{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import cPickle\n", "import pylab as pl\n", "from sklearn import manifold\n", "from sklearn.preprocessing import StandardScaler, normalize\n", "import numpy as np\n", "\n", "%pylab inline --no-import-all" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "black_X, black_y = cPickle.load(open('data/blackbox.pkl'))\n", "ss = StandardScaler()\n", "scaled_X = ss.fit_transform(black_X)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "X_r, err = manifold.locally_linear_embedding(scaled_X, n_neighbors=5, \n", " n_components = 2)\n", "print X_r.shape\n", "print err\n", "for label in np.unique(black_y):\n", " pl.figure()\n", " pl.plot(X_r[black_y==label, 0], X_r[black_y==label, 1], 'r+')\n", " pl.plot(X_r[black_y!=label, 0], X_r[black_y!=label, 1], '.')\n", " pl.title(label)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1000, 2)\n", "0.000327491333647\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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MlyXsX5zXKPoYFixwq7jq5j9wz64e7L5wxh9zJ60gCL+g1XKfBMBDYWfGXcRe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\ncCOc5Q9n2YEwkH+AMuaC/FotL18uRCq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OROXiOpTuKEW1RWSlvvIKcOutajQ1AbHqa7iGGPT22g9vvRIOIBwAcBWxqP4m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\ngmCGCmU+Q5hKRBs55zhIysE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zwrtQc2NSFhMRUNTVAc3dcaiqEnvx5+UBf/iD2G5ZpwP6+zWO7plhGhuab4QD\nkPf4OHJCj6Ii5z+t+f7LqG1PC7k/cyhjMPBbaan8+5RO0kYjVxA3bvA0VukkL2Q0JSTwzDiDgXdv\nbWvj20+e5PfSVhpqrcDNMfMdmUnSmojkZLH7q9lMadUyPDVBKisr2bRp01h2djZbt26d6pif/OQn\nLDs7m+Xm5rIjR44MaV8viEiMEFJXQl0dN9uX332Zpca0MUPkLaZBn8LF1M8KcJABjOnQLW8KOKbd\n8VirZaywkGekxEkaCqaO7Qo5t0CoonQhKd1GQmaRmhtK6gISYhF6PR8fFcXYiROum/MJ4/LyxP3H\nj5dvpxjEAMfwZOe+vj42efJkduHCBdbT08NmzZrFTp06JRvz8ccfs0WLFjHGGDt48CArLCx0e1/G\nSEEEE2q+XOmfVe2m1fSx5GR5J9i4iA62EH8ccL/hBK4HC4QSvkMZL0hIEL/DhATxgmKg70WpVMaM\nETsLq50rJkYcW1rKX1P+HhMTuYJYsiT0fhPemDs96uZaU1OD7OxsZGVlQa/XY+nSpdi1a5dszAcf\nfIAVK1YAAAoLC2G1WtHY2OjWvkRwoeyiCYjuAQDQaftk47VaIC/1CpqbxU6wBgNw30NjcDL6f4jj\nNNwfpdcIS37x50kRbbh82f31J4JhXWWPsVh8dmh312tQQ+gYPG0ad/m0tvLtCQnAvffypT+FVFPl\n+SZM4FX9778vVkvrdMCdd/KYhdq5Jk7kYwDu5ty0iT+W/h6jo3lcrKqK92Mid6UzHsUgGhoakCHp\nlWs0GnFI6Ho1wJiGhgZcvnx50H0FKiSrORUVFaGIGr4FDVu28OC1RgM0nrmFg6f5P1qrBY4dA55/\nYgxwBcjLbkPm7XHYtIn7qq/eEgPWCyeeQ/ycKaj/SyMONmQA0MIYewMtN3UO//Kji67ho8+TBpRl\nVFRo+7AhotRvP1Rf/Zo1QHW16OvPzeWT+ObN/PtWO670fPX18uP19YkLWCnlMBi4UhH6gV2/bo9/\ndLbg9W2JeOYZbj/cuiU2+QuF34PFYoHFyxcIHikIjcb1KmRSmIeR9IogXO6P4BgMwM6d/HFJSTxw\nWt51c8sfE5GfD0SNi0N3N/DTnwL794v7R0f2IvHmRVgqU3GtfRwAYOyYW8jMBBq+FC8Hj347sHIA\nuLISsmnWrKECvKHijoJ1VbxWW8uzjgQmThR/F66Oq2zQl5fH+ycJ2XAJCa7lEPaNCOtFfb0eFy8C\nQCKmTePWu6QiAAAeUklEQVSWQ2Qkz5xKTR1kGd0gQnnxvHbtWo+P6ZGLKT09HfUS1V5fXw+j0Tjg\nmEuXLsFoNLq1LxFaCG4GaUtm4WrvwAHu+qmslK8PfKtLj/ea/wZX2mPRa8900kRF48CX8WD2VFmt\nlnfxFNwerlwhBgOw7UcWR3fZkHE3WSziuslr14qPB7maHKrLSPn9qe3v6nM9d058PHMmtxxcHVe5\n/fhxfv/pp7wDKyDPaJJ9Dvb7LbnrUDbjS/Tb+iW/J4bubm5RXL7MW3w3NtLSogPiSQCjt7eXTZo0\niV24cIF1d3cPGqT+/PPPHUFqd/ZljILUowFp9lNa2sBBaWnWycxJbSw83DlgPWDlrr1YaigFeEEV\n3HZRDKaGp1Xqavu7+lyl/ZCEgLEa06bxQHRSknoAurWVsYkTXRTGlZfLvqsVKxjTSJbMDUOX47Eu\nzBaSmUtSvDF3enyE3bt3s6lTp7LJkyezF154gTHG2BtvvMHeeOMNx5gf//jHbPLkySw3N5d98cUX\nA+7rJCApiJBHmv2kbKwmvaUldrLWVv7HDwtjTKcT0xWlf3RXk9SqVYwtyLzAFi1yL2tGIKjafQyg\nIJSKztMqdbX9XVUlu3suaZaS0Ti0FhusvFw1xRWwt36JvMUA3jgyIYGxkpLQVQ6MBYiC8DWkIEYX\naimKAFcGdXXOqY7CbeFC+SQVE8MXnk9K4p1nWXk5W5B5QZxYZpx0ezH6oGr3McB7Uk6snraYGMr+\n7o5NShK/78JCeTrsxIn8PQhjTCbGWj/cz5VieTljAMuIs3KFoLU59tNA8lgjWhRG4/Ded7BACoII\nORwN1PJbnJRAmKaPQeIyUN5SUrh1sWCB2Hoc4G4rxoY/0YdKrx7p+1++3HduM09cckLb7sJC+Xdr\nMsmtS6NR5djl5U4WqE7H2J3GOn6MaTdYYiLfHhWl7sIKJUhBECFLaysvXkpJUbcoXN0iI523lZSI\nxyybcdKnk2MgI1V03nSbKRXCUI+tFncQlFlenljENqDrcAFji7JrHfGpmHAx3pA4pp2FhTEWG8st\nkvHjQ185MEYKghgFCJO6sp242m3mTMYMBvm2GTMUk8l9DTLf9JIl/ntv/mRQa8od95t9jFIhuGOp\nSZVKXJzcMmBMPRitasl99pns/CkpPAi+cNI3Li8sQt21JOCNuZOa9REBjcEAbPu3a7DOBh59FPjT\nn4CeHr5doxErcgHemI0x+f5Tp8prHtra0tDbK75+7BhkTQGlY4Uun+fP81TcuLjQqZmQ1oQ4GiFK\naxhyD8IwWMGdvShPqDlISuLpo2PG8MK0TZtcf1bSIrhwe5/GqCheTAeI6c/CmKlTgYIC3gRS1vTP\nYkFUlChnUxOgr/0S28/Ph3lGNVo7x6CqfTJ0Ol5cJz0H4QZeUFQ+JQhEJEYQ6VVkXZ24vGl8vLPf\nOiaGB6+lfmmhKRzAWLS+WxYETU5mLCJC7r9WXn0GfBbTYLgbxJ5xcvBj2TOmhO9E+jkP9jlJezPN\nmcNdgydOqI+RWgHJyYpzlJez1laVZn8K2U6cEJckHS14Y+4kC4IIKqSL1xsMwB138CK7Gzdgr5YV\naW/nrRQEdDogPe4G+tu06GNhuN4ZhVt2CyRmTB+am+V/h74+cb++vhBpyTBAK46ozhYAiTClNWDj\nqflAxTP8haIicR+LRSxIs1fqGgBs+1ERSn7Lx5hM/EpdrV27gGDBXL4stuP+p3+St80QxrS28u8x\nNlYsojSlNWDjpP8E1q6FAcDpFZHIf+fvER4ehdxcYAJ+iIu/5+tKxMXxqmlluw7CDbygqHxKEIhI\n+BFli3Fp4RwgWhjKmzAuL72RZWY6xy6kt+Ji9SwmwY+ekeHmimaK/bwdJFc7rtO2AeokZD5+xTjZ\ncT7czzcqxgwnCO5OvKK1VW45yDKYJDIM1Dk46C2/YeCNuTPgZ19SEMRAKAOXjirrmTxYOXas60kj\nLdbKWu+8b8CJJSpKXmMhRW0/6XKpSoRJVurW8ubEpTYpO7mNALFuYKBAtGLyV3U/DaBs3E0pdjeF\n2GUGU/5htmBWK1u0iLH0dLlrMCxMzIQaTdlqAqQgCEKBcsKRxiliY+VxhcS4brYo4XPHRDLQTWgP\nIb2SFpSRsnDPlZJQKpTYWNfKZzioTaJO6zZn17q2LqQolIfs2M+/qDpGirdqRwQZpWs2SOW+83ar\n+H0mip+ttA5moNYeoQwpCIJwA2nwVK/t5QFq3JRM1vLiO2karHAT0mHVUirr6uTBb1eWgTS3XzqZ\necuKUJuU1QLIycn2yXUIQeUV91xhyVHtLErXzeJgZUlRN1ndT//F7Wp0xobnWhvMKlJbGS42Vnw9\nIWF0Wg+MkYIgCLdQy4ZJiW7j27TtTspAedPpxBiDsh4jNZVXb995pxjXUCvkEqwUjYax6mrP23cM\ndbJ1fAZjemWyuyuDmjtNqCdwV5bhFOcNZBXFKorhFk76hmVGNzlcePHxoytrSQkpCIJwA2X7DlPM\nKVaHCWyioYUZNK2ySU+YyPX2bp9hml5WUCC3JJTWgjQwrtYCQjm5jhnjoQtGURxWVnTV/c9Asv7y\nUBoWCpOy4KKTtqpwd+LPyHA9ca9axT/XsWOd+2pJZVy1iltuer0Yy4nRdYjWEa6KrqX5TYO/sRCG\nFARBDAHHZGNv8Cad2BIS5BO9Dt2iG8P+WKPpZ2PHMvbQQ+puKFPaJVkbD6EvlNBcTrAgTpzwMJOp\nvFw9JjCUz2CI2VaCMjlxgjGd1iY2Qqxz3xpSdWmpVGMPpGiU4yIiGFuQed5xfqGCOigaK/oYUhAE\nMVwkk+xAfZ6idV0uX3O4NxL5RGWI7JCly0pTM8eM4cHy+fO90AvJXhzmKiXVHdxRUK5kVLbk9igT\nSbE+hxBPcHUso9H5818yv8lx/tbnXwyJxorewBtzJxXKEaOToiJseUZeiJUY14OWNh2kCy329TGX\nh8hLvYzMbD2aL3biQMsEdGMM0GV/LbsNiVlxqKriLSh6eoDOTt7mwWwexvrYigI1Q10dtjXVAc9k\nAW+/LXtf7qxJ7c760koZhVYcHR3i69XVvAjOYABKi6yISjM4CuOUy48q23uYzUDt3scQVQO8/jpf\nblaj4S06hJYnyjYnmZnApUuijImJwDWWjLh2/txw7zxsG/ztE+7iBUXlU4JARCLIUcv04TcbO/HA\n/2ZqLcbTYq2s9fkX2apV8roG4ZaSIrplxiWIVojBIGk8N+Pk8K50lRaD5Lm7rit3C9SkV+NSi2LM\nGHkcYdAaDKmV9NlnTutzTDS0OOoZlBaW9DOVphbfd9/QMrFGG96YOwN+9iUFQYwUUjcH0M+qq/n2\nsfaVyISbFn1sAT5hy7GJxYfddJrIlMHj8LAex7bigmuyBW5W5R/mq9zNvea+shhAQbjruhpOkHwg\npTJYDca4cVyRSgPQ0n2UE738uxBvpaVyuYNqMacRhhQEQXiR1lZ+VZqWZl+Fzk7dT/+FjR/b5dS8\nT6ftc6kcwsJ48LS1lTGDRMEkJcnbXgw1FrFqFZNdaTPGZLUIvpwwXbXbZuXl3PeP93jA3F6lLbTs\nlrbzFmIzjsC33YpSyq1sryGNTagFz0k5OEMKgiBGAvsELL2q1WlE5SCt2lXekqPaWSKaGCBfxEbo\nRCq9yo6M5GmkiYmu8/ddKRRHxfGcFkfF8YijEixXuoqkCQFlZczx2aopH+GzEVJaBetj/Hi5RUGo\n4425k4LUBDEY9qDvli3A44/zqWnfJ/2wtoc5DY2L6kVbhx4AEIObaO6IBRCNcL0NEbERaG+RBKaP\nFSH5Al93orcX6LIHuFtagPnzxe6j0mCvnh9aFtwWgsw3bgDAWJRNGtqaFcpgsnLfgV6XryERCeVp\nhUC3wQDceSfQ3c0TAhzyG4ocrysD5cqOr1VVwPTp4ucE8O+C8CFeUFQ+JQhEJEYhQrBU2scpMpJf\n+WdmcosgcUy7k+UQHc397RkZ3C+vtubEQAFgpQ9e+XpC5K0hWw+DubkGen2wgj2lZaBmKSgD68rn\nyniEsAztaG3C5y7emDvJgiCIYbB9O7+6/fRTfsUfFQWkpgKzZvE0UL5qXTSMRiAn5RaqjkRArwe6\nu/px4IDW6XjCmhMA8Dd/w9M5BaTppkIKqLCqWnIycOJILwA9DBGdONo1HYZ/fZzv4GbK6/nz/D4+\nHnjpJefXB0rJFV6LiQFadSmwWuUWhtIyULMUpCm3+fnA9euCNcSfp6UB4XobenrDYDLxz371avlq\neISP8IKi8ilBICIxiqmrE1cqU3Z1NU274Qi4SleqU94MBvFKXFgFT63hnlq6qdQCmTCBsdSYNlm7\nCnfSXpUr7inHDZTxpAwmDxZoV2upIW3BIV0VUB9mY/Pmic/V2pgQrvHG3KmxHyhg0Wg0CHARCQIA\nv5q/do1fVX/nO8Af/iBe4SYm8itjKRr0Y0KmFl1d3Dff3i5aEampwN1381XylOtlf/UVP09MDN8H\nABIS+NrOV6+Kxy8r42s0C1fnZWXqBXElJUBlpXw/tXGuEPY3mYC9e10XuRkM3Bq4ckXcNzycvw/h\ns9HrIVszPDUVaGzkK8jt/SqdLIYh4JW502MV42OCQESCYIzJrQkZn33m6BEkLbpLiWh1avynTAeV\nxiXiontlV9NCHCQhgbG/+zu5NaHT8QV0hCK+sWNdr3rX2jq0zq7Ce5LuX1Z0VdXCUaa2DrRyn3AT\nrC1T4jlW99N/4amwiHdvoSPCgTfmTrIgCMLXWCyw7jmIqa/+BM0d0QAADWy4gEnIH3Ma1zu5I1+n\n45ZAczOQFN+DXoQ7fPFSEiI7cP4K38dsBjYur8YM83zZlbmSxEQeKwG4pVMwsQVb/pjoaHlx6hRw\n7hxw8CCPfygzlwSr4PBh3jYEtj4kjdOhv6sb1o4IjNF0omBGJ7Z/MhbLlnGLQrAGwsIAm42fOyWF\nWzUDcV/2GUSF92LjqfkwlNvXxa6rAzZvdu/zJgCQBUEQAY/aCnR6Pe+KysrLndaXWLLE3vYj46Js\nuxDfSEjghXsyystl7T6E7rFChlVMjLhAkbQLrVBD4E6bjIGWZZXehFhFWZk8niBYJ3V18u62QjaS\nYC1JM5NW5R8W4ydD6FhLcLwxdzqnUxAE4TWEDJ3KSu5rL8usQVMTMHMmf337du5nB7ifffNm7v+P\ni+gGAGg1DOHaXnx8xz+hDFuxOHwP7tjwtxgb0Q5j3A3Mn3kDGb971hGLiI3lmVXJyeJVe3s7tx6M\nRjHrCBBrCIRtSUm85qCkxLneQhij09gc+8fqOmTvNS/6DDZOWgfDMQu2bQPGjrVvzwOWLOHxicxM\nfkxh+4QJ/NizZvHMrE8/FeM2tS2Jjs/OfOiHw/0KCE/wgqLyKUEgIkG4xKn1hdR/rqwi/runHH72\nKfhaFq8wGplTa46BruKlVciCBVL37l/Ywok8FpKHw462GMvvvsySo9pl8YHSUt4mQ4hbSNeDSEvq\nZPclHGB1P/0XlonzbKzOyiLRwQrxF77m9fMvOlptqGU/SbcPVBk+NrbHyaog3McbcyfFIAjCh1it\n8hbXTijaeKO8HABgeGENbvSKl/vz5gEJ186iN2sKqqr4Nq0W6O+XHy42Fjh5Evj1r/mVt7WlD739\nvNwpM5NXITc1AXHhnTDd3ontCzei9L2l2Hcxy3GMuKg+nDilw4oVYgZUcjJQUMBjCHv3Ai1NvYiO\n04N1dsLaNUYmw1CyoIQMqKQkYNo0MeOptFQ8d2kpsGOHe8cjRLwxd5KCIIhAoaKC3wAkR7fjWkcM\nAD7p37zJh0yYANyy9uBWTzi6u/m1t1ZjQ5guzJEeWlrK17gQJliBiAieTitl4kRelKZMwS0r466p\nykq5IkpO5kF0JWHaftj6tcjLk7uJBsNqBcwPNuFybwoOHHA+t5A6S+mtQ8cbcyfFIAgiADn8+5MI\nD+ePBeVgMgEZGUBLWzi6usQYQj8Lc9RPAMD+/bxWQkp8PDBGfqGPsDDe70mpHHQ64NtveQZSYqKo\nHBISeKxASnRkH/R6wNbPp5KGBvnrZjMv5i4p4cpAyZo1QNOFDpw5I77HjRu5FVFWRsrB35AFQRCB\ngsUia40huF/y8rh7aNMmIDeXT+rS1hxaLZ9YDx2Sp5RGoBvdiECCrg33JtTgvea/AbNfE0rHcRgA\njZNIwnni44Hjx/n944/zVNdPPnG2SAAekN65kz+WFsapuYqKikRLx2jk7jFSCN6BXEwEEcKoxS/m\nz4fDFSMlMZFnHnV2in2M7rsPOFXVgA5DOlpaILMyBLToR7+TI8FZWWRmAllZ8rqITZvUjzluHPD1\n11zmsWO5uwvg7rGJE3m9RabhBuK6mtDbr0XV+cm8UvoH/wnDvfPc6h9FDA4pCIIYZQhWhbTNhtSa\nEArRhFhAadYx7LsxW3EUUQEoW1uoodFwi0M4x8SJ8oZ68fFccUgL9YRAdXExb9Odl8dTaKWtQAB+\n3DD04vBRvSP1l/AOFIMgiFGG4JufN48/T0jgVgXA3Uw1Nfz1Tz/lV/kneqY59g1zLF8hWge9vVwB\nDARjonLQ67kSEpSDRsOVg6CsBJmOHeMWxNGj3JLJzXWuoNZquZurx6ZHyXe7QAQeZEEQRBAidT8B\n6qm0Uv9+WhqfzJVBZEBugYSH21tpDIBaeq2AXg+cPcuD2YISMRq5IpBaGKmp/DzXrwNRETac+l+v\nIPNfnx30fRPuQxYEQYxShHUVDAb5YymOdRymteGrH6xDlvZbx2vJUfySPy+Pp64CPJ328P+tQWni\nfkTru8FdURwNuEbQa20ulYMGDElJwCOP8DUxAD75V1fLV4EDgMJC4MgRrjxOnQlDpkGl6RThd0hB\nEESI4kgVPRgHw7p/QNztEwBwV9RfT8U4XFGTJvHxN28C//THudjxXzbooiIgdUXtr9aiLPkzRMc5\nL7MqwKDBlSs8iN7by9NqT/2vV5CZCcyZI46bOZP33cu8YEH9ygpkbqrgRYJCHYhQOEj4H49rsX1M\nEIhIEEFBayvjrbMVbSuc2oEw54Z6ZTNOMgY4WnWIt37Zcw1s/Fj2xZJYebnj3KWlvBmhatsM+zjC\ne3hj7iQLgiBGCQYDsO3frjm5otSK0g4fBiL1vFDCZAI2HrgdWLEC249MdjQX5Mgj3AxaaDX9OHtR\nj7L8c7Cu/VeY53yB0pyv0X25BZs3U51DMEFBaoIgVHGqw7C7gKwfVWP6381CY3ss8vAFLkbm4HoX\nX+dCGvAGgJjwLnTaIh1FeS77NCmKBAnPoToIgiBGDskkvmIFr8eYFXMOmDwZVVVAQmwvcvP1jsyp\nvDzg3KkutHVHAgD02j40tejIghghSEEQBOEXpCm0S5bw9Fgh5fbxx3lEYvMT1ZjycC6udcchDL04\nOseMmfdn8p3JWvA53pg7dV6ShSCIUYQ0hXbz5jiZVSD2W5qPw5s/x3zzDFTPMCPz0Dbg/nKYn4tF\nrc2KqDQDtmyhmEQgQxYEQRBDZtB1LpTY25ijokJmfQxl7QhiaPi1UO769esoLi7G1KlTcffdd8Oq\n1ssXwJ49e5CTk4MpU6Zg/fr1ju0VFRUwGo3Iy8tDXl4e9uzZM1xRAhpLkOd0B7P8wSw7ENjyuyrO\nkyKTX+JSclgfJtEtFYgE8uc/UgxbQaxbtw7FxcWora3Fd7/7Xaxbt85pjM1mw9NPP409e/bg1KlT\nePfdd3H69GkAXLv97Gc/w9GjR3H06FHce++9w38XAUyw/8iCWf5glh0IMfklcYdgWesh2D9/bzBs\nBfHBBx9gxYoVAIAVK1Zgp9AAXkJNTQ2ys7ORlZUFvV6PpUuXYteuXY7XyXVEEKMIu4Jwx/ogAoNh\nK4irV69i3LhxAIBx48bhqrKPL4CGhgZkZGQ4nhuNRjRIuoW9+uqrmDVrFlauXOnSRUUQBEH4hwGD\n1MXFxWhsbHTa/pvf/AYrVqxAq7ASCICxY8fiumLtwvfffx979uzBW2+9BQD4wx/+gEOHDuHVV19F\nU1MTku1dwn71q1/hypUr+P3vf+8s4GC9iAmCIAhVfJrm+qc//cnla+PGjUNjYyNSU1Nx5coVpKSk\nOI1JT09HfX2943l9fT2MRiMAyMY/8cQTeOCBB1TPQ24ogiAI/zBsF9PixYvx9ttvAwDefvttlJaW\nOo0pKCjA2bNnUVdXh56eHmzduhWLFy8GAFyRNIffsWMHZtJyUgRBEAHFsOsgrl+/ju9///v49ttv\nkZWVhW3btsFgMODy5ctYtWoVPv74YwBAZWUlnnnmGdhsNqxcuRK/+MUvAADLly/HsWPHoNFoMHHi\nRLz55puOmAZBEAQRAHjcD9YLtLS0sIULF7IpU6aw4uJi1qraD5ixyspKNm3aNJadnc3WrVvn2H7o\n0CFmMpnY7NmzWUFBAaupqRkp0T2WnTHGXnnlFZaTk8Nuu+02tmbNmpEQ24E35GeMsX/+539mGo2G\ntbS0+FpkGZ7K//Of/5zl5OSw3Nxc9uC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B8SkkJ8teDno90NwMtLTI7Z9/Lu+1nMvHv+jA7t7forq+kzoENjUV1hyfvmpA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\nNVUqhrY2eX/5MjBnju0YZWV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vl+85Xo+JiVJBLFky8q4JX8ydXqW51tXVITc3F1lZWTCZTFi6dCk2bdqkGfPO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\nHnXANyHBOevHqZBu6he6cju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Jka0TlJ6R2UmXUDmvFalZSgBDpugpa2nHxur3t1ikX3vhQv98x9GwrnIkE8x6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\nGAQhEYTWmvBkwS1tXm6l1Pg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5ux/j1lvlc1N/EyNz/1VqMunHWq3Sru1vI6OI7Ks8SlD8ENNvjMXepsmo+etU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\nisLp1BxjAAUxUKioL+e0e68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d12tQv9/kycDc/1OOV5rlIj/bsADfeeUnmDE3EYnfvUEOVhVd1tXJYjhlaV2L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\nsG8fkJUltzU2ArGxctzDD8v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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "mds = manifold.MDS(max_iter=1000, \n", " n_components = 2, n_jobs=-1)\n", "X_r = mds.fit_transform(scaled_X)\n", "print X_r.shape\n", "for label in np.unique(black_y):\n", " pl.figure()\n", " pl.plot(X_r[black_y==label, 0], X_r[black_y==label, 1], 'r+')\n", " pl.plot(X_r[black_y!=label, 0], X_r[black_y!=label, 1], '.')\n", " pl.title(label)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1000, 2)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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aWiwFYoVa9kqm4ur5g5LnwMOsxA5iou+lz69LX+u4Y/J4KVW2HNG1Ybx3cXi/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\nAz/oWF4pDmWF6i++aBBz/Da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um9DYub3sOlUe0ejI7HDZCCZRniLZiWy2rZ1CaINyyUQlBt4PSOizGL/zqmcr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\njBnMversNGZ3BXTtOAavf2CcrGnTRGg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/+7vb86Dy3Gk9V72wR987hD4BI+9xuYFkHhrd2OUgFqQW2ecqvnbhGLnPMaA3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\nlI8+AFRmVRL6yOaEl8Urj3pQBFWO/T5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D6gnJXkRVwXCzk20wZFE5xvcu5eqZb7RU1zrouCmczukmdl5GVbLyWPu9+Mf9CDOJejiQ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\nA9CmIOHQrzaKkKGZQ8d+Nk+ccM8Bw9f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aUyXK75VfREroN27ciOXl5VhWVobt7e25BYcg9GG25vnUk5CJcc6LJRjxaB1v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\ntzB37lyora2FXbt2AQDA0aNHIZFIZH6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IbWMVqkzYnfpzTVpye88iGkasCPKhs6GSos+1RKN/Va5XCKbuZLJsYZksEslZ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\nZ5/N/eab3/wmXnvttbl/i4T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3YqBN+cVrTjmTJqVHWbL0B7Ly+ZFZayti/ZQe6X32jLxRdNfovleF4KsnRe9B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\n+ueeey634Bha9GEtgrA5crD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ic3NzdsERCH2UrXku9STcxNivK8hEfN16/ojy71TqnF3Kf/31mYm82EgbRxgv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\n9GdNTU3Y1NS7d+WCBQtw586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NQWoh0fjkzle21qfLKtr8/OS5hBt1MMdaAsunMEhs2pEU6Nb2zI6B68R48c7w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\nIwe7fUd1idr1uZHm1hgMPVT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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "iso = manifold.Isomap(n_neighbors=5, n_components = 2)\n", "X_r = iso.fit_transform(scaled_X)\n", "print X_r.shape\n", "for label in np.unique(black_y):\n", " pl.figure()\n", " pl.plot(X_r[black_y==label, 0], X_r[black_y==label, 1], 'r+')\n", " pl.plot(X_r[black_y!=label, 0], X_r[black_y!=label, 1], '.')\n", " pl.title(label)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1000, 2)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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6qpFCbW16385O03MxnF1ERAVmDH7zm9/QTcJEWVdXF3V1mR/8UI1BpqVrs5jV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\ne2e3IsP4ImNjsHv3btTU1ODAgQNYsWI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IJiZu0NzSj5Wzfr1GGyn3sRNZVThkyqQiptAWRwdeREn2DYlOZB0v/h+9YQ78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\nokiSph9L/G1UqQSyKtgxcOj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k9hTyClKpzMi/pSXzLOvnb6m5ZET81NK7mvKZ/gmP/PQ1pVNazlEQt9HLVnR0ZMp7ON0L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\nyUeOHMmP8Mz8m9/8hn/7299anOjDw8O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W8cNH4A6UQRYI8yBmYlbr1mZUERh23w/TH3KbpaWpvIX77/cWsqkmVYWZJZrXMekUFWGX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\n6+v5iy++YGbmdevW8YkTJ5iZedOmTfz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bLKvdxGS2F181BbjVMhry8dQRr9PIxRUYGUTHV199xUuWLOHBwUG+du1apAFk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\ng7GIy+JYQXHKt4/KWLjNOMr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ZVPKiM7s0WjkJwcpIz51rXa9Jl32W0wc9Pu/FmIpaVMbgxz/+sStj0Nvbm3n1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\nJNyE8paTXrEzREGNo65vxr2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UZZdXrjifdTqwG16u1VV5dYzyxtuPWkYvt9wSnmF0xUe1W9nINjQ4lA+RYkeq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\n7duXb7FcUdv8pZdeop6eHiIi6unpidX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kk/bJOG03ve1rIJS/43bW5eWBsg2b9IGYdatX7HRTQsIvrttqM3gnt/fz8uXm\nvIulSx3uh+9/31YuP4pOFZUjyy+uvpYtU5tz5Aq0Ymb5YrqUNsCXlpqfTbm6afHcCbOZrKWFe+lH\nXDnvKi+c/SG3/eEVs3JuStquXOzIxWzmnFIGn332Gd900008NDTEn376aaQOZLts1Thr/aCy2c1Y\nhx/9nu+B0KmkQ9r+By5MYFbJcUHj9pnDVS5uFLRtWx22eBS/J8pdUuIiy92DOc3tREOMbursTP2u\npiZVEG94OGXTF78vmiFls6VxXZeMcFvJCZMiKJk3oSmMlvT26vd02v0rRamJv1H5jbz4y6L2HUZB\nTikDZuZDhw7xypUrua6ujnfu3Jn2eVjKwO5ihq31w7QvhiWbYdOdP6FcgnvFSUmpQhudHigrJ18Y\nD6IyJt9Dn3otO+JaZpdmHbnaqKXsHpSB2N9WTmrm9DwYcUZv9INUeVQ254ircfEa6wqkbfnb3LHi\nP7mjw2yq0n8j7+Ft5Kmsv2xynreX/tY4fn6+1kaVyVR17dxOvHLFf5BzysCJTEQTha31w1xphCWb\nG5uuF9wmsomDSNBjBkHsRy99qspF8Ft2RInD4O3Kp+R2pSHhNubeyiwol4yQTUVyGfBkMlW5tKBA\nS+IU+3V5yRUjUU7cIrS7W1LAq0+ZVgDLS65oPqX6szz8s1fSggS6V5/inqaTnEfXjfcal6dHL0Vh\n7swmUAYxII72ReNBrRwNlBeh4zSg2jkk/R4zG6iUaJpZLEiJc5vf+pqBuiyqqA+0fhSbYaYZTneA\n605asdJpR0fq/OJeGHK/ig5meaAVs6Pb2syrO3mlJiq5+fM5zdxktQpye//peTP5+VoZkjjdryJQ\nBjEgdoPawIBWuGz1KU5SseuZYxzJ9BJdnO1aRdpUzrtqms2GhZuckTRslIGd/d233MI9pFpFEaWc\n3vL7uilJ31RItZoUHf9ppTkmFZEp32JSyYnflQNGgl4juZZWXFcHUAbAnhA2t8kUYn0dfaDN9BLd\ni59DlCkMpeUmZ0THON/6y8pgATcO/KCokuYaG9MHTzE6SvcdMGsyiSUu5GPKq5jejlGurNQc62LS\noNx3hrmp9VIo7Q6ak5EpoAyAPRErA7cbuLtBNdDGxgQn7Sutm+D0ypxWSsuLkhAVkW6asFKEqvPJ\n70W9YtWvzaJF2ipAH6BNq6uG02m1j+w2BRIdyLffbr8/tNgnUbZVpbTiCJTBFCEyc0jEpiHV7NDv\nDF41A8tIjrBEAAAbSUlEQVSECc7rgN3ZcDptYLBSWn5XNuLsWlU4TnU+KxnErTa3bElffbnFquCh\nbMOXaw0lt/dz+WQpEjniSMbqmGL77GbouRL5EwVQBlOEMMwhYT4IXguxudmcxAmnGZidTH4/Y/be\n9723vpZ2PCulpSraZ3tsqf6+WDjOKdfDSgaxdLTo6CWy3otAlZgp5264MkdJNabchvmqjtnTo60q\nKiq09qdlrbd4r0jrRC4pFyiDKUIY5pAw7eteC7EFzewNWn3V72fM3vveao9mFV62RpW36JT3mfZ7\nfcWtNsVjyLN0p0Q9MapG/0zPG6is1FYdaddQMlOqFJbVfhH6sXUTpJzcJv5/1iyzkvObUyL/JlfC\nSpmhDKYMYZhDwrSvh5385jSzcvPQ2clk9Vlvb6qYmlja2M2s3govfeOYmSwg9oGTachNSRW971tb\nU5sHiasvu70IVDN42TEsO7rF8tTGNbTY7Miq3eK1V5kgidI34ykrMzuplyyxuS6T8ojZ8hUVqd/K\n29DGxmflAiiDGBCXpWSY9vWwjuV2ZuXmoRNlkiOPrFYmcpZzGDM9u76x20go7T7p61OW5Cgs1Jyn\nNTVmp7x4rMqFn1gOYKq2qyKS5HaI/5c/E5VqY2PKlKdfN3G1UFDgbkWj2pJSte2nqGzEvafnzWPe\ntMmskGbOtPCF6IpXUeJcNJ3JtZgy4bMKCyiDGBDnpWS2FZXbmZXXh84ussTu/GHO9FR9q7oXLHdY\nkwam8nJtMFLtES2XHl84+0PLAUxuexj3pihnWVm6ghLNNL/5jVoOO+e6bhKTlbceXmr1EiPOxNWB\nrHSM3JCb3jYpmeZm837WuTDoWwFlEAPivJTMtqJSzTDDUE5uY7/tZr86VjKJUTgq56+qb1X3QlpW\n85IRI9JGr/mvGtx0/4GpxPPkefQKtHZRNXfemZr1yrV+mNmVCUfub3nPYx3RxyArp54eTVmIRQyt\n+kp8r6dHk1k0P4mvxkazQrJyTss1lLoaznBXwxleVvGRViepzZxgmO0JlF+gDGJAtpeSdjdvpm3/\nToQRj8/sHHkUhkyyM1dG1beqe8Eyq7mvTxlCKjrli4pSn5fMmzCKtCWpOBW+qQgfFttUWKiOsum9\n9TVTG+0S6JwGXHkfZ6sVgHgeVV+J76kqj+orgDlztFIXoqJOM8k1JblmwTiXFH2UmjjMe8s2N0R2\n4ssrMktikN0PZQBsB1g90sPLvrZezuGVsOPxw8BKJt30MWMG85tvpv/O7STA8nt9fWlVSmXEQbas\nzDpKx6pN8wo/MQ2oYoirWPytsDC1crCLgLJqi2zfV9UZItJCQ90mJ8pKVPQLiXb+JUukH0qlwPVX\nXh5zy7J3DGWh9+28eeqMdyuzE7Pa/5NtoAxARgbYsFYYVoOJm+NHtXy3kumOOyJWUAMDjgrFcpB1\nWf20bfnbplk1kVbjh/v6uJ3+r6aIij7k2/8gZa5yU8zOSxE8fRW3bJm5cJ1TnyaTk/WIJmfy+nll\nP8KmTdIPBSWrei1fbp79i/KIyll/flT9kPZsQRmED5SBd4IMsEHPERZujp/p1YPcf/IAaKWcwlRa\nloOsnVlCKHGtm5OUu9xt7zf6XGyrm5wRP0XwnEJnlfT1mZL8ZOf6ggXqFZfYb/LKSI4+EvvFLqJK\nRFx5tS1/OxYFIaEMgCXZ9mWEjVzWOOp2yf0nD4Bu4uPDUFqBrqOUAWzKsxA2n1d9bpfL4Gei4WQS\n0+ntGNU2sqk/y0kq5pbik2mrFiLmklkfpY6j2OMhub2fu1svpfl+dPNQyayP+I//WPMLeL2fkkkp\nMW/1Kfc/jggoAzBtSHsAs+xbsBoQ3Q6UflcQqjIMlmU4lg1Zh74qdr4TPy8o8O47sJPZrf/KJOPi\nX3MNvavJM+Mz/sPEeS6fc5U7Vvyn9WxcMtmIO7eJeyh00i+4at5V4/9yFJTT9TFFPjWdzHoEEpTB\nFCZXQ9yiJAzTl9d+FWvsi9FAVgOi24HSqtaPE05lI3RUG9s79Z/K1h6GmdHLaskk4/Z+vrPmXaV9\n39JOb1ECY+vWlON5xgzmqrnjprBdOXnP6fqYIp+a3JcoiQoogylMtnME4kgYpi+3/WrsI70wvOug\nyji2it23+q2YsWtX+E21sb04O7cKIdVNMaoNfvxOULwocdM1HhgwyobLxRANX4KwpwMzW9rsrcpb\n6KsgOcrJKbfCb/uiAspgChOHGyxqgqx+oh6Y0pLFAkQ6qRRLV5e3Sp6qjN1kMlXQTT63vLG9vh8x\nkbbbmJVStFO4ficoQZR48vmX0ooh9vYyF8/9zJMs8qpnwZwJzYcx8wO+/fb0dhkRWS6uTxz8c1AG\nU5igN1gumJmCrH6iHpjEOHen5DYnWewUi1d53IYQy8cV4+YLC80rDK9O4GxPUEyRSUUfuircp4e4\ndnQwLysd5zvm/z+uLLjMw7SU20t/q7Wr5oJvs1+2gTIAluSCmclrJU6r30bxoHoZBNza4t0oFq/y\nuO0HfVUiFnubM8c5CcxpHwU7opqQtK+/bCiCYVpqSqBzc6/LTupcGfDtgDKYQoT94GRyFudXdpMT\nrsWb8grtAQ4hLtxJligHG7fHHh7WzEt6YTa5BLVVn2dj9eaEqc1Ckpnbe13/flkZ850L3nQ078V5\nda0DZTCFkB+coElNmZzthPHQB1FeXvoqjqUE/OJnsBLvCzd9HuS61NSw4fwNWhLFkskkMy/3uv59\nJ2WYC6trHSiDKYT80GUqqckOr1Utg257aSo05uK8Om76Sq/pn4lSApmaUQa9F9wMokEmFeJgq9pT\nIRQCrOzcmvey7SNxA5TBFEJ+6IImNYWBmPFptYmKSvageB3knPpKPJbxXaGUdNilBDKlsOM+WKn6\nP05k07wXNlAGUxirGzETN6g+sxWzUK02UVH9zjIjtsW51AGzt0HOLrs1mUyv7ZPWfz5WBl6yU6O0\nRUd+LwRUjqr+B9EAZQAiQQ6FdLsLlF05bblOvN1s0csg5+RrsTqW8b36s54HKaeZv5P8quzgwERR\nIC2ACc0qcxtEQ5CxcwaBnGTbNqLWVqJNm4jGx6M5x5w52r/NzUSdnUS//jVRSYn7361bR/TjH6fe\nP3uW6IMPtL9LS4mamrS/588nSibT21FSQrRvn79znj1L9MILRIcPa31ldSzje2+voG3bnM/jpp1u\n5f/kk9TfzN7ObcmxYyEdSGPbNqLWn3zV932m9++//itRYaG5L6K+h4MeX/X7TDx3WSNEpRQaMRUr\nY7gxH2TCHu3X/OAUC69XrEwmwys659bXIuPX3h7GpkFLlmjnXrAgxCibsBzhkxVATbH7q08pVx5+\nd9mLZGUkEPQZUf0+7pFFQcbOWI66010ZuCleFnenoQqVkoiqHW4VmV+FF8ag4Ca+3wl9a8f2+rOR\nOMITCeewULu+sOtfuW6SH+wUkUn2n73i+diqezPuzx2UwRTD2DRjnr+HzAvZTqjJpUgNkTAGhTCO\nEXWIrBuF5bYdDQ3awKzvWazX+xG3nPSKnSIyye5jrwHVvRn3+xXKYIqh33Bui5cFQXyYli93kZwV\nEm4jjjL50LndxYw5nEFh61Z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JMciGjbSvz3AcitwFEa4amrnDp3g6nTfq1cqitj/Hzb4t5kWS7fdh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\n7XEKCgoiLWcmxLFMbvziF7+gxYsX03/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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "spe = manifold.SpectralEmbedding(n_neighbors=5, n_components = 10)\n", "X_r = spe.fit_transform(scaled_X)\n", "print X_r.shape\n", "for label in np.unique(black_y):\n", " pl.figure()\n", " pl.plot(X_r[black_y!=label, 0], X_r[black_y!=label, 1], 'y.')\n", " pl.plot(X_r[black_y==label, 0], X_r[black_y==label, 1], 'r+')\n", " pl.title(label)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1000, 10)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ROG7SQUT+xJx/AA2Xd3Y3Jz1cvriubj3if/UhuvKmYuKJq5g69Z8g/c9twM9+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\nExGFIQZ/IqIwxOBPRBSGPA7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1PiANhrSoCJffWoK2LAUkbQoYje1obT0MhSIG9TMuAzPE/SZNBG48PgWZexb6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\nIiMjw9W3JSIiD/Bqzb++vh5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ntDDlipu7ANLM4BMBGbUUKNIOZ21tR2A07rdt1lJX90xQpUkCNRqNxi62/ANo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\n6+D/0UcfYerUqSgvL8eyZct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NFAqF19LFJHFeEePYqJ0oQjH4jweDlobe0poFTbd0V+70BS8C+L1Lc+eUBQO+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\ny8rKxCeeeMJr23//938X165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n7oROtI3zJxqJwX+Mgh0UApl8w4k7oWN7qlIoEmCxdLve6JnmoQgXUPA3GAwo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\nLS2CIAjCxYsXRz1u2JZ3qK6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3BWd2+Mrb4xZuM4FImljzD7GRLDA2dPE4Lk4WGjzuNJaw5j9OjaTUMHRWDssU\nweOpd8/jTuGAPf+R0OtRd8N2797ye3lvVX+WguY68MHjqXfP405jCRd2Gw16vfcX/+j1Xu3Sn4tv\neOFO8Fh79wpFLMzmDofF0JQHq3ncadzzK/wNBgMKCwuRnp6ORYsWwWh0Xi2wqakJd955J7KyspCd\nnY3/+Z//8eclQ45v+aVh8ObsV9HRsd/xRO/liZ1oLPOr5l9aWorCwkI8++yz2Lx5M0pLS1FaWuqw\njUqlwssvv4ycnBx0dXVhwYIFKCwsRGZmpl8NHzV6/eAf+8aNyB5Yj8vtZzH1wf8DxdCe35BtbXS6\nsF0YLVy5uzk7Ubjwq+afkZGBAwcOQKPRoLW1FTqdDt9++63H5xQXF+Ppp5/GwoULHRsyHmr+GzaI\nH4HelsYkh9r+wWrHE/vzz4ufj+DEzimiFAwhme3T1tYGjUYDANBoNGhra/O4fWNjI77++msUFBS4\nfHyDXVjqdDro2FumEHKYXTU05H04sbtbjZVoJPR6PfQBKD0OG/6FhYVobW11+v6mTZscvpbJZJDJ\nZG7309XVhWXLlmHLli2IiYlxuc2GIPWUA9bjGsnJiCcuGoLjRRQIQzvGG+1LzCMwbPjv27fP7WPW\nck9SUhIuXLiAxMREl9uZTCY89NBD+NGPfoTi4mKfGuqPgPW4GP4E+Px/yyuvaSzxa7ZPUVERysrK\nAABlZWUug10QBKxcuRJarRbr1q3z5+V8xh4XBdQIavz2t9Xk1FwaS/wa8DUYDHjkkUdw7tw5pKam\nYseOHVCr1Th//jxWr16NTz/9FAcPHsQdd9yBuXPn2spCL774Iu65x/GesMEc8OVFORQKXAaCRoOv\n2ckrfImCpKZmiW2qqP2d04gCieFPNMbwHSeNBi7sRjRGcD4/jQcMf6IAG252WV3dGrS3/w0DA/2I\njZ2PrKwPeIKgUceF3YgCbLjZZT099ejvb4XZbHBeN4holDD8iQJMq92OhISH3Q7y2t95LSYml9OP\nKSQ44EsUJO5q/2azEbW1KyCTyXiPZfKbJGb7cCCNxpPDh29Af7+4NMrUqQ9gzpydIW4RhSNJ3MzF\n6xupEI0BAwP9ts89rXtFFArjKvy5TAONJ7Gx8wGIdf2MjLdC3BoiR+Oq7MOLZmg8cff7yvIlBZIk\nav5E4cB+zR+VKgkFBbU8AZDPJFHzJwoH9lM9TaZW2/jV0FVAiYKJ4U80ysSbwycBcBy/4oQGGk0M\nf6JRplQx1QYWAAAOIUlEQVSqUVBQ63QhGCc00GhizZ9ojOCEBvIFB3yJwhRnB5EnHPAlClMcC6Bg\nYPgTjXEcC6BgYNmHaIzjWAB5wpo/EZEE8TaORGGGA70UTKz5E41RHOilYGL4E41RHOilYPI5/A0G\nAwoLC5Geno5FixbBaHS/FonFYkFubi6WLl3q68sRSc5wt4Mk8ofP4V9aWorCwkLU19dj4cKFKC0t\ndbvtli1boNVqeUMLohFQKtXIytrB4Keg8Dn8d+/ejZKSEgBASUkJdu50fYu65uZm7NmzB6tWreJs\nHiKiMcLn2T5tbW3QaDQAAI1Gg7a2Npfb/fKXv8RLL72Ezs7OYfe5YcMG2+c6nQ46nc7X5hERhSW9\nXg+9Xu/3fjyGf2FhIVpbW52+v2nTJoevZTKZy5LOJ598gsTEROTm5nrVWPvwJ6LA4/TR8W9ox3jj\nxo0+7cdj+O/bt8/tYxqNBq2trUhKSsKFCxeQmJjotM3hw4exe/du7NmzB729vejs7MTjjz+Ot99+\n26fGEpF/rNNHAfFEkJW1I8QtolDxueZfVFSEsrIyAEBZWRmKi4udtnnhhRfQ1NSEM2fO4L333sNd\nd93F4CcKMk93BOP0UbLyOfyfe+457Nu3D+np6fjnP/+J5557DgBw/vx53HfffS6fw9k+RMHn6eIw\nTh8lK67tQxRmamqWwGDYi9jYfK9DnmMB4xfX8yciAL717rmUhPRwYTeiMGO9OGwkOBYgPSz7EBHv\nGTCOcT1/IiIJYs2fiIi8xvAnIpIghj8RkQQx/ImIJIjhT0QkQQx/IiIJYvgTEUkQw5+ISIIY/kRE\nEsTwJyKSIIY/EZEEMfyJiCSI4U9EJEEMfyIiCWL4ExFJEMOfiEiCGP5ERBLE8CcikiCGPxGRBPkc\n/gaDAYWFhUhPT8eiRYtgNBpdbmc0GrFs2TJkZmZCq9WioqLC58YSUXipq1uD6modamqWwGx2nSEU\nHD6Hf2lpKQoLC1FfX4+FCxeitLTU5Xa/+MUvsGTJEtTW1qKmpgaZmZk+N5aIwktPTz2MxgMwGPai\nrm5NqJsjKTLBl9u+A8jIyMCBAweg0WjQ2toKnU6Hb7/91mGbK1euIDc3F999993wDfHxDvRENH7V\n1CyBwbAXsbH5mDfvMyiV6lA3adzxNTuVvr5gW1sbNBoNAECj0aCtrc1pmzNnziAhIQFPPPEEjh8/\njgULFmDLli2Iiopyuc8NGzbYPtfpdNDpdL42j4jGAa12O+rq1mD27NcZ/F7S6/XQ6/V+78djz7+w\nsBCtra1O39+0aRNKSkrQ0dFh+96UKVNgMBgctjty5AhuvfVWHD58GPn5+Vi3bh0mTZqE3/zmN84N\nYc+fKCzU1a1BT0895PIoaLXbGepBFpSe/759+9w+Zi33JCUl4cKFC0hMTHTaJiUlBSkpKcjPzwcA\nLFu2zO3YABGFB2sdHxBPBFlZO0LcInLF5wHfoqIilJWVAQDKyspQXFzstE1SUhKmT5+O+vp6AMD+\n/fuRlZXl60sS0Tggl4tl3djYfMye/XqIW0Pu+DzgazAY8Mgjj+DcuXNITU3Fjh07oFarcf78eaxe\nvRqffvopAOD48eNYtWoV+vv7MXPmTLz11luIi4tzbgjLPkRhwWw2so4/inzNTp/DP9AY/kREI+dr\ndvIKXyIiCWL4ExFJEMOfiEiCGP5ERBLE8CcikiCGPxGRBDH8iYgkiOFPRCRBDH8iIgli+BMRSRDD\nn4hIghj+REQSxPAnIpIghj8RkQQx/ImIJIjhT0QkQQx/IiIJYvgTEUkQw5+ISIIY/kREEsTwJyKS\nIIY/EZEEMfyJiCTI5/A3GAwoLCxEeno6Fi1aBKPR6HK7F198EVlZWZgzZw4ee+wx9PX1+dxYIiIK\nDJ/Dv7S0FIWFhaivr8fChQtRWlrqtE1jYyP++Mc/4tixYzhx4gQsFgvee+89vxpMRET+8zn8d+/e\njZKSEgBASUkJdu7c6bTNpEmToFKp0N3dDbPZjO7ubiQnJ/veWiIiCgilr09sa2uDRqMBAGg0GrS1\ntTltM2XKFPzqV7/CjTfeiMjISCxevBh33323231u2LDB9rlOp4NOp/O1eUREYUmv10Ov1/u9H5kg\nCIK7BwsLC9Ha2ur0/U2bNqGkpAQdHR22702ZMgUGg8Fhu4aGBixduhRffPEF4uLi8PDDD2PZsmX4\n4Q9/6NwQmQwemkJERC74mp0ee/779u1z+5hGo0FrayuSkpJw4cIFJCYmOm1z5MgR3HbbbZg6dSoA\n4MEHH8Thw4ddhj8REY0en2v+RUVFKCsrAwCUlZWhuLjYaZuMjAxUVFSgp6cHgiBg//790Gq1vreW\niIgCwmPZxxODwYBHHnkE586dQ2pqKnbs2AG1Wo3z589j9erV+PTTTwEAv/3tb1FWVga5XI758+fj\nT3/6E1QqlXNDWPYhIhoxX7PT5/APNIY/EdHI+ZqdvMKXiEiCGP5ERBLk8zx/IiIpqatbg56eesjl\nUdBqt0OpVIe6SX5hz5+IyAs9PfUwGg/AYNiLuro1oW6O3xj+RERekMujAACxsfmYPfv1ELfGf5zt\nQ0TkBbPZiLq6NZg9+/UxVfLhVE8iIgniVE8iIvIaw5+ISIIY/kREEsTwJyKSIIY/EZEEMfyJiCSI\n4U9EJEEMfyIiCWL4ExFJEMOfiEiCGP5ERBLE8CcikiCGPxGRBDH8iYgkiOFPRCRBPof/Bx98gKys\nLCgUChw7dsztduXl5cjIyMCsWbOwefNmX19OUvR6faibMGbwWAzisRjEY+E/n8N/zpw5+Pjjj3HH\nHXe43cZiseCpp55CeXk5Tp06hXfffRe1tbW+vqRk8Bd7EI/FIB6LQTwW/lP6+sSMjIxht6mqqkJa\nWhpSU1MBAMuXL8euXbuQmZnp68sSEVEABLXm39LSgunTp9u+TklJQUtLSzBfkoiIvOCx519YWIjW\n1lan77/wwgtYunTpsDuXyWQjasxItw9nGzduDHUTxgwei0E8FoN4LPzjMfz37dvn186Tk5PR1NRk\n+7qpqQkpKSkut+XN24mIRk9Ayj7ugjsvLw+nT59GY2Mj+vv78f7776OoqCgQL0lERH7wOfw//vhj\nTJ8+HRUVFbjvvvtw7733AgDOnz+P++67DwCgVCqxdetWLF68GFqtFo8++igHe4mIxgIhRNrb24W7\n775bmDVrllBYWCh0dHS43dZsNgs5OTnC/fffP4otHD3eHItz584JOp1O0Gq1QlZWlrBly5YQtDQ4\n9u7dK8yePVtIS0sTSktLXW7z9NNPC2lpacLcuXOFY8eOjXILR9dwx+Odd94R5s6dK8yZM0e47bbb\nhOPHj4eglcHnze+FIAhCVVWVoFAohA8//HAUWze6vDkWn3/+uZCTkyNkZWUJP/jBD4bdZ8jC/5ln\nnhE2b94sCIIglJaWCuvXr3e77X//938Ljz32mLB06dLRat6o8uZYXLhwQfj6668FQRCEq1evCunp\n6cKpU6dGtZ3BYDabhZkzZwpnzpwR+vv7hXnz5jn9XJ9++qlw7733CoIgCBUVFUJBQUEomjoqvDke\nhw8fFoxGoyAIYiiE4/Hw5jh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Tk4kT52L+/C8ZyFywP2/hmvun8ONt7GSHbwixbap+2jo8UaEQF8t3lrIAxOGL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\nlQkvvPCCy7K/+93vhMcee0x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