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@sevamoo
Created February 6, 2015 13:48
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"metadata": {
"name": "",
"signature": "sha256:4ef042b1157b032975dfd259d79dc5df7121f1fb80a24f36b25369152f491804"
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"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Some basic usage of SOMpy library in data clustering \n",
"#####http://www.vahidmoosavi.com\n",
"#####https://github.com/sevamoo/SOMPY"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"pd.__version__\n",
"import sys\n",
"import sompylib.sompy as SOM\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"### 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",
"Data = np.concatenate((Data1,Data2,Data3,Data4))\n",
"\n",
"fig = plt.figure()\n",
"plt.plot(Data[:,0],Data[:,1],'ob',alpha=0.2, markersize=4)\n",
"fig.set_size_inches(7,7)\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Fg4cPY2haBIB83jzWlhqiPZqmcePGFs+fl3j+fArH2aJa7SSZzHDnznDbQWK/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\ncSpJABNCCHEqSQATQghxKv3/VJQLPtCUOk8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x119707e10>"
]
}
],
"prompt_number": 106
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2 dimensional SOM"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"msz11 = 15\n",
"msz10 = 15\n",
"som1 = SOM.SOM('som1', Data, mapsize = [msz10, msz11],norm_method = 'var',initmethod='pca')\n",
"#What you get when you initialize the map with pca\n",
"som1.init_map()\n",
"som1.view_map(text_size=7)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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RHx0AO/AJuF4EQD+IIjDU/ocGiE/3CQLoepiofLIYb60nSyBn4ZeaIUvUXuA0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\nP+mTPulbpw8EP+mTPulbp/8fBK/UHpK22+EAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1185b7b10>"
]
}
],
"prompt_number": 108
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#What you get when you train the map\n",
"som1.train(n_job = 1, shared_memory = 'no',verbose='off')\n",
"som1.view_map(text_size=7)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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F/E3oEHGp0mDYFd6R8jsCZEAScEU4oKND5W2uBLGGoTtVi1s/+tXlc/dFHX4x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\n1HmaVWDGXCnLaEhxUAI5RK6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BvOU5GwDLS+H36eMcm8NHLp+vUtmpewCyJuyH1WBRhtIb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\nlshbbwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11aa1bd90>"
]
}
],
"prompt_number": 109
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#hitmap\n",
"som1.hit_map()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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bNkF2tq/0QgQZfYZgRcUQv3S2pNgrL+q112QbcOQIVngkGsWBie+T10kOiqq4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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x117c72b50>"
]
}
],
"prompt_number": 110
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#this gives the cluster label of each node\n",
"labels = som1.cluster(method='Kmeans', n_clusters=4)\n",
"som1.cluster_labels"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 111,
"text": [
"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 0, 0, 3, 3,\n",
" 3, 3, 3, 3, 3, 3, 0, 0, 0, 2, 2, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2,\n",
" 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3,\n",
" 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2,\n",
" 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2,\n",
" 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)"
]
}
],
"prompt_number": 111
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#if you did clusters before\n",
"cents = som1.hit_map_cluster_number()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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l319CNK3mpQGgvf0Irr7+GXz3mxdg6PF5VNryyufAwQ7ceMvT+J/3XIIhtXl0\nFCRsKTxzJthSQkoB2yb3tUVwIjloUkw7LC8MasIRbvHpRrcoMubo62httBUzaViIdN9el1L3be5k\nrV9Xp7Zpumlop57i6GlD02FDhwadrGvyTqSTdSWHLl1XexgOHNjtRr45iba2PagbPjQhXRDdDEmd\nRHTTBWE+14/wCgUHl12zGtdcORmXXjwxtf8/OgsO/vrGH+LKz7bgovObg0U1kWg/lpKJTmp60b4S\n8dfkHZwwdBgOHNyNmpyDfM7BgUN7MOz4YW5dd86v747pKqmTSG67qMLERe2EnCa6dHVqm6arU9s0\n3Uq0UzfofF726Bg3bjz27d2Ogwd3QIgjWL/+BUyaNLPHn+9r3XxeoqHh4/jgg+1oa3sfAofx2uu/\nxfRpU4tWCQbGrOZzI01lyXMkN6onItx4y3M4pakOX7rljNT+vyAi3Hzbz9E0YQS+cPMs+P8lEewj\nonQit5TNnPyyQDspd+4Z9TivY/iBg+9D4AjeWP9bnNY8Vfkeot+HbVGkqUGkr6P3fQj03+7NR4Ou\nTm3TdNPSTj3FUdPTvGkeuOLyJVix4suQ5HacPunEMQAqzLvq0gVg28DVVy3Gg/98DyRJnDOnFePG\n1ru55dh+G0GaI7Y5f3QfD1f3pVfew6ofr8Pk5pE4bdajAID77jkXF8wbX9F4X3rlPfxw9To0nzIS\ns897ECCBv//bC3H2WZ+MrHyUFkHabpmd2w5LBj0LI/hldoKQswQ+d/lifO/7XwNJiVkzzsFJ9V73\nbVIOeItfyFudCIpcB7XTXgaqv3ZvPhp0dWqbppuWdupdvR99+H+lppc1LFsGUWS44MSJvFZrnHNK\n1JnzSurUaFRdtKKLzk4LhU4rOBc6bfe6YKGz0/buhdfue3bkM5H3vEM6wjNeBxZJCNWUI/ecovcE\neTnn2HP+MwzT3+izrt41NZVHqlnFskgxZHf5dmTpdi6Wh45Ez1CqIpQIWmM3FQDhKkIR3yI12qaL\nbOktWkFQIx3V8Xezc/WkhdBcZWjQ6llIN3IWRMqz/mtlLw3iVX8Mk0TqBp1GaVhWCcrmlH00gmqM\noslBiuagLdUowz0idBuTWg+splciE4W2a5iuUROIvM2Tilza8qpYXIN2TZgiJi38M0kI4Zm1lK4J\n+2kN8vb4AAUNawH9f6sYxjTSj6BzR69BCxuBGas70vmGHdmE35KRHHR0w6KwkqNPxg2K7Onsb4IU\nRM9EIEtEuMZUAAAgAElEQVSCbHdVIdlw217Fdfyo33L39hdSAr45BwbtmS95v6tUzuSZslQ3YkJg\n1AzDREk/gq45enOIlgi3Co1swK+8VicJ4yV28dKyPvvveiXFEWzw5BmzZbnpB9t2N+wHWXCtWQaV\nFcHnlAUs0jNo15Bdoxa+UUsCpBtBC+G9hmLQIFfe/4PhNaiFSPirwDD9GI6gyyBYyh1LaUTSG0pZ\nmW1FTU34Cz36eLc1ddc3SwhIbzzkma7tbsoBIgJsGSRfwp37SOnE4n4P0gHgpTfgm7QjvTy1a8z+\n1qzBay+KDu/7Z05vMEwSPElYBkJQtK+gsiG/ukGS7bW9soqiaBRH0H2RhI5H0JZw0xre5B157a7s\n4APwDFl6E4simFTstLzP2wJwXNOFFzlDuNeQFDFrfw9pAW8WEoAfUas1djxRyDBRNEwSHt0pDsuP\nkIOz0r3bKh1FB5v7K1t3ij6IooNKCSHCtlX+YhU/eg4Szm5Xb0B64/Pz1sLLF1veknbLjaAtCk3a\nUQza8dIVjtvs1W1I6806qme1ioXdmWGKqN5CFQNxDdo15Mjez74RJ7wXL7MLVtD1cbI1MGmLYBFA\nlrurMxHc3LO3qFRAQggL0pGBMbsdwYW7R4e0vIUtABx3chEOARaBHMWoHfJ0wy4s5Bs1kZfqpqA5\nC3HymWGK4DK7MvAn18Iyunitc7j/RuR+0FxW2R2ujycJ/TpmS7jzgJYXwZLlPyIBCAhheTljASEF\nLCngSIIlLEgpgj6FfgRNlmLOkCBBQCd5hqucSbo5bi+1Iryu4fBy4UIAxWX6DNO/4Qi6DIJKBs9o\n4+ZcdAh/gyTfnJVcMPrcn5XFKgBZ/u5z0YeEZ85SOSwh4Ai/y7e7PSlZAuS45krehB9BuvfgG7Z3\n7U9AemeSvilTYMocPzNMMWzQZRAs8PCjYcWEI/fVlXqqSYvoETZg1QmFk4RQTNqKGbcM0yCWcHsT\nSn+vaM+Yybt2948GqNONoH2TJihnP3Ymf/GLYs5WeB2U17FRM0wRnOIoA3UXON+sg7ZQXoScdE+o\nRu1vrakYpu4xC3LTB/6qPcty65Cl5UXQRN6EoIBFgBRwV/15Rk2eKRMhMGxyABIE6eWPSRCkaswg\nd5MY35xtuK89c5ZSSfNwDpphEuEIugzChR4IIuKwoWqp+6FpC+VZ36T7ZuAIFoN4RXTumFyfVgyc\nQORF0N5EottQ1tufQyrXNiA73RSF9FIVEr5Ju2ZsgdznbdeshQVIy4+c3c+5qRF4OWg2aYZR0WDQ\nPSuz277jQ9x214/wwd52CAFcc9VM3LRwdsU/X5cuAGx/fz9uu+sZ7PW0F3x+BhbfcFa0bM7yUwWx\nkrqYaQcmDWDrtjYsWPwsdu85BCGARddNxW1LZ1Y83oguBG5cOA23LprpF74BgLeiUHgTd94SGkGw\n4NdKi3ADJUJg2Nu2fRh8FwBw1aUzsPCys1yDJtegJQHC9s6Wu/oQ3vamlgVAuHUeflsuoP92bz4a\ndHVqm6ablnbq243ufe+BHj27a/dB7N5zMOhkfc5FD+LpxxegcfzIisagS9fVPoA9HxzE5OZ6HDp0\nGHMufAg/fPIaNI0fETFj+N1SfNP2qhXCPHD0uV27D2Lnrna0TB6N9vYjmHr2cvz8R1dhYmNdRePd\nuesg3t/ZjlMnjUZ7ewemz3kMP33682hqrPPKkT3ThW++ABAzZCQ/t3NnO3a+fwCfnFCPgwcO4/wr\nH8Lj37wWHz+pDrLgRteyE3D8a+Ve9No7K9eHOzoinZCXnndeKl2Wdenq1DZNV6e2abrlaKey3agQ\nQgD4BoDBAP4PEf0g/kxPc9AnjjkWJ445FoCDocfn0DTe7WTdfMrwcobUZ7oAcNKY43DSmOMghIPj\nh+TRNKEOu3e3oXnicCWvTEF+GUoqwzdmIMw7++dRIwdj1MjBAIBBg47BxMbh2PH+wYoNetTIwRg5\nItRtmlCH93cdwClNw12z9fbBILg5DteMyV0+Q/4kn/sL+H/H/X+GThxzLOpHHAvZ6WBIbR4TTq7D\nB/s+ROO4E4JSaCEJsL0JSC96DkpHLDctEra7CgOF/ti9+WjR1altmm4a2uWmOC4FMAbABwC2JT3Q\nm704Nr+3H+ve3IEzp9enupdH6roiPG3e6nXfPr0eOVtG3nMvlFWCQrnvR9T+W7G/mZu37Mcf1u3E\njGljKh+vp08EbHlvH95Y/z5mTqsPon1/EaF7oqAQmcKb/oiD18FCbcftUSMBbNu6Hxs27sD0lnrk\nctJfpwIh3QeETe7DVngE5iwo9v30z+7NR4uuTm3TdNPQLivFIYT4OwD7iOhxIcRPiOiK2Psk25aV\nNYD29iNovWglvnLX2ak2S9WlW5F2zIiSdOdctBJf1fBdqLqqMfcWkm76ou3DIzjvspX426Vn48JP\nTYQsuPfVo6f3/PvBuL1OyIvmzk2ty7JOXZ3apunq1DZNtyfaaXVU2Qagw7tOnA38+n1rg+s5s8dh\nzuzSv2ih4ODya1fjms9Nxmc+nZ4h6dLVqa2rq3eSbioVJALo7HRw9c2rcdVnJuOS8ybCKXj7RFtu\nnTXZbqRNNmB5Z3J3JnWjcX/lt79lh1oWTkDtcQNwRuME/HnnDpz2iYbgfhFU4q0Sf4TUDstp/4uo\nS9s0XZ3apukmab+xaRPe2Ly528+V29X7ZwDOF0I8COCFpAeWfbk1OLoyZ52drHXo6tQ2TdfXvvlL\nz2HihDp88aYzwsUwVuywvUUxNmD5R8475wE7B9h57zoPHCwcwl86P4KdBwoo4Pf//S4mnDgadi72\nWdvV9H9G8PNE9PD/EGW9e/PRoKtT2zTd7rRbGhpwXWtrcJSirAiaiD4CcFPvhxyis5O1Dl0Tx6z7\nu/jhT9Zh0ikjMfPCRwEC7vmbc3HOmeMjRu1H0pYXLVslNrYD3Ov9h9rx//7oWXcxCxHOn3IqTm86\nOcx/+5+BV7+tfBax9+E/I7Lfvflo0NWpbZpuWtqpl9nRgWWp6THZhSTgBOVxynVQWuddl7pXAKST\n/Gyigatn9O59hskqfdbVm+k/RKpUlJRCUZrDclMSvllaXRimEGFu2n++yIC994VqvrEjiLC9cbI/\nMybCBs1URLw7TJExWwDs0FBLmXOg4fYLCCYP46ZMFJYOErnPiph5+384IvEIOzRjIGzQTO8R4Tk+\nOadOEgoKI+gwORzTUQw+UuURM2vy+toK/z2hVIF4fQcCk/ZCZ/ZmxlTYoJnKUFZFenv9u2dKMGc7\n+eORPbItxZjjBu0bsr+mRiAs9vRd2O07AArEwXkOxljYoJmK8A2WlAjY3+LZ8kzZ3zHPin1QCHdr\nU391ob8vNTmhKcu4WatG7X9eNWof36hVk2YYw2CDZnpNxJhF+NqPpkGKWdtQOh8iYp5CMWvhpTB8\nY/ZTGdJJMGUEKWsXP1L2tcPH2J8ZI2GDZnpHLP9cZMxAYNC+iVpwzdXyjFj6xqxMKpLXSMCPpKV3\nhl/d4V8Lz5iFYtL+ikJC5I8Hw5gKGzRTEQKhOZOX3oByVs3ZzwuTiBptYNb+BJ/lRcwWAC9yhhJB\nw/E0KTRm/+ep5izUXDTDGAgbNNN7/BQFQkP0nVgoCWc1DWEJxWiVKgyhpjWs0KSDPLVn6lKEaZIg\nKvcNmsIxBF1iBDi9wRgLGzRTObFaaD9y9ivfAO91rELDzzf7k4FB6ZyS8vDNOTBqJ5rLDiYgKTRq\novAzalUfGzVjGmzQTGUoBkoiGjkD0YhZrb4gETVsoZTTSSvUBTxzVkUpNGbhR+v+tVQmLBFqMIyJ\nsEEzvUYoNca+OfspCvcBBOVu6iKUwJgptiiFws+ri16kMiEZ0Am3rtov5VPMWjXpoAywT74RhkkX\nNmimMjyTDjrDqCbtuaKfDw5SDxSatD+xp5q1UA05IQL299lQF8P4xqwuFy/1eYYxBTZopmL8CDXw\nQt+clX0z/Nwwee8lbobk5TGEl+II+xVGUTdIIt+c1UOJoMNBgsNoxjiqZtBbt7VhweJnsXvPIQgB\nLLpuKm5bOjOzujq1TdMFgG3b2rBgiacN4OaFU3Hroplh2kM5gl3lYsactDXotu1tuOmOZ7Hng0OA\nAK79zFTcdMXMiCFbiqFbVnRSMb5Rvx9FHykUcPsTK1Ho7ESn4+CspibcPHduKt9FR6GA21emr22a\nrk5t03TT0q7aftA7dx3Ezl3taJk8Gu3tRzD17OX4+Y+uqriTtS5dE8es9bvYeRDv72pHyyRXe9qc\n5fjZqqswcUJdZBN934Aj11CiYP/ae+/9XQfx/vvtaJ4wGgfajuBTly3HD759FT5+Ul1kX2mnEO4r\nHd+XOuh5GHv/o8MdGFBTA8dx8MUnnsDS887DpLFjK/4uAOBwhx5t03R1apumW452qf2gy215lRqj\nRg5Gy2S3/cugQcdgYuNw7Hj/YGZ1dWqbpgsAo0Z52gIYNPgYTJwwHO/vOhhMBqrbjQqvPVWkZVXO\nbXNleS2vbO/1mBMHY0rLaNh5oPb4Y9D4ieHYte9g5HOBltpSS42glb091BzJgJoaAEDBcSCJMHjg\nwFS+C53apunq1DZNNw3tTOSgN2/Zjz+s24kZ08YYoatT2yRdP52xact+/GG9qx0ps/MnCRM+291/\nuBGALVv3Y/1bOzH9tDGwcghz1kppnqXUTaNEmsPPRUspseixx7Bj/35cMm0axo0YUcFvH0WXtmm6\nOrVN001Du+otr9rbj2DORSvx1bvOTrWbtS5dndqm6erSdgpA24dHMPfSlbjrlrMxv3UinA7A6RRu\nysI/OryURkeY8nAKIny/oKQ7CuEkZPvhw/i7H/wAN8+bl3r3Zl3apunq1DZNtyfa53zta9lreVUo\nOLjsmtW45srJqRqHLl2d2qbp6tQuFBx87sbVuPqzp+LT550Cp1O41R8CICEghbuYRdoCUgLSBqQU\nkOSuSJQkwjMBDgEOicCgBw6qwelNE7Fx5y5MGt+Y2rh1apumq1PbNN1KtKtm0ESEG295Dqc01eFL\nt5yReV2d2qbp6tQmItx823OYOKEOt9x8phv5ejkLsgCy1LMA+eYcGLJn1DkBCeGaMwT2tbfDEjkM\nGjgQRwod+P277+Kv550HJ19T8ZjbDrXDtuzUtU3TNXHMWf8uqmbQL73yHlb9eB0mN4/EabMeBQDc\nd8+5uGDe+EzqmjhmU7+Lf/nJekw6ZSTOOP8RgICv3nkeWs9sBAkRGrMFSEtAWgJkC5AUIBKuWefc\niNmBZ9gQ+OCjw/j2qqchJYGIcM706Zh8yifhVPxNAB/85SP80w/T1zZN18QxZ/27qHoOmmHidHYK\nN5fcKdzrToHOgoDTaUXvRd7z71kl35MyabqSYarPJbcuzl4OmmFKIoQbMQsBEpYSObvXMjgLkG0p\n6Q0rODvw0hzCgiPYoBnzYINmMom7E50IjBrC8lIcVmDU0rJAdtSUJSxICO/sm7Rr0MQGzRgGGzST\nQTxjhjJB6JszWZ5JW2HkbLv3Q1N2DyncwxFuFJ3wX5AMk2nYoJnsEeyj4a42CcxZWiDhRc6+WdsW\niGxI2zPoBKN2PKOWbNCMYbBBMxklNGc1vSHJi5Zt20ttKOYM2z0LO4ie3cN2TZoNmjEMNmgmk5CI\npjeCNdyWGzG70bMNCozZjpo0bC+CtiEtG9Izd4YxCTZoJoP4LVigVHIoOWhhgSzbjZ7JM+zApG0v\n72x7kbQNR9rua46gGcNgg2YyR9hL0N+1P8w5S9+kETNm4ac2cpDSM2fLhrRyrkFbbNCMebBBM9nD\nM+dI9OxF0IBfsRFLbwgbJGxI5LzoOQfpeJGzzLFBM0bCBs1kEvK7vcIKF6sIAemlN3xzJliuMYuc\nEkH7UXMOjuNdyxwkNyhkDIMNmskgXgUHwolCWMI1Y6+EjtQIOsg354KD/GsvxSFljicJGeNgg2ay\nS7CLXVgDTVZo0kFaQ0YN2Y2g83Ao50bOMgeH2KAZ82CDZrKJEAB5JXbxxSpeioNIyT1715IUo6Yc\npGrU1evwxjC9grt6Z0DbNF2d2lu3teHaxT/Hrj2HAFi4dsFZuG7RXDd6hlJqB9urh44ZM+UgrXxo\nzpZr0P/y5bvx1ou/xqBhw3Hncy9UPE6V1V/5Et76r1+lrm2ark5t03TT0uau3hnQNk1X95i37jyM\nUyaNxf6DDua0fgcrfrAU4yaMRYFy6KA8CpT3rmsi50LwXl55zj3efu3/IDdwMFbfvRR/84uXKv79\nVTa9/jJqjj0udW3TdHVqm6Zbrvbfjx9W+XajQogTATwIYD+APxPRA+V8XmXUyMEYNXIwgGjH6Ur/\nBdela+KYTf0uThgxDB0EDBo0AOMnjMKuXQcwtjGcJCShrCYkP5LOQcKLoCkHSXlIysNBHg7lMfaM\ns/HB1q2AEHDy+Yp/f5WPnXk29m/dkrq2abo6tU3TTUu73BTHJAD/SkT/IoR4plc/MQGTOlnr1jZN\nV4e2v9Xoli37sH7dNrRMO9krs/PSG+QtSiHbM2U7as5wUxwOfJOugUN5OPk8SIhU2hnF0aVtmq5O\nbdN009Au16B/B+DfhBA3AHi6Vz8xRnv7EVy+YDW++8AFGDTomDQkterq1DZNV6f2wfYjuG7hSnzj\n/itw7OCB6CARRM+SvElC2EE+WgarChWTRg4O5SG9KFraNQAEZC79fxF1aZumq1PbNN00tMs16OsB\nfJWIfiOE+AmAlfEHlt27NrieM3sc5swu3b6cO1mbq6tTu1BwcM21q3DF56bhwotb0JGaMsNkg00v\nvYDNv3uh2+fKNej/BPA1IcTnAWxKemDZl1t7JMSdrM3V1alNRFh868/Q1DQSS78wBx3pzWEzTGZo\nOGsOGs6aE7x+8VtfT3yualUcv315C86+4ElMbh4JIdzJyzS6QuvSNXHM5n4XK9HcPAqAW1p39z2X\n48xzp6CAGnQg71ZtII8O1LgVG6iJ3atx7wXP1uBfFl2HTS//Fz7avxfHDR+B1rv/AaddfX3F3wMA\n/HTx1dj88oupa5umq1PbNN1ytZeNFIlVHNzVm8kcHZ7pFjzjVY22twbdQXlI2NX+1RgmkVIGzUur\nGIZhMgobNMMwTEZhg2YYhskobNAMwzAZhQ2aYRgmo7BBMwzDZBQ2aIZhmIzCBs0wDJNR2KAZhmEy\nChs0wzBMRmGDZhiGyShs0AzDMBmFDZphGCajcFfvDGibpqtTO+zq/RdACFyzcDYWLDm/Yt1nb78J\nf/7VGhw3fAS+8OL6ivVUfn77DXjnV79IXds0XZ3apummpV21CDqft/Cd+87Hm6/dgld+fRMefvx1\nvPX2nszq6tQ2TVendj5v4R/vnY/XX/1b/O9f3YEnV7yId97eUbHuaVcvxDXPPF+xTrL29Vq0TdPV\nqW2ablraVTPoUSMHo2XyaADRrtBZ1dWpbZquTu1RIwfj1Mn1ge74CaOxa2dbxbrjZs7GgCFDK9ZJ\nYqwmbdN0dWqbppuWdiZy0NzJ2lxdndrvbdmL9eu24rSppftaMszRTNUNmjtZm6urU7u9/QiuW/Ak\nvnH/FThu0IDUdBnGJKo2SQhwJ2uTdVXtv75yMv7q4okghB17oo3Uop18Sr3n3z9cEPjra3+Ay648\nHeddPBUF2JCwIWFFDwqvCQIUnIU3FoH4z2YYk6iaQXMna3N1Ve2JTXW4/ZYzA3N2TVYEZ1DCvaTn\nvHtEwOJbf4rxjaNx4xfmoQM5FCiHTuTQCRsO2XAQPULTdk1a+iZNrj43BmdMhbt6Z0DbNF0A+M3L\nW/CpC1Z62u69b9xzHs6fO8GLYAEE0SyCiLa765df3oT5Fz6EiZ8cAwg3Iv6br12NGXOno5NyKCDv\nHl6z2E7k0EE16EQeBeRQoBr37DWU9Z//4aKF3NVbs65ObdN0y9Xmrt5MqkTN1Y9W1QOx18qzRQci\nGp2BCUcNuRPh67hZhwadT/x8J+Uhqz/lwjCJlDLoquagGfNRjTVILSi5YBkxYuU+Fd/3n+2MGG0O\nnUGKwz0cst2zl/JQc9KRFEfwh4FhzIQNmqmApEg5ngtWzJe6eE+550bHniH3yJxtb6JQ0SeeKGTM\nhw2a6TUEAJHoOT5ZZynG7F6rRhpe+4bq3u8sYc7+6/gkoQMLDqkVHvH0CcOYCRs000uUygsgMOli\n442VxiFq1vH3/RSHas4O7KLXfjWHjJXgqWkUNXpmk2ZMhA2aqYD4xJ8VHE7EfEMDdSLGbUfv+c94\naQzVnB3YRa+lFz3LoujZikTQnOJgTIUNmuk18fyzGkH7BuxAPVuRvHFwDzYkWUFNc2DGSs1zPHIO\na6DtIoP30yVRk2YY82CDZnoPqfXO4Wq+aETr5YhhQ1KYM/aN2DVs5RnfoCkHCQudCM++uTvIBc87\nQSRuJ0TPPEnImA0bNNMrwqg0VsFBxcbseJFz0eRe0qpAsooj5CC6Vo3c/3wsRRKJnqPjZBjTYINm\neo06QViU4lBNmuxI1OvnkNVDvVcq7RF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"text": [
"<matplotlib.figure.Figure at 0x11aa67450>"
]
}
],
"prompt_number": 112
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#this cents is the array holding the bmu for the training data, the first two cols are x,y in SOM and third one is the node id.\n",
"cents = som1.hit_map_cluster_number(Data[:10])\n",
"print 'coordinates of bmus:'\n",
"print cents\n",
"print \"cluster labels for data\" ,labels[cents[:,2]]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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zj6BTcrjznDzFkVd5dGStvlRPwmuSVYH4dQeipH3oTDeTqUJBk72RjYr0c/27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\nFDQhhFQKBU0IIZXy/wHFUcrVEYsc1gAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11aa29cd0>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"coordinates of bmus:\n",
"[[ 2 1 31]\n",
" [ 3 2 47]\n",
" [ 2 0 30]\n",
" [ 1 4 19]\n",
" [ 0 5 5]\n",
" [ 1 0 15]\n",
" [ 1 2 17]\n",
" [ 3 3 48]\n",
" [ 0 8 8]\n",
" [ 3 2 47]]\n",
"cluster labels for data [0 0 0 0 0 0 0 0 0 0]\n"
]
}
],
"prompt_number": 113
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#you can further, do the following stuff\n",
"#this gives you the bmus\n",
"som1.project_data(Data[:10])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 114,
"text": [
"array([31, 47, 30, 19, 5, 15, 17, 48, 8, 47])"
]
}
],
"prompt_number": 114
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#to convert bmu to x,y in som map\n",
"som1.ind_to_xy(som1.project_data(Data[:10]))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 115,
"text": [
"array([[ 2, 1, 31],\n",
" [ 3, 2, 47],\n",
" [ 2, 0, 30],\n",
" [ 1, 4, 19],\n",
" [ 0, 5, 5],\n",
" [ 1, 0, 15],\n",
" [ 1, 2, 17],\n",
" [ 3, 3, 48],\n",
" [ 0, 8, 8],\n",
" [ 3, 2, 47]])"
]
}
],
"prompt_number": 115
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# One dimensional SOM\n",
"#####Further, you can use the less explored 1d SOM. in this case som is a 1dimensional grid. You can do beautiful things with it\n",
"##### For further info: http://arxiv.org/abs/1408.0889"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"msz11 = 1\n",
"msz10 = 150\n",
"som1 = SOM.SOM('som1', Data, mapsize = [msz10, msz11],norm_method = 'var',initmethod='pca')\n",
"\n",
"som1.train(n_job = 1, shared_memory = 'no',verbose='off')\n",
"\n",
"codebook1 = pd.DataFrame(data= som1.codebook[:])\n",
"\n",
"print 'Done'\n",
"codebook1_n = denormalize_by(som1.data_raw, codebook1, n_method = 'var')\n",
"\n",
"fig = plt.figure()\n",
"plt.plot(Data[:,0],Data[:,1],'ob',alpha=0.2, markersize=5)\n",
"plt.plot(codebook1_n.values[:,0],codebook1_n.values[:,1],'o-g',linewidth=2,markersize=4)\n",
"fig.set_size_inches(10,10)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Done\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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NOZ+UlLnk5JT12TYmfb2lir3Wzk2f3ATAo3Me5cJpFzY5pqWptt7qt1VfIAC1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xl8Mi0nR4vFEk9b38uygJ63uzpTRiuZO24uo6RRXPKHS2g/3IayHS8rPK+yYserAAyJM5KzZzgV\nH5VzKL4CWYZEmwHnhc00tzcFr6eQlIwacS71JQ3UFFUhEYXJeRk3XvASds83nDNJQ6O7kfXrv+Wl\nuj/hwf/m2n1H2l+mpcWye3dTsFWF291EdnZs/z6EPgi30nYi+1QJwmmj3dfObz7/DQDzJs4jU58Z\n4YgEQTgZ9VTkHCqwlVdZGY9CkU5D7UqoBpvcREVFc9hf1uGu3XlFCY4UUxsMWnbu9K8YAdTUlKPT\nuTGbq7rUV/WWIHROKKaeP5XzXdPYWrQJmXbSbMPInDCaQ97NVHrKqGyxUFlqAQ0w0n+Nmh0VUAmp\nxqEUxs7kbKWJ4aorSNFFk3pvHG+/vZTBg7MYPvwCWlsbOD/3QlT1h1DLo/jpuB9RvLaENUUf4fG1\nMdg7GJPJBEB+/iDs9kaam/3bcUlJTvLzB/Xlx9WjI0Ofm2lubqGmJobMzAz0el2ft3XDOao+VUdL\n9KkSTkavfPsKt356K5n6THbdvotY5fH/W5AgCKeHvjSpDPRC2revCo9nMI+8MYFS3Saio6K5SDGT\npW9/FLa1Ql+uHXpMoFDdZnNgs6kYNCgb6N9olu56RxUVVbF8uRWVKoGMDBOtrQ2MGFHHuAm5lDSU\n8PGaj3nwnQdpy/evLimLYpg7+q+YMq+ntbUBSbIRE5ODQlHFsGHpbNtWRn29nczMI3MBDxzYRnb2\naMBf0L70u38zf+v1ZA3PYv+d+4Of0fHodB7uPXs8SsrKPFgsdgYNSkWhaCUnR3n4mDLOOstAYeGQ\ngZ/9d7REUiWcbBpdjQz78zDqXfW8d/V7XJN/TaRDEgThFBdIqmw2O2vWbGNR0Qw8Jn9dlXa3lvX3\nraew0N99s7eEoT9JXKhwTTDDXau7c41GbchTdxAf38aECUnB+wee6vui+QsApqsv4pdXP8iWLS7S\n09OBaGRZG5z/Z7c7wtSI1aPRnBW8b7vczmVfpdLU1sg3P92CumVQj++7vwLvf+9eK4mJOVitDrze\ndCoqGpFlL5mZqbjde4AU4uN95OWlcu650gmZ/ScIp4WHVj1EvaueKVlTuHrk1ZEORxCE00BgK0+v\nT2bIEAUUHVlMCF2h6u1pwqN92jCcnsazhNNdz63Q9/Hey+8F+08ZjVkUF3uZONH/pGF9fSUpKc3o\n9QUAKBStXXpKwaAOW56triamZ0/ng73v89amL/np8Hu7xNqXFatwyWPo+/d6/StU4ECthqSkGA4d\nagBSaWhwkZQUjcEQ09+P2P+5iJUq4UxVZC1i9MujkZH57pbvKEwrjHRIgiCcwsJtzcmyzAPP/opP\n7B8DcHnC5Xzy109oampmxYoyvN4hGAwadDp/bVboClN/VqB6G/PS04pUb+f2Refr22x2Dh40Ex8f\nR1qahvz8wb1uZxqNWv534H3mvDqHMUkX8uoPVweTUJdrD7Kc0muc3X0WFosjGF+gYzrUAClANAZD\nKw0NjUA9WVmjgj+P/q5UHdWYGkE41cmyzNylc2mX27nlnFtEQiUIwjEJ/DJva0unrS0di0WD0ail\nsHAIH/19CZeMvwQMcOkvLuXAgUqWLKmgtBQaGzWUlnqx2480/TSbqw6Pp3H0cle/voyIGYhzu2Oz\n2Skr86DRnEV29mhkOaVP58myzPsvvA9W+G73WuY9fTWBhZiaGlevo2wg0Jqi5+P8Q58VJCa6GDGi\njhEjrAwd2s6sWenMmmVCoei5SWtPxPafcEb63+7/sXz/chLViSyctjDS4QiCcIrrqYeVJEnccOkN\nfPXhV3xQ/AH63ZehUOSj19spLbWSk2PAanXhdNYhSWo0Gv91bLYD2O3lHcayhHvaEI484RdY+bFY\nHB22yPw1Uge61EiFnnssQp9etFodQGxwCy1cD63QlhNZWUZ0Oi0ffbSG1c7VwWHPG4qXUlJiZsiQ\nIaSl9f8BIpvNjtXqwO0uIy0tlpqaRjIzM9Dp4ikv30penoKJE0d1eWjgaHtUgUiqhDOQ2+vuMN8v\nObZ/Yw4EQRD6a0LqJKKlaNZZ1nNVeitJCoiL05GbCzZbCampoNfHBgu3bTY7zc0q3O4ydLrWPs38\n660GS5IkJEl5+Ouj6xjendB+WEqlldzcvOAWWndxBlpOlJY2kZvrQK1OQPaFlAhJMkqllYKCbJqa\nYlm9ejcaTTIGg+bwk3pdrx9I7gJP9rW0eIEsvN54DIZWyssreeOT37JZuQ5Zkrn8X5fz3kvvdUis\njiXJFNt/whnnjxv+yP6m/ZgMJm4595ZIhyMIwmnAaNTidNYH/9nprMdoPDK/rrIknjFJk/HRzrdN\n66iv96+ExMXpMBiUTJ+eg17vPz6wfeb1pqPRDEeWk/v0BFxPW18Wi4O0tCzy8lLJy0slLS0r7PZZ\nQGOjPbgN2dgYvqC98zGJiTpMpnSmT8/psIUW+lmEi1OtTsBqdZGXZ2KCNJWooijYAZPUE/nRjy46\nfI6GzMx0ZNlDeXk5RqOr21EzBQVKGhvLiI/3odW2kpycgVqdgMsVhUbjYbNiHS1nt+Ac4eTjxo+D\nxfbHg0iqhDOKxW5h0bpFACyesRhFlFisFQTh2PVUmxRIIiYbvg/VsKXqv8TFtaFU1uL17mbKFH1w\n5pzTWY/V6kCtTsbtbsJg0HRbPzRQQuvDamu1LFlSwbp1ezskV51ryIqKPMHv97VOy2DQ4nb7E1GH\nw0lR0R7m3/4HUrMMYICXn30ZSZKCn59er2PYsHRMpvzgIOlwyV9ioo6zzjKQl5dKXFxcl/uGPi6n\niFJgtztYt24P77+/Lfg+A9ftL5FUCWeUecvm4fQ4uersq5g2dFqkwxEE4TQSWKkxmdK7JBGyLLPu\nrU/BCjsPruLl/9zI2We3MWtWOkOHGoPnFxQoUSqtKJW15OYqut1CC6en1bKevtdZIIkJrJgpFPlU\nViZ2SJxCV5vsdgdVVT5WrCjrkNgErm+xODokZIFY9HodOTlK7PbNuN1WMjPTiY0dgSOhBQZBkiYp\neI7d7qCkpJaSktpgUX9PiV3gHoHELZCgpqenM9J3NuyAKHMUF2suoalpMLt3p+ByjWb3bgNffmlh\nw4aGLk9L9oX4a7pwxlh/cD1vm99GrVDzh0v/EOlwBEE4DfSlOafRqOWtt5ayXbXp8NBg2FG0Cbu9\nnMTECR2OTUzUMX16zuHaKH9S4nTWk5TkC66cdHefnub89fS9zu8hwL9i1vMA6UB7ArU6FVn2UFTk\nCfaU6q6+KzSW1FRQqXRoNMMB8Pq8tLQ3IyGhV+sBf3uKzz8vxetNBaC8vIprrknu8eGAI/dwoFI1\nAxJ6vRajUUv8TB1shp+ddSs/P/cOKitjgkOb1eoEystryMxUMegopuGIpEo4I7T72rnj8zsA+P2E\n35OdkB3ZgARBOOWFKww3Gi3BranQwbxarYfQZ8w8vlY+Ni9j0qQJXa7bOQFKSvKxc6c3+OTewYMN\nTJhAl6fpekvuwhVgh38PPiyWI6tabncTQ4ZoOpwXKAi3Wn2o1am43f4nE2NjdcG4u0t4Osfi73Hl\nP87h9Q9k1ip1REn+z7GysgWVKgGv119kr1IlUFnZgl4f3+U99vZ+zQeLWVWxEmW6iuvHPUrpnlq8\nXn8T0ONBbP8JZ4S/f/d3vqv+DqPOyLyJ8yIdjiAIp4HOBddebwyrV9vCbkeNHXsOE6NmELczHkWR\nEmrhj9aF/HfbB2GvHbqVuGuXlc2bvezfr8FmS+DQoXiKiw8Fj+1pGyxUuPqjcMXtDkcUBQVKjMZm\nvN7dwW3IkpKdbNlSxvvvb6OpyU5BgRKFohKFoio4juZohG5N2tsa/e8/Rh+MtaSknpSULDIzU8nM\nTCUlJYuaGle/tjQDXtn0OjIyUwf9kARVMllZRlpbG4O1XW53E1lZ7cTHtx3VexErVcJpr8ndxP0r\n7gfgmUueIU7VtXBREAShrzrOkNMGkwmr1YVanRg8LnR1JiMjngW3v8SePXuxWDysO/9tVjhf5fqP\nrqe69I9MHjYJk8nUpWdSY6OdLVscREePxesFi6UZo1FDTY0reExP22Ch1+nvmJpJk3Tk59uxWOxY\nLHspL48mPX0SdXV2Xn11F5MnWxk71oDFEkNsrP9eob20QkfQ9NZjK7Ay52IvABopMVjT1NJSidd7\niOTkwYA/8cnOjj1ct2Vh69ZtAIwdm0JiYvctcnyyjw/L3wVgVsYc7HYHVquLuDgvBkM5LlcF2dmx\n5OcbD3+u/S9UF0mVcNp7ZNUj1DnruDDzQq7NvzbS4QiCcAoLTU6SknQUF1sZORL0eh0uVz2ZmeGL\nm/0rT3Zqa2PR6YYwOfUZtPu9fPT637lj++3EqmK5Qn8FLy96jcrKFsC/glNcfIj2dgVVVbtJTk4n\nNlbHoUP7yc8P3wwzkCgoFNYO24DdJV6hTTvhSPLTeTtx794o0tNH0dJix2LxEBt7AWbzHrRaDUaj\nq8NMv8A9u6vh6u7zSUzUUVXib2+gj0kNfu/ss4eza1cJSqU/ZUlKcpKfP+hwjBqys0cffo/1JCR0\nPxtx5f6VVDkrSIsxMkI17vComihyckwolR7Gj+/4lOLR9KoSSZVwWttVu4sXNr9AlBTF8zOf7/K3\nQEEQhP4ITU50Oi35+dDQUEJqqoEpU7RYLEeaanZenQk86t/W5k8YZsf+mk8HvUF7gRcnTv67479Y\n/9jKleNvZGzyFA5uaGD/fgdebxRudyW1tdEMGlTH4MFN5OfnBa8bSIy83piQRCEnWDTeWzLTOfmB\nrkXmzc0OFAqor3egUnVMzhyOrvMIA9fuS2ISmsBVOCv9n63yyIqfXq9j1Kg49HrP4febSGKiDrO5\nqtcVOvA/eWk2m/njsj+CDD8b9X80NZah1RowGI6sNIY7t79EUiWctmRZZu4Xc/H6vNxyzi2MHjQ6\n0iEJgnCa0em0pKQYgklFQkLPqzOhK0PRUjQqKQYXXgBkZFY3fMTqLR8hIZGhOhv3l04akw4BUWTu\nuZBrUu/i8svzu6yoDBlSwYsvfoAsJzF58jj0ev/KUyBR6G5FKnB+5+HLnZOVtLRYSkvLAH9Fd3Oz\nhVGjEgCw2Ry9PpnYnc7bkjvL/LVNGulIYbx/KPLgw+/H0a+eXbIsM/vW2Sy1L8XR5oBa+NWdt9Bs\nUR1Vy4TeiKRKOG19vPdjviz9kgR1Ao9NfyzS4QiCcBroKTnpK0mq48CBCoYM0TC2dTzfmjchy5BS\nacKQOZX69q+oVuzg4MGdkERwFl4pX/KyfRvrvhrOYHUWxrhsRmcOJ0uXxYP3PcG30WsAiTUvXcTT\n897s8HRcTy0V+va+BzFihI/Vq8uoqChn0qQchgxJo6amHFlWBecVdh6N05vQlT9Zlqk8eBCqIWds\nEipV19Uzj0eL1epgy5YKRo2KwumM6fFnYTabWdq8FMcIfyIWXRSNvcJORkb2Mf8cw5ECE6BPBEmS\n5BN5P+HM1eptJf8v+ZQ2lrJ4xmJ+c8FvIh2SIAinie7aFxxZdTnyizq0m3i472/fvoWNG9tob09i\n0KAcHA4lcXGNnDtOxeaDb/OXbxbQXnh4S3EHYAA690+qBqwEky91UTyPnPcR48ebuu1m3tv76+19\nBN6/zdYc7DEVoFKF3w4Mx99OIR1Zlrn3mdms9i3B6/Ngkkxs/8/2YMmG2VxFba2WsjJPsKeUvxu9\ntksLi1A7duxgwhMTaBnhr1PT7NKw6f5NFBYW9qkNhSRJyLLc57oRsVIlnJae3fQspY2ljEwdya/O\n/VWkwxEE4TTSXa1QT0/hNTbaWbGiDK93CAaDA51Oi9cbQ1WVj9jYPBSKETgcLcTEHCQpyU6sKoaH\nf/ErzN+s4uui9QCcI09j1gV3U9teiU9fT6WzFEtLKXsavsNKZfC+rT4H1d5vKCgY2+9eVoH319Oq\nVnc9po5GYOWvsrKSjSzFW+BPIPfu3IvZbKawsDB4bOdmpBpNMg6Hp8cELndELtF10bDDP5Lm0vjL\ngGTMZn+Rfl+Tv74SSZVw2qm0V/LYGv923+IZi1FGKyMckSAIZ7LAyo/HY8DrTdknnFgAACAASURB\nVKW0tIncXP9Tejk5OcTHt7J/fzExMYlotR7OO28Q48f7i7Hff+1dPvpoO2p1Anl5JoqKdnJOzjkd\nxtfUZG1hweL7MRetpc3nRq6VWey5D/XWJhZMWYBaoe62pUJPiVVfVriOdTs0kMBZrVakkKl87b72\nLvfZsqUChcIf/5GGpB56MnfpXOwT7WS1ZvHKpa+hiR5DXZ0quIU4ZYo+OCboeBDbf8Jp56cf/pR/\n7fgXPxjxAz689sNIhyMIwhmiu20zi8VBW1t6cJaeWp2MUlnboQVDWdkhGhpcGAwtzJplCq5uWSwO\nbDYHIKPXx6PV+rBYNMF7+GuaZNTqRL79djPNbiuW4ct4Y4+/yeVZyWfx1+/9Fb0th507/UXgeXn+\nfli9bdP1dWWrr8f1pHNBuVQnYf3MSkpcSvCY/fstrF7tQKNJRqPx0dDQSF6eRH7+4LD3/NeOf/HT\nD3+KWqHm65u/RrKmhN1CnDWr66zGgP5u/4mkSjitbKzYyIS/TyAmOoadt+8kJzEn0iEJgnAGCZdg\nBOqGAGw2O1arA6XSytixKR0SpNDapZ7qmvpS0+RIKOemj25iV90ukMG4KZN6fQMSMIGZPPH7d4mJ\nOdRtUtVbXdVACLQ+uO3T21jfup5nZzzL3HFzu8RVXFxNSYmHzMwM9Hpd2Nh21e7i3NfOxelx8tr3\nXuPmsTdjNldRXAxe75H3rFTWMnJk91uI/U2qxJga4bThk338Zqm/IP3u8XeLhEoQhBMudLxM4Je8\n0ailuvoA+/ZVYbU6iI9vY/r0HIYONVJQoESlqkKlquqQGIQbHxNIpELv0d38u/EZ4/nulu9YMHkB\niloFlriDuEY6cI50sJGlFBWt7XakS6D+q6rKh93u6HL/gSJJEoWFhdz1g7tAgte2vkbnhZjERB16\nvRaTKT/YX6pzbE6Pk9n/nY3T4+R60/XcNOYmwP9zcLsbg8e53U0YDB1nGh4rkVQJp43Xt73Ot1Xf\nMiR+CPddeF+kwxEEQQiSJAlJUh7+35GFj3BJWH/0NP8uRhHDI9Me4Z2r3yEqKuTXvSSTl6cIe7/Q\n+i+PJ5XSUm8wsTpRrjzrSgxxBnbW7mSjZWO/z7/jszsoshaRrc3ljqEP0dTUDPg/6ylT9Hi9u1Eq\na8nNVaBQtPY6L7A/RFIlnBZsbhv3LfcnUk9f8jRa1fH7l0QQBOFYWCwO0tKyyMtLJS8vlbS0rODK\nSrghx9BzshTKX+gdfrUr4EdTf0S+nA87QFms5PKEmUycOL7bWGNjkzEYtLjd9ajVCVitrj4NKz5e\nVNEqbhx1I+BfrQrV2Gg/3Gy0GJvN/3mFxvbG9jf4+7a/o4pS8+TYD1H4hnUYMD10qJFZs9IZOdJD\nSor9uG9piqRKOC0sXLMQa4uViRkTua7gukiHIwiC0KvAqlBbWzptbekdfvn3JVnqK0mSmPzzyWCA\nO793J+++9G6vI7v0eh05OUoUiioUisoBr6fq7Jq8HwPwjvkdyqsrgCOfl0ZzFllZWRw8WIXLtScY\n287anfzqU38LnXsKXiBPZwK6bg8e6+pgT0RSJZzydtftZvHXi5GQxHw/QRBOOt2tOvVUNwV9++Xf\nU2IWytJsgUFwwTkX9PjfyNBY9XodQ4bEMH16znFLPrpbmet8jMuSydikKbgr3cz/57M0NNiwWBx4\nPEr27auipsZOZqa/piwhIZ6vt3zN9577Hs42J1dmXsWsjDnHJd7+EkmVcEqTZZnffvFbvD4vN425\nibGDx0Y6JEEQhA6O56pTZ70lZuD/7+SenXugGozxPfdkCo3V5dqLJNVhsTi6TYD6o88JoMWBRpNE\n61cusMK/Ni/mutv/j6YmO6WlbTjbEmlsVbF5bxnfWbZyyc8uYdKTkyjbXYZ2nZYXZy7G5WoIXu9E\nbl2KlgrCKe2TvZ/wvX9/D32Mnr137MUQZ4h0SIIgCH0S2rbAZrNz8GAFeXlK8vMH9Zp0Bdoq7N1r\nJSkpL9gM1G530NBQQlpaLCCj02mZ/9ztfGRbAsCViVfy0Wsf0dTU3GNvqf62VAjXSqLza4F+XaHC\n9crytz6o46YPJ+IceThB3AGqtBg8aR5kfEcO7jSiJ253HBvu20BGRvYx984CMaZGOIO0elv57Re/\nBeChKQ+JhEoQhFNKoJt4cfEeDh6UycrKQqPR9trtPLQ7emKiluJiK/n5/u8VF1vJyDCwe3cssuxl\nl/1tPrF/Ekw6Vu9Zzfr1G5Hl4T12V+9p5E5P8QSuZzRaDvfgOvKaJDnQ9KGDgb97ekmX19vkVgAU\nqIiJiiVWEYcyVqJaqsJ3ONGKkqKCn+2JrAELEEmVcMpa/PViShpKGJEygl+f/+tIhyMIgtBv/l/8\n1Wg0SVitLgB0uu4TGOiY8Oj1OkaOhPr6fZSX70OnM9LiHMp275d82vQ0+8u3QKcNopoaJ9nZnbcM\nu79fbywWB16vjpKSWgAMBg1bt1aQnT26wz1crjqczt5H2iQm6vj+90fx9tIprCtaBRKcI03jdz94\nkUMHVSTqosnLS8XprCc/X8Et993MF3u+AGCGbgYmk+mo3sfxIJIq4ZR0qPkQC9csBOC5y54T8/0E\nQTglNTbaKSnxoFCkAgTnAqak9HJiCJ0unidfnc96eRUen5coq4LWaS0gQXx6Eqnlgzm08wBRksR4\naQoGQ++z7voz089mc1BaGotafeQ9KBTOLsfp9fEYjcpuBzV33i784t8f88EHy/F4DMHROvFKO42N\nZahUnuD57738HmazGQCTyRTRh5VEUiWcku5bfh+ONgffH/59Lsu7LNLhCIIgHBWLxUFmZgZlZfWo\n1cmo1QmUl+9m9OjuZ/J1Tni+3f4lq31f0Zbf5j9gRyuJdelcnjeX6/NvoH2Mk/LyPSQnp2MwDGXH\njhLga84+++zgmJfOCVNga7K7BKgjGYfDhtXqH24cG+vkrLNiwq5KdbctF37gczPTp59PUZEnmCgp\nlZ4uTyMGOrH3V3czC0Nf7y+RVAmnnK8tX/PP7f9EFa3iT5f+KdLhCIIgHBN/Tyg7Vqs/gcnOlsIm\nHvv3W9i6tQ6AnJwYWuV63il7ndfNf6GtvS14XEx0DM+c8wLDh41Er2/HYmkkJeUcHI4WzGYHyclj\naG3dx8GDVeTlHaKgIPxA4v7UJUmSDHiCX+t0WvLzu1+V6qy7Gi6TKb0fyV3fhU/i7Ie/9nSIpT9E\nUiWcUkLn+9017i5yk3IjHJEgCMLRC6w66fXJwVWj/Pyu22z791v49NM2EhJG09LexD++eoR17f/A\n1maDBEjamYRrlwtFlIIZSTOYc+MPkCSJxkY7W7bEoFCkUlMDLpcatdqJXh/HsGHpqFRda6m6W8Hp\nnkRcXALJyQmAf6YeWPuVlNlsDiorj9RkBZ5mhIEpOu8uifN/fXQJFYikSjjFvLn9Tb6p/IbB2sHc\nf+H9kQ5HEAThmPR1m23r1joU8Zm837CAL23P4/TZAJiUOYkFkxdw0YKLKCoqAjrWFYVuLwKoVPEc\nOlTCsGHhn5bubgWnp6RGr9eSm6vAavUnRUOG+B/xM5v976m3xMw/ekZFc3MUanUypaVNpKeXM358\nYrfnnKxEUiWcMuytduYtmwfAUxc/RXxM+OnsgiAIp5LeVmJqW2p5q/p5Pq//D27Zv4J0tnoa1w76\nCQtuuCmYQHVXVxTYXoRqLBYrGRma4KpYUpKvQ/LTn1YKAUajlqamVvLy/IXqNTXlOJ0qNJq+JWYW\ni4NBg7LRaPxboFot6HTuAW2J0FMhfujr/SWSKuGU8diax6hpqWGccRzXF14f6XAEQRAGVLWjmj9s\n+AMvffsSTo//aTqT5lJmJc4nrTWdKyaren3SLXR7ccwYHYMHH0Cvb0OlqiIpyXe4l5Q/gfD3kmru\nUy+pUJ1X23Q6NxrN8OD3+9qyQa/Xodf7j1GpqvoXRD/1tEIY+np/iaRKOCXsrd/Lc5ueA+D5Gc8H\nG7wJgiCcbqqaq3h6/dO8suUV3F43AFcMu4Kb8m7BV5EBwNixKoYO7b01QufkYcKEpGDyYDZXdRlx\n43LV96mXVLj7hF63ra2XE0L0p30DHE3NV+8xHy8iqRJOCXd9cRcen4efj/455w05L9LhCIIgHHcH\nbQd5at1T/O27v9Ha7u8ePmv4LOZPns856ef4Dzq//9ftT/Kg12t77CXVF/1NkvrTvqG77u0OR1Tw\n3uFaI3ROvnpqp3AsT/+J2X/CSe/zfZ9z+duXE6+KZ+8dexmkHRTpkARBEI6b/Y37eWLdE7y+7XU8\nPg8SEleNvIoHL3yQUYNGDdh9+zvfr7/XPh6rSZ35V8GOJDx2u4Py8nJMJv+cnsB7ALp9bz2973Xr\n9lJZ6S+QNxg0TJ8eL2b/CSeno/mXrK29jblfzAX88/1EQiUIwuliX/0+Fq1bxJvb36RdbkdC4rqC\n63jgwgfIN+QP+P371+Cz/9c+EbP3rFYXavWRpwS7a40QWtfVUzuFzt3t+0skVcIJcTSP6QL8+es/\ns7d+L8OTh3PHBXeciFAFQRAG1O663Ty+9nHeNr+NT/YRLUXz08Kfcv+F9zMiZcQJjSVSg4ePVuet\nRZernszMo+8rFSpcd/v+EtW+wgnh/5tB5wGePY8BqHHU8OiaRwF49rJnUUWrBjRGQRCEgVRkLeLH\n//0xI18cyb92/IsoKYo5o+ew+9e7eeOHb5zwhOpU5F9dU6JSVaFSVTFlihal0hP8vtNZj9GoxWjU\n4nTWd3kd6PF7/vYTShSKKhSK/j8BKFaqhJOOLMuYzWYeWvkQdredK866gpnDZkY6LEEQhKOyrXob\nC9cs5INdHwCgjFIyZ8wc7p10L9kJ2ZEN7hTUeXUtIaH31gihr/e07dm5u31/iUJ14YToa0GkLMvM\nvnU2n9k/w9nmRKqV2P3Bbs5KOSsSYQuCIBy1zZWbWbhmIR/v/Rjwz+T7xdhfcM/Ee8jQZ0Q4OiGc\nzrW/SUl6UagunHz6WhBpNptZ2rwU5wh/oztlsRJ3lRtSTmi4giAIR21jxUYeXfMoS0uWAqBRaLj1\n3Fv53YTfkR5/fOp/hIFxrDVmIqkSTpg+/2ENWcwUdVSCIJwq1pSvYeGahSwrWwZAnDKO2867jbvH\n302aNi3C0QkngkiqhJOKyWTChImNOzYSFRXFzOSZmEymSIclCIIQlizLrDywkkdXP8rq8tUAxKvi\nueP8O/jt+N+SEiuW2c8k/U6qJElKB54G2oF/yLK8KuR7rwMewAvcKctyPxrVCwJIksTQq4eycdlG\nfjPuN/zphj/1OttKEAThRJNlmS9Lv+TRNY+yoWIDAPoYPXPHzeU3F/yGJE1ShCMUIuFoVqrmAE8A\nO4F/AatCvuc8fM1G/MmVIPRLW3sbn+77FAbBbVfeJhIqQRBOKrIs8+m+T3l09aNsrtoMQJImibvG\n3cWvz/81erU+whEKkdRjUiVJUgH+BCpULVAhy7Lc+ReeLMu3HT7vDuAK4JPjF6pwJlh9YDW2Vhsj\nU0cyLHlYpMMRBEEAwCf7WLJ7CQvXLOS76u8ASI1N5e7xd3PbebcRHxMf4QiFk0GPSZUsy0XA90Jf\nkyTpQSBDkqRdPZxaC4T9E/bwww8Hv546dSpTp07tY6jCmeDD3R8C8MMRP4xwJIIgnMkC/fLafe3s\nVezl8bWPY7aaAUiLS+Oeifdwyzm3EKeKi3CkwvG0atUqVq1addTn97tPlSRJg4En8ddNvSnL8ipJ\nkt6QZfkGSZL+AGiABOBmWZZdnc4VfaqEbvlkH8Y/GTnkOMS3v/j2yFR2QRCEE0iWZa659Ro+bfqU\n1vZWZKsM02GIbgjzJs7j5rE3o1FqIh2mcAJIkjSwfapkWT4E/KzTazcc/v/f9fd6wumtP0OUN1du\n5pDjEBm6DMYOHnuiQhQEQejglc9e4YP6D5BN/kUAySxx//D7mX/NfGIUMRGOTjiZidl/woAJdFFv\na0unrS2doiIPjY32bo8PbP3NHHo5RUWHMJurejxeEATheNpStYVL3ryEX33yK0J3VbQqLbPzZ4uE\nSuiVSKqEAdOfIcqyLAeTqpFRM/qciAmCIByrssYyfvL+Tzj3tXNZVrYMXaaOAgrQ7tESvyeeGboZ\nol+e0Cei+adwUthdt5u99XvRqxIYN/jK4Ov+RKzqmMYGCIIghFPbUstjax7jpW9fwuPzoIpWccf5\nd3DfpPtI0iRhNvsL000mk2jvIvSJSKqEAWM0aikqqu8wRDknR9vlOFmWeenTl6AaJp93MYqo8H8s\n+1OfJQiC0J2Wthae3fQsT69/mua2ZiQkbhh1A49OfZSshKzgcYWFhRGMUjgV9fvpv2O6mXj674zT\nWyIkyzKzb53NBw0f4PP5OF9xAc/c/glxcf7RDk5nPQUFSgCKijwdErSCAqVIrARB6DNPu4e/ffc3\nHln9CNWOagBm5s3kiYueYNSgURGOTjgZDfjTf4LQH70NUTabzXxu/xxfgQ+AnXuKiYrai0rln3CU\nk+NPxMzmKmJjj0x3F9uCgiD0lSzLfLDrA+5fcT976/cCcF76eTx18VNMGzotwtEJpxORVAkR1+5r\nD34tIaHTaTGZ0ns4QxAEoW/WlK/hnq/u4evKrwHIS8pj0fRFXD3yalEnJRx3IqkSIspkMlEoFfLN\njm9QRCmYkRz+KZu+1mcJgiAAFFmLuG/5fXyy1z8tzRBn4KEpD/GLsb9AGa2McHTC6UrUVAkR92/z\nv/nJX37CpXmXsvSupTQ1NYetwxKF6oIg9KbCVsGCVQv457Z/IiMTp4zj9xN+z13j7xLz+YR+EzVV\nwkmjr0mQIkoBgyA+I54DBypZvdqGWp2IwaClqclDQYE9WJslEilBEMJpdDXyxLoneP7r52ltb0UR\npeCWc25h/uT5pGnTIh2ecIYQSZUwIALd1APF5UVF9cHkqLMoKQqqwaqoZVVLM0plPl4vlJXVk5Oj\nxGJxiGRKEISw3F43f/76zyxat4gmdxMAs/Nn8/j0x8lLyotwdMKZRmz/CQPCbK6ira1jsblKVdWl\nAF2WZSZdP4kNrRuIlqI5z3UFt/34f8ECUoWiivx8upwntgIF4czW7mvnzR1vsmDlAirsFQBMy57G\nUxc/xXlDzotwdMLpQmz/CSclm81OY6MV6JgEmc1mvvN9B4XQTjvbd66gtHQ9eXmTAHC7GzEaMzpc\nqz+rYIIgnF5kWeazfZ9x7/J7KbIWAVCYVshTFz/FZbmXiSf6hIgSs/+EAWE0anE66wF/QrVzZx1J\nSXlh5/lFR0UHv/b62jAaFSiVtXi9u5kyRd8lWerPTEFBEE4fX1u+Zuo/p3Llv6+kyFpEpj6TN37w\nBt/d8h0z8maIhEqIOLFSJQyIxEQdBQV2LJYqGhut5OfnodP5WyB4PEpWrCjjrLMMGI1ZTFdfxJc7\nv8TtdeGt9eBS7SZR4eD73z+PpCR9hN+JIAiRtrd+L/cvv5/3d70PQJImiQcufIDbzrsNtUId4egE\n4QhRUyUMuND6KpvNTlmZh/h4H3l5qVRXHwCgudnOC7vuZ/3yT4keHI1GqWGmbibvvvRul799Htn+\nEyNrBOF0dqj5EI+ufpTXtr5Gu9yOWqFm7gVzmTdpHgnqhEiHJ5wB+ltTJbb/hAEXuhVotTqAaAwG\nDQDNzSocjjiGDSvkhtzfQRq0F7TjGO7gM9tnwSnxofyrYEpUqipUqiqRUAnCacbeamfBygXk/TmP\nl7e8jIzMzWNupuSOEp64+AmRUAknLbH9Jwy40K1ApdJKbu6RrcBQOlUSqmg1bbgB/yT5696/jt/7\nfs+1+deiUWqQZTmYaJlMpg6rWOKJQEE4tbW1t/HKt6+wcM1Cap21AMwaPotFFy1iZOrICEcnCL0T\n23/CCdV56666+gCSJJGWloUsy/z+iVlsVq2grb0NasEzxQOSv4Zizug5FL9TzFr3WoAO24NiS1AQ\nTl0+2cd7xe/xwIoHKGssA2BCxgSeuvgpJmVOinB0wpmsv9t/IqkSTrjOK0rgf6LPZmtGlsFqrSAt\nLZax54/m3eJ3eXHzi2w5tAWqAStQ6L9O/J541t27jsLCwj73xRIE4eSyrGwZ85bNY+uhrQCMSBnB\nExc9wazhs8TTfELEiT5Vwkmvu3EzTU0xxMYmk509HKezntYWLz8f83NuHH0j31R+w2P/eYxPrJ8E\nj3d73BTvtpCRkd2v+4ttQkGIvO8Ofce9y+/ly9IvAUiPT+eRqY9w4+gb/aOrBOEUJFaqhJNCX1aa\nZFlm1i9msdS+FE+7B2oh6/vDuWfEs8zMN2GxaHrd/tu/38Lq1Q40mmQMBg0KRavYJhSEE2h/437m\nr5zPW+a3ANDF6Lh34r3cOe5OYpWxEY5OEDoS23/CKclsrqKuTofV6gLAYNCQkmIPO9bmgw+WY66r\n5B/2RRx07kVC4rrcOTxx8SNsXr8LgGnTuva4amy0s2RJBQpFPgBudxO5uYqw9xEE4fiqc9bx+JrH\n+cu3f6GtvQ1VtIrbz7ud+y+8n5TYlEiHJwhhiaRKOCXt32/h00/bSEjIAaCpqYwrrlAxdKixy7GB\nVa3Wdjd/3fcob5Q+Tbuvndi1scipMtFR0WF7XJnNVRQXg9d7JIFSKmsZOdIjkipBGCAtbS08t+k5\nnt7wNPZWOxIS1xdez8JpC8lOyI50eILQI9GnSjglNDbaMZurMJuraGy043BEMXJkCgpFFQpFFSNH\npuBwhP/jGeh7FROt5vYRi3jl3K/Ia8vDmeDEdbYLx3AHS+1Lw/a4Mhi0uN31wX92ueqDxfKCIBw/\nXp+XV7e8yrA/D+PBlQ9ib7VzWe5lbL1lK2/+8E2RUAmnJVENKJxw4QYiS1Izen06en1obVP4eX6h\nfa8AfjT+HEakvs6kJ3t+9Npo1NLU5CEnR4nVWoXb3Rh2tqAgCEdPlmX+t/t/3Lf8PvbU7wHgnMHn\n8NTFT3FRzkURjk4QBpZIqoQTzj8Q+ch2W2xsMi5XPU5nfYdC85yc7leQOj9B+IntE7BCVFEUcco4\nZuhmYDKZupzjT8YcpKaC0ZghEipBOI7WHVzHPV/dw0bLRgByEnNYNH0R1+RfQ5QkNkaE05+oqRJO\nuO6e9DMatf1qdRDorn6g8QBXrb4Kr8/LmxPfpDCtsEu3dUEQBs7O2p3cu+xePt77MQCpsaksmLKA\nX57zS1TRqghHJwhHTxSqCye949H9XJZlZt86m6XNS3F5XLTXtDPn7jn8bdbfBipsQRA6sdgtPLTy\nIV7f/jo+2UecMo67x9/N7yb8jviY+EiHJwjHTDT/FE5qgcabktSMy1WPXq8lJ6f/DTjNZjOf2z+n\nZUSL/wUf3DDoBtHYUxBOgCZ3E0+ue5LFXy/G7XUTLUXzq3N/xYIpCxikHRTp8AQhYkRSJZwwoQXq\nGo1/hcpo7P8K1ZryNTzx1RO0tLUEX1cr1ER7lF0K4AsK7CKxEoTjxO118+I3L/L42sdpdDcCcM3I\na3hs+mOclXxWhKMThMgTSZVwwoQrULdYqnpMegIrT80eO2vtH/PGztfZWbsTZMAK0UXRqKJVXJl4\nJTpdFh5Pcr+uLwhC79p97bxlfov5K+dz0HYQgClZU3j6kqc5f8j5EY5OEE4eIqkSTjqBAnS73cEu\nm4vPat5hadXbuNudAAzSDuIXY3/BzXNvpulgEwAmk4miokMA2O2OYGf2IUPCt2UQBKF3siyztGQp\n85bNw2z1930zGUw8efGTzMybKR4GEYRORFIlnDBGo5aiop7bJgQK0D9p+oTW9jZkqw+mAxKclzyd\na/Ou5TeX/BxltBKAzIRMwL+iZbM1s337VrzewSQnD8btrsdmU9HYKLYABaG/Nldu5p5l97DqwCoA\nMnQZPDb9Ma43XU90VHRkgxOEk5RIqoQBEa5gvHPTznAF6p+v/5wPGz6kvaDd/8IOmKG4npsvnE+2\ndjgqVVUwoQq9l7+WajgxMXuorbWh1TrIyUlDr8/udgtQFLULQlf76vfxwIoH+M/O/wCQqE7kgQsf\n4Pbzb0etUEc4OkE4uYmkSjjuwnVMDxSMd27aGeD1eVm8aTEPvPsA7b724OsahZaf5d1DtnZ4tw1B\nQ2u1tNp48vLSUSprO3Vn73uMgnAmqnHU8OjqR3l166t4fV7UCjV3XnAn8ybOI1GTGOnwBOGUIJIq\n4bjrriA98D3wrwwlJMRjNpvZU7eHp0qeYsuhLZAMGfszaNzdiCRJTI+7iJEjk5Gkqj61XjAYtJSV\n1aM8vJjVWyJms9mxWv0xSVIdkyaJpEo4szS3NvPHjX/kDxv+QIunhSgpijmj5/Dw1IfJ0GdEOjxB\nOKWIpEo4IWy2ZpqaYoLJltlcxx/+MYulLUvxtHugFtK/P4T7Cxdx4Y8uwm4vR6fT9qkzemitll6v\nY/DgA+j1bahUnh4TMZvNTlmZh/b2BBoaWtm3r5whQywMHWo87u9fEE42be1tvLblNR5d8yjWFisA\n3zvreyy6aBEFhoIIRycIpyaRVAnHXbiCdIejBbs9CajFYNBQU1PFF44v8RR4AFAWK3kw4TXOT56J\nxwOyrCYjQ9mnp4s612pNmJDU64qW0ahly5YK2tuHYrG0AxJDhphYvbocAIcjKnic2BIUTic+2cd/\niv/DAyseoLSxFIBxxnE8ffHTXJh1YYSjE4RTm0iqhOOuc5KTlORj9eoYFIpUAEpLmwAn7RypnVJF\nxZCoHRL85/72mOquVqun4/PylGzYUIFGk0RSkgatVktrq4rVq22YTPmAqLUSTi8r9q9g3rJ5fFv1\nLQDDk4fzxEVP8IMRPxDtEQThOBBJlTAgQpMcs7mKzMwMysrqUauTUasT8Hj0JNoSqNtRh0apYaI0\nlbw80wmNMT9/ECUlVcFkz+2uR5Ki8XqV7NvnTwgNBv+QZ5FUCaey7dXbuXf5vSwtWQr4e709MvUR\n5oyZgyJK/BoQhONF/NsknBB6vY6cHDtWqz9Zyc6OQnu5lro9dbxz3TtMMWyYcwAAIABJREFUKphC\ncXFDjz2sjrfERB1TpthZvboYtTqRnBwtu3Y1YbOpsFr9le7V1Y2ce66712uJ9gzCyehA0wEWrFzA\nv3b8CxmZeFU88ybOY+64ucSp4iIdniCcdkRSJQy4QI2VXu8vJHc66xk2XMXBt/3jLi4dfylqpbrX\nHlYDYehQIwkJusMJkYPa2mY2b24jLs5HWpqJqqpKmptberyGaM8gnGzqnfUsWruIFza/QFt7G8oo\nJbeddxsPTn6QlNiUSIcnCKctSZblE3czSZJP5P2EyAus4NhsDkBGr49nyJA4/u931/G57XMkSeLq\nlKt596V3I17TIcsyE793KVvUG5FlGF5/Mbf/+C1SU/dx1VWjuz3PbK6irS29w2sqVRUmU3o3ZwjC\nwHB6nCzetJgn1z+JvdUOwPWm61k4bSFDE4dGODpBOPVIkoQsy33+5SRWqoQBE7qCo9H4t/SMRiUV\nFQdY5VwFhSAjs3TPUsxmM4WFhcHzBnIrLTBbEAi2bKhqruK5Jc+xSb0c2eRP/PeYv6C6egsFBWnH\n9f6CcLx5fV5e3/Y6D616iKpm/2rvpbmX8uRFTzJm8JgIRycIZw6RVAkDpqcmoN0Z6K20wGzBpc1L\nQYbhvuHEz4xndflq5GoZQhZSPbKbL9se55fD3+jxmn2ZaSgIA0GWZT7a8xH3Lb+PXXW7ABgzaAxP\nX/I0F+dcHOHoBOHMI5Iq4YQzmUxM1kzmix1fIEkSM1JmYDL5n/wLJGJ2uwOr1QWAJFUft07nZrOZ\nz+2f0zLCXye1ZccW+BpUQ1TMnDKTmiU1FO0uoq3dg6e2jY2mL5nx30t47+r3aDvUFow/dKuyLzMN\nBeF4W39wPfOWzWN9xXoAhiYM5fHpj3NtwbVESVERjk4QzkyipkoYMPv3W1i92oZanYjBoEWp9FBQ\noCQxUYfb40bzGw1RUhSu512oFCrAX59UV6ejtNSLWp0AgNdbzKxZGceUqDQ22jlwsIk/LlvIWxv+\nCv6dRqKLopl/9XzunHUnCeqEDluDvlQf175/LXvr9hK9MhrlICWKaAUzdTN5edFrVFb6EzPxtJ9w\nIu2q3cV9y+9jyZ4lAKTEpjB/8nxuPfdWVNGqCEcnCKeX/tZUiaRKGBCBbTyvNwar1YXLVc+UKdoO\nI2Ayn82kwl7Bvjv2kZeUFzxvyZIqFIoRgL93VE6OktRUR5fC777WXjU22lmyaRtP77mLXU1bYDko\nBilQK9TM1M/ssUi+ubWZ2S/MZumGpcFETLtby58v+xSTaTLg3+4LJIuCMFAq7ZU8vOph/r7t7/hk\nH7HKWO4efze/m/A7dDHiz54gDARRqC6cFELrqXQ6LXa7hq1bS3A4ooIJUG5SLhX2CkobSoNJlb/T\n+aEOW2l6vQ5wdLh+IGnzeLRYrQ62bKlgyhR9l7l9be1t3P/lI7y253naZS+DYjO5/75XSHcpGDbM\n0OtswfiYeJ68+ElWfrOSVloBkH0EV9Gg/93fBaE/bG4bT61/iuc2PYfL6yJaiubWc25lwZQFDI4f\nHOnwBEEIIZIqYcDZ7Q5KS71otQba2tKDxec5CTmsql7Fmm/WcGnupcHkJj9/MLLsCRZ+V1f7BySb\nzVXBhMxiceDxaCkr86BWp6NQpLNq1S4qKzcEBzF/W/Utcz6aQ5G1CIBrsm7j12c/SZwivseWB51X\nwAoLC7ky4Ure3/E+ACZpTIfu73a7g4YGa/B4kVwJx0Ort5W/bP4Lj619jAZXAwBXnX0Vj09/nOEp\nwyMcnSAI4YjtP2FAHHmKL5mSklqam6PIyVEeXnUCpbKS6x+ZQRFFKKOVXK69gkfnvoAkSRiN/ifn\n/P2tmrHb1aSlZQFHttosFgfFxeD1+hMjWZZ58d+zKIpfgRQlke5OZ9/ofcjI5OhzmJvzLBOGfL/D\nNcIlP6Fxhx6bkBDP7Bdm89+d/+WuK/+/vTsPj6o8Gz/+PZklM8lkJpOdJJAQwiLJRKVS2ZTVgltx\n+YnYVttX27rbRcV9q9al9lXrUu1b+75VW8V9qQpaEFAQFcqSSVhDCBBCMiHLTCbJJLOc3x+TDElI\nQgYCIZP7c11cZubMnPOcHLy8fZ77ue/buMh8JzExibhcboqLHYwfnxQqbCpLgeJYBNQAr9tf594v\n7mWPM9jg++yss3lizhNMypw0wKMTYmgJd/lPtoiI4yK4I06HXl+BVru/U0AFsHPnVkq0JVAA3jwv\n/25cxpYtNW0zWV4AbLZ0LJa4UEAF7UttbjIzTXg8daH3d+1aQ6FpBY3jG3GPc7MjagdUwW2Tb8N+\no52fnDUDvb4Cvb6i16AnuGyZeNj1FEXh2vOvhTT4tOzj0L3V1paEAqqOnxciXKqq8lnJZ0z4ywSu\nfP9K9jj3kJ+Sz8dXfMzKn66UgEqIQUCW/8Rx095UOVjHyRt6v6mphtTUGDRRmtB7fjUQ+rkvOUrB\nvn0WVq3aRovOx0bNKzT7DwUziqLw2sWv8eNzfhw8pzX4nfalvfbALJwZpelZ00k0JrLt4DYO+Mqx\n2cYD0Np65HNIb0DRm/UV67lj2R18sfsLADLNmTw882GuLLiy078nQoiTm8xUieOu46xV+0zR1KmT\nmW2cg65ID4WgOCAjO+ew72ZmmmhqqkFVVXbuLMRu/5KMjFhUVaVCs4ePo+/jpl0T+Mj/MjhAsStE\nb4nm4sSL+dGcH3U6V/vSXmtremhGrK7O1e312gWrwAeXI3UaHT8c80OohOf/9Tyqqvb6+XCuK4am\nXbW7WPjOQib+dSJf7P6CeEM8f5jzB3bctIOfnfYzCaiEGGQkp0oMiLo6F3Z7K3vL93D3+ivYF7eT\n2Szg56fcQ3p6OjabPjSbU1vrZOENP+ZrdSVEwbjAOHwzfWyu2gxAlBLF/LHzueGMG0h2J6MoCjab\njfr6hk6zQ+Xl7j716Os6qwTBZUFVVbn295fxjW9tp56FXa/TdRZKegOKrhyNDh5e9TAv/eclfAEf\n0ZpobjnzFu6cdicJxoSBHp4Qos1xr1OlKMpE4FZgn6qqt3c5NhP4KcFlxdtVVT3Q5bgEVQLoHGhs\nrd/AlQ9+D1JAr4nmVE7lxrtvoNHbSENLA7u27uLv//473ry2JcRCIAWSc5L5xYRfcO0Z1zLCMqLT\n+btLOFeUgxiNnXdNHSm46XienTsLufq9KTTnBYt+mraZWHPXmlDPwr7ca1+vKyKTu9XNU2uf4smv\nn8Td6kZB4aen/ZTfzfgdwy3DB3p4QogujnudKlVV1ymKcgdwUzeHr1VVdaGiKOOBa4BHwj2/GHq0\n1Vq0aTp8+V5aaWFd4Xf87C/fQVrbByoB/6HPR0VF8fDsh7l6+i+orvTi3At1mZ37A3bXd7C5uYam\npvB69HU9T6vaGvq5t/pWHUlvQOH1e3l5w8s8tOohqhqrALhgzAU8OutRbKm2I3xbCDFY9BpUKYqS\nDzzW5e2re/tK2z/3AZm9fE4McV0DDV2UHh/BmShNlIZ5Y+YxYswITHoTsbpY3n/+fbZv2Y4mSsN5\niedx3awbKS729bnxcrCWVBOpqSrNzTVYLKZee/S1LwHu2OEgIcGM2WyixGjHX+mFAMTqY5lnOdSz\nsDfSG3DoUlWVd7e+y93L72Zn7U4Azsw4kyfmPMH07OkDPDohRH/rNahSVbUIuLDr+4qiZPfwlYAS\n/N/3EUB5dx948MEHQz/PmDGDGTNm9GmgIrJ0DDTGj0/knM/nsGJ7cOfTvMR5vPnrzq1j7p9+f6gn\nn81mo6jowGEzUR13DHYM2g7VksrBaDS3JZP3XFbh0JJfOlarieJiB5acEh6zXwez4bbsRVw54cdH\nrMbe9X4lkBpaVpat5I5ld/Dd/u8AGJM4hkdnPcolp1zS5783QogTa+XKlaxcufKov380OVWjgQeA\nPOAFVVVfVhTlVVVVr2rLqfoJoAMWqapa2eW7klMlutWxkXFfgpW+5Cl1nG2yWnM61cnqLaep47lV\nVWXdhlX8fst/sT++jIvGXMx7V7x7xPFJCYWhq7CqkLuW38WnOz8FIDU2lQdnPMg1p1+DTqMb4NEJ\nIcIhDZXFkNBT5fPughe7vYKDB804HM0ApKQYSUpyHTGoUlWVO59cwKrAh/gCXmLrYyn/uJx4Y3y3\n3zuasYnIsde5l/tX3M+rm19FRSVOH8eiqYv49aRfY9JLDp0Qg5E0VBaDwrHO5ISTp2QyBVi1ykF8\nfLAOVnFxKeefr+/x3CZTgE8//ZZtO3ey0vcB/gJf8MA22LtzL/EFvQdV3SXJH6mYqcxsDV61zbU8\n9tVjPPfdc7T4W9BF6bj+jOu59+x7SY5NHujhCSFOIAmqxAnXMWcJjpxk3pO+5im53VGMH5+EwxEM\nwMaPT8Lt7r6VTF2diy1bfJR5anm99V78+ELHopTDa+X2RzDUX78PcWI1e5t59ttneWz1YzhbnABc\nkX8FD898mFEJowZ4dEKIgSBBlTjhysvd+HxmNm0qpba2iYSEaBQlwLRpxy+IsFjMnXKq4FBQVVvr\nZMWKdQAkJKXxatlrvOt+Cn+Kj+hiExT50Wo0zIvvvNuvp2Ao3BIKRzOzJQaOP+Dnlc2vcP+K+9nf\nsB+A2SNn88ScJ/he+vcGeHRCiIEkQZU44ZxON4WFPg4etKDX51BW1oDHU0JeXv/MznSdPeotyKmt\ndXLpL67kO+0KVFSiqrQ0znCCAudYbmLB1Y9TW7WOUaN8XHLJ7E4J6j0FQzZberdLk7LEN7ipqsrH\nOz7mruV3UVxdDMBpaafxxJwn+MGoHwzw6IQQJwMJqsQAUKmra0Cvb6+C7sdgsFJe7j7mQKP72SMd\n+fm6bvOvVqxYx3faFTSNb5u58kFctZWfn/JXJsRfisdTT37+SCZPtoa1Db79/O3Nm+vrXZSXG7td\n4usY9DmdLvbu3Uduro66OlkCPFms3beWO5bdwVd7vwIgOz6b38/6PQvzF3a7LCyEGJokqBInnMUS\nR2amG4ejGoCMDCMmUyy0Ff88Fr3NHnUXoFRW1tDqO3RdTZSWx09/noJx+VRVbSI7O4a8vLRuv9vT\nDFhdnYvi4gOUlKhkZWViNptYtWobI0YcOkfHJb72pPvi4u3s3auSlZWF0WiS3KqTwPaD27n7i7t5\nb+t7ACQaE7nv7Pu47ozriNZGD/DohBAnGwmqxAmXmWli795WIAqDIRGPp564uCYyM60nbAyqqrJk\nyTI+LlyPr6oFCiEKHRM9M1l4yfkkJFiOeI7udiACFBV52b8/Dq02nV276hk1yo3RmIjD4e6S19X5\nXBaLu1OZB8mtGjgHGg7w4MoH+dvGv+FX/Ri1Rn47+bfcPuV2LIYj/90QQgxNElSJE85qNTNlChQX\nH6Cqal+vs0Hh6kuSuKqqLLhuAR/W/Auv2gIKjI67jHzXlcw6V09CgqXP+U9ddyDa7RVtM2XBQMtg\niKe0tAxQqKjYQ0qKCYvF3O24nM6GUIDW/jlxYjk9Tp78+kme/uZpmrxNaBQNv5zwSx6Y8QDpcdIA\nWwjROwmqxICwWs3HZbdfX+pX2e12lriW4LW1AKBs1jLeeRXD0idQV7e+X0ocpKSYKC2tweeLprJS\nJTMzjoKCXPburSA39wD5+cM6na+uzoXLZcDtjmkLxGoYNqyMKVMSjvVXIvqgxdfCS+tf4uEvH6am\nuQaAi8ddzKOzH2Vc0rgBHp0QYrCQoEpEnL7Ur/L4PKGfowIGnM5kovV+srKSKC4+QEzM2NDxjstw\nR5rBap8ps1gSyclxsWbNBoYPH8bIkToslkQyMoaxZ89yzOYW4uMPteMpL3eTmpqF0RjMNdPpwGJp\nlaW/4yygBlhctJh7v7iX3fW7AZg2Yhp/mPMHJg+fPMCjE0IMNhJUiYjWXRCkSdPgr/RDAHSqkbSy\n6aSOG0ZKSi0TJxZQVVVCdnb35zrSDFbHmbLkZJg5Mw2jcTRAqO3NWpYQpVE413wub754qHG0qqrs\n2lVEba2HESPGH99fjODfu/7NHcvuYGPlRgDGJ4/n8dmPc8GYC6ThsRDiqEjvPxGxuvbga2w8SFTU\nDp78zxN8VPsRExvOZ+T+87BYppKaGk92tsppp2XT3LwDVU08rHdfebn7iE2cexvDzp2FXPXu9/Hm\nB5cdKYSccTkMHz0cs9bCulc2UW05QBRaChrO4cGbn2Hq1ESZrepnGw5s4I5ld7CsdBkAGXEZ/G7m\n77jq1KvQRsn/ZwohDpHef2LI6WlJrmN5BVVV+d0L1/M1n9Lsa4JqOHXSrSTlfI+KinqczlaSk+Pa\nAqi0tu93zstqv0b4YwrgaijnzT2P4g20dPpcaW0ppXtKoRIwAzbw46WwaCkNDS7Ky6MlqOonpXWl\n3PvFvbxR9AYAlmgLd027i1vOvAWjzjjAoxNCRAIJqsSg1tek8pISO2tZSvP4JgCi7BpS9UZiYloY\nPtyHTleH1+smPz8n9N2e8qWO1H6m65h27z3ASwd+zQfNb0E1GLYY0Gl0zLDO4JEHHqG6qZr1G9dz\n3+L78dIKgDfQyltlz5OX92D//bKGqOrGah758hFeXP8i3oAXvUbPzd+/mbvPupsEo2wEEEL0Hwmq\nxKDWW9+8rkFQx4VnraIjJiaGESOScbuNuFxeoLnba3SddXK7e95Z2D4mo3EYO3cW0uRr4KX6+1lX\n8wWmaBNv/+1t0puD47XZDiWqzxo5i68/WcuyLcvxq35aqpv5oOVlhu+J4U+2ZyTH5yg0tjby9DdP\n84c1f6ChtQEFhatOvYrfzfgdWfFZAz08IUQEkqBKRKyOSePjxydyzuez+aToY/wBPzlN40lOTsft\ndlNaWk9GRgxW6zCKirydZrrq6lysXVtHQ0MMAHFxTUyebD6sHELH5cf2hPSvWYLH34TqUEk4N4l/\n/+wzJgyb0O1YFUXhg7+9z5o1a6mqaqIsppQ719/IcxueJUqn8PTcpzsFVr3tQhzqPQa9fi//u/F/\neXDVg1S6KwE4b/R5PDb7MQpSCwZ4dEKISCaJ6mJQ65qM3p5U3l0goaoqFz97MR9u+5Cnr/gTZ0TN\n5dtvy4mPH8HIkamhYpsdk89Xr97Btm0pGAzxAHg89Ywb52DatDE9Xr+hYQOX/H0+LXnBmS+lUGHx\nz99iwbn/L6x7+3Dbh1z29mV4A15uOOMGnjvvOaKUqF7vOZzfR6RRVZX3tr7H3V/czY6aHQBMTJ/I\nH875AzOyZwzs4IQQg5Ikqoshpadin93N1iiKQu64XNgGZaWl/OqnY7BY4g7b0ddRVVVTKKCCYIX0\nqqqy0Ovulh/f3ryMFv+hpUSDNgZNU3zYDZLnj5vPBws/4JI3L+HP6/7Mvm37uDLrZhSSSEwc3ema\n7UuevS2HRrIv93zJon8v4tv93wIwOmE0j85+lEtPuVSWToUQJ4zMVImI0z5b4/NF43A009xcw/Tp\nJrKzMyj4fwUUUYROo+OihIt46dG/Ulzs63FmZ/Xq7WzbloTBEDzu8dQwbtxB8vKGUV7uZscOB/Hx\nI6mu3oOzwckHTa+wtO5vsBx0aTp0UdFM4Vweu/1NHI69mM2etobSfV+W+6zkM867+jwCyQE0UVrO\naJzLNRe/Rm6uDrM5mCjfPrtmt1eEXfZhMCtyFHHX8rv4eMfHAKTGpvLA9Af4+YSfo9PoBnh0QojB\nTmaqxJBWV+fiiy9Kqa+Pxe2OJjFxBFptMqtWFbN//152anfCePDi5YPiD7iy6Eqm2ab32NYmL28Y\nTmctDQ0tqKqKx1OIy6XFbk8kNjYdqzWOWx+9nK3WVbQGPKjVAaJma/j1DY9jaxmDwZBNbq6NhoZG\nKiosuFw6jMb0sFrfxFbGoU3V0Zrfgh8fG4uWs3+/HbP5FMxmU6ddiH3doTjYqKqK3W4Hggn+5a5y\nHlj5AK9sfoWAGsCkN3H7lNv57eTfYtIP/vsVQgxOElSJiHFohioDh0NLU1MAg8FFbKwZg8FKVdUB\ndFE6WgjWivL6vcxfPJ/Lqy/nrql34Spxs2NHE6NHn8Lw4XGhdjdTpsC+fQ3c9ui1rFVWoX6lYvNO\nZfqP5rO66BM2WZZCftsMbCHcl/YyF475GWVlm8jODiZGOxzNGAzJQLCkQ1+X5erqXJSU+IhCC23j\n9qleMjK0aLX70eu9nQLBvvQ+HGzaG2AvbVgKKqR70imbUEZroBVtlJYbzriB+6bfR0psykAPVQgx\nxElQJSJGez5RSoqbrVur0etHUlNTgUYTDDySkk5hnnken23/jIAaINmbzL60fSy2L2bxM4uJStWg\nUTRkNOYw8dIZxFm9BDR+mr3NVO6qZLV/Nf58PwDfFH7ON8s/P2wMRq2JcZbgDr/UVCNNTYdmjTye\n8GeNysvd5Oefxfc/nMO3RctoCTQSqPaTOjKBs76X3m3A1Jfeh4OJ3W5nacNS3GODOXI7CndABVw+\n+3IemfUIuQm5AzxCIYQIkqBKRByz2cSECY1s2LCL6OgGcnJy0Om8DB8ex1svvdVpGWmfax93/vNO\n3kh5g4DNTwA/ZYXbKFu/DdI6nLQSCHS8isKUlLlMs13AF6+9zdYt6/EHoKBpBsnJWW25WcOAYGX2\njAw3TqceiyUbCG9ZTlEU/vue99m4cS3/vfU3bLd9xw7dJ/zQeusx/64Ggw0VG2hsbQy91kRpeO3S\n17hizhUDOCohhDicJKqLiNG1nEBJSRHNzU7i4mKZMCGJkSMzu/1eYWEhk34/hebxwf9w64qiuez7\nN5A9OolRWWkYtUYMWgNPPfIUGwIbiCKK2cY5/O7Xz6MoCrGxfr78cjc+nx6TKQePp5bp002HXe9o\n6kd1vacPSl/ikS3XM3X4VFZfvfqof1eDQaW7kkX/XsRrm1+D5aCkKhi0Bs6PP5+3XnxLdvUJIY67\ncBPVJagSEaU9cHE6G3C5DKSmBitnH6l+1UXXXMyyxuUoKExmHvfd+GdsNj1AKBDKyIilvHwP0Lka\n+vHecdcxGItPgbEv59Lsa6bsV2URWRncF/DxwncvcP/K+3G1uIjWRLNoyiIusFyAQWfo9LsXQojj\nSYIqIQg/0FFVNVTNfPToU4iLU9m/v5GSEpWsrMzQLrvuArOO13K53DgczWi1+5k1K+e4VDpf+M5C\n3ix+k8dnP84d0+44qnOcrL7c8yU3fXoTdkdwifaCMRfwzNxnGJUwaoBHJoQYisINqqKO52CEGCwU\nRWHatClceukchg+Po7zcSHl5HFrtOHbt8uFyudt27LkP+25mZjDgcrnc7Nrlo6EhCqs1h6IiL3V1\nLuDQMl5razqtremdjoXrR7YfAfB60euh9+rqXNjtFdjtFUd93oF0oOEAV75/JdP/Ph27w87I+JF8\ntPAj/nXFvySgEkIMGhJUiYjUHui0a2qqITOzb4nhwV2EiaHXBkM8Dkf3zZahvYyBjtraEkymJnJy\ndFgs5k5BWNdz9hSg9cXcUXOxRFso3FzIeyveo7bWGQrYDh408+GHFaxevX1QBFdev5en1z7N2OfH\n8o/Cf2DQGnhw+oMU31DMhWMvHOjhCSFEWGT3n4hI4bSv6UlKionS0ppQNfXeduxZrWbGjEnpteVN\nf9Fr9Fi/tuLUObnixSuYofkBv7/1o9BMmcEwjvLyClTV2+cCowPRhPnLPV9y46c3UuQoAuDCMRfy\nzLxnyLHmHPdrCyHE8SAzVSJiWa1mbLZ0bLb0Ts2Gj7QE1z7LZbGYycnR4fMVk5FRd8TGxL3Njh3L\nzFlXdrudqpgqKIDWvFbWBFZSUmJvKzB6qE9hX2fD+nNpsi8qGir48Xs/Zvrfp1PkKCLHmsPHV3zM\nR1d8JAGVEGJQk5kqMWT0tdlwx1mu5GQ4/fThfZq56a2a+bFUOu86iwTBWk3tlCjweOoxGoN1scIt\nMnqimjB7/V6e++45Hlj5AO5WNwatgbum3cWiqYswaA39ei0hhBgIElQJ0Y2jrUre2/e6HuvLktuh\nOlXBoKeoqIa8vCzmxc3jncJ3AJibPJcf/vBUtmypoqTEQU7OcCwW8zH1/XM6G7DbK3odWzhWlq3k\npk9vori6GID5Y+fz9NynGWkdeUznFUKIk4mUVBBDRtdCmr3VrjpZxtJTuYZpZ2eSdn8yUUoUvhd8\nobpN/VFgtLKyDEVR+lTj60gqGiq47fPbeKPoDQBGWUfx7LnPct7o88I+lxBCnGjhllSQmSoxZJxM\nzYZ7W3I7VMDUTUmJA6NRh9EYwOGIxmBIRlW9bC5ugjSI1kYfcyHMrr8Xi6UVo3FMt2PrK6/fy5++\n/RMPrXootNR3z1n3cNuU22SpTwgRsSSoEkPKsTYb7i6/qT93zbXPGvl8ZnbtisHtjsbpbKSuTiUt\nLfZQvlS0DwgGVV2/23GpsK+7/zr+XoKzY0d/Dyt2r+CmJTexpXoLABeNu4in5z5Ndnz20Z9UCCEG\nAdn9J0QftQctBw+a2bJFx+uv7+Dzz8uPatdcT7sB2+tZte/kS0rKIja2ldjYRlyuklANLG8gGPXo\nNfrQObrWwvL5ovnii9KwC4J2HJvT6cJuL8bpdB/xHPtd+1n4zkJmvTqLLdVbyE3I5dMffcr7l78v\nAZUQYkiQoEqIPiovd+PzRbNrlw+vNxmnM52tW6NxuYIzVeEU9GwvGKrXV6DXV/Sas2QymTjjjGxS\nUoIBFYCrsRIqQT0AhYX7sdsrcDoPXbu9ZpXXmxJ2wNc+tubm7ezdW0FWVhZG45gez9Hqb+XJNU8y\n9vmxvFn8JkatkUdmPoL9ejvnjj63T9cUQohIIEGVEGFon0Fyu91UVtZSW+ujtPTgUZ2rax0tODRL\nlJJixOOpx+OpwWiEPXvKSUlpobl5Ozrdfv7y6u3ggINl1dz6+9/Q0jIMp1NPVdWe0DjBT0pKcIky\n3AruVqsZiyWOESPSqapysXNnBV6v7rBzLC9dzqkvncqiZYto9DZy8biL2XrjVu45+x7JnRJCDDkS\nVAnRR5mZJpqba3C73ezf70OvN6HXG9i3T8Xlcncq6KmqKoWFhRTdz+ovAAAbkElEQVQWFhLOjtf2\nWaKkJBcZGaW0tPyHwsJSrFYzqakTUNUkXK49fO1bAwWgFqisZSklJXbS0rIxmz3o9RVotftDS4VH\ny+lsoLTUi8+Xjs+XTmmpF6ezAYCivVuZ9/IPmfPaHLYd3MbohNEs/fFS3rv8PbLis476mkIIMZhJ\noroQR3BoN14DRqODdet2kpAwntGjk/F46jGZfNTWljBrVg5WqxlVVbnomotZ3rgMgDmx5/D+397r\n8y69+Pg4iouLqKrykZCQh8WSQXV1PXFxDTgc+9mzbyMen6fb71oscdhs6WRmmigq8obeP7qaVQqg\n6fBagzfg5cF/P8Qfvn2SZn8j0VFGfpp9Kw/Nu4W05OQwzy+EEJFFgiohetGenO71mrDbW6mrS8Fk\n8tLa2oRGU0tsbCWxsTGMHp0cWsJbuuJzPnN/TktesAnzJ0WfcN1frue0751KvCG+2z8GraG9HgoL\nrlvAkvolqCjY3DO4ceFHREdbuPuP87HHraDV70G1qygoGDWxTGYeubm2ToHTsZaPqKtzUVnZSHn5\nWkBh3LgJ1Cd8y9XrfkOZexcAs9Iu5bd5T5FmHEF1ZQVpElMJIYY4Kf4pRC/s9gqqq018+aWdiop4\nEhOHo9XW4fH4WLH5ZrZav8If8DHSN5JRl4xiU2Uh+0v3ggMoaDtJIZACpPV8Hb1GT7whHmONkX0l\n+wjkBwDQ2DXkJJ+NLiqG7ZWf4S8IllJgMzx8zsPMsM3CbM5CUZR+a4RcV+fCbm/lvqd/zrfa5aCq\nxNVbODitAhTIMuVwe96LTEr+waHx6yuw2Y5/M2khhDiRpPinEP0omFcUTW1tEhrNWKqraxg2DAyG\nKoriVtIyPjgbta1wK9u+3gppoE2LRr/FSEtRI1FEMcIzhrPPOgu92U+9p/6wP3WeOlr9rTgaHVAP\nBA5d36/62cmKTu8BaDU6TkmZRF5efr8XMC0vd1NRcZD1+uW0jA8mprcUNmKoMfDA5Q/ws7HXsHPb\noXTMY2mHI4QQkUSCKiF6FcwrslgMHDjQABiAejSaAFHaqA6fUrhu3MNML5hPoprJ7nSV2tr/kJWV\nQnp6Ojabvtfgx+PzBAOs5jpuvPVGvtn6DQF/gOEN45l9zpXEmKL4ZPHf2V20BVCYppxPVtZsiopq\n+1zg82ha2LTTRGn4xwX/ZIxlEtWVXjIzA7jdA1+ZXgghTiYSVAnRC4vFxKhRWhRFpbW1HL0+HrO5\nmfHjMzln7xyWb1tGY2sjVMMlE3+JNTqYWKTJdVNbm8SYMUlkZvYeUAEYtAbSTGmkmdJY/spy7HY7\nO3c6iI+fSHV1IwDn/+ZnbNr0GRkZ48jNtaEoSp9byIRTbT0z00RdnZ5hDdnsKixCQWGSbwauilM4\nqDdjNpsoLx+4volCCHGykpwqIXrRsdmwy+Vmz55ycnMV8vKGER8fx5o1a7l5ya/ZVLOO+WlXc+8F\nL6MoSr80a969u5xPPmklPj4HgPr6UnJy6khN/V6nz/Uln6ljY+buvtd1Futg00FO/V8bzRVNLDTd\nw+yxV2EwjMHjqWfUKC1ms0nyqIQQEU9yqoToRx130SUlwWmnHSrUWVfnIhAYg2+zBqLhw+r/4+DG\nPfz54VfIz4875lkctzuKvLwUHI5qAPLyUmhursduL8ZgsJKSYkKn84bymY52ea/jLJaqqnz44Ve8\nU/VHmv1NnDZqFuenPUJJyTaGDWsiNjYeh6Mas1lyqIQQoisJqoQ4gp6aMJeXu9mxYy87jUWQD6Dy\njX0V9c7dFBRM65drm82mUADjdLrYvTuAwaBn+/b9bN7s5KyzEoDcIy7vBetW1YR6A3ZMLg/2DAwG\nVHc+uYCvWUKzL7ikOfO8m2hsbGLYsHQOHKhg2LAUXK4qmpsdTJ9u6Zd7FEKISCEV1YUIU7DkQAU7\ndjgoL6+n47ywX/Xx8KrHCKiBHr/f8Ry9NTvu2nR569at+Hyp+HwZ+Hzj0GpPp6IilqIiL8XFlZ2a\nKXdtS9OXXoMlJXbWspTm8Y1QAJoUHbGNqeza5QC0JCQ0Ula2nYSEOLKysigvN4bVqFkIISKdBFVC\nhKF9Rqi1NR2rNQePJ4Hx9edgKIpDZzeiVEexzPcpN316U4/taTqeo7dmx10DodhYP4mJw6mtbUGv\nj0OvT6S2tpmYmESqqpqOOO6elgY7Bm8qh8asVfQYjSZGjUrA4diA2dzID35wCqedloXZbAq7n6AQ\nQkQ6Wf4TIgztS2UAFouZSZPSiYn5DQuibyAhIQZn0n7uLb6SF9e/SJQSxXPnPndYe5qO5wB63cHX\ncenR6XSzbVt96Fhraz3DhsUAkJpqpKmp++W9Iy0NtueNWSyJjF18CpsK1xOlaDgzcA4jRyaiKG7y\n8pKxWOJobZVcKiGE6IkEVUIcg+HDM0lKasRiiQMgMzOffNsHzF88nxfWvYBG0fDMvGf63PevN3l5\nabhcdSgK7NtXS2KilpyctLadhsMAum1L05cgrj14u+CWeWx6ez0/GHYZD5/3emgnY15eMJjqKS9L\nCCGEBFVChKW7hO/8/GGdApR51nm8f/n7XPzmxTz73bNEKVE8NfepUGDVW9J4b6xWM5MnB4OksWNb\nAB8Wi7vTct6x7jhcf2A9pMGCefOIjj4AdA7QjqWfoBBCRDqpUyVEmLrmJwHd5ist3vAWV378E3wB\nL5cnLOSu6XdSUFCAoijHVN38aMbbXmsL6LGGlqqqJD+ZTE1zDbt/tZvs+OzjNiYhhBgMwq1TJUGV\nEMegPWDx+aJxOJppbq5h+nQT8fFmioq8fOdczW1PXAwpKjqNjvkJ83nrxbeOuBzYn0HX7t3lrFpV\nRk1NC+PHW5k0KRc4PBDcXbebnGdzSIpJwnGbo1+WLIUQYjALN6iS3X9CHIPycjc+XzS7dvnwepPR\nasexapWT4uIDxMQkkuEeSfQwAxSAN8/Lh7Uf8p+N/+n1nHV1Lr7+upbiYiguhq+/rj3q0gXtVdm1\n2mmkps5m1654ysr2H7b7sLbWyTsr3oFKOGPYGRJQCSHEUQg7qFIUZaKiKIsVRXmym2N/VxTlr4qi\nvKgoir5/hijEyc3haMZgiA+9NhisVFU1h15rFE3oZ6/fyy/+9Quq3FVA9/WqiosPUFKiYfduI7t3\nGykp0VBcfOCoxrZhw8FQmxuA+PgcvviiolNNK6MxgYU3/Jh7Ft8DDtjz3p4ey0EIIYToWdhBlaqq\n64A7ejjcBKhAHeA9hnEJMShkZppobj5UoNPjqSElxURqagxNTTXk5tqYzDxitpiI2RqDsc7IJnUT\nE/86kS93rO62XlVJSQ0HD8bj81nx+awcPBhPSUlNL6M4NiUldr5WV+LN80IBlOnLsNvtx+16QggR\nqXoNqhRFyVcU5V9d/iT39HlVVW9QVfWXwAHg/P4erBAnG6vVzPTpJny+YrTaCnJydOh0XvLy0sjP\n1xEdfYCn7nmGz27+jLV3r2XXh7uYNHwS+1z7mPvWD1jrXBk616Fimirg73AVf9t74ZswIYn6+tLQ\n6/r6UmbNSu9Uqd3jqadjWXil7UVvVd/7UhFeCCGGmqNKVFcUJRu4UVXV23s4vrDt3G90eV994IEH\nQq9nzJjBjBkzwr6+ECebcBLLPT4P1358La9ufhWASxJ+y8SmeSQmxHLmmVm4XG7WrzfQ1BQs7BkT\n08QZZ3iYNm3sUV1v9+5yNmw4CASDrJEjMzt9PzbWzzW338iXyqcEVD+neafy7jNvsH9/TLc7Bvu6\nm1AIIQablStXsnLlytDrhx566Pju/lMUZTTwAJAHvKCq6suKoryqqupViqL8ETAC8cDPVVVt7vJd\n2f0nBMHyBfd+cj+Prn8ElkNUigadYmC2cQav/emfrF1bR0NDMC0xLq6VKVMSQkFLfwc1dnsFLS3D\n+OX709lY+xX/fcGHZHlGkJ19WqfP6fUV2Gzp2O0VtLamd3tMCCEiSbi7/8Iu/qmq6k7gJ13eu6rt\nn7eFez4hhiJFUViYdT0N2+N5LuU2AgV+Wmhk5ZaVlJfvYcqU7A4zUQmdAqZw2tyEM560kSNAD26f\n8+hvTAghhjApqSDECdQxF8npdDMl4xwM2tjQ8WZ/E06PE6vVjM2Wjs2WftyX1dobKpu0wR2MtY37\nmTAhqVPeVVNTTajQaccGzF2PCSHEUCZBlRAnSPuyXftuP6dTT1ycmamci3GLCaVQQXWo3LLhFmqb\na3s8T2amiaqqPZSUVFNSUk1V1Z5jCmqCDZV1xBuCpR9iEt2MHJlJfr4Ovb4Cvb6i0/Ji++e7OyaE\nEEOZ9P4T4gTpumyXlpZNc/N2nrrnGXbu3IoS18iibbeyqWoTc16dw7KrlpFgTOj2XKqqoqre0M99\n0Vtyu9VqZsyI4bAdWmgOvddTsNTbMSGEGKokqBJiAFkscdhs6RQUZABw5qQzmPnKTDZWbmTWK7N4\n9vRniTfGY7PZQlXOy8vdpKVlk5Z26DxHyqk6lNweDOqKimrIz3d1+k58WwFTZ4vkVAkhxNGQ5T8h\nTpCOuUhOpwu7vRin092pzlOGOYP3L/qIEbHZbP7nZmY8OYOpj03l8usvP6Yq58FZskNV1A/VxDrE\nEm0BwOGqlhpUQghxFCSoEuIEac9Fam7ezt69FWRlZWE0jglVUofgjFJtWTJ3Jv8VJUVBtam4x7lZ\n4loSqnJ+pETxoy3M2T5TVVFbf1iVdyGEEEcmQZUQJ5DVam5b8huH2RwMhDrOGrXPKFmjUzBoY0Lf\na/Y24/V7Q+foKVG8azJ8e1DUlx17lmgLVEJteXVoVqy7GS0hhBDdk6BKiJNQbq6NKW27AikEf5Wf\nl/a9FAp2eiq50NMy35F27KmqygP3PQAOKNu1jbuePLblRiGEGIokUV2IEywz00RRUU2niug5OSbq\n6lw4nW5KSooZMWI4j9/+FkVFX9ESv51fFd3MyxtfZnTiaBZNXXRU1+1tx57dbme1ZzUUgIrK2i1L\nKSmxk5GRQU6O1KASQoi+kJkqIU6w7maNAIqKvBiNY7BaraxZU0hR0ddMn57DtRf9gn9e8k8UFO5Y\ndgdvF7/d47mPqTBnh0YMKgF0OofUoBJCiDAcVUPlo76Y9P4Tolvt/fScThelpV4MhkR0umrS06NC\ngc0fv/4jt//7dqI10az46QomD5/c7bnCabbcTlVVFly3gPdr38cf8DM5ejJr/rkmVMZBCCGGonB7\n/8lMlRAnEYfDjcGQSGNjE3v21FJREaC4uBKAWyffyrXfu5YWfwvzF8+ntK6023McTYsbRVF466W3\n+OW5v4QUmHjlRAmohBAiTBJUCXES6Lhs19jYxK5dtZjNGXi9yZSUBHfwKYrC8+c9z9xRc6luqmbu\nq3N5ZfH7vPvuMmprwy/Y2bX0gqIoXDbzMkiD1ftW9/ctCiFExJPlPyFOEnV1LoqLD7BiRS3JyTYA\nDhwoZ/hwhXHjYNq0sQC4WlxM+p/JbH1rC1GpGgwaI9/3z+Ld/3mVhARLn68VrLCeiNPpYu/efeTm\n6sgeE8fIv4wgoAaov6OeuOi443a/QghxspPlPyEGKavVzLRpY5k5MwGttoLKyj2kp6djMIylpEQN\nFeE0R5v5lfUeSFEI2Pw0jXezTrOCFSvW9fla7aUX2nO4tNo89u+3snu7noLkUwmoAb4p/+Z43aoQ\nQkQkCaqEOMnk5Q1Dq/WSm5tHbKwZj6eerKzMTkU4k4wpGDTG0OuWgOeo6kq153C1i4lJJN98BgBf\n7f3qGO5CCCGGHgmqhDjJWK1mcnN16HTV6HTVjBqlDVVfbzdz5kQm+WcTXRwDheCr8vJtzLI+X6Nr\n6QWPp56UlGCQNiHx+wCs3it5VUIIEQ7JqRLiJNQx5wmC9aa61oyqrXWyYsU6vnOs4UnHQ6ioPDP3\nGX416Vd9vkZx8QFKSlSysjIxm4OBVlqOkzEvj8KoNVJ/Zz16jf643KMQQpzsws2pkqBKiJNUOPWm\n/m/j/3H1R1cD8MpFr3DVqVcd03VOeeEUth3cxjfXfMOZmWcew10IIcTgFW5QJW1qhDhJ9dZWpqv/\nOv2/qPPUcevnt3L1h1cTb4jnh2N/eNTXmTZ8GtsObuPt7z4hpm54n4uICiHEUCY5VUJEiN9O/i13\nT7sbv+pnwdsLWFm28qjPNSEpmKy+3lFIa2s6RUXe0O5DIYQQ3ZOgSohBr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"text": [
"<matplotlib.figure.Figure at 0x11a4d17d0>"
]
}
],
"prompt_number": 116
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#in the previous example, there are few nodes that don't represent any of the trainig data. \n",
"# We can remove them if we like or in another way we can bold each node based on the number of training data that it represents\n",
"fig = plt.figure()\n",
"a = plt.hist(som1.project_data(Data),bins=msz10)\n",
"#Distribution of data for over nodes of som. This can be considered as a probabilty distribution"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x11a330dd0>"
]
}
],
"prompt_number": 117
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"a = plt.hist(som1.project_data(Data),bins=msz10)\n",
"plt.close()\n",
"fig = plt.figure()\n",
"plt.plot(Data[:,0],Data[:,1],'ob',alpha=0.3, markersize=3,label='Data')\n",
"plt.plot(codebook1_n.values[:,0],codebook1_n.values[:,1],'o-g',linewidth=.4,markersize=2,label='nodes')\n",
"plt.scatter(codebook1_n.values[:,0],codebook1_n.values[:,1], s= 25*a[0], alpha=0.9,c='w',marker='o',cmap='jet',linewidths=3, edgecolor = 'r'\n",
" ,label='node size proportional to their frequency of being bmu')\n",
"plt.legend(loc='best',bbox_to_anchor = (1.42, 1.0),fontsize = 'large')\n",
"plt.xlim(0,4.5)\n",
"plt.ylim(-2,2.5)\n",
"fig.set_size_inches(10,10)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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X/g/TrMoJvSROJwwZAitX6sc33qhLMZ+vZcvgzjtRKJ5pkMXwrcFEF6RjXKhj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aXhCfRHf3a22myzRQv4738hPV1VfFq0UPc6gqTG5eosgwTEUTMCBssKlzGi84hwhyKEEEIIcUKd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\nZ2MjSZIkqfb+BEc0OD6ww1rrAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x117e3cb10>"
]
}
],
"prompt_number": 118
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Another interesting thing is that many times we want to know the charachteristics of the clusters\n",
"#Let's assume we have a 3dimensional data\n",
"Data1 = np.concatenate((Data,np.random.rand(Data.shape[0],2)),axis=1)\n",
"# a 1d SOM with 10 nodes can be considered as 10 clusters with a major difference to kmeans that similar cluster labels\n",
"#have similar context. For example the weight vector of cluster 1 is similar cluster 2 than cluster than\n",
"#while in K-means labels are arbitrary. Here these labels are contextual numbers. For more info:http://arxiv.org/abs/1408.0889 \n",
"msz11 = 1\n",
"msz10 = 10\n",
"som1 = SOM.SOM('som1', Data1, mapsize = [msz10, msz11],norm_method = 'var',initmethod='pca')\n",
"\n",
"som1.train(n_job = 1, shared_memory = 'no',verbose='off')\n",
"\n",
"print 'Done'"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Done\n"
]
}
],
"prompt_number": 119
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#The following function visualizes the pattern of nodes in a 1d som,\n",
"#but since the final som is an ordered set, it creates a nice patters\n",
"path = ''\n",
"plot_radar(som1,path,save='No',alpha=.4,legend='Yes')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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t3LmTN998k8svv9zpUqQPXn/9dSZNmtSuabJIJ+4Hvux0EYZhfAcwgcnYnRa2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atyWeryuK2ALHOYwHexgs8lmzbLGxNg8jDcpFDmSjJ3/X1ZMcQS0VIJsQto6wRDisXglM5nrvrx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\nKBy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uvOy6u3C71B84ilFejhWrxIxVziphZwmBaQocz1PrsUyQiIIXXn7aNbdsC9mnDNvP\nN08Oss1C9P/HSdm9QUq5Mn9F/g5GADtcQ6SsHCE9rGwPVrYbUilkykGGSjEsA4jgeTZYFk4w1Mce\nWKDeju3cHxOVqRtZzB06dIiVK8dn8FsYfihVPuwzffihyLL7rcA/+x2EZqLMDD/GYsjMAWwF/sAY\nhiEcx8GagX1FiUSCsrIyv8PQzDKceIfaPFFXh9vdVfi+dF21eSIex+vuQvaZbjTKynOl2BjGLNpl\n6UpwPK93UCJXks1j5AyLh0LK3qyelyu/5r3yRmWwnPs6WClXCIewqUrhpuFgCQfpejg9LmaqEzPZ\ngbRtZRZcWYkRqiJo5kuFHicPQpQw3DpqT3rsf2U/69evHznwQUi9vBuZzRJevwEjHKH8zduw5k2L\nheeY2b9/P7t37+Z973uf36FMFh9G9X1rZjjDZ+b2qH+k60c+UFhZ6Ijy0wHltXn//fdTW1vLhz/8\n4dHEUdRl1jx3A38z1JWO43Dvvffyt3/7t9MYkmY03HHHHVx99dVUVk6o9VGTw+3qzA1P1OF2dva5\nwsXtjKseu66Bwq5MlWJjMYzg7Ggsz5de87g5YZbHHOv0ao6+WbyTxF7+BsNgYBMwU0ik2hYhPDwp\ncLwAltuNkU2CYSKsAE6gkhLL6GPmm+Xo0dc5caIVywpz1lnnkt9e+Mijj/Diiy9SUlLK5s2b2PaW\nbezcuZM//OEPALz5zW/m7LPP5uDBg9x7773Mr6pi/rx5XHPNNYM/TjtLas9uhGkS2XwGwjSVWfAM\nzZZ7nqdK28WRmduFSkIUzS/gYmaqxNzNN9/MggULKCkp4brrRp7lLPYya57PAe+hMC7SH9M0ufzy\nmd/Ym+fRRx9l8+bNLFmyxO9QppyPf/zjxfIGPSMwK6JE1keJrN+I29WF3aCGJ9x4HHPefMx583PC\nrjMn7DrxEgm8RAK77jhGaWlO2FXO6KlGSwiMXOnVk2CK/qVXV6p5UnOMP1uF+wwov+bpzcT1X4HW\nm+0L4EoPS2TwZBBLZDCFxDAdPEoRgdzGCARIyLqScO6duKOjG9d12br1LJ7dtZu2tkbmz19BbjMu\nV733KpYuXcof/6hWd27YsIELL7wQz/P46le/ytlnnw3AG7du5Yp3vWvYx+nmSqyiJFdijcZmrJAD\nimHYIY+HMgfWQm6O09XVxfXXX88999xDW1sb8+ePPyteNK8OlOniP/X9RldXF7t27QKUoj3llFP8\niGtcbNu2bc6UWw3DKIi5Z555pp9ps2ZimBUVhNetp2Lb26h429uJbNyEWVmp1oXNm0do5Soim7YQ\nWrkKq7ISYRh4PT3Y9XWk9+4hvf8V7MYTeJn0yCfzAQMIGgYBQxQGE0whMPv0vzmjLJ+OFoEyWTYN\nQcAQBE1B2DIoscycQbJJyCzBNEJYpgBCGEJgCg/DlHhmCQiwHZds1lbmx7ksaUtLK+XlUUCyZPEp\ntLS20tdE+Mc//jHf+973WLt2LQDzcj1uhmH0EzvP7drF17/+dZ7703NDPo58v5xZlhNzE/hFMpXc\neuutozI/nkXcBfzJ7yA0/vOhD32I73znO7S3txdey+OlmMqsoN5nfwtcAnDgwAFisRg1NTX+RqUZ\nNQ0NDfT09LBmzRq/Qylq3J4Edl0ddn0dTntb7xWeh9vViRuP43bG+22ZMCIlqscuVokRDvsQ9cjY\nOWuTPH1Lr0qETc1asKEwRA8CB/AwhHJ59zwLme1BCoFnVRQmYkOmwcsv76Wmeh4LqmN0tHdyvL6F\nTadvprPT4/DhI2zZsoWWlha2b9/Opz/96cJ5nnzySVKpFJdddhnZbBYrYOHYDrd/63Y+dv3HBv1g\nmH71AF53N6FVqzGjMUrfeC7BJUun6ZkZPUXmKXcUOB3o9jsQzegZVZl1LMfLlVnHEcecKLOC+iB+\nHbAHKM1/ep3NSCm57777uPrqq/0OZVro61ifzWYJBAK6BDsFmKVlmGvXEV67Di/ZQzY3POG0tRZK\nrEhPTcLmByhSSbxUEruhHiMS6S3FRiIjn3CaCPSZeh269Cowp+lHypMlmCKR+3cQQ2QxDAcvEAHX\nVntoUWLOlZJgIEAynUVtf3UJh0OARAi3MOSwYMGCfuc4fPgwe/fu5frrrwcgmBtmCQaDrFlzKs3N\nzSeJOSklXo8a1DBKZ/YaryIScqB+P2khV0TIut1jvo84bXxibjiKTcwBHEb1z93pdyCTgRCCc889\n1+8wfOHw4cPs2bOH9773vX6HUtQYJaWE16wlvGYtXiqphF19HU5rK2ZUbZRgqewVdp1xvFQKL5XC\nPtGACIcLdidGydRvLRjx8aBKr26fAQlTiMIGConEkWAimPrPCQJXluYEnYmUAYSwMUwPF5XdTGcz\nSNelpKSEBdXVHDx4gGVLFxKPx6map/ZCV1SESWdUqTGRSODmVovF43EefPBBPvax3v3s6UyacCiM\nJz2OHjnCtre85aSoZDoFnosIhRCWhREOY5bOnLaOZ555Btu2ufDCC/0OZTK5C1U50hQRIjfU4DfF\nVmbN06/cqtFoxo6XSmE31JOtP47T0tLHV00q/7pcxk46TuE+IhTGqsxNxeYa6/1EgupJk31Lr70z\nr9NVehU4GCI3cCCyaluEFNhSZZ2cbJZQKIQAXnzheRLdndTWVrJq5Wpe3H2As886mwceeIyjx+qQ\n0uPP//xK1qxezX//939z4MABorEYAvjEDZ9g17O7eGrnTgwhOOecc7jkkpPfBp3WFrLHjmLNm09w\n+QoCCxdSdt7MEU7d3d2UlZUVU1Zel1dnMcOWWQ8/ob62Hhz5OFWnqq8rLgZUe8SLL77Iww8/zO9+\n97vRxDEnrEkGsoJcudXvQCaL/fv3E4/H2bp17jm0O47Dbbfdxj//s/bY9AMvncZuqFdedi3N0Kch\n3e3uUgbFnXGkbRe+L0IhzFglVqyyYErrF54ER3qFQYiC/Uju+ukovRpkESKlzicyCDykNHBkEMiV\nWwHDAFMYKM85DwiiiighYHJ6FbNHj+C0tRJYsoTAghoiG08nvG58XnWaUbENnZWbtUyVmANobW3l\n+9//PjfddNNo4hhSzBXTNOtA8uXWomHt2rVzdpjDsqxR/bBrpgYjHCa0chVlF15E9PJ3UXLW2QRq\nTwHDwCyvILh0GZHTNxNacyrWgmpEIIDMZHCaGkkfeIXUy7uVPUoigR8fIA0x+NSrUZh6lTg5b7mp\nwiOIlKqfTcoQYCCEhylsQOJKj2PHj+F5+aGNvE1IPvOZPfmg440lP8ma75er9H+SNZFIcOedRdEd\nMxBdXtUMyX333ccHP/jBCR+nGHvm+vId4EqKpNwqhJhR68emm77WC/fffz8XX3zxrLKbKRaMUIjQ\n8pWElq/Ey2axT9SrydimRszyCszyCliyFC+RwIm343bEkdksTnMTTnMTIhDEjMUwKysxSqe3lGYW\nvOlU6dUQKitXGJBAIuTUlV49IhhIBHZuICKNoc6Kh0VFRQXkhiEsYUJuElb9MVCrvia2hk26Dl46\nhTAMNbwiBNYMGH4oLS3l2muv9TuMyeYo8Bm/g9BMPfms21g5evQoS5dOfIq8mMuseYqu3Arwox/9\niEsvvZRYbFCP5KInk8ng5prGNTMDaWexGxrI1tfhNDX2szXxehK48Q6cjg5ktjfDJAKB3qnYae6R\n8nJrwfIF4/y0a56R1oKNH4kpegCXVDIBZCgpKcGVASSWyseJnJedcFCCzqK33DqxtzK3q4vMawcx\nSksJrz0NMxql4q2XTewhaYZCl1eLgNGUWcd0vD5l1jHGMSd75vryMYpkujVPR0cHgUBgzhgLD8dr\nr71Gc3Mz5513nt+haHJI28ZuPEG27rgSdn2GJLxkD25HB068A5nJFL4vrIDK2MUqMcrLp03YTdVa\nsOHxlKCTHkI4CGGrHbMyCJiq/0WAZUgEGXWBcO5rORPpkLEbT2A31GNVVxNcvJTQipWUvOHsSXhM\n4+Pf/u3f+OQnP0kgMLGM4wzkLuDv/A5CM3GGE3P27x8d8/EC579jvHHMeTGnp1uLGCklhw8fZuXK\nlX6HohkEadvYTY1qeOJEwwBhl8wNT3TgpXu3TAjLUrYolXlhN7XtvQOnXk8ekJi80uvBAwdYtnw5\n4ZCFkfOgE9gIHDwJLiFamluoralBCLBElskchMi8/hpuZ5zQipWYlfMoecPZhFb499rJZrMFb7wi\n4giwCT29WhRMlZh74IEHOHjwIMeOHeP73//+aOKYM6bBQyGBq4EXgSqfY5l0vvnNb/IP//APmDN4\nr+JUIoToJ+QeeOABrrjiCsIzdEvBXEMEAgQXLyG4eAnScXqFXUM9RkkJRkkJgUWL8FJJZXfSoYSd\n09aK09aKMK1cxi6GUV6BmIIdnQIIGAJTikLp1RSiUHrNf52M0uuaU09Vb8ooU2FDJJEEQEgELqa0\nWVBdDTInKjExhEdvuTXLRMRcfvhB5CaM/eiXy/9iFEIUo5BzgA+ghdycwn195E0Q5qr+ZsH5Pcvl\n5eUTPn8xT7MOpB74a4pwufFHPvKROSvkBuPcc88tpqXcRYWwLIKLFlN6zlai73w3ZeddQHDZckQg\ngBEpIXDKIsLrNxJev4HAKQsxIhGk6+C0tZJ5/TVSe14ic+Sw8rebgn2dhoCgaWDlFJsALCHI5+S8\n/NTrGI6ZTCZ5/fXXC5f7lo8lAaRUwkzKIEKoCVeDbKHU60oz96/8IIREDUKMHS+TQTq2er6DOcPg\niui4jjURtm/fztGjR6f9vNPEPwPP+B2EZubz85//nG984xtUV1fT1dU1oWPNlTJrX74O/KPfQWim\nh3379tHY2Mib3/xmv0PRDIN0XZyWZrJ1x7Eb6vsNSXjpdM6guAMvmey9k2FiRqNqgCJagTAm9wON\nB4W1YDB46dUcRV+flHLE/j9DJBEoixKDNJ4EiUlnZ4pYLIohbEzh0jsIYQJj75d12tvIHjmMGYsR\nWrkaq7qa8jdNf/fJaJ6TWcovgbdThEmDucxoyqxjyczly6w/+9nP2Lt3L42Njdx+++0jJiF0z1x/\nAsBO4I1+BzLZpNNpvvWtb/H5z3/e71BmDFJKWlpaqK6u9jsUzSiRnofT0oxdd5xsQ32/IQkvk8bt\niOPG24cQdjHMaHRShZ2bm3rNv1NKqSxMCqcepPR64MABli9fPqa9omrllwt4CDJICZmsJBiMIASY\nIo0hDFTPnIESc2N7nNnjx3BamgksXESg9hTC69YT2Tj5eyIHQ0pJMpmk1GcD6SmkAdgCtPgdiGZy\n0QMQM5flwAtA0fl6eJ6nS4zD8J3vfIf3v//9zJ/vv0mqZmSklDjNzdgNal9s3yEJL5tRwxPxjkIf\nGKCMjCvyGbsoYpJaEGwpcYeYehUqWMwJvfZkTtB5gAsym/tuECFMDDIYhocgiPpMGgQiYzpD+sAr\neD09hNacilleQdl5FxBYOD27JZ966imCwWCxbrDxgLcAT/gch2YKGE7Mtd72hTEfr+pzXx5vHFrM\nDcKVwIN+BzFVuK6Lbdt6CGAArusihMAwjGIu9RQlUkqc1hZlUNxQh5dK9V6XzeLkhyeSPb17ZIVQ\nwq4yL+wmNvM1VOm1pydFOpNm/rzKUZVeh8bNedDl+uKkmvy1HZNgwMQQWQxh0mtTUjHqI0vPI/XS\nCwCUbNoCpkn0HVdg6PeIyeBLwBf9DkIzNQwn5joefGDMx6t87/vHG8ecn2YdjIeA/wD+3u9ApoKO\njg5+9rOfFaOj+oToOyjS3NzMQw89xPXXX+9jRJrRIoQgsKCawIJq5JYzcNtaydbXYdfV4QGB6hoC\n1TVIOyfs4nG8RAK3M47bGc8Ju4pcxi6GsMb+9meg1oK5UtLa3kE0FsMUgvLSEkpKI8riZEJTr2Zu\nwrUHlX1Teyk8N4ktSgkGBJ50MYSLKrFmURm6kfFSSZBSbX0wTYzS0ikXcp7nsW/fPjZu3Dil5/GZ\nJ4Bb/A5C4y/J5/804m1Kzjyr3+VHHnmEvXv3kslk+Nd//dcJnX+u1+M+CbzkdxBTQVVVlRZyI1BT\nU9NPyB06dIhsdvL2X2qmDiEEVtUCSjafQcXb30H5JW8hfOpajJISRCBIYEEN4TVriWzcRHDJUozc\n6L/b2Un26BE1FfvaqzhtrUhn7JOhphA0HD9WeANVfnD9p17dMU695pFYSJkvnwYBg1AohGV5yMJk\n69j3teZL0UbBkmTqWw1effVVX3bxTiMtwAeByR+t1hQ9O3fu5LOf/SwNDQ3E4/EJHWsuZ+YAMsD7\ngP9lPKNhs4Tjx48TCoX0EMAIpFIp9u3bx5YtW/wORTMGhBBY86uw5lcR2bQFp70du/442fo6vEQC\na0E11oJqpGPjxuNqMra7G7erE7erU2Xsyst7M3ZDbCJ4ee/LRCuiLFmyBIAzcj8nngRHqtKrKVB7\nVvt40wkE5hizdB5BDOkiRFZZlpAG6ZF3LVbZubx+yGfpRjhmQcyptzpzGvzl1q5dO+Xn8BEJ/BVq\n8EGjGTPXXXcd3/72t2lpaZmwvdhcz8wBHKTIV65UVlayZ8/IY9NznQ0bNvQTcl//+tdJ92m418wO\nrHnziJy+mehll1P+lksJr1uPWV6OsAJYVQsIrT6VyKYtBJctx8x5rLldXWSPHSW15yXSrx7AbmlG\n2tl+mdp1a9cVhFxfDKFKrwFD5eXyliVGTnnJvDfdGBNUHhEkVs5gWE3FZjJpshnlQefJ/O7b0WXn\nvGROzJVMbWaus7OThx56aEqOPcP4GsqKRKMZF05uG85ll102YePgYQcghBDPAVcBK4HrpZTvHXB9\nLfAvUsqPDfh+o5SyNvfvLwInpJR3DXL8KOrFcERK+YEJPZKJcztwo88xaGYQfdcMZTIZbNvWu3Bn\nMW5nXPnY1dXhdvcadErXxe3swO2I43V3FcyIuxMJWhM9nHrWWWpf7Cg2FQxcCwb0K7eOfS2YzO1w\ndZG4CLKAxDAEYGCKvoMQQx9V2japPS8hDIPIljPBMIhd8eeTNunbl66uLhzHYZ4PmyWmkf8BLkel\nRTVFzmwYgBgpM7cDeG/uz9uFEC8JIf5CCHGvEOIpVIr5TCHEGUKI3wkhXhBCzANKcpe/Sc48UQjx\nGSHELiFEYQGZlLITmCmmaJ8GfuV3EFPNnj0JekZDAAAcd0lEQVR7eOKJJ/wOY1bQd81QT08PP/7x\nj32MRjNRzGiMyIbTqXjbn1Fx6WWE128oWJdY86oIrlzF000tBJYtx4zFqKioYEVtDXbdcdIv7yZ9\nYD92cxNeNjPkOfJrwYKGUXhzNYUoTLjmS6/uqLN0AleWgDAAU639QuSyfB6uzJdah+/7O2mFV6xy\n0oVc/pddRUVFsQu5g8BfoIWcZgYxUmZuOUrQzUctDp6H6i8zgMeAXcD/D3wO+CrKv+39wI+A9bnb\nbgcagRuAdqAG+DLwN8A7gLOBj86AzBwo37ldwBq/A5lKWltbqaoquhW108rTTz9NMpnk0ksv9TsU\nzQRobm4m5DiEulTWLtXc3CviXRe3qxOnowOvq7Pf+jCjtFT12MUqMYYxBnalxPF6M3OeVMMRecxR\nZukEDoboyYm4LNLLIj0PKxjGJIQQFsO1/doN9diNJwjUnEJg0SJCq9dQsuXMUZx5dJw4cYKHH36Y\nv/u7ou5YAehEGc4f8DsQzfQxXGZumuMYv8+cEGIXcBg4HdiP+mGWKBF3IPf168AXct//JPAIShS9\nBHShxFwF8OfA61LKD+WOXY5KVy8BPiWl3DGRBzpJrAOeZSwGTrMU27axLEt7rY2Tvj51Tz75JKef\nfnqxZySKjocffpiLLrqIWEz5h7vd3dj1dWQb6nDb23tv6HlqYKKjHbdzgLArKekVdoNYfQwsvQ62\nFmw0pVdBFoMULhKDLI6dJhQKImUkt0u2nKEGIdKvHsTr7iK0chVmrJLSc7YSXLpsNE/RqJkDvo0e\nKgHxC78D0UwvRSHm5ihvRwnSoh4Q2b9/P3v27OGqq67yO5RZT11dHaFQiAULFgA6+zlT+Z//+R8q\nKio499xzR7yt25PArq/HrjuO097We4X0cDs71WRsZxzp9lbbjEiJMiiOxTDC/bczeLm1YHkZmC+5\nFu47Cm86gzSQwUNiksEQEkkAIaxc/9zJGyGklKR2vwiuS2TTZoQVoOKyyzEn2P8ppWTfvn1s2LBh\nQseZRXwWNfSgmWNoMTe7+Sxwm99BaGYnd999N+973/sKAxOu60549Fwzdnbv3s2rr77KlVdeOaHj\neMkeZVBcX4/T2mf1pvRwu7qU3Ul8oLCL9GbsIr0iy8mVXvP0XQsGI5deDZEEaePhYeZ2uAojgmUY\niEEGIbxUivQrexHBIJGNmxChELF3vnvcz0Weo0eP0tjYyBvfWHRrrgfjh6gecc0cRAjhtba2Cj/X\nQLa1tbFgwQLped6gSSYt5obnPpQhZNFz9OhREonEXPqUPW1ks1m+8Y1vcNNNN/kdStHT1NTEww8/\nzEc+8pEpO4eXSmLX15OtP47T2tq7OkzKXmHXGUc6TuE+IhzGygu7kpJc6dUrDEIMVnodbi2YQQIP\nF6RLJtVOSel8hDCwRAnQv4fPaWsle/QIVuU8gitWEjhlIWXnXzhZT8dcYBdwEaB9iuYoFRUV/5FI\nJD46VFZsOhBCyLKysru6uroG3VqlxdzwhIGnUEMaRY3rujz//POcfXbRP1TfaWxs5Kc//WmhWXwO\n9BpNGel0mjvvvJNPf/rTgPo5BqYtC+qlUtgNOWHX0tJf2CW6VY9dfICwC4UxYzGsykpkpBTH6x2J\nkBJcRlN6lTlB52HgYAgPSRBDmJiif7tv9ugRnLZWAouXEKiuIbxhI5HTxveh7fXXX+f555+fS60Z\nDaj3f20MrJnRaDE3MguBPwGn+B3IdKIFxvSxf/9+XnjhBT7wATXQ3dPTk1vfNNcXtJyMlJIvf/nL\n3HTTTViWhZQSx3EIDLG1YTrx0mk1NVpfh93SDH2GJNzursL2CWn32oiIUAgzVgnRGF6kpPf2oyi9\nClwggQQMbIRQz4FllCP6LPdJv7IXL5UivHYdRmkZZRdeTKCmZlyPMZ1OEwwGMYyibifOk0Zl5Hb5\nHYhGMxJazI2Os4HHgVK/A5kO4vE49957LzfeqD2U/eCVV17h6NGjXHbZZQAcOHCAYDDIihUrfI5s\nerBtW63oyonZ22+/nWuvvZZoVG1rmA0fNLxMBvtEPXZdHXZzU39hl+jG7eg4SdgRDEI0BtEYoqQU\nhBhF6dUGkoCkva2FqqpFQISgoTKT0nVJvfQCCEHJljNAGMSueA8iMLIBcuEMtk1TUxOLFy8exzMx\na5HAX6LcGjSaGY8Wc6PnbagJV/9TAJo5RWNjI8lkkpUrVwJqIrOsrIzzzz8f6L+pYjbym9/8hvXr\n17Nw4UIAvv/97/Pud7+7MBk82/GyWSXs6utwmpr6DUl4iQROPFeKza0O86TEswIYsUqMWCWUlOL1\n0XAnl14zQJasYxG01KBFwFBGxW53F5lXD2KUlhJeexpmRZSKSy8bU/w7d+5k4cKFrFq1apzPwKzk\nRuDbfgeh0YwWLebGxoeAHzDc3pwiw3VdHnvsMd75znf6HYpmCH71q19RWVlZ6Hf86U9/yvLlywt7\nZtva2igtLSU8iAfaVCClREpZKMU9+eSTLF++nGXLlK/ZD3/4Q7Zu3cqaNcqb+9ixY9TU1BAaxny3\nWJB2FruhgWx9HU5TY39h15PAjXfgxOPITAZXSjwJIhDAiMWQFZVQVorIlVz7etPlV4YJBKZQb1BB\n08BpPIHdUI9VXU1w8VKCy1dQetY5PjzyWcVtzJzNRBrNqDC/+MUv+h3DbGI3kADmjO2/YRj09PRQ\nW1s740tbc5VVq1axaNGiwuV169ZRXV1d+P/atWsXrusWfO8efPBBHMehJtc3tWPHDjzPK1z+yU9+\ngpSykBkbeHnHjh1IKamuri5cBvpdNk2zcPtAIEBVVVWhr23z5s30HfGPRqNzpj9QmCZmLEZwyVJC\nq9dgxmIIIfCSSYRlYVZECVTXYEajmJYFroOXzeL1JJEdbci2VmQmgzQEMhCEXJbOEKLgX9fe3k5J\nieq/85qbkJk0gQXVdGdtrv2Xm7nuk5/kn/7pn/q9nhsaGrjiiiv43ve+x/Lly9m1axcNDQ1cc801\n3H333Rw5coRLLrmERx55pPC9zs7OUfn1zTLuBT7hdxAazVjRmbnx8XXgH/0Owg+SyWThF4WmOHEc\nByFEYSJ04GXN5CNtG7upUQ1PnGjoN/3qJnuwOzqw2zvwMsodQwLSNDGiMUQshlUeVT12SDo7O4mV\nV2CaBu7ePQjHJrzhdDzTxDz3Aq685hp++9vf9htiuOGGG/jABz7Apk2beMc73sGvf/1rPvOZz3Dl\nlVdywQUXcOmll7Jjxw66urpYvHgxQgguvvhiHnnkEcrLy6f76Zoqfg68G3BGuqFGM9OYGx+HJ5/P\nANXA1X4HMt1s376dD37wg1RUFP22sznLwCzZXMma+YkIBAguXkJw8RKk4/QTdmZJKWZJKaFFi7F7\nlLBz4x3IdBqvvRXaW3FNC6MiiohVUlFeDoaBzGZxs1kCwQBGKIRpWUSXLh30/C+//DLJZBLLsigv\nLyeVSlFVVUU8Hi/YvYTD4cIQCqifiyKaav0j8D60kNPMUvS79PiQwLVAFfBnPscyrfz93w/qV6jR\naCYJYVkEFy0muGgx0nVxmhrV9omGeoKlpVglpTgLF+KmUnjxOE68Ay+VxOtog442MExENIphmMqM\nOGd5YlZWDtkq4boupaWlhEIhotEonZ2dXHvttZx//vmYpskHP/jBfj2Nv/jFL1i9ejWlpUUx4P8K\naudq0u9ANJrxosXc+HGAq4DfAnNin81AHn74YVatWsXGjRv9DkWjKUqEaRJYuIjAwkVK2LU0k607\nrtaKCYETjmDWnoJMp3DicZyODkgnkR3tdHQlKAmHsEpK8SRY807eFdzT00NpaSmGYbB161YAurq6\niEaj3HDDDezYsYMzzzyTK6+8kqNHj7Js2TIOHTrE1772NX7+859P99MxFdShnAra/Q5Eo5kIWsxN\njB7gcuD3wFqfY5l23vWud2H39cnSaDRThjBNArWnEKg9BXmmh9PSTOb4MVJ19ThAoDaCVXsKbjqN\nG++gIhJHpJKI0lJsz8OorCwcS0pJIpHgBz/4Addffz2bNm3imWee4fTTT6erq4vy8nK6urqozGXz\notEoiUSC7u5urrnmGrZv306kz77ZWUoHSsgd9zsQjWaiaDE3cdpQbwhPA3PKVVMIUfA3O3bsGHV1\ndZx33nk+R6XRFD/CMAjU1BKoqaX0DZJMUxM9x49hN9Qrc+HaU3BravEyWUTAQgLZiiiXb9vGSy+9\nxGWXXcZXvvIV9u/fD8BnP/tZ/uqv/opUKsUtt9wCwOc//3k+9KEPYVkW69evZ8OGDdx6660cOXKE\na6+9FoB77rmH5cuX+/MkTIwe4J3APr8D0WgmAz3NOnmsBp5Erf+ac0gp2b9/P6eddprfoWg0cxIp\nJRnXI93SglNfh1N/HCeVprOrEyMUYvFf/hV7/vdP9HR38da3vtXvcP0kiaqoPOFzHBrNpKHF3ORy\nKkrQ1fodiN+89tprrF692u8wNJo5h5cTdbYn8dpaydYdJ5VKUnXuBYRNgVk8E6jjIYXKyP3W70A0\nmslkTr+qp4CDwJuBJr8D8RMpZcGoVqPRTC+GEEQsk4hlEqhawP8mkoQ3bSFiGXNdyGVQPnJayGmK\nDp2Zmxo2AI8DxbFccoLE43Gi0ajeIKHRTDNSSrp6kpSXlhDv6KC7u7uwVm2OkUUJuV/4HYhGMxXM\n6Y9pU8heVIau2e9AZgJ79+5l165dfoeh0cwJEokE999/P6CGlKJlpRhCUFZWxt69e32OzhcywHvQ\nQk5TxOjM3NRyGvA7dA9dASkltm0XpmA1Gs3kkk6n6e7uLuzGneOkURm5//E7EI1mKtGZuanlFeBi\noMHnOGYMiUSC7373u36HodEUFS+88AL79imXjXA4PKKQmyP9rCnUZgct5DRFjxZzU88B4CKU0/ic\np7y8nBtuuKFwOZvN+hiNRlMclJeXs3bt6HzLHcfhq1/96hRH5Ds9wNvRww6aOYIus04fK4Ff575q\ncjzwwAO84Q1v0DYmGs0YsG2bn/zkJ7zvfe8b1/2llMU8kNSJysg97XcgGs10ocXc9FKDasI9w+9A\nZiKu6+I4Tr+F3hqN5mQcx+HIkSP6Q9DJNACXAXv8DkSjmU50mXV6aUKVXH/ndyAzka6uLrZv3+53\nGBrNjOTpp5/mxRdfBMCyrEkRcj/84Q8nfIwZxAHgPLSQ08xBdGbOH4LAfcBVfgcyk6mrq2PRokXF\nXA7SaEZNS0sLVVVVk/p6eO2111i1alUxvMZ2oVZ0tfodiEbjBzoz5w9Z4C+AO/0OZCZz6NAhDhw4\n4HcYGo0vdHd3c8cddxQuL1iwYNJF1+rVq4tByP0S5euphZxmzqIzc/7zBeD/+B3ETCedTvP000+z\nbds2v0PRaKaF6fRkPHjwIKeeeuqUn2cK+CFwHWD7HYhG4yc6M+c/XwY+DMwJ46fxEgqFiEajfoeh\n0Uwp99xzD0eOHAHU9obpMtd+5ZVXSCQS03KuSeQbwF+jhZxGozNzM4grgPuBiN+BzAYef/xxIpEI\nW7du9TsUjWZCtLW1MX/+fL/DmE1I4LPA1/0ORKOZKWgxN7O4APgZUOl3ILOBVCpFJKK0r+d5GIZO\nNGtmF/v37+fYsWNceumlfocCzAr/ORtVVi2qMVyNZqLo334zi6eBc1BrwDQjkBdyAN/61rfo6ury\nMRqNZmSklNx11114ngfAunXrZoyQA9ixYwf79+/3O4yhaEENOmghp9EMQGfmZiYVwP9Fjdprxkh7\nezvHjx9n8+bNfoei0ZxEU1MTNTU1focxKJ7nIYSYidm5l4B3Acf8DkSjmYnozNzMpAv1xnWb34HM\nRsrKyujp6fE7DI0GgB/96Ee8/PLLhcszVcgBGIYxE4Xcg8D5aCGn0QyJzszNfP4S+C8g7Hcgs5XH\nH38cIQQXX3yx36Fo5gDNzc3s3buXSy65xO9Qxs3evXsxTZN169b5GYYEvoiybtK/qDSaYdBibnZw\nFvBTYJHfgRQDTz/9NG94wxv69dxpNBOh7+BAY2MjlmVRVVXlc1Tjx7ZtDh48yIYNG/wKoQe4GviJ\nXwFoNLMJXWadHfwJJeie8TuQYiAWi5FOpwuX9QcazURIp9PcdltvR0Rtbe2sFnIAgUDATyF3BLVj\nVQs5jWaUaDE3e2gELgZ+4HMcs56NGzdSWancX1zX5Stf+YoWdJoxcdddd9HR0QFAOBzm85//vM8R\nTQ2ZTIaWlpbpPOWTwNnA7uk8qUYz29Fl1tnJp1DDEZbfgRQbR44c4cknn+Sv//qv/Q5FM4Ooq6tD\nCMGiRarToa/HYTGTSqV48MEHufrqq6fjdN8BbkRvdNBoxowWc7OXc1EbI5b5HUix4boupmkC8NJL\nLxGJRGbr3krNBMhkMoRCIQCeffZZVq1aNevLpzOULtRKwx/5HYhGM1vRYm52UwncDbzb70CKle7u\nblpbW1mxYgUAR48epba2tvBLXlOcPPPMM/T09PCWt7zF71CKnT8B7wcO+R2IRjOb0T1zs5sO4D3A\nDUDG51iKkvLy8oKQA2hpaeHQod7fO3rrRHFw6NAhtm/fXri8detWLeT6IKXk1ltvnezD3o7yj9NC\nTqOZIDozVzycATwArPE7kLnE/fffz0UXXcTChQsB6OnpobS01OeoNCPR3d3NXXfdxac//Wm/Q5k1\n9C07T5A24Brg0ck4mEaj0Zm5YuIF4A2oPjrNNPGBD3ygIOQA7r77blKpFKCyGZ2dnX6FpumDlJJb\nbrmlsBO1vLxcC7kxMklC7mlgC1rIaTSTihZzxUU3amPE3wJJn2OZk3ziE58oTDm6rsv27dsLtifp\ndJp9+/b5GV5RI6UsiDWAb37zm8TjcQCEENx8880Yhn7Lmyi//OUvx3M3D/gKyl6pbjLj0Wg0WswV\nK/+F8mra63cgcxnLsrjhhhsKmwGklBw/frxwfWNjI7/61a/8Cm/Wc+LEiX6Zz//8z/+ksbGxcPlT\nn/oUsVjMj9CKmlgshuu6Y7lLE/A24AvAmO6o0WhGh+6ZK27CwJeBT6KF+4zDtm3q6+tZvnw5AK+9\n9hp//OMfC55eruvO1MXnvvDLX/6ShQsXsmnTJgB++9vfsnHjxhm9uF7DDuBjwLQ6D2s0cw0t5uYG\n5wL3AGv9DkQzevbt28fevXu56qqrANizZw9tbW1cfPHF/gY2Rbz++usIIVi5ciUAjz76KDU1NZx9\n9tmAGi4pKSnR4naG0NHRUdikMggtKBG3Y/oi0mjmLlrMzR10lm6W4zgO3d3dhV+gzz33HM3NzVx+\n+eWA8kZLJpO8+c1vBtQvWyGEb6VGx3GwbbvQQ7hnzx5s2+bMM88EVGYtEAjwpje9CYBXX32V8vJy\namtrfYlXMzbuu+8+/uzP/oz58+cPvEpn4zSaaUaLubmHztIVKVJKbNsmGAwCKrOXSCQ455xzAPj9\n739PMpnkrW99KwBPP/00qVSqcHnnzp1kMhm2bdtWuH0mkymIwz/84Q+k0+nC5YG337lzJ9lstuDP\n9vvf/x4hBOeddx4Ara2tBAIBotHodDwdmulHZ+M0Gp/QYm5uorN0mkGRUhbKmJ7nIaUsrDZzXRch\nhJ4I1QyGzsZpND6ixdzcRmfpNBrNRNDZOI1mBqA/Ys9t/ogy8PwG2jJAo9GMjR3ABrSQ02h8R2fm\nNHm2AP8OnOd3IBqNZkbzKmof9LjcgzUazeSjM3OaPC8CF6B2Jjb7G4pGo5mBJIF/BjaihZxGM6PQ\nmTnNYESBW1C9MKbPsWg0Gv95CPgUcMzvQDQazcloMacZjk3AncCFfgei0Wh84QDwCeDXfgei0WiG\nRpdZNcOxG3gTcDXQOMJtNRpN8dADfB71gU4LOY1mhqMzc5rRUgF8EfUp3fI3FI1GM4X8CPhHoM7v\nQDQazejQYk4zVtYD/x9whd+BaDSaSeVZVDbuCZ/j0Gg0Y0SXWTVjZR/wbuB8YKfPsWg0momzH/hz\nYCtayGk0sxIt5jTj5Q+ofrrLUb11Go1mdlEHXIeyGvmJz7FoNJoJoMusmsnAAP4SZWeywudYNBrN\n8LQDt6Im1dM+x6LRaCYBLeY0k0kQ+CjwBaDa51g0Gk1/ksC3gH8DOn2ORaPRTCJazGmmgjLUNNw/\nAuU+x6LRzHUc4D9RmfMTPsei0WimAC3mNFPJPODjqD2O832ORaOZa6SAu4GvAUd9jkWj0UwhWsxp\npoNS4MOoTN1in2PRaIqdTuA7qJKq3rOs0cwBtJjTTCdB4EPA54BTfY5Foyk2moD/1979hFhZhXEc\n/54ZzcwmMDKtIBoJXYSb/hiV0FQUBRpY6KYIk6KofdCulbmJiJLcZWJFGkgZ/QMxSNPUoYQWmsUY\ngd1QgpxSQmdOi+e9zniZSHPmvu977/cDh/edOzOX525mfpz3nOe8CrwJnCi5FkltZJhTGXqIvlYv\nAjeXXItUd0PEo9S3cHeq1JUMcyrbA0SoGyi5DqluvgfWAu8TmxwkdSnDnKpiMbFZYiUwo+RapKoa\nBT4D1gGfAv4Bl2SYU+VcBawGnsUGxFLTcWJn6nrisaoknWWYU1X1AA8CzxdXj55TN9pD7EzdDPxd\nci2SKsowpzroJ2bqVhMzd1InOwm8S4S4b0uuRVINGOZUJzOAFcBzwB0l1yJNtkNEW5ENeNyWpAtg\nmFNdLSR61j2Ga+tUX8eI3aibgG9KrkVSTRnm1AnuJILdSjw2TNV3EviQCHBfYFsRSRfJMKdOMp3Y\nLPE4sAyYWW450lkjwHYiwG0F/iy3HEmdxDCnTnUF8CjxGPYe3A2rcgwC7wDvAY2Sa5HUoQxz6gbz\niJm6h4H7cMZOU2cE2AlsAz4CDpdbjqRuYJhTt5kJ3E8Eu6XA3HLLUQc4AXxOhLdPgN/LLUdSt/HR\nk7rNKeKf7lPANUSLkzXEOZfS+foZeIM4W3gOsflmEwa5c6SU9qWUbkgp3ZtS+mCC789LKa2b4PXG\nuPuXUkrP/Mv7L0opfZVS+jGltGByq5fqw5k5aUw/MWP3ELAEmFVuOaqQ08BexmbgDpRbTj2klF4g\nzpOdD6wiHju/TGxUmg98DCwneke+AswmlkIcAfYD3xE99xrEOtgVwIGc89PF+/fmnEdSSluA9Tnn\n7e36bFKVTCu7AKlChoDXijENuI3YPDEA3AVcVlplarfTwD7gS2AH8DXRUkQXZjOwhWgZtAe4kljm\nkIHXiYC8HOgDLiWWPdwE/EVsYBoE3i7eaxUx83l3SukJ4ElgaTFrd9Qgp25mmJMmdgbYXYw1RNuT\nxUSwGyB62xnuOscZYiZoBxHgdhGBQhch53wkpZSJYLwIOEgs78mce8rFHGI9a6P4/iwiBG4d9zMb\ngEeAvTnnjcDGlNLtwFpgZ0ppWc5529R+IqmafMwq/T+XMBbulgC34LmxdTJMnHu6mwhwu7D3m6Sa\nMsxJk+d6ItTdWlwNeNXQDG6DxdgP/EDMDklS7RnmpKllwGsvg5ukrmOYk9rvOmAhsKBl9OM61vOR\ngV+IkNYch4rrEAY3SV3GMCdVx3SiXUMz3DUD343EKRa95ZXWdhk4DvzEWFBrjsNEv0BJEoY5qS56\ngauJRsfXFtfx983rXKo9uzcKHAN+LcbRlmvzvkG0B5Ek/QfDnNRZeog2D7OJ3l19wOXj7if6uo9o\ns9Jb/H7ryMSZo6Mt4xSxRm2Y2Ak63DJaX/sD+I1oAyJJmiSGOUmSpBrzbFZJkqQaM8xJkiTVmGFO\nkiSpxgxzkiRJNWaYkyRJqjHDnCRJUo39A9RcmTNIqGXWAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x117e54c90>"
]
}
],
"prompt_number": 120
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Supporting Functions"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def denormalize_by(data_by, n_vect, n_method = 'var'):\n",
" #based on the normalization\n",
" if n_method == 'var':\n",
" me = np.mean(data_by, axis = 0)\n",
" st = np.std(data_by, axis = 0)\n",
" vect = n_vect* st + me\n",
" return vect \n",
" else:\n",
" print 'data is not normalized before'\n",
" return n_vect \n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_radar(som,path,save='Yes',legend='No',alpha=.5):\n",
" import matplotlib.pyplot as plt\n",
" titles = som.compname[:][0].copy()\n",
" labels =[]\n",
" denorm_cd= denormalize_by(som.data_raw,som.codebook)\n",
" mx = denorm_cd.max(axis=0)\n",
" mn = denorm_cd.min(axis=0)\n",
" rng = mx-mn\n",
" denorm_cd = (denorm_cd-mn)/rng\n",
" \n",
" for dim in range(som.codebook.shape[1]):\n",
" titles[dim] = titles[dim].replace(\"; measures: Value\",\"\",1)\n",
" titles[dim]= titles[dim].replace(som.name+': ',\"\",1)\n",
" \n",
" labels.append(np.around(np.linspace(mn[dim],mx[dim],num=5),decimals=3).tolist())\n",
"\n",
" titles=titles.tolist()\n",
"\n",
"\n",
" fig = plt.figure(figsize=(10, 10))\n",
"\n",
" \n",
" rect = [0.15, 0.1, .7, .7]\n",
"\n",
" n = len(titles)\n",
" angles = np.arange(0, 360, 360.0/n)\n",
" axes = [fig.add_axes(rect, projection=\"polar\", label=\"axes%d\" % i) \n",
" for i in range(n)]\n",
"\n",
" ax = axes[0]\n",
" ax.set_thetagrids(angles,labels=titles, fontsize=5, frac=1.15, rotation=0,multialignment='left',fontweight='demi')\n",
" ax.set_theta_offset(10)\n",
"\n",
" for ax in axes[1:]:\n",
" ax.patch.set_visible(False)\n",
" ax.grid(\"off\")\n",
" ax.xaxis.set_visible(False)\n",
" ax.set_theta_offset(10)\n",
"\n",
" \n",
"\n",
" for ax, angle, label in zip(axes, angles, labels):\n",
" ax.set_rgrids(range(1, 6), angle=angle, labels=label)\n",
" ax.spines[\"polar\"].set_visible(False)\n",
" ax.set_ylim(0, 6)\n",
"\n",
" \n",
" N = denorm_cd.shape[0]\n",
" n_aspect = denorm_cd.shape[1]\n",
" for dim in range(N):\n",
" angle = np.deg2rad(np.r_[angles, angles[0]])\n",
" values = denorm_cd[dim]*5\n",
" values = np.r_[values, values[0]]\n",
" if n_aspect<=2:\n",
" ax.plot(angle,values,\"o\", markersize=12, color=plt.get_cmap('RdYlBu_r')(dim/float(N)),alpha=0.8)\n",
"# if n_aspect>2:\n",
" ax.fill(angle,values,\"-\", lw=4, color=plt.get_cmap('RdYlBu_r')(dim/float(N)), alpha=alpha, label=str(dim))\n",
"# radar.plot(denorm_cd[dim]*5, \"-\", lw=4, color=plt.get_cmap('RdYlBu_r')(dim/float(N)), alpha=0.4, label='cluster '+str(dim))\n",
"\n",
" if legend=='Yes':\n",
" \n",
" ax.legend(bbox_to_anchor= (1.21,0.35),labelspacing=.35,fontsize ='x-small', title='Cluster', \n",
" fancybox = True, handletextpad=.8, borderpad=1.)\n",
" \n",
" font = {'size' : 8}\n",
" plt.rc('font', **font)\n",
" plt.figtext(0.5, .9, som.name,\n",
" ha='center', color='black', weight='bold', size='large')\n",
" if save =='Yes':\n",
" plt.savefig(path, dpi=400, transparent=False)\n",
" plt.close() \n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 104
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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