{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import scipy as sp\n", "from sklearn import decomposition as decomp" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "#functions to play with\n", "\n", "xs=np.linspace(0,1,10e3)\n", "\n", "def sinewave(xs,**kwargs):\n", " nw=kwargs.setdefault('nw',100) #num waves\n", " return np.sin(xs*nw*2*np.pi)\n", "\n", "def const(xs,**kwargs):\n", " c=kwargs.setdefault('c',0)\n", " cs=np.empty(len(xs));cs.fill(c)\n", " return cs" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "#put an even number of waves in a matrix\n", "\n", "nts=np.empty((100,len(xs)))\n", "for i in xrange(len(nts)):\n", " nts[i]=sinewave(xs,nw=(i+1)*2)\n", "nts[-1]=const(xs,c=123) #throw in a const" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib.pylab import plot\n", "%matplotlib inline\n", "for i in xrange(3): plot(nts[i])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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MxeVgdGIIm5sDkwPITsuOG5H0m98EtVkAKC2VNL6ctBwUZBUQDYwmwkwtn/xk\nsKieVGRlEdIcHVV0aV3nZjgxJE1JgjA2MYSxupTJsn8/qfMCgCRWeTzBEqbiSKSPgZOo9+0j9y8Z\nKjZOlmV1X3w9HRdJbYWMOMmIQjA6MYS9OynPsr2dKBnr1wc/kOFDScj87O0NVRzYvRs4eVKmRqti\n89RzbjbmN6J1rBWs0lBVYGFuSvARLVYYmxjCTElSJsvvfw889FDwD5OJkMPQUNzLlOeWY9I7Cfes\nW+0dSwfLEom6lPSVeOghUm1VcrtcFRvn8NQwUk2psGfaFf0+HpoKmjDWcUW5GQkwvvNZpjb7+98T\nk0yoNlJpqfGJITi+vDxg40bgnXdk/F6FueXm6E3diCE7LRtF2UXw9nQpNyVlBH1EMc3bbx0YnxjK\ny4kNN85kcTjIPhuSyADJi49hGCzNX4qbIxTDAjkbdbAYf1UV4cBQZ7d4KCkBhocVNV7XUyIDyEY2\n42hXTwxG1hjCQlWlPM833ggTWgDJpiSARHpRJ4Yo/9C+fTLNSSoctC2jLViaH6cemgosK1gGRo3z\nGbjlHdDGJQa/n0j7paUYmSbMXJBVIHj4m28CDzwQ1XOjpERyMS/qUhmPY1aWOSk1FbDZCDnIRMto\nS/xChCpQllsGu2sWc0UqokpkbJwJQVioajxiGB8HPvwQuP/+sA9lmpKo5zJE+YceeohoPbI0WgUa\nn9fvRY+nB0tsMsthy8DKvHqkTE6TYn9KIUPjW4wwLjEMD5ONLy0tJEGI1U35/e9JqeAIyFTXqZYe\n4CGGhx6i42e4OXozrulDDRiGQbM/H06Lis5bJSVEMFCgEVFBmMYQT5s9eBDYsiWqrbcM4kuIKSmK\nGGpqSImgM2ck/l6GUBaOTlcnKi2VccPS1eAOphQeS4Z4zfN4UDi+xQLjEkOY/T2eRDY1RcI9d+2K\n+kIGMXBhgdQwMBBDDGvXAhMTwE2pwqFCYtDblAQA9XPZ6MtVUdIiLY0IBkbNfg5qDD6/Dw63A/X2\nesFDI3xfHGRI1GW5ZZjyTcE141JxwzLg95OIoqKiiI9lmZMUbpx6+hc4LJ23YjhP5dZXWpokhoRg\ncJCIKIi/kb33HrBhA0/Zk5ISyYuv3l5Plxj6+0PEx8FkWlDZJcHAxFAxYUJHxqy6kxjZzxD0f3W5\nu1CWW4Z0czrvYX4/8NZbxPEcAW7jlBDZwjAMGuwNC+XM9YbTCdjtpK1nGGRptAo3TimOfLWonklH\nT6bKstleLiG+AAAgAElEQVRJjSFBCFNlW8bENzIu4iMGMiZnna0ObWNt9Np8CiR/PfAAcOCAxHMo\nyH72B/zocHWISrhaoNDjw/U0ddVfDUsMPl9Ioo5Hsh9+SIYR0yEzPZ1IMhJj/akKLgMDvPknGzYQ\nzpDUwEzhxqm3/wsACsbn0ZPpxbRvWvlJksSQIAwNhSbnzRFh9ZJlBfwLgCxTkiXDgqzULAxOUnrZ\nAsRw773A6dMSY8YV1EtyeBwozilGZmqmrN/JRe7oJC4w8UOFRWFUYnA6iePSbI5LDG+8ITA3AVl+\nBqrEIJCYaDKRnIaDByWco7iYnEemoEVDmzUND2Ou0IYOV4fyk8iwRixGGJcYgqYkf8CPdlc7GuwN\nvIdduADk5gINfF/LfHnUpTIeYsjNJSG3R45IOIcCqUXvUEAAQCCAtBEXzvhVZusaNZfB6QzZ3+Nt\nZG+/LaDNArIEFyMQAwDs2SORGDIzSby/W15uEA1iIOMrVfc8kxpDghCcnD3jPSjIKkB2WjbvYW+9\nRcwvvOBi/SVmKFJdfDw+Bg579kg0JxUXS0rgCweVhed0AhYL5lJYjM3IrSceBqOGrA4PA4WFAMTN\nnIODpCXFhg0C55GhEXGmTioIC/yIxs6dwPvvA16vhPPI3DzH58bhmfOgLFdF/osUDA4io7w6SQwi\nUE0MBw4cQFNTExoaGvCjH/0o5vsjR47AYrFgzZo1WLNmDb7//e9LO3HQlNQy2iKoLQCkvtDu3QJf\npqcTEdxodtyorOdo6E0MYs9TEwwOgikpQb29Hq2jrcrPo2B8VBClMQg9z0OHgPvui/HhLkCmxkDN\n+SyiMRQWEu1cUiKmzM2zdbQV9fZ6mBid5dXBQVhqlqpb6zk5ZB3LqhOyeKDqDfj9fnz1q1/FgQMH\ncO3aNbz88su4fj02F2Dbtm24cOECLly4gO9+97vSTh40JbWPtQs6SsfHgfPngXvuETmPjMXXYG9A\nm4sCMbhcC6o2D5qbSfO61nh7KrdxyrDjtruEn6dmGB4GiovVE62RiaGwEDO+GTinnKiy8HepO3hQ\nRGgBZGlEpbml8Mx6MOmlsBHFKX4oWXCRSQw0giIAAIODKFyyUt3cZJhbWmtQRQxnzpxBfX09ampq\nkJqaisceewy/+93vYo5TFOkTnJwdrg7U2mp5DzlyBNi0iRRzFISMl0dNYwhuLEJgGImLT4EdV+x5\naobg+G5ZYgiakrrcXaiyVCHFlBJzSCBAagvF5NaEgzN1SoCJMaHOXof2MQpag0BUEgfJDmgFxFBr\n1XluBrX1isZ1aB1Toc0Ct3T2sypi6OvrQ2WwAiMAVFRUoC8qSoZhGJw6dQqrV6/GAw88gGvXrsU/\n8dwcyVqz2dDhFt7I4kpkgGx1vXW0Vf+Q1TBThBD0MCf5A3443A7UWGskHa8YwY2z3l6vTgMrKlJU\n8kN3BN+fGMlevEhSAWLCVMMhscgjB2qCSxyNYdMmErIad8+XSQztrnb9hZaJCcBkQmX5MgxODmJ2\nXkWuzS2sMaioWQDREhUc1q5di56eHmRlZeHtt9/Gpz71KbS0tPAe+8wzz5D/eDzYbrFgu8kkuvgO\nHZLQ+UwGMdgybUhNSYVz2omibPGNWxXCnJdCuP9+4ItfBGZn41Su5oihKX5jk76JPhRkFegeqhqu\nMTx/7nnl58nNJRliU1OkD7RREByf2NyUJLQUF8sivnqbMYjBbCa+k0OHgM99TuQ8JSUAj2lZCB2u\nDjyy/BEZN6oAwbGZTWZUW6rR6erEssJlys6VIGI4cuQIjkgKW1QOVcRQXl6OnrBmOD09PaiIqliY\nm5sb+v/evXvxJ3/yJxgbG4PdHlvyOUQMZ84Ax4+DZVm0j7WjzlYXc2xHByH/5uY4N1lSQkqvSgQn\nlelKDHFMSQCpBtHcDBw7FsccIUNjoGJGAsj41q5VL+EyzML4ainct1QEib3DdZx3bgJk0/yzP4tz\nHpkaQ529Duf6z8m4UQWYmiIJfBaL6GGcRhuXGGSYWqjMzzDS4+bnYiOG7du3Y/v27aG/v/e972l+\nDVWmpHXr1qG1tRVdXV3wer149dVXsW/fvohjhoaGQqaZM2fOgGVZXlKI+hFQUoLRmVGkmFJgy7TF\nHHLoEAmdi1sHS4YdF6CkrksgBkCiLdeoxFBUhOLsYszOz6rrc2FEP0NwfEKmj8lJ4OxZIGzt8sNm\nIxuxhGZSAKXIJC6xNI41YPdusgZFaxzKqDzg8/vQN9En6MjXDGGJs6rX+i1sSlJFDGazGc8++yx2\n796N5cuX49FHH8WyZcvw/PPP4/nniQnhtddeQ3NzM+644w5885vfxCuvvBL/xMGIpHhmpLiqOiDb\nTk1FXZdIDDt3kjpQopCxcbaPUbDhAiGJmmEYspmpcZgalRhETEnvv09yF+Jav0wmMg8kFgqkIrRI\nbMdaVUWW1vnzIgfJ2Di7Pd0oyy3TtaoqAF6NQTFuYWJQZUoCiHlo7969EZ89+eSTof8/9dRTeOqp\np+SdNCwiiU9Vn58HDh8G/vVfJZxLLjHY6/F229syblYBnE6RrKcFrF9PnHzDwyK+6uJiIp5KQIe7\nAw82CNVn0BBhxMctvjvL7lR2LqMRg9cLTE6CtVjQ6e7kJYZDh+KY/8LBmZMkNI2pzKvE8NQwZnwz\n+vmJ4kQkheP++4ngEtEcKxwFBSQ02+cj/UNEQE2bjSKGN1vfVH6uW7gshjEzn4PqnpCEe+YMqQ8v\naf7KJIYltiXodEupEqYCEpzPAHHybdtGJFBByJBaqJqSguNbYlX5PI1GDCMjQEEBhmacyE7NRm56\nbswhkhzPHGQ4oFNMKaix1ug7PyVqDACwY0ccjTYlhZCDhPG1u9r1D1UFIsa3xLoEnS4Vz/IW1hiM\nSQxxTEkHD8qQyAoKSBtNiQ1fVE8WKZBoSgLI4nv3XZEDjGZK8vmIkd1G/EKqn6fRiCH47oSepcMB\neDzAqlUSzyfTAb3EtkRd8bd4kEEM27aRgo+zYhGfEgWzRGgMNdYadHu6EWCllcyJAWcGpFWRmSKM\nSwwlJYI5DHETh8JhNpMIizFpNXtKc0vhmfOoK8kbDzKIgVPXBSFx4/TMejA7P6tvtBVAJOr8/FBU\ngGoNzGjEEIpI4p+bhw+TUE7JzcFkjk93wUXUbhkJqxVYvhw4dUrkoKIiST6UDlcH6uz8EV6aIowY\nMlMzYcu0oX9CYT2u9HTiSJJZKHAxwJjEEDQl8fkYJiaAS5eAzZtlnE+GOcnEmFBlqUKXu0vGBWSA\nZcnmKZEYli8n5TE6hIREiWUxOHu4lNwTVYgyk91ypqQ4jmeOGCRDrqnTukS/uQlISr4MR1zBReL4\nqCS3ARENwAANiNaoSZgqYUxiGBzEXL4Vg5ODqLRURnx1/DhxdmXK8b3JVdetOqrrHg+5+XT+jl/R\nYJg4ttysLOLYGx8XPQ+1iKQobajaWo0eTw/8AYW9m41IDEVF6HDHCi0sq4AY5GoMevvAJPq/OMT1\nMxQWxt04WZalY0riEcpUm+aSxEAJ09OAzwcH60JFXgXMpsjAqcOHSTMbWZCZYaqrui5z4QFEKlPr\nZ0iE4xkAMswZyM/KV66uy3x3uiP4/viItqWFWC5l5eIpmZt6EoNMjeHuu4GrV4m8wwsJpqSxmTGY\nGBPsmXHym9RifJz0Eg8rJaD6eUogvsUI4xFD0MbZIRAK+P77MiUywFiRSTL8Cxx27CCEKNhWQiIx\nCGXpagqejUWVBma1EluaqIeTIkRMSZy2IMtap8D5rKuPQeb8zMgANm4Ejh4VOEDC2qNmRuIZm2pi\nkOhDWWwwHjGERX1Eb2RjY6QUtYQUgEgosOMaiRgqK0lBtkuXBA6QQgwixQg1BY9GpIpoGcZYUpnT\niTm7BWMzYzENZWSbkQDZGoMtw4YAG4BrxiXzQhLg8xEnni220oAYRM1JEtZeorRZAKi11SZ9DDww\nLDHwTZajR4G77iLaoCzIfHmqJ4sYFBADEGfxSYinTpSPAbjFQlaHhzGQOY8aa01Eue1AgGizss2c\nhYXE7i2xyyDDMPpptFERZVIh6oCWkNlNVZvVUmgBjCW0aAjjEgOPhKvIjAQoNiXpUn5bpg2Xg6if\nIc745gPz6Bnv0b/cNqCPum4kYnA60WmejJmbly6RPVVCAnMkUlOBvDzJXQYBHSOTFPi/AGDtWtJv\niFc2kWJKoiW08EQDVuRVYHhqGHPz0upVxSBpSqIECTZc2ZBJDLYMokq7ZnVQ1xUuvnvvBU6cEOi1\nG0cq6x3vRVF2EdLN0iKhVIHPx3Ar5TI4nbhpcvHOzR07FJ7TKMERCoWWlBSS7MarNUhYe53uTiyx\nLpF9XdngEVrMJjPKc8vR7elWds6kKYkSnE6wBQXodEVOlqEhoLcXWLNGwTllvjyGYfRdfAqIwWYj\nvXZ5yyLFIYboZ6kr9DAlGWXxBesk3fQPxTxPxUILoMwBrYcpSaHQAoiYOnNySHGzaeGE0S53V8K0\nWUDl8zTK3NQYhiSGaSspS2nNsIY+PnKE9HYWbKwuBgUvT7fFp5AYAFLGmbc/RxxicHgcqLaKtRLT\nEDybS0VeBZzTTuXqOmeHTzSCNviuie6I5+nzkfyauGW2hSBTY9CtXpJCjQEgpMg7NxlG1NziD/jp\nlNsGhIlBjeCS9DFQgtOJoawAqq3VEVm6qiSyvDwi7c3MSP6J0TQGQAUxuB2osdQouqYs+HwkVjyq\n30aKKQUVeRVweKQ3TIqAjNLUuiK4cTrcDlRbFojh3DlgyRJSlksRFCRgGm1uLltGSmTx9sQSEcz6\nJ/qRn5lPz8zJ85JU+cDy80lJDIm12BYLDEkMvelzMaqlosQ2DpzUYoSQVRVS2datwAcf8PgZjKIx\njI4SUuCJalEtlRmBGILakMMT2TdbldACKAqO6HJ3aR8cocKUxDBEcOHNZxCRqqOfpa7Qw5RkNpNc\nGxnBA4sBhiSGTvNkhETW00PKusdt4ykGIyS5sawqqUzQz5CfTx6QgNTS5e6KeJ66QYT0VBGtUYjB\n6YQv34rZ+VkUZC1InqqJQeb4ctJykJ2WjaEpjR3yKoQWgDigeYlBxJTU5e6iZ+bUw5QE3JJ+BkMS\nw03TWMRGxsWHywyvjoQSjUFrdZ0nJV8ueM1JcSrIUtMYREhPVcaugYhhPC8DVZaqkJlzdhb48EPi\n/1IMBePTJWRVhcYAiJg6RdZetFlOV+ihMQDGmZ8awljEMDcHzM7i5vxgxEamyozEQSYx1Fhr4PA4\nlNdq54MKbYGDoFQmMDkDbAB945SceyIbyy2hMQwPYySbiTB9nDlD7Ot5eSrOq8C5rktpDJUaw/Ll\nRPbp6Yn6QowYaJmSpqeJRp2TE/NVcXYxprxTmJibUHbupMagM4LOoa6oyaIoozQaMl9edlo28tLz\nMDipYYcmDYiB8zP4fFFfCGyeAxMDsGXakGFWrqVIRjyNQSkxcM2Tp6YU3phGcDoxmOmPkHCPHiVk\nrQoKiK/GokNkkkqNgWEEBBeR8VE1cxYW8hayUp1NniQGnRF8eeHqpcNB1PWmJpXnVhKyqrU5SaVE\nBhDfbl0dj59BYPFRW3iAODGofZYFBYnXGpxOONJnIp7nsWMqzUiAorFprjF4vYR4rdb4x4pg2zYe\nc1IcjSHRZk6AWAgUm+ZuwZBVwxGDP9+OKd9UqNMYt/BU95eRGRIIkF4CikMs+aCBxgAI2HIFiIFq\nDoMI8RVlF2HKN4Upr0Kp3wjmpOFhtJvHQ8/T5yOtLbdsUXleu53UrZ6fl/wTzaPmgr2s1TnyBCKT\nBIiBZVl0e7rpagwCqLZUw+FWuNZvwbIYhiOGSWtmhHPv2DENVHVAkR1X1WThg0pVnYMgMfAsPmo5\nDIDo+BiGQZWlSnnpASMQg9OJGxgNmTnPnSPam8xipLFISSEnkdh+FlAp4fJBo7m5YgUJkOvrC/tQ\nYG4OTQ2FIqx0hxRiUCoEJk1JOsPphCvHHOFf0ERVBxSp66omCx800hh4/QwCUgt1jUGvxWcQYriE\nwZCEq5nQAsgeX5WlCr3jvdoFR2hg5gSIwnHPPVFaAze2qLwLI0QkcVBlHUgSg85wOjGcxYYmy+Ag\neZ8rV2pwbiUag0FNSbx+BoP7GACVGliiicHrBTs5iU7WhdLcUgBk89NEaAFkCy6ZqZmwZFi0C47Q\nSGMAeDRarv3sRGTUjxGS2zgs6rmpAwxHDH3p3tBGdvw4sd+qNHsSKNUYtDQlaSSVATyLz+A+BkAl\n0SZ68Y2MwG+3otxaCRNjgt8PnDypITEoGJ+m81PDuSnVAW0ooSWpMUTAcMTQlTYVkiI0MyMBJOSR\nZUWrPEaDmyyalR7QSGMAeBYfz8ZC1bk3P08cqHbhvr2L2pTkdGLGlhuam5cuAWVlmr1OZcRgrVbu\ns4mGhnOzuZlUiOgPb/PNMz6H2zgaQ0lOCTyzHsz4pNdTC8FqJYWieGviL04YjhhaTK6QhKspMXAt\nImUsvrz0PKSlpGFsRrpTUBQaquv33AOcOhXmZ+AZ28j0CDLMGchNz9XkmqIYHSULJCVF8JBq6yJW\n14eHMZ6XHiJZTc1IgPLgCK1MncFe61rAZCJ+sAg/A09UoJH8XybGhIq8CmVEazIZI5xaQxiOGK6y\nw6i2VGNsDOjsVNh/QQgFBYlbfCrrJEUjxs9QUEA257AWkUZS1YHFrzGMZpv0cTwDxjAlaab+8ISt\n8ozPcPNzMZs6NYahiIF1OtGW4kFZbhlOngQ2bSI+K82gUF3XZPFNThJpOitL/bmCuOce4ocBQGow\nZWeTEsBBGEkiA4DyvHIMTw3D549O25aARC88pxODWX5UW6sRCGiszQLKfGBaBkdoqM0C8U2dLMvS\nnZ88bT2jkcxlWIChiAHj48gsKkeKKUX7hQckVmPQ0LnHYetWskGFELX4qOYwSBif2WRGSU4Jesd7\n5Z/fAMTQnTaLGmsNrl8nVrPycg3Pr2B8VZYq7YhB4/m5ahXhmlAf6Kjxjc2MIYVJiWjGpRu8XuJb\njJPVXW1R4bNJ9PzUGIYiBp8lF1X2GgA6SGRAYtV1jVV1gBDDyZNh1bajiSHBndv4oJhoLRZSG2VO\nYRc4tRgeRod5HNWWau39C4CqBExNgiM01hhSUoDNm8M02iiJmrq2kJ8ft3xC0pS0AEMRw5Q1C9WW\nakxOAlevAhs2aHyBRKrrGi88ACgpIae8ciX4QdTkNJoNF1BhmmOYhDr4AsNDaDOPoyKvQnv/AqBo\nY+GkbfesO86RcTA3R7obqqyTFI0IjZZPmzVIRBIH1T6wWyhk1VDE4M5NRbWlGh98AKxdq6ptAT8S\nGfmhg8YARPkZEqkx0Fp8CSIG72A/AgX5MJtS9TVzypD+GYbRRnDh6iSpLkgWiZi5GbZx3lJCC5DU\nGPSEM4vUgNFFVQcUSZxVlirDmpIAHqksbPFRl8ok2KhVPc8ELr7A0CDSSyvQ1kbMJDU1Gl8gPZ1I\nQh6PrJ9pYurUMFQ1HGvXAu3twXgIPqGFJjFIaMhdkVeBgckBzAekFzMMIel81g/9GV5UW6v1kcgA\nRRqD6qqgHHRwPgMLUhnLImLxuWfd8LN+2DLUVniTCFoag8z3pxVSRseQU14bMiNpLFwTKPSBqU5y\n00loSUsD1q8nfrDoeklGKofBIS0lDYVZheif6I97bAySGoN+cKROoySjGufPA3fdpcMFFLw8riqo\nanVdp8VXU0Mk2LY2RIyPK1DG6LKD8UCq83kxOvi8XpinZ1FY1qCfNgskrp6XTnMTCDMnZWYSpgjW\nSzJCr2c+KDYnJX0M+qEjdQIDNyuxfDmQq0eyroJwVUBDdV2HxccwYYsvnBho+hcAyYuvylKFHk+P\nsqqgiSKGkRFM5qaj2r5EH8czB6VRcwYmhq1b+X1gRnQ+AyqeZ1Jj0A9emwUfnEjTTyKz24nBMxTf\nKQ2LYfEdO4bYhUcrh8HvJ0X48/PjHpqVmoW89DwMTcprmgQgcYvP6cRoTgoy5qoxOws0Nup0HaVR\nc2qFFok2eCXYtAm4eJEEPXFS9fjcOOb8c8jPjD9fNIFcYlDyPG02ksQa03N3ccJQxGAuKdPPvwAQ\nm4vVSkpHyIBmi09vdT1RGsPYGHmuZrOkwxWbPxJIDIOZfgxcr9amm6AQEpXkJiErWCmys0lRvQ8/\nRGh81M2cMtae4udpMhHBKEE+MK1hKGLIKKnSplWiGBIVsqqT8xkAli0jilCfd8HBZ8RwQA6KpbIE\nEUNgaBC96XO4frpKP6EFUDQ3VVUF5aCj0ALEarRUHc+AfB/DYvOB6QBDEcNcWh1qakQrN6tHIpLc\npoIRTdnZys8hAq6a5fGzQQff+Lghs545LDY77kRvB8Yt6Th5NFM//wKgaHyqqoJy4PIYdEJIow2G\ndFIVWgA6piTglnJAG4oYBj3L9JXIAFWlBxRDJ8dzOGKkMgO1TYyGYtNcgjKfJ/o64LXZMTpKehrr\nBoXjUy246KwxbN5MTEl+e9jcpCW0+P1EnZbg/wIWelwoKjOS1Bj0QfeNWjrEIPPlcVVBvX6FjTh0\nXnhApJ9hdqAHE94JFOcU63rNEJSYkpRsZHY7SQCbV5CApAKz/d2YTC/WrpugEBRuLKoFF501Brud\nhFU7polETdWUJKFPSDhy0nKQmZoJ57SCDf4WSnIzFDFc/6AaW7fqfBEFIatmkxmluaXKqoICVIhh\nzRrA4QC8lkI4u66hMo+0oKQCmf4TxRJuSgqJ/pAZPKAWgeEhDPkrDCm0ACp9YFxEma72W6LRXuwr\npG9KUrD2FpsPTA8YihgK06pQWqr3RRIglenoeOZgNpPQwMFAIdy9bXRzGJT4GJRWBU3A4jONjKFj\npFZ/oUVhZreqFp9jY6RyrcSIMqXYuhU41brgfDZichsHVVFzSR+D9ti+WR/nbASUJrmpseNS0BgA\nsvg6xgsx3Wdc5x6gsipoAoghY2wcnc5GbbsJ8iEnh5jJZuRFGKnSGHQMVQ3H1q3AOx8XITA8DM+s\nByU5JbpfE0BSY1AIQxGD7qo6kBiNgYLzGSDP7/JQIbxD/YYNBwRUVgVNwOLL9cyieEmztt0E+aCw\ntLiqPBsdk9vCUV4OzNsKwQ4PozKvgq6ZUwkxLJK5qRdUv50DBw6gqakJDQ0N+NGPfsR7zNe//nU0\nNDRg9erVuHDhguC5qBCD0sgPNVIZJY1hwwbg6lAhAkPD9DUGmaayxSKVsXNzyPIGsG7DSjoXVDA+\nVVVBKWkMALB+WxbmwaApvYLK9QAoGp9ioSXpfCbw+/346le/igMHDuDatWt4+eWXcf369Yhj3nrr\nLbS1taG1tRU//elP8ZWvfEXwfNU09jIVdlyjE0NmJpBXVwiT023IOknhWCxSmau3FaOZDHbeS6EF\nJaBofqalpKEgq0BZVVBKcxMggt9oWg6Wg871ACRNSQqhihjOnDmD+vp61NTUIDU1FY899hh+97vf\nRRyzf/9+PPHEEwCAjRs3wu12Y2iIv04OlQx5TmOQ6fg0uvOZQ836QmR7puhpDIEAiRKSGCfOQVUV\nS4qLr+v6JQynp2PjRkoXpG3q1DlUNRxbtwID5jQ0+CmVggfoOp+5cOpboF6SKmLo6+tDZWVl6O+K\nigr09fXFPaa3V2HYpxbIyiJhj1w2skRUWarQO96rrCooRams8R4L7NM+lOdp2aleBGNjQF4e5Brg\nF4vGcOX0Tbgzc5CZSemCSolB6WZGcW7W1wPDWQzsYxSCTDgoGF9+Zj58fh/G58blXctkIuRAK5ya\nZfHyn/0/upxaVYya1CJY0WGJQr975plnQv/fvn07tm/frvTWxMEtvpwcyT/JTM2EJcOCwclBlOWW\nybseJeczABRtmkPhFAO/zwxzOoULKtxYFovzuf96O0osFCVc2hqD0wnceaf83ykAwwAe2zzMLXp7\n8cOgYH6GerC4HWgubpZ3Pc7PUKJf1NWRI0dw5MgROIfGYfnpP+lyDVXEUF5ejp6entDfPT09qKio\nED2mt7cX5eX80mw4MegKLmR1yRJZP6ux1sDhdsgjhulpkkQkg4TUYCRzBI0scOHkNDbdl6X/BRWa\nybhnKRuUu7jNDPTAXELHDAiAjK+rS/bPqi3VuDAoHNghCIrOZwBwWmdgb6FUVRVQLLjUWGvg8Cgg\nBgqCCyc0/+Tv38Yncp7F345rb7pSZUpat24dWltb0dXVBa/Xi1dffRX79u2LOGbfvn146aWXAACn\nT5+G1WpFcTGlUg1CoJlhyk1MSiWGHZ5uuLIycf4gJalaoTZUlF2ECe8Epn3T8n5IUWPweoH08UHY\nGihG0agwJSlKcqMUrgoA84F59GVNYbZVYWkZuWBZQnwy/V8AWetd7i7516SY5Hbj7HVM5Ohj41Sl\nMZjNZjz77LPYvXs3/H4/vvjFL2LZsmV4/vnnAQBPPvkkHnjgAbz11luor69HdnY2XnzxRU1uXBVU\nhKzKniwUHc8A6cMwY83DzRNOABQc0AolMhNjQmVeJRxuB5YVLpP+w4ICYsMNBHQuXAScPw8UM6Ow\n18jTLFWBdjg1RY2hb7wPc/Y8ZE2MYWgI0F0+dLuJTzFdvk11MQRHjHS1wmu3AP0yfSESoDoPfu/e\nvdi7d2/EZ08++WTE388++6zay2gLFSGrV4evyvsRReceQIjBVGxH30Un/H7JtcOUQ8X4OD+DLGJI\nTSVmObdb9/o+x48Djb5xWCsbdL1OBNQ4n4NlRiQ3wGFZqvPT4XEgpbgEDVYnjh8HHnlE5wuqGFuN\ntQbnB87L/yElYhgdBdJnHUgtzQeu9MT/gUwYKvOZGhRKZZzdURYoOp4B0tIzvawEdXlOXLpE4YIq\nNKIaiwo/A4XFd/jEBApn/MirrNf9WiEoHBtXFXRkWobAMz1NTJxZFHxRIHMzs7QK5WnDC32g9YQa\noUWpBkYpye3ECaAypx+pxfo4uW9PYlCqMajxMVCCw+NARmkl1lU7jb/4lEYmUejLEAgAp645UDqT\nAiMeXF4AACAASURBVIaiKVBN72DZpk7Kc7Pb043c8lrY5xfH3DSyj+H4caCQGUZmaZUu5799iUGh\nut7l7pJXFZTi4guwAfSO9yKnohbLC504epTCRVVoRKocfDoTw5UrQE65AwVTLNXNMxQLr0Bwka3R\nUnQ8A0RosVcvRdq4Ey0tJBdMV6hYe4pbplLSZo8dA/Jm3cgrr9Xl/LcnMSissJqXnoe0lDSMzshI\nYKHofB6YGIAtw4bU4lJUZztx7JjsBG/5SITGQGHxHT8O1DW3I2vOT6R4mlARNSeLaCmHqjo8DpSV\nNIABsHXtFE6d0vmCKuamiTGh0lIpP9KLwtycnASutszAMjWHvIo6Xa5xexKDipcnO/6esnOv2loN\nFBYiZ9qJnBzgxg2dL6rSwWdUH8OxY0B1/g3MWLJ1j36KgcLxKZqbNDUGtwPV1hqgsBA7V1PwM6hc\ne4pMxxR8DKdPA00bu1E+mwZToT5C5+1JDAo1BkCBVEbR+Rzq8xzcWO65J9gHWi9wdZIUbi5luWVw\nTjvlt0zVmRhYlmgMVlM75u2UiueFg1ZZDIoaA8uy6PZ0hwSXLUud+s5NQBNikG3qpNB+9tgxoGGd\nA0WzJt2I/fYkBpsNmJhQ7OCTbcelqTFYqkPOWd2Jwe0moaNpaYp+bjaZUZpTih6PzHA7nYmho4Mo\nCYy7h2oOSgi0TEkU56Zz2onM1EzkpOUAhYVoLnHiwgXZPYlkXlQlMSjJZUhJIT2mdayXdPw4ULzU\nAfukP0kMmsJkUtw72NCmJPeCKQlOJ7ZtA44e1dHPoIE2pMjPoDMxHDtGKoH6hwaQVkKpGGE41JiS\n5GoMlExJIW0WAAoLkTnpxMqVwJkzOl5U5dpTFJ4O6Do/5+aAjz4CMuydyJryKsrqloLbkxgAOn0Z\nZmdJXYW8PNnXUYKQxmC1AtPTqKuYQyAAdHbqdEENSE9R8TedieH4ceCurXPIcE8gQ6dwQFEoHJ81\nwwqWZaW3TE2E/wsI2eHvuQf6Rs4lwpQE6Do/z50Dli4FJp0t8OZl65bBevsSA42yGNTrJAUXn8kE\n5OeDGR3R15ykQcSVIqmMgsZQv7YHS3w5MCWirpfC8XEtU2XNT0oaQ7enO0JjwPAwtm3TcW5qkNVt\nxE5unDY72dsJf4E+2gJwOxMDDQcfRcczy7Ix6rrufgaNNAbZUhn37nSwkfX3Ay4XkFroQLU3i24O\nAwdaUXMUnc98c3PLFuDDD4lSrTkmJ4k0rSKruzy3HEOTQ/D5ZfoidUxyO36cEMPcYC9MRfoJLUli\nkAlZTTwoqupjM2Mwm8ywZFjIB0FTma5SWaJ8DJmZpGbSxISqa/Ph+HFgyxagZ9yBslnzoiMG2Rot\nLR+Dx4EqS9AsFxyf1Qo0NABnz+pwQQ3WXmpKKkpzS9E7LrOxmE4ard8PnDwJ3LV5HqaRUaTr6P+6\nfYlBobrHqeuSpLJE2XCB0ORctowED0U11tMGifIxALr1ZeAkMofbgYIpLKqoJEBG1Nz8PCFWnQsR\ncuDzMQDQz8+g0dpTpdFqjMuXSf8fX0YfMXMmNQYdQEMqo5j1HKGqA6HxmUxko9NFa9Bg8VVZqtA3\n0Qd/wC/vhzotvmPHyGbVPd4Ny4Q3MRpDfj6xZ/llPhPI8NmMjpLIPErJe3ymJAD6abRaEYMSjVYn\nHwM3Nx0eB2r9ubrOzduXGIqKFNsBJUtlichh4BC2+HTzM2hAfOnmdORn5qN/ol/eD3UgBpeLRHCt\nWUM2smzXVGKIwWwGLBbST1smJDufKYaqTsxNYM4/h4Ks4PXCbPBbtwKnTumQD6ahxmCUqLlwbbZy\nLjNJDLqAhoOPdtYzjykJ0JkYEiWV6bD4Tp4ENm0i7ou+sS6Yp2fp10nioHdZDMpCS5WlaqFPRE4O\n0Yamp1FQAFRVARcUdCUVhUbjUxw1p7HzmcvG5zSGkpmUJDHoAhUvr9pajS5PV/wDDaIx3HEH8TFo\nLsRoRHxGkcq4UMAAG8DcYB8x6dCuk8RB4fgKswox7ZvGpHdS/ECajudoMyfDxAgumvsZbjEfQ0sL\naURXXR30f036k8SgC1TYASVvZAZwPgMkau/uu0lzD83A9dPVYHNRJJXp0JOBI4aBiQHUzeeCSYQZ\niYOKXIYqS1X8+UkxVDUih4FD2PrTxc+QSG1WhY9ICEeOANu3k/87PA7kjs8liUEXqHh5kieLAZzP\nHDSXylT0042GEaSyyUnSg2HTJrLwlrOFiYlI4qDW1BlvflIOVY0QWoAYjeHECU33Uc2IocpShb7x\nPgTYgPQfmc2k+oACH5EQjh4lBAqQ55npnkwSgy5ISVFcL0lyEw9KGsOUdwpTvikUZYdtZDzEoKlU\npiHpGcHHcPIkcOedJEXC4XagPmBNjOOZg9qQVQNpDBE5DBzCTLklJWQqXb6s4UU1WnsZ5gzYMm0Y\nmBiQ90MN/Qwsu6AxsCyLHpcDKS6PrsR++xIDoHjxcU08RDezuTlSOtJiUXGD0hDj3AOIRuR2h8Sw\ndeuA1lYNu2Zp6Fg3go8hWiKrSVTWMwc1xCAlMol2ccdoU5LeGq2G40u0RtvWRuTYJUuA4alhVMxn\ngcnLI1ESOiFJDGpCVsU2M4p1kngXXlT537Q0YMMGIhlrAo01hm5Pt7yWqRoTQ4QN1+1A+WzqrW1K\nollZNY4pCdDBz6AlMSRYo+XmJsOQZ9lsKtGd1G9vYlDhgI67+IaH6fkXoiOSOOhpTtJwfDlpOchK\nzcLwlAyS1nDhTU4Cly4R/wJAnmfhNBavxiBFwqWkMXj9XoxMj6Astyzyi6i1xxGDJuWvZmZIr5Xc\nXA1OBtRYFHQa1DDJLUKbdTuwjC1IEoOu0FNjoEkM0TkMHPQmBg0np2ypLDeXLH4NOr2cOkWS2rh6\naw6PA9Zx36LVGCQ9S0rO5x5PD0pzSmE2mSO/iFp7FRWkOv21axpcVGNtXVbFWg4aCS7h/gWAzM26\n+bwkMegKNSGr8XIZEpnDwCFqcm7cSCTjqSkNLqpxxJVsP0NULLwaHD26sPC4KrXZrqlFSwylOaUY\nmxnD7Pws/wEahhrHA68ZCeAdn2aCi8ZrT1HvZ42czx0d5HXV1ZG/HW4Hqrz6Zj0Dtzsx3Coag8TF\nl5VFkt1On9bgohqPL5F9GcIlMq5KrXlkNLHEwPUlV2BbSTGloCKvAt2ebv4DJiaI4zIzU+VNxgev\n/wvgfXdcx0HV0JoYEuhjOHKEPBdO+XF4HCilUPX39iaGW8XHIGPxaSaVaTy+REV+TE0BFy8Cd91F\n/g6RLMX3x4v0dMLkbond2KIgWhqDYn5Np7sTS6xLYr8QIQbVfgY9NAa3IyHBEeHaLEDmZ8EUmyQG\nXaHi5ZXnkSYeXr9AlxFKdZK8fi+c006U5/HUZtebGG4BqeyDDyL9C52uTjRkV5G2rBRCjUWhV/lt\niqTX6e7EEhsPMeTlkQ49YT6imhqiyLS2qryoxsSQm56LzNRMOKdlvAsNnM+cf4FzPANECLSM61/1\nN0kMCk1JZpNZvIkHJams29ONstyyWOcewNuz4O67SWOUWQHzs2Qk2scAaNKTIdyMBJCNbCWKiSmH\nUktWQegVmUSTGFwCGgOPj4hhNBJcdPDvyZ6fGvgYurpIfEVjI/nbNeNCgA0gzTWeJAZdoZLVRScL\npcXX4ergX3gAbz2hvDxgxQoiKSuG30/S/TV0XnKmOdrqegwxuDqxNGBLrBmJg165DEbQGAD9/Ax6\nEINcjTY/n6yRgIxSGlGI9i9wz5KhENhyexOD3U5suAqLwcddfBRMSZ2uTtTaavm/FNhY7rsPeP99\nFRcdGyNmFjOPlqIQ1gwrWJaFe1aGTV0lMUxPR/oXgODi82UvemIQDbGkRAxz83MYmR5Bea5AC0q9\n/Aw6bJyycxlSU4kUpqJeUrR/IaR9JYlBZ6SkEHJQUC8JiKOuUzIlCTr3AFFiOHxYxUV1mJihlqly\npDKVxPDBB8Dq1UB29sJnne5OVMymLX5iENNmh4aAYv3aQnJweByoyKtAiimF/wCe8TU0EIW0o0PF\nhXXSGGQHR6i0SET7FzrdnVhiqaFS5+r2JgZAn0SiqSki8oTvODpBVFUXCHm8+24iKU/GKdkvCJ0k\nTtl2XJWlt6PNSCzLosvdhcJJdtETQ0VeBYamhuDz+2K/pKQxCPoXOPBsnAxjTMFFcS6DwvfX1UX8\n8k1NC591ujqxNLWEhBlrUNVYDEliUNHiUzAkkDMjUXBeii4+gZDHrCxSVE9xfwadNhbZuQwqNYZo\niWxwchC5ablIH/MsemJITUlFcXYxf3AELWIQ02YBQQftffcB772n4sJ6mJIod3LjymCEbyGd7k40\nztOp+pskBj1CAmnHiQtpDIDg+O69V4VUppP/RHYug4p3NzND2knefffCZ6FnmegcBg4qiU9Qo6Wp\nMSiYm5zGoMjP4PUSjd1qVfBjYdAui3H4MHkO4ehwdaBmPjtJDFSggtWrLFXoHe+FPxDVYYTSwpv0\nTmLKO4XibBF7sR5+Bp2Ir8ZaI2/x2WzEHubjMZfEwYkTxL+Qk7PwWUj7ukWIQfB5Gklj4BlfdTXx\n2165ouCiIyO6tGS1ZdjAsixcMy7pP1L4/liWaEw7dix8FmADJOt5Rv+sZyBJDKocROnmdBRmFcaq\n6xQjkmqsNZF9GKIhMDk3bgRu3iRN7GRDp42l1laLDpcMr6PJRIIHFOQyRC88IGwju0WIYYl1SSwx\n+P3kpefnq7s3Ceh0k/kpCJG1p1hw0Slih2EYLLEtQae7U/qPFO4tLS1katfXL3zGmTn17tzGIUkM\nKhNR6ux1sZsZzYgkMVUdENxc0tKIGUVRMpHOxEAjl+G994D774/8LGT6oFgAURTc2BTGbtbaatHu\nao/8cHSUmFk0DDUWQpe7K74pSWDtKSYGHSOu6mw8a10MCvcWTmiJ8C9QnptJYlAZUsYr5Rol6gMQ\n3TgV+xl00ohsmTaYTWaMzsgIH1ZADC4X0Za4/gscQuGAlDS+uMjKIiHVCsPHEjk31Zg5ATI3jx5V\nkGKkIzHI1mhVCC2C2iylUOMkMahU12utAouPhikpng0XEB2fKnVdp82FxuJ7/32iLaWlRX7e6e5E\nbWoR2YwphBpLgor5ySvhDg1RE1rimjktFlKbZW4u5qviYqCyEjh/XuaFdSaG9rH2+AdyUPDu/H4S\nLRfteA4JgUlioASVpiRedX0RmJIAYO1aoKeHzDVZ0FHqpLH4+CSy+cA8+if6UTmXbgz/Agc1fRly\nS+GedWPKG9aAY3iYysYiaW4yjGguyo4dCsJWBweBkhKZP5KGWlstOtwyhBYF1oiLF8nrKYtqeBd6\nnklioASVpiReH8MiMSWZzaRo2ZEjMi7q85F6/jabjB9JBw2Ngc+/0OPpQXF2MdJG3cYiBhV5NibG\nhBprTaTD1EhzE9DeAW0kH0NBAfHpyKiX9N57sdoCEGVK0on4wpEkBrsd8HgUhTwCibPjsiyrWmMA\nFCw+ncIBOejt4OvtJUNYvTryc8PlMHAoKVGg0i0gZn5SDFUVjUjiIPL+7rmHNJWSVQlYR2Kotlaj\nd7wX8wGJjo/UVBIPLSP0j0+bBcKcz4ODSY2BCkwmstEprJdUmFWI2flZeGY95AOWpRI5MDozCrPJ\nDGtGnESeOMRw770yC+rpvLHIVtdlbpzvvUfGHM1rhsth4FBSQjYDhaiz1UWa5iiNr8vdJU1jEJmf\nViuwfLnMjoM6EkNaShpKckqEO+PxQYZGOzdH+o+Hl2kBAJ/fh4HJAVRllhBt3W6Xfn2FSBIDoMrP\nwDBMpFQ2Pk5KUWRkaHiDsZCsqhcXk7EJhDw2NxOBxiE1258CMcjyMSggBl6JzGg5DByKi1URQyI1\nhrjaLCBJo5XlZ9DZBq+nqfP0aVIbKdpK2zPeg5KcEmLmLCzUTVsPR5IYANXqeoSfgWZEkpSFl5FB\nwh4F1FmTCdi5E3jnHYkX1nl8lZZKDE0NYW4+NlKFFzIkai6jNNq/ABjclKSWGNx0iYFlWemCi5am\nTr+faP46zk/Zpk4ZPkxRMxLFiCQgSQwEahdfeMjq4CBQWqrRjQlD8sID4o5v1y7g4EGJF9bZ+WU2\nmVGZVym9YBknUUtIArt5kzjc6+pivzO0KUmN0BK9kVEYn3PaidSUVNgyJQQoxNk4N28GLl0ibsC4\nGB0lIbCpqdJvViYUaQwSrRGi2izFiCRABTGMjY1h586daGxsxK5du+AWaFpeU1ODVatWYc2aNdiw\nYYPiG9UVJSXAwIDin0dMloEBKlED7a521Nl4djg+SCCG994jAldc6BgOyEHW4svJIXkHExNxD+XL\nKOXQ7mpHnb3OOMltHFSakpbYSFmMABuMjKGQx9A21oZ6e338A4G4G2dWFklElKQ1UNg49TIljY8T\nAty8Ofa7DlcHaq21i4MYfvjDH2Lnzp1oaWnBjh078MMf/pD3OIZhcOTIEVy4cAFnzpxRfKO6Qkt1\nncLGCchcfHHGV1YGlJcDH30k4VyUiEG2n0HC+3vnHX4z0vjcOCa9kyjNKaX2/iRD5dzMSs2CNcOK\n/ol+UnV0fh7IzdXwBmPRPiZDaJGwce7ZI1GjpUQMMXlLYpBIDIcPk06CWVmx37WNtaEhv4FaqCqg\nghj279+PJ554AgDwxBNP4Le//a3gsbJq3yQCpaXqIj/sYZEfi5AYAGD3buDQIQnnojA+2XZcCePz\nekn01c6dsd9xGxnDMNRMgZKRl0c286mp+McKICTlcomXOvcJka0xxNk4d+8mxBB3G6FADIrCqSUQ\nw4EDZJx8CD1PSqGqgApiGBoaQnHwJouLizEkYAdlGAb3338/1q1bh5/97GdKL6cvVEpl1ZZq9Iz3\nkPhmChvLjG8Gw1PDqLRUSvuBhPHt2mUcYpAdsirB3HLqFLB0Kb+VKLTw5uaohQNKBsOQ8an0M7SP\ntRMzJwXSa3NpSwwrVpA0o9bWOOeiQAz2TDsCbEB6+W0JzmeWJcS3Zw/fdyxax1qJBkbRlCRaYnHn\nzp0Y5FlwP/jBDyL+ZhhGsCbKyZMnUVpaCqfTiZ07d6KpqQlbt27lPfaZZ54J/X/79u3YHh3QqxdU\nEkO6OT3ULauGwsbZ6e5EtbUaZpPECpklJcDVq6KHbN0KfPwxcfJZLCIHUvChyLbjSnh/Bw7wLzwg\njBi4hUchHFAWuPHV1ir6eeh5eqzUtNmn1j8l7WCrlWhDXm9s8aogGIYILgcOAI2NIueisHGGh6ff\nmXln/B9IcD63tBDiW7489rvhqWGkp6QTR35wfEeOHMERWeUK5EN0Z3lHJIaxuLgYg4ODKCkpwcDA\nAIoEHFqlQQmlsLAQDz/8MM6cOSOJGKhCJTEAC4uPBjHIUtUBSePLzCSF5Q4fBh5+WOAgn4+0CS0o\nkH5tBeB8DCzLihdh4yAhcufAAeBf/5X/u7axNmys2EgtcEA2NMh+Pth+EBgspaMxyJmfJtNCvaTy\ncsHD9uwBfvEL4OtfFznX0BBRC3VGiBjKJBJDHI2B0xb4pnrEswwSw/bm5gih+Xvf+56Mu5cGxaLR\nvn378Itf/AIA8Itf/AKf+tSnYo6Znp7GRDBaZGpqCocOHUJzc7PSS+oHrhOYrNz7SITUdVrEYNOW\nGIAFW64guIidlBTp11YAS4YFGeYMOKcl1kCKM76BAaC7GxAKimtztaHB3mA8xzMHDZLcaJmSXDMu\neP1eFGbJiOySsHnefz9w/DhvIdYFUDK11NnqpDugCwpIDRYRB4kk/wKwOKKSvv3tb+Odd95BY2Mj\nDh8+jG9/+9sAgP7+fnziE58AAAwODmLr1q244447sHHjRjz44IPYtWuXNneuJUwm1XbcWlstOkZa\nqVRWDUUpSIVEYuDyGQTnMMWNU1ZkUpzxHTpEwlSFetNEOPeM5HjmoEVZDBcdoaXd1Y56e700TY+D\nBGKw24mp5cQJkYMobZyy5mZ6OinhLhDOPztLxsQXLQeEzU2fj9h5KXTeA1QQg91ux7vvvouWlhYc\nOnQI1mDz7bKyMrz55psAgNraWly8eBEXL17ElStX8J3vfEebu9YDKhdfQ34DhrqvEZupjgk2gAJT\nUkEByXyOUyhwxQpi6m1rEziAIjE05DegdSyetzGIOO9OzL8w5Z3C2MwYyvPKb1lTUklOCWZ8M/D1\n9ehOfLLnJqCdRkuJGBrsDWhzCS0SHohofMePAytXChcrDjnynU5CCjpr6xwM5mVLIFSGrDbmN2K8\n66bxQlUBMplE6t5z4Jx8gouPIjEszV+KltEWaQeLbCx+P8lfEFLVO1wdqLXVwsSYjGtKUim0MAyD\nhvwGeHsddIhBjpkTIIk0/f1xDxPNZ+CKV1LIWm/Mb8TNkZvSf1BWJphAKxSNxKFtLDFmziQxcFC5\n+Ort9fD2dYMt0Vdi8fq96J/oR7WlWt4PJY7vE58AggpfLCiaWhrzG6UTA9ezgKfu/dmz5JYrKvh/\n2jrWukCylMI5ZUOljwEgRMsM6p8gpUhjkEgM69eTxlK8h46OksS99HR511aA8rxyuGfdmJiLn20P\nQHR8Yv4FlmXROtoaGTFHCUli4KCSGHLSclA7l4Upe56GNxWLLncXKvIqkJoi01wlw89w4oRAm2GK\nppbG/EbcHJUolaWlkUQwntLpYmYkIErCvUU1BgBYaq1Hmsuj++bSNtZGSovIgYhEHQ6zmSQovv02\nz5f9/bFtz3SCiTHJM3WWlvISQ08Pea3r1vH/bGxmDAzDwJ5ppzo+IEkMC1BZLwkAlvvtGMnT1wYY\nkiDkQuLmkpcHbNwIvPsuz5c0fQz2BrSOti7U+IkHgfG9+Sawd6/wzyIkXKM6n7nACBUVBJpTSjGd\nlSqYK6AV9NQYAODBB4E33uD5gvLGKUujFRjfG2+QuSnkNuC0WYZhksSQMGggldXNZaMvS0olOuVQ\ntPAAWeN78EHg97/n+YIiMeSm58KaYUXfeJ+0H/CMb2CAZMsKpM0ACHueLEu15IAsZGcTcXl8/P9v\n78zDo6rS/P8tshkSAlkq+76vLEkQMOACYthtFU1EoUehG7unbdt2mH6mtcfp7mlAHW21te1pf2g7\noIC4gSLIJhKWEELYQlZC9oSsJCRAtqr398dJJbXcunXvrZuqpHM/z5PnITe3bp1zuOe8y3nP+0p+\nRHz/ZDS5j2wqjK7eLtzovYHASSIXMDMaNRdLlrCzNiaR5TZeOOO844TvM5ixiL7+Gli+3PzHDOa6\nIhjshAyCIeiWIypcbsnUIG5sJRj27uVw2dvY1SJKK+OI3PnmG+ZG4gsSG9pjuH6dnfJzdbWixSOI\nle9neM8dqJnYN6J5y8rayhDjHcM28sWgEwwC2ubtzcqymlQdrK+3vcXQLt1i6O5mLltz+wuAkZuz\noYH3AKDcKIJBh5VRSQCgvjGAIsd2mRrETUlbCeJ94sV/UMTCEh3N0mIUFBj9YbQLBiOtzJJG1t3X\njbZbbQidHDp6N551BARY5ep0b+tC62RnNHZb5y7lo6RV4rvp5sYKSgmsjbx8OYc7aYy5kg4eZC5b\nvvQzJa0liPMZPMmtWAx2QkTBF3NMauvGOYzcxAOsmHwi91BM3EldXWxsRjhlsz7WTL5bt4CjR/n3\nF3QarsMEh9G78awjKAioq5P++cZGDPh6Cx9PCZS0liDeW8K7CYjaZ1i+nL2bBlPVToJBkAXGYRFZ\nUloAo7muCAY7MXEiC3UTqLWYQASna80omNAsvCylSLp6u4Y1XLEEBQmeeMDw5Buivt58zOcIEecd\nJzwyKSiItXGQw4eBtDTzB4cAo4k3Wg+36QgONuifaK5dw4SA4BEVDKVtpcMarlhECIb4eLaHfuGC\n3kUbL5xerl5wmuCE5psCqrO5ubEGD55+1mqZq5ZPMGhJi7K2MvZ+DgywcGwlXNVOWDP5OjtZaJl/\nuLhCHiIoaytDrHeseB8uMLxwCrSI7roLuHpVb67W19vUxwmItBiCgw006j17gBUr+D9ioOE2NNhc\n8InCSPCJprERE0MjxR3MEolkaxYQ5SpTqTjcSTYWDAAQ5yNCcdHbgM7LY+dN+ZLl1nTWwHuiN9yd\n3ZlQ8PYe8YwK+iiCQR+jxUUUgxq1qBO7IiluLZY+8VxdmebS2irodicntjE2ZDXU1dl84YzwjEDd\njTr0afos36znatFqWbsFCQbdeNbV2VzwicKadxMAGhrgFZkkfMNUJBqtBuXt5Yj15suLzYMIiwEw\nEgwaDVs8bWzxSXV1jnY3EqAIBkOsmXyDC4uol0UkVmlkgOj+PfQQ8MUXg7/YYeF0dnBGyOQQYbUZ\nAgPZPoFGg/x85kKKsnDOqqS1BAnqBPaLHQSfKKy1GOrq4J8wc8TezZrOGqgnqpmGKwWRgmHePJbT\nq7ERTCh4edlUowaAWC9pgmHPHsuCobil2NCatfHcUwSDPjJYDKLzqIigpLUECT4J0h8gsn9LlrDK\nZ9evwy57DICIvDQuLiyBYXMzvvrKsrWg0Wpwpf3KsIY7FgSD1HdTowEaGxGaMBvVHdXo1/AnU5SC\nQQSNFEQKBicn9n5++SXsolEDIk/nD/avtJQd0J8zh/92xWIYTchgMSSqE1HUWiRvuwax2mIQubi4\nuwPz5w+a7HZytST4JKCoReB4BgeD6uqxaxfw6KP8t1Z1VMHXzRcTnQarr492wRAQwJLEDQyI/2xT\nE+DpCRc3D4RMDhGeykEEVkUkAaIFAwCsXAl89hnsJhgS1YnC383B/n3+OfDww5aLBJa06VmzimCw\nMzJYDEnqJFxuviz7QaIB7QAqrleIq8NgjITN9UceAT7/HHazGJJ9k3G5hb8s6RBBQag6XoeBASA1\nlf9WAyHb38/2XkZzVJKTE9uAlJJ+u64OCGH1wXXvp9xYrbRIEAyZmeyszY1S+wiGaK9o1N2ow61+\nAYda9QTDypWWb1cshtGEDBaDp6sn3J3dUXujVtamVV6vhL+7/7CGKwUJ/Vu+nJ0y1dbaR6NOILDK\nygAAH3hJREFUUicJFwzBwSg8UI+VK7nLJOpjEqrq62u+ks9oQao7Sc8aEiVoRVDaVmqdYNAdMOXI\nkGsOV1d2TqX8qG1PPetwcnBCtFc0SlpLLN8cGIieqw2oq+NP0QKw5Hm3+28jwH3wwKUiGOyMtRbD\noKslyVd+rcxqjQyQ1L8pU4B75/SC2q/bJNe9MQnqBJS2lkKjtZyDigKD0JhXZ9GNBBiNp52sIdFI\nDac2shgKmwtlbhhQ1FJk3ft5xx3sGLBIi2jlSqC1oHaof7Ym2TdZ2FwPCUHf1Vo89JDlWju6d3Oo\nCp4d3LiKYNBnyhTmw5WSrExfK1Mnyz75ilqKrNt4BiRrnE/Mb0S7S4Blx+gI4O7sDn93f0FnQ+pV\nwfDpqcPMmZafe7nl8vB4jvb9BR1SI5Nqa4f6l+QrwgITSFN3Ewa0A+KT5xkTFsaKc4tg8WLgjuYa\ndEo59CkDgi3awEC43mjCygctb/wXtRQN7y8AbEzCRNZfsRJFMOijUknTynp6mDBRswLoIzH5LjZf\nxFS/qdY9RGcxiNz/yEyqw9XeINwa2fyAZhFqgR0pC0aKd71FN5KWtChsLhwez7EiGKRatHr9i/OO\nQ1VHlayn8y81X0KKX4q4Os9chIaKFgwTJwKxrjU4WGbbhVOHUAuspsERTSp/3BNteW252HQRU30H\n383OThZVNlg62VYogsGYkBDxk0+X2XFQoxblFxfIpaZLSPFNse4hHh5M+Im0iKbcrEevTzD27LHu\n66UiZPIRAbtOBiEYlv/vqjuq4eHiAU/XwXwZY0UwSLUY9FxJLo4uCJ8SLjzMUgCyvJuAJMEArRa+\nvbXYetQ+riShSuCnnwK31GFwarTcP52gBcDGIzTU8qaZzCiCwRgpWpnRwpLkm4TilmLhRWYs0Kfp\nQ3l7ORLVidY9SGcRSeifenoQPv7Yuq+XipAN0wsXgMr+YNzRZjntx6XmS4bW11gRDFItBj1XEiB/\nZNKlZhkFQ3W1uM+0tGCCxyT8cGaipIAta4nyjEJTdxO6+7hKHg6zbRswOdly/4jIUNBWV9vcjQQo\ngsEUKZOvqgqIiBj61cPFA16uXqjqqJKlSaWtpQibHAZXJxlqBQQHs4VCDFVViJwfjpwcFkpva4RY\nYFu3Aj9aPQkqJyegnT/1+cWmi4YLmdHCOWqRsnBqtSzqSm/zUu7IJAMN1xok7DGgpgaqsFCsWAFs\n3259E8TiMMEBcT5xKG4pNntPYSE71OabbtkiauxuhEqlgr/7YOi0zmKwMYpgMCY4WPzLWVUFhIcb\nXErylS/6w0TDtQYpi0tVFVziwrFkCTOJbU28TzyutF8xe2JXo2GLwpNPgv0/VFbyPs9kIeP4/xuV\nhIay0EUxh9yamli0j4vL0CU5I5M0Wg2KWoqQ7Jts/cOkuJIGF87Vq5lyYA8sjefHHwOrVgGq8DCL\nc09nLQzt1yiCYZQQHs4WCjFwLCzJ6mRcarokS5NMNFxriIiwuHCaMNi/J59kJrGtcXVyRYhHiFm/\n+OHDTCGOj4eg/l1s0tvIv32bWRh2iIMXjbMzS70sxqI1smYBZjHIJRiuXr8K9UQ1PFw8rH+YFYJh\n/nx2DKJoZJIO8JLsm4xLzdxzXatlguHJJyGofwbvJqC4kkYNkZGSF059UgNSce7aOVmaJKvFIFYw\nEA31b+FCloq7YmSyivOSGpCKc43c47ltG7B69eAvERG8gr1noAdVHVXDMffV1Wxj1g6huJIQYBEZ\ncPWqiWCI9Y7Fte5r6OzptLo5srmRABbVd/Mm+xHKoGBwcGBauT2sBr65npPDEjqmpECQYDDZr1Es\nhlFCWBjzOYsx180IhoJG49qY0rjYdFG+ySdW8LW1sXQMkyfDyQl47DH7TT6u8bx5k+Vyys4evGBB\n8BW3FCPKMwrODs7sAodGPaqxIPhMqKw06Z/DBAdM9Zsqi+IiqzWrUom3GvQWztWrmXYu4vC0LMzw\nn4Fzjec4g022bgWeeGLwF50blyc4wsRiUATDKMHFhZ3wFWquDwwwv6/RycsY7xi03GrB9dsSK8IN\n0nqrFV29XQifEm7Vc4YQazEYCb21a4EPPmB+fVuSGpCKgmumguHTT4G5c/UOZVvoX0FjAab7Tx++\nwLFwjmrEWgxm+pcWkCaL4nK28SzSAtKsfs4QYgVDdfXQwjl1Ksu+/f338jVHCGo35kozTg9/4wbL\nM7ZmzeAFDw/mDjQTHNE70IuytjIk+SaxC/39bI/IDskrFcHAhZjFs76erUrOzgaXJ6gmYLr/dKu1\nsvyGfKQFpkmr2saFnx9Ts7u6hN1vJBimT2e55r77Tp7mCMWcVva//wusX693wcL/XX5DPmYG6h2N\nHisbzzrECnYOVxIgj0VLRMhvyEd6YLpVzzEgLEy4RUTEijLoFd74yU/YO2FruMZz+3aWndggNyNP\n/y41X0KMd8xwPrSaGrb3ZYccXopg4CIykk0oIfAsLKn+1k++/IZ8pAfIOPFUKnFaJ0f/fvpT4O9/\nl69JQvCe6A0vVy9UtA9vcFy4wOTyokV6N4aH85rr+Y1GC9lYtBjEupI4akjKIRgauhowoB2QVoPc\nHNHRbLEXgk7z9vYeuvTkk8DBg2wj2pZwWWDvv8/migFRUWY36c7UnzGc61euADFWZFO2AkUwcCFG\nK6uqMhs1IMfkk10jA8T3z2jhzM4GfvjBuoJiUjAez7//HVi3zkihcnNjJjvHytA70IvLzZdNXUn/\nrBZDfz87w8Dho05UJ6K6sxo3+0Rs9BpxtvEs0gPTrU+FoU9MDFAusF5ERQVbaPW+f/Jklir+ww/l\na5IQjN/Ns2dZJveFC41u5OmfyVw3soZsiSIYuBBjMZSXMy2Hg7RA6/24dhcMFRUmgsHdHcjKsv3k\n09fKbt5kpvratRw3mrGICpsLEeUVBTdnt+GLY23zOSiInTLsFZDrqLaW+TE4Sl46OTghSZ2EC00X\nJDclvyFf3v0FQJzFcOUK59x75hmmNNhyH0wnGHR1WN5/nyktJsFu0dHmBYOxNWumf7ZAEQxciFk4\ny8qAWO4C6PE+8ai7USc5LLCxqxG3B27Lt/GsQ0z/SkuBONOSjevXM19uv/xVIs2SGpCKMw1nALAQ\n1XnzzBxYNiPYTfYXrl9nC6wd0olLxtGRBToI+f8zs7+gIzUgFWfqz0huis5ikJXoaNZuIaFFZhbO\n9HS2CW3LfbCASQFwcnBCdWc12tuBnTvNKC0xMZyC71b/LZS3lRtGJCmCYZQRGSk8WL+sjHPhBADH\nCY5ID0xHbl2upGborAVZTXWAvZxlAoqY9/ayiCsOV8uMGeyd3bVL3qbxMSt4Fs40nEHfwAD+/Gfg\n+efN3BgXx9k/E+urtJQJdRsnKLOauDjWdkuYEeo65gTPwcm6k5KaQETMJy63YHBzY4H/QvyUOlcS\nB88+C7z5prxNs8Sc4Dk4WXsS77/Pao4HBHDcZMaVdOHaBSSqE+HiOHxCXREMo42AAJZKu62N/z6t\nlv0n82wQZYRk4ETtCUnNOFl7ErOCZkn6LC8JCUCJgKpTV64wocDhigCAF14AXn9ddBZvyXi5eiFs\nchje++IC3NyAe+4xc2N8PFBsmrvmRO0JzA6ePXzBwsI5aomPF/b/V1IyeBycm4zQDJyoOSGpDG15\nezlcnVwR7DECOaZ43C0G8Cycjz8OXL4MnD8vc9t4yAjJwLGqE/jLX3iUloAAoLvbJMOxyVzXaJib\nkyNwwBYogoELlYotnhyLiwH19Wyj08N8OoCMUOmCIacmB/NCLdQBlEJEBNuctVRggcdNBgBLljBf\n/w8/yNw+HjJCMvDu1yfw61/zKPocC2frrVbUd9Vjmt+04YvjXDBEeUahX9uPmk6RaSgAHK85jrmh\nc0V/ThBm3C0m8AgGFxfgl79kioutyAjNwL7CE4iLY2HdnKhUnPsoOTU5mBemN9fr6pg/bKIVpXyt\nQBEM5hAiGCwsnAAzL8/Un8GAVsRJarDUDeeuncOckDmiPicIR0dmgltyJ1lYOCdMYJrR//yPzO3j\nIVCbgboJJ/DYYzw3xcayiae3+3i85jjmBM+BwwS9uopjWTAIdSXxCAaVSoW5oXMlKS7Ha45jbsgI\nCgZLFkNrK3N1cvprGOvXA99+Kz6ZsFRm+Kei7tYVPPOchXonRv3TkhbHa44bKoHFxWwNshOKYDBH\nYqIwwWBhYfF09UTo5FBcuCYu+iOvPg+J6kS4O7uL+pxghAg+AQvnmjXMXD97Vsa28XBsawaco07A\n0ZHH/TFxIjvIp7dBm1OdY6rhjmXBUFLC78Pr7maLp4V0ChkhzJ0klhG1GBISmB+Ij8uXgaQk3v2h\nKVOAp54CXntN5vaZYd83zpjYkQaPRAt7igkJBtn+SlpL4OHigSAPvRPOhYWsf3ZCEQzmELJwFhYK\nkupzQ+cipyZH1NebaBByI8QdUVxsceF0dQX+4z+A//xPGdtmhvx8oCQ3Eq4TNZZrXRjtoxyvNRrP\ngQEW/WKnA0RW4ePDFkS+4hhlZaxvFirPZ4RkiH43m7qb0HKrZTh1g9xMnQpcvMh/j04wWGDDBpY/\nSWzSVrFotcB//RewKCkDxy2Np1H/jlUfM3QjAax/yTKkMpeIIhjMYSTVOblwAZg2jf8eAPdH3o8D\nFQdEff33Vd/jnjBzu6syYEnwaTRM8E21nNV13Trg0iXg1CkZ28fByy8DL/5WhQWRCyyPp94GdGdP\nJ4painBn0J3Dfy8rY7Gubm5mHjCKUalY//jez8uXBSktaYFpqLtRh8auRsFff7jyMO4Ou1u+NC3G\nhIWxlC18BZcECgY/P+ZS+sMfZGwfB7t3Mxn8zAP34+DVg/w3p6QYCIajVUdxd+jdhvcoFsMoJSKC\naWTmcgoRsdVQgGBYELEAx2uOo2egR9BXd/d1I7cuF/Mj5otpsTiSk/m1sooKFt8/ebLFR7m4AC+9\nBLz44shFKB07xubK2rVAZlQmvquwEKQ+depQSMrhysPICMkwrIB3/jzPDuEYYPp0/pCbc+dYTLEF\nHCc4ChO0euy/sh+LohZZvlEqKhV7Py/x1DMpLBSsUW/YAHz1lbAIbSn09zOr+Y9/BOaGZqCopQht\nt3giGqOjWfBHdzc0Wg0OXj2IzOjM4b9rtUypUQTDKMTBgS0u58wkwauqAiZNMsjTYg5PV08k+ybj\neM1xQV99tOoo0gPTMcllkogGiyQxke3KmRN8588LEno6nn6aydEvvpCpfXpoNCzC5LXXmBB6IOoB\nHKk8YraiGwAgLW1o42Nf+T4sijZayET2b9Sh1z9OBAoGQKCgHURLWhyoOGC4kI0EfO4knVKWIizd\nt6cnEw4vvCBj+/R4910W1b14MeDi6IJ7wu/BoauHzH/A0ZFZc4WFyKvPQ9CkIMOw36tXWUSSAKVs\npFAEAx8zZwJnzJwMFehG0pEZlYn9V/YLundf+T4sjl4s+NmScHTkF3wi++foCPzlL2zyWYqCFcuW\nLSwi+NFH2e9+7n6I9IzE6frT5j80KPjoxg3sr9hvOp5j3WJITQUKzKRbIRItGA5ePQiN1nIOiQvX\nLsDDxQORniMcX5+Swt5BLq5cYUqZiBPrzz/PAoG+/lqm9g3S2gr86U/AG28M74MvilokzKK9cAH7\nr3C8m2fOsOPbdkQRDHzwCYYzZ9jkFMjS2KXYXbrb4mEiLWnxddnXWBKzRExLpZGWxnZ0uTh7VvDC\nouPee4HZs9lEkYvGRuB3vwPeftswAGVpzFJ8VfKV+Q86OgIpKSg//CmcHZwR660XVkzEFtWxLBiS\nkpjVylXtrLKSJbRSqwU9KmRyCAInBeJkreVT0F+WfIllsctENlYCM2cCp80I/rw84M47uf9mBmdn\nprj88pfyKi7PPccKBCUmDl9bErMEe8v38oeop6UBeXnYU7bHdK7n5QGzRuBgqwgUwcBHerr5hfPE\nCSAjQ/Cj0gLSQEQWk+rl1uViksskJKlt4F801z+Nhu0k33WX6Ef++c9Mw8+VlgXEACK2cfjTn5qu\n4dnJ2dh5eSdn1awh0tJQtv8TZCVlGaYVKS1lC6cdCqDIhpMTEw5cVsOpU6IXzqy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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "nc=int(len(nts)*.5) #arbitrary choice of num of components \n", "#pd=decomp.PCA(n_components=nc)\n", "pd=decomp.FastICA(max_iter=int(3e3),n_components=nc)\n", "\n", "pdc=pd.fit(nts)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "#try to reconstruct...\n", "x=np.array([+10*sinewave(xs,nw=4) #an even num of waves\n", " ,+7*sinewave(xs,nw=5) #an odd num\n", " ,const(xs,c=3)]) #a constant\n", "\n", "#recontruct signal\n", "recon=pd.inverse_transform(pd.transform(x))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(x[0]);plot(recon[0]);#even number of waves\n", "#is sort of reconstruted" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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RwD1ucM+Se7C/bT/v4+ALv5/4mUPrvlhcFtR0kHLiQi0utZo0DZpMpng4RYUK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\nzTidnc4WdDvdabttZ3Zn7HjpVpx2y7a1Sq2rrlrECnhbWCv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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(x[1]);plot(recon[1]);#odd number of waves is not" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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mwul1YkTMCIyMG4lOTyfGp4xHY1cj0uPTYbfa0e5qR05SDhq6GpAamwoLLHB6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\nanWQTMSKPs+RW1ldx/vYMzU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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(x[2]);plot(recon[2]);#constant is sort of \n", "#reconstructed" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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