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@sevamoo
Created September 8, 2016 07:08
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Basic uses of SOMPY library\n",
"http://www.vahidmoosavi.com\n",
"\n",
"\n",
"https://github.com/sevamoo/sompy\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"# import sompy as sompy\n",
"import pandas as pd\n",
"import numpy as np\n",
"from time import time\n",
"import sompy"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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iEdw69qaPoaFXBIP9GIZ3R0XmzMwcm5v38PlcrKysMzQ0QyTym7uO\n1enZPlZHjswRQojjkZDbEo0miMUC2HYY2/bjdGbxet1YVgVg60y4FD5fgHx+Hbfby+xsgv7+2yQS\neUxzHK3X8Hp7qVZf8eDBxwB4PD66u/vbHlqqlEEoVGN5OcngoKKrK7Dj+/vtvxNCCHE0EnJbLKtG\nMNhNPG5j24pcrsDEhBvDaPyITLNEb6+DeDyD1ht8/XUO205RqaT5/PMoy8tFurqc/OAHfVSrBgsL\ni0QikweOwEZGXMzP2/j916nVijidm0c6VkcIIcTRSMhtMQwHQ0PdgGZubo5gcIMPPrjTMnpK4PVW\n2dycxbYjBIM9LC8P8fnna6yvB1heDtHXV+W776o8eODG67W2ik8cW2fK7d1I/tFH93j16jNMM8Xg\noJP3338fy4q/yR+DEEJcKRJyW5pTg93dNd57b4hI5N0dlYytI6qlJSebm2XKZY1SJXp73YyOVqjX\nq3i9ZTweH/fu9e54zvy82XYj+V/5K3d3dDQZGJB1NyGE6BQJuS1HnRrMZtOY5jV8vgDFYhW/f4NQ\nyKCvz6BaXWNwsMjUFGjdzR//8XOU0ty5E9reJK61Zn09Syy2BsDU1BCwLutuQghxBt66kDuo/+RR\nelMGAn2EQlXy+XXu3++mq6sPyJBIzBMK9fPuu42pyT/5kxQbG0N4vVAslhgYyJFMVlletigUvNy7\nN45p9gLrsu4mhBBn5K0Lub39J01AYVk1MpkUbvcNPB7fvr0pAwEnoVBPS8Pk4T2P+eM/fs7GRh9d\nXcMUCjZLS3N4vXXASaHgxuHwo1RVelEKIcQZe+tCbm9vyfXt421isRrBYBalLDY3ayST62itt5sr\nBwJ9GIaDcDiDZdX3LSqBOj6fIp8vA5pazQacRCJjuFxJUqle8vmk7H0TQogz9taEXDOIVlY2KBY1\nU1OjVCpllNLboRcMdvPtt/MMDr4HKGKxNKVSiWSyytJSL+PjWQYHu/F4LPz+LrTuIxpN7Nj8bZol\nenoSXL9eYWnpG9bX1wgEvPT2DlAuFxkb66dSWZVDT4UQ4hy8NefJNasbXS4PCwuLeL0W9+6FdgRU\nuVxkZuYLurvfpaeni83NGonEOpYVoKtrnI2NrxgdvYbXm6O7O0Q4XGJoKEAy+Q212jibmzU2Ny0M\nw2JkxM3mZo1SaZCpqVFsu4RtNzuftF/vE0IIsZecJ7eP1mnElZUNwuHQVm/JSRyOVa5fD6O1RqlG\nV5HhYQfh8B0SCT9ut5dodIVazcbv95FKZXE6vRSLmlwuic/Xw+bmBqOjIeLxLFpPkctBIhEgEqkw\nNRVhc3OOSKRxSOpBnU+EEEKcjSsdcq1FJsWibtuFZPfWgdbQ++ADBwMDTmKxDL29RbLZIoXCHH7/\nLXK5XlyuxmsODweo10usr68RCo3Q29s4RkepxokDr4tUZP1NCCHO05Wernz6dJVarTFy0loTj3/N\n+PgAfn8XSoFl1Q+dOmwdDfr9XczMmHz3XTepVJb+/gC3bhW5ezdEIhHcauDs3W7gHApltk4P2H9L\nghBCiIPJdOU+DMOBaZa219ssK8XsbI16Pcvk5A/werv33SrQtPvoHMtKUyj48XonKRQ26e3t4vr1\nMEo12n4ZxtLWaQRVIpGwhJoQQrxBVzrkWrv4x2JzbG4+oLs7yDfffEMut8r3v3/zSHvVWqc9V1fj\n5HI5/H4vLlejOGXnlOfYmb8vIYQQR3OlQ641fGZnE3R3BwHo6wtimibAnrWyer3OZ5/NEI9XGR52\n8tFH93bsrXM6Pfh8ASYnG1sQwDrfNyWEEOLIut70DZyX4WEnxWIWgN5eDzdvprdOCcju2Kv22Wcz\nzM1do1p9yNzcNT77bAbDcGDbJQCuXethcDCLUgny+ZfE42n+y3/5Ba9exblo65tCCPG2u9IjuVZ/\n+S/fZXX1Zywu1piYcPDbv/2XcDj2VjvG41V8vsbhpT5fgHg8yscfv572fP99L0p5efkyTibjoqvr\nQxIJKBZNlNp/bU8IIcT5u9Qhd5SGyk2x2AaRyC/zzjuNcv7Gn0N7nj887GRuLrt1ykCWW7ecbU8o\nsKw62ayLer0xjWnbLiyrdubvWQghxNFd6pDb22x5/5GUZdVwuTwsL8eJRtdRaoMHD9b3NGT+6KN7\nwAzxeJRbt5xbf97LMBy43Ta5XKM/pd9fwTC8Z/VWhRBCnMClDrn9zmhrN6IzDAfT04vMzzuxrCl6\newf5b//ta8JhD5FIP2Nj/VhWja6uLh49ur/juTtHjF1o3bj24GAajydJVxfcuROSPpRCCHHBXOqQ\na+6De70J+xqm2UO7EV0kEmJm5muqVTd9fT2Ai0IhQCbTSyrVS6WyygcftP9xtI4Yp6dXgCqRyCQe\nzwATE1lZhxNCiAuqI9WVSqkfKaVmlVLfKqX+SZvvf6yUyiilprf++2fHvYbWmvl5k6dPV5mfN9Fa\nE4mECIezFAprhEJVxsb6cbk8zMwkdjyuqbdX4XJVqFaLWFaB0dEwIyMZPJ4kPl9y35FY6xYC23ZT\nLjtZWTGJRlO8fGlKVaUQQlxQpx7JKaW6gH8J/C/AKvCVUuo/aq1ndz30M631b570OtGoyfR0Ddt2\n43bbgMn1668PLDXNHpRSRKPLmGYdy3LteFw0msDtvsHt21m+/XYNny/G9evfJxK5Q6VSJhx27Fu0\n0to5xe22Mc04tv0uoCgWG1OZMpoTQoiLpxMjuQ+BOa11TGtdAf4d8FttHneq/lYzM+vkcoPU60Pk\ncoPMzKxvf29qaohy+Tvm5p4yNzeN13t7z+Msq4bH42N8fJhHjx4wMBAkHv+Op08/pVSaI5ut7hn5\nNTVHjA7HKh984GBiwoXHk6O/f5OpqVGpqhRCiAuqE2tyY8BSy5+XaQTfbr+ilHoKrAD/WGs9c5yL\nKKWBZgBplNLbBSEzMwlKJYObNydYXrbZ2MgyOuolkUhjWRvMz5sYRtf2aOzLL5+TyUwyORkhFluk\nXF7nhz8c27dCc+8WAoVp+rdPF+jvl9MFhBDiIjqvwpOfAxNa64JS6sfAfwBu7/fgTz75ZPvrR48e\n8ejRI+7cCVEsmti2C7+/wp07oe2CEMvqolTqZXr6BQ6Hl1RqBpdrg1rNw9TUXUwzwNBQmnL5O2Kx\nKonEAjduNGdO/WSzjd6VrX0sD9qD19oTU073FkKIznr8+DGPHz/uyGud+qgdpdQPgU+01j/a+vP/\nAWit9f91wHOiwPe01ns6I+931E670Hn2bI1abZTl5SSzszalUpFr10YpFL7DNOcYGLhJJDLE2FiY\nePwXlEqD2Labb7+dw+UaZHLyNrHYIsHgOj/84fe2+lg2qiWbJ4m/PgtOqiiFEOJNeNNH7XwF3FRK\nTQJrwO8Af7P1AUqpsNba3Pr6QxrhenDr/13adR0xjC6mp1col12k0/M4nV1ks1Xy+TS5XIje3kGS\nyQCVyiKZTBaH4w4ul4dr13oxzT/F6Szwq7/qZHx8lM3N1e1RmdaamZkEltVFT09+ew+dEEKIy+XU\nIae1riml/j7wpzQKWf6V1vqlUurvNL6t/wD4G0qpvwtUgCLw28d4/bbThlprYrF1FhaqOBxufL4a\nTucQWgd49cpmZCQAOMjllhkaKgJ1YrEUfr+Pvj4PDx5E+I3f+KW215qZSbCwUCafz1MqaZaXl/nR\nj2QUJ4QQl01H1uS01n8CvLPr7/6flq9/D/i9E7wun376glism76+HgYHDZqFIdFogsXFHoaHr1Op\nlFHKBZQpFNYYGfHgcjkYGwtRq5Xx+8uUSlMkk2UWFxNsbGSIRPrRWu/YNjA/b/LkSZlvv1VkswCb\nGEaYYjGPnH0qhBCXz4XteNIMuM8+q9PTYxCPl3C757h9u1H4YVk1+vp6SCZLuFxeKhWbSMTA7fYS\nj3vQepW1NZP+/iy5XD9TUxOk0zOUSn4Mw4nHc33P/rbZ2QS53G08ngDJZALDUIyOGvT3d2FZ5Tf4\n0xBCCHESFzbkotEECws+SiU3X3+dwufrIhLppVj0EI0mMAzH1sguSzq9yg9+ANeuebCsKoaxzuZm\nnYGBfqamHrKwsEgstkZvbz8TEwP092/i8fiwrPSO6dC1tQxdXRAKBUgklqlUsvT39zM01I1hVN/0\nj0QIIcQxXciQm583+fLLNZaXy8A7uN2abDaF01lmaupDLGuNBw9GgATd3TXefbcbpbqxrDqBgJOH\nD9/drrwEmJqawDSf4/NBsagZGxvdPhG8tS9lMGhjmq/wekN8//tBhoYgGCxjGFXZJiCEEJfQhQw5\n0wzQ3Q3FYgFYY3CwxPh4nUgkQqVSpr+/0YKreR7cy5cmxWI/LpeXTKbI4uILrl0bJJFobP6uVMrc\nvRtuOT9ujf7+19sQmn0pp6Ym8fmeMzZWwTBcRCLv7tvqSwghxMV3IUPO7fYyOuphYmIW08zxy788\ngW2X8PlMwmG9PapqjsKy2RpLS06gwtjYNWKxChMTEA5nsawUoVCje9mzZ2sYhoMHD0a2w6u1L2Uz\nDGU/nBBCXA0XMuRsuxE67703xTvvvCIYrGMYPiKRyR0jq+bpAL29DorFGi6Xk0qlxMBAD5ZV4+HD\nxnRl68buZuuu5qgum61SLn+H19tHOOyUaUkhhLhCTt3xpNOUUvrVq3jbdlq7NcPL5fLwxRe/oFCw\neeedCQYG/FQq8wSD/RiGg2y2Sr0+BjSqNuPxXxCPZ8lk/Ny8eY1QqIfhYUtGcEIIcQGdpuPJhQy5\no95TuxO7c7k6mUwKt/sGbreXhYVF0ukFbLuXYHCYTCaO1h6SySD1+iA9PQneeaeHycny9shPCCHE\nxfGm23q9Me1afQE8fQq1mo+VFZNcLkwul6NYNKhWC9h2Fy6XG7/fRzarqFScZDIF3nvP/QbegRBC\niLN06ULuoNMBmt9bXt4gFlsnk+nC6VS43TA5OUFX1zq9vQbffLPOwEAP1eoGXV0rTE52E4m8+4bf\nmRBCiE67dCHXuq9tdxFJYyvBAE7nCJnMJoVCjO7uXoLBLorFLKFQF4ODvVubxecIhzV37kxw/XpY\ntgoIIcQVdOnW5J4+Xd3e5A3gcKxubQMIMD+fZHm5i42NFUZGIoRCRQzDRT6/ysiIi1yuTlcX3LkT\nkmATQohL4jRrcl2dvpmzZhgOyuUiKysmX389TyaTIput4nZ7t47Y6aZeD5FI1CkUMgwOGoyMuNjc\n1JTLAcLh90gkgkSjiTf9VoQQQpyxSzVdqbVGa83Ll1+QSg1y+/YwbvcI2ewrPJ4Benr6MIwsAwMW\nPt8mhUKCmZkUweAE5XI3tm2wuppgbCy8fQK4EEKIq+tShVw0miCRCOLz3WZwcABoNFr2+foIBLKk\nUkk8ngGmpt5lYWEReAfbdpPL+bHtKG53gM3N2nbfSiGEEFfbhQ25dlWUrR1OymVNPl/fCiwn16/v\n7E3p9VoMD99nZSVFuazo7TXweDbw+ZLbJ4ALIYS42i5syLWromz2mRwdDWHbMTKZRVKpIKFQaPsA\n1OvXw2ityWRSvHgRJRjsprd3ne7u1FaT5vek4EQIId4SF7bwpDlqg0bDZsuqEYmECIezOJ1rDA5u\ncvfu96nVwvzsZwU+/fQFzarMaDSB232DYDBAJlNhaCjDr//6e1JRKYQQb5kLG3KG4cC2S0CjYbNh\nOLZHag8ejJDP1/nqq1fMzpbo6ooQiwW2KyYtq4bH42N8fID7968RDPZLuAkhxFvoQobc/LzJ1NQQ\n4XAWh2OVcDi7Yw0tGk1QLA6QzfaRz4dZW1siGOzGsmpA+4AUQgjx9rmQa3Kff26zuDjDxx+3P7TU\nsmpMTY2STL4iHs/gcuUYGhrCMKoAW4GYwLJSUmQihBBvsQsZcg5H4+DTaDSxXUjSWmlpGF2YZpnv\nfe8GCwur+Hw1hoet7TDbr3GzEEKIt8uFDLnV1RXeeef19OP8vMmTJ2Vs24XbXeLhQ/fWqd81PvjA\nKRWTQggh2rqQIQdVbLuCYfgAmJ1NkMvdxuXyksuV+Oabb/mN3/ilN3yPQgghLroLGXLj4934fHEi\nkUkAGn05FVprEok0uVya+XnzwFPDhRDivBx0BJh4sy5kyE1N9WLbimfP1jAMB3fvDlIqbbCyUqBa\n9TA5+Q6mGQASsvYmhHjj2jWvkM+mi+FChpxtv8LtvkGt5sM0S4RCGT74wEm1micSMRgdbfyWJE2W\nhRAXQTZbxTQ3iUZfAXDrVrXtgc4nHenJSPHkLuQ+uWCwH4+nsR7ncnl4+XIdy6oxPOxkcNBAKSX7\n34QQF0Y2m2ZmJk0mc4NkcoJYzLnjOK/mSK9WG8U0A8c+6uu0z3+bXciRXLNHpdvtZWFhFfCzuOgg\nlfLhdn/J3bs3CYedsv9NCHEhGEaQQuE70ukygYCDQGBwuzoc2rUpbMxCHXWEtt/zxeEuZMi1bub2\n+ZJUqyGSyQAuV5hKxU0g4JT5biHEhWFZGXy+SRyOUWq1MtlsFMMY3v5+6y/urUd9HXUtb7/nH8Xb\nPtV5IUOudTO3YTj4/PM8LtcwlUqZ/v5uLKv8hu9QCCFeCwT6uH/fw8LCIlrD5KTaMdPUrgtT4wBo\nk2y2Rm+vg9HR0I7RX6uDujgdFmJve1HMhQy5nf9oXUxM5FlcXKK/v5uhoe7t9l1CCHERBAJOhoZ6\nAEUmU6C3t/GL+O4AevBgZDuA5udNCoV+lpYUxaLN0tI0P/rRWNvXP6iL02EhdtGmOs97ZHkhQ273\nP9rkZOM3I8sqYxhVWYsTQlwokUiIxcUXZDLd9PX14Hbf2C4O2RlAJqCwrBrLy0nc7mFA43J5KRQ2\nAM38vHmsADgsxA6a6mwGTjZbJZtNEwj0EQg4j3Tdk4bVeY8sL2TI7f1Hq/Pw4egbvishhGhPKUUw\n2E9v7wirqwkWFtKk0xuMjg7s+CybmVmnv/8mGxsW33xTIpWa4d69j6hWywwMjDI7a9Lff3tHAEQi\nobZh0gyZpaUNFhfXCAaH8XiqvP++Z0cA+f1dhEJpXr7cQCm945DpZuCsr2cxzWuEQlVCoR6awXNQ\nkJ00rLLZKuvrWTY3U/T2OvB6z3ZmriNbCJRSP1JKzSqlvlVK/ZN9HvMvlFJzSqmnSqmHB72eHJUj\nhLhsDMPBwsIiGxsGS0tOXr7s4uXL7yiXi0Djs0wpzcaGRTIZYHj4+yjlxDS/YmAgy+CggdZqz2HR\n0WiCeNwgFvPw+ef29gHRzZCp10fJZIZIJDKAE6V2bjlIJIIsLSUZGLjF8PAvkUgEd5y96XZ72dys\n4fH4+Yu/iPJnfxbjpz/9hnq9fuDWhXYHW2vdGIk+fbrK/Ly5fZB1q2w2jWl6qddHMU0v2Wx6x/eP\n8gsu4U4AACAASURBVBrHceqQU0p1Af8S+GvAu8DfVErd2fWYHwM3tNa3gL8D/P5Br9k8AbzdWXJC\nCHERRSIhvF4Ly1oGaoTD72Lb49j2q+3Psjt3QqTTeVwuL9WqzYcf3iYYLFEorGHbr7h7d3DPL/iW\nVWN9vUAq1bt1Qkv39ujK7faSz2smJycIh/uIRMawrDqWVcPl8rCyYhKNpnj2bB2XywO8DiR4PaDo\n7XXwi1+8IJkcoVyeJJEY4bPPZtoGWVO7wUhrKMbjBp9++mI7rOr1OvPzJvF4hXp9HaUShEJVAoG+\nHT/H5mtUqyNMT1f5yU+en+rfpRMjuQ+BOa11TGtdAf4d8Fu7HvNbwB8CaK2/AAJKqX3Htc1F1ocP\nR7l+PfxWlbsKIS6n/7+9e41tNEsP/P4/vJOS+JKSeNFdVHVVV6m6pqtrdmpmYU93eYAdz0w2thdr\nJDYSbHYDJIsgRoJgEexmvYA7+ZTdD5vLGgGyjoP15jYOEqzXnpkNPEa7unsGaHePq9VT3aXquuh+\n4UUi+ZIixfvJB4osSiIlqqSqYqmeH2CMVHzF9/Dtsp465zzneZRSzM4G8ftdjI2NUKkUGRzsx+cb\nbP4um5kJMTWVp1pdZXBwh0qliM83ids9wfKywcrKFqFQet8/8L1eK+l0HrvdSblcwO/vay4flkoF\n+vos7O6a9Pdbm8GmMavc3jYoFoew2YIsLa0A+1fHpqcDFIuPyOU2KJXmCIdrlMuL1GoGd+9u4fVa\nOq6qtZuMtAbFRCLP8rKnOQv84IN7xGIGHs8oFkuA/n4rwWAfhrF/16zxHuvrSbLZYUxz+FT/Xc4i\nyI0Bqy3fr+392VHXrLe5RgghXlpaa7TWlMuP2dz8hMHBNMPD3n2BQSnFO+9c5ZvfdDA5WcA0H7Gy\nssOXX+awWMZZWalnaL755ggAn322CWgmJ9NUqwsMDqYplXZZW9tGa00olGZyssDFi6uMj5cpFh9h\nmhW01rhcJk5nlsHBHW7evILLlTm0Ora0lMDpfI1Ll97i9de/Qiazhd0+Q6HgwmLxozUdV9Uak5HW\nsabTyebybDqdx+/vA+qzwGi0gsPhYnQ0SChUYHd3te1KXSN453I1QNPff7rtqp5MPHn33XebX9+6\ndYtbt269sLEIIUQ3FhfjxOM+rl9/h6WlDWy2OOGwOvRLvBEcFhZiGMZF1tas1Go+NjdXuHy5r7kP\n1y7DfH4+Rrk8RDj8BvF4kVDI5K23xoAxHj+OsrAwwMaGwuEoMjxsYWhooJlVOTsbPJQY0jrzunnz\nGrHYn+B02hkasnLjxjWy2eixSX+tY3U4/JRKj/F4BpmaMnE4LgD1WWA4bKNUqmd5BgIGoRBtE1Ui\nkSAfffSv+MEPfkyl4sTnM07xX+Vsgtw6MNny/fjenx28ZuKYa5pag5wQQrwMWgNGJDKG1dr5bFvj\n+unpUba3HxONVrDbTUolzdpaFoBwuB4cHQ4XplnFMGxkszXc7vbHBebnYzx+HKJScWKzWXA6U0xO\nprl3L3Eoq7Kh9XhBpVLiW9+6gNP5Gg6Hi2Jxl1wuydwcRx4RMM0K8XiahYVtAC5cqDI5aUFrP6b5\nGLfbTyhkY3p6lqWlBJlMkmCwvog4N7fRfG+gudf4jW/8Ar/xG7+2d32V3/u9/+ap/7ucRZD7BHhN\nKTUFbAK/AfzmgWv+GPhPgT9USn0DSGutY2dwbyGE6AndlN5qTclPp5M4HH6++tULLC1tYJpJoD5L\nW1paYWlpg0hkjFKpQLGYolB4DY8HYjEbsE25XMTt3m4GiWjUJJudwekcIJvNEotluHp1hKGhizgc\nLuLxAkrtT/M/WEmlNRCVSkkcjgtUKi7u3Fnh3r3PmZ0NHgp2ppni88+9lEoXqVZ3yWQ+oVQaJhIZ\nw+kcwjDM5j0b/1tPQPGSSORJp/OsrHzBxMQw8bivOXvVOn4m+RinDnJa66pS6reAP6W+x/f7Wut5\npdTfrb+s/7nW+kdKqe8ppR4BOeDvnPa+QgjRS44qvdXQaWnvrbeszM/7yWQU6+sxbDYHq6tf4nZv\nc/lykEzGT63mYnTUCcRZXp5nZGSacnmUDz/cZWXlC7SukskskcuV6euzAzVMs9LxoPjBg+Ba+1la\nSjSD2NwcVKtu1tdjZLMhSiUPsdgArQfa60kuPvr7d9nZMXG7LezuDlEqOdres6GeMZrj/v0alUo/\n8fgWOzsxRkbCzZ+7fz/ePDN4GmeyJ6e1/v+A1w/82f984PvfOot7CSFELzqq9FZD65Km0+nG46ln\nXi4sxCgUhikWh1hbi1Iu13jjjWsMDvahlIlh2JqzxEDAwGIZolodIJnsx24f5pNPorjdAdxuTT7f\nh8eTwzBewzRTOJ1DbWeXCwsxPv20yNpahnzexeysk1Con8ah7sbMdGenCij6+izNA+2N2WEsVqBY\nfMTYmJ9s1gtonM4qqVScL78Eh6PEjRuHZ7Rer5UHD6Lk85eAGnb7ENHoEkNDT2bCrWcGT6MnE0+E\nEOI86rSkaZoV7HYnprlCIrHF6OgwY2ODzebQ9QzGJ7PEUCjAhx/msduHKJcL2GxO/P4glYqJ1zuM\nx7PB9PQosdg2OzsPUUpz+XKQSORJEL5/P042e4lczkOpNMDi4mMmJoabM6/GzDSZ3GJ3VzM2Nto8\n0N46O3S5/ExOWrl37wFKadxuB8lkH6VSGaig9eEgF4kEGRycJ5/3MDDQh88XIBhMEQqZ+z5j41md\nhgQ5IYR4ThqBwzS3KRZTmKafhYUYppkiHp9gePgi+Xx9BgSwuLi+b9+ttdP4ysoXLC+XGRrqo7/f\ni1JlIpFB4nELodAwy8urwHBzX08pc98el9YKUHtLjGWAfYG3MTN9UlZsk8FBK8FgkHi8NVDb9s4A\n1pca5+Y2MIwnGZnZ7Mah56CU4taty3z6aZFSqYrDEefKldC+mXC90kn81AWl1WlLppw1pZTutTEJ\nIcRZWliINffmSqUCW1sP0DrEzk6Vvj4LVmsMsFAoeJmenqRcrh8XOBgEWutTKgWmWW0WWl5b26ZW\nGyWX0/T1WZiY2MXnszf30rSu8emnNYpFO+l0gqmpCrOz4WMLLR9XmPlgUsnUlMk771w99J61Wo0P\nPri3VwElw+XLF/D57G3vv1er86myUGQmJ4QQZ+RpO31bLOD3e9G6ERisGIafWm2sec3BGU3nPcD6\nz5hmiocP7bjdBvG4SS73mOnpm83gMzmZ5saNAJlMBa93eF/h506dELr5fJ06Mhwca+MgutudIx63\nsbq6y8JCoWMW59OSICeEEGfkaTt9X74cZHX18b7AYJqPOyaNHKURiDY3y9RqqyQSywDkclU8nhyp\n1AB2+xArK2WmptShw95HfYZGskqpZMfhKKB1jAsXwvt+vtGRYWDgyftmMvuLMNf/rF5fc3FxlVxu\nmKWlB1y48DVKJQ/RaD8rK1/g8w2eukD/mXQhEEII0b4yfzsH6z7OzIQwDD8+n8HOjoVEIo/X63uq\nQvWNIOXxTLK11Ue5bODzvY7dHuLRo9V9NTBNs3Ko4v9Rn6GerBKiVhslmw1x/3687Ri66SRTr6+5\nQbHYz+6uhVzOQyKRpa/Pcqju5WlIkBNCiDPSbZuwdkXo68knNmq1APG4jUwm3SzQ3Cj11U2+QiNI\njY0N0tdXoVJ5Ur/S58tSrS40W/uYZopo1MvKipUPP8zx/vtfHFmUuZGssvcp6LRN1k0nmUgkiNu9\nzfh4jcnJVSYn7VitccbGBg/VvTwNWa4UQogzcriCSKDrTt+G4ScUKrCzkyMUqu/JnaQxaWOZcm1t\nm0KhzPT0JOPjHsDB+PgQpVKBb33rEk8OcmcwTT+rq/X+dnZ7iOXlVSYm2JfK3xqgZmcD/OVfJtjY\n2KVUKhKJqEOlwqD9fmG7/bwrV0J7n2+MYnGXUukxNtsmU1MmdvsMa2vbpNP5U/wXkSAnhBBn5uAv\n99YsyqOClNYa00yRStX35IaHvRhGps3SYed0+kZADIeDLC1tEIvd5a23AqysZHj4cI5wuF4/0mJ5\nsoC3sBDj5z/PYbeHKJeLDA56yGaLHYsyRyIhVla+IJ/34PcHsNsHeP/9J3tnRwXxdgG79R8F4bCV\nSOTqXvLLCO+//wWplJtisXT8gz+CBDkhhHhGug1Si4txHI4L+Hx5Uqk8Xu9jIpGre4GhgN3uZGlp\no+2ZuXb3ahSIVsqCy3WRixfryStLS4lmkG20BqpUVojH81y6FCYQ6MPrrXTMojyYVLK+HiOVMhgY\nGD12ptnuWXTKEFVKYRh+isUM0agsVwohRE/qpmgz1AOA0+lmfNzN+PgQVqsVpVRzpnPvXhzwEgpd\nIxYr0i6YtLvXUUG20RrozTffYWlpBat1k3A4uHf4O8adO1VKJcfewfQYMzNhtNak00mWl6v4fB5S\nqR38fl/b93/aZ9FgmilWV/txOqePe8xHkiAnhBDPSDdFm6FzAGjMdDKZKtVqffbUKZi0u9f+meAK\nLlemOTMzzQqJhMnOTpX+fhdjY7Zm4Lx3L0E2ewm73Uk2W+TevQfMzISbM06/P0MqZeJwrBEI1Md1\nXOA66lm0mzkahp+JiV2i0bWnePJPSJATQohnpJuizXB8MOxmFtSY+TWCxeJinOnpABDnvffuk04P\nc/HiCNFoH/XSYilisQncboNYzMTrXaVxkFwpDdQzObWuEY1uMze3wfr6FqFQkLExN2NjYLE49/YO\nU0cG8YPPoh7UYs1ed/XizxdwOt3NZU/DsHHt2hjhsCSeCCFEz+qmSkgjADSu/eyzzX3NREGzvX24\n0PLBdjk7O1UKheG94sxFIAEo7PZJwuEZkskisIPHU8Uw/AQCZRYXvwBgZ6fazJR8/fUAS0tfYJpW\nyuU0V65MUa2OsrurWVpaIRKZ2le3shtPynhVqNXq2ZM7O5cAzdbWXS5dyjM+7t5rEruNYVhJJh9h\ns52uzKMEOSGEeIZOcgyg3bUA0ahBtWonnc6zurrV/PnG9fF4jnh8gp2dZXy+YdbXk4yPDzWXNX0+\nD/fvrxGL7QJxfuVXDCYmhqlUcvh8F9Aalpe/5Ic/rJfUUgpCoTB+v4ONDRtOpxuA6elRotHP986/\nHT1zO+iDD+7x8GF95vjll18CMV5/fQIAm81JOp1vHnVoNIkdGQk3z+w9LQlyQghxSu1ma1APQh9/\nvInHA6OjzmOTM9olimituXt3iWjUxcCAB63dTE7Gm3t1DoeLXC6L222QyylAk8vV9i1rlkq7pFLb\nZDIDDA0ZJBI+JifB5cpQKnnIZrdwuy9hmln+8i/zfP75HH7/BSKRAK+9FiadzjA+DuVykStXAnst\ngOpLoq01L4+asUajFdzuevUSv9/H2toW5XIR0IyPewkETKxWK6GQFdOsN4ltPIfTkCAnhBCn1GkG\nFosZuN02YjEbEGd42EuplGRujraBoHXvrX44OsmjR0k++8yNw+FndTVNJBLFNF/bd31fn4V43CQS\nCVAux3C5MoRCNaanAywtxdncXKZadXDlSoBg0Ee5vEUmU2Z2NkgsNsDiYpli0cLOzjam6SGdnqVa\nHaFUyjAzU2BqKt+cvTU+18GZ6XEz1nDYxsOHJm63QX+/k7/yVyp4vQ+aS7AzM1PNZ1E/X/hkD/I0\nJMgJIcQpdUrVr5fXcgJJ8vlNSqUEDscFqlX3vkDQurdWLD7C6fSxtPSYUilCNuukUjGJx9fwer0s\nLNi5fftnQD3IBYMptrfjKGVitRq88UaImZk3AHj//S9YXvbgcg3h8zkolwtsbESxWLaBbS5fvkCx\n+Aivt0qhoCkWvUSjJSYnA0CVYnEHl6vEO++80QxAc3MbbT/rcWcC3357FrhHNLrIpUs23n77m/sO\nprc6mIhzGhLkhBDilDplPzbS98vlHfr7reRyNfr7DweC1lmQ0zlEJvOIcnkCm22SUmkTt7uC15tC\nKQ8Oh5vt7a+wsuIiGOyjWHzE0NDrjIy49jVHXViIsbxsYLVOYLPtMjz8mLW1j/B6pxkYsLGwMEE8\nvsv4uJ+33rKglIX5+RjDwxq3O4xSFgYG+pmdtXWcbbZ+1qMyQLXWLC0l8PkGmZw8ujIKdJ+V2g0p\n0CyEEKfUriDx9HSAYvERP/3pbWKxHUKhq+zuDrG0tALsL358cBYUjVbw+/solwuMjobp60vi9eYI\nhTRaW6jVbOzsVJvXtusakMnUD2yXy0UcDjcul4evf/01vvWttygUoFweI5cbJpsdZn6+nszyve9d\n4zvfCREMPqBa/Qtcrq1mZZSjPuvBPw8G04BudjdolDdrdBVYXGzfveBZkJmcEEKcUruZx+JiHKfz\nNYaH/aytWfjpTx8TifixWrcPZScenAWFwzYcDi9gkkrl+Pa3DdbXy8zPFxkcdFCtOllcXKRczpJK\nLVMoDOL39xEIeAiHn8ysAgEPsEM6HWdqKs/kZIBYrIDWmmq1iMtVT1Spn4urf44LF8IopRgaeh2H\nw0U8XkCpJ/trR5Xiau0717o/l0w+IByu9507LvnmrEmQE0KIZ6DRFHRp6RGLi2EMAzweG5cuWQ4V\nQD64BzU1dYUPP5wnn68wNWXj7bdn+eyzTQYGbGSzFZaW5qlWfRSLGo/nbUqlddLpCoaxSSRyteU9\nYySTCYaHNRMTQaang0CCixc1DsciPt8wTqfJ5cv7jwKYZoV4PEcul6WvT7G93V0nhdbP3jq71FpR\nKnVf0ussSZATQogz0ppGn04n2doqUSpF8HjsVCopYA3D8B/6uXbdC5zO1/YVVjYMG4WCwdiYi0ql\niM9nkMvVqNX8WCy7vP76KFbrRjMA1f9XMTj4GolEnp/8JM/q6j3eeefqvsooXq+LSCS4b+zz84/Y\n2XkTj2eIzz9fxOfTjIwcX4S5oTEzfVJOTFMsPsLl8hMK2U50vu60JMgJIcQZ0FrvZTMa+Hwehodn\nSKd/xuDgCB6Pi9HRK9RqixjG8b92D86EGhVAGlVPpqYsOBwjQJ543CQUsradIWUyVRKJHPfvV4nF\narz//gKPHiX51rcuEYmE9s3IFhZiRKNeEokcn3xipVC4zdCQn93dKm53PQh2u9TYmJnOz8eAQarV\nUZaXd5maSnH9+tV99+2mIsxpSJATQogzsLgYZ3nZg9U60SyfNTLiw+8fJ5HIk06vMTWVZ3p6uqWR\nqgWtIZut7fsFf3CP7mAFkGAwjVIZ3O4KhpHCMPwYxuEO3F6vlQcPoqytjbK5uYNS17h7N4/PVwVi\nPGmgat0r2Jzn/v0alcosyeRjLBYf/f0Vdnf72NiIEwgYXS01thaWXl52kkz2Y7MN8cknUXZ26lVV\nGp/1JBVhnoYEOSGEOAOZTBW/v4/t7QJ2u4t0Os4v/mIQpTJ4PFWuXXO09Iir/1K/c2cdqBCJTO37\nBX9wj+5gBZBsttayrzfWcUyRSJDBwXkeP67idFrweC5ita5SLNp577372O0RfD4PgYCHUukx6bRB\npdKP3+8in9dAhXDYxsyMh3x+jVCItkuNnWZjXq+VdDqP3T7ExsY6ECST8RCLDTQ/60kawz4NCXJC\nCHEGvF4rw8ONjMgNpqbyzMxcPbT01vpLvVRyAPXXW3/Bt+8wfvLEDaUUt25dplCI8eBBgUplk1Co\nj3Q6we6ui3D4yaxzctLP1FSKeHwLm22Q4WEPOzsZPJ4hAoE+wuGRE9XcnJkJMT0d4KOPPuTRo01K\npTyRyNfp68vv+6wn7TN3UhLkhBDiDDRmXx5PlTfe6CMSibTdW2r9pV5vSFoBju7H1m1funZmZkJ8\n97swORknHl8mGBxEKU21Okky+WTWee2ag+vXrzI5GeO99x5gsfQTiQzgdCpKpcfNrM1WjRlcu/qc\ntVqN73//Qx496sNiqeL1DlAoLDA2NrvvszayQBttdwKBAAsLUTKZJ0u4p6FaD/n1AqWU7rUxveye\n9cauEKJ7+///sf2e3LPWSDLZ2sqQSuWYmsrzzjtPZp1zcxvNJq0AVuvGoWMPjfd50gXBRihU2Nu3\nM1lZSfBnf+bC6XyNYjHD+PgaExMVxsaGD33W1nN1i4vLgI1IZGwvGJpcuBBGa/1UD0Zmcq+AZ72x\nK4To3lmWrHpax806u1lC1FozPx/DNKv09VkIBDT5/GZz3+7jjzcZHPRjmkWcTi/x+C7f/vZ428++\nfwnXDtiBs9mjkyD3CnjS5j5Jf78Vl6vyoockhHiBjgu03SyPLi7G2d0dolgcoljUDAzEuHnzyb5d\nOGwjk7ECOySTq8zO7nRcety/hFtG6xrr67HmLPM0JMi9Ao5qcy+EEAd1M9vMZKpMT4+yvp4kl6vh\ncmWIRCabrz/pOlDhxo1614FOS7GtQfX6dQcff/yA+Xk/oZAHu33mVJ9FgtwrwDD8BIMVcrkEwaCl\nbcUFIYQ4ifrsq9js5h0K1fYFMYvFwq1bb3T1XgfrXpbLE8zMzFAuF9na2jnVOCXIvQIMw0Yw2Ndc\nXzcMWa4UQpzOaTI+j9LuvOFpSJB7BTyrv4xCiFfXs0qgaXfe8DROdYRAKeUH/hCYApaAf0drbba5\nbgkwgRpQ1lrfPOI95QiBEEK8otodebJYLE99hOC0Qe4fA9ta63+ilPr7gF9r/Q/aXLcAfFVrneri\nPSXIPQNyVk4I8bJSSj11kDttZ/BfBf5g7+s/AH6tw3XqDO4lTqFxVu5FdOYVQogX5bSBJ6i1jgFo\nraNAp80eDfxYKfWJUuo/OuU9xVNoHLbUWhOP5/j4400WFmLIrFkIcZ4dm3iilPox0Lq7WO+XDv+o\nzeWdfmP+gtZ6UykVoB7s5rXWP+l0z3fffbf59a1bt7h169ZxwxTHaBy2fFJ+Z4RYzECqnwghes3t\n27e5ffv2mbzXaffk5oFbWuuYUioM/LnW+soxP/M7QFZr/U87vC57cs/A/kKqI4yO1vfkOtWkE0KI\nXvEi9+T+GPjbe1//B8C/PniBUsqjlOrf+7oP+Dbw+SnvK06oke578+YIgYCBUopSqYDXe7ZtLYQQ\nopecdiY3CPzfwASwTP0IQVopNQL8ntb6ryulIsC/or6UaQP+D631f3vEe8pM7hmSLEshxMvmNDM5\nabUjhBCip73I5UohhBCiZ0lZr1ecLF8KIc4zCXKvuG4bqkowFEK8jGS58hXX2pG33oW32vY6qZgi\nhHgZSZB7xXm9VkqlAsCRRwq6DYZCCNFLJMi94iKRIKGQidW6QShkHtmevptgKIQQvUSOEIhD2u2/\nAS1/ZkFryGZrsj8nhHjm5JycOJHjkkgWFmLEYgZ2u5OlpRVcrgyzs8HmdY3XHQ4XxeIupdJjfL5B\nCXhCiGfiNEFOsitfQQsLMT79tEipZMfhKKB1jAsXws3XG/tva2tRHj92Uq3aWV7eYmoqyuxsGNOs\nNPfntrYypFIGAwOjR2ZnCiHEiyB7cq+g+/fjZLMharVRstkQ9+/vz5Rs7L8tLGyTzfaRy9nY3Jzk\n4UMbsZiBaaaa+3OpVA6fzwNIQooQovfITO4VVJ/1N2b+ioOrAPU9uDgWSxyv10ep5KVctgP1QOZy\n+TEMk0wmydRUHodjBKgnpIRCkpAihOgdsid3zrXbf1tcjHHnTpVSyYHDUeLGDSszM+FDP/v4cZRP\nPy2ytpYhn3cxO+snFOonFDKbS5JySFwI8azJnpzoqF1Fk0gkBMTJZMp4vba2xwYa/9Bwu00uXICB\ngSKGUcQwqvuub7TwEUKIXiRB7pw7fIg7iVJqb0ZXn4EtLsaZmhrmww/niUYrhMM2JiaGiMV8VKuK\nVCrHwECe69dHZZYmhHipSJA757xeK7FYAYfDtW/P7OAM76OPfkIudx232+DhQ5OHD++gdYCNDQOv\n10BrG5OTkjkphHi5SJA75xpJJJlMklDoycHugzO8lZUq4+MGAG63wYMHaba3+9F6jHg8z5tvlshk\nTv7XRfbshBAvkgS5c67TntnBGd7kpJVczsTtNtjdNXG5LPT3u0mnyzgcbjKZFF7vwInv322XAyGE\neBYkyL2iDs7wbt78xb09uUUuXrQRDk+RSFwgnc6QzaYZHNwiErl66H2Om6m12xMUQojnRY4QvEJO\nsnTYOD5Qr4pS5q23nPuqojS0lviq7/ml0bp+4FxrRX+/wuG4gNPpbr4OSpYvhRBdkyMEoisnWTqc\nmQmhVCMgujp2Jzg4U7t3L0Gh4CWbvQQodncTBAKP8XgGCYWs1GqaubnOJcWEEOIsSZB7BTRmcB9/\nvInHA6OjzmOXDrs9/3Zwb08pTalkx26vB75y2YnPN8j166MA/PCHPyebvYTd7iKbLXD//gMJckKI\nZ0aC3CugMYNzu23EYjYgTiBgHFuCS2vNwkKsufQ4OxsgEgntW148uLcXDAb59NMimcwuiUQai2Wb\n0VHQemRvyeHokmJCCHGWZE/uFTA3t0G1OkqtVuPOnS9JJjeYmrJx+fIFfD57x32xhYUYd+4UyGZD\ngGJgYIsbN2xHzvAagfH27fskkwaXLo0QCBiEwxlmZkIsLET3lRR76y0LSllkj04I0ZHsyYkjNZYU\nEwkTpUaoVjPcuxcimy1w7doQEAPg3r0ESmkuXw4yMxMik6nuW3oslRxkMuV9791YCjXNCqaZwjD8\nGIaNGzcuUquNNa/LZFIAB0qKWVlZ2WJ52cDn8xAIeJAjBkKIsyRB7hXQWFJcXt5E634qlQBO5zTR\n6BrhcJ5kMkGhMLiXLKLZ3Y2hVByv14rDUSCbLVCfyZXwevf/lWkshSYSJrHYBMFghWCwj2LxEU7n\n0KFKK617fQsLMZaXPVitEySTRWAHj0da9Qghzo4EuVdAa2D58MMSXq+DZNJkcNBNOp1neFhTKjmw\n250AlEp2Mpkqb745gtYx7t9/0LIntz/LspFdubOTxO02yOUSh9rxtFZaaT3GsL6+hc8XJJksYLe7\nSKfjXLvmeL4PRwhxrkmQe0VordFaU6k8plLxMjHhwOl0MzW1y8REkE8/LZHNFgHNwEAZr9eF4A6V\n8QAAHepJREFUUooLF8JHZj82lkL7+63EYibBoGVv5tZ+7671GMPurgYKDA2ZpFIbTE3l2x44F0KI\npyWJJ6+IxqFtu93J0tIKLleG2dlgc4a1uBg7tCfXTQJIpz25TgkkjSSYxs9Go58zPj4kSSdCiI4k\n8UQcq7GsqLXeW15MNV+rL2eGiURC+9rvnCToKKWYnAwc+TNaa9LpJJ98ksThcDI66uarXw0wMxOW\nQs5CiGfC8qIHIJ4Pr9dKqVRgYyNOLObC7Z4gFjNYXIw3r2ksJVaro4de6+QkP7O4GCeR8KG1l3Ta\nSjweozFpf5p7CyHEcWQm94pozbAMBicYGxtEKbWv6km7YspnWYA5k6lSLjsZHQ0AYLFskM3Wjnwf\nmeEJIU5DZnKviEaG5c2bIwSDfSilKJUKeL1Pqp40ZntA87XjZljtfqaT+pGEEuVykXK5gMNRbl7f\n6X1khieEOA2Zyb1iOjVR7fTaZ59tHjlTO+r92t87xr17D5oJLo3rp6cDrKzcY3m5QjhsY3p6Fti/\nl5hImCwvbzbfS2Z0QojjSHalONLhVjrmmVck0Vrz/vtfsLzswe/vY3jY21IGLNZy2NzVPGz+LMYh\nhOhNLyy7Uin168C7wBXga1rrOx2u+w7w31NfHv19rfU/Ps19xbO1fx/MQjCYJputNWdq3RRuPonF\nxTjLywZW6wTb2wXAxOOpUv/HjmZ7+yFLS1s4nePs7BhADpercpYfWQhxTp12T+4u8DeA9ztdoJSy\nAL8L/DJwFfhNpdTlU95XPAON4PWjH93lzp0KlcoIsZgPpRTXr482z84tLsb59NMi8fglEolL3LlT\nPdVeWSZTxefzUC4XsdtdpFK5lv1AHyMj17BaB9nasqF1kHjchmmmjn9jIcQr71QzOa31lwDq6H/C\n3wQeaq2X9679PvCrwP3T3FucvUaSh2lWKRaHWF/fBtShfbBuCjefhNdr3SvOvEM6Hd+rfBLZtx/o\n841QKkWxWDYIhawYhv+0H1cI8Qp4HoknY8Bqy/dr1AOf6DGNJI/+fivFomZpKYXHEyQUGiEWM2h0\nCOimcPNJNJJXPJ4q1645iESuopTa15DV6SwzMWEQiYxSKhUwDPOsPrYQ4hw79jeTUurHQOsOvwI0\n8Nta6z95FoN69913m1/funWLW7duPYvbiAMaQWV0NEiptEI2u0EwOECtZmNxMcv2dr0KSn1f7ujC\nzQ3HnXNrt7/X0Jq5eeOGlVrNwpdf/hytFaFQAK21ZFgKcQ7dvn2b27dvn8l7nUl2pVLqz4G/1y7x\nRCn1DeBdrfV39r7/B4DulHwi2ZXP1lFJIwcDEmju3KmSzQ5TL9wc48YN14myGg9nZ6YBdeAexa4a\nsz6PTE8hRO/pldqVnQbwCfCaUmoK2AR+A/jNM7yvOIFG0ki9d5zizp0tGsuQrS15oB4Q5+fvUiop\n+vutjI5Okslsnuh+rZVM7HYn7733ALs90mySmkw+olQaOrS/124GeJLqKkIIAac/QvBrwD8DhoEf\nKKXmtNbfVUqNAL+ntf7rWuuqUuq3gD/lyRGC+VOPXDyVdkkjplliYSFGJlNlYMCCUpDJ1PB6rVy+\nHCQe9zVnT4ODnSuatNO6r7a0tEE67SIcftIk1WqtkUptkkjsUiiYDA7C6KiDxUULsZgPu93JnTsb\nzM/fpa/PgsPhx+l072vEKoQQnchh8FfMwkKMO3cK+5YHh4dTOJ2v4XC4WFxcBmxEImNtlxdPWmnk\nYJPUSiVIMunDbndRra4yNWWSSPj4+c+jJJNuvvIVxbVrEZLJR4yMXGNtbZtksh+nc5vpaT+l0mN8\nvkGpYynEK6RXlivFS6Bd0ohp+qnVGjM7O2AHGkuCNa5fH33q+7UugXq9VqJRL0o9aZJqGH4GBsYo\nl53UagEslg2cTjdKaUqlArlcDdD091txOt14PIOnGo8Q4tUiQe4V067bdz2ho76k6HCUqSfPcuZL\ngq1HBd54o49IJLJ3Nq9AX5+FeNwkFKoXar58OQik+eKL+6RSfQwOTlAo5CmXk8zN0ZzJAdKlQAjR\nkSxXin1Lio09OdOsdtXp+6zu3a6z+OJinGjUSyKRJ53OY7cvMD19s2VPrn5WrlPGpbTpEeJ8kOVK\ncSoHsyqhPrsrFF6jVnMRixVoZGCeNHB0e327zuKZTBWn0834uJvx8SEePtzG6XQD+7MrO2VcNiq4\nOBz7P4MQ4tUhQU601Sld/6SB47jrG7O1ra0MqVSOlZUveOedwxVPSqUC4bCNUqnQMmurL6U2rikU\n8iwvP+T+/TjhsA2v1ydHDoR4xUnTVNFWpyamh4Nf9cj3Oe76TKbK1laG7W0Dq3WG5eUnjVEjkSCh\nkInVukEoZPL227PN74PBNKAxzQrF4iMslnWWlz9hZ+dNKpXrPHw4wf37j7tu6CqEOJ9kJifa6tQM\n9eDs6rjElOOu93qtpFI57PYQ5XKRwUEPmUwRaL+M2vi+tfqJ0zmEYZhYLF6yWUgkUrhciv7+AUIh\ns6uGrkKI80mCnGirXYCBk3UC7+b6SCTIysoXLC+vMjhYr4Li9R7fK67dcmqtliGRKNPXFyCRSDAy\nkj1UwaVx6F0SUYR4NUh2pTiVkySidLr2pMkstVqN73//Qx498hMKeXjjjVFGRrKk02V+9rM0iUQZ\nyBCJ9DM66mxmbGqt91VvkdqXQrwcTpNdKXty4lQaiSWVygh37lT40Y/usrAQo90/VBrXVqujxGJP\n9t4as8bWxqxH+eCDe+zsvEl/f4i1tSrLy58QiQTx+excvToDZFhasvGzn23y5ZdjrKy4iMUM7t+P\nn2g/UQjx8pPlSnEqjWXDtbVtstlhSiW1r/dcu2vhcLbjSWZz0WgFj8eHxwPBYAiLZRelFJFIkI8+\n+oDFxSEGBqYwzXVWVrbp7/cCOZaXU+zuLjM9PUm5XJTal0K8AiTIiVNpJJa0lt9qH8Bi/OxnD0in\nk1y8GCYQ6CMcfhJkjjpqcDAAhkJWHj0ycbsNdndNLl6s/zVWSmGxGFy5Mk4m4wT8xGJrTE5CPh9g\ncvIS6+txNjcXuXZtmOnp2ef4pIQQL4IEOXEqjcSS7e04hUKe0dHJQ1mUi4tx7typYrF8g1otxoMH\nixiGm+np2WYiyPr6FqFQPSnluEPdk5M1lFolGl3k4kUbb7/9JFiFwzYyGYA8lUqeyck1DMOCxzOA\n1gqP53WczixO5wBLSwnZkxPinJMgJ06lsZ/WKMOVyWwyOLg/i9I0K6yupsnnFW63i1BoFJ9PsbSU\naAav3V3N0tIKkcjUoSB5cJkzm9XcuvVG2/HUA949otEKX/2qjbff/reb91lcTAKKvj4LdruT+XnJ\ntBTivJMgJ85EpyMHAKaZIp/3UioNs7u7i9P5CK93HNOsEI/nyOWy9PU5sVq39w5+W/e6JdSXKdfX\nt9jd1UxPjx67l9YoD+bz1YNXY68O4iST9fcZGxtlaWkFGNpLgpGSX0KcV5JdKZ45w/Dzxhse/P5l\nAoE4k5N2IpEgppkiHrdRqwWIx+3091v2ZVg2lilDoWtAhWj0c0Ih88izee0yOBsB+Hvfu8aNGzZs\ntk1crgzT0/WWPZJpKcT5JTM58cwZho1gsJ/x8eHm+TSlFIbhJxQqsLOTIxSyYhj+fT/XukwZiUxh\ntW4cO9s6KoPzYG+7WKyI3e5kaWkDt3tbli2FOIckyIlnrl3VE601ppkilfLg9/cxPOzFMDL7fq6b\nEmIHMy+9XktXZccaY7p3Lw54CYWuEY0WWFn5QjqPC3GOSJATz1ynVj4OxwV8vjypVB6v9zGRyNXm\n61prtNYkk086mEcih48UpNNJHI4LOJ1uYrECwWD62HqVrT8PMD09iVJqrxOCwcCA7NMJcV5IkBPP\nxcEZVypV4vPPH7O1VWF4uN4Wp3XWtLgYJx73EQ6H9zoJmM3XW48ULC9X8fszjI259zIva1y/Pnrk\n/VsDY6FQZmlpg0hkjFQqh89nANKaR4jzQhJPxHNxMCHkgw/usLAQolJ5k5/9rI/vf/89fvCDuyws\nRNFaH9mip/U1n89DKpUDjm6n03r/5WUPiUQeqM/i3O56VufUVJ5AwHPovRqFnefmNjqWLBNC9CaZ\nyYnn4mDQKhb7CQRszM/fJxYrk82OEo9fpFDYBuL79uOKxV1KpSRzc/V9uoEBC/F4/bVAwINhbO47\nenDc/f3+PlKpPOPjQ5TLRa5cCe11PR/Zm+2l9r2XdBgX4uUlQU48U53Ouk1O2lhczGK1BrBad3A4\nKqRSO2QyeSqVHF/7WphQKE0mU6NUqi8vVqv1fbdQ6Mm+WzhsJRK5emzng7W1bQqFMtPTkwwPe/F6\nH2O1WvcFs8beYeNnPvtsE6/XimlWpMO4EC8pabUjnqlGc9N6qv4KLleG2dkgU1PD/It/8SH37lnY\n2SkTDP5VMpkVgkEn1655CASMZiucubkNqtUn+2xW6wbXr492VdR5//3rRwWuXAkdmTnZ2pC1VCpQ\nLD7C6XxNWvQI8YKcptWOzOTEM3XUWbdf+qUrXLniJR7P8ejRl1gsK7zxxtcZHa0HoMaMqdNRgm6W\nERv311pjt9cTU04yZofDhcvlxzCkw7gQLyMJcuKZOuqsW+OsmsdT5StfGUXrEeLxepZl67Wduosf\ndfD74P3j8RyxmBWw8eGHOVZWvuCdd9ovcx4es01mbkK8pGS5UjxTZ9E5vNProInFju703fiZjz/e\nJJOxYbNdwOFwU62u8s1vOtoGr9b7DAxYUAoymZocEBfiBTnNcqUEOfHSOLhXFgym95Y1jw+gCwsx\nPvwwh9U6Q7lcZHBwh6mpYtszdUfdU/bjhHj+ZE9OnCudZnSmWSGRMNnZSdLfb8XlqnL9+mjz2sXF\nGFpDNnt41hWJBFlZ+YLl5VUGBz0EAh683sqx9+1mSVQI0bskyIkXolMg01rz/vtfsLxs4PN59g5n\n1xNKTDNFLDaB220Qi5l4vassLtqaM607d9aBCpHIFNHo7qE6lO+8c3XvnkW83sqhBJJ2iSzd1M8U\nQvQuCXLiheiUGbm4GGd52YPVOkEyWQR28Hjq1U4Mw08wWCGXSxAMWjAM/76ZVqnkAOozt051KI9a\namw3a3vzzRHaJb0IIV4OEuTEC9FpGTCTqeL397G9XcBud5FOx7l2zQGAYVgplwuAg3K5gGFYAdWc\naTkcJbQus74eY25umVCon9XVLXK5Gp9/fo9796KApVns+eD+XbtZ28Hi0o0SX/UZqKXj8qgQojdI\nkBMvRKdlQK/XyvCwF63TPHy4gmHssrIyhGlWMM0UWvdTn61V0NrKzMyT4wU3blhZWUmxvGwlFBok\nkbBjmnnqWZj9JJMhgkE/d+5s0XqmrrF0apoVisVHuFx+QiFb21lb6wy0dXlUyn0J0ZskyIkXotPZ\nt8afp1JxpqfHsNutPHzoJhiskEp5KZUy9PcP7s3+KodmWplMjYGBejWUn/70EblcDrfbAjhZWdnB\nbrdjt9uYn4819wO11sTj9aMITucQhtE5g7LT8qgkpQjRm04V5JRSvw68C1wBvqa1vtPhuiXABGpA\nWWt98zT3FS+/dj3mWv88k6lSrY7y5ZcbuN0GuVyCYjHH6qqLy5dHm4knMLbv51tniKOjbuLxDBsb\nJg8emHg8M0Aa01wlGAxgmnYcjhIu1xYjI2Hg+GDV+v4ORwmoZ2hKUooQvem0rXbuAn8DeP+Y62rA\nLa31WxLgRDe8XiulUoH+fiu7uyZ9fRacTgcTE2CxJAgGKxiG/9DPRSJBQiETq3WDQCBNMBiiWLRh\nGK/j8RSx2Yokk6u43Reo1QJks8NEo+Zez7qj2/UATE8HKBYf8fDhHMPDKd56y7HXAcGUpBQhetCp\nZnJa6y8B1PG77QrpXSdOoLFs6XJV8HpXyWZrVKtJBgdfIxIZplwuYhiVQz/XOkOcm4OBgVHW1kz6\n+iI4HCajo14WFx/y5G+sJhw2ju0m3rC0lMDpfI2LF+t7iUqZXL8u+3BC9KrntSengR8rparAP9da\n/95zuq94SbUGq4WF+lm4kZF6J4No9HNmZ4PHzpwaS4szM0N8/nmU/v4iAwMlvvWtGba2YpRKdgYG\nys1+ct2Qw+FCvFyODXJKqR8Drb8BFPWg9dta6z/p8j6/oLXeVEoFqAe7ea31Tzpd/O677za/vnXr\nFrdu3eryNuI8OqqTwVGmpwOsrNwjny8TiWS4fPkCPp+N6emrLC0l9hJPXG2DZT3jMsa9ewmU0ly+\nHGRmJiSHw4V4Dm7fvs3t27fP5L3OpHalUurPgb/XKfHkwLW/A2S11v+0w+tSu1Ls8/hxlE8/LVIq\n2XE4yrz1lpMLF8LH/txxdSePKgi9sBDjzp0K2ewwoBkYiHHjRj0gdltwWghxNnqldmXbASilPIBF\na72jlOoDvg3812d4X3HO1WOIDbADmk4x5WDQOq6j91H96DKZKqWSA7vdCUCpZCeTqXbMChVC9KZT\nJYMopX5NKbUKfAP4gVLq3+z9+YhS6gd7l4WAnyilPgU+Av5Ea/2np7mveHVorbl3L0Gp5KCvz8L0\n9CiZTPvGp42gVa2OEosZmGZqX9bkwICFhYUYc3MbLCzE2gTBavO9vF4rDkeJcrlIuVzA4SgfmXUp\nhOhN0mpH9LT6smGBbDYEKAYGtrhxo30T07m5DarVJ61zLJZ1DMPWsf9csfgIp/M1HA4XxeIupdLj\nZkHn6ekAS0vxQ3tysjQpxPPXK8uVQpy5TKbK9PQkGxtxdnaquN3bRCLX2l57XEfvubmNfTM3l8uP\nYdSPDpRKSRyOC1Sr7r2lywQzM2FmZo7f+xNC9C4JcqKn1QNXkbGx0L5sxidFkp8kf3QqFbb/vdoH\nwbk5qFbdgBwNEOI8kSAnetrBwDU9HejYb+64pJDGkYLl5QrhsI3p6dnma3I0QIjzSYKc6GkHA9fC\nQqxjv7njHKxWsrSUaL73cbNAIcTLSYKceKkc1W+um5/tdKTg6L5xch5OiJeVBDnxUmn0mwOTVGqD\nqak8kcjVQ9e1O+h9kiXJo87QHXWIXAjRWyTIiZdKY1nR46nyxht9RCKRtgGmXZBqt7/XabZ21Kzv\nqAAohOgtEuTES6XbiiPtglS7/b1OweqoWZ8UaRbi5SHtb8S51OhHB517xB0OVk8SWFr70h3sFdfN\newsheoNUPBHn0v59MwtaQzZb27cseVwB5+7eW/bkhHjWTlPxRIKcOPc6BbNGsDLNCqaZwjD8GIZN\ngpYQPeY0QU6WK8W51TgG8PHHm8TjObTW+5YlG3t0hmHD6XyNWm2MWMxgcTHe9n0ahZ3lH2FCvDwk\n8UScW40sSI8HYjEbkCQY7Dt0dODg3pxpbrOwEG0WZ+7rs+BwXMDpdEs2pRAvGQly4txqBK/RUScQ\nJ5/fJBQaObamZbGY4vFjP9nsJUCztXWXS5fyjI+7JZtSiJeMBDlxbrUGr0DAIBSi7QyscX7ONLcp\nFJL8/OcJ1tayjIxYCQRC2GxO0uk84+NDUtdSiJeMJJ6Ic+tgFmS9R1yiY1Zko3fdwoKNpSULUGF6\nukYkogkEdvZ6zbXP1BRCPDvST06INro5/B2JBJuBcH19i2JxiJGRUazWbaLRDdzuLDduXGZmZqp5\n7CAel2onQrwsJMiJV0a7SiWtJbp2dzXp9CY7O1YKBZiedvHd7441G6dqrZmfj2GaVfr7rYyOBvcd\nIBdC9B45QiBeGe0qlbQGvunpURyOHFbrCoaRIBTqo3XlfHExzu7uEMXiENvbBktLK1LtRIgeJzM5\n8cpo1zOuPpOrJ6eUy0VGR/3cuPGV5s9ksxvNrzOZKtPTo6yvJ8nlarhcGSKRyRfwSYQQ3ZIgJ14Z\n7Yo7Hwx8wWCQeLx9YeZ6tmaxJcuyJkknQvQ4ya4UokWtVuODD+4RjVYIh228/fYsFkt9VV9qVgrx\nYkjtSiHOyNMWbRZCPDtSu1KIM3JU+x0hxMtHgpwQLbrtFSdFm4V4OchypRAtut13k2VNIZ4fqXgi\nxBlpl4HZTruD5UKI3iNBTogOOs3qtNak00mWl6v4fB4CAQ/hsBwKF6IXyZ6cEB00Sn5Vq6P7mqku\nLsZxOC7g9ztIp01KpceH2vcIIXqDBDkhOuiUaWmaFba2MuzsVPH7+zAMv5yXE6JHSZATooODmZb9\n/Yrbtz/nj/7oEz74IE6lEiYWc2GaqRc8UiFEJxLkhOggEgkSCplYrRuEQiZra9s8fDiB3f418vlB\nHj68QzBYwTD8L3qoQogOJPFEiA4OZlp+/PEmbreBx1MgEDBwOncIBvswjMoLHKUQ4igykxOiS+Gw\njd1dk+HhADs7dykU7lMsPmJ6OvCihyaE6EAOgwvRpUbx5rt3t7BY/Ny8eY1KpSQHwYV4xl5Y7Uql\n1D9RSs0rpeaUUv+vUsrb4brvKKXuK6UeKKX+/mnu2Utu3779oofQtZdprNCb47VYLNy69Qbf/OYl\nvvGNN7FYLDgcLt5778MXPbQT6cVn24mM9dl52cb7tE67XPmnwFWt9XXgIfBfHbxAKWUBfhf4ZeAq\n8JtKqcunvG9PeJn+krxMY4XeHu/BrMu7dz96wSM6mV5+tgfJWJ+dl228T+tUQU5r/Wda69retx8B\n420uuwk81Fova63LwPeBXz3NfYV4kQ5mXfp8fS96SEKIDs4yu/I/pB7ADhoDVlu+X6Me+IR4KR3M\nupSD4EL0rmMTT5RSPwZad9UVoIHf1lr/yd41vw3c0Fr/zTY//zeBX9Za/8d73//7wE2t9X/W4X6S\ndSKEEGKfZ9aFQGv91456XSn1t4HvAd/qcMk6MNny/fjen3W6n/yzWAghxJk4bXbld4D/EvgVrXWx\nw2WfAK8ppaaUUg7gN4A/Ps19hRBCiG6cNrvynwH9wI+VUneUUv8TgFJqRCn1AwCtdRX4LeqZmF8A\n39daz5/yvkIIIcSxeu4wuBBCCHFWXkhZr24Ohyul/kel1MO9g+bXn/cYD4zlyPEqpd5RSqX3ZrN3\nlFL/6EWMc28sv6+Uiimlfn7ENT3xbI8ba48913Gl1HtKqS+UUneVUp0Sp174s+1mrD32bJ1Kqb9Q\nSn26N97f6XBdLzzbY8faS892bzyWvXG03Sbqhed6YDwdx/tUz1Zr/Vz/j3pgfQRMAXZgDrh84Jrv\nAj/c+/rrwEfPe5wnHO87wB+/qDEeGMsvAteBn3d4vZee7XFj7aXnGgau733dD3zZq39vuxxrzzzb\nvfF49v7XSv3M7c1efLZdjrXXnu1/Afzv7cbUS8+1y/Ge+Nm+iJlcN4fDfxX4lwBa678ADKXUiyoO\n2O1h9p7ICtVa/wQ4qsFZzzzbLsYKvfNco1rrub2vd4B56mdAW/XEs+1yrNAjzxZAa53f+9JJPev7\n4D5KTzzbvfsfN1bokWerlBqnnv3+v3S4pGeeK3Q1Xjjhs30RQa7d4fCD/w948Jr1Ntc8L92MF+Cv\n7k33f6iUmn0+Q3sqvfRsu9Fzz1UpNU19BvoXB17quWd7xFihh57t3hLVp0AU+LHW+pMDl/TMs+1i\nrNA7z/a/o54B3yn5omee657jxgsnfLbSauds/CUwqes1PH8X+KMXPJ7zoueeq1KqH/h/gP98b5bU\ns44Za089W611TWv9FvVztF9/0UH3KF2MtSeerVLq3wJie7N6RY/MLjvpcrwnfrYvIsh1czh8HZg4\n5prn5djxaq13GksYWut/A9iVUoPPb4gn0kvP9ki99lyVUjbqQeN/01r/6zaX9MyzPW6svfZsG7TW\nGeDPge8ceKlnnm1Dp7H20LP9BeBXlFILwP8F/JJS6l8euKaXnuux432aZ/siglw3h8P/GPhbAEqp\nbwBprXXs+Q6z6djxtq5hK6VuUj+akXy+w9znqH+19dKzhSPG2oPP9X8F7mmt/4cOr/fSsz1yrL30\nbJVSw0opY+9rN/DXgPsHLuuJZ9vNWHvl2Wqt/6HWelJrPUP999Z7Wuu/deCynniu0N14n+bZnmWB\n5q5oratKqcbhcAvw+1rreaXU362/rP+51vpHSqnvKaUeATng7zzvcZ5kvMCvK6X+E6AM7AL/7osa\nr1Lq/wRuAUNKqRXgdwAHPfhsjxsrvfVcfwH494C7e/sxGviH1LNue+rZdjNWeujZAiPAH6h6Wy4L\n8Id7z7IXfyccO1Z669ke0qPPtaPTPls5DC6EEOLcksQTIYQQ55YEOSGEEOeWBDkhhBDnlgQ5IYQQ\n55YEOSGEEOeWBDkhhBDnlgQ5IYQQ59b/D9+44pYI09I8AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11bc490d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"### A toy example: two dimensional data, four clusters\n",
"\n",
"dlen = 200\n",
"Data1 = pd.DataFrame(data= 1*np.random.rand(dlen,2))\n",
"Data1.values[:,1] = (Data1.values[:,0][:,np.newaxis] + .42*np.random.rand(dlen,1))[:,0]\n",
"\n",
"\n",
"Data2 = pd.DataFrame(data= 1*np.random.rand(dlen,2)+1)\n",
"Data2.values[:,1] = (-1*Data2.values[:,0][:,np.newaxis] + .62*np.random.rand(dlen,1))[:,0]\n",
"\n",
"Data3 = pd.DataFrame(data= 1*np.random.rand(dlen,2)+2)\n",
"Data3.values[:,1] = (.5*Data3.values[:,0][:,np.newaxis] + 1*np.random.rand(dlen,1))[:,0]\n",
"\n",
"\n",
"Data4 = pd.DataFrame(data= 1*np.random.rand(dlen,2)+3.5)\n",
"Data4.values[:,1] = (-.1*Data4.values[:,0][:,np.newaxis] + .5*np.random.rand(dlen,1))[:,0]\n",
"\n",
"\n",
"Data1 = np.concatenate((Data1,Data2,Data3,Data4))\n",
"\n",
"fig = plt.figure()\n",
"plt.plot(Data1[:,0],Data1[:,1],'ob',alpha=0.2, markersize=4)\n",
"fig.set_size_inches(7,7)\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" Training...\n",
" pca_linear_initialization took: 0.047000 seconds\n",
" Rough training...\n",
" radius_ini: 3.000000 , radius_final: 1.000000, trainlen: 15\n",
"\n",
" epoch: 1 ---> elapsed time: 0.008000, quantization error: 0.230682\n",
"\n",
" epoch: 2 ---> elapsed time: 0.006000, quantization error: 0.111277\n",
"\n",
" epoch: 3 ---> elapsed time: 0.007000, quantization error: 0.076385\n",
"\n",
" epoch: 4 ---> elapsed time: 0.007000, quantization error: 0.073312\n",
"\n",
" epoch: 5 ---> elapsed time: 0.007000, quantization error: 0.067887\n",
"\n",
" epoch: 6 ---> elapsed time: 0.007000, quantization error: 0.063400\n",
"\n",
" epoch: 7 ---> elapsed time: 0.006000, quantization error: 0.059976\n",
"\n",
" epoch: 8 ---> elapsed time: 0.007000, quantization error: 0.056107\n",
"\n",
" epoch: 9 ---> elapsed time: 0.007000, quantization error: 0.052724\n",
"\n",
" epoch: 10 ---> elapsed time: 0.007000, quantization error: 0.049561\n",
"\n",
" epoch: 11 ---> elapsed time: 0.007000, quantization error: 0.046435\n",
"\n",
" epoch: 12 ---> elapsed time: 0.007000, quantization error: 0.043389\n",
"\n",
" epoch: 13 ---> elapsed time: 0.008000, quantization error: 0.040236\n",
"\n",
" epoch: 14 ---> elapsed time: 0.007000, quantization error: 0.037543\n",
"\n",
" epoch: 15 ---> elapsed time: 0.007000, quantization error: 0.035363\n",
"\n",
" Finetune training...\n",
" radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 20\n",
"\n",
" epoch: 1 ---> elapsed time: 0.007000, quantization error: 0.032783\n",
"\n",
" epoch: 2 ---> elapsed time: 0.007000, quantization error: 0.032364\n",
"\n",
" epoch: 3 ---> elapsed time: 0.007000, quantization error: 0.032044\n",
"\n",
" epoch: 4 ---> elapsed time: 0.007000, quantization error: 0.032049\n",
"\n",
" epoch: 5 ---> elapsed time: 0.008000, quantization error: 0.031714\n",
"\n",
" epoch: 6 ---> elapsed time: 0.007000, quantization error: 0.031510\n",
"\n",
" epoch: 7 ---> elapsed time: 0.007000, quantization error: 0.031371\n",
"\n",
" epoch: 8 ---> elapsed time: 0.007000, quantization error: 0.031201\n",
"\n",
" epoch: 9 ---> elapsed time: 0.007000, quantization error: 0.031197\n",
"\n",
" epoch: 10 ---> elapsed time: 0.007000, quantization error: 0.031130\n",
"\n",
" epoch: 11 ---> elapsed time: 0.007000, quantization error: 0.031106\n",
"\n",
" epoch: 12 ---> elapsed time: 0.008000, quantization error: 0.031083\n",
"\n",
" epoch: 13 ---> elapsed time: 0.007000, quantization error: 0.031023\n",
"\n",
" epoch: 14 ---> elapsed time: 0.007000, quantization error: 0.030937\n",
"\n",
" epoch: 15 ---> elapsed time: 0.005000, quantization error: 0.030990\n",
"\n",
" epoch: 16 ---> elapsed time: 0.005000, quantization error: 0.030968\n",
"\n",
" epoch: 17 ---> elapsed time: 0.005000, quantization error: 0.030848\n",
"\n",
" epoch: 18 ---> elapsed time: 0.006000, quantization error: 0.030779\n",
"\n",
" epoch: 19 ---> elapsed time: 0.007000, quantization error: 0.030723\n",
"\n",
" epoch: 20 ---> elapsed time: 0.007000, quantization error: 0.030742\n",
"\n",
" Final quantization error: 0.030742\n",
" train took: 0.314000 seconds\n"
]
}
],
"source": [
"\n",
"mapsize = [20,20]\n",
"som = sompy.SOMFactory.build(Data1, mapsize, mask=None, mapshape='planar', lattice='rect', normalization='var', initialization='pca', neighborhood='gaussian', training='batch', name='sompy') # this will use the default parameters, but i can change the initialization and neighborhood methods\n",
"som.train(n_job=1, verbose='info') # verbose='debug' will print more, and verbose=None wont print anything\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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lwBa4bglXs8WGkg0VOzR2YYRVPjQqTBfwtN+ULihtX6di47BQuFLhOhZ/7jMcB0P6I7Ff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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11c18e110>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v = sompy.mapview.View2DPacked(50, 50, 'test',text_size=8) \n",
"# could be done in a one-liner: sompy.mapview.View2DPacked(300, 300, 'test').show(som)\n",
"v.show(som, what='codebook', which_dim=[0,1], cmap=None, col_sz=6) #which_dim='all' default\n",
"# v.save('2d_packed_test')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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3bz45M5e0QBbI4wok6KX8tbr00IJiHg+yEtfDbSzM+TtYTBR7O5GBK6ua0BqJ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\nCCxAEoEFSCKwAEkEFiCJwAIk+QE7Pb7zcQAhPQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11fb83c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"som.component_names = ['1','2']\n",
"v = sompy.mapview.View2DPacked(50, 50, 'test',text_size=8) \n",
"v.show(som, what='codebook', which_dim='all', cmap='jet', col_sz=6) #which_dim='all' default\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3]\n"
]
},
{
"data": {
"text/plain": [
"array([1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1,\n",
" 1, 1, 1, 1, 1, 1, 3, 3, 3, 2, 2, 2, 2, 2, 0, 0, 0, 0, 0, 1, 1, 1, 1,\n",
" 1, 1, 1, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 3,\n",
" 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3,\n",
" 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3,\n",
" 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3,\n",
" 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=int32)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# c = sompy.mapview.View2DPacked()\n",
"v = sompy.mapview.View2DPacked(2, 2, 'test',text_size=8) \n",
"#first you can do clustering. Currently only K-means on top of the trained som\n",
"cl = som.cluster(n_clusters=4)\n",
"# print cl\n",
"getattr(som, 'cluster_labels')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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ajjfPrWsLV7L0+UtDeJL+OFsuwWkvSMkqWnuZWpiScYmuB6rcXntvLRDV++TH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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ff69a10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v.show(som, what='cluster')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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CjQtXYvrlA1jSKUXqUY96C6M3yO/WCb3eNEqEkC5TrFH63vNYNnUQK6+7Bge7oU496lFv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\nhZKIiIhIDhVKIiIiIjlUKImIiIjk+P+LqVXy780v6wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ff1c850>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array([[ 0, 0, 0],\n",
" [ 0, 1, 1],\n",
" [ 0, 2, 2],\n",
" ..., \n",
" [ 19, 17, 397],\n",
" [ 19, 18, 398],\n",
" [ 19, 19, 399]])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h = sompy.hitmap.HitMapView(10, 10, 'hitmap', text_size=8, show_text=True)\n",
"h.show(som)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kAkAEhsaCnGQjE07uQSRBSm5JOsz0cNQi+uiwXyA5M4C8hZrheLhVCwsHHTp8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\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R4ZDMQoWBjIzLbX+IswdvIUIGjhh3a1+BKJXNV7SWXtBwSMoBJ6zzcTwmbqCJA3QwiTvi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\nAsuysaSFtGwsyzI/mezbabjZh+9vP6Tp+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murmwxHFzza+xyArY1dWq0uItsNrnO9JdWp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\nmY8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ff94e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"u = sompy.umatrix.UMatrixView(50, 50, 'umatrix', show_axis=True, text_size=8, show_text=True)\n",
"\n",
"#This is the Umat value\n",
"UMAT = u.build_u_matrix(som, distance=1, row_normalized=False)\n",
"\n",
"#Here you have Umatrix plus its render\n",
"UMAT = u.show(som, distance2=1, row_normalized=False, show_data=True, contooor=True, blob=False)\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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RLGap111EImK/+lU7sUGqk3q6vZ3DYvFz5swbPHy4jtudJxLxEI2KANXtDhYE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uu020ZGR0+TSNg5ql+ifmDv1uuFhYe8916D1dV5trfXaLXsOBwCDoeBXC6GLCuHprjeC4ZMJjun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\nURTlwFJJSlEURTmw/n9wA/l+qc/frgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11bc49310>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dlen = 700\n",
"tetha = np.random.uniform(low=0,high=2*np.pi,size=dlen)[:,np.newaxis]\n",
"X1 = 3*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y1 = 3*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data1 = np.concatenate((X1,Y1),axis=1)\n",
"\n",
"X2 = 1*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y2 = 1*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data2 = np.concatenate((X2,Y2),axis=1)\n",
"\n",
"X3 = 5*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y3 = 5*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data3 = np.concatenate((X3,Y3),axis=1)\n",
"\n",
"X4 = 8*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y4 = 8*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data4 = np.concatenate((X4,Y4),axis=1)\n",
"\n",
"\n",
"\n",
"Data2 = np.concatenate((Data1,Data2,Data3,Data4),axis=0)\n",
"\n",
"fig = plt.figure()\n",
"plt.plot(Data2[:,0],Data2[:,1],'ob',alpha=0.2, markersize=4)\n",
"fig.set_size_inches(7,7)\n",
"# plt.plot(np.cos(tetha))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" Training...\n",
" pca_linear_initialization took: 0.010000 seconds\n",
" Rough training...\n",
" radius_ini: 4.000000 , radius_final: 1.000000, trainlen: 10\n",
"\n",
" epoch: 1 ---> elapsed time: 0.039000, quantization error: 0.353470\n",
"\n",
" epoch: 2 ---> elapsed time: 0.038000, quantization error: 0.226071\n",
"\n",
" epoch: 3 ---> elapsed time: 0.043000, quantization error: 0.184173\n",
"\n",
" epoch: 4 ---> elapsed time: 0.038000, quantization error: 0.167240\n",
"\n",
" epoch: 5 ---> elapsed time: 0.040000, quantization error: 0.144255\n",
"\n",
" epoch: 6 ---> elapsed time: 0.040000, quantization error: 0.122402\n",
"\n",
" epoch: 7 ---> elapsed time: 0.040000, quantization error: 0.099768\n",
"\n",
" epoch: 8 ---> elapsed time: 0.038000, quantization error: 0.077293\n",
"\n",
" epoch: 9 ---> elapsed time: 0.036000, quantization error: 0.056513\n",
"\n",
" epoch: 10 ---> elapsed time: 0.036000, quantization error: 0.039062\n",
"\n",
" Finetune training...\n",
" radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 13\n",
"\n",
" epoch: 1 ---> elapsed time: 0.036000, quantization error: 0.028419\n",
"\n",
" epoch: 2 ---> elapsed time: 0.035000, quantization error: 0.028875\n",
"\n",
" epoch: 3 ---> elapsed time: 0.035000, quantization error: 0.028074\n",
"\n",
" epoch: 4 ---> elapsed time: 0.035000, quantization error: 0.027856\n",
"\n",
" epoch: 5 ---> elapsed time: 0.037000, quantization error: 0.027739\n",
"\n",
" epoch: 6 ---> elapsed time: 0.036000, quantization error: 0.027669\n",
"\n",
" epoch: 7 ---> elapsed time: 0.037000, quantization error: 0.027661\n",
"\n",
" epoch: 8 ---> elapsed time: 0.036000, quantization error: 0.027611\n",
"\n",
" epoch: 9 ---> elapsed time: 0.036000, quantization error: 0.027541\n",
"\n",
" epoch: 10 ---> elapsed time: 0.035000, quantization error: 0.027496\n",
"\n",
" epoch: 11 ---> elapsed time: 0.035000, quantization error: 0.027460\n",
"\n",
" epoch: 12 ---> elapsed time: 0.036000, quantization error: 0.027413\n",
"\n",
" epoch: 13 ---> elapsed time: 0.036000, quantization error: 0.027433\n",
"\n",
" Final quantization error: 0.027433\n",
" train took: 0.889000 seconds\n"
]
}
],
"source": [
"\n",
"mapsize = [30,30]\n",
"som = sompy.SOMFactory.build(Data2, mapsize, mask=None, mapshape='planar', lattice='rect', normalization='var', initialization='pca', neighborhood='gaussian', training='batch', name='sompy') # this will use the default parameters, but i can change the initialization and neighborhood methods\n",
"som.train(n_job=1, verbose='info') # verbose='debug' will print more, and verbose=None wont print anything\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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k/eRrpct48r1fBUsFMHwzuqYP4wd4b616Woy9Kh+hXPP/KDkDkBhBytX4rVfn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\nbvsk+78WJlPCqcza0gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a144e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v = sompy.mapview.View2DPacked(50, 50, 'test',text_size=8) \n",
"# could be done in a one-liner: sompy.mapview.View2DPacked(300, 300, 'test').show(som)\n",
"v.show(som, what='codebook', which_dim=[0,1], cmap=None, col_sz=6) #which_dim='all' default\n",
"# v.save('2d_packed_test')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3]\n"
]
},
{
"data": {
"image/png": 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8Bqnfut5aGPsP1Pxc72vJTPEQzIrn+rU+2XGpmG2tjGQyAL+Q9whmVMwAALjU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\n/doAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a08bd90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#In this case, K-means simply fails as expected\n",
"\n",
"v = sompy.mapview.View2DPacked(2, 2, 'test',text_size=8) \n",
"#first you can do clustering. Currently only K-means on top of the trained som\n",
"cl = som.cluster(n_clusters=4)\n",
"v.show(som, what='cluster')\n",
"# v.save('kmeans_test')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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+zqYgyjVTUCzy34aaSmoBnn9BbXHj4ochmowKGE5fVAAjU6hzZlBACtJYBANs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\nQYjAYYvyM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AiS2ACm7+NiEgXsCpgHlqivhcsNsfz/X/betNmS4zwTe97MOufeRjcaJLER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c5RxrmOEZfeYPLLZMxuwAIyMxwEXUWbUyUMS6pwYWwwEUAzCVD5mADNLows6zjXJMUMdD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\nAWDIaC8ACmo/2HkNDPu75QL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7BpxHII99nkawpSz5m+99A7761QcwTbPaZPxnSCmH3sPT\nIzdtrrwU6v2i5de++si5od5zPcNYTrApxxiq5GM5wVhPMNp6Oe62N7o91DNlMTIwDKCcu+22nkG5\n38YwYOYBZzz2qY444wFnvMFpHTHxgNO94yMKBmSCqyuG1Lu0FluKA8cSQhwA7QKj4KJ+mtjynFoZ\n108rTk4Ljs8qjk8Ljk8rjs80D/tPzvrt49PagRB2UCJAJ+pvfb0qZanU7BD8CbhzI50WOKi/gaHb\nbutNh93n7otg5ZjlOQGkLAaFoHJYRLAl86Ia9gEiyM9mxlRaOitCT0+zbbMK/H7fPDPmqWqK69IZ\nlJklt+143ly9nDmUL1dIJFmlv+M5HL6Psx2BvTgUAKvbro3ZaOoUaB4YED3Aut0dBxBtJ2K+vo/0\nmgYyu9HzYmQtlHx/rIVpX6a0sm895UH8YGzGFKam2tRV6zjz3jHrUAVctMFM8oHNIl/Zz2xMhthW\nTCXhrCbMmgvoOJCXhLOzomkO64f29dvMLMA/N0Bhs268TINtSwc8hoSjTcZuo3ZLG7Fd2m0W69uM\no42ea+vbDIlgbf0yBdWHrqPtX55TWW1Nau3ySRmcae
@XinyiYS
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XinyiYS commented Jun 22, 2017

Well explained, great read!

@d-ataman
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d-ataman commented Aug 9, 2017

Thanks a lot for the instructions, they are very helpful!

Can we similarly use 3-D data with the same SOM.build function?

@krisjanus
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how do you write the cluster labels back to the original dataset?

@shuangYUgit
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Thank you very much~!

@ukuleleplayer
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Thank you!
I've somewhat understood the examples above, but how do you go about using a dataset with 54 dimension which should cluster in 7 clusters?

@Rahib4
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Rahib4 commented Jul 12, 2018

I have the same question, how do we map clusters back to the original data? Given that we have extracted clusters for 400 neurons on the map but in reality, we have 800 points in the dataset. How do we use sompy to map it back to the dataset

@michaelscheinfeild
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how to get the accuracy of classification train test from umat

@AbdalaDiasse
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How to find the cluster label of the original data

@Mind-The-Data
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Mind-The-Data commented Dec 3, 2018

How would you implement kmeans outside of the sompy.py module? How do you access the codebook weight vectors of the grid?

@AbdalaDiasse @Rahib4 @ukuleleplayer @krisjanus

#To map grid cluster labels back to original data
map_labels = som.cluster(n_clusters=9)
data_labels = np.array([map_labels[int(k)] for k in som._bmu[0]]) # mapping labels from grid to original data

@AndreyBezhentsev
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What happens if I have 3 or more columns in entry matrix?

@KaderBerrouachedi
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SOMPY in spark ?

@mrexox
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mrexox commented Apr 4, 2019

Is it possible to extract data rows that match desired clusters after clusterization? I needs not umatrix but the entire data, what can you advise?

@hainguyenct
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Is it possible to extract coordinates of all features in the map? Let say, we have 100 features to generate a SOM map with 10x10 clusters, how to know the coordinates of features shown in the map? thank you so much.

@robot007
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Awesome work!! Thank you so much.

@heartofrevel
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Hi,
Is there any way so that i can have same cluster number on same dataset every time i run, like a seed parameter?

@CUGLiving
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extract data rows that match desired clusters after clusterization

Is it possible to extract coordinates of all features in the map? Let say, we have 100 features to generate a SOM map with 10x10 clusters, how to know the coordinates of features shown in the map? thank you so much.

Absolutely, you can enter into the source program and acquire the data what you want though add a few lines of code at the end of som.train() function, Actually, all of the graphics must be drawn by computed data,you can let that data return to you in source code. hope to help

@sfaz
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sfaz commented Feb 20, 2020

I am trying to install sompy but getting the error 'cannot import name 'SOM' from 'sompy' (/anaconda3/lib/python3.7/site-packages/sompy/init.py'

Please help

@rebelgiri
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Is there any prediction example?
By passing input determining the cluster..?

@lidiasm
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lidiasm commented Jul 12, 2020

I am trying to install sompy but getting the error 'cannot import name 'SOM' from 'sompy' (/anaconda3/lib/python3.7/site-packages/sompy/init.py'

Please help

Any solution? I'm facing the same issue.

@rebelgiri
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rebelgiri commented Jul 12, 2020

Did you install sompy?

Create new environment in python and download the code from repo.
go to your python environment and traverse to downloaded code and run the script
python setup.py install

@lidiasm
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lidiasm commented Jul 12, 2020

I tried that and it didn't work. I finally installed it following the next steps:

  1. pip install SOMPY-master.zip
  2. pip install ipdb

Is there any documentation somewhere? It's difficult to use some methods without documentation or examples.

@rebelgiri
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rebelgiri commented Jul 13, 2020

Example:
https://gist.github.com/sevamoo/035c56e7428318dd3065013625f12a11

I think we have only this example..
We need to read the code..
There some more SOM libraries, in case you need them
minisom : https://github.com/JustGlowing/minisom/blob/master/examples/Iris.ipynb (well documented, author available on twitter)
neupy : Self-Organizing Feature Maps (SOFM or SOM)
somoclu and SimpSOM

@anisioti
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Hello,
I would like to create a map not only with the trained instances, but also with unseen data that are going to be used by the function project_by(I assume). Is there a way to do something like this? Thanks

@akol67
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akol67 commented Jul 4, 2021

Indeed, good question

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