Created
April 19, 2016 20:06
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Basic_Exaples_20160419.ipynb
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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 as sompy\n", | |
"import sys\n", | |
"import SOMPY as sompy\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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Anh6Tr3+9T4pHXpLaIKv8Q8NxHGKxnYKd3b0h9285VdtQOBqtv752lN74/4FK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\nBqOj3aytveDFC4s333R5550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fW0ACkMmY1UbGjQeFSsssIYR4fZ2qYKsNroWFFLGYiWHs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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x105ae86d0>" | |
] | |
}, | |
"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" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
" Training...\n", | |
" pca_linear_initialization took: 0.003000 seconds\n", | |
" Rough training...\n", | |
" radius_ini: 3.000000 , radius_final: 1.000000, trainlen: 15\n", | |
"\n", | |
" epoch: 1 ---> elapsed time: 0.007000, quantization error: 0.231323\n", | |
"\n", | |
" epoch: 2 ---> elapsed time: 0.007000, quantization error: 0.114504\n", | |
"\n", | |
" epoch: 3 ---> elapsed time: 0.006000, quantization error: 0.079420\n", | |
"\n", | |
" epoch: 4 ---> elapsed time: 0.006000, quantization error: 0.074978\n", | |
"\n", | |
" epoch: 5 ---> elapsed time: 0.006000, quantization error: 0.068710\n", | |
"\n", | |
" epoch: 6 ---> elapsed time: 0.006000, quantization error: 0.063883\n", | |
"\n", | |
" epoch: 7 ---> elapsed time: 0.006000, quantization error: 0.060638\n", | |
"\n", | |
" epoch: 8 ---> elapsed time: 0.007000, quantization error: 0.056556\n", | |
"\n", | |
" epoch: 9 ---> elapsed time: 0.006000, quantization error: 0.053060\n", | |
"\n", | |
" epoch: 10 ---> elapsed time: 0.006000, quantization error: 0.049074\n", | |
"\n", | |
" epoch: 11 ---> elapsed time: 0.007000, quantization error: 0.045596\n", | |
"\n", | |
" epoch: 12 ---> elapsed time: 0.006000, quantization error: 0.042535\n", | |
"\n", | |
" epoch: 13 ---> elapsed time: 0.007000, quantization error: 0.039716\n", | |
"\n", | |
" epoch: 14 ---> elapsed time: 0.006000, quantization error: 0.037162\n", | |
"\n", | |
" epoch: 15 ---> elapsed time: 0.006000, quantization error: 0.034505\n", | |
"\n", | |
" Finetune training...\n", | |
" radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 20\n", | |
"\n", | |
" epoch: 1 ---> elapsed time: 0.006000, quantization error: 0.032206\n", | |
"\n", | |
" epoch: 2 ---> elapsed time: 0.007000, quantization error: 0.031729\n", | |
"\n", | |
" epoch: 3 ---> elapsed time: 0.006000, quantization error: 0.031259\n", | |
"\n", | |
" epoch: 4 ---> elapsed time: 0.006000, quantization error: 0.030934\n", | |
"\n", | |
" epoch: 5 ---> elapsed time: 0.006000, quantization error: 0.030815\n", | |
"\n", | |
" epoch: 6 ---> elapsed time: 0.006000, quantization error: 0.030730\n", | |
"\n", | |
" epoch: 7 ---> elapsed time: 0.006000, quantization error: 0.030624\n", | |
"\n", | |
" epoch: 8 ---> elapsed time: 0.005000, quantization error: 0.030602\n", | |
"\n", | |
" epoch: 9 ---> elapsed time: 0.006000, quantization error: 0.030630\n", | |
"\n", | |
" epoch: 10 ---> elapsed time: 0.006000, quantization error: 0.030634\n", | |
"\n", | |
" epoch: 11 ---> elapsed time: 0.006000, quantization error: 0.030629\n", | |
"\n", | |
" epoch: 12 ---> elapsed time: 0.007000, quantization error: 0.030603\n", | |
"\n", | |
" epoch: 13 ---> elapsed time: 0.007000, quantization error: 0.030601\n", | |
"\n", | |
" epoch: 14 ---> elapsed time: 0.008000, quantization error: 0.030601\n", | |
"\n", | |
" epoch: 15 ---> elapsed time: 0.005000, quantization error: 0.030601\n", | |
"\n", | |
" epoch: 16 ---> elapsed time: 0.007000, quantization error: 0.030601\n", | |
"\n", | |
" epoch: 17 ---> elapsed time: 0.006000, quantization error: 0.030601\n", | |
"\n", | |
" epoch: 18 ---> elapsed time: 0.005000, quantization error: 0.030601\n", | |
"\n", | |
" epoch: 19 ---> elapsed time: 0.007000, quantization error: 0.030601\n", | |
"\n", | |
" epoch: 20 ---> elapsed time: 0.006000, quantization error: 0.030601\n", | |
"\n", | |
" Final quantization error: 0.030601\n", | |
" train took: 0.243000 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": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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VxY+4VUXjdVmEj219UwZnwPATvQYoHRcgGB6E93xlMR8AqdUVVK8bcN0w9V9djbzKoKzd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\nAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10bfdc0d0>" | |
] | |
}, | |
"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": 6, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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ENy/LlaOOHVDbZHcsy7WQZEuIkutOSCpfx3lQ0sm5UCGLwzjj+AEAvz1CE4AHFaaAT0e+\nc8wBKU2VphCW6v22PDd6qNatT+Y95L573telRQCPhtAE4OFMIWlanmsVpmXIZWvsjvvGnS3RLSGq\niKGpPJ73jFuviFueX6pTksZjXz8WgN8ZoQnAAzlbzhrLc4dqk9pgyxyOfak0nVWdnktPUw83Iej0\nz6lj4DkNQSev7XOmADwSQhOAh7LuPTeGWbYZSser5lp4GtWlsz6mGJhqpcnj52yfdzXO3X2d33vd\nvY8J4HdEaALwMOLVZuNqufUS/3n0QAoTweM8psOspnjk2tf0U18lIQj4rAhNAB7cvMy19g/FkDVO\nzKMD5ibuOB4AAIb00V8AAADAIyA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAAwAWEJgAAgAsI\nTQAAABcQmgAAAC4gNAEAAFxAaAIAALiA0AQAAHABoQkAAOACQhMAAMAFhCYAAIALCE0AAAAXEJoA\nAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJAADgAkITAADABYQmAACACwhNAAAAFxCaAAAALiA0AQAA\nXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAAwAWEJgAAgAsITQAAABcQmgAAAC4gNAEAAFxAaAIAALiA\n0AQAAHABoQkAAOACQhMAAMAFhCYAAIALCE0AAAAXEJoAAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJ\nAADgAkITAADABYQmAACACwhNAAAAFxCaAAAALiA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAA\nwAWEJgAAgAuePvoLAPBZeL9n957zwxPX3tee95tSPcx3pXpYPZLvMuX6OCt5ro+z5OXW5DK5JJe5\n18/h9eOffoEAIInQBOCX1cDRH/r0nC2vO33u7nvix3elPEJTCU43JZ2EJ2WlHp5qkJLX2xqeQmCy\nHqAA4D5CE4Bfcgw+LfQsj1963uNj1UrQONcCTgxMW7s/Bak5PM0hqQQlc+/Vph6WpooT4QnAOUIT\ngF/Qlt1axWacM3kPShbCyPF8eY9Noer8/FplsrpMd/9oS3IlQCkenkNYuvN9AUBAaALwi+LyXOwV\nGmHpLEAdQ9LJOR8BypRrFWmpLOlWj7FMV472+trbdLfapOk+ANxDaALw08qyW/vPCD62PC6vnZuv\nTx+H9549LmEoNoLf5qCkvVeV2m1SWKabDlepOsVqE8EJwH2EJgC/rAWNtbl6Cj1eQop9JyjF163v\nHyGphiaN+/EKutSX5sISXa8y1WW5VnGaQp7CLQDMCE0AflGsHI2lrhZ4zLNGIBr3y/NzODLlcN/L\nmIAQpEZVKYamfao6tbCU1sAUKkzjSroaljwGvrPRBwBAaALwS+axAbYGoqW6dDyX53A0BaWxhNbe\nm0I1acxlmkcOxLA0Lc15mNcUAtPUpE6RCcALCE0Aftk0IqBXmI7hqFV8YqjqgWYJSPE51fcm3QtN\neT7fepviEl2sNLkflgV7bxPzmgDcQWgC8PPCfKU4+2geGjkHpnHbQlI+CVBnj8f4gBGaasO3h+Ck\npeK0DLQsISwsC06N6dM3BgATQhOAX+exShODkh8D0yE8xduzcHUvNOVl25S9TwFP4bVTE3gPUHNP\n0zzqAADOEZoAvKrToPRiYIoh56WwFAJRWHpL/TV76Hsar+n7zykvvVNrhYnqEoCXEZoA/KLRwzT1\nBi1X0N0PSvshIKVYIVIMRCcVJMWK03jtumHvoZIVRh+0rVzm0QMAMCM0AfgF64a8c4CaKkatUnS3\nMjSatlNs4u5haddLFasU3v9ShWuEubhUR1gC8H2EJgCvoF2yHys3rWdoNGCv1aCxue4clEYAWpfj\nXuqHirf+YsBqV/BprYy14ER+AnCC0ATgp5VtVI7bpFgMTlNVZ1lS60to6xVvyxVyscr0vSvs+hDN\nkyW56X2xUb1+Q+FqQABYEZoA/LK1l2neELc2YC8BacxQ2peQFGcv3ZZRAnFMgU8haDofAtU6LLOf\nX7/mw1IjAMwITQB+Xc0Yphagav9QXB4L1aYYhO4PrFz3ktt72LElCGkJS9NrToZprmMR2LAXwBWE\nJgC/KM46mids92pT62mKy3NT39LYPy7uKVfO30JoWieNn9xflwdP7y/bp0yTwKkyAThHaALwC+Yl\nLWsTtj0EJc1H6stzx2C03u+b8KrcHve3CyFtmcE0B6SsGOzmTYKPe9ABwBlCE4BfNg+IDOMGWphZ\njt7c3ZbpDoFpvu3VJh1Dz6XHyyDL+fFoBLf6LbBEB+AMoQnALzruPXfYf05rxamOFQi9S7ZUl8rt\nuG8noal93rNg9FJYuneOShOAlxCaALyCOONoWZ6bjn2635u+Qw/THJjm4NQ+17xX3BqSLp735TVT\ntQwAjghNAF6Ha+oTOhynwSmPoKQ1JK3hadc8RFOKVa7+2NflQi1BaZwfPVn3ngeAgdAE4Bcc5zKV\nc2G45NnYgenquHDoXqXp1itNdhhA2YLRct7vnD97ff2Y9DIBeAmhCcAvmYNGCR79Kjq1kQB5Wq7r\nQy4Py3Kt6Xs+tnyT+e07wyfnc3df6/Od9esHgHsITQB+WrvabGquDs3XU1hqIwdOluimJnCNmU3J\nb0r5puTPoacJAD4GoelneVwG6P85Pl7+VTtufPlH7fLY+Rfvm7H+n+PjfjM/lmwpSSyPbVnYWR9L\nin/Bp9WNw1/5vdefvvjdmbwGmmPD9jQ+IG7E2ytMo5+phSm1feqWuUr2G3yvACARmn6O+whGy63H\nxy34nN3eeX97n8fX4/XUgGQtKJlGwAm3vjxWfH29tfh+9/n1rpB0lj3N7i4PzX034+13zt97/Xtx\n1YD03EPTOmfpbG+52OOk3iA+jymQRFgC8NshNP2oeNWOew9A3u7HwBSeH8/VYBWf153XE5peXw1A\nblZDTgg+/ZCsP3fyfP04/WOY19ervKdcvqUWh47h584VXN99fpw7XB32IT8rfrdhe+1TihUlOzSI\nn19tF5f9AOB3QGj6GSHg9LCUfQk+4TUvPPf95z/6m/1kzKRkS0iyEnrakWIgWl5z8t4SoGqeStK8\nmDZXGe/td3Y8X957b9bQFKx8fv97OgtKdnrkQ5WpL8u1w/Pyj4m5kgYAH43Q9LNadakFnuzj//Rz\nDVM5/BLIy3PLOXk+f47fFa+rhZ6URlBqISml/tgszQErpfKabLJkkqU5QKVUVuTa35cdg9M0JfsQ\nltpWHutWIMu5dUjjMqDxPZl8udqtNXK3o1WZ8nQ7N4CP/eqOE8XZzgTA74XQ9DPWalDOPfh4jmGo\nns9Z7uP+FJKWx8q5nGvvx+tqgamFoFTDTw1MVh97D1CphKSUelByT2VJzsN7cy7ByWuvU+xxCstM\n69VlIwgdg9HZprLf329t/X51P0vF59bXXXxu2uZE+7jaTeFKON36eIG2YW86bKtS96mrfU5zeASA\n3wOh6Ue1311TT1MIOzmGoxqW9uXc8pqzc/1j4XW1wNTCTj1aMPK751yWXPIaiFplSUlSCUzlZ8Fq\nuWnuZ5r7mmLfTgxLWadBqgenvLz+GKAOXio+vbT6dek5PzR9p7AlythPLp8v0S0VJ3n8nuInotwK\n4PdAaPph41/8pyGnHXs4ty+viY/3JTjtWcr7+Bgf/e1+MtZC0JZ6gFJK8vi43m8ByvrjTdpSyUQ9\nPLfg5CUsteA0iZUTHQKTee7Pz/dL5eX8/hqy2vvel52Fprq5buxxOizNHSpMPu73wZjtz45lOgC/\nB0LTz+i/NEN48iUs7SH45L2EoRaWwnPKu/zec/v+0d/pp9MD07aVAFUDkbZNttWglLc5PPkm21ol\nZ5PHy+MtFJdqFcp7f9L6yY/LbCPstMvuWzVpCUseQ0Xu721LWh8zz8hDKBqh6RiYRjN46jOaRoCS\nr+EpVNL4VwOA3wih6SeUFhXvwclD1akHpikQlcfeztdg5Le9VJWW5zy8n1LTK5sCU60cbZu07fXx\nJttzuZ/rc+4hOEnaXH0BLowdUG7VJikuLR3GB7wQmHoQakFiClBtP7fje9rHeVeuKSSV0JRrY3g+\nhiktS3RhmbIvzy3BqVd1AeA3QGj6KaOXyZfepFglOgahXbrFIBXO7zVEref5ffG6akjqAelpk297\nrTRlaSuByXKWfKtXM2515c2lbYQlb/Oc6swms/FzsSpTn9YBjmeB6Sw4xcrS+eOxRPd+xtew96W3\n5C0cjV6mOVidz2rSYWnupSYrAPgYhKYfFf//PC7P5Xwehm57D0NeH2tv5241RIXz7X47z7+yX9e2\nSU/lsG2T38L9pydpy7KnLM+lwmTZ+ygI801S7WPqHd7lSjqlFpiWz9eqTi0IhCpTq7AcAtMUjs5u\n23v2k/D0vkZ1KQQlxQAVtk/pAeukrykuP9bqHFfPAfjdEJp+WKgm9HlKYdRA7GlqwWe/lZB026Xb\nrQcjv91CiDre9xuh6bXZ0ybfn6RbCE/7k/ypXL1oT208RPlF7qEpeYSlMNQy53KVXS5jCvpVbC/+\ntfkh7LwcmJagcfr6PVSx3k+/Mq5/PTFEla9tVJj2w+t7f1bt5ZqvBOTqOQC/F0LTz/JlGvh0BVzo\nU2rhpwehcPvcAtTy3POtn+MXxusqlaVd9vQk32NgeqohKZfq0lPZ7qaca8twqstwuzybbDcpZSmn\nUGm694t+6d85aQi/H5Tmq87S4Vxc9nrPP0yFwDZCXFq+3vb8MWDNDe3HPxv2nwPweyE0/YzQBK76\ni3buZ8p9ea4HpucWim4hHD0vIalWpJ6fx/uoNL2ubZP9qV2l+FT/3p5kdaaW5Sf501gW8nZrYfKS\nmWR7CVA1KFtOmiqQk7rEFBrExwTsudpyLzDFpa4STGI1Z7z+fbleqpCl6bn9+JrQjzWuGMzhz4af\nfQC/F0LTz5qqTKGnKc/9TL1vqYWi53D7/DwqTuttC1KEptf1VIPSXoPSnmvwaZWmdpl7rTCpRAPr\nzd4mT20fujDMtI+e0FJkilfPLQMp1+AUK0lrYDose4XG6vDce7vef/X9ni3FKlP484s3APCRCE0/\nqlWYYm9TnOa9j4rT3LsUA9NzDUbPIyA93+S3+vjb83g9oelV2VMJtfanViHKfUmuzVfyuCzU1rum\nfeZq/1LcAqcefYbTSXvRcSuUGiqmKsu9wLRM1z69Yu0jGsFj8Dnr04rVtO+9rv1ZKPxvTCIxAfhd\nEJp+WPuXbwtNuY4emHuafJ+vhhvBKQSmb8+j4hRu/dvzOEdoel1P+3FERKsWhj4aV6gySb265Knt\nT7fXSeKtUjVmDfUBl/FnJc5pWoPTGpba8tbJwMh4hdpheGS/+uz9jOGbaxhq35vfCVDHKwhH0gz9\nX/0z8b8DAB+P0PQz+sU9J3Oa2nTv0AA+LbnFUPTteQ5I355DmKrPEZpe15/a8twe+pHqspzG32vT\nl+VSklvZj87b/nU1MPXluZN+pnnvuXEpfQ8LHgPCaJaetyVZQ1N77raca8Hj/ZxtAzNNLY8Bappq\nvkxBX0LUHDIB4PdAaPop69iBOz1NceZSC1DPI0DF8DQFpm/f+jlC0+vyfS8hKefQh+RLdWkdWjmC\nkvZUepm2ec9Aax+vH+snluKVYSUoLFWmeCgv84/a7W2EqVyCU3z+PfUgeBqaliXIMFZg3aA4hqzj\n2IH6hwcAvwFC04/q/wgOSzFx7EC/ei6HwZVL8/fz8xKYvo2q07dn+R/f5M/fSmjK/MJ4VTn3ANNm\nMLU/Yau/zsvVciU09SW5LUm3NKpMe5Lt23mV6fBXNioncQlvXCEWribrQWrpYVo3xq33Y2hK794I\nvnwfMRBN1abluSVQrUuWcWNjAhOA3wmh6ae0Rt8QlmJPU177mZZm8BaeYmD649uoMoX7hKbXVRq/\n54pQqy6VkKReXSoN37WHadvlaZftZUPfQ5Up++hrWn7Zz305635rrRl83Kap6jRvfjsFph6iRoB6\nV64lJK2h6YXHPgejKTxNz6v/HQHARyM0/YzYzzQ1gvuoMq1zmsI8Jq/VptHXtASmP8otoekNhGW0\nucqkeT+50LukdCv70W27tKeyxLdvmhrJ7y7NLeFAMVSNZatxW5u81ZrCw15uWgPTuN+C03tbQ9F0\nrgeh9uet0ThdAAAgAElEQVSwhiMdg5W0BE9+/gH8PghNP8jb/5FPPU15rjhNwekWglOoNH27jSW5\nP9bA9Me4T0/T6/I8KkuKVSZJlmrjd5JSkllZjlNKsqebdNvkW5LVsRJtxlPZRiePpTfdC07tcy5T\nwD3ejxWmPI7aEH4MTiNAja1U3lsYsxADUagYXTrvy2vCxweA3wGh6UdN/whuy3Nef4mGBvBeZRoN\n4L269Pwsf/4Wlue+yf/8Taphyf8cQ9P7z9751Pa5p2ldnpONK+ZktZdpS/LnTdpuZXmuLr1a3k8r\nTW0o5mwO2+tVc4c5TaGXyXpV6XZSaZrPf0TAiAFI0hR8xtLaGoZiUPqR5wHg4xCafsr4BehtVtNh\n77kRnFo/U79q7vlZ+lZHDPR+pm+92lQC0x8lSBGaXpXnkWhGw3dbkguVpSksJdnTUwnAW5Y/7b3a\npHolnvXgpFFtOnzyUWUayft41dy0JLc0g5+HqHG8d7Y4Bhq/f/4QoF54fa9aAcDvg9D0M9ovxlZZ\nWJfmWnC6jbEDMTi14ZZtxEDsZxqBqVabMqHpNZl7CUrtcR8tUEKS1dDkWwtPm3TbSrXwaSvznfbW\n7J9DYAojB6TD8lzcPqX3Mvm4ekyt4tSnfOfR1xSawUdT+Fxx2nLpa/o99mubvwZ74bnxcJx/8fUA\n8IEITT+rFwrK8tw6dsDD2AGtV9HFK+jiCIK2XPdHqzr9QSP4GyjBaPQuqTV8P23yGpLseZO2MGNr\n32X73q+MHIEpT4GpjTGYPl+/N1+ePzWC90pTfNw25w17zIWhlsdG8LPQFDu4Dn8S4bn1dVefA4Cv\n4/OEpviLyvt/jo/Xf9n2m5Pm3WkVoT749lwbtevxrSyt9eW1b+PKuLYhr7eNeNtVdH2blTBBvI8r\naM3lcakHr6b+2ZbG7bCsuodgdNulp5v8VgPUbZOeN2nb5GmT0jaqUttWwlfrgdIYiln+7na53+T+\nXG/LfflNqo/lN0nP8nyTFM/vyxED2jxMM843Wr7hl/4wXnjd1ecA4Ov4HKGpL4mMK3jibQ9E8XUX\n3qfwPm+v66GpNGrrjxCW6sDKtqdcryqFsDT6neov6lapaGFpCmv8cnobPqqE69WPe9s7MI8AdbvJ\nb0/S860s1z2P3idtaYwosLJJSs1Ncne57T0syW/yEIru3ZdKSHLfVUJX2BBYITj1xvIP/cMEgC/j\n8UPTFHzaEsn8+Ow1PQytl4mv7+thq37sNrH7j3C1WwtQrTepV5pu8tvzocqktswzVZfavKe27oc3\nUf9a+3iAttnuFJh22W0vAy23m/ScZNvzaBRvwy9bL1RdgLP2s9dDWZZrl2sfgUk3ue8jJCneL4Gp\nBKdSaXK14LRLdesVb3vMxXlG/MgAwJt7/NAkLYHJdRw2OJa8/M75w8eYzoeelXi1WwhMYxuUeJXc\nTXqOe8/V+/eW5VpgikEPr2z+M/Y6I2ma8B3DU9w/cLuVq+riVXapDMTUKDKpjcy0VhnSCEc9JIVb\naQ5R0ghL5cjL4bXqFAM2Py8A8NY+R2iS6u9Bn5dcprCUj8/Vxz699s5z7fHz81iS69WlMNU77Cun\nk16mPoqgLc3dmfPTvie8gVhRjHO2WmDKc2DyrQy2tJTkqfYuJZv3p2vt3vHvLGe5hWqTbnKLoaiG\nKGvh6KYYmMr5XB/XAGauHpzaJzN+UADgPXyO0HSoHI0lrz4OYOld8f44LI/lGJLOXut165Nv8j/i\nRrstMH0bG/E+36Tbc+2H2ZfgFCtM4X5cKsTbWZdr2xJdD0zbCEypVpe2W91WxSRLY3+6tvWK1Hvn\nTDX45ixZLn1NIRzF4NSDkdVqU3gcg5Msh1uXW/05sbo0x0AjAHhznyM0qf3CikdY9tpDOPERho7L\nY+vGu+s5P2602+csPc+BKS7R3W7HKtPeZjrNy3+9gMDy3NvoVbywNNeWYENfk/atVptS+ftr26r0\n6pLGfY0+qdZPZy553kulybJkJQCVcJT7fdVKlGyvr8lSf5xriAqv7eGpBiaCEwC8m88RmlrQCCHH\nQyiahk6ePV4rP/udj5HzGCkQQ9KyPNfmL/X95lpPzC2EpbY8t4d+pngFHd7ISZ9bm7cUluhKM/jo\nX7JUq042RgqYaj9TveTfVTcBbkFs3+WpXkHXg9P92xGMQkCyXUq1wtSPsUTX+qecJToAeHOPH5q8\n/if2BIU+lRKOxpLYIbDsewhHtUm7b4USt0Wpv1Rbr1IMSN9upfLUBlZ+C+db1el2q5v33qaPN5bm\ncmhS/+g/1M+rF2Sm/jfvA0lt38sogRaYbtb3ojMbfzVlCa6GpeXj9JB9+5M8ZSnlUXFKNSilFoqy\nPO09EHkaS3r9fX48J3Mp9bIkVSYAeAePH5rWUQG9P2mpFq2zkfZ2FVs435fNwnN5fq4Ho/X223Pf\nHkVxWe7WmsFHpcn7xw09VYcr/j76z/UTi6MkenUyhOyUS2XpVmYweUqyWxrVpf5xyo15uQjBwj50\nnl32p/KxvIahXnWq96eQlOb7SvVnI5VArRq0+nJcalVJjQHdBCcAeFOfIDSNS7ynK+iWpbg5GO3T\nFidTKLrF15ycv92WwFRmMenbrTd/e9hfrjWAq1eYwpHDFXRxtMF0KTleVe8BH0tp/bYvz+3yZP1q\nObvNlaaRUcLQ0/Z3N/3c1cpQ8np7cr+HpHF+ut/681LpZXL5aApXCE8EJgB4c58iNB2GUrb94Npy\nSQxA7Qq2cKt9n8NSCDmH19xCFSne1oB0+lxrBA9Xz/m6NBevniMvva0wrPQYdGpFZy9LaW17FJkd\nA1Nr+O5VpnIFXuuR8n2Xbz6FJSWXb/U2eQ9JnrJ8C69pwWkLPVI+ByWf+t/4oQGAt/Y5QpM0/wJs\nIaT1KbV/9cfAFCpA49wu7bf5+RiW9r1vi+K3fZrD5PH8LfQxhY8VA9gYbjn31ngPgB/9B/pZnSzn\nxqsp0y7flz4mG4UcV1iOC1fgxaDUK4lPew1CPsJTeKzk0lYD1Vb//rcamLY8hzt5mNNURw7EfygA\nAN7c44emEDKmSd59I9alb2kNTEuwicHn9LnnFoCW14eQNH2M9XOGfqnpar48/wJ0UtMbmoNTWZpL\ndWnOetO19RlMZXiltbfGwDRVNLO0b7Xa1AZj1oBUw9B4rHJ/r8/VwCSvocrD461dJdeW4XyMHKDQ\nBADv5vFDU+fTL8F1ycWnpbdlma2Fo7657lI5ihWlHoxa5SgEq/jx9zhqIAam1s8Um9VDTwxLdG+r\nt4zFpbkU/i6sXEFnKstyin1M5T0jMI3hqZa3evXdVv+On2TbLn9yeQ1IimEp3s9eWpTasvI2Qp1v\nNSi1kGQKVabwfQAA3twnCE3LMkWYeeSngWnuQ/K4lBZvn8/OPx97oa70R+1heW4dcBkqTYwceC81\nXGeXJT+Epal3qS2Neb3fepdyLr1JuQWlTdp26bZJT5u03aRtk55qMHpSCU9PISw9SdpUKklPKtWm\nEOp6zdHG1+1SD09KCj8v/NAAwFv7BKGpOlQP2jHGCIwgE6pGU0AK4wIOYwXOpnuvV+Tt0i0fg9Ha\nUL5u1tunlI/+FX4JvpWTkJ2ylGvD9x5239X4W2h9TMrjKjtt9f62l2W5bZNvm3RLsqdy328qwWmv\noWkPYSmrhiUty8zL334dXNk3Bs6qgUkjXPHjAgBv7nOEpmX7lFJFaFWmMLTytmuazn03INUp32fP\n3W4hLI1QdgxS4fPenf8U+5mWq+f4Jfg2eg9QW8otfUmlj6nuJ9df5n0QZutjUk690lRC7y5tW1mK\nS5u0pRKebuW+18CkXfLNSlDKNUC1yQFPS893nB9Qg5K3sNRus8pJflYA4N08fmjycKdPA19m5rTA\ntMdeo3B7FpTannLPY6uUvky3BLJeNZomja+TyMPk8fZcGKo4L83xW/BNTcGpVZlqcGoN3/WFfVmu\n/WxtqVaakrTnuplvC0x7me20pbI0l2poejL5n1TCUTZpl/QnC1m/hJ/yZcXPXsYceOuvMkkpBKWs\nUrFa3gcAeBuPH5qqcam+axpuuSyhzVfN3aalt76n3POz9Me8x1y/30JTvDrvB/ewOz5eluZYontT\nbY+4PubBcpkXefb85nJPsrzVsQBlLzrtSbZl+V62W+mBKbXHqTz+k5Wlub0EJ89WDlcJa7Vi5N4q\nXOVKvUNQSvW1uVWrLPyoMBIcAN7DJwhNS49KG/q3hBefqk3rZO9WWbqNCtO3b9P9vkHv2aiA+Lku\nn/PydXlbr8nh6xeZ6S3FgN2Ck/KIHD2M1PDUhk3mJNVJ4UqpByZL1jf2VRqvKeHKSlVpt7oc10JT\nuK3d526hnyoM1VRSD04tdE3ZWhpLdeQmAHgznyA0VeugwpMqk09hae5XmsPRN/kf38omvH/M53Xb\n65VuIwjFpcBpG5cpvLWloPHcvfOkpTc09Y3VP3NJqkth1gNVrlWlXIKRpRpcyh50UzgKj2UlRHlK\nZYr4rRz6S6kHJoXD3eSeSqWphia35ajbuXirOKX6fk8jLAEA3tznCE1tTo2PAOIhPE0TwUMjeBsj\n0JfmnkOF6Y9vITw9y+tj3fZQoQi9SDH89OneOTwXQlHrj1le36tk/BJ8Yy53q+MEVINTUtnjzSVP\nsmxlYne2sp1JC01mI0BZDTKWakXI+ga/feuVnMaSXE41JIWgpKRWXXJLpepkKVSZUl8W7GHLU6iW\nqf68UGICgLf2+KEpNPWOZuqlz+iw99xtbHUyBabnY2AK9/2Pb+Vj+Bx05s/tp8+fvuZ7z+NtePmP\n55JPJJWflb5nipfqUa5BKJcp4T0ITUtn9Yq79bm0hqbUg1K5TbV/adyqha2UyheWTNpd2lPdciWp\nD+L0NEKTrP68EJwA4C09fmiS5h6VsEQ3NWTHpbpaZWrN4ApN4L3x+48anvrxR3m8h9EA6z5mcdlH\noWo0BaHz9/TNVwlL72BU8zxLZj73EEnjfo5N2aUiZK1BOwal+J7wfAlNqYemUtGq1SLVw8rhKZVq\nU9vAd0/ym9dJ4mmMGsgpBG4RmADgnTx8aPL23/rLw8MS3bz33DoVfF+umiu3/tx6mGKFqQamP/9R\nAli9FH388o2/vO7cnrzev/d+vL4WMGz82bu3kQNWBg60/BHDkEIQOjynEZRk9VR9nGt1yMvh2mqV\nqQakcChttTeqHV6a0HeNY4v5uzWOAwDew8OHJpNCgAn9QmEieOxpasGpD6p8HpWmdrVcbAbvS3R/\n/qOEppxH0GniYx8nfXk89yotj9egRHB6WzGsmqtdtu8t8DQW7rR8NO7ML7L2ocdrS4VpBCXZplJh\n2uraYD3XK0xJnrbSW7V5mem0K1SZVHubluVdAMCbe/3Q9M7/Bz41Yrfd5uMspDAJPO49166im8JS\nbwSPgamEJf+jHKXShId2CKj9P9fe/kOfqgYm32r/0laPXW5bPbLctlpZSv3Wt61uvaIlPNVZTT7G\nD8i9zpf6TuWJwhQA/LRXD03+5z9e+0O+7PnWA02/wq2NC4iDKZ9DUGrLc3Hrk2ng5NKjJP3Yb0qg\niT8/7Ueqbszr2ctedPU27y7bXXZz2dZus9Jm2vusJvWlQEtlOXFvVS0fq4WSlgfrc5of2PHU+uYX\nnweAL+AThaYRmHpYqtWjthlvX5LrjeD73O+0DqNcr2QjOOGHxd4pjcb/7HWmqYcjlyGYe5bfTDll\n2SblOpvJUq595lb3Fl6WBd1Hk3o9P/do9bYrTUHJvFyAV1/YZ2zWB1a/D48fEwC+oMcPTbdbX0bT\nH3/05bWy3PatN3f3StNtrjT1/eP6MMzaD9U2/p2uUAJ+TgtMLSgphqV9HL3atGfZbsrPrpxyHW2g\nHpr61Xv9E4RKky3hpwWfdt/KG8qEBZvD1BqYrPZ5ufVP51aXAclOAL6Y1+9peufQ5LfbMhogzFbq\nvUqtf+kmPe/Sc5sO3uY2LXvBxR4p9jPBLxrBWzWIh2W6WnGKYalUmbxXlvJW5kTFECRpXX0rlaZU\nQ9AUlpZz022pTpWB5F5HKLRg5iFoed2lZW2CB4Cv4/UrTX+8c2h6vo3tTv4Ye8T1feOe12W60Ai+\nbrESl+cYNInX0HuaRlgaE+tDpWmrt7dSWbJbWZYzK+FpDkL1YgRrH38s+VmbWp5GRarfJqshSdNr\nPAanMaC8VKKSyUqLef90VnvPyU0AvppPsjz3vPQzxfAU9pi7PfclulFl2scVd6ER3OOWJyzP4SfN\n47nKcq+3ZTrX6Gtqy3OpVJxyculWe5h6kCkVp/UTjIkbaVSa2nJe3/pFY4mvhjHvoSwEppaG2ueU\nasCqwamNZzBiE4Cv5/VD0//359f+kC+77fNGu3GqdzvftklpS3RxGvgeg1NsBo9VJgITflGvMi1B\nKdWglGo/U3Llm9elsdyrQuVnMGzhU0cM9CCWXWkvAagcLRxZHTpuc5BKJQhZqzgll+d2v37NVqtM\nSaWnSSUwkZkAfFWfoNK09y1QpgrT81ieK9O+wyDLWGW67UtwCstzOfaivO+3hc+j5+5QaYphx7Mr\n51ZhyiXkmOSWlKfwlKS6NDfNTA0VqxGalvA0HbW61J730tjdw1L7eut4A8vls3kq63J2mG0AAF/D\nJ2gE32sVafQu9SW59jhUmno/01plioEpl99C0wa6pCb8Am/btbR5Teu4gb3uN5eS3LyGpRKYpoqO\n1+C0zn3KLs9JtpnSGpi2JTRtIzipHZvmsNTUZT3VL4duJgBf2cNXmnzfpw13S0VpvV2X5cI+dG0j\n377Br8t9XZ4DflJvOLKTkGPzMt2uMg28hSUpNBrVCpOXeUpjEobXDYEl3122mXyzOSzt437aTJbb\n4/LhbavZqP/boC4HWv207aGrfx8A8BU9fGjSvodgNAZZ9qAUzz8/H4LTfKxXz8Wr6CR+W+Cn9KpQ\nW5azsDQX+ptMcvO6rcpYmitGlUpuJcy4xpYqtdKUltCU2v1cbtUCk4fXyCRPyi08tc/XrqKrwakV\nXK19TwDwxXyO0HRbqklhM97y3PPhuRacPG6jEqtNcewATU34aWU5y2vfkGeVHqFWZerVprI0l/eR\nSpKyslofU6ohXjV0xSqTy3KqowtMtqUemMpjU6phyT2NYlbd5i67lLZWUkqj2NTGDvTC06iWsUAH\n4Ct6g9D0zlfP7XkOQ89jm5QejuK5sPfcHJzW3qY6R4f95/CLPFRnvM1ryl4qRLXClCXJ1qBk05KY\n5xK+Ug1KXoNS3pPSzeVPprwlpaewTLeN6lPaTPakUm2qIUpuMu+1pf75Uz3hYRCmm9dmcSITgK/p\nE1Saami67dPtFIr6QMvl3LI053nXcbilwvIc8INC4I7VJk81NFlZopOVIJV3heAkmY8qk+WyjOY5\nK7Vluc2Ucqkw5b0EJt9N6SnVoOTyp6SUTe5W+5bK8lzyVGtYZTlQaiGpbp2SJW8zmmqlyevVc23Y\nJQB8JY9/9dyeS+iZKkfL8MoelHZpHyMHpuGWcRuV7HNwktp2pcAPcdWQ4aVqVIJTqRq16k0JSlI2\nD4txWVk12HjuQcddJQDVZT3bknw32VMNN3uSP4XnnkpQ8mxK/eq9Vl0qNaVR5SotUqmGJssmD/Ob\nWujr3xgAfDGPX2nKuYahefZSX3LrYSleMRdnM9X7OTSCT5v1OpUmvIJaramVpl7NqYebpN1LYKp9\nRmVpLtewZEo5yXIuAWi3EohaH1O9Qq4v22VTepJUP196KlWqWuaqW7GM4OSWlS0p7a0ZXbVXqgYn\nb0uF9DQB+Lo+R2iK1aapP+nOAMvD+VFp8tDPxNgBvAbvAaj2MtWJ2m1ZThrVJcmU3WQqlaHsaUwg\nyGWJzvbao5TrgMptjBTw3UNwqlfU1fBUgn+sMI3gpJR6hWlqUK+VsX7V37wL3Xv/UQLAh/oUoanP\nWqpboUyP121SWsDqz9XHU2Aa1aYRmAhO+An1x6Zfrh+GW0pqEyMlqVeZ2qDJvJWepjYewGsDd0oj\nOJWxAWPqt+cUJoSH2VB1aa9+UkkqFabaz+TJR4XJvC7LxQBVJ4EzpwnAF/b4e8+5L4EoBKcaqHoo\nastv+z6eW18b+5pYnsNrCBcTtP3nBpt+vtqynKUymiDOWGqDKv3epO/UQk6Z+6ScShEpe12aa19O\nCqkt1U/odbuWGqD2sqFv+bdDW6puganeB4Av5vErTe692tSrRVP4WbdICeGpVany8nxewhKBCb+k\nzmpqd/MLP1DhKjtrG+gue8r1DXj34+a8rUBahl/W/e3avihtRc0ki2Ep5RK4UiqbB++t0uT1oohQ\nsSIwAfjCHv7qObnPy2rLkMpDGHrh8RhqOU8Gd5ITfkVrnm6BKdWlshCe2vPmpflaqYwlGFUmL/OS\nWkiyEKDC+X7xQna5p+PXYuGmD7CsYSnV7VySy1pgWjYZlhv/SwDwZX2OStManFr1Ke4jd3p+fu4w\naqA1orA8h59VCzO9mboux1kOBRu30szk4fW1ulQGSpYqkpKXgFQ30TUrFaYSptQrTX0ZMHwNnZks\nbAhsLSTtPoLTFjYSrv+GUPifA/9bAPBVvX5o+uMjlue8B6L4L+0ekvq/vPP5cy0wxY16w7+yx4BC\nflvgR43U5G4ylcbqsixmtYlJfenMfWxdYrlVl0pYKlWhcJt0OL/1uWKLVmFqoctK31S+aVx11wLT\n3oKTRrWp/++hflf8TwHAF/RpKk1TGDrMWDo+f/qae88f/ukOXNPaiMpso3bBfr3N3nur+zYluVaX\nzPp07hKIvIYdW25HYOrhq33mqcJU/mMph9BUAlm+5dpU7sq7y0Jgatu+jP8J8L8DAF/XJ7h6rv5n\n2vIkhJwegMJzevm1cUf6wy8f4Ef5uDF3eQ1BfcxRqyxJfeClqT5vFu7XTXPDZrr1ZL2vemWen4Yc\nU6kuqS3v1QZwJVO6ZeVkpQl8H9UmhfDUlw/5BwSAL+rxG8EVfjm45gB09ba+f/o4MSzxSwI/y2sF\nqTYw9cWzVoJq5aEeoOoragoyqxv4hNdaCFv1RePpeCv1qlQLYEq5LvnlXmmylJW3Gpiyh6vmPFxJ\nqlF1AoAv6vGX5/on7v8JjzX2jPPDE/ObX3wsghN+Xg1O7WfKagoqOWr8XM1X8vuoPJV3jdcuV/xb\nfOzhRAtLqk3j1mY75XGbTLZ52Y4lZ/luYWmuBqWsUWmK/6gAgC/mDRrBv732hwQe3yHPf3/Z1194\ndJfZuLLOxhV21pbjntsU8RKY0laCUt5dtku2lyvpLJfb1K6VWG+nCeN4aN8Zu8VULmB4/eU5AB+u\nFYZy3Wi3HNb3sbNspf8pW60umXxXvTXldtxM22ba0rhN7XHi1+lnEIuZ699oXPa15QmbHvp04qWP\nCTwyQhPwmdy5JiLHsORWG7ythKasEph6WJK2mylvIzjtNTSllEpwSqYtnQzPxEMZ1xKUsmFc2Z2f\nb+c9ttKF15RA3l7rtfeurUobyQmfBKEJ+ETGtQvW97HLZRfevllwrzBlk0J1ybMphSpTqsFpryEp\n1epSSqnc5zfhwxttb+UqzXjNgML9Vkmy1h+nGLC8VDBbSGpjMMrlonEMGfDwCE3AJ+PhyKr/qUFJ\nsbpUq01pN6XcgpKU0ghKpbo0glJKpmSmZEnJksavw3irk3MWvrqrr3/Nj3Xv9b/rx3qPP5M5JFmd\nFm8qc1etHRqT6Mdr43utvN7nSlT/vIdzwOMiNAGfTU1MpVnbpiU6tWbuWmnK2ZSySnDapbSVEGV7\nud1vo8pkU2gqR1i4WW6vnvvZ59769V/jY5n5FJBSC04mJcXz8f4IUeU1ZUhrslqJUt0i2sJno9SE\nT4LQBHwyrcqkHpZsLM/VnqZWabLey6QRltIITWk32a2FplR/qdbHLM89NJNKEA7BKd6mWlFKLSDV\nwJTNlNIISyZTaj1RkpKsj3rpdS1+VPBJEJqAT8TrRUzT1ie9EdxqA3i579lkvdpUludsrxWlGpZa\ndandN0tKKZVKA6WDhzZCkikl70EpmZTSMUCV15SlOPe2oXQJUq3slORlSbgGqRaqmOuFz4LQBHwy\n3ktN6s3g7fB+FV3ZrzrValPe6+DLGpp6SGrhyZZDSWZcPffothiW0hyatnguuZLbHJ5qKCqByUvf\nXKrnVRrCnWU5fDKEJuAT6kO7Qx+TeaksWbayrUutMpVzJTwpSdaOm+qgzHDU8kN7jMe2pRaQRrVp\nSyVM78m1taDkLUSVc57KptNlPc7Lsm8NTpZaYCpN4N6uqPvobxZ4BYQm4BNpYclqE7jCrWWNsQN7\n6WdRGhUlhceqPUyqVaYWlNSX5Vie+wzKkFLvVaUeopK0ZWkP93OSNpc8lQbwzSW18JRqMpLXIare\nZ4XxY4LPhNAEfDrWO0jaUl1bmmsjB6wOuGxHDE2tuhSuL++BabT6JpVfnXhkT8nr/C0fASqVgNRD\nkrtyMm1lZKVcpdqkFEYX1KvmLJmyj7lNYaUY+BQITcAnMy3N1ftel+POZjb1owWneJ35NLCnBKYR\nnighPDQLlaTleEpS3kpPXPYWnqS+1hYCUxtdMPfOWdns2WkCx+dCaAI+k/bLrd7vgan3N9VJ4DU8\neVYNS5JM8uXacw+ByRXDUnuMR2Wmsj1Ocj1tx8D05LXitCkEINU27xqGrCzF7blchWdeGsbdfa52\nAp8EoQn4RNZfVC0wedZya32zXiXV27ppbw1N020bWRjCkzvLc4/MTNo311OSdi9haQuByTcpe+1Z\nqst0o7o4Kky7SmDKuTSSZ68tTmuAJ2PjEyA0AZ/MCE5jGngLSt5ue6Wp7juXaoCq1SWv4WgEpnHI\nS4Ci0vTYTNKepX2TnrIp1wDlbvKtXvW2qTd0u6S+K680ba+Ss5dVXjel3gQ+hlxSbMJnQWgCPpvw\nr/xxlA18W2Bq26j0+7XCVI5xP7fwVENSv9+W+fCwzKQ/ZWnPpn3zHqD22sfUepqeXNIW39kavzW2\nXFY6N0QAABNUSURBVLHy8zWFJ3moNtHbhM+B0AR8MqWwZH2/uVZxyqHSlOP+c/sSkmpQyqG61O/X\nEQbZ+w5jeFCmsvy2Z1fOIyTFafK+SXFtbepoM/XNeve6FUu22AT+Ud8Z8HYITcAnEnua+hKJl+nf\nOdXAlEZwynsNS7XalEN1qQWoFpiym7Knej/1xmA8JrO5opRjZVJrXah2stVRFONaAe8TxHP7WXOf\nq5wf8t0Bb4PQBHwm8ZdevV9+IbblkxqYrFSe+u1eQ1K9LS1P1o8emnp4MkLTgyu9SGtgGn1I02vr\n6233MI2iVJlyaqHcp+AlEZjw+RCagE+lBpnWx6QYmEw51QqThdu9TB3I+zEsZZuDUpZp91TuZ5bn\nHlkyPw1Mp0HHyjY7Vm9LaPKyN12uV93Vamb2MtGiX7nZB4cBj4/QBHwy5Zdf+8W1VJyytJvV6oCV\nsGSl0rSHsLTH2xqYRlgqx04j+EMzs7qUVqJSm6009SLFwfAa805vud7PZU+6GJjGz1yY1fTu3x3w\nNghNwCcy9TSFq+ZK2CnDDHdXDUnqwaiEJIX79XztY9pbcKphKedEaHpwyeZAHQN2/Ju1+h9T2bC3\nVZpu1jb2LVfcbbF3LiwRSyI14dMgNAGfzNrP1BvBw5LcbvVScyt9TTeLAUo9ME1HNuUthccszz0y\nMx+D4ttJb8+pNny3q+RKUNr28rNzyzUw1SPXK/A8zeFLYiI4PhdCE/DJlH/lWwhO1ntXdq+/6KwG\nJBvVpVuoOu1u2rd6voWkNMJSme1DpemRmZmk3EcM9OTUds6pwyvDPs7aag9Tyl7DUmsmHz9j2UND\n+Md9e8CbIDQBn0lYDjkEpzwau0tYKuHpJhu3riko3Wp4uoXQdEtjmQ6Py0wqmw62DjiNZbgwgylu\nR7gl11b3rGtVphLEY1N5/blrwy0/7DsEXh+hCfhEYtFg7mmKjeC1CVymm0p4usl0c5VQFEOTRmC6\nJdOtVphuKbE89+DM4lyAVLraYuN3C00pBKZs2rK07dKeQrXJy95zfUlY98cXAI+M0AR8NusVc33o\nYAlFOdcqk9SX5W4u3WplKYam51ZZSqmEphqc2n08rmRWW/5b1SkMrkze5zCV0OTakpXNfZN0yyVA\n9SpTWKJr08DLpAGbrqIDHh2hCfhkfD2m5bnaAK75uK2HqwepZ6+PQ1giND2+NqCyNXrH5bgtBKYt\nlcC07dJtc227tPXlOS9VSx/N4CU8eR+cGS9MAB4doQkAvqh1Kdfdx4iKGnz2bNp36Zak227akmpw\ncm1m+mZSus0BrPRKlT4psyR5pgcO7+bve8OPTWgCgC9omulVb7NCcArLb73pO5tuNTClfVSjnuty\n3ghNpXLVl/48ac+UmvA+CE0AgFd3HIYaqkztwoEenqTb7tpqxaks47Wep7DMp9ZMXqtNNUTtZCZ8\nAoQmAPiqwn5zcdudslVOuzLuWGmKs5ssVpnqhx0LcfWqPFddnvP6bBgKNZ1r71zPvfT63/Vj3Xv9\na34s/kzuP/c2CE0A8JW5Se7hassSnPZ25DGTqU0CT9nrrZRu1mc5xUpT65eSkty9Ls8dY9W1cz/7\n3Ed+rI/83L/rx3rPz/02CE0A8EWNRnBbxlSM5bncqkx73Wdul24WgpI0VZnix+73vQQu4NERmgDg\nC5sawV3yPJbn9lQCU8p1g969BqR6K43QJLXZTK2pfJ4XtjGiAp8AoQkAvrg1OK0T5FMuzd57LsHp\n1oKT7leZenO5Wmh6928LeHWEJgD4omKwma+g0xiG2jbpNdcth0qTykgBhdA0lvuW2U/ZtSUun8Pj\nIzQBwBc3jxsYfU27l8C0twnhrbokycKVTVPjdwhM2V1ZVJrweRCaAOALm5vBfV6WM9NukpmHK+TK\neIGxJueS2bFSFa7Ey5meJnwOhCYA+KLaUlqf17RUnHZ3WVbfl670L82zcFq9ybfYFxUGZNaxBSzP\n4TMgNAHAV1VzzFwdChvumilL2s1rTJqHCrqPsNTfn1pQGgMxn5Ivy3NngwvPvPS6937uI7+uj/zc\nv+vXde9zvy1CEwB8Ya5QZVKsEJn27GUpLrd95EaVqbyn3neXbzaFpi210QVemskPy3NnQwrPvPS6\n937uq37u3/Xruve6t0NoAoCvyNfG7RJ2UrtyTiUw7dlkcu39MrlRZWofo/cuJSlvJXhtqc55qjOa\nkrE8h8dHaAKAL6w3gqs1gptSrTZZDEytl8lrZcnH631blvhSqTRtdTjmlso+dcCjIzQBwFcVqkzr\n1W9yq3dCYJLX5bxliriXqtIWjpRMm7m2rdwel+eAx0NoAoAvysNtu+rN3GU1MFmy+kTte5Jpi1Wm\nZNpqaEptVEEalaUtSVuWEpUmfBKEJgD4wkpfk8nNe+XIskrKaZUmK4FJcrmZkkJQsrqkl8f08Baa\nUg9Q9DThcyA0AcAXVCJMqSS1SpNL8mzKycuOuzU4uVl/TTKVnicrQSm1TX1tVJTGfVNKXs9RasLj\nIzQBwBfl8fByxVx5olaVskpgqlUoT6ZsruRt2KUrZasBqdw3O4Ylszq6AHhwhCYA+Kp8hKYsKakG\npyyphh1ZCU65VphSu18nhCcry3nT43ib6tYr7zR8EHhLhCYA+OJ6Q7hLqsHJVUKUS6U5PIQna1Um\nWb0/B6UyCDM8tratL/DYCE0A8EXFviapFphUAo7VKeEt8JipBiavoch6OLIlLPXn67JcOw88OkIT\nAHxlXipIJSGpL9mZ1ypSv4DOR8VoCUgy78GqPA7hq141R2jCZ0BoAoCvynvPt9SW4mpqsnq+ZR2r\nqcf6f+bAFJ8b7xkvJjThMyA0AcAX1faeM43w5C3krH3bPQz5cjqkpPHSwwMyEz4DQhMAfHHe/7Oc\nOz1B/MHXlT76CwAAAHgEhCYAAIALCE0AAAAXEJoAAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJAADg\nAkITAADABYQmAACACwhNAAAAFxCaAAAALiA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAAwAWE\nJgAAgAsITQAAABcQmgAAAC4gNAEAAFxAaAIAALiA0AQAAHABoQkAAOACQhMAAMAFhCYAAIALCE0A\nAAAXEJoAAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJAADgAkITAADABYQmAACACwhNAAAAFxCaAAAA\nLiA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAAwAWEJgAAgAsITQAAABcQmgAAAC4gNAEAAFxA\naAIAALiA0AQAAHABoQkAAOACQhMAAMAFhCYAAIALCE0AAAAXEJoAAAAuIDQBAABcQGgCAAC4gNAE\nAABwAaEJAADgAkITAADABYQmAACACwhNAAAAFxCaAAAALiA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA\n4AJCEwAAwAWEJgAAgAsITQAAABcQmgAAAC4gNAEAAFxAaAIAALiA0AQAAHABoQkAAOACQhMAAMAF\nhCYAAIALCE0AAAAXEJoAAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJAADgAkITAADABYQmAACACwhN\nAAAAFxCaAAAALiA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAAwAWEJgAAgAsITQAAABcQmgAA\nAC4gNAEAAFxAaAIAALiA0AQAAHABoQkAAOACQhMAAMAFhCYAAIALCE0AAAAXEJoAAAAuIDQBAABc\nQGgCAAC4gNAEAABwAaEJAADgAkITAADABYQmAACACwhNAAAAFxCaAAAALiA0AQAAXEBoAgAAuIDQ\nBAAAcMHTR38BwFflkiR7+UUvPH32/mxJHg/ZOCzcxuP0E5mk9lx9bN/5WgHgkyM0Ae/AYyixk3M6\nCUF2Hoxeet0tbeWweqQn3dKmPW3arRzZNmVLy2HHxzFwtc9rdvh6AOCrIDQBb6yHI5uDUrvvVp/U\nHIi+d346J0lmNSw96ZaeSlAKYWlPSTkl7ZbquTU4lbBUQlKaqlGx8uRkJgBfFKEJeA81MLWgMwci\nu/t8fyxJ9r3HmgLTzZ5qWCpVpxGezipNLTDVWxtVJkkny3gkJwBfD6EJeEOHQGS2hKMRnEZQWu73\n97WPd7zfgtMUmOpSXQtKY3ku1SrTXG3yFpwslaW5NTz1zyWNXicA+DoITcAb81Cd8bNQ1EKQtcpO\nONeD1Z1z4X1upt1iUHpaHo/wlNO95blQaWqN5P3zlq+ZKhOAr4rQBLyD+eq15XGv4ixXuMXXnj63\n3EolKNVgdIsVpl5pSv04hCW1K+7SXG3qV861r0fkJgBfEqEJeEtLC9AhMPXbdDifLwSlvDwu4ehJ\ne0pTD9PoZSpVpny4is7m4zSUkZQAfG2EJuAdjNDRltXmoDR6iNJJGFqas/vr0yE8zVfLtf6l5Sq6\nUG1ae5qmq+aWKtZoXic8AfiaCE3AG1tHDqyhpAWgHKpOuYehGIzSITCt7z0PS6Ppu1WgspXxA63a\nVIJZm8+0BCdpLM+JJnAAXxehCXhD8Wqzsx6lKfTUPqIRjurtaUAaAynja0uTd5zDVG9TqzCNQNUq\nTKPatHy8wxV0kurVgFSbAHxFhCbgTY2QEccMTMFpCUw9uPRm7OMcpTgioDVwZ7PToJSX8QIjWJ00\ngsfqVryar3/t5bui2gTgKyI0AW9sXG12DEs9/ITANC77nwNN3OrEQ2UoawSteQ5TCEwpVpXOqkyh\nt6l+jdOsJmuBiZ4mAF8XoQl4c2F8gC1LdDWc3JuXdDYW4PuvfTkUnZ8f4SiGudjAPu1BBwBfEKEJ\neDemOJxyPc7D0P3g873nXg5a9z9fvyrvZDsVAPjKCE3AO+jbnsQlOs1LcLHKcwxFxwnecQ+50/6k\nQzCy8Nz98OSHr1GjSsbyHIAvjNAEvLHYTD1Xl2qj950lumPj9hqSQnN3C1B9ptPaPL40kMer9HrQ\nGqMN8mmlqe2jBwBfE6EJeEN95IBp2VzXejAZQWa9Ci59d4RAn7/UA9UITNNsp+Uqu7hNSj55vStU\nnGy+go6RAwC+KkIT8KbmkQPr7KM5uNh0ddscmGJYaoMqtzk0pVhpWieJn4clX+63ylQfhRCW6EZw\notoE4GsiNAFvbASMsDFv2DYlK1yxtjRtjy1RWjVpfhw34i1haw5GcW+7uJ/cqCjNQzZP97SzGJzC\nhHMA+GIITcCbCw3VsbcpBCefmrOPvU3r5rvZNt3SMVCte9SdBaaz25eeX5vXAeCrIjQB7+YkMPUq\nU2wEt7BPXFmSy7aFpbkanurjW99vbpsrRNPtvH2Lx6rXvdvptf1bmG8B4AshNAFvqV5t5v32GJhc\nccJ3C09bP/Y71aYSlp7K/XpuVIfWz1W+mDkQaQ5PMVxZqDAtwzgB4KsiNAFvbgQQnQamcXXb+diB\nFpTSCEypBKZWZbqlJ+21mXuEIP3w/Xil3PhY7X75bghOAL4qQhPwhqarzUIAiVe0rVO7p/3jwpLc\nbQ1MadPNnkJo2k6udHv9x4wcAPBVEZqANzWagKbhluHKtHil21xp2kJv0zYqTqkszcXA1JbqYjiL\nn3eEn3huPh8rSB7CkevseQD4eghNwBtr/UzTVWhhftLZdid7XJqLIwaWRvASmJ569ekQlqaCkC1h\n5/ia49JbeA/LcwC+OEIT8ObC9iNWm7SXWU3TuAGtPU1pqjKNRvBSYbq15bm0XQg0a3AaX+I9hCQA\nKAhNwLsITdXLnm6lzykGqTTtUTf2jVsbxtfNfbcP/h4B4HNLH/0FAAAAPAJCEwAAwAWEJgAAgAsI\nTQAAABcQmgAAAC4gNAEAAFxAaAIAALiA0AQAAHABoQkAAOACQhMAAMAFhCYAAIALCE0AAAAXEJoA\nAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJAADgAkITAADABYQmAACACwhNAAAAFxCaAAAALiA0AQAA\nXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAAwAWEJgAAgAsITQAAABcQmgAAAC4gNAEAAFxAaAIAALiA\n0AQAAHABoQkAAOACQhMAAMAFhCYAAIALCE0AAAAXEJoAAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJ\nAADgAkITAADABYQmAACACwhNAAAAFxCaAAAALiA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAA\nwAWEJgAAgAsITQAAABcQmgAAAC4gNAEAAFxAaAIAALiA0AQAAHABoQkAAOACQhMAAMAFhCYAAIAL\nCE0AAAAXEJoAAAAuIDQBAABcQGgCAAC4gNAEAABwAaEJAADgAkITAADABYQmAACACwhNAAAAFxCa\nAAAALiA0AQAAXEBoAgAAuIDQBAAAcAGhCQAA4AJCEwAAwAWEJgAAgAsITQAAABcQmgAAAC4gNAEA\nAFxAaAIAALiA0AQAAHABoQkAAOACQhMAAMAFhCYAAIALzN0/+msAAAD47VFpAgAAuIDQBAAAcAGh\nCQAA4AJCEwAAwAWEJgAAgAsITQAAABcQmgAAAC4gNAEAAFxAaAIAALiA0AQAAHABoQkAAOACQhMA\nAMAFhCYAAIALCE0AAAAXEJoA4P9vtw4EAAAAAAT5W68wQFEEMEgTAMAgTQAAgzQBAAzSBAAwBGlS\nc/I2UuQVAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10bfbdc90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"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", | |
"v.show(som, what='cluster')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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JO/cw5UJJOr1KVba1Bq7ehe1bL8HcYw/h6X5/hrS3Om3R3uqwJ8b0thuIfBf3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\nESmgkiQiIiJSQCVJREREpMD/B7q+0NM3g8jVAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10deab250>" | |
] | |
}, | |
"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": 7, | |
"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": 9, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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naJlkdNs4vig02tKiIuzp3iXDpJXWqfbtvijT7DGo5MnWusjVhj3T5NYW3Xs7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rbqIDJfCRuDKxGvW4wcwRHBk4N3hOg9lu0y5x91AY4oYJHkr9RpghwiMbwU6ml0y5gAA6lb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WGrzyjXdK873UtmkvXXmGT37pOt/8T69zcjiczXPFdycOS8sNvvY//RY/+PY9Xv3xYzBw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\nfXEuHihgz94hlq5txdJLI7DHcp34/YtDeerV9GqIyPAzPgruOJoGLJ5i+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EpLcvCxIyy9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\nwQ3aAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10ec5bf10>" | |
] | |
}, | |
"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": 10, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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FCuTzoChZbDaNRkOi1VriwYMwul4kHtdQlEsH3dRj7cRV62maxs9+dpNPPrFS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\n7Tm7ieXW13hcSveTRGg/uuskkheFsCzr8b8Uohf4j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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10c8d4b10>" | |
] | |
}, | |
"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": 17, | |
"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: 0.035000, quantization error: 0.354532\n", | |
"\n", | |
" epoch: 2 ---> elapsed time: 0.043000, quantization error: 0.224085\n", | |
"\n", | |
" epoch: 3 ---> elapsed time: 0.040000, quantization error: 0.184288\n", | |
"\n", | |
" epoch: 4 ---> elapsed time: 0.038000, quantization error: 0.167214\n", | |
"\n", | |
" epoch: 5 ---> elapsed time: 0.037000, quantization error: 0.146200\n", | |
"\n", | |
" epoch: 6 ---> elapsed time: 0.035000, quantization error: 0.124435\n", | |
"\n", | |
" epoch: 7 ---> elapsed time: 0.035000, quantization error: 0.102527\n", | |
"\n", | |
" epoch: 8 ---> elapsed time: 0.036000, quantization error: 0.077876\n", | |
"\n", | |
" epoch: 9 ---> elapsed time: 0.034000, quantization error: 0.057741\n", | |
"\n", | |
" epoch: 10 ---> elapsed time: 0.035000, quantization error: 0.040189\n", | |
"\n", | |
" Finetune training...\n", | |
" radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 13\n", | |
"\n", | |
" epoch: 1 ---> elapsed time: 0.038000, quantization error: 0.028465\n", | |
"\n", | |
" epoch: 2 ---> elapsed time: 0.038000, quantization error: 0.029077\n", | |
"\n", | |
" epoch: 3 ---> elapsed time: 0.035000, quantization error: 0.028553\n", | |
"\n", | |
" epoch: 4 ---> elapsed time: 0.035000, quantization error: 0.028414\n", | |
"\n", | |
" epoch: 5 ---> elapsed time: 0.036000, quantization error: 0.028087\n", | |
"\n", | |
" epoch: 6 ---> elapsed time: 0.035000, quantization error: 0.027815\n", | |
"\n", | |
" epoch: 7 ---> elapsed time: 0.035000, quantization error: 0.027561\n", | |
"\n", | |
" epoch: 8 ---> elapsed time: 0.034000, quantization error: 0.027514\n", | |
"\n", | |
" epoch: 9 ---> elapsed time: 0.035000, quantization error: 0.027338\n", | |
"\n", | |
" epoch: 10 ---> elapsed time: 0.035000, quantization error: 0.027300\n", | |
"\n", | |
" epoch: 11 ---> elapsed time: 0.036000, quantization error: 0.027182\n", | |
"\n", | |
" epoch: 12 ---> elapsed time: 0.035000, quantization error: 0.027125\n", | |
"\n", | |
" epoch: 13 ---> elapsed time: 0.035000, quantization error: 0.027033\n", | |
"\n", | |
" Final quantization error: 0.027033\n", | |
" train took: 0.856000 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": 18, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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hXF1TaFJNYN4Ey0OMCp9QrgFRUrORXqswvYIsWhwrmHHvMMVdfJ0A92neF8eA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MRVgEle9ywSrISjf6SM69bQlIAVq6xrankMmrDXZQyGUmkCVHUEPG3aiPVuLJIroOB8lsBG1dat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\nD0ZVvXJCAMKIAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10e45f7d0>" | |
] | |
}, | |
"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": 25, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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ItQjiCHmyreVxW6HmmhH7nuftOROt99hvniEi1/PMdEYAAAAAAIC342MqZIrKVBtW01LU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0XGfzqvfEr6d2NL4MxrC3XzoyLC2dbDv4j5hwHjK6h3bnyXD0OAZ9Sq97tUVT8Xv6xiurcP2bS1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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10ec51b90>" | |
] | |
}, | |
"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": 24, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { |
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