 40530.0, \"min\": 40530}, \"Number of Batches Since Last Reset\": {\"count\": 1, \"max\": 40530, \"sum\": 40530.0, \"min\": 40530}, \"Number of Records Since Last Reset\": {\"count\": 1, \"max\": 40529100, \"sum\": 40529100.0, \"min\": 40529100}, \"Total Batches Seen\": {\"count\": 1, \"max\": 40530, \"sum\": 40530.0, \"min\": 40530}, \"Total Records Seen\": {\"count\": 1, \"max\": 40529100, \"sum\": 40529100.0, \"min\": 40529100}, \"Max Records Seen Between Resets\": {\"count\": 1, \"max\": 40529100, \"sum\": 40529100.0, \"min\": 40529100}, \"Reset Count\": {\"count\": 1, \"max\": 1, \"sum\": 1.0, \"min\": 1}}, \"EndTime\": 1548141746.670698, \"Dimensions\": {\"Host\": \"algo-1\", \"Meta\": \"training_data_iter\", \"Operation\": \"training\", \"Algorithm\": \"RandomCutForest\", \"epoch\": 0}, \"StartTime\": 1548141682.064337}\n", "\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] #throughput_metric: host=algo-1, train throughput=627322.569881 records/second\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] Master node: building Random Cut Forest...\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] Gathering samples...\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] Samples gathered\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:26 INFO 140613227358016] Building Random Cut Forest...\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:27 INFO 140613227358016] Random Cut Forest built: \n", "\u001b[0m\n", "\u001b[31mForestInfo{num_trees: 200, num_samples_in_forest: 200000, num_samples_per_tree: 1000, sample_dim: 2, shingle_size: 1, trees_num_nodes: [1989, 1979, 1967, 1977, 1991, 1975, 1971, 1975, 1979, 1977, 1973, 1969, 1987, 1973, 1981, 1983, 1983, 1977, 1977, 1969, 1969, 1973, 1967, 1981, 1967, 1985, 1983, 1989, 1977, 1979, 1973, 1975, 1967, 1953, 1973, 1963, 1991, 1979, 1975, 1973, 1971, 1977, 1971, 1985, 1971, 1973, 1973, 1971, 1979, 1981, 1985, 1983, 1971, 1973, 1977, 1983, 1967, 1973, 1975, 1979, 1969, 1963, 1971, 1975, 1971, 1979, 1971, 1973, 1963, 1971, 1967, 1963, 1965, 1975, 1979, 1979, 1965, 1977, 1965, 1971, 1975, 1983, 1977, 1981, 1975, 1981, 1977, 1971, 1973, 1967, 1987, 1975, 1977, 1971, 1969, 1975, 1977, 1973, 1975, 1973, 1981, 1983, 1961, 1977, 1973, 1977, 1977, 1967, 1975, 1979, 1989, 1973, 1969, 1979, 1969, 1969, 1975, 1971, 1967, 1981, 1973, 1977, 1957, 1977, 1975, 1959, 1969, 1981, 1971, 1979, 1983, 1977, 1979, 1973, 1975, 1961, 1961, 1979, 1973, 1961, 1973, 1975, 1985, 1981, 1975, 1985, 1985, 1969, 1981, 1959, 1973, 1969, 1977, 1981, 1981, 1979, 1981, 1987, 1975, 1973, 1977, 1983, 1973, 1973, 1973, 1973, 1969, 1979, 1971, 1971, 1983, 1969, 1975, 1983, 1973, 1967, 1977, 1981, 1977, 1971, 1973, 1985, 1973, 1979, 1983, 1979, 1983, 1991, 1979, 1975, 1971, 1979, 1969, 1983, 1983, 1971, 1965, 1969, 1971, 1977, ], trees_depth: [22, 29, 26, 25, 24, 26, 24, 31, 24, 26, 28, 22, 24, 21, 27, 25, 31, 24, 23, 24, 24, 28, 29, 28, 25, 24, 23, 27, 24, 26, 27, 28, 25, 23, 27, 23, 22, 26, 23, 26, 23, 23, 26, 23, 23, 29, 23, 28, 25, 26, 22, 29, 25, 22, 29, 25, 26, 33, 26, 24, 22, 23, 24, 23, 23, 28, 21, 24, 32, 22, 23, 24, 23, 23, 29, 28, 24, 27, 25, 25, 23, 24, 31, 23, 28, 30, 25, 23, 23, 24, 22, 28, 25, 24, 27, 29, 25, 24, 25, 28, 27, 23, 25, 27, 25, 22, 31, 22, 26, 22, 27, 27, 24, 23, 27, 26, 30, 28, 27, 26, 23, 25, 23, 22, 25, 23, 22, 23, 26, 24, 25, 26, 30, 22, 22, 25, 27, 26, 27, 23, 25, 26, 26, 24, 27, 27, 28, 25, 24, 25, 24, 29, 24, 27, 28, 27, 25, 29, 26, 23, 25, 30, 28, 26, 23\u001b[0m\n", "\u001b[31m#metrics {\"Metrics\": {\"finalize.time\": {\"count\": 1, \"max\": 519.650936126709, \"sum\": 519.650936126709, \"min\": 519.650936126709}, \"model.bytes\": {\"count\": 1, \"max\": 47401408, \"sum\": 47401408.0, \"min\": 47401408}, \"fit_model.time\": {\"count\": 1, \"max\": 234.5890998840332, \"sum\": 234.5890998840332, \"min\": 234.5890998840332}}, \"EndTime\": 1548141747.190633, \"Dimensions\": {\"Host\": \"algo-1\", \"Operation\": \"training\", \"Algorithm\": \"RandomCutForest\"}, \"StartTime\": 1548141746.670434}\n", "\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:27 INFO 140613227358016] Master node: Serializing the RandomCutForest model\u001b[0m\n", "\u001b[31m#metrics {\"Metrics\": {\"serialize_model.time\": {\"count\": 1, \"max\": 534.7108840942383, \"sum\": 534.7108840942383, \"min\": 534.7108840942383}}, \"EndTime\": 1548141747.725479, \"Dimensions\": {\"Host\": \"algo-1\", \"Operation\": \"training\", \"Algorithm\": \"RandomCutForest\"}, \"StartTime\": 1548141747.190722}\n", "\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:27 INFO 140613227358016] Test data is not provided.\u001b[0m\n", "\u001b[31m[I 19-01-22 07:22:27] >>> shutting down FTP server (0 active fds) <<<\u001b[0m\n", "\u001b[31m[01/22/2019 07:22:27 INFO 140611782932224] >>> shutting down FTP server (0 active fds) <<<\u001b[0m\n", "\u001b[31m[2019-01-22 07:22:27.825] [tensorio] [info] data_pipeline_stats={\"name\": \"/opt/ml/input/data/train\", \"epoch\": 1, \"duration\": 65761, \"num_examples\": 40530}\u001b[0m\n", "\u001b[31m[2019-01-22 07:22:27.826] [tensorio] [info] data_pipeline_stats={\"name\": \"/opt/ml/input/data/train\", \"duration\": 66862, \"num_epochs\": 2, \"num_examples\": 40531}\u001b[0m\n", "\u001b[31m#metrics {\"Metrics\": {\"totaltime\": {\"count\": 1, \"max\": 67141.02005958557, \"sum\": 67141.02005958557, \"min\": 67141.02005958557}, \"setuptime\": {\"count\": 1, \"max\": 172.6400852203369, \"sum\": 172.6400852203369, \"min\": 172.6400852203369}}, \"EndTime\": 1548141747.895532, \"Dimensions\": {\"Host\": \"algo-1\", \"Operation\": \"training\", \"Algorithm\": \"RandomCutForest\"}, \"StartTime\": 1548141747.725549}\n", "\u001b[0m\n", "Billable seconds: 125\n" ] } ], "source": [ "import boto3\n", "import sagemaker\n", "\n", "containers = {\n", " 'us-west-2': '174872318107.dkr.ecr.us-west-2.amazonaws.com/randomcutforest:latest',\n", " 'us-east-1': '382416733822.dkr.ecr.us-east-1.amazonaws.com/randomcutforest:latest',\n", " 'us-east-2': '404615174143.dkr.ecr.us-east-2.amazonaws.com/randomcutforest:latest',\n", " 'eu-west-1': '438346466558.dkr.ecr.eu-west-1.amazonaws.com/randomcutforest:latest'}\n", "region_name = boto3.Session().region_name\n", "container = containers[region_name]\n", "\n", "session = sagemaker.Session()\n", "\n", "# Set training job parameter\n", "rcf = sagemaker.estimator.Estimator(\n", " container,\n", " sagemaker.get_execution_role(),\n", " output_path='s3://{}/{}/output'.format(bucket, prefix),\n", " train_instance_count=1,\n", " train_instance_type='ml.p3.8xlarge',\n", " sagemaker_session=session)\n", "\n", "# Set RCF Hyperparameter\n", "rcf.set_hyperparameters(\n", " num_samples_per_tree=1000,\n", " num_trees=200,\n", " feature_dim=2)\n", "\n", "s3_train_input = sagemaker.session.s3_input(\n", " s3_train_data,\n", " distribution='ShardedByS3Key',\n", " content_type='application/x-recordio-protobuf')\n", "\n", "rcf.fit({'train': s3_train_input})" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:sagemaker:Creating model with name: randomcutforest-2019-01-22-07-23-09-821\n", "INFO:sagemaker:Creating endpoint with name randomcutforest-2019-01-22-07-17-35-212\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------------------------------------------------------!" ] } ], "source": [ "from sagemaker.predictor import csv_serializer, json_deserializer\n", "\n", "rcf_inference = rcf.deploy(\n", " initial_instance_count=2,\n", " instance_type='ml.p3.8xlarge',\n", ")\n", "\n", "rcf_inference.content_type = 'text/csv'\n", "rcf_inference.serializer = csv_serializer\n", "rcf_inference.deserializer = json_deserializer" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#In Demo, start from below" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "import pandas\n", "import urllib.request\n", "\n", "predict_file = 'predict.csv'\n", "predict_source = 'https://s3.amazonaws.com/anhyobin-gaming/predict.csv'\n", "\n", "urllib.request.urlretrieve(predict_source, predict_file)\n", "predict_data = pandas.read_csv(predict_file, delimiter = ',')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib\n", "\n", "matplotlib.rcParams['agg.path.chunksize'] = 100000\n", "matplotlib.rcParams['figure.figsize'] = [20, 10]\n", "matplotlib.rcParams['figure.dpi'] = 100\n", "\n", "predict_data.plot.scatter(\n", " x = 'posnewx',\n", " y = 'posnewy'\n", ")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results = rcf_inference.predict(predict_data.as_matrix().reshape(-1,2))\n", "scores = [datum['score'] for datum in results['scores']]\n", "predict_data['score'] = pandas.Series(scores, index=predict_data.index)\n", "\n", "score_mean = predict_data.score.mean()\n", "score_std = predict_data.score.std()\n", "score_cutoff = score_mean + 1.5 * score_std\n", "\n", "anomalies = predict_data[predict_data['score'] > score_cutoff]\n", "\n", "anomalies.plot.scatter(\n", " x = 'posnewx',\n", " y = 'posnewy'\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "conda_python3", "language": "python", "name": "conda_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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }