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@sevamoo
Created September 4, 2016 13:21
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"pd.__version__\n",
"import sys\n",
"import sompylib.sompy as SOM\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 311,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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d2+6MaUIB1Akhf1y+lvQDQKu/svv23chOzdbtz5YQECBg1227DIuewwW8njbH\nsIHXqxJ2IABUV6v/ttx3kLVIR5IDzy54VpMZ6trr0NCh139X7lxp+srO6q93vnundh5ZlDE1dSo+\nbv7Y8tqdXZ2QREnzbNOEDQB3fPUOpCWlaT/TWjgAfHXiVy3PPcUxBV2BLt1ngVAAV027SvdZkpyk\n+9mMsAGgO9iNgycPGqoGAuoEkZeWZxjftLRpqPhuBfYs24NnFzyrFZ06cvoI5m6ea+hqnzs2V6us\nCADFmcWaO2ekgrtHOIYEPB41wq6uBtxu9d+W+8bolU4krph8hS5Fe/4l83VNc9k+iq4Ml5bGTdca\nIaVaAbVOyMLXF0ZtTkB6QZoFry/99SXdz2xBqMPthw3HiBAxyTHJsPAIqNr27//397rPCtMLMWH0\nBHxx9ouI4wSAFz56Qd/G7EtNvSfYA0mQ1PojobDL5XjHcTT6GjFzykw0+5oxccxEfOZTZZj6jnoc\naDqgFZIiCUSNvkY405xYu2AtSvJKhoTMkUhw0uYYEnA4VEmEyCORNO2hkBDB1hsp3VKKz898Drto\nR0AJhCv0iTJ+c81vNGuaJ8uDgvEFugYAgBp5TkubFldzglgQQkhH3LT0Qe9j9rkV/veL/8XSS5fi\n13/5teE7h92Bc93nMD5lPNrOtelsiiTF/JHKRwAYrYGSIKEwvRBnus+g2deM+a/NR7OvGTbRhlAo\nhOKsYl0hqZq2Gq058AnfCWSOzhzxhA1weYRjCMHhAGbOjL4ICURvF9YfiGbrI2MgHVtCCKE71A1F\nUZAkJaklVcfmYbFrsW6cao21MFzpanLN7tt3Y/r46XGN0SbYou5jpidfMu4S5I3Ni+taBKv/e7Up\nYQOAv9sPSZJQfms5vjLhK7CJNngyPSi/tRw7l+7EK397xfQ4Z5oTf7zpjwCgdbjxtqqWwJ5QD56+\n6mk8c80zcGe4NceHK8OlNZtg37jo310s9szhBB5pc3CYIJ7FTq0065cRoAIFgWAAk1Inob6zHqVb\nSrXjvS1erdoeoEaXz5c+j3nOeWj2NeuyCK0wxTEFy7+2HJdNvAyF6YV48X9exLP7n43r/ho7G/HI\n7Efw+J7Hw93aBQkCBENtkUggTg8a3cFufPz5x4a3oX0n9unkILtohwIFuWm52P293WjobNA0bHaN\n4IWPXsAJ3wlD9igAwxsXW6scgK65wnCPxnmkzcFhgngWO4lUUn5ruda7cNq4afj8zOfa8Vu9W00X\nzvLH5UPRqCzjAAAgAElEQVSBgsNth/H1l76OlrMtltch+Mz/GR6pfAQrd67EwtcX4vmPnjfss/qb\nq02ODKMn1INHdz8KWZQhizJc6S48Pe/piIQ9LnmcrqlvwfgCvLH4Dcgmsd9Ux1Tsb9qPM91ntGzF\n1nOtWtNjZ5oTn9zzCfYs24OP/+VjXbsym2iDK9MFd4Zb67hOskO9reqaAHnLMnvjon93te21qGmL\nrdXZcAGPtDk4TBDLYifrFSe9C2mdm9S2vvu9u/HsvmchiRIaOhtgE23oCfXgWMcxXPPqNaZV8gBA\nhqx6liUbgkpQ5202SxcHgBdKX8DSryzFG5+8gUOthyBAMPV7K1DQFexSbYKihMIMfRErNoqWRVk3\nxmeueQajbKNMz73ojUVaBJ8kJWlebVJeNklKwiTHJBRkFGjHsGsVgBpFt5xpwXVvXme4hhXo3x2x\nDZJCXf2xaD3Y9Uo4aXNwmCDaYicrn5TdUoaGzgZ4sjxaanrVsips/ttmPFD+AAA1K5DU6yCERpwT\nVr5qQRSwcdFGzMmZE5OzBFBteo4kB3Yu3YnZr8yOurip1UWxjda61UwfNx2CIOiSVlrPtRqOXVm+\n0pS06YxKOrmG1EOpaVebGLB+akeSQ3PZkGfp7/Jr4ypKL4pq6bMif/LvfSf29ZpwBztHAODyCMdF\njkiLVJEWO+lX8EMthzD3d3MxZ/McXL7xcjT7mrVoLGt0lu64qalTYRNtkEVjvCQLMvLS8nTyyfTx\n03FT8U1oP9+Ohk6jJc/sHJmjM+Hv8qO6rRrHOo6FW4oJxv/uE8dM1KrqTU2dir137kXVsipUfLcC\n3/vq9yyvUzC+AKNso0xbpQGxLZBWt1YbnrtZiQBHkkMbF13iNRLo312kGi/xYrBzBABO2hwXIQhR\nN/uaLf8TR3Mf0PprXloe6jvqtSSQ2a/MxqyXZ2HO5jlY9f4q3bUfnfsoMlMyEQypHdIJZFHGhms3\n4KVvvaSz310IXNCuNy1tmva5KIj40T/+yHBvASWAm9+5GbNenoW2c/rEm6yULEwfF3anyIKMf/tH\ntRHDZ77PcNnGy+Dv8qM4sxjzX5uPH1f82PIZ3vaV2zTN2QyPzH0EIkUvbE9Ju2jHg396ELNenqUr\nJGVWh4VMgDmpOfC2eHvtArGq8RIPhkK9Ei6PcFxUoF9vyQIX22oqFvcB/Qo+Pnk85r06T5cEIooi\nAqEAGjsbkTUqCy3nWzB5zGQ8WvmoloATUAKYNGYS2s61IXdsLkrzSwHoS542dDRor+JPfvNJ3PYf\nt6FH6YFdsiNJSjK5QxXVrdUG0m0734an5z2NvSf24j/r/hOt51rx4K4Hte/pBggk/d4KL//1Zcyc\nOtOyfkjb2TbV2vil27Czq1P7ThZUnT4QCsDb6sWC1xaozX2/uRoPVzys3XtheiFyUnN0TQ8CoYCu\ntkus2rK/y4+V5St15+4N4Q6FHAFO2hwXFejX2/oOtZJcQ0eDltRB6oLQ7gNFURBUgoYegkR/nf3K\nbJz0n4RdsiMYDMKV6QIA1LbVQhIltJxXHSFNZ4wJLDbJhqmpU3G84zhKt5TimWue0WnE08ZN04jr\nUOshzd0RCAYM6eQ0QgihvrNe91kgFMAd2+6IWAfkpO+k7g0AAG4tvhVbDm3RHfeZ7zOc7zmPqalT\nDdcBgHUfrbO8BgDd2wlxhVz/1vW6pKS1C9ZqHvigEtS61Hhbvaisr8QjHz4Ss7bsbfFqDYDJuXtL\nuLHUU08kuDzCMaIQLZGCfr0tzirG7u/txo5bdwBQkzpmvTwLD5Q9oEWQBeML4Mpw6V6H6WuQSSCo\nBKEoCl781ovYe+de7L1zL15Y9IIuRdsMzf5mreVWdWs1BAja+PLH52P37bs14iJjEiGiOKsY09Pj\nS8QBzBNtaPxs989w13/dpfvszeo3teMkQa17UpRRhId2PWRoV2YGWZQhQkSynKzJSdtv3q5ZJCWo\ntVcIYUuCpNUQIb8vkaGq+o76uLRl3e99mNcn4VX+OEYMYl3ZZ8txsqVWSWQtCRJ2Lt2JGZNn6NwH\nrGuEWPvYxrD+Lj9mvDRDi/AAdWFx1T+twvL3lqM71I0kKQnONCeOnD6iHQ/oE0bY8qOyIOPVb7+K\nFDklLiscDQECfn3Nr/FQxUNRJxYakiBh2rhpWPVPq3DHtjui7u9Mc2LHrTtw6sIpjE8ej0VbFuF4\nx3F4sjyoWlal/s42z8ax06orxp3hxrqF67QyrOTN53zPeTy06yEcPnVYS7Cxeu5WGGplWM3AS7Ny\nXFSItVM6C7qfI+vrjaUbO+kSrkAx1M2uOFaB+a/ORwghSJCw87adSLGlYPYrsxFUghAh4j+X/Ccy\nR2dqkwLRael/b/ifDXio4iHtvAIEFKUXoTvUberXzhiVgVPnT2lSC9GRSTQLqH0bXRkuvFPzDlLt\nqVi+fbnOnmcFWfyyJCyz0Enjn6f/M77/te/rCjixz2596XpMGzdNK01LJkliA2TXH7bfsh2nLpzS\nTWbxkPBg+6tjASdtjosKNPnGGn3Rx5r5eq382fQ1AFhG+Oz+ZbeUobqtGg+UPaAVjXJnuPHcwufg\nznCjdEup6QLow//0MG5+52bDuO/7h/vw4sEXdb7oJCkJe+/Yi2f/8ixe++Q17fP0UeloP9+u/VyU\nXoR7vn4PvuP6DrJTs9Hsa8YW7xb89IOfoivYpSbAjJmExs5GQ5INvQCZ48hBk78JQei73bgz3Hj6\nqqeRYkvBFZOv0J4T2+wY0E+SgDpZne05qxE6oGaPfrz844jNlK1IeSj4q2MBJ22Oiw697U4TKQJj\nv48kr5hF+GR/kiVJ/k20bCBc5Y+4WUiN7aAS1LqOr/3LWkNyjQBBXQBVgshMycQ9/3APbiq+CTf+\n4UZVaw8F9aVRBdmQqp4sJ+Po/UeRnZpt+mYAACvKV6C2rRZZo7M09wsZ90vfegnf3/Z90yQbAmea\nUyNKutmxTbThnRvfwednPsei6YvgSHLonDvnes5p9ywLMqruqNKeLf17AawnTqD3b2EDDd4EgeOi\nQ7zV/6z6PUb6nr0GvcjF1hahx0QvKJ7wnVCb137pcw4qQdR31GvHBpWgWhdEkCFLMh7804OaZ5sG\nSUWHotbwfuq/n0JtW612HUnU94M0qy1CrH7+Lj8eKHsgLKlIMs72nMWMyTOw9869KF9ajlG2Ubpj\ng0oQT+55Eu5MtzpWwdyQdqzjGOZungsAumbHhemFWPX+Ktxbdi9Kt5TqnDt17XVYu2At8sflQxZk\nFGcVW/bppI8zW5gcCv7q/gInbY6LGtEy3GLJgHMkOVB2S5nWObx0S6khUYcUTKJLie6+fbeuyFRx\nVrGuI04wFMT9M+5HT7AHgVAAX5yxbjpAyPhC4IJWAc8m2jDFMQXZY7IN+7NujDG2MdjftF9XgbAr\n2IXrtl6HyzdeDn+XH2d7zprq5/Ud9Xhq3lOouqMK79z4jmXjYNLEYH/Tfjxx5RPYcesOXXca1j3j\nznTja5O+hg3XbkD50nJd9Mz+XtjjWFKOpcHycAGXR4Yp4mmCy2ENTetsOYS8NGMfwlh1cqvXb7af\npCvdhedLnze4IwQIcGW4UN1WjZXlK1HXXofC9ELNKw6oEgMtqdhFOwKhAPLH56OhswFdwS7YRTs+\nuecTjLGPwexXZsdUqwRQZQ5Xhgtnus+Y+q7zx+fjrsvv0i2G0qDlD/p+c1JzIAoiPvN9hqKMIoSU\nkOaCcaW78IurfoGffPATg6bNyknR1grMXDfDEVzTHqGIpwkuR3Q0+5ox93dzUd9Rb6qHxqKTW5H7\nvhP7NKcIoC7iVS2rQnFmMfY37cfK8pVaISQA2r/XLliLs91ndZa+Nxe/iaf++yltgiFuipzUHHzz\nd99E3ak6AOFGw9dvvT6izsyC6MvL31tuaJdGvrvh7RssHSbONCc2fmsjzvWcw7ff/LZOj89Ly8Px\njuN4cOeDukVT0tFm7YK1mnfarOlxpLWC4UzSLBJK2oIgXAdgEQAHgN8qirKL+Z6TdoKwbx8wZ47a\nBNdmA/bsUTu+cPQO/bVIZUYiZp3biceYTpiRBElrnUXGcKb7jK4re8VtFTrPuJmVDlClj5y0HNR3\n1BvGSBrpmiXZkGj5TPcZXPn7K3Ud2Ek3eX+XHy//9WX8fM/PTf3dIkQUpheiK9iFho4G2GQbugPd\nkERJGx97bdo6yb6VSKJkab8ciYiFtHudxq4oyrsA3hUEIQ3ArwDsinIIRz8hnia4HNHRX42CzdKb\nSYW6A00HAAAzJs/Q6bGASnQF4wt0BEXG4Mn0oKatBq4MlyapsNfIHZuLKY4pmqyRl5ZnWRGwYHwB\nREE09KgEVM15/mvzAUCnn9Np3/4uP870nEEwFDQcD6jp8zXtNVqz4M/PfK76w0P6iF8SJOSOzcUJ\n3wntfulUcwDaQqQ7063dO0c/yCOCIDwD4DVFUf7GfK48+uij2s8lJSUoKSnp07U4wvD7Y2uCyxEb\nmn3N2P7pdiyavkinaScCtJQiCqJWBIm00SJ2wNyxuahuq8b5nvMYZRtlSNwh57ripSs0Es5Ly8M7\nN7yDWb+dZSpjrFuwDq5MF6559RrTaFuCBEVQdCnldPbiJc9fYupiMYMECRMdE02bBifLyfj78r8b\nkmXoSNsuqlZGUiBqJJJ2ZWUlKisrtZ8ff/zxxGragiD8AsCfFEX5wOQ7Lo+MQIzEBdDBSLzwd/kN\nfmUiEZCxyKKM7kA3bJJNR+yk2YIjyYGKYxU6CUUSJDz9zafx4w9+rGVckoqDxI/NLhZOTZ2KMbYx\n+PTUp5BESSP76eOnY9H0RbjnH+5BQUYBNh3chOXvLdeuNX7UeJw6b93T0pnmxE9n/xTLty83SCmy\nIOOFRS9giWeJYf3gQNMBfHzyY/xbxb9pn1fcVmFomDASkWhN+34A3wXwEYC/KYqyifmek/YIw0hd\nAO2Lpt2X1OjDbYdx6YuXojvYrRFqdVu1LguQhTPNqVn6qpZVYX/Tfh1pA2qESjrhuDPcePX6V/F2\n9du4wX2D1jjYneHGwZMHUd9Rr3WL3/y3zVi5c6VWd0UURPSEerSxAdAi7SQpCYFgAEEEDW3JREFE\nztgcjJJG4dPTn5reS5KUhEAooEXxgL7MKjsZcdKm9uHuEY5YMVIXQHub/t6XCN3f5cdXX/yqZskT\nIODdJe9i1furdPJAT6hHJ2OQWtt0ZE4Xk2KRNzYPY+xj1NRxQdLafbkz3BAFUUuTL7ulDPNfm69d\nO2t0lq7J8Evfegnfv/z7ONx2GC/+z4t43fu67vtsRza+OPMFJEFdcMxLy0Ojr9GUsEWIUL78YxNt\n2HHrDvzwTz/UPUcAmPXyLM1Nw8ojw6GOSG+Q0IVIjosPI3UBtLeF7c0Sb+j+hpHOs79pv85DrUDB\nivIV2gKiCBHZqdk40XkCsigjqAThTHNqjRXI4p0jyYHnFj6npZ6zaOhsgCiIhmJRde2qPZCUhN3+\n6XZd6zBa9kiSkjAnZw621W3DyvKVOq84wX8t+S8cPHkQ92y/ByGE0NjZqNUqn+yYrPN+h6A29g2G\ngnBnuqFAMTzHmVNmagu4rPY+XOqIJAo8I5IjZjgcqiSyZ4/6N6BG3/7edX8aUog3/R0wpkaTZgW9\n7UFIUtttog3OcU585vtMLf4fCuLZ+c/CLtnR6FPJsOyWMgCqtOPOcMM5zqmdRxZlLT3eLtkxNXWq\n4VqSIKFgfIGWej83dy5yx+Zq39NWxI2LNmLh6wtx3dbrcKzjmIGwZUHt0r7EswSuDBdEiJjsmIyf\nX/lz7Lh1B/58x5/hyfTosjBDSggbrt2AqmVVuGLyFZbZjD/80w+x8PWFuuc5FPo0DiY4aXPEBYcj\nLInMnq3KJbNnjwzijhdsajRdWyQamVwx+Qp4Mj2QRRlJUhJkQUbu2Fxsv2U79izbg92379Y1ayjK\nKNLSvRs6GlDTVqNNEKVbSrH9lu3IH58Pm2hDTmqOZrELKSGsW7gOkx2TddcPhoL45dW/1FLvb/zD\njVg9b7VhnLIo47HdjxkyK8l1JEgoyijSiDYYCiKEEBp8Dbj5nZuxonyFZnv8021/0lL23Zlu3FR8\nk651G3mOgDoZWdUTGUl1RHoDLo9w9Aper7ogGQiocsmhQ4nVt4eqa4X2Tcfj9yZERnpMkuYAN/7h\nRpTdUoaGzgaU3VKmLToC0J2blRROXTiFj//lYxxoOoD7y+7XpJLC9EKU5JXgg+9+oEuYcWW6MMo2\nCvWd9ZpEkpmSCU+mB9Wt1drxXcEu0+40wVBQrXdCqa/7m/ZrsgtBTVuNJnfMc87T7pmVochzZPtz\nFqUXoa69TleIayj0aRxM8IVIjl6BOEmIvp1IJ8lwcq30JrVa1zlHkJE3Ls+QUk/XKCHp3nTjhtXz\nViPFlgIAhqYCMybP0Jrj5o7NxdoFa1GSV6I7B12/Y/PfNuOB8ge08TnHOdHY0YhsRza6g91oPdsK\nSZLQHVQdKmQxcUX5CkNDYJJJ2ZtnQVLnH9z5oK7bTbwkPZwWLXlpVo6EgdW3E0miZlG93z809XRW\nGzfrWUmq/lUcq4C/y6973acb3hJJgESfC19fiBXlK7TaHGW3lOHX1/wa3cFuXLf1Olz96tX4wY4f\naJUEPVkeXQZmUAnihO8EMkdnmsoS5LPbv3q72rtRkODJ9KDq9iqULy1HalIq2s63YVLqJPQEw77r\n3LRcKFB0jXPXXLUGFbdVxJ0Uw0of7NvAgaYDEXuAsohWenc4gkfaHEMebFRfVgaUlg79yNvM5QDA\nUItk7517Aegr29HR74f1H+qKP5EiSwA0nZtAFmWU31qO0fbRukxDtnsOnaBjBjZDlI2Ac8fmqt3s\nv6yMSJoX9KZrkNlzY3ty0q3giE0xlmsMl+YHBNynzTFiQNL2c3KA994D7rtv6PvFzQhDURRd1T+2\nLyKgJy1/lx/OdU5DSjpdYIqGlRxh1j2HJr5mXzPe+/Q9XDv9Wl33GHqyoUvYsv0a2XH3pwxBznum\n+0zEqn9Wx/bXZDIQ4KTNMaJAIm6vVyXrYDDxenpfYFXzmY60gci6L5s6nj0mG63nWnUNiAvTC/HU\nvKeQYkuJWljJbCLJSc3RMh2T5WS8+Z03sfitxQZyjFbCltxzpD6NfdGWSW0SUkArVullOJVw5ck1\nHKYYqk6MaCDadjAICAKwYQNw001D8x4IQdEOEEIYe+/cq0sZr2uv0xwWLK6dfi2S5WSNUD/83oda\nhAvEV/SfdJ8hjgzicHnD+4ZWBOpC4AIq6ysN+wBqog6rt7P1raM1OO6PhBhBiMhpBphVRhzO4AuR\nFxlItDoc/dW5uUBeHiDLqpY9lAmb9lCzEoK3xYvFrsW6Polnus+YLpJlp2bj78v/joe/8TD+vvzv\nKMgo0BY6Y0kIIguhzb5mbTETAHbcukMjzmunX4skKQmAmk7/3F+e0+0DqBF67thcS3+0v8uPN7xv\nwNvi1UidXjTsj4QYUrqV9I+82JJqCHikfZGBdWJs3QosWTI0yY+G368uPtbXq8RdVjZ0x2xGUKwH\nmdT7qGmrwYryFVj4+kLLrjmks/qOIztMiytZgb5e3tg8rdM78VLT53CmOVHXXocQQlCgoK69DqPt\nowHAMGb2zYG+jk2yQQgKKEwvVDu4f1k7ZPU3V5tG7/Ggv+qeD3fwSPsiA6kfYrMBkgTcc8/wiLjp\nyaahAWg05nsMGVhl7LFk3uhrRIotRdfYNlpj4QNNBzD7ldmY/cpsXL7xcjT7ms2GYDiWOD1IZL+i\nfIVmg/uw/kMcPnVYc6dIgqRrTMCOmbU00hF2MBTEhms36Br2elu9WPz2YgD6CJ/AzBZphpHUnLcv\n4KQ9QhCrb5n4q9evB3p6VH2YeJ+HIsh/6NwCvzbZ0MWqhqJf24pczMg8Wko2+70CBd4WL4JKEEdO\nH8Hc3821JDvW/739ZjVFnu2A/oMdP9DcLK50tWY3GXek8ZEI+76y+2CTbJAFWUtPd2e4tfonALQI\nf7R9tIGw4/FR96ZGzEgDd4+MAPQmY3AgMxp7C4OccEMVGj91aN16hlOmJIFVH0mzBUWiBeeOzdWl\ns1++8XIcOX0EAKJa35p9zZi7ea4uoxAIe5+npk7V1RXZtmQbvlX4rahjBoxOlBcWvaDVEzFraGwm\n/0TzUQ+nbMb+AM+IvEhgljEYDQOZ0dhbGF7Nzx/CzJnhsfbmvnuL/orozSJFs8+sFjMdSQ7svn23\nVhwqmrbb0Nmgyyg81HpI9ybw7IJndfuTVPhoYwbUSL4ovQiyKKMwvVAjbPIdWWj1ZHpQfmu5blGT\nRNSxRPIjKZuxP8BJewSA1qnjqXNNKvaRqDUSKSVShrA6d26KB3kpEaSDXt53b8Y30I6bSG6L7NRs\n7P7ebqwvXY+yW8oiRqBWpEiI+Mq8K+FKV8uputJdWl0TAiu9mdRCCYaCMHujJhPDjlt34NkFz+rq\npdAkHEmnvthLsFpCUZSEbOqpOQYKPp+i7Nun/t2bYy+7TFFkWf2bPUcs3+/d27/XJp9LKT4lv2Sf\n0tRmfvK+3Hes2LtXHR+gKDaber1Ew3fBp1y24TLF9oRNuWzDZYrvgs/wnfyErHjWe5RdR3fpvif7\n7G3cq/gu+BTfBZ+y78Q+wz5kP896j3auWK5Df47HoOAxKLYnbMq+E/sM5yb7XbbhMmXX0V3aMWb7\nx/MMRiq+5M2I3Moj7RECOmqOF9FkhkjfNzcDl1/e+yjU6txaIs05Bxr+PBONn5rfWF/uO1YMVERP\nI9YI1NvqxYLXFujkA1ZWAGC5eBfJ+2x1HbrONaB3m7DnpiNlAUJcdbC5W8QcnLSHCRIpT0QjJavv\n/X5g7lzgyJHe68pW5442pkS7RujzD4b+TxbgzLIdieRB3Bm0Xg3EJytE0pStrkOTryfTo3ObRDr3\njMkz4iZh7hYxQbRQvLcbuDzSb4gmT/TXNWiZgZY8fD5F2bVLUSoq9Nfeu1dRJEmVDQBFycszHt/U\nFF06sZI4In2eyOfRm/PTckSfr8/IClayRsXRCsWz3mOQD+KVFci5rGQWs+uYSS5mzyCSNBPP8+iv\nZzvUgRjkEU7awwADranSpOXxqJsZgfl8iuJyhUk7KUklaU2PlhQlOVk9Nj9f/a4/kOjnEe/5YyHZ\nuK7fuDdm7ZeQYlNnk07D3nV0l1JxtCKmsRBdW3pcMujaBE2dTcqm/9mkNHWa/xL7+xkk+rxDFbGQ\nNpdHhgE8HqCoSK25UViYeE2V1plra1XZIxBQP6PlD4cDuPvu8M9dXWp6OV3Y6cIF9dgjR1Qppbk5\nLDv0VuJItMYc7/n72+UQTw9ER5IDxZnFKN1Sijmb52DWy7Mw6+VZWPj6QvzwTz+M6Xr7m/bD26om\n7HhbvTjQdED3vb/Lj9Itpbi37F6Ubik1td4lyunBHSRGcNIeRhioXCWatKZPV/8G1EkjJ0e/73e+\nAyQnq/9OTlbrg5DjZRmw28P71terxD1nDjBrlrr1ZgHTTGOmJ4C+6t3xatj93Wg23gU4mthq22tR\n01bTryQXC3Emqtnuxd7E1ww8I3IYYN8+ldyiFf3vTclVq2NI04EzZ4AFC9SoWZZVEqOv7fcDH36o\n1gNZvBjIztYfP348sGhRuNDT8ePquSRJLa/aH40M6MzIIrWhC2prBzZLcjBrNtN1u+k627EW/Sd1\nqklxJ7ZOdayNBBLdBGE41MPuK2LJiOSa9jAA0YhtNuuFsXgXz8jiopVeTdDUpOrSgPo3rUvHek2y\noNjUFL4PopVHuqdIY6cXN2kNWpbDi6MD5akeCqAX/Hqz+BftmP5YUOSIDiRyIRLANAD/D8BbFt8P\nzF1eJIiWRBJp8YwlOZpsySKiGcH5fIqycaP1ea2uGSnZhr6PSI6VSM+BnSjoSa0vkwEHx2AjoaSt\nhMmZk/YQgFU03tSkOjckKfw5TbaA/jv2fJKkukKIk8RsH0KWu3aFo2myP/msN2RMf0eOjzRR9GUy\nSASGk1VtOI11JCMW0k5oE4THHntM+3dJSQlKSkoSebkhj0j6cV/bf5HFM1LxjizOkeQXIOz+IAuF\n1dXqQuPdd6t6NH1t2gFCNGirax44ANx/v6p95+aqta4DAfUc8+eri5GBQGSN2SwzcuZMo169erX6\nd22tei2yMEoyIwnIvwerEmB/ttdKNIbTWEcaKisrUVlZGd9B0Vg92gbgbYvPB2JiGjagI1fas9wf\niSJWkSQbUefn66PPigpzTZvWu+nkGSsJ5bnnwvsAiuJ06q8b6Xj2+bCe7nff1Y9BkhSloEBRsrNj\ne2aDUTdEUfRea/lxm1JRO7jieqRIOh5fOEdigQRr2uMBbADwKYCHTL4foNscHmCzBwkxRdKMY0Ek\n0ifSiFVyixmhsYk127apCTSSZC2P0PcFKMrmzfoJITk5No25rk5RpkwJ30tdnSrNsOQfbSJgszmj\nLeImAmrCymUKHrEpuPsyxfM136Dp69ESVHpbmIlLKv2PhJJ21BNz0tbB51OJkyYbojXHSmpmiKTx\nmkWu7JhoQiOTCO2+qKhQFLdbUURR/ZvWp3ftMhI2oCh2ezgzkrhGomnM7PORZUVZsUJ/3okTjRE8\n/fbA3je9UJnoSoBm2LXHp0i5+xTYfYPqZIklko7XHXKxZSoOFDhpDzGQyJcmbEJQL70U2TIXyY1h\nFkmyZL5pk/XxFRWqDEEiY7s9HFm/+66eJIn04fEoSlFR+HNR1O+3bp352K3eDNg3EUCVQOhIu6BA\njfzJOM0mo127BkcOMcNgRfmGcfRTiVM6suaSSmLASXsIwsyzzOrJ0UjObJ+KCpWw2ONsNjWSt3KI\nmGnXZHO5jKRNyFmSjERNb7/8pXqPLpe6n8tl7v6oqAgXlvJ4FEUQ9OdJTw9/RvY3K15F7sfj0U8w\nJOJnn5fZJBjrfjH/ri/4lF21e5WKqsGTRuix9MVnzUbWTZ1NF12t64EAJ+0hDjNrGkvQZiRn5VM2\nWwK9dLgAAB2/SURBVOTctEkf0VdU6K9lRta0RFFRYSwKJcuRtWYSqU+cqP982zZzT7Usq9fIzTU/\nn9Np3N8scjWzMno8YU2eTELkHLQlkU00oq2LvYmSR5p8YBZZ84Sb/gcn7WGGSAuDJCI3e/23WuQk\nEazbHf7O4zEugBKCLihQz0lH2qx2LUmK8uCD4WPZyDjStm5d+HwkYjZzmbDb1q3qfUaTPswmomjn\nF8Xwmwj5jMhJfZFZWJLbVLZv0KPtvuBi7CIzGOCkPcxgpYGSiLyuTrXXFRTo3RxWi5wkmszL05NY\nfr5KVnZ7eB+WRNmonJYdCgrCWYcFBbERt92uKAcP6p0p776rn1DINmWKoowbF/65sDB2JwhtZbTZ\n1Cg91kmF3DcdafdWj6ZJLnnFZYqU4hv2GZo8sk48OGkPA5jpqGZOB7oGiCAYLXhWi5yiqCfVKVP0\nWvSUKepkQKJylqjI+N54Q09u27aFo19W287JCS9YEk81kW5Yz7XTqR9fdnZYzmCjbTLGWJwg9NoB\nvcBKR9hkXMS9QyavaL+LmH+3F3zKprJ9ipTi63XEznFxgZP2EEc8iTUbNxqjQrMaIzRRkf0IKZJo\n18p66HSq5EyIi06BZ/XmN99Ur9nUZNS3iTXQTNJgI18S+ZO/333XXNKYNCk8xoMH1ecRa1MF+k2F\nXItuzlBXFz85x7pISXvlh3ukzZF4cNIeYmD/o8eTrVdXp49IzbIY6XOb6cVEqyXkZbMZI28grHvT\n5M5u2dlh3ZyNisl1yAIfnZzDZjgShwddN8SsmJXZGNiqg5GeNf15X/XqWCfbWLzyHBw0OGkPIRBd\nmC68FI+Pd+/eMLmKot7XbUYitFxCokra+keIm2jb7OLcQw8ZSZ8lZxKlEtmGjuzpBT67PWz7Y98C\n3G5zKYhEp1OmKMpvf2s9eRA/OPusI5Fqb/3TZCKI1Qs+WCn0HMMXnLSHEHbt0pMNvcgXq0ZrRTRs\nPel168Lea0Kszz0XJn3WHSGKipKRER5bUlKYbKMt2tGWwlg2dsGT9l4Tn7mZzZFeTKW3qVMjp+fL\nsnrvZsQdjyRCTwSxln8dKsk1HMMHnLSHEKxIOx6YEQ2dIENH07S0QNwUrPxBSIhE4k6noqxZE5sN\nj0TsbORMSN9sLOS+6bcA4qM2GxtNdk1NKnGbOVWcTv1bx65dRlcKWzclXphNJPEsiHLC5ogFnLSH\nEHw+Y3Zgb8/DFkMi0d+6deZ1sunIVpLCSS67dumPsdnU76yiWrLl5OhdFlu36r/fsCGsnZPzkTES\nQiaLik88odfUJSm8mEp0cXLf5O3B7A2AngzMXCmy3Dd5or+i5r5mWXKMbHDSHkIw07TJ58TKRv9t\n5UGmtVozmYHONiTESiYMQmAul34s5FWfjXqttrw8vR3wJz/Rfz9pUvjcLpdKnhkZquvDbOGS3ux2\n1cHCZi1GS8R55RW9xCPL+sknKckoo5AkI3piiESofbYAxuEW4rg4wUl7CMGsgBMrURDPMHFa0LVE\nzM5BkzRb0Y4mf59PT2CiqNe3t25VlJUr1aiXJVRBMLo3SLROxm61YGnmXjl4MHq5VdbNQp6HWSIO\nkUfY6JvYB+mx0JE22/uyri7xhMoXJjmigZN2BAz0ayr9ek2I2emMXHTJzNbHllI1K57ERnRs0Sea\nmAsK9CRqRqhmES6RPNjPJUklV5tNUSZMMH5/333xkTU9hjVrjJOKKKoTDv1ZZma4UJSVpMH63h9+\nOPGEyhcmOaKBk7YFBus1lXiEzeQBevGOJq9ICTRW98BGdGxnGXq79FIjCWZlWe9PEypbEIpsP/mJ\ntS7OSilW5/Z41AQe+jx5eeEJgU7Bf+ON8GRjt6tRM3lW776r6vasBEJbFelIO9GEyhcmOSKBk7YF\nBvo11Wzx0CyKJItpdO0MKwKxKnHKerRph4ckqRa5SISZk2MkULOFv0mTFOX++6MTMBuxs+nwZtvK\nleFqfOwE53QanxNJUReE8CJvU5M++5J1zBCv+ksv6QmdEyrHYIKTtgUG8jXVKvGFJhTiizYrEsXK\nHjT502VN6YU74lIh2Yb0+ViphN7WrDGS6rp1xixGWoaIl7TZUq9mGymIZfadKIbtknTCEXsNNptT\nkvqeCcnBkWhw0o6AgYqqzKJ6+jO6oFOsjW/Z6Jk0uSXkRJMV0bvpKNzM70xkBZpQc3PD2jDrxe7N\nRlqDRZo4JEl/D2aaP5mM2NR+8gzfeMN4HMnGjHeyZtc+uGWPI5HgpD0EwEoVrL+aXvij09tZYjBz\nn9ALgXa7+jmrJdMuD9bSl52tJ7t16/THimJ4zGbV/GRZX0IVUJTSUnMyHj8+rDVbkbYo6hsdkDcQ\ns8XR/Hxrrd7p1L/J0NF5PJO12UTJLXsciQQn7UEGrV+zBYPIoiRbv9pqkdTMOUJLAJKkyht0NT63\nW+9vNnNnTJ5s7TKho/+mJuvCTfQ2ZYr1d2a1R+gtJycc2bOTkllEvm2b+ZhkWf2OnSytwPq1CSJN\nlFxe4UgEOGkPMqIteJpp65EWGFkPNl1q1OMxjy4jSRvEsUImFFonJ9+53WpEG0nSYMnU6jtRVJSl\nS62bJoii6hX/5S9VicPKl02eDZFIJk4M+8nptQEzzzoL1q/NTqzsRMktexyJBCftQYaZNMKCfV2n\nSSQpSY1O6ajb7JWdrVtN5ANCVu++a4yySSMFdnIg52tqUqNVIk3IcmRCzs5Wz0NnJfZ1s7IUko2V\nPMwaJFhlohKwfu2XXor8++EOE45EgpP2ICKSNBIJdJo3vShntohJR+90VEgq+xFyd7mMtj3iOCGN\nCUjNDrouSiR/Nxv1kuYK8VT86+u2dWv0ZgjsGwJbqCtSpM3BMdDgpD2IYMuDbtoU3+IX3X3cbBHT\nLHr3+VRSevddlXBp8ieShCCoPuimpvCbABuFk4JSkeQJOhom7cro+x0/3voYQdBLOdFKwJptU6aE\n3wJIXREzpwfbKee++8xrkLz0Uvg+eBTNMVjgpD2IoGUMUvo0HpsZ3cmFfR1nK+DRx9H6NZueTmqb\nEKmArrFNb9//vrU3m92flEX1+cIdasiC4wsvGBskkMj8uef0bwxr1liXXmXJfeJEY2blmjXGBVx6\nIqG3pCT1/iKl/lu5eDg4EomEkjaAFACbAWwEcIvJ9wN0m0MXrAuiPxwHkdwlGzfqSU+S9IWh6Poa\n0TYzm50kKcrzzxtthStW6AtB2WyK8pvfmJ+XvEGQjEf2LYJ1hEyZohL0z3+ud8uwmZt0HXDynOln\nZTb50Bq3VTEubu/jGEgkmrSXAlj05b+3mnw/MHc5xNHf2ZeRqgXSMgigKIWFemKMZLeLZZs0SXV3\nXHKJ8btIETKgRtzr16v1RHJyVNIkXmv6jYFtFmFVB0WSwuRONHWzeuVEMiooMD8PXVucflZ0g2Fu\n7+MYKMRC2oK6X/wQBOFhAGWKovyvIAivK4pyK/O98uijj2o/l5SUoKSkpFfXGu7w+4FDh4DiYsDh\n6Nu5mpuBSy4BLlwABEHdnE6gvh4IBML7yTLw+uvA558D06YBhYVAeTnQ2Qn87GexXUuS1Gt1dAAt\nLX0bN4EoAqGQ/jOXC9i/X302FRXA1VdHP09ODtDUBASD6s8TJqjj7OoCkpKAY8eA7Ozw/s3NwDe+\nATQ0qHRNkJcHjBkD1NQAubnA2rXA174GzJ8PeL3qPh4PsHdv3393HBwsKisrUVlZqf38+OOPQ1EU\nIeJB0VjdagNwK4DSL/+9xeT7xE9Lg4yB0DzZeiMbN5pnJhK/NsmMdLv1le9ouSNWiWTNGv2CZiK3\nbdvU+21q0icIWW1PPBF5AZO17lnp22zafH6+sdNPb1rDcXD0Bogh0pb7MEn8EcC/C4KwCMB/9eE8\nwxJ+PzB7djiCrqrqv0jM71ejvNxcoLRUvUZRkfpdbS1gt6tRtSyrfxcXA2+9BSxaBBw9CkyaBMya\nBVRXq8d0d+vPHwoBWVnRo+dVq/TRO4Eg6KPV/sCHH6oRbmkp8NlnkfdNTgamTw9H2WaYM0f/s8ej\nPqfqavXYc+fUqHvqVPVeGhrU/Roa1Psj+7rdwIwZfbs3Do5+RTRW7+2GER5pJ6K8K62t0tEziY5p\nzzaxqBFN26w2CNnYSLsvWzTtOlpyjVm0SxJ9SEq92XGiqC6ArlljLGwVKXJnny9JwqGPpxc+6fov\ntIOHu0g4BgKIIdLmpN1L9PcCo1WdbSIB2O3qYhqbUk26qBcWmpPX2LGKsmePurDGdo2J1DUnVsKN\ntGVmKkp6uvGaTqd6nwUFqmecvmci79CNeWVZdZGQRKVYanKvW2d8voR4rfpUmkkhVm4dDo5EgJN2\ngtGfKc2s5koibTqyJQ0AInmQzTZSk4N1fdx8s/n+ghBfrey77jK2FhNF86h7ypRwA4Ndu4yFr0RR\ntSbSnWTYBKBo0bwgqMRON0s2K2vLPh8zUuZ9HTkGEpy0hwBifbVmMyFJdxaa0Gj/8a5dxmy/eDeW\nmEmRKNJEN5ZI3Kryn9XiZXl5WAIikfPBg+HEGpIERFLxiZzBNjUg7casOvGIYjiRiJaZ6Ge4bZt6\nXdKv0yyFvb/fqDg4IoGT9iAj3ldrs8i9ri4skbBdw91ulWxkWZUaaCklXgKXJLWWx6ZNeo9ypGg2\nXnmFjI09LivL/HpOZ7gjfVOTvv63JKkSCK1NE8Jnz0OIm22I/Mtf6vezconwIlEcA4VYSLsv7hGO\nKPB6VedHIKA6EYjTxOtV3QxmbhN1vgujvT3skggEgN27w+f89FPgmWfUc86YobpO3nkHyMwEVq9W\nnSY5Oeq+jY2Rx1pQADz5pHpMURGQn6+eX5LC7hObTXWeBINhqosXrJMFsHaxHDsGLFigPqu33lJd\nMwQul7p9+qn6syQBb78NpKQA998PHD6sumtCIdUBUlamPoOcHL0HOxY4HMDMmbHvz8GRUERj9d5u\n4JG2ZT1ms8ib1A0hnchpPZYuLUrXdCad24mUQDtPiMRCotRIUoos62uB0NmG7BZLN/W+bmwkbrPp\nmyuQBgjsMyNOD/IM3O6wzLRrV3hjo3o2pZ2DY7AALo8MPuhX60iLWmz6NpE9nM5wo1uamDZt0pOb\n3a6XBtjzm9XUJhspHUsmg8mTrQn1rrsUZdq0xBG2mbwxaZJx7G63cUIze8bbtuknLLdbL6m4XOHJ\njYNjsMFJe4gh0qIWS9pm5MXWz2YX5+jIkS0mRbslCgrCC3/Z2eHejWSCOXjQWtOWZaN7gyZUQVCz\nFdetU8+7dWt0ohZFa7cJuW+zzyMViSILuuwbhiiqY6qo6D1Zc982R6LASXuIgbg+zMiCfq0vKNAv\nuhESZ4meuCpYOYN0VifkQksCpH8iXSubdk7QfvFYLIWEcOnP6DcCtvJgtC2eJKCcnHCRJ48nvGhJ\nJh8zKYRcg20rFisJc982RyLBSXsIIZb/7KQiHSFv4rQgmYBmljRC3Cwxrlun78JOV7AzIzMikWzc\nqG+e8MQTRg82vU2fbqygR5oUE/KPh4jNJBy73Zr4t23TPzO6zCtduY+N4kltknhJmPu2ORIJTtpD\nCJHahNFRHrsfHXGbLZaZJdmQIv+stktS3lm5hOxDklgIQdps5j5oWQ6TqySpWZfsPqtW6ff51a9U\nWSJaoSezyHjNmrBss3ixkbQ3brSuhU0WZOvqzNuKxUvC3LfNkUhw0o4TidQqzf6zs1EecTmQ6JDN\nBJRl847utLYtCCo50ufxeMJdZQjxNzWFu8WQayWyml9BgSrDRPN2040bSJRNv2EQJ4wsq2Mn95Wc\nbP4mQRMxaSsWqeN6vJ2FODj6E5y048BAaJXsf3Y2yiPE6XSqESSbbu12h3VbGkQiIW4Tt1sfZbLN\nbbduNUaixD0SjVR7k1ATbZs8WV8Mq7BQHVtmphpds78jUTQm6UiSmv5Oel+S+iaxWPk4CXMMFXDS\njgOJ1CrZCJ78TNvs2Kg6Pz8cjVdUqCTO6rY0zJr0kvtgnSnZ2cYu7+QcrNti+vTwImdSkqJs2GBN\nvi+8oLYjM+tsQ29WbhCy5eToSZdMVFaFngiJk/1pS5/bzcmYY/iAk3YcSJRWaSaBsD+b1ddgJw6z\nHoZWWjiJPGkXB03GdFo3S4rkHIKgKD/9qZrqTVfb27TJSJyCEG7x5fNZ6+BE7tizJ3KyjyAY7+Wy\ny/S6NC2fTJqk3zeapDTY4JZBDitw0o4TiXhNNuvpaBXRE+I2mzjo7D+Xy9wtQSYDIh3QvRJpCYVM\nFhUVeimFrTPNbh6PvhYKiXKJLKEoxqjejLzpZ2C25eWF74+exMyOYzvPOJ36e2DlkUQQJrcMcvQX\nOGkPAVilsltF9FYTB63TkoU4lvh9PtXqR5MaXcqVbpqgKEaCXbfOWESJJudt29Tz0PY7UdQTUCTS\nJpPDu++Gm/CSyoI2m3revLyww4VY+dhnx0b6RUVhiYk+lvXD94UwrYiZPie5fiRwyyBHJHDSHiJg\niTjeiJ51iNDEzUaSLGlu2xYmleRkfZKOWRamy2Xtq3a5FOW3vzXXpEkEbaaLE6mGJPWIop6k33zT\n6G5hnx1di+Whh/Tnf/752J5nJMKMFC1HIntWliJrEZF+l9wyyGEFTtojBCwxkHokrASiKPrMSqJX\ns5ICnfLt8RgXL7dtUyWPSDKHGWkTUqurCzthcnPDiUFWUXhmZngM5PobNxqzNOnzm3muI4FNtmHT\n/CNF4NHInp5QY9HQuVuFwwqctEcI6OjM6VQTVFgJhN2f7m/IJtLQ0SwrQ0yZopIiq11H2uiUd0Jq\nbMTtckVuE0aaGtCRPiFkM9I081xHe37EEkkqBBJEkyyiRcfsegEnY47egpP2CAJNrqxX2qx4P/26\nv2tXWAcmKeYsaJK2yoRkt5/+VJUm6NZgJLqnr0m2n//cSPZ0hP/SS0ZNfd26vksK0SSMWM4fLTpm\nZRxO3By9ASftEYZotj6i+dJ1tc0WP82IZePGyAQty3qtmywYEtCTCpFm6BrYgP5nm021/rEdZVj3\nCm0l7C0pxiJh9IdkwZ0hHH0FJ+1hDrOkHLaPJGv3I4uNZvo1IT0zYmlqspZD8vMVZcUKfYTPln9V\nFP2kIstqG7FIkwA9LtYnzo6fvv/ekOJASBjcGcLRV3DSHsawIiiziNCqM7tZOVczYiGEefCgGg2T\nSWHbNn0mptmEQCf50JMKm51JonMzXZ2+50j6OzspbNoUnwebvA2YlQLoD3BnCEdfwUl7GCOeqI0m\nC9KBnI7ErfZlvc+TJ6vEHak+ysqVqmRBiN0syYdE9DQBT5+u+rNJKVUrQmNrf9P6O/tGYZVcFEmX\nHuj6Mhwc8YCT9jAGa92LRgKELNgEmkj7ksiUjp7ZqnrshEB0dBKxRppYiIOETqKJRpbRolWfzzyr\nNJZJjssXHEMdsZC22JtmwIIgfF0QhK2CIKzpzfFDHX4/sG+f+vdgngNQqTQWOBxqV/YbbwTuvRco\nLbW+NtnX6wVyc4GJE8PfdXerncvpfauqgPXrgZ4etRN7XR0wejRwxRXqeWw2teN5cbH+Og0Nagf0\nUAjo6tJ3pY90H1VVwJ496t9sx3qHA1iyRH/dnBzg7Flg+nS1K3thoXEsgNrVPdJ4OTiGBaKxutUG\nIBfAmgjfD8jM1N/oj1fo/jhHb6LCWBstsOM7eDC8CGmVrMIughJduKnJOrJn5QyzpJbe2uPYhVXS\nISdaOVYuX3AMZSCGSFuORuqCIHgAPA1AASB8+fcdsUwIjz32mPbvkpISlJSUxDejDAK8XjUSpKPC\nmTMH/hwkKqyujj0qNDvG7wdmz1bHUFysRq/s+Lq7gePH1Qi7tBTIzjaem0TABw4AK1YACxcCRUXq\nd7W14XPTkTE55tAhNRpubFT3czjMx0WO9fvVMXo81p85HOoz3bdPPUcwqG6A+iYQ6ZnH+vbCwZFo\nVFZWorKyMr6DorG61QY10v5VhO8HZGbqb8TrADCLFvvLRdCbqJA9xsot0tvxsQ4Os7rc8Z4nmq0v\n0ptLtGiefTbcR80xlIFELUQCmA7gNQAfA/i+xT4DdJv9j1jJMhqZDIXXcCuC7u34WJnErJZHX8ZF\nk7kkhS2F0dLMY1mE5QuRHEMdsZC2oCToXVEQBCVR5/7/7d1fiFRlGMfx74/8l0FBF10FW5BQrYRd\nuIHUWpgkikVdFET/KCkN6tYbo4voj2HlhRlJQhFhJVJhdbWBK4GEN1ERCUJ/xZugYKEr4+ni7LDj\n6bwzZ2fO7Jkz8/uADOg7cx5nZ5/zznOe9z3D4tQpmJ7OygzLl2cXzxZbBlkKc3MLZYj8hb1+Xw96\nf+2iuObmYMOGrBQCWTnk2DHYtg1++aW4DNN6Xqrckh/TKh8VjTGrkyQiQh3HOGn3btySQFGtuZcx\n3czMZDXz1slwYiJL2NdcA7OzxTX3sifQqk9gZlUqk7R7avmzTLf2tFHSOkFNT2ePRe2EncYspgWy\nvZVwYiK7SHrhwkILYZGy7XytC5ij/LOy0eak3adRTAJFCbaoIyYvNaZV8piezh67Je72k+HsbJaQ\nyyTjcTmB2nhzeWTE9FueSNWGy5SCUmNmZmDz5oVxMzOwadPiYnJJw8ZBmfJI1z5ta44yF+NSz2sl\n+k495vv2gQRTU8Wv296XXWWCbX2bMTOXR0ZCq5zxzTfdSxhFz22vQ09M/L823BqzZQs8+iicP59+\nvaJy0S23ZCeESy7JHqem0v+Hfpf9m406l0carn123VqheOZM+W6Woq6LycmLZ8unTmXHaK04XLEi\nuzhY1MXRKc7UDLzbN4QqOlLMmsDdI2OgvZxx5gzs37+4i3FFXRf52fLatZ03lSojdcF2bg6OHEl/\nQyjTtWI2Tpy0G6pVTsiXM6amFtfNUrbrYt++bIYNsGpVtkdJKqZ8Yu3097fdlu1KuGxZcYdIma4V\ns7HSbclkr39o8DL2YZdfPn/u3OCWzLcf64YbshvtdtvRL79cPrXUP7+PSevu6qlbrHm/EBt1DGo/\nbatXfvb522+D6xVvP9bZs7B+fXEtOzUj7jRTbi/NTE5ms/etWy8uhbj/2uxiTtoNtJSb+Zc9Vmpc\np+fnE/KvvxYn+FFcwGTWK3ePNNRSLjgpe6zUuMU8f5z2cjHL84ZR1jhe/WjjzEnbzKxB3KdtA1Vm\nFaNXOppVy0nbetLvVq1m1hsnbSutfdbcz1atZtY7J20rpczGUnlL2ZpoNi58IdJKKbOxVBF3g5iV\n5+4Rq4x7qM0Gz0nbKuVZs9lgOWnb2PNe3NYk7tO2seaWQxtFY520T5w4UXcIpTjO3qRaDoctzhTH\nWa2mxNlNT0lb0hOS3pb0saSbqg5qqTTlh+g4e5NqORy2OFMcZ7WaEmc3Pd2NPSIOA4clrQO2A99V\nGpVZBQZ1d3izOnVN2pLWAi8DAWj+8XHgL+BZ4LlBBmjWj9Ze3GajoqfuEUnLgDeBAxHxfWKMW0fM\nzBZpIC1/kl4DbgZ+Ar6KiGO9hWdmZosxsD5tMzOr3li3/JmZNc3AkrakWyUdlPSppLsHdZx+NaV9\nUdJ6SR9KerXuWPIkrZb07vz7+GDd8XQi6VpJ70j6uO5YUiTdI+mQpCOSNtcdT4qk6yW9Nf+7s7Pu\neDqZ/4yelrS17lhSJG2UdHL+PZ1OjRtY0o6IryPiaeAxYGg/eBFxOCKeAl4ia18cShFxGthddxwJ\n9wFH59/HoT1BA0TEzxGxo+44OomIzyLiSWAXcH/d8aRExE8RsQt4ANhQdzxd7AY+qjuILgKYA1YC\nf6QG9dSnndehLXAb8DDwQhXH6VdT2hc7xDmsrmahV//fOgMZMXvIurSGlqTtwE7g/bpjSZF0J/Aj\nsIrs92koRcRJ4KSkq4DXgYeKxlWStCPiB4pnqe9J+gA4CsxWcax+FMU53754EHgjIs7VElhO6v2U\ndBnD+aH7nYXEPYzxFRnqOCW9AnwZEd/WHUsnEXEcOC7pc+DDuuNJuB1YDUwC/wBf1BpNd38DK1L/\nWEnSLiLpXuAO4FKG+CwM7AXWALskDW37oqQ1wPPAjZJ2RMQ7dcfU5hPggKRtwPG6g+lE0pXAi8A6\nSbsjYm/dMeVJegbYBFwu6bqIOFR3TEUkbSQrja1kiBNhROwBkPQI8GfN4STN58y7gCuAA8lxbvkz\nM2sOt/yZmTWIk7aZWYM4aZuZNYiTtplZgzhpm5k1iJO2mVmDOGmbmTXIf1ysTD5QoTd8AAAAAElF\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12ac47d50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d0 = .6*np.random.randn(1000,2)\n",
"plt.plot(d0[:,0],d0[:,1],'.')\n",
"d1 = .6*np.random.randn(1000,2)+2.6\n",
"plt.plot(d1[:,0],d1[:,1],'.')\n",
"Data = np.concatenate((d0,d1))"
]
},
{
"cell_type": "code",
"execution_count": 337,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Total time elapsed: 0.007000 secodns\n",
"final quantization error: 0.280136\n"
]
},
{
"data": {
"image/png": 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78kkPipLgoLbQEftDgiYhxJF0mApmdV3H4UjhdjdO7QwN9TE4WLnxKoq7raBl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SQQCO4Zan3arvW4atx7mYV3djaG1xuku7sVl6t4PqBq2rza4rV7t46xsdsYjWA0xujrSyeAzD3W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88YsSbvcQ1WoKQejSbFqIxao89FCZ4eEAPp9GqaTzyCN25udbOBwONE2j0WiQzd7CMPzYbA7a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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x121050190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"msz11 = 5\n",
"msz10 = 5\n",
"fig = plt.figure()\n",
"som1 = SOM.SOM('som1', Data, mapsize = [msz10, msz11],norm_method = 'var',initmethod='pca')\n",
"\n",
"som1.init_map()\n",
"codebook1 = pd.DataFrame(data= som1.codebook[:])\n",
"#This is to see how PCA would work in comparison to SOM. \n",
"codebook1_n = SOM.denormalize_by(som1.data_raw, codebook1, n_method = 'var')\n",
"plt.plot(codebook1_n.values[:,0],codebook1_n.values[:,1],'ok',linewidth=2,markersize=10)\n",
"\n",
"\n",
"\n",
"\n",
"som1.train(n_job = 1, shared_memory = 'no',verbose='final')\n",
"codebook1 = pd.DataFrame(data= som1.codebook[:])\n",
"codebook1_n = SOM.denormalize_by(som1.data_raw, codebook1, n_method = 'var')\n",
"\n",
"plt.plot(Data[:,0],Data[:,1],'ob',alpha=0.2, markersize=5)\n",
"plt.plot(codebook1_n.values[:,0],codebook1_n.values[:,1],'og',linewidth=2,markersize=10)\n",
"fig.set_size_inches(10,10)"
]
},
{
"cell_type": "code",
"execution_count": 338,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"w,bmu= som1.node_Activation(Data)\n",
"#just take the first value which is the similarity to the bmus (i.e. the closest node)\n",
"w_bmu = w[:,0]"
]
},
{
"cell_type": "code",
"execution_count": 339,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#now we need the bmus of each data point\n",
"bmus = som1.project_data(Data)"
]
},
{
"cell_type": "code",
"execution_count": 340,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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3786Su3qV5C9+QXBzk6JSVCMRxm7cOPQauN3uTk1Ye2sa/49+tG+U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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1229088d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10,10))\n",
"for i in range(som1.nnodes):\n",
" plt.subplot(1,1,1)\n",
" #find those data points mapped to this node\n",
" ind_bmu = bmus==i\n",
" w_sel = w_bmu[ind_bmu]\n",
" Data_sel = Data[ind_bmu]\n",
" mu = w_sel.mean()\n",
" std = w_sel.std()\n",
" \n",
" #You can play with this threshold \n",
" thrsh = mu-.3*std\n",
" \n",
" ind_in = w_sel >= thrsh\n",
" plt.plot(Data_sel[ind_in,0],Data_sel[ind_in,1],'ob',alpha=0.2, markersize=5)\n",
" \n",
" ind_in = w_sel < thrsh\n",
" plt.plot(Data_sel[ind_in,0],Data_sel[ind_in,1],'or',alpha=0.2, markersize=5)\n",
" \n",
" plt.plot(codebook1_n.values[:,0],codebook1_n.values[:,1],'og',linewidth=2,markersize=10)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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