diff --git a/tuto_filter.ipynb b/tuto_filter.ipynb index ee06473..2f58192 100644 --- a/tuto_filter.ipynb +++ b/tuto_filter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 479, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 480, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -34,9 +34,16 @@ "%matplotlib inline" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This `%matplotlib` command is an ipython magic which inlines all matplotlib figures in the notebook." + ] + }, { "cell_type": "code", - "execution_count": 481, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -53,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 482, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -75,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 483, + "execution_count": 6, "metadata": { "collapsed": false, "scrolled": true @@ -83,9 +90,9 @@ "outputs": [ { "data": { - "image/png": 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szVkSkxA58kjzsaomEmUClekyObfEqUtt2oSXjWXLhCv98ccDV19tPqbUmki9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\nyLU53n/fm0dWbgS9EylMhkQFh4tBqYTIurAnAGZDhD2JOYQ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Fm/fMdSbFrt0xSbI+wraXSpKNkcI67512Aq6+2j0dG64Le2fMiHY2CXu/o0eHD6pcg0jq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\nO9dRouDiiy8L13T0jkCwvRfJv2nSE9u+zYRpC9Q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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -98,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 484, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -114,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 485, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -123,7 +130,7 @@ "data": { "image/png": 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7p/IiJJ/JQBvhRn8TgPdX6H8zcHQZm48fP97ToBG/ta5bbf/O+tVrr3V5PTz+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\nahDuvsLMzgfuJ5zmepO7v2h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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -145,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 486, + "execution_count": 9, "metadata": { "collapsed": false, "scrolled": false @@ -153,9 +160,9 @@ "outputs": [ { "data": { - "image/png": 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1jujgwellpHU667UsbkSPUCL9+9vCU7/9bXoQN85RR5WPiyxYYFZKJdJcWtVa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\nHcdxnN1pSmBdRI4ADsHmdsxW1ReCfyR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KFdnTe6GcgytL4FSrR9QWaUq5GWMikO2h5rmnItUVUT0G1mtRInl34cvqW3nq\nEJWRVo+8Icpqz0gtnkie66N6ZJXhnkgLGD7cFkRV7lL47LNw4IHVrx85MnlfkWgefq3hrGrCBrJD\nWnmERTWrtdZwVh4PAKorkWqeCGR7RHmUyG67Ze8sWKsSUc13X2sNc0b1qEWJ5JniW0s4a9MmM/TS\nFivmKSPP/ahWRh4jqR7hrFrvB9RuXNSCK5EMkgbXFy40T6Qao0cnC76NG6vPw4f6dIpay6iWP6se\nIYe8nkiaAsgTzoJsJZJXmdUqtLKE75Yt1t5pyRcjssZEQvpFLVbrXnvZoHVaQspaPZG8CqDWcFa1\nMvL076xcYiGGQS1RB3BPpNuSNLgehbOqkWY9572h9bA4a/VEIN1dj0IOzfBEslat5wlnRWXU4olA\n7YIvS+DkvR+1hqKgdss3voi0km3bslPhRERtkeTl5hHeUF0BNMMTicYjktpz40YzCtISrUbUwxOp\nRxlFcSWSQZIn8swztXki9VAieWLnecqoxcLZvNmESdZ0UjBhsXlzstUa4omkKZGlSy3zcjWylEje\nkFiawMna1zxOnz7WHkmKPW+Ish79IstqrdW4qJYKJyLLy80jvKG6Us87JlKLJxLVI6k9Q571Wu9H\nrd5lLbgSySBJicyd2zWNShKjRiWPieS9ofWwLOrhiaQ9IHkfsD590h/2WsdEVK2Na1EiO3bYFMo8\nQitNcEYba2Wt24mXkdSe9QhR5vVQ6yFwsvpFHuEdlZGliKrRHTwRSO8X9fIimiUviuJKJINDDrHV\n6VH67tWrzf3OEz6pRzgr7UGv1WqttoNenLQHJO8DBukPe61jIuvWlTcBq0aaElm92tohLXVGnFqF\nHqQrkZB7Wo8QZVK/2L7dQkzVQlGQ3hZ5xyKyyggJZ6XNmAsZE0mqw+bNVm6evpWmUEMNg6TfUS9P\nZJdSIiKyj4jcISJPi8jtIpLYZUXkeRF5TERmi8hDza4nWCzz4IPL6U/mzoUjjsiXPmD06No8kXqE\notI8kZdeMqu52uwXSBd6IYIzTYmEjImsXNn1IVu2LJ8XEi+jkrwD85BtfdeqRJo5JpImcNats/h+\ntXU7kG5c5DUMIF2J5DVQBg2yZ3TTpq7v5fWI0hYs5smbFVGrJ7LbbvY7XnwxuR61hJ2jxYq7lBIB\nPg/coaoHA3eWjpNQoE1Vp6rq8U2rXQXxkNbs2XachzRPJO9AcCNnZ+UNe0Dt4SywhzlJgOcVOFGK\n9co0MHm6Q7iRAAAgAElEQVTHQyBdieQdD4HaLWeo3RPJWkRaqycSEjvvDuGsqIxKJdDRERaWq9XT\nTrunIe2ZpthrfdY3bDBvKmuxYq20Qom8utlU6e/bMj7boJRh+TnqqPIuh/feC697Xb7rRoywTrFz\nZ+fzeS3fIUNsZXzlgHSe5IsRaZ5ISIy0HuGspIV+W7bYb9t773xlJCnlZctgbJcdZrLr0NHR+Xy9\nlEizPJFoeniS1VqrJxLSL7pDOAuSvdz1622Vd7VZUVEdVq3qqpRD6lBrOAvSFXutE2DyjqnUQiuU\nyIhYNt5VQJrdosCfRWSWiPxzc6rWlTe/2Ta3euUVUyKnnJLvuv79TdBXPiTVNlCKiHbCq1QCGzfm\ntyzSrJPQzl0PT6TyQV+61BRA3syiY8bYNXFCwlkDB5pgqfRm6qFE6mG15h2jguT7umWL/a22ziSq\nQ5onUqtxERrOSgol1RoqXbYs3zMG1l79+3dVynmzKUD2TLVmeiLRNgFxGj0eAg3aT0RE7gCSot3/\nN36gqioiaRtUvVZVV4jIcOAOEZmvqvdWfmjmzJmv/t/W1kZbW1vheicxZYp1tA98AA47LL/QgvI0\n37iQyhvOgrLAiX9n3rAHpMfPQy3OpM69fDkcd1y+MkaOhPvu63xuyZL8XgRYwstFizqfW7Ysfx2i\neqxc2bn9li83bzMPWbPMsjbWipOmREKEb+RhxjMnhAqsKCQWV+J5x6igsZ5IXkMrrYwQ4wLKg+vx\nzafyzvqL6pB0T1euzG+gJCn27dtt/DLPRIeBA81L3bix8+ejftXe3k57e3u+ygTSECWiqm9Oe09E\nVonISFVdKSKjgMQJdqq6ovR3jYj8DtuXPVOJNAIR+P734eKL4fLLq38+TjTN95hj7Diakpq3YyVZ\nnKEWa9ImRiFKJG08I+RBHzeuqxexdKmdz8uECTZTrrKMc87JX0akROJTtFesgGnT8l0fz/oan867\nbBmcfXa+MrKUSF4BntQvQgTWgAHlPc7j4cR6eGWhwrfSi9i61QRn3j6e5omEKJGoHhMnls8tX275\n8/KQ5omsWBF2Tyv7RaSQ80x0iOrxwgudlUh0TysN7J6+KdVNwEWl/y8Cbqz8gIjsLiJDSv8PBk4H\nMjZ7bSynnQZPPgmvf33YdZULDtets4c3z6woSBYWIcImCm1EoY6IEKt1r71sXKdyBkyIsBg/HhYv\n7nwuCmfl5YADuiqR557L3mGyktGju+ZCCxGcaWnpQ4RWmhIJ8QKSBE7I9VE9Kn9HiCKKpl3Hx5hU\nwzzMMWOs7eJE9yOv4Bw9umsZoUokadJFSEgs657W4omEKKGojEqFGtK/i9IKJfJ14M0i8jTwptIx\nIjJaRP5U+sxI4F4RmQM8CPxRVW9vQV1rorKDh4SyIN3iDOlYSWWEdCwREwrx36Fqx3nLGD3a6hBP\ncbFkSbgn8txz5eOdO6tvU1zJAQd0DYktWWJKLi9jx3ZVRLUqkZdfNus77ySDJC8gtF8kZVQIEVq7\n7WYGRrwemzZZf8nakzzOqFHmKcf7RagCGD8++X6EGCjjxnUtI8RI2ntvu3/x3xEtYq1lTCRUAdR6\nT4vSdCWiqutU9TRVPVhVT1fVDaXzy1X1LaX/n1XVo0uvI6JNq3oaBxxgubYiQkJAUB8lkiRwQjtn\npcW4YYOFRLK2pI3Tt699X7yMUE+kMpy1bJlNXMgzkBwvI66Itm613xLSnpUCZ9s2E54hwmL9+s4b\nIeXdVyUiKRtCyEAw2D1NKiOkX1Qq1NDJEn37WtvH+0URJVLp5YaWMW5cchl5n9U+fbqGfVevtnud\nZxErpN/T0Oe0soxd1RPpNRx4YGclsmhRmPVda8gBkq2TIsIiPqYR+pBC14c9dGB91CgTvlH2gLzZ\nlONUKqJFi6xeeYU3dB3fica48pbRr5/d17jACVUAafc01BNJCiWFKtR4W4QaBkllFFUA8VlJtXoz\nO3aY8RZyTyoVauj9SAvt1XpPQ5/1IrgSaSAHHWTCLiJU8NXjQU+ycELLqOzgoR4VdFYiqtYW8YHM\navTpA5Mmwfz5dlxEiVSOqzz/fPY2x0lUCosiCrWyPUPGuSB5zUwRJRLvFzt3Wmgp78wq6GpcFFUi\nle0Z0rf23NO84nXrOtejFk9k1SrzIvLkQouXEW+LWr39ImUkZclwT6SHM3q0hUs2b7bjUMGX1LFq\nFRYhCQfT6hH6oAPsv385lLRsmS2mzBs7jzjySHi8NL3iiSfyJcKMM3asPVRRKKmIEkkSeqFKpFL4\nht7TtNBHLYZBlEMsVHAmhbNCqIdS3n//shLYsMFCjCH9u9ITWby49t9RZOxy8+aypx2VUYsi2rnT\nPKqQtiiCK5EG0qdP5zj8woX5dkWMaIQSCY3VQlehFzorCiyZ5bx59v/TT1tOslCiLYvB9nnJu74j\nYsAAC1FEAmfBgvDfUWlxFhU4lUokJHSS5ImEejOV/SJkokRE5e8IDddCV0UU+oxAZy93wQLzcPOO\ny4C129q1NsEhqkOIlwzJ/SKkLUS6Pu+1eiKrVtmgfyNTnoArkYZz0EHWsaMQTognMnKkWRLRJkaq\ntQucIrM1KicIFAklHXGEeQ9QXIlMmQJz5piFNWcOHH10eBmHH16uR960/nEqQx/PPGNhthAqhcXi\nxWEzxKJp19Eq646OsPVHUR3iAid0pht09i7B2iL0vsb7lqo9K6HtecAB9t1Q7Ppo4kekzCJFFEKl\nJ/Lcc+FebmW/CA3L1eOeFsGVSIOJBN/ixTaTKE/Oq4jKQdgNG2xlasiMpErrpEiMdOJEUxxRHrAi\nD9khh9h127ebN3HYYWHXg+Ute/BB+Otf7aEt4qYffbTdD7C1P0VCYuvW2ZROKCa0Ki340LCaSGfj\nYMUKszjzrj+Ccr+I1nkUEXqHHGJjVNGgdhHj4NBDyx7qCy+Y9553oWHEEUeUM20X6ZtQ/i1QzEiq\n9ESKCPC4Etm2zbyj0PGhjg5btQ7FIgZFcCXSYI47DmbNstdxx4W52dC5Yz3/vFl/IVTGz0OtXrBc\nXfvu29lSC33IBg0yIfXEE/DAA3DiiWHXg1ngxx8P73oXvOUt4deDKZFHHzWBtX59uODs29cEZSRw\ningiSWGg0PsazyVW5PpBg0xYR2UUEXrDh1t7rFplBs6WLeEGygEHmJG0ZUtxBRAfK3vySZg8ObyM\nww+vTRGNH9950kYRpRzvF88/b4opJOwsUo58RHVwJbILcPLJljfqjjuKCc64EinSKfbbrzzYCBY6\nCI05gz2YTz1lVvgrrxTzAk47Da65xjr51Knh1wN861vwxjfCpz5V7PrXvAb+9jdobzfPJuQhjYis\n582bzVoMHQeYMKEcwunoMMUeqgQOOqhcxqJF4QILTPlFYaAiQg/KFvxTT5lyDTWS+vUzgf3UU7Up\ngHnzzFN++GG7x0XKmDvX7sfcuXaPQxg92gbFo+dj9erwsbKJEzvfjyIK4OCDay8jlFZsSvUOEZkr\nIjtF5JiMz00Tkfki8oyIfK6ZdawnI0eaB3L55XDeeeHXxwcNi3SKfv2sjEjgPPtssY516KHmRTzy\niCmAUGEBcMEF8J3vwLnn2ornIhxzDPzyl8VnnBx4oFnQ//qvcPrpxco49FATNLNnWyglVBGNH2/C\n5sUXzYofMiQsRAkmcCKLs4iHCiZwnn7a/i/aLw4/3MKTDz9czhEXypQp1q8efBBOOCH8+iFDrO63\n3mrtecgh4WUccYR5qE89ZV53aEhNpGxcLFhg9zhkphuYAo083KIKIG4YFL2nobTCE3kcOBe4J+0D\nItIX+AEwDTgMuFBEAm2D7sMvfgF33lmsc0ceANSnYxUt46STzIIvaumBWf733Qc/+EGx6+vFV79q\nIZD3v7/Y9SedZOMyRcNyffqYAH/qKRPiRUI4cSVSa7/YutW8mSKTHU45xby6++4zr7sIb3oT/OUv\n1qZF2hPgrLPgoovMMCjiXU6dam1w/fXFFBnYON+TTxabOQgmH6JnvWi/mDTJrlU1o++II8LLCKUV\naU/mq+rTVT52PLBAVZ9X1e3AdUBAvtbuxahR9qAUIT41tlZhoVo8nHXKKXD33XDTTfCGN4RfH3Hy\nyWY5tpKzzoJbbrExliK87nUmKK64wkJrRYis1qICJ65EHn88fIIAmICZM8eEzcEH59vEqZJTT4Wb\nb4YbbrC9d4owfTpce615ZkW9mYsvNo9/xoxi1/fvb+Ns//EfcP75xcqI2nPOnGL3dOTI8oD67NnF\nQr5RHZYvN2Ol0XmzoEGp4OvAGCCeEm0pUNA+6NkcemjZxX3ssWLCYtIkEzRLltiAat5Ef3HGjoXX\nvtas76JhoF2FQYNMaN12W/EB/iOPtBDOpk1he6JETJ5shsG2bRZay5u2PM5JJ5ln+de/5t8PpZKR\nI+Gb3zQDJXQMIGL0aPjzn8PSxySVceutxa6N+Pa3zUB6+9uLXX/aaRayHjrUxu5CETElev/9pgiK\nKJGjj7bw5m23WVlFws6hNHtTqi+o6h9yFJG2UVUXGr0pVasZNcoWQc2da5ZaES/iqKPgZz8zoXXs\nscU71g032KBh0fGMXYmvfMVeRTntNAunbdli4zOh7LGHKZJrr7X4fRHDYOhQM0o+9Sn47W/Dr4+4\n+OLi10acemrtZdTKqFHwoQ8Vv37KFFOmixfn30a7ktNOg//8T1PIoeMyYB7VKafAhz8M3/1u+Xwj\nN6USrdxPsUmIyF3Ap1X1kYT3TgRmquq00vG/Ax2q+o2Kz2mr6t9M3vY26xwbN8LtBRLib9tmg4Xv\neY89KEVdfqd+7Nxps7qGDjUDoYhi//Sn4dJL4YMfhB//uFg97rvPZsxdemn4QLDTlSitTuiMvYjn\nnjND8bLL4CMfKVbG7NmmQC67LD3TtoigqnXxU1qtRD6jqn9PeK8f8BRwKrAceAi4UFXnVXyuVyiR\nX/4S3vteuPLK4oPB55xj4xmPPVYs9OHUn9WryxtdFWHRIvg//wf+67/C16o43ZeXX7ZFxY2kRysR\nETkXuBTYF9gIzFbV6SIyGvhJtKeIiEwHvgf0Ba5I2lOktygRVZsZddJJxWPGS5eaAjnzzPrWzXGc\nnkePViL1pLcoEcdxnHpSTyXiK9Ydx3GcwrgScRzHcQrjSsRxHMcpjCsRx3EcpzCuRBzHcZzCuBJx\nHMdxCuNKxHEcxymMKxHHcRynMN15U6rnReQxEZktIg81s449kUYlV+uJeFuU8bYo423RGLrlplQl\nFGhT1amqenzjq9Wz8QekjLdFGW+LMt4WjaHpeTtVdT7YsvscNCEbvuM4jlOU7jwmosCfRWSWiPxz\nqyvjOI7jdKUhCRjzbEqVtZ9I6f1RqrpCRIYDdwCfUNV7Kz7j2Rcdx3EKUK8EjA0JZ6lqwd2WO5Wx\novR3jYj8Dtt3/d6Kz3i4y3Ecp4W0OpyVqAREZHcRGVL6fzBwOjYg7ziO43QjWjHF91wRWQKcCPxJ\nRG4pnR8tIn8qfWwkcK+IzAEeBP6oqgU2hnUcx3EaSY/elMpxHMdpLa0OZ+VCRKaJyHwReUZEPpfy\nmUtL7z8qIlObXcdmUa0tROTdpTZ4TETuE5EprahnM8jTL0qfe42I7BCRtzezfs0k5zPSVlq8+4SI\ntDe5ik0jxzOyr4jcKiJzSm3xjy2oZsMRkStFZJWIpA4F1EVuqmq3fmF7rC8AJgD9gTnAoRWfORO4\nufT/CcADra53C9viJGCv0v/TenNbxD73F+CPwHmtrncL+8VQYC4wtnS8b6vr3cK2mAl8LWoHYC3Q\nr9V1b0BbvB6YCjye8n5d5GZP8ESOBxao6vOquh24Djin4jNnAz8HUNUHgaEiMqK51WwKVdtCVe9X\n1Y2lwweBsU2uY7PI0y8APgH8L7CmmZVrMnna4l3A9aq6FEBVX2hyHZtFnrZYAexZ+n9PYK2q7mhi\nHZuC2pKI9RkfqYvc7AlKZAywJHa8tHSu2md2ReGZpy3ifBC4uaE1ah1V20JExmAC5LLSqV11ADBP\nv5gE7CMid5UW8L63abVrLnna4ifA4SKyHHgU+Jcm1a27URe52fS0JwXI++BXThfeFQVG7t8kIm8E\nPgC8tnHVaSl52uJ7wOdVVcXy7Oyq64rytEV/4BjgVGB34H4ReUBVn2lozZpPnrb4AjBHVdtE5CDg\nDhE5SlVfbHDduiM1y82eoESWAeNix+MwjZn1mbGlc7saedqC0mD6T4BpqprlzvZk8rTFscB1pTxt\n+wLTRWS7qt7UnCo2jTxtsQR4QVW3AltF5B7gKGBXUyJ52uJk4CsAqrpQRJ4DJgOzmlLD7kNd5GZP\nCGfNAiaJyAQRGQBcAFQKgZuA9wGIyInABlVd1dxqNoWqbSEi44EbgPeo6oIW1LFZVG0LVT1QVQ9Q\n1QOwcZGP7oIKBPI9I78HXicifUVkd2wg9ckm17MZ5GmL+cBpAKUxgMnAs02tZfegLnKz23siqrpD\nRD4O3IbNvLhCVeeJyIdL71+uqjeLyJkisgDYDLy/hVVuGHnaAvgSsDdwWckC3667YCr9nG3RK8j5\njMwXkVuBx4AO4CequsspkZz94qvAVSLyKGZI/5uqrmtZpRuEiPwKeAOwb2mB9wwsrFlXuemLDR3H\ncZzC9IRwluM4jtNN6bbhLBE5B3gLNo/7ClW9o8VVchzHcSro9uEsERkKfFtV/6nVdXEcx3E609Rw\nVloulyq5br4I/KB5tXQcx3Hy0uwxkauwfE6vIiJ9MSUxDTgMuFBEDhXjG8AtqjqnyfV0HMdxctDU\nMRFVvVdEJlScfjXXDYCIRLluTsNW1+4pIhN705RNx3GcnkJ3GFhPyt9ygqp+AvjvrAvF91h3HMcp\nhNZpe/HuMMW3JkUwY8YM7rrrrpanXW71a8aMGS2vQ3d5eVt4W3hbJL/uuusuZsyYUS/ZDXQPTyRX\nPqg0Zs6cWe/6OI7j7JK0tbXR1tbGJZdcUrcyu4MnkifXTSozZ86kvb29UXVzHMfZZWhvb6+74d3U\ndSKxXC7DgNXAl1T1KhGZjqXtjnLdfC1nedrM+ndn2tvbaWtra3U1ugXeFmW8Lcp4W5QREbROYyLd\nfrFhFiKiM2bMeNVFcxzHcdJpb2+nvb2dSy65xJUIuCfiOI5ThHp6It1hTCQRETlARH4qIr9tdV0c\nx3GcZLqtElHV5zRHviwfWHccx8nHrjCwfiWWmXe1qh4ZOz+N8sD6T1X1G7H3fquq70gpz8NZjuM4\ngfTkcFbu3FlNrpfjOI5TgKYqEVW9F1hfcfrV3Fmquh24DjhHRPYRkR8DRydk9nUcx3G6Ad1hxXpa\n7qx1wEeqXRyP7/lUX8dxnK5EU3sbQXdQIjUParjycBzHSSeSkY1QJt1hdlZNubMcx3Gc1tH0xYal\n/UT+EM3OEpF+wFPY3iHLgYeAC1V1Xo6yfHaW4zhOID12dlYpd9bfgINFZImIvF9VdwAfB24DngR+\nnUeBRPg6EcdxnHz0+HUi9cY9EcdxnHDq6Yl0h4H1RERkMPAj4GWgXVWvbXGVHMdxnAq6w8B6Gm8H\nfqOqHwLOTvuQh7Mcx3Hy0ePDWSFpT0Tk88DNqvqYiFyjqu9OKM/DWY7jOIH02IF1wtKeLKU89bc7\ne0yO4zi9lm6b9gS4AThPRH5EwHa5juM4TvPoDgPraWlPtgAfqHaxpz1xHMfJxtOeVMGVh+M4Tjqe\n9sRxHMfpluySaU+2bIG1a2HcuISLHMdxejk9dnZWs9KefOpTMH58/ertOI6zK9Dj14nUmzRP5Lzz\n4IYboAf/NMdxnIbRYz2REETkABH5qYj8ttV1cRzHcZLptkpEVZ9T1X9qdT0cx3GcdBquRETkShFZ\nJSKPV5yfJiLzReSZWvZQ99xZjuM4+eiRYyIi8nrgJeAXsRlZfbEZWadhU3wfBi4EjgOOAb6lqstL\nn/2tqr4jpWwfE3EcxwmkR42JhKQ6UdWrVfWTqrpcRPYRkR8DR9fiqTiO4ziNo1Ur1hNTncQ/oKrr\ngI9UK8jTnjiO42SzK6Y9qWugyZWH4zhOOo1Me9KUdSIJq9RPBGaq6rTS8b8DHar6jcByfUzEcRwn\nkB41JpLCLGCSiEwQkQHABRRM9+6zsxzHcfLRU2dn/Qp4AzAMWA18SVWvEpHplHczvEJVv1agbPdE\nHMdxAqmnJ9LwMRFVvTDl/C3ALbWWP3PmTB8TcRzHyUGPHRMpioicg+3JvifmrdxR8b57Io7jOIH0\nKE+kFlT198DvRWQo8G3gjiqXOI7jOE2kKQPrdUh98kXgB0lv+MC64zhOPloysC4iU4BDsLUd81T1\nieAvKZj6BFgBfB24XVXvTCjXw1mO4ziBNCWcJSJ7Ab8HxgOPAgIcKSKLsRQlm/J+iareW1orEufV\n1Cel74tSn3wduLp07mJsx8M9RWSiql6e9zsdx3GcxpM1JvJlbD3Hm1S1A171Hr4GfAX4RI3fnSf1\nyaXApVmFeNoTx3GcbBqZ9iQ1nCUi84AppQSJ8fP9gcdV9ZCgL+q6av08YJqq/nPp+D3ACaqaWzlV\nC2dt3gy77x5SS8dxnF2fZq1Yf6VSgQCUzr1ch+9eBoyLHY/DvJEgsgbWBw8uVC/HcZxdkkYMrGeF\nswaKyDHYWEjc3BdgYB2++9XUJ8ByLPVJ4sJEx3Ecp3uSFc5qJyPbrqq+MfeXNCj1SVo46/zz4frr\no3qGlOg4jrPr05TZWaraVo8vKJXVsNQnlWlPXnwRFi6spUTHcZxdk6amPRGR1wBLVXVF6fgi4Dzg\neSyN+7q61qQASZ7I+94HV19dPnZPxHEcpzPNGlj/H0oD6CJyCrbo7+fAptJ7DUVEDhGRy0TkNyLy\nwbzXLVpkfz/zGRgxAu7wRCmO4zgNI2tgvU/M27gAuFxVrweuF5FHG10xVZ0PfFRE+mB7sF+R9Lmk\ncBbAW98KW7fC/Pnw5jc3uraO4zjdn2aHs54ApqrqdhF5CviQqt5dem+uqh6e6wtErsQy8a6O1oiU\nzk+jPKj+06RdDUXkrcDHgJ+o6g0J73cJZx12GMybB088Ab/7nSmSr3wlT00dx3F6B80KZ/0KuFtE\nbgK2APeWvnwSsCHgO64CpsVPlFa+/6B0/jDgQhE5VETeKyL/JSKjAVT1D6o6Hbgo75f1729/993X\nwlkrVwbU1HEcxwkia3bWV0TkL8BILAFiR+ktISDlSQ15s94AvB3YDbgr7/dFSmSffWDkSFi1Ku+V\njuM4TihZCRgHAScCE4H9ROQKVd2hqk/X4Xvz5M26G7i7WkGVubN27Gjj9783ZeKeiOM4TmNzZ2UN\nrP8ceAULY52JhZ3+pU7fW9eJt/GB9S1b4JBSVq+RI12JOI7jRDKyEcokS4kcGkuWeAW230e9qEve\nrCTiSRdHjIA1a2DHDujXrfdwdBzH6Zlkzc6arapT046DvqRrBt9+2IZUp2J5sx4CLlTVeYHldpmd\ntffe8Oyz9hfgiCPgu9+F008vUnPHcZxdj2bNzpoiIi9GL2xDqug494ZUpbxZfwMOFpElIvJ+Vd0B\nfBy4DXgS+HWoAomozOJbmf79ne+EH/6wSMmO4zi7Fi3ZHrc7U+mJrFgBBx8MmzaBlHTs/ffDJz8J\nDzzQoko6juN0M5rlibQcERksIg+LyFvyfP6mm+Dcc8sKBGD4cBsXcRzHcepPt1YiwL8Bv8774Uce\ngeOP73xu+HAbI6k87ziO49ROw5WIiFwpIqtE5PGK89NEZL6IPCMin0u47s3YeEmmHxEfE5k1C445\npvP7e+5pfx+u59wyx3GcHkiPHBMRkdcDLwG/iM3O6ovNzjoNm+77MLar4XHAMcC3sJxZg7H1KVuB\ncyunYsXHRLZtg2HD4IUXYNCgznVYtcrGSjZs6BzqchzH6Y00ZVOqelE07QnwxdJ7FwFrErcwjDFn\nDkye3FWBAOy3H4weDbfeCtOn1/BjHMdxnE60agle1bQnEar686yCItfswQdh7Ng2oK3LZ0Tg29+G\nCy6AZ56xRYiO4zi9hValPWkkdU97snBhG2/M2PX9LW+Bf/gHmDTJpgIPHlzPGjiO43RfGpn2pFWz\ns+qe9uShh+A1r8n+zJe+ZH+/8hXfNtdxHKceNGWxYaPTnmzYAOPG2cB5377Z1yxebF7Jm99s6VAc\nx3F6Gz1qYL2U9uQNwDARWQJ8SVWvEpEo7Ulf4Ipa0p4MGdLGMce0VVUgAOPHwz332H4jS5fCb35T\n5Fsdx3F6Hk3dHrcnEHkiX/+6rUr/znfyX/u3v8Eb3mChrc9+1qf+Oo7Te+gVaU9EpE1E7hWRy0q7\nHKYya1b18ZBKTj4ZFi6EX/4S3vpWWLSolto6juP0TrqtEgE6gBeBgVQZdJ81C449NvwLxo+3a088\n0a7/7ndt7xHHcRwnH9027Qlwr6qeCXweuCSt/M9+diYvvNDOQQcVq9+AAfDFL1p4649/NI/m9tuL\nleU4jtOd6VVpT1R1eemzA4BrVPUdCWXrLbco3/oW3Hln7XVVhRtugE9/2taTfOELZK49cRzH6Yn0\nqDERVb0XWF9x+tW0J6q6HYjSnlytqp9U1eUicq6I/Bj4BfDfaeXPmgXHHVefuorAeefB/Pm2mdWH\nPgQnnQRXX225uRzHcZzOtGqdyPnAGar6z6Xj9wAnqOonAsvVyZNncOSRcPjh5VWZ9WLHDrj5ZtsZ\ncfZs+MAH4CMfgQkT6vYVjuM4Dadyau8ll1zSczyRFOqmuZYvh3PPbWPmzJl1VSAA/frB2WfDbbfB\nfffB9u3m9bz1rXD99fDSS3X9OsdxnIbQ1tYYGQmt80ROBGaq6rTS8b8DHar6jcByddgwZc2a5q3z\n2LIFrrsOfvUrS/r4xjeaUjnjDFs17ziO093pUWMiKcwCJonIhNLA+QXATUUKGjZsJnff3V7PumWy\n++4W1rrjDkuh8o532KD+1Klw2GG2n/utt8LWrU2rkuM4Ti566uysV9OeAKsppz2ZDnyPctqTrxUo\nW4/bxywAAAxvSURBVL/5TeWzn61rlQuxc6dtz3vbbfaaM8cG5c84A04/3cZs+nTnVTmO4/Qa6umJ\n9Pi0J+985ww+/OH6DqjXg40b4S9/MYXy5z/D+vWmVE44wV7HHw9Dh7a6lo7j9CaiAfZ6Dqz3eCXy\nhz8oZ53V6ppUZ/lyuP9+G0d58EHzWsaMscWNxx4LRx9tL1csjuM0ml7hiYiIAF8GhgCzVPUXCZ/p\nMUqkkh074MknbR+URx6x8Ndjj8Hw4WWFcuSRcMghMHGirax3HMepBz0qFXwNvA3bRvcFMnJnXXvt\nTPbYo/uFs6rRrx9MmWKviJ07LSnknDm2LuVnP7OFj4sXW56vQw4pvyZPtr/DhrXsJziO08Pokang\nReRK4C3A6miKb+n8NMoD6z+tnN5byqe1TlV/IiK/TUt78sc/Km95S0N/Qst5+WVTLvPnw1NP2d/o\nNWBAZ+USKZgJE0xROY7jVNLTPJGrsLQlr4ajSrmzfkAsd5aI3EQsdxbmfbxSuqSjCfXstgwcaNOH\nDzus83lVWLmys3K54w77u3w5jBhha1fSXvvt5zPGHMepjYYrEVW9t7TYMM6rubMARCTKnfV14OrS\nuRuA/y4lcGxvdD17IiIwapS9KhNFvvKKKZIlS8qvZ56xGWNLl9rxxo02uD92bLqiGTbMN+xyHCed\nVgU8xgBLYsdLgRPiH1DVrcA/VSvommtm8vDD9n+9c2f1ZAYMsJBWVp6vbdvKCiV6Pf645QuLjl9+\nuaxk0pTNXnu5onGc7kwjxkIiWqVE6jYQI+LKoyi77WYzvyZOTP/MSy91VTQPP2wp85cssfe2bYN9\n97WZZdEr63jYMOjbt3m/03F6O5GMbIQyaZUSWQbEM02No8ruhU5r2GOP8oB9Gtu2wQsv2D73a9Z0\n/n/OnM7Ha9bAhg3mveRVOsOHm8JzHKf70aoEjP2wTalOBZYDDwEXquq8wHL1T39SzjyzvvV1GsvO\nnbBuXWfFUqloKo8HDOjsyQwdmv81cGCrf7HjdC961OyseO4sEVlCOXfWx4HbKOfOClIgEddcM5Pd\nd/dwVk+ib9+yQsiDKrz4YlmhrFtn3kz0WrvWpkDHz8VffftmK5m99oI994QhQ8qvyuM99vCZbE7P\np0euE2kkIqI336xMn97qmjjdFVXLqJymYKLXpk2mqNJeW7bAoEGdFUuW0okUz+67w+DB6X99LY/T\nCnqUJ1IUEXkd8G6sjoep6mtbXCWnByJiAnv33WH06OLldHTA5s3ZiiZ6LV5sSmnzZlM+SX+jV9++\n2Uom+pv23m675X+5wnIaQbftVqr6V+CvInIONmaSyC9/OZNBgzyc1d7e3uvbIKIRbdGnT9nDqBeq\ntp4nS9EkvbdmTfn45ZdtYkPa68UX29m5s+3V/W1ClE6e18CBNl4Vvfr3z/9///7NnRruz0hjwlnN\nGBMplPYkxruAD6SV/973zqSX9wvAH5A4PaUtREwIDxwIe+/dmO+YObOdmTPbAEv6maVwqimkbdvM\nw6o898ortnX0K6+E/b99u3lHIUonOtevn7369k3+P+n47rvbuf/+ttyfTzru29cMitCXSLHrKq+P\nlG5R5RtN9b3kkkvq08HoxmlPVHW5iIwHNqrq5ibU03F2afr1s3GaPfZodU0M1bIyCVFAr7xiM/x2\n7LBX/P+s4507TQnm+WzWsaqFN0NfRa+Lv9IQ6apgqv2tF9027UmJDwBXNrqOjuM0H5GyZzF4cHO+\ns847w7aUaE5U6N9vfANmzKhfPVq1TuR84AxV/efS8XuAE1T1E4Hl9typZY7jOC2kp8/Oqovwr1cj\nOI7jOMVo1fIpT3viOI6zC9AqJTILmCQiE0RkAHABcFOL6uI4juMUpOFKpJT25G/AwSKyRETer6o7\ngCjtyZPArwvkzZomIvNF5JnSLoi7NCIyTkTuEpG5IvKEiFxcOr+PiNwhIk+LyO0iMjR2zb+X2me+\niJzeutrXHxHpKyKzReQPpeNe2Q4AIjJURP5XROaJyJMickJvbI/S75orIo+LyLUiMrC3tIOIXCki\nq0Tk8di54N8uIseW2u8ZEfl+ri9X1R73wtaWLAAmAP2BOcChra5Xg3/zSODo0v97YAksDwW+Cfxb\n6fzngK+X/j+s1C79S+20AOjT6t9Rx/b4FHANcFPpuFe2Q+k3/hz4QOn/fsBeva09Sr/lWWBg6fjX\nwEW9pR2A1wNTgcdj50J+ezTJ6iHg+NL/NwPTqn13T00p9+oUYVXdDlwHnNPiOjUUVV2pqnNK/78E\nzMM29zobEyKU/r6t9P85wK9UdbvaVOoFWLv1eERkLHAm8FMgmlzR69oBQET2Al6vqlcCqOoOVd1I\n72uPTcB2YPdSlvDdsQzhvaIdVPVeYH3F6ZDffoK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U6VCzGN8QjaTro3U7rYo6DKtwlohMFZG7ReQJEblLRLoTztsgIo+IyIMi8tu0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\nbLj/r2EYxvDAtj1pQnzbk7vvdtN6Z89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