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SOMPY Tutorial 1 Refactored
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "<b> \n", | |
| "<br> Some basic usage of SOMpy library in data clustering http://www.vahidmoosavi.com </br> \n", | |
| "</b>\n", | |
| "<br> sompy is expected to be in SOMPY directory</br>\n", | |
| "<br> in SOMPY.visualation.mapview in line 53, change from </br>\n", | |
| "<b> <br> matplotlib.colors.normalize </br></b>\n", | |
| "<br> to </br>\n", | |
| "<b> <br> matplotlib.colors.Normalize</br></b>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 45, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import time as time\n", | |
| "import numpy as np\n", | |
| "from matplotlib import pyplot as plt\n", | |
| "pd.__version__\n", | |
| "import sys\n", | |
| "from SOMPY.sompy import SOMFactory\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 46, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Visualization class\n", | |
| "from SOMPY.visualization.mapview import View2D\n", | |
| "view2D = View2D(40,40,\"rand data\",text_size=7)\n", | |
| "from SOMPY.visualization.hitmap import HitMapView\n", | |
| "hitmap = HitMapView(40,40,\"rand data\",text_size=7)\n", | |
| "from SOMPY.visualization.umatrix import UMatrixView\n", | |
| "umat = UMatrixView(40,40,\"rand data\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 47, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Data size: (10000, 20)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#This is your selected map size \n", | |
| "msz0 = 30\n", | |
| "msz1 = 30\n", | |
| "\n", | |
| "#This is a random data set, but in general it is assumed that you have your own data set as a numpy ndarray \n", | |
| "Data = np.random.rand(10*1000,20)\n", | |
| "print 'Data size: ', Data.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 48, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| " Training...\n", | |
| " pca_linear_initialization took: 0.028000 seconds\n", | |
| " Rough training...\n", | |
| " radius_ini: 4.000000 , radius_final: 1.000000, trainlen: 3\n", | |
| "\n", | |
| " epoch: 1 ---> elapsed time: 0.155000, quantization error: 4.234999\n", | |
| "\n", | |
| " epoch: 2 ---> elapsed time: 0.164000, quantization error: 4.209584\n", | |
| "\n", | |
| " epoch: 3 ---> elapsed time: 0.159000, quantization error: 4.025476\n", | |
| "\n", | |
| " Finetune training...\n", | |
| " radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 4\n", | |
| "\n", | |
| " epoch: 1 ---> elapsed time: 0.170000, quantization error: 3.680647\n", | |
| "\n", | |
| " epoch: 2 ---> elapsed time: 0.157000, quantization error: 3.562228\n", | |
| "\n", | |
| " epoch: 3 ---> elapsed time: 0.167000, quantization error: 3.511683\n", | |
| "\n", | |
| " epoch: 4 ---> elapsed time: 0.163000, quantization error: 3.486467\n", | |
| "\n", | |
| " Final quantization error: 3.486467\n", | |
| " train took: 1.182000 seconds\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "sm = SOMFactory.build(Data, mapsize = [msz0, msz1],normalization='var',initialization='pca')\n", | |
| "sm.train(n_job = 1, shared_memory = 'no',verbose='info')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 49, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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Wpx91YyNFx//J5qA17PkGs8TqMVEOGMSB729z8nU+TEREJ3oY9mcf79ZxVe3WeWhDMdHt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\n20BjwDbQGLANNAZs44DGIi42M+YFgwvk9iOrta2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S+sV4fO5I0W3I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CzqYvO61EZERLT0x35RegJblCF5SolmkGzW3CkRuIJKBPRqe3HwC/MhRCEBjVJKNSOiuUqpyZ7n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\n3wvnEqmv1Uk//iH8F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BWni55lm3zaO2b+OVHclpOht9XOjrWDZxqr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IMQAAAERQbBYRryryRo4BAAAggreMRRS7xRFoK3IMAAAAERSbRcQtjsgbOQYAAICImiw2L90q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\nAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f50a16b3a50>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "view2D.show(sm)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "<b> A toy example: two dimensional data, four clusters </b>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 50, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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L0vD77YyNTVAorBMI2PjiiySW5cTlqvLBB+5TX6Pzb9rZ07BcrpJIrGFZLkDh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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f50a4b75210>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "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", | |
| "DataCL1 = np.concatenate((Data1,Data2,Data3,Data4))\n", | |
| "\n", | |
| "fig = plt.figure()\n", | |
| "plt.plot(DataCL1[:,0],DataCL1[:,1],'ob',alpha=0.2, markersize=4)\n", | |
| "fig.set_size_inches(7,7)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 51, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| " Training...\n", | |
| " pca_linear_initialization took: 0.011000 seconds\n", | |
| " Rough training...\n", | |
| " radius_ini: 4.000000 , radius_final: 1.000000, trainlen: 34\n", | |
| "\n", | |
| " epoch: 1 ---> elapsed time: 0.039000, quantization error: 0.224073\n", | |
| "\n", | |
| " epoch: 2 ---> elapsed time: 0.040000, quantization error: 0.099843\n", | |
| "\n", | |
| " epoch: 3 ---> elapsed time: 0.046000, quantization error: 0.065260\n", | |
| "\n", | |
| " epoch: 4 ---> elapsed time: 0.046000, quantization error: 0.061661\n", | |
| "\n", | |
| " epoch: 5 ---> elapsed time: 0.049000, quantization error: 0.058857\n", | |
| "\n", | |
| " epoch: 6 ---> elapsed time: 0.046000, quantization error: 0.055936\n", | |
| "\n", | |
| " epoch: 7 ---> elapsed time: 0.047000, quantization error: 0.053956\n", | |
| "\n", | |
| " epoch: 8 ---> elapsed time: 0.046000, quantization error: 0.052206\n", | |
| "\n", | |
| " epoch: 9 ---> elapsed time: 0.048000, quantization error: 0.050265\n", | |
| "\n", | |
| " epoch: 10 ---> elapsed time: 0.048000, quantization error: 0.048651\n", | |
| "\n", | |
| " epoch: 11 ---> elapsed time: 0.046000, quantization error: 0.046945\n", | |
| "\n", | |
| " epoch: 12 ---> elapsed time: 0.047000, quantization error: 0.045417\n", | |
| "\n", | |
| " epoch: 13 ---> elapsed time: 0.047000, quantization error: 0.043892\n", | |
| "\n", | |
| " epoch: 14 ---> elapsed time: 0.046000, quantization error: 0.042440\n", | |
| "\n", | |
| " epoch: 15 ---> elapsed time: 0.046000, quantization error: 0.041180\n", | |
| "\n", | |
| " epoch: 16 ---> elapsed time: 0.047000, quantization error: 0.039907\n", | |
| "\n", | |
| " epoch: 17 ---> elapsed time: 0.048000, quantization error: 0.038498\n", | |
| "\n", | |
| " epoch: 18 ---> elapsed time: 0.048000, quantization error: 0.037186\n", | |
| "\n", | |
| " epoch: 19 ---> elapsed time: 0.046000, quantization error: 0.035915\n", | |
| "\n", | |
| " epoch: 20 ---> elapsed time: 0.046000, quantization error: 0.034556\n", | |
| "\n", | |
| " epoch: 21 ---> elapsed time: 0.046000, quantization error: 0.033257\n", | |
| "\n", | |
| " epoch: 22 ---> elapsed time: 0.046000, quantization error: 0.032067\n", | |
| "\n", | |
| " epoch: 23 ---> elapsed time: 0.046000, quantization error: 0.031007\n", | |
| "\n", | |
| " epoch: 24 ---> elapsed time: 0.046000, quantization error: 0.029721\n", | |
| "\n", | |
| " epoch: 25 ---> elapsed time: 0.046000, quantization error: 0.028574\n", | |
| "\n", | |
| " epoch: 26 ---> elapsed time: 0.048000, quantization error: 0.027502\n", | |
| "\n", | |
| " epoch: 27 ---> elapsed time: 0.046000, quantization error: 0.026522\n", | |
| "\n", | |
| " epoch: 28 ---> elapsed time: 0.048000, quantization error: 0.025594\n", | |
| "\n", | |
| " epoch: 29 ---> elapsed time: 0.047000, quantization error: 0.024520\n", | |
| "\n", | |
| " epoch: 30 ---> elapsed time: 0.046000, quantization error: 0.023606\n", | |
| "\n", | |
| " epoch: 31 ---> elapsed time: 0.046000, quantization error: 0.022532\n", | |
| "\n", | |
| " epoch: 32 ---> elapsed time: 0.046000, quantization error: 0.021639\n", | |
| "\n", | |
| " epoch: 33 ---> elapsed time: 0.048000, quantization error: 0.020713\n", | |
| "\n", | |
| " epoch: 34 ---> elapsed time: 0.047000, quantization error: 0.019602\n", | |
| "\n", | |
| " Finetune training...\n", | |
| " radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 45\n", | |
| "\n", | |
| " epoch: 1 ---> elapsed time: 0.049000, quantization error: 0.018473\n", | |
| "\n", | |
| " epoch: 2 ---> elapsed time: 0.048000, quantization error: 0.018203\n", | |
| "\n", | |
| " epoch: 3 ---> elapsed time: 0.046000, quantization error: 0.018141\n", | |
| "\n", | |
| " epoch: 4 ---> elapsed time: 0.046000, quantization error: 0.017974\n", | |
| "\n", | |
| " epoch: 5 ---> elapsed time: 0.048000, quantization error: 0.017893\n", | |
| "\n", | |
| " epoch: 6 ---> elapsed time: 0.046000, quantization error: 0.017783\n", | |
| "\n", | |
| " epoch: 7 ---> elapsed time: 0.046000, quantization error: 0.017773\n", | |
| "\n", | |
| " epoch: 8 ---> elapsed time: 0.046000, quantization error: 0.017759\n", | |
| "\n", | |
| " epoch: 9 ---> elapsed time: 0.046000, quantization error: 0.017695\n", | |
| "\n", | |
| " epoch: 10 ---> elapsed time: 0.045000, quantization error: 0.017699\n", | |
| "\n", | |
| " epoch: 11 ---> elapsed time: 0.046000, quantization error: 0.017704\n", | |
| "\n", | |
| " epoch: 12 ---> elapsed time: 0.046000, quantization error: 0.017727\n", | |
| "\n", | |
| " epoch: 13 ---> elapsed time: 0.046000, quantization error: 0.017678\n", | |
| "\n", | |
| " epoch: 14 ---> elapsed time: 0.045000, quantization error: 0.017635\n", | |
| "\n", | |
| " epoch: 15 ---> elapsed time: 0.046000, quantization error: 0.017644\n", | |
| "\n", | |
| " epoch: 16 ---> elapsed time: 0.046000, quantization error: 0.017649\n", | |
| "\n", | |
| " epoch: 17 ---> elapsed time: 0.054000, quantization error: 0.017656\n", | |
| "\n", | |
| " epoch: 18 ---> elapsed time: 0.054000, quantization error: 0.017639\n", | |
| "\n", | |
| " epoch: 19 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 20 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 21 ---> elapsed time: 0.045000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 22 ---> elapsed time: 0.053000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 23 ---> elapsed time: 0.050000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 24 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 25 ---> elapsed time: 0.048000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 26 ---> elapsed time: 0.045000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 27 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 28 ---> elapsed time: 0.045000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 29 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 30 ---> elapsed time: 0.045000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 31 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 32 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 33 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 34 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 35 ---> elapsed time: 0.050000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 36 ---> elapsed time: 0.048000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 37 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 38 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 39 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 40 ---> elapsed time: 0.045000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 41 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 42 ---> elapsed time: 0.045000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 43 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 44 ---> elapsed time: 0.046000, quantization error: 0.017633\n", | |
| "\n", | |
| " epoch: 45 ---> elapsed time: 0.053000, quantization error: 0.017633\n", | |
| "\n", | |
| " Final quantization error: 0.017633\n", | |
| " train took: 3.794000 seconds\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "sm2 = SOMFactory.build(DataCL1, mapsize = [msz0, msz1],normalization='var',initialization='pca')\n", | |
| "sm2.train(n_job = 1, shared_memory = 'no',verbose='info')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 52, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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AAEBEAwkAAEDEEVaAnlyFAWBe1OZJJpAAAABENJAAAABENJAAAABEnPAF6MlVGADmRW2e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\nQIoACQAAQIoACQAAQMp/8zcFkz8M3qcAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f50ac5a30d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "_ = view2D.show(sm2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 53, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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jpkwDAACwX6yZPLKyVDPXLs0MHdupSDM8iWaooFMWaoaLM+sn0LSK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\nsfZWTavPt7Z7Wm7j1EyF6U6maYo68wO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0PY8795y/hqhLM3MfF9Ne\n5hVjovM5P6EmJpNpon7caq5M819Ugul8dNdSF2163t7WgXqKTdRbQbWKOFG+9703AQCAXeEnUQCA\n1aJMAwAADKrc1mnUPR6TJ6fP72SCTF+JZhvFmf6SzoICTf29zHm8oDzTer0oSjHTbZ3GkxJM6+vJ\nlJrxZEpM95y+7aGm51TNZJnROJrz+z5HU75prqua77+VQ/vcaW4z02eKvMuDijQAAAAAwJCUaQAA\ngCXTU1SJ+kBElKWa6C3DzN/WqeoUV8pjnce9ZZwFk2c6xZktyzQ96yjvW0586duCqTWlJpoJL90S\ny8xEmtZ0nOJ+vUWaaIbWFK/T2tqpXs80n6rOutmmabptVKecE13tUs3U7HkAALC7RqHeDQCwSpRp\nAACApVBOqJk91i681M/XpZkFRZrO9JiyUNNXoukr4vTdc26Zpupc03NsfqFneu/mWLmt01prW6f5\n2zlF+VwxwaacWtO9f99WTvPLPO11zWzXVJd2pmvoUX8vzSSb4snW+xwRRfmmv3ADAAAAAHCsKNMA\nAADDmClP9HxZT3ZpnpgtvSSKNDOlmex9+rZwKq5dUKLpL9O019B7rJgcM+opvCwq00x7Jq3jRaGl\ndyLNTAkniqJLUZ4p1lp+TO873TaqzKT5XE7R6SoznL5+zN4DAAAG5MdSAIDVokwDAAAMq28aTfeJ\nomyx+XU1c/4xKdLMK890jmVKNE1xZUGZpjOFprXeqijBjJtSzFZlmplJMuVa5lxblnCaEk8VrUkw\nrRJOWXxpri/zryf3dNSFm5Y502aqOccBAGCX2eYJAGC1KNMAAAC7rn/bn8n/6ZlG0/48W6BZXKRJ\nlGd67zW/RJMq07QKM93PPWvolHCmk17mF2CKssyWpZrpaydLODHv9We3d9os65QFnHY5p3ciTfnc\n7D8ExZZOM2/97HMAAAAAAMeYMg0AADCQRX/XOTtZpq8Q07rNTos0idJMrjyzaPpMrkwzXUc9AaYu\nwMwr0zSTXsrCS7mtUl2KWbi1U7tEE/XEmZ4STXd7p7pYUz/VO5lm7jZP9ZqLA9NropncM294DQAA\n7AY/igIArBZlGgAAYDD1Fketr/smj3QLNIu2XuoWaWYLNb2fu9dM779leSZXqqlLLlusv/t9zBRo\nYnaLplYZZmbSTFGmGUdRvOm7vjuNpn19e5un4vooptP0TqYp3vOZiTTNNJqmMONXFQAAAADAcJRp\nAACAJVGMmJmZRjP5HN3PVfN5boFm+nlxkWarqTQzU2QWFnfmfN52maanUBNblWmm6+uWYdpFmlbh\nJZp1dbd16ivR1KWmOvtickzVN5mmXaiZvs3NsclrRFmqKV+jfZ3CDQAAu20UfgIFAFglyjQAAMDy\nqPq+6HyeU4pJT6LJFGcWFG9SZZq5Wzjlrm+to2qOtSa9FAWa9hSY9mvMlG6i7x7diTTl1lDd+7TX\nM7PdVM9kmub96U6k6SnZRFGe6f3nAQAAAADg+FKmAQAAhlf0JLpbPPVOp5nTsynP6y3d1EWVnskw\nrcJMvlxTT2LZbqmmr0TTV95pvUamTNO+X+tYb5FmWn4pijN10aW7zVOzpVPU62rOb0+mKd+T4g3q\nbPtUTr0p38jpFmDzCjWzW4EBAMDxo9oNALBalGkAAIClMK9E01JsV1R/7pRSJic201bKz60tm4pi\nTXJKzXam0dRTW6Lz3FaTaKL7mn2TZab3Ku87W8hpFWf6ijR919eZlJkW9+6WaOq1Ne9LU85pv7/l\nVJqmQFO+v8173D6oPAMAwLBs8wQAsFqUaQAAgOXSKcVElGWY7nmbD+aVW+prOxNp5m73tLD8MmcK\nzTZKNP2lmUVTaab32LoE051GU06zmVvEmXuf7lZP/VtOtb7uTMhp3pvmNeo86jewU9jpvLnd7Z5m\nCzV+nQEAAAAAHHvKNAAAwHCqbmGiXY7om07TnTLTPbfZ0ijak2yKiTSLJtDMFGiiZypNZyuomVJN\np7yzsExTlnDqY/1FmNZ2TvV9q+J7X1Ce6d6vzqO9zdLCIk0031drGk2Zafk+1Z2aoigzs81T+20v\n36P66z56NAAA7CI/fgIArBZlGgAAYAksKtG0Syb148lz5fZOZQGkfwrNnC2dimkq/QWaRcWZOSWa\nclpMq0TTM4mmW55pTcrpX2NviaZ83F3vzL06mcwrz/Q9nt577jon65qeU+RTvm9l8an1Ps78M1G1\nv5z+czJ7CAAAAADgm6ZMAwAALI12OWJaDimfr7pPx2yhprhX32SaviLN9P5ztneamUrTu41Tp1RT\nllN6JtJsp0zT+7oL7jd3e6jMWqePoyjPlI/nTaMp1lNO9WlNH6rfq+IN7HRmWge6BZru8wAAsEtG\n4SdRAIBVokwDAAAMa06ZolWiqToFi3LqSz2dJZryTF1Kmb9t0vS8zCSamYk3C6bRbDWFZsvCTLfk\ns40STf/9invMKQjNn5gzr0iTKPNE93toykytCTXFPwSj5mGn+AQAAAAAsHuUaQAAgEHMK0j0Tacp\nH47K4kXnydlpNO3JNOUklZmJNL1Fk+l1s5Na5pdLFhdUMtNn5q8pUQBaVMIp1jq3VNP6XucVhdo5\n1u9dOZmmfmuqVjGmfr4uRXWKUJ23vUuxBgCAIZhKAwCwWpRpAACAAZXFmKo8tHm8fNwpYzRTbDqF\nlZgzmWZm6kvxuFsumbNFUm+ZplOamT+tpSmndCff5LZh6k7ZadY5U6LpnUzTmbDTU6aZKd1Ez7FO\nEaj3ey2+j4hiHa1pQs15zT8D7fe39c9F368v/EYDAAAAADgOlGkAAIAlVE6kKSafdEoW5TZPEU3Z\npTy3fjy5bVP2SBZpytJHatujBVNe6nvPKdMkJtHkyjTFPevH0V5bp3AzauXWKc10J9L0FHyiuEdT\nnukcqwtQzfvcLlL1lKu6l/QfAACA42oUfgoFAFglyjQAAMBSKCeTtCfSxOx/tZ75umoXMbqFmmkB\nJcpiRzPxpFVk6RZpOmWX2bJJf3mmdxLNnIk3rfvPmfZSf15Qpqmvq+/Z8/31FWj6ij8zRZr+15rm\nXJZ/6oxn3s8y89aXM+/d1Kjz2W8wAAAYgh9DAQBWizINAAAwsKbw0p1aMjWaOacphUynmzTTYzqP\nixJIM42mXViZO5GmLMm07rVgi6dMoWY7JZru9VEei/r1ZqbPFOus81pYpmlv77SoVDO7zsm9Y1Gh\nJ+pz68cxvW76XjZ6S1TT+3cPAwAAAAAcQ8o0AADAUmrKMpOvoyxuTI/1fF1sBTWzvVN5v7pEs3nC\n4iJNVdx7UZGm2Qpp4TSaTJlm3gSahds6RTTFlQUFmr5ri3ssKtDUn4tyTF2kKc5t3rvZ9dRvSvGp\nNYFmplNVtY8BAMAus80TAMBqUaYBAACWxnRSSevr1n+xLgo1M8WYYvpMzySaUefc7rZO3a2XWkWa\nOdNlumWa7iSZxdNoZksu86fkdD7X5ZTOZJh5xZf687x7dosz2yjVxJypNTNr7flcnBfl57o8055E\nY6snAAAAAGA3KNMAAADLY1pq6R7sK9RETLZyKss3VX3+qNh2KCbnlqWaiHZ5pS6wxPyJNK3tnjqT\nZGYn0fRMo6nar7v1fWKLMs2Cz4uur7/HnsLMvM/bKNJM8y7fr/Jhe5un2bd7pjwDAAAD0+cGAFgt\nyjQAAMBg5pcl2tNpmsJG+/lRlKWa2fP7JtP0T4bp29qpu2VTzxSamFOCqV+z51h3gkt3LVtNpam/\nh80c2p+3mEyznfJMUWJaPO2m73P0fJ4zhab7vXW3geop4wAAAAAAHE/KNAAAwO6bFF0iZrd2iuib\nTtOcU27JVJ8f7QLNwsk0nVJOd5unujQzvT5ZpOkv05Svu2gaTXdbqe1Oo5lfbFm4pVN6Gk3nNaPJ\nv79Is2C90fd5zjSanj4NAAAMYRR+LAUAWCXKNAAAwJLo/KfpYtpM3znztnmqCzSdyTTte3SKNdMi\nSzTTaNolmvI+TeGkLNHMTqDplml6pth0tnzq3xIq8/mbK8+U1y+eNjOvSBPtc+ausfM21p+rmeOz\n5Rq/ugAAYDh+GgUAWC3KNAAAwFKa3a6pKWv0b/PUKbV0JtPMbrXUXFdPpymm0fQVYFrTZ6J7v24Z\npl0mmSnaTF6/bwuoZg3N9X3llC2LM4ueS5ZpynvNK9j0Het+joVrnt6maj73/PNQLwgAAAAA4DhS\npgEAAIZVFaWYHqNOeWL+Nk+LJ9O0tneaTJipr9tiGk23WNIt0jTX9RRsoq9Is0WZZrq+nU6h6TuW\nLc/0PVdnttWkmr71VtEUZjrrrd+o4l716zXXlub9cwIAAMeTbZ4AAFaLMg0AADCcqvu4apVk+k/c\n1DeRpj2Zplu8mBZUikk09bSZBSWaenpN30SaeaWYOds6dc+J2deauW9Eu3yyzQJNRFmKaRdbWs/1\nTZkpz+u8dnlN+9r2sZkpOuX70p1O03mvW8f85gIAAAAA2CXKNAAAwPDq0seiySNVdBsVvRNp6tNn\nyymjVummW5SJpihTNHOa6TV9E2liyyJN1K/bc15EjMaT+46Lsk9nss1WxZnW1Jq+KTQLJtK0jzVv\nRv9Umqgz6S/UlI+LAkynDDRzrJgm1JpKM11f8bZGNfMAAACOOz99AgCsFmUaAABgALPFmNK0hNJM\nmuls7zT9iOI2M2WYclunyf8pCzERM0WZKD/3TKnZyUSamXJM8prsBJqm3NJfmikf902kyZ3bfp15\n02iaCTP9E2kWT9op38z+Us3cgg0AAAAAwDGkTAMAACypnmkzEa0SzGbZo5yA0nweVcWkl+m2TlFM\nvylLOXXJZXrt/BLNwkkzvddFcV2+TFNf05raUkW3QLOZSc/kmS2KNfMe923tFNG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Dy9a1ocE8oxVXBmSyNNdT80QZvm/mpbTfN8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\nrNayzbRsiTG+d/ajcVeWaXVcv3MoW82Ibn2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AAAAAOCKa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\nnvL4j8Nr/97/jn/5m+/EZ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sg1rlizI9VQqCE3jXf19USVk2InxJkjwsxUbPu2PrlfMkYu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\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4EZoQQojKLDPkkwTACDVzqZFrIKUaiKPU2WfKoW1ZhPoci0CM86JOSodRZSV2F7Vy45Xt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\nhBcsQshKu9Cuq0WavqAzb09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yZZuy7jOtJZ+m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\n8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CwNg+7BnKLzPy5Z3yjjbmFxih39LsXNP+4mJYBQAAAGC72iGY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\nRWV8xJqtjI9aM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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f50a6167a90>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "_ = hitmap.show(sm2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "<b> U_matrix for clustering </b>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 54, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { |
Hello !
First of all , Thanks for the tutorial ,
i keep getting this error when calling .show(sm)
File "C:\ProgramData\Anaconda3\lib\site-packages\sompy-1.0-py3.6.egg\sompy\visualization\mapview.py", line 22, in _calculate_figure_params
row_sz = np.ceil(float(dim) / col_sz)
TypeError: unsupported operand type(s) for /: 'float' and 'NoneType'
Any idea what could be wrong?
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Thanks for the tutorial
¿Is it possible to write specific labels to neurons?