{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# t-SNE Cell Line Clustering with Gene Expression Data\n", "I'll use t-SNE to get an overview of cell line clustering based on gene expression data from the CCLE. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import tsne_fun" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18874, 37)\n", "always show cmaps\n" ] }, { "data": { "image/png": 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xua7TvFkzTCb5sSqEECLnWrZsicWSCBx3sIfrmEzHad26lTNjFWgyggshPJ6P\njw/9Bg5krq7jyKKmMcAOq5Wh0dHOjiaEEMJDNWjQgPvuewBN+9XBHn7DbNbp29fRpYU8jxRGQggB\nDBo0iFjDYJqd7RTwHlC6eHHat2/vgmRCCCE8kaZpDB8+DPgT+yd7J2M2x9C9eyRhYWEuSFcwSWEk\nhBBAxYoVGR4dzcuaxrc2tlHAKGApMG7iRMxmx1cOEkIIIW7Vq1cvqlatiq5/AfxtY6tUTKYv8feH\nUaNGuTJegSOFkRBCZJrw4Yd0fvxxumgaY4GsFt4+D/QD3gfGjx9Pt27dciWjEEIIz+Hr68vatWso\nUyYcXZ8DHCbrxRjOo+sL8Pa+zKpVK6hUqVIuJS0Y5PamECJfs1qtrF27ls8WLODsqVOkJCcTFBJC\nzTp1GDRokF2Dgq7rLP7yS0aMGMErH33EuyYTfaxWngSKAhbgJDA786mSj48P86ZPp0+fPi65NiGE\nEPlTQkICixYtYvny5Vy5dAnDMAgvWpS2bdvSp08fgoODbe6rWLFi7Ny5nccf78yWLYsxm8OwWGoC\nFQBvIB34C12PwWo9Q4kSZVm+fCvVq1d30dUVXPLESAiRL6WnpzN+/HgqlSvHI488wuFvvqHCjh3U\n2rePsM2bmTNxIpUrV+bhVq346aefbO5X13U+/PBDTpw8SfTIkXwZGkojoDIZe4+3Bf6oVImPJk3i\n3F9/SVEkhBDiHxcuXGDYsGGUKF6coVFRnN2yBb9jxwg4cYIL27bxwvPPU7xYMfr378/p06dt7jc8\nPJzNmzexfft2IiPb4+W1GZgJTAKmA9/RrNk9fPfddxw/flSKIgdpSil3Z7CLpmk1gZiYmBhq1qzp\n7jhCCDdISEiga5curP/hB3ooRRRQB9BuOiYZWAJM0nX2KsX0GTMYMGCA3edKS0vjwIEDXLt2DbPZ\nTJEiRahSpQqapmXfuIDZvXs3tWrVAqillNrt7jx5iYxNQoiDBw/ycOvWxF66RPPAQJqHhBDm5fWv\nY2ItFjZeu8aP8fGYAwJYtWYNtWvXtvtc165d49ixY8TGxlK4cGFKly5NyZIlnXUp+YozxyaZSieE\nyFfS09Pp3KkT2zdtYq1StLjDcb5AH6Cn1cozwMCBA/H19aVnz552na9QoUJy500IIUSWTp8+TbOH\nHsL7+nXeKVv2PwXRDcFmM52KFKFFSAgfnjtHqxYt+GXHDu655x67zhcSEuJQQSWyJlPphBD5yvvv\nv8+mjRv6130hAAAgAElEQVRZZrXesSi6mQ5MJmOhhH59+3L8uKMb5QkhhBC3F9mtGyohgZGlSt2x\nKLpZoNnMiFKlCLBYeLxjRwwjqwUVRG6RwkgIkW+kpaUxbdIk+hsGzexop5FRHPkrxYwZM1yUTggh\nhCf69ddf+Xn7dnqEhxNkx7YN/rrOU0WKcPDwYX788UcXJhS2ksJICJFvfPvtt1y8epUoB9r6AX2t\nVmbPmkVycrKzowkhhPBQ06ZNI9zHhxoBAXa3reLnRxk/P6ZOmeKCZMJeUhgJIfKNebNn01jXud/B\n9kOAv+PiWLlypTNjCSGE8FCpqal88fnnNA0IQHdgUR5N02geGMjyFSu4evWqCxIKe0hhJITIN04d\nP04tq9Xh9pWBAF23a4lUIYQQ4k4uX75Mcmoq5X18HO6jnI8PhmFw/vx5JyYTjpDCSAiRb1xPSsIv\nh334m0wkJiY6JY8QQgjPlpSUBIC3yfFfqW+0lbHJ/aQwEkLkG0GBgcTloL0C4qxWu3YcF0IIIe4k\nMDAQgKQcrCqXnNlWxib3k8JICJFv3F+jBuvNZhzdlnobGQPQfffd58xYQgghPFR4eDhFwsLYn4On\nPb8nJuLv50eZMmWcmEw4QgojIUS+MWjwYA5bLDi6qOk0oFK5cjRv3tyZsYQQQngos9nMgEGD2JqQ\nQIoDT40sSrEpIYHeffrg7+/vgoTCHrYvtu4ATdMaAyOAWkBxoKNSavktx7wF9AeCybihO0QpddSV\nuYQQ+VOTJk249+67mXTkCC2Ufc+NzgNfaxpjoqMx5WAueG44duwYq1at4urVqyilCA0NpU2bNkRE\nRLg7WoEgY5MQwpkGDhzImDFj+Ck2ltahoXa13RUfz7XUVIYMGeKidM6hlGLr1q1s376duLg4vL29\nKVasGJ06dSI8PNzd8ZzGpYUR4A/sAWYDS2/9oqZpLwPDgN7ASeAd4HtN0yKUUmkuziaEyCPOnDnD\npk2buHbtGrquEx4eTuvWrQkJCfnXcZqm8cr//kevXr2YBAy3sf8k4HFdJzQ4mKeeesrJ6Z3DMAxW\nrVrFtClTWLtuHd4mE+G6jgZcsVp57rnnaNakCVHR0XTs2BGzHZsIiv+QsUkIkSWlFDExMezbt4+4\nuDj8Mqe6tWzZEi8vr38dW7ZsWbpHRvLll19SydeXCr6+Np3jXGoq8y5don3btjzwwAOuuIwcS0xM\n5LPPPmPa1Kns/+MPCvv5ERoYRGp6GldiY4mOjqZbt24MHTqUunXrujtujrl0ZFVKrQXWAmjabRd3\nfwZ4Wym1MvOY3sBFoCOwxJXZhBDuZRgGGzZsYNqUKSxfsQJDKXxMJqxKka4Uvt7edO/Rg6ihQ6lZ\ns+Y/7Xr27MnevXt5Zvx4koCXyHpO8GWgo67zu5cXm9euJdTOu3m5ISkpie5PPsmyFSuoo+vMBboZ\nBr6Z0zJSyfjtfdq2bTzx00+0bNaMr7/9lqCgIHfGzrdkbBJC3ElSUhJffPEFk6ZNYm/MXgBMfiaM\nZAMUFC1RlKiBUQwYMIASJUr8027mrFkc+fNPxuzZwzMlSnBfNtPijiYl8eH585SpWJGFn3/u0mty\n1NGjR2n78MOcOHmSxxo14aMJUTSvWYcbPzYvx15j7poVTF/+DQsWLGDUqFG8/fbb3P7Hav7gtvkk\nmqaVB4oBG258TikVD+wAGrgrlxDC9RISEni0fXtat27NsdWrmaoUsWQsjJCqFOeAUamprFuwgFq1\navHss89ivWn/orFjxzJ69GheAe4xm5kIXLvlHHuAgUA5k4mjQUFs3LyZ2rVr59Yl2iw1NZX2Dz/M\nD6tWsQzYabXyFHDz/UZvIBLYYrWyHvg1sziSpV2dT8YmITzXwYMHuef+e3i6/9P8ftfvsBJIA+O6\nARbgN7j06CXeGvcW5SuW56uvvvqnrZ+fH+vWr6dBkya8d+oU7505w474eCw3Tfs2lGJ3QgJjz5zh\njZMnubdGDTZv2ZInV6M7fvw4jRo2Qk+3cnD+Er55aywtatX9V9FTJDiElyJ7c3ThUsYMHMa7777L\nc88958bUOefOuRjFyFg99+Itn7+Y+TUhxC0sFgubNm3i9OnTJCUlERQURNWqValWrZq7o9ns+vXr\ntGrenAO//cZy4BGLhZvvLWlACWAU8LLFwnTg2UmT+PvqVeYvWICmaWiaxptvvknr1q2ZOmUKL3/9\nNa8YBiV1HV8gFjiXnk7Ju+5i5NChDBw4kLvuuiv3L9YGw6Oj+WXbNtYbBg/acHwL4EerlSb79tHv\nqadY8vXXro7oaWRsEsJOcXFxbNiwgcuXL2MYBiEhITz00EMUL17c3dFs9scff9CwcUOul7gOh8C4\n+5aFFExAdWAGGB8YpEel07VrV+bNm0efPn2AjKW716xdy5IlS5g2ZQqTfvkFfy8vggsVQgNi09NJ\nTEujds2azImOJjIyEm9v79y+1GylpqbSrm1bgnx82DJpFkWCQ7I8Xtd1Xu7eh0B/f6ImfsD9999P\n//79cymtc8kkdSHygYsXL/Lpp58yc+pUzvz1FwBemkZ65p2o+nXqEBUdzRNPPIFPDnbfzg1P9e7N\n/t272WQYZPf8xgxEA0WUInLhQu6uUoXXXnvtn683atSIRo0aMfGjj/jyyy85d+4cycnJBAcHU6NG\nDR599NE8/S7O+fPnmT17NuNsLIpuqAFMtlrp+803HD58mCpVqrgqohBC3NG+ffuYNm0a8xcuJOX6\nddA0NJMJZbWim8106tSJoVFRPPTQQ3l6elVsbCyt27XmeunrWDdbM5ZcyUoQqM8U+MHT/Z+mYsWK\nPPhgxk9xs9lM9+7d6d69O/v27WPlypVcuXLln4V0Hn74YerUqeP6i8qBr7/+msN//snvcxZnWxTd\nbMhjXdiybw/vvfsuffv2Rdd1F6Z0DU3ZubKTwyfSNIObVv7JnK5wDKiulNp303GbgN+UUrd9Fqdp\nWk0gpkmTJv+ZXx8ZGUlkZKSLrkAI91i6dCk9u3dHpafT3TAYTMZNKy8yFhX4HphmMrHeMKhUrhxr\nfviBSpUquTXznezbt49q1aqxAOhlZ9sXgVl+fpy/eJHChQu7IF3ue/PNNxn31lucNwwC7WybCpQy\nm+k5bBgTJ050erbFixezePHif30uLi6On376CaCWUmq300/qBjI2CWE/wzB46aWXmDBhAubixbEM\nHAh9+0Lp0qBpcPUqfP455mnTsBw+TIeOHVm8aBF+fn7ujn5bEyZM4KVXX8I4YoA9WwlZQK+r06xo\nM35Y+4PL8uW2Rg0b4ptmZf2EqXa33XFgP/Wj+rJq1SratWvn9GwuH5uUUrnyARhAh1s+dx547qY/\nBwLJwBNZ9FMTUDExMUqIgu6zzz5Tmqaprpqm/galsvjYD6qK2azCQ0LUoUOH3B39tgYPHqyKm80q\nLZtrud3HKVAmTVMzZsxw92U4hcViUSWKFlWDHfi7uPExElRQ4cIqKSkpVzLHxMQoMqaZ1VS5NHa4\n+kPGJiHsYxiG6vPUUwpNU0yYoEhLu/M3mGEovvpKmfz9VYMHH8y1n1X2sFqtqmzFsooeKIf+NxcF\nqCNHjrj7Upxi7969ClDfvPWBUpt22f1hbNypalaJUI+0b59rmZ05Nrl08QVN0/w1TaumaVr1zE9V\nyPxz6cw/fwS8pmnao5qmPQAsAM4Cy1yZS4j84Oeff6bvU0/xlFIsVorsHmbfB/xssVA0IYG2rVoR\nFxeXGzFtlpCQwGfz5jHQYsEr+8P/owzwKDBt0iQnJ3OPy5cvc/7SJdrmoI+2QFxiIqdOnXJWLI8g\nY5MQjnv//feZP28efPYZPP88eGXxE13ToEsXjPXr2RETQ9+nn861nLZav349p46dgigHO+gGeojO\njBkznJrLXfbs2QNA23oNHWqvaRpt6zRg7969zoyVa1y9Kl1t4DcghoxKbgKwG3gTQCk1FpgMzCRj\nxR9foK2SfSKE4K3XX+d+Mr45bP1GDQVWWCycOXuWefPmuSybIw4ePMj1lBQ65KCPjkqx78ABUlNT\nnZbLXW4UrjlZi+hGsZzXiuB8QMYmIRyQkJDAu2PGwHPPQY8etjesXx9j6lS+XLyYAwcOuC6gA3bu\n3Ik5zOz4mpO+YH3YyvZd252ay13i4uIo5OWFr7fj7yuHBAQQFxfvxFS5x9X7GG0mm9/plFJvAG+4\nMocQ+c3Ro0f5fv165oLdT1cqAI+T8WRl+PDheeaF19jYWADCctDHjR2IYmNj3bbK3KFDh5g7dy7H\njx/nemIigUFBRERE0K9fP0qXLp19B5luzLVPzkGWpMz/+tq4maDIIGOTEI5ZtGgRydevw7PP2t+4\nRw/MI0cyffp0Jk+e7PxwDoqNjUUL0yAnQ2UoXN1/1WmZ7GUYBj/++CNfffUVly5dIi09jdCQUBo3\nbkz37t3tei/Xz8+PtPR0rFarw4snJKWm4OubtxeCuhO37WMkhLizmTNnEqLrdHOwfZRS/Hn8OD/+\n+KNTc+XEjSVJU3LQx4227lh5b8WKFbRo2pSIiAjmfvghcd98g/fatVz+6ismvP025cqWpdNjj7F1\n61ab+itSpAjeXl7kZLLBXjKmLdy8yaAQQrjK5OnT4dFHoYw9KxRkKlQIS//+zJk/P0/twebt7Z2z\ngQkgxT3jUmpqKh999BGVIyrTqlUr5myaw7K0ZazWV7P42GIGDxlMsZLFGD58uM1Trm/c4Nt3/KjD\nufYeO0KpUqUcbu9OUhgJkQdt37aNh61WHH0O0AQI0XV27NjhzFg5cuOX94M56OMg4OfjQ0BAgFMy\n2cIwDF5++WU6dOhAytatLALOWCysU4pvgQ2GwTmrlalKcXT1ah5q0oSpU7NfycfHx4eu3box02zG\nyPbo/1LAdLOZR9q1Izw83IEehBDCdsnJyRzYtw/VsaPjnXTqRFJCAocOHXJesBwqUaIElr8s/90l\n3A6mgyZKFc/dQuDatWu0bNOS50c8z4maJ+AnsByyoFYpWAbWn62o44rrw64z/Yvp1Khdg+3bs5/u\n17x5c0oUL86M5d84lOv8lcss2/YTfZ56yqH27iaFkRB5UOzff+doypkGhJlM/0xfywsqV65M7erV\nmWVy7MeOBfjUbCaye3dMDvbhiJEjRzJu7FgmAtusVroDt27HFwAMBvZYLDyjFMOGDbPpRdyooUM5\nbrGwzoFcOzLPFzVsmAOthRDCPv+MJ2E5GJ0y2+alsalz587o6DDfwQ5+B+Nng1497N2EwnFJSUm0\nadeGX37/BbVRoRYraMx/pwOWBd4Fy0EL8ffE07xV838WV7gTs9nMoMGDWfjDWuIceLL36arv8Pb2\npnfv3na3zQukMBIiD/L29ianywukQJ7bUTtq+HDWGgbHHGi7EjhrsRA1dKizY93R0qVLGTduHBMB\nW2bU62S8xT8cGBoVRUxMTJbH16tXj9rVq/Os2czfduRKBKJ0ncrly9O6dWs7WgohhGP+GU9ysvhN\nSsq/+8oDihUrRufOnTFPM+PQ4/vpEF4snI45eZJmp+dfeJ6YfTFYv7di0+7gYWBdYyWtShptH22b\n7QJG/fv3x6oMhn089sZ2BDbZd+wI45csonfv3v/Zzy2/kMJIiDyoeKlSHMrBU5FrwEWLhWLFitnV\n7siRI4wYMYKWzZtTp3p1mjRsSPfu3VmzZg2G4ciI8W/dunUjNDiY4SYTFjvaXQNe0XUa1KlDzZo1\nc5zDVh+OG0dTXecZO9powIdAWV1n0scfZ32spvH5kiVcKVyYNrrOJRv6jwUeMZk46u3NV99+m6tP\nz4QQnisoKIhCPj6Qk2lwhw8D2DU2KaXYvHkzffr04aHGjalVowbNmzUjOjqa/fv3O57lJsOGDsNy\nxJKxUL89doBpromogVEUKlTIKVmyc/XqVebOm4vxmpGxvqatCoN1oZULZy/w9ddfZ3loiRIlmD9/\nPgt/WEPUxA+wWLIfsfccOczDLz9DpcqV+eCDD+wIlsfkdCOk3P5ANtETHmDRokUKUAcc3PhzIigv\ns1n99ddfNp1v06ZNqk3LlgpQobquuoAaAKonqKq6rgBVoUwZNWHCBJWenp6ja1u7dq3STSbVXdNU\nqg3XcgVUfV1XoUFB6vDhwzk6tz327NmjAPWVg/8GH4Dy9vJSly9fzvZcMTEx6q6wMFXSbFYfgLp8\nm/7+zvx3LW82q5DAQLVly5Zc+Fv4b04K2AavzvqQsUl4gj59+ihzuXIKi8WhbxRT27aqeu3aNp3L\nMAw1a9YsFVGligJUCT8/1TAwUDULDlb1AwNViLe3AtSDDRuqlStX5vjaRo4cqdBQzLBxY9edKD1c\nV/Ub1VfJyck5Pr+txo8fr0yFTIqLjm1Ia2phUvUa1rPpXJ9++qnSdV3VjbhfLXrtbZWybtt/NnT9\nc+E36vmu3ZW/r5+qWaOGunDhgov/Bv7LmWOT2wcTuwPL4CM8QEpKiioSEqKiHfiF3AqqstmsnuzW\nzaZzzZgxQ5k0TdXUdTUPVNIt/RmgfgHVC5Suaardww+rxMTEHF3fl19+qQqZzaqOyaSWgEq7zXXE\ng5oOqryuqyIhIWrnzp05Oqe9hg8froqbzbfNZsvHZVCFTCb10Ucf2XS+kydPqt69eilvLy9VyGRS\nnUANB/UMqCdA+ZpMyqzr6slu3XK1QLyZFEYyNgnPtmPHjoyfAStW2P9NcvSoQtPUnDlzsj1Pamqq\n6tGjhwJU3cBA9WrZsmphRIRadO+9/3zMj4hQw0uVUvcULqwA9c477yjDMBy+NqvVqoYOG5pxfZEo\nfkFh3Ka0OIniVZTJz6Tq1K+jrly54vA5HVHpnkqK7o4VRSgU35Bx4/XAAZvOt3HjRtW8WTMFqCIh\noapPm/bq+a7dVVTHLqp5zToZN1RDQtWIESNUQkKCi6/+9pw5NskcDCHyIG9vbwYMGcKnJhNZv6Xy\nX5OAIxYLQ214KX/+/PkMHjyYIUqx02qlD/xnJTwNqA8sAFYpxU8//MATnTvb9Gj9Trp27cqPmzbh\nXa8eXYGyZjPDgfeAt4H+QEldZ6imUbVdO37ZtYs6deo4fD5HHD1yhDoWi937SN0QDlTWdY4ds+2N\nqrJlyzJ/wQLOnj/PO2PGcLVRI9ZXrsy6ihU5X68eo956izNnz7L4iy+4++67HUwlhBCOq1OnDtVr\n10YfORLs2VjaakV79lmCQkLo1i3rjSiUUvTr148lixczrGRJnilVivv8/f+zJ59Z06gXGMhrpUvz\neJEivPbaa3z44YeOXBYAJpOJyZMmM2vWLEpvLw0NQK+lwyvAB8Bo0DpoaBU0/Kf4M3zgcDZt2ERY\nThajsJNSipPHTkLDHHSSuZGtrWNT06ZN2fDjjxw4cIDIXj05dO0yq/b8ytZjhzGHBTN//nzOnjvL\n2LFj7dovKa9y6QavQgjHjRo1ivXff0/7vXtZa7FQ3YY2s4HngREjRvDgg1m/kXns2DH6P/00/YHJ\n2La3XRtgqdVKu3XrGDt2LK+++qoNrW6vUaNGbPn5Z37//XemTZvG2rVr+fvaNcy6Tnh4OM907crA\ngQPt2jTVmRLj48npmQOUIiEhwa424eHhjBgxghEjRuTw7EII4VyaprFo/nzqNWxI0qOPYixbBiEh\nWTdKT4f+/dHWrGHxihX/bG59J3PmzGHRokUMK1mSBja8wK9pGp2LFMFiGLz44os8+OCD1KtXz57L\n+ldfAwYMoF+/fnz//fdMmzGNPV/sIT4uHl8/X8qWKUv/6f3t3jTVWdLT07GkWzKWQnVUZlt7x6aI\niAg+zua92YJACiMh8ig/Pz9WrllD21ataLx/Py9YrQwASt7m2F/JeFL0GTB40CDGjBmTbf/Tp08n\nMLOdPRt+twKeVoqpH3/MiBEj8PJy9JlKhgceeIDp06fnqA9XCAgKIj6HfSRoGoGBgU7JI4QQecG9\n997LujVraPvIIyTWq4f15ZchMhJuLXgsFlixAtPYsZhiYljw2We0bds2y76VUnz04YfUDgy0qSi6\n2RNFi7IjKYkpkyc7XBjdoOs67dq1o127djnqx9m8vLwwe5mxxDs+Y4PMekjGptuTqXRC5GFFihRh\n09at9Bk8mPE+PpTVNDprGm+TsfLZaKCurlMH2FS8OFOnTmXa9OnZrlSWnJzMnE8+4WkHN5EdApy/\ndInly5c70Dp/qHLPPewwmx1eNv0CcNhikWlvQogCp0GDBuz85RdaVa6MNmAAesmSMGQIjBkD48bB\nCy9gLl8eHn+cWsCG9euJjIzMtt9t27ax/8ABWgYH253JpGm0CAhgyZIlXL582YGryvs0TaNSlUpo\nW+y5nXmLnzL+U7lyZeeEKmCkMBIijytcuDBTpkzh3IULfDRpEqeqVmVKSAiv+/oyp2hRwlu0YNmy\nZZw4c4aoqKj/zMO+neXLl3MtPp5BDmaqBjTUdebOnu1gD3lf//79uWSxsNTB9p8CXoUK0aNHD2fG\nEkKIPOHuu+9mzapVHD16lBcGDqTchg0EjB2L/zvvUHLpUnq3aUNMTAw7f/mFJk2a2NTn3LlzKe7r\ny33+/g5lahIcjDIMFi9e7FD7/GDIgCGwFPjLsfb6NJ3GTRvLTbs7kKl0QuQTQUFBDBs2jGE2LKqQ\nnVOnThFiNlMxBwso1LJa2Xj8eI6z5FURERE0a9KEKdu28aTVatd0w3RgltlMj549CXbgzqcQQuQX\nFSpU4IMPPnDK3jUnT5ygjJcXJhtu8N1OgNlMUR8fTp06leMseVXv3r15+ZWXSZmVAq/b2fh3sP5k\nJXpJtEuyFQTyxEgID3T9+nX8HBx4bvDP7Kcge+Gll/jZauU9O9ooMqYaXgCihw93TTAhhCiAEhMS\n8M7h2OStaSQmJjopUd4THBzM4IGDMb1ngi12NIwFPVKnTIUydOzY0WX58jspjITwQIGBgcQZBioH\nfcSR8RSrIGvfvj1vvPEGrwFvQbZ/X+nAQDJWB5w9Zw5Vq1Z1dUQhhCgwgoKDSTKMHPWRbBgFfmwa\nM2YMDzZ6EL29DutsaHAB9BY6fuf8WLtybY4XTSrIpDASwgM98MADJFqt7HSwvQGsN5u5r1o1Z8bK\nk0aPHs0777zD60A1XWcGcOu9yCvAWKCK2cw8XWfevHn06tUr17MKIUR+VrVaNf5MTSXNweLoYloa\nfyUlcf/99zs5Wd7i7e3NquWraNW4FTwMpvYmWA1YbznwABANehWdsAthbNm0hYiICDckzj+kMBLC\nA7Vs2ZLypUszzcH2G8jYRHbwkCHOjJUnaZrGqFGj2LhxIxXbt2eoplFC16lvNtPSZKKu2Uwpk4nR\nXl40joxk565d9OnTx92xhRAi3xkwYADxaWnsjHdss4QN164RHBjIE0884eRkeU/hwoVZsWwFsz+d\nzf0X7of2YC5rRm+sY2puwusBL7gPQpeEMjJ6JHtj9lLNA25m5pQsviCEBzKZTAweNozRr7zCWMPg\nLjvbT9I0HrjnHho1auSSfHlR06ZNadq0KWfOnGH+/PmcOHGCxMREygcG8mREBL179yY8PNzdMYUQ\nIt+qUqUKzZs144edO2kYFGTXIgwphsFPCQkMGDYMX19HNqLIf8xmM/369aNv377s2rWLJUuWcOnS\nJdLT0wm5J4TGrzamc+fOFCpUyN1R8w0pjITwUE8//TTjxozh8fh41tuxn9FHwEqlWPTaazYtDV7Q\nlC5dmtdee83dMYQQokAa+cortG7dmiWXLvHkXbbdtrMqxdTz5zHMZoYOHerihHmPpmnUrVuXunXr\nujtKvidT6YTwUGFhYaxcs4bfzGZa6zpXsjneAN4DngNeeuklunfv7vqQQgghPEqrVq0YP348K65e\nZeGFCxgq62VvUgyDj86dY29iIl9/8w0VKlTIpaSiIJInRkJ4sHr16rFh40YebdeOcvHx9DIMooAH\nbjrmGjAfmG4286fFwuuvv87rr9u7eYIQQghhmxdeeIFChQrxzDPP8GtSEs0CAmgaEkKQ+f9/bb2Q\nmsr6a9fYkpiIMptZtXo1bdq0cWNqURBIYSSEh2vQoAG/HzjAzJkzmTVtGjMuX6aUlxfBQApwxmrF\nMJno0qULc4YN86j3ioQQQrhHdHQ0Dz74IFOmTOHzRYtYevUq4T4+eJtMJFutXEpOJjQ4mKhnn2XI\nkCGUK1fO3ZFFASCFkRCC4sWL88YbbzBq1CiWL1/Onj17iI2NxdfXl1KlStGtWzfusnGutxBCCOEM\nNWrUYPbs2YwfP54vv/ySkydPkpiYSFBQEPfeey+dO3fGx8fH3TFFASKFkRDiH15eXv/H3n2HR1Ws\ncRz/nt1NBVIpgdClo3SQjiheQUBQakBAkZpQBAEFUcGrYqEJGgIEqQaQaqGKgFRRgxSR3lsQSCGQ\nunvm/hHilRayJdmEvB+fPOrmzJzfhrCz7545M3To0IEOHTo4O4oQQggBgK+vLwMGDHB2DJEHyOIL\nQgghhBBCiDxPCiMhhBBCCCFEnieFkRBCCCGEECLPk8JICCGEEEIIkedJYSSEEEIIIYTI86QwEkII\nIYQQQuR5UhgJIYQQQggh8jwpjIQQQgghhBB5nhRGQgghhBBCiDzP5OwAQgjxqElNTSU2NhZd1/Hx\n8cHNzc3ZkYQQQuRxiYmJxMbG4urqio+PD0aj0dmRchy5YiSEEA6g6zrr16/nhTZtcHd3p3DhwgQE\nBODu7k7zpk1ZtmwZqampzo4phBAiD7l16xazZ8+mRrVqeHp6UqxYMQoWLEg+T0969ujBL7/8glLK\n2TFzDCmMhBDCTj/++CMVypalVatWnN+wgSm6zirgWyAM0HftonPnzpQKDCQiIsLJaYUQQjzqlFJ8\n8sknFA0IYED//pjOnqVfsWK8UaIErxcvTjsfHzauWEGDBg2oVaMGBw4ccHbkHEGm0gkhhB0iIiLo\n1bMnTynFIuBJsxntrmP6Wyz8CXxw9Srdu3fnwoULjBo1yglphRBCPOp0Xad///6Eh4fT0s+PlgEB\nFN/ivCEAACAASURBVHJ1vee4tv7+HLx1i29OnKBRw4asWbuWpk2bOiFxzuH0K0aapr2naZp+19df\nzs4lhBAPs3HjRnr17El3i4V1uk59uKcoSvc4sBgYC7z55pvMnTs323IK68i4JITIzcaOHUt4eDj9\nihWjxwOKIgCDplE9f37GlihBKYOBtm3acOjQoWxOm7M4vTC67U+gCBBw+6uxc+MIIUTGLBYL/Xr3\nprmuE07mLr9rwPtAb2BwSAg3btzI0ozCLjIuCSFynSNHjjBhwgS6FC5MMx+fTLXxMBp5vVgxvMxm\nhgwenMUJc7acUhiZlVJXlVJ/3/6KdnYgIYTIyLp16zh78SIfKmXVnOT04igpKYmFCxdmUTrhADIu\nCSFyndDQUHzc3Gjl52dVO0+jkRf8/Ni8ZQtHjx7NonQ5X04pjMprmnZR07STmqYt0jSthLMDCSFE\nRkK/+II6RiN1bWgbCLQHQqdNk9WAci4Zl4QQucrNmzeZ99VXNCtQABeD9W/x6xUogJerK2FhYVmQ\nLnfICYXRL8ArwHPAAKAMsE3TtHzODCWEEA+SmJjI+o0bedVisbmPV5Xir2PHOH78uAOTCQeRcUkI\nkets3bqV+Fu3aJrJKXR3czEYaJg/PyuWLXNwstzD6avSKaU2/Ot//9Q07VfgLNAZkLuThRA5TnR0\nNEopStnRR3rba9euUaFCBUfEEg4i45IQIje6du0aAAVdXGzuo6CLC9ej8+7MYacXRndTSsVpmnYM\nKJfRccOGDcPb2/uOx4KCgggKCsrKeEIIga7rANizZ3h6W4sdV52y0uLFi1m8ePEdj8XFxTkpjXNl\ndlwCGZuEEM6TPjY9aHXUzNAAPYeOS5D1Y1OOK4w0TctP2uCzIKPjpkyZQq1atbInlBBC/Ivf7Zta\no+zoI72tn5U3yGaX+72Z37t3L7Vr13ZSIufJ7LgEMjYJIZzH19cXgBtmM742XjWKM5vxsXEqXnbI\n6rHJ6fcYaZr2maZpTTVNK6VpWkNgFZBK2pYfQgiR4+TLl48na9dmsQ03t6ZbDAQWKULFihUdF0w4\nhIxLQojcqHHjxri6uLDLxq0gdKXYk5DAs//5j4OT5R5OL4yA4kAEcARYAlwF6iulrjs1lRBCZCB4\nyBA26jrHbGgbC3xtMNA/JASTKcdduBcyLgkhcqFChQrRqVMnNt+4gW7DiqcHbt7kSmIiIYMGZUG6\n3MHphZFSKkgpVVwp5aGUKqmU6qaUOu3sXEIIkZHOnTvj5+3NR4C1w8/nQIqm0adPnyxIJuwl45IQ\nIrcKGTSIqMREdlt51ciiFN/HxFCzenXq1auXRelyPqcXRkIIkRu5u7vzycSJzAc+tqJdBDAOeGv0\naIoWLZol2YQQQuRN9evXp1PHjoRHRXHk1q1MtdGV4qvLlzmRmMhnkyahafYs35C7SWEkhBA26tOn\nD++99x5jgBDg7wyOvQG8D3QHevXsyfjx47MjohBCiDxE0zQWLFxIw0aN+PjCBTbHxJB6e7W6+/k7\nJYXPL15k240bzPnqK5555plsTJvzyOR2IYSww7hx4yhUqBAjhg8n3Gymk67zClCStE+eooCvgYUG\nA0nA26NH8/7772OwY+EGIYQQ4kHc3d1Zv3Ejffv0Yc6iRSy7fp1mBQpQ18uLAkYjZqW4nJLClrg4\n9t24gZeXF6tWreKFF15wdnSnk5FZCCHsFBISwsXLl5nw2WfsKV2aZ4GKQHmgCfBd4cKMfPddzp47\nxwcffCBFkRBCiCzl5ubGgoULOXLkCL2Dg/k5OZl3T59m2IkTjDx5ksnnz0OZMoTPmcOly5elKLpN\nrhgJIYQD+Pn5MXz4cF5//XUOHz7MtWvX0HUdPz8/qlSpgosdO5ELIYQQtqhYsSJTpkzhww8/5PDh\nw8TGxuLm5kaRIkUoV65cnr6f6H6kMBJCCAcyGAxUrVrV2TGEEEKIf3h6eubJDbqtJYWRELmEUoqz\nZ88SHR2NwWDA39+f4sWLy6c9QgghnCY5OZmzZ88SFxeHh4cHRYsWxd/f39mxhLCJTHQXIoeLjY3l\n888/p3L58pQpU4batWtTs2ZNSpYsSa1q1Zg9eza3MrkkpxBCCOEIJ06cYMSIERQuXISKFStSr149\nnnjiCQoVKkybNm1Zv349egaroQmRE0lhJEQOpZRi8uTJFAsIYMSwYdQ8dYrvgd+B34AVQIlDh+jf\nrx+BAQEsWLDAuYGFEEI88hISEggK6kb58uWZOjWMGzeqAr2A/sBrKPU8GzbspVWrVpQrV4F9+/Y5\nObEQmSdT6YTIgZRSjHjjDSZPmcJQ4C0g4K5j6gAvKcUZ4L2bN+nVqxdRUVGMGjUqu+MKIYTIA+Lj\n42nR4ll+//0PoC0WSzXg7oVlSmA21wYucO7ceho2bMyGDeto0qRJ9gcWwkpyxUiIHGjy5MlMnjKF\nacBU7i2K/q00MA94G3jzzTdZtGhR1gcUQgiRp1gsFjp16kxk5H50vRdQm3uLonQaUAKLpSfJyYVp\n3botR48ezb6wQthICiMhcpjr168zdswYXgcGZ7KNBvwX6AYMHzKE5OTkLMuXWUopjh49yo4dO9i6\ndSsHDhwgJSXF2bGEEELYYM2aNWzYsB6LpQMQmMlWbuh6ZxISTIwdOzYr42VacnIy+/fvZ+vWrezc\nuZPjx4+jlHJ2LJFDyFQ6IXKYefPmoZvNjLaynQa8A0TExLBixQq6deuWBeke7saNGyxcuJDQadP4\n69ixO75XxN+fvgMH0q9fP0qUKGFVv0opdu3axfz58zl/7hyJt27h7edH9erV6dOnDyVLlnTk0xBC\nCPEv06d/idFYAoulvJUtPbBY6rFq1WouXbpEsWLFsiTfw5w+fZqZM2cyZ85Mrl2LveN71atXJTh4\nCN26dSN//vxW9ZuSksLKlSv59ttv+fvaNSy6TkFfX5599lm6d+9udX/CueSKkRA5iK7rzJg+nU66\nTmEb2lcCnjYYCJ0+3dHRMmXRokUEFi3K0MGDqXz8OGuAQ8BRYBvQ8fp1Pp8wgdKlSjFy5MhMrVik\n6zpz5syhxuOP07hxY36aOxePDRsI3LED83ffMfWjjyhTujQvtmvH7t27s/gZCiFE3nPixAk2bdqI\nxWLrPjjVASPh4eGOjJUpZrOZQYNCeOyxxwgLm0j37rHs2AFHj8KhQ/Dtt1Cq1F8MHDiA4sWLsnz5\n8kz1Gxsby9ixYylaogRBQUEsO3WKzb6+/FyoEKuuXWNgcDABgYEMGTKEixcvZvGzFI4ihZEQOcjJ\nkyc5efYsL9vRRw9dZ+cvvxAfH++wXJkxZcoUevTowUsJCZxRiuVK8TxQBagANAG+AC5aLHyoFJMn\nTaJb165YLJYH9pmcnMzL3bvTp08fyhw+zAbguNnMSuBrYM3t/kKV4sTatTRt0oS5c+dm/ZMVQog8\nZMOGDWiaEbB182p3LJYKfP/9GkfGeqjU1FReeqk9M2fOYOJExcWLFqZOhUaNoEIFqFIFXngBvv1W\nceqU4rnnbtG5c2dmzZqVYb9nz57lyUaN+Pjzz4nu3BkOHcKyZw988w0sWYK+dSvq9GluDR7MjCVL\nqFm3Ln/88Uc2PWthDymMhMhBoqOjgczP3r6f9EkK169ftztPZi1btozhw4czirSFIIpncGwB0lbZ\nW6YUy5YvZ+TIkfc9Ttd1evbowcpvvmEZsFop/sO9L1oFSFsk9g+zmd4WC7179yYiIsLepySEEOK2\n6OhoTKZ8PHixhcwowNWr1xwVKVMGDQph3bq1fPedYvhwyJfvwceWKgWLFytCQhQDBw5gzZr7F3FX\nr16l2TPPcCohAcvvv8P06WkV1t1KloQPPsB88CDRgYE0b9FCFqDIBaQwEiIHsuc20PS2mqY5IspD\nWSwW3hg6lBeBj0m71ykzXgI+VoqpU6dy+vTpe77/xRdfsGzZMhbrOh0z0Z8JCCNtN41XevXi+PHj\nmUwihBDiYexfn0Bl27gEcOjQIWbNms20aYpWrTLXxmCAqVOhRQt4442h912Uoeerr3IhPh7z5s1Q\nseLDOy1SBMvGjdwsUoS2L74om97mcFIYCZGD+Pv7A3DBjj7S2/r5+dmdJzPWrFnD+cuXGUvmi6J0\nIYC3wcDMmTPveFzXdaZOnEh34EUr+tNIK468lGLGjBlWphFCCHE//v7+WCy3AHtWFr1BoUIFHRXp\noWbMmEGRIiZee826dkYjvP224ujRk2zevPmO7x09epT1a9Zg+ewzKFMm8536+mIJD+f44cNs3LjR\nukAiW0lhJEQO8thjj1HxsceYb8enaguMRpo1bkyBAgUcmOzBQqdP50mjkVo2tPUEXrVYCA8LIykp\n6Z/HN2zYwOnz5wmxoU93oLfFwtzwcBISEmzoQQghxL+1atUK0IE/bewhEYPhGO3bv+DAVA8WHx/P\nggVz6dvXjKur9e2bNIGqVU18+eWdCxmFhYVhKlgQOne2vtMGDTBWr84XoaHWtxXZRgojIXIQTdMI\nHjKElcBlG9r/CWyzWAgenNkdkOyj6zqbNm+mWwYLKDxMN+B6XBz79u3757Gv5syhhtHIkzb2OQCI\njY9n1apVNucSQgiRpkyZMrRs2Qqj8Xdsm+y9D4MBXrP28o2Nfv31V+LjE7B11wpNg27dzGza9OM/\nj1ksFubMm4e5d29wd7epU0twMGt/+IGoqCjbgoksJ4WREDlMz549cXVz479WttOB94CAggVp3759\nFiS7V3x8PBZdJ8COPore/nf6whMAp44do57FYvXUvHRlgUIm033vXRJCCGG9QYNCsFguAUesbJmA\n0fgrHTq8RJEiRbIi2j3Sx5MAOwanokUhPj6B1NRUIG157vjYWKhXz/ZO69VDKcW5c+ds70NkKSmM\nhMhhfHx8mDh5MjNIW8wgM3RgBLBK05g+YwautswdsIHBYPjn/LZKv9ZkNBr/eezWzZtksHhQpuTX\nNG7evGlnL0IIIQBatmxJu3btMRhWAWcz2SoRo3EJXl4GPvroo6yMd4d/xiY7Bqf0iRDpfd26dSvt\ngYyWtnuY25u9ytiUc0lhJEQONHDgQN59911GA32AjK57HAY6A1OAadOm0bFjZtZwc4z8+fPj5uKS\n6SHyftI/N0tfeALAy9sbe3dhuqEU3t7edvYihBAC0gqExYsjaNy4IQbDImA3kPSAo3XgJEbjPPLl\nu8H69WspW7ZstmUtWDBtkYezdgxO586Br6/XPx/aeXl5pX3Dnj0Cb9wAkLEpB5PCSIgcavz48cyc\nOZPl+fPzGNDWYGAJ8DOwFVgAPG00UgXY7ufHN998w6BBg7I1o6ZptGvfnnkmk81LjM8FShYrRs2a\nNf95rPITT7DVZLL5StQB4LrZTKVKlWzsQQghxN08PDzYuHE9vXv3wmDYhNE4FfgBOEraVaSTwC5M\nphnAQipVKswvv+yinj3Tz2xQv359Chf2Y94829pbLDB/von27V/65zEvLy8KFS0Kd61UZ5XNmzG5\nulLGmhXtRLaSwkiIHKxfv35cjIpidng4F6tWJQh4CmhO2n49qfXqERERwblLl+jUqZNTMgaHhHDE\nbGarDW1jgAiDgQGDBt0xla5f//6cMJvZZGOmUKBooUK0adPGxh6EEELcj5ubG7Nnz+bcubOMHfsm\nhQqdBxaT9jHXQkymLXTs+Azbt2/n4MH9VK5c2SkZ+/QZwPz5RmyZtbZ2LZw7ZyY4+P9roxoMBgb2\n7Yth4cJ/rvxYRdcxzZhB506dsm07DWE97X6bV+VkmqbVAiIjIyOpVcuWBYKFyJ2UUly/fp3o6GgM\nBgP+/v74+vo6OxZKKR6vVAm/Eyf4Sdex5u6m4cAXJhMXLl6kcOHCd/RZ4/HHKXn4MN9b+RoVA5Qw\nGBjxzjuMGzfOqrYiY3v37qV27doAtZVSe52dJyeRsUnkVRaLhb///pvY2Fg8PDwoVKgQ+ey5D8dB\nzp07R5kypXn7bcX772e+XWIiNG1qRNOq8euvd77MXbhwgVKlS6NPngxDhlgXaO1aaN2anTt30rBh\nQ+vaigw5cmySK0ZC5BKaplGwYEEqVKhAuXLlckRRBGm5wsLD+dVgoKemZXr7v0mk3Rf1yaef3lEU\npff55ttv84NSfGFFllSgq8GAydOTfv36WdFSCCGELYxGI0WLFqVy5cqULl06RxRFACVLluT99//L\nf/8LYWGZa5OUBF27ahw6ZOLLL2fe8/3ixYvT/eWXMYwZA5GRmQ9z7hymPn2o36gRDRo0yHw7ke2k\nMBJC2K1JkyZELFnCKqOR/xgM7ODBO10cB14jbRW90aNH8/rrr9/3uG7dujF8+HAGAxMz6C9dPPCC\nwcAWg4GV335LsWLFbHsyQgghHgljxoxhyJDBDBwIwcHwoB0clIKtW6F5cyM//ujK8uUrqVu37n2P\nDQsNpWbVqhiffRa2bXt4iMOHMTVtSoCbG6tXrECzYwN3kfWkMBJCOESHDh3YuGkTF0uWpAlQw2Ti\nc+A7YA1ps8+fMxioAKz29iYsLIyPPvoow0His88+Y8yYMYwEqptMhME9q9WdAkYBZYxGdnl4sHbd\nOp5++umseIpCCCFyEU3TmDr1c6ZOncrixQV47DFo3drA/PlpM9u+/RYmT4aqVU00bw6xsWXYvHkr\nzz///AP79PT0ZNOGDTSuWROeegpD69awZs3/1/eGtEpr+3a0oCC06tUpV6AAu7Zty7Z9nITtpDAS\nIo/4448/6NunDyWLFiW/hwcFPD0pHRjI4MGDOXz4sEPO0axZM46ePMmGDRso06oVww0G2gFtgN5A\nbI0azJ8/nwuXL9O/f/+H9mcwGPjwww/56aefKNe6NSGaRlGjkeouLjQwmajs4kI5INzLi15Dh7Lv\n4EFatGjhkOcihBAia1ksFr777jtatfoPAQH+eHi44efnxRNPVOazzz7j2rVrdp9D0zSGDh3KxYtR\nhIfPISrqcV55BVq3hvbt4c03jVSt2o7Nmzfz11/HqF+//kP79PHx4cf165kTHs4TV65AmzaYihXD\nVLs2pnr1MJUqBU2bUjoyksmffsqvu3ZRokQJu5+LyHqy+IIQj7idO3cyYtgwfvntN4qbTHQ1mylG\n2tS0c0CEycRVs5nmTZsyZdo0qlev7rBzp6SkEBMTg9lsxtfXF09PT7v6O3/+PBEREZw/f56EhAS8\nvb2pXr06nTt3trtv8XCy+MKDydgkROYppZg9ezYffjiec+cuUa+ekeeft+Drm7b4wcGDsGyZAU0z\n0q1bdyZPnoKPj4/Dzn/r1i1iYmJwdXXF19cXFxcXu/r77bffWL16NdeuXUPXdfz8/GjRogXPPPPM\nPxvEiqzjyLHJ5JhIQoicaPny5XQPCqKGrrMKaGM23/OX/hOzmZXARzt30rhBA1Z9953Drrq4uro6\ndOpAiRIlePPNNx3WnxBCiOyllGLYsGF8/vnndO8Or78OdepY7jluyhSduXN1Pv54IXv27GLDhp8o\nXry4QzLky5fPoYtE1K1b94H3JIncRcpYIR5RP/30E0Fdu/KSxcI2Xac99/8kxA0IAnZbLDROSqJd\n27b8/vvv2RtWCCFEnvDuu+/y+eefExoKixZBnTr3P65QIRg1CnbtshAff4pWrZ4lLi4ue8OKPEcK\nIyEeQSkpKbzctSvNlWKBUrhlok1+YIVSVE1NpUdQELltmq0QQoicLTIykg8++IAJE2DgwMy1qVQJ\nNmwwc/78cd59992sDSjyPCmMhHgErVy5kqhr15iq61gzc9oT+Mxi4ciJE2zZsiWr4gkhhMiDvvzy\nC0qWNDFypHXtKleGkBAL8+bN4ebNm1kTTgikMBLikRQ6fTpPGY1UsaFtU6CKyUTol186OpYQQog8\nKjo6msWLIxgwwIzRaH37fv3g5s0EIiIiHB9OiNukMBLiEXPp0iW279pFP8u9N7Nmhgb0M5tZvXo1\nCQkJjg0nhBAiT/ruu+9ITk6hd2/b2pcqBS1bwuLFixwbTIh/kcJIiEdMVFQUABXt6KMiYNF1rl+/\n7pBMQggh8raoqCh8fU3Ys1BpxYqKqKiLjgslxF1yRGGkaVqIpmmnNU1L1DTtF03TZM1DIWyUnJwM\ngKsdfaQv1pCSkmJ3HiFyKxmbhHCc5ORkXO0ZmAA3NxmXRNZyemGkaVoXYBLwHlAT2A9s0DStoFOD\nCZFL+fr6AmDPtZ70vcYduaGeELmJjE1COJavry8xMTo2zvIG4No18PHxdVwoIe7i9MIIGAbMVEot\nUEodAQYACYCNs1CFyNvKli1LIV9fVtnRxypNo3yZMvj5+TkslxC5jIxNQjhQ/fr1SU7WWb/etvYp\nKfDDDybq12/i2GBC/ItTCyNN01yA2sBP6Y+ptM1TNgENnJVLiNzM1dWVPgMGMM9o5JYN7a8Ay4Hg\nIUPQNM3B6YTI+WRsEsLx6tatS+3a1QkNte2t5+rVEBVlJjg42MHJhPg/Z18xKggYSXsv9m9XgIDs\njyPEo6F///7c0HXCbWg7HTC5utKrVy9HxxIit5CxSQgH0zSN4OAhrFunc+iQdW3NZpgyxUCzZo2p\nWrVq1gQUAucXRkKILFCqVCn69e3LSE37/0fembAc+Ah4Y+TIf+5VEkIIIRwhKCiISpXK07aticuX\nM9dGKRg8GH77Dd577/2sDSjyPJOTz38NsAB3L95YBIjKqOGwYcPw9va+47GgoCCCgoIcGlCI3Gra\n9OmcOXWK1ps3M0vX6U7aR+D3kwqEAa9rGl27dGH8+PHZF1TkSIsXL2bx4sV3PBYXF+ekNNlOxiYh\nsoCHhwfr1v1Io0ZP0qDBdZYvN1OnzoOPj4mBIUM0Fi1ShIfPonnz5tkXVuRIWT02aWnTpp1H07Rf\ngD1KqaG3/18DzgHTlFKf3ef4WkBkZGQktWrVyt6wQuQyycnJ9HntNRZ9/TVlTCb6m828TNpcIAVc\nAOYBs00mLpnNDB40iClTp2K0ZVty8cjbu3cvtWvXBqitlNrr7DxZScYmIbLOuXPnaNOmJQcPHqZR\nIyPBwRZatwYvL0hOhj//hLAwiIgwoOtG5s9fSJcuXZwdW+RQjhybcsJUuslAX03TemqaVom0D649\nSXu/JoSwg5ubGwsWLuSXX36habduvOfiQnHSLhW7AGWAie7utH3tNfbt28e06dOlKBIijYxNQmSR\nkiVLEhm5n+XLl+Pm1pju3cHHB4xG8PCAunVh48aivP32+5w5c06KIpFtnD2VDqXUN7f3hXiftGkK\n+4DnlFJXnZtMiNxJKcW2bduYPWsWJ44e5eaNG+T38qJilSqsWLWKpKQkYmJi0DSNggUL8tRTT90z\n9UeIvE7GJiEcKykpieXLl7N48ddEXb5ISkoKPj5+NGzUhDFj3uHatWvExsbi4eFBYGAgzZo1w2Ry\n+ttUkcfkiN84pVQoEOrsHELkZkopvvrqKyZ/+il/HTtGJZOJhmYzBYB4YPv+/SxYuJAnKldmxFtv\n0aNHD1mOW4gMyNgkhP1u3rzJhx9+SHh4GNeuxfJUPQN1K+i4usC1GJgV9iufffYZrVo+xzvvvkf9\n+vWdHVnkYTmiMBJC2MdsNjOgf3/mfPUVL2kaXwBPmc38u+zRzWY2A18cOUKvXr34dc8ePp82TabO\nCSGEyBJRUVG0bv0cR48col8nCwO6QIUy+h3HJCRaWLoOpi74kWbNNjF//kK6du3qpMQir5PCSIhc\nTinFoJAQ5s2dy3yg5wMWVDEALYAWSjELGDhjBq5ubkyePDkb0wohhMgLbty4QcvnWnD1ylF2RVio\nVvH+x3l6wKsvQfc2Fvq8o9G9ezfy589PmzZtsjewEOSMxReEEHZYvnw5M2fNYpZS9Mxkm37ANKWY\nMmUK33//fVbGE0IIkQe9MXw4p08fYcMs8wOLon9zdYW5HynaPQ1du3bm+vXrWR9SiLvIFSMhcrlp\nU6bQ3GCgt64//OB/CQEWGY1MnzqVtm3bZk04ka1SUlLYtWsXV69exWw24+vrS7169fDz83N2NCFE\nHnL9+nUWfb2Q94ItPF4h8+2MRpg5XlG8eTJz585lxIgRWRdSZJvr16/z66+/Ehsbi8lkonDhwjRs\n2BAXFxdnR7uHFEZC5GIHDhxgx+7dLLOxfbDFQs/Nmzl27BgVKlgxeokc5fz588yaNYvZM2Zw5a5P\nWd1dXenWvTvBISHp+zwIIUSWmjdvHrpupvdL1rct5Aedn9OZETqd4cOHYzDI5KbcSCnFb7/9Rmho\nKEuWLCE5OfmO7xctWpS+ffvSr18/AgMDnZTyXvLbJkQutmDBAgJMJtrZ2L4T4Gc0smDBAkfGEtlE\nKcXEiRMpU7o0n0+YQMfr19kLxJC2EuFJ4J2UFH5cuJA6deoQ1LUrSUlJzg0thHjkzZ83hw7P6hT2\nt639gK5w6vQ5duzY4dhgIlskJCTQqVMnnnzySX7++WfGjx/PqVOniI+PJyYmht9//5127doxadIk\nSpUqxbRp05wd+R9yxUiIXOzcuXNU1XVsvRjtDlQi7YqDyH3efvttJkyYwEjgHaDAXd/PD4wB3jSb\niQD6LVtG1KVLrNu4EXd39+yOK4TII86dP8/Lz9nevkaltH/L2JT7JCYm8txzz7F3714iIiLo3Lnz\nPavf1q5dm9q1a/PJJ5/w3nvvMXToUKKjoxk3bpxzQv+LFEZC5GIJCQl4Wnlv0d3y6ToJCQkOSiSy\nS3h4OBMmTGAi8MZDjjUCPYAyus6zO3fSp3dvFkVEZH1IIUSelJCQhKeH7e093NP7kbEpt+nVqxd7\n9+5l06ZNNGjQIMNjvby8mDJlCoULF2bMmDGUKVOGXr16ZVPS+5OpdELkYt7e3sTauQ9RrNGIt7e3\ngxKJ7JCSksLYt96iJw8viv6tMRCq63y9eDEHDx7MonRCiLzO2zs/sTdsb3/jZno/MjblJpGRkSxb\ntoxZs2Y9tCj6t7feeouuXbsyduxYzGZzFiZ8OCmMhMjFqlWrxm9KEW1j+yhgn8VCtWrVHBlLtio/\nDQAAIABJREFUZLFVq1Zx5fp1RtnQ9mUgwGRixowZjo4lhBAAVKtWnY27bP/QbsPtW4ueeOIJByUS\n2SE0NJSSJUtavUGvpmm8+eabXLhwgR9++CGL0mWOFEZC5GKvvvoqFoOBeTa2DwdMrq706NHDgaly\nHovFQnx8PLqd0w5zitDp02lmNFLVhrYuQD+zmYXz5nHjhh0f6QohxAMMGBDC9t8tHDxmW/svFxtp\n1rQxlStXdmywHCY5OZlbt26hHrAxe24SExNDREQE/fv3v+eeosyoUaMGDRo0IDQ0NAvSZZ4URkLk\nYoULF6ZTp06EmkykWNk2CZhpMtGte3d8fX2zIp5TXbx4kXHjxlEqMBCTyYSXlxcuLi48XqkS06ZN\nIy4uztkRbaLrOjt376ajxWJzHx2Bm4mJ7N+/33HBhBDitvbt2xMQUJDPbVjw9I+/YPvvFoJDBjs+\nWA4QGRnJa6/1xts7P+7u7uTPnx93dzeeffZpVq1a5fSpZLbau3cvSUlJdOzY0eY+OnbsyPbt2x2Y\nynpSGAmRy40YOZLzQF8gs9dDLEAvTeOawcCw4cOzLpwTxMbG0q1rV0qVLMnE//6XVpcuMRuIIO3+\nmirHjvHG669TLCCAESNGkJqa6uzIVrl58yYWXaeQHX2kt42JiXFEJCGEuIOLiwtvvvk2c1bAwm8z\n3+5qNHQaZqJy5fK0b98+6wI6wf79+3nyydrUqVOHH39cyOuv32LePFi0CD75JJVbt7bx0ksvUaZM\nCRYtWuTsuFaLjY0FoFAh20enggULkpSU5NRtJWRVOiFyuZo1azJvwQK6detGqqYxRykyWgzoFtBT\n01gNLF+yhKpVbZmQlTNdunSJZ5s35/LJk0zVdXoCXncd018pLgMzk5L4aPJkDu7fz+rvvsPDw44l\nlLJR+k7h9pRz6W1dXV3tziOEEPczdOhQ/jx4kFfGzOXGTUVwN9C0Bx9/4iy0HmjiZrI3u7dueKRe\nnzZv3ky7dm147LEUvv0WWrc2c/dss9dft/DHH/DJJ1H06NGDM2fOMHbsWOcEtsE/Y5MdHzamt03v\nyxnkipEQj4CgoCC++eYbVppMFDcaGUna5p7/dgwYBhQ3Glnn6sqq1at58cUXsz9sFomPj6f1c89x\n49QpdlssDOLeoihdUWAcsF4ptm/ezMvduuWa+488PDwo4OnJcTv6OHH734ULF3ZEJCGEuIemacyc\nNYvBg4cw6AOo0sbEtIXcsVqdUrBlD3QcqlGptYYylmDHjl8oU6aM84I72P79+2nXrg0NGyazY4eF\nF17gnqIoXc2asHgxvP8+vPPOO4SFhWVvWDukjyfHj9s+Op08eRJ/f3+b7lFyFCmMhHhEdOrUib+O\nHOHV119njpcX5YCiLi5UcHGhqIsLFYFFPj70HzGCv44c4YUXXnB2ZIf67LPPOHb4MGvNZipmss3T\nwGJdZ+Xq1axYsSIr4zlUpy5dmGsyYetM9HCgXOnS1KhRw5GxhBDiDkajkalTp/Lzzz9Trc6LvPGp\nkSJNDJR82oXyLV3wb2Dk6Vfg8IXyfP75dCL37qdcuXLOju1Q/fv34bHHUlixQid//ocfr2nwzjsQ\nEgJDhw7hypUrWR/SAerWrUvJkiUJDw+3qX1qaipz586lc+fODk5mHS23rYShaVotIDIyMpJatWo5\nO44QOVJiYiKrVq3ixIkTxMfHU6BAASpUqED79u1xd3d3djyHS0lJoVRgIC9du8aXNrRvajRibNiQ\nLdu2Wd1WKcWePXs4e/YsCQkJeHt788QTT1C+fHkbkmROZGQkderUYTXQzsq2fwPFNY2PJ05kuJX3\nl+3du5fatWsD1FZK7bXy1I80GZuEeLjLly+zcuVKoqKiSElJwcfHh4YNG9K0aVO0jObZ5VL/vFav\nhnZWvlhHR0NgoIF33/2A0aNHW33uxMREtm/fztWrVzGbzfj5+dGwYUP8/f2t7iuzJkyYwPvvv8+F\nCxesPs+yZcvo3LkzBw4csHqZdkeOTVIYCeEgqamprF69mjmzZnHy2DFu3rpFgfz5qfT44/QbMIBW\nrVo59fJwdjtx4gSbNm0iOjoag8FAwYIFef755ylWrJjDz/XNN9/QpUsXDgKP29B+CRAEHDp0iCpV\nqmSqTWxsLPPnz2fG9OkcPXn3xEV4ulkzggcP5oUXXsiS+dJP1q5N4v797LBYHjhl8G4KeA1Y4ubG\nhUuX8PPzs+qcUhg9mIxNIqeKjo5m3rx5fL10KVFXrpCamoqPjw/NGzdm4MCBeerKsVKK7du3s2/f\nPuLi4vD09KREiRK0adMGT09Ph5+vT5/X2LhxAadOmTHZcFd/797w00/FOHXqXKbfP5w4cYKwsDBm\nfzWbGzF3bsng4uZCUNcgQoJDqFu3rsOL0atXr1K8eHFeeeUVwsLCMt1/bGwsDRs2pGDBgmyz4QNK\nh45NSqlc9QXUAlRkZKQSIidITU1VH374oQooWFABqonRqEaBGg9qBKg6RqMCVKnAQDVt2jSl67qz\nI2cZs9msVq9erf7TooUClFHTlL/JpHxNJqWBMhmNqmOHDmrz5s0O/Tl06tRJPWkwKJU2Zd3qr2RQ\nPkajGj9+fKbOt379euWVL58yaZrqomlqC6g4UKmgroGKANX49p97lQoV1OnTpx32XNMdOHBAeeXL\np5obDCouE89RBzUqrTZS8+fPt+mckZGRirQ+aqkcMB7kpC8Zm0ROc+XKFfXKq68qV3d3ZXB1VXTq\npBgzRjFunCIkRJkCAxWg6jVooDZt2uTsuFkqLi5OTZ8+XZWvXFkByuDmpkyFCytjgQIKUF6+vmrY\nsGHq2LFjDj2vt3d+9c47tr+07NiR9pq9e/fuh55L13U1btw4pWmaMvoZFSNQ/IUiAUUyirMoPkGZ\nSpsUoDp36awSExMd+nyVUmr27NkKUG+//XamxvmYmBjVtGlT5ePjo/766y+bzunIscnpg4nVgWXw\nETlIQkKCatu6tTJqmhoI6uAD3pT+Cqrn7TelPXv0UKmpqc6O7nCxsbGqRfPmClBPGo1qPqiEf/0M\nYkFNA1XZlPai3KtnT5WcnOyQczdr3FgF2VgUpX897uKiBg0a9NBzrVixQhkNBtXaYFCXH9JnJKiy\nJpMKKFhQnThxwiHP9d9+/vln5ZUvn6pqNKqltwu8+xVE20G11jQFqClTpth8PimMZGwSucPx48dV\nybJllalQIcWECYorV+79pU1NVaxcqQwNGyqD0ajCw8OdGzqLHDhwQBUtUUJpRqPSOnZUbN6s0PX/\n/xxOnFCMHKmM/v7KYDSqWbNmOeS8ycnJClBz59r+0nLpUtr7hu+++y7Dc+m6rkIGhaS9Po+7XQw9\n6B8zioUog7tBNW3eVCUlJTnk+f7bp59+qgDVrl07tWvXrvsWSMnJySoiIkJVqlRJ+fj4qJ07d9p8\nPimMZPAROYDZbFYvtmunPAwGtTaTb76/BmXSNNWvb99H6spRfHy8ql29uvIxGtXGTFy5WADK1WBQ\nL7Rp45AisdGTT6oedhZGNV1c1IABAzI8z++//67cXV1VF01TqZns9wqo8kajKl+mjIqLi7P7ud7t\n4MGDqmmjRgpQASaTGgVqBqjZoD4EVe12IVq+TBm1YsUKu84lhZGMTSLni4qKUsVLl1bGChUUp08/\n/Jc3NVUxYIAC1DfffOO84FngwIEDKr+3tzLWqKE4cybjn0NioiI4WAFq6tSpdp/71q1bClALF9r+\n0nL1alphtHLlygzPNWXKlLTX5pkZFER3/7MNZXAzqJd7vmz3c72fpUuXqscee0wBqkaNGuqjjz5S\ns2fPVjNmzFAjR45UhQsXVoB66qmnbL5SlE4KIxl8RA4wc+ZMpYH61so34F+l/eVVq1atcvZTcJiX\n2rdXBYxG9YcVP4e1pE21G/HGG3afv22bNuo5O4oiHVSgyaRGjx6d4XnatW2rqhiNKsnK/o/fLoin\nTZtm93N9kIMHD6rg4GBVxN9fGQ0GBSjv/PlVu7Zt1caNG5XFYrH7HFIYydgkcr6XOnZUxoAAxdmz\nmf8FtliU1q2bcvPwUFevXnVWdIeKjo5WAcWLpxVFcXGZ+znoumLECKVpmlq/fr1d59d1Xbm5uahJ\nk2x/aTl0KO39wpYtWx54noSEBOXl66UYYEVRlP7PrLT+7S1MHsRisah169aptm3bKi8vLwUoo9Go\nAgIC1ODBg9WhQ4ccch4pjGTwEU6m67p6onJl1U7TlC1vxBsYjapF8+bOfhoOceDAgbRPxWz4OYwD\n5e7qqq5du2ZXhokTJypXg0FdsbEw2nG7WM1oIDx79qwyaJqaaeM5OmmaqlSuXLZcKdR1XZnNZof3\nK4WRjE0iZzt//rwyGI2KL7+0/pf46lVlcHNTn376qXPCO9ikSZOU5uKiOHfOup+DxaIMjRqpBo0b\n253hP/9poZ580mjN2e/4evddVP78HhnONpg7d27a6/IJGwqjJJSpkEkNGTLE7ueaGWazOUvGQEeO\nTbKPkRA22LlzJwcPHyYk7Q2R1YItFjZt2cLRo0cdnCz7zZgxgwCTiS42tB0IWFJTmTdvnl0ZXnnl\nFQwmE1/Z2D5U0yhXujTPPvvsA4+ZNWsW+QwGutl4jmClOHLiBFu2bLGxh8zTNC1PrYAohEgza9Ys\nNA8P6NHD+sYFC6J36cL0GTNyzYbXD6LrOtNnzICOHaFECesaGwzoQ4eye8cODhw4YFeO4OBB7Nlj\nITLS+rapqTBrlokePV7By+vBa49OC52GoaUBHrMhoBuY+5iZM28Ot27dsqED6xiNxhy/LLsURkLY\nYNGiRZQ1mXjGxvYdAV+jkYiICEfGynY3b95k4bx59DWbsWVB6sJAJ2DG9Onpn7rbxN/fn67duhFq\nMhFnZdsTwDJg4ODBGAwPfkncuW0bLS0WMrE/3301A/xNJnbt2mVjD0IIkbF5ixZh6d4dChSwrYP+\n/Tl/+jS7d+92bLBs9tNPP3HmxAlUcLBtHbRvjykggLCwMLtytG7dmhIlivLxx2lTB6wxfz5ERZkZ\nOHDgA49JTU3lj9/+QO9gRyHbAW7duMWhQ4ds7+MRIoWREDa4dOkSVcxmm/8CuQPlNI1Lly45Mla2\nO378ODcTE2ljRx9tlOLk2bPEx8fblWXMmDHEe3jQwWAgMZNtooBWJhNlypThtddey/DY2OhoCtqR\nTwP8NY2YmBg7ehFCiAeLunQJqla1vYPb+7jl9rFp7969GL29oVEj2zpwccHcsiW/7rVvSxyTycTH\nH09k+XJ4//3MF0dbt8KgQQZ69uyR4WansbGxaf9hz+B0u62MTWmkMBLCBkkJCbjb2Ye7UiQmZvYt\nfM4UF5d2fcbXjj7S2/7zAm+j8uXLs/r779nt6srTRiNHMjhWATuA+iYTCX5+rPvxR7y9vTPs38XF\nhRS7EkIK4OrqamcvQghxL6UUqcnJ4G7H6HS77aMwNhl8fcGeaVu+vsTYOS4BdOvWjY8++ohx4yAk\nBK5ff/CxKSkQHg4tWxpo2vQpZs8Oz7DvfzYPt2dwut1WxqY0UhgJYQNvX1+iM5h2lRkxBgM+Pj4O\nSuQc7umDqB19pLf18PCwO0+zZs34eft2zvn7UxloYTCwAjgLXAdOAbOBWiYTTQCfihX55fffKVu2\n7EP7DggM5Lgdf+bxQJTFQpEiRWzuQwghHkTTNPJ7e0N0tO2d3C4EHoWxSdlb3CUmOmRcAhg9ejRh\nYWHMmeNC8eIGXn0VduyAS5fg6lU4dAjefRdKlTLRty906dKd779f+9BixcvLC1d3VzhuR7jbbWVs\nSiOFkRA2qFOnDrtIe7Nti5PAodRUateu7cBU2S8wMBCAP+3o40/Aw80NX197rjv9X506dTh17hyL\nFi0isW5dOgKlSZst8BjQX9Mo8dxzrFu3jr0HDlAikzfmdgkKYpuuY+tyGYuAVKBjx4429iCEEBmr\nXbs2xh9+sL2D779HMxioUaOG40I5QWBgIJarVyEqyuY+jH/+ScnbY5wj9O/fn/PnL/Deex+yZUsg\nTZpAYCAULgyPPw5Tpnjw0kv9OHjwIPPnL8DNze2hfRoMBrp07oJpjgkstuXSZmtUfqIylStXtq2D\nR4xmzw3PzqBpWi0gMjIyklq1ajk7jsij/v77b0oEBvKR2cwbNrQfBYR7eXHh8mU8PT0dHS9bPdWk\nCWr3bn62WP+qbAbKmkw826MHc76ydU25jB09epQzZ85w8+ZNvL29qVixYqaLoX9LTk6meEAAL8fG\nMsXKtgqoZjJRvnVrVq5ebfW5c4q9e/emF/O1lVL2Tb5/xMjYJHKC5cuX06lTJ9i/H6pVs66xUphq\n1aJlyZJ8/+23WRMwm8TExFA0MJDkMWNg7FjrO/jzT3jiCZYsWUKXLrasuZoxi8VCZGQkf//9N2az\nGV9fX2rWrJnh6nMPsmfPHurXrw9rgOetbHwetNIaoV+GMmDAAKvPnVM4dGyyd73v7P5C9ooQOUT3\nbt1UWZNJJVq5n00sKH+jUQ0fPtzZT8Ehli5dqgB10Ia9fVbf3j/o999/d/bTyJS33npL5TMa1X4r\nn+es28/zxx9/dPZTsIvsYyRjk8jZUlJSVOFixRSvvGL9L/GWLQ/dzy036f3aa8pUvLgiNdX6n0Vw\nsPIvUkQlJyc7J7wVdF1X1WtXV8bqRkW8FXsYWVBaZ015FvBUN27ccPbTsIvsYyREDjDqzTe5ZDDQ\nU9MyfQU7GehgMGDx9GTIkCFZGS/btG/fnsAiRQgxGEi2ot11YJTJRP06dXLNlMK3336bClWq0Mpk\nIrMLmy4FBmoaAwcM4JlnbF3gXQghHs7FxYX33n4b5s0Da5aaPn0aU9eu1K1fP8P93HKTQSEhmC9c\ngPHjrWu4axeGOXMI6d8/VyxIoGkaC75agNspNwztDXAjE40swGBgGSyYu4ACti7v/giSwkgIG1Wr\nVo3FS5eyUtN4UdN42EKXV4D/GAzsMBpZ/f33lCpVKjtiZjlXV1e+WbmSPUYjHTWNzGwR9zfQ0mgk\nukABFi5enNURHSZ//vys2bCBghUq0Mho5FPg2gOOPQKEAF2BoG7dmDZ9eo7f2E4IkfsNHDiQQYMH\nw8CBMGECmM0ZN/jlF4wNG1K8QAF++PbbDPdzy01q1qzJxx9/DB98QKY3Etq9G2PbtjR48knGjBmT\n9SEdpFq1aqz9fi0ev3lgbGCExdx/pTod2ATacxpamMasWbPo0KFDNqfN4ey95JTdX8h0BZHDrFmz\nRuXz8FAeBoPqA2ovKP32FCod1E5Q3UG5GgzK38dH7dixw9mRs8S6detUPnd3VdloVLNB3bzPlLLr\noCaBKm4yqYCCBdXevXudHdsmcXFxqverryo3FxflZjCol28/rzBQn4B62mBQgCrk66s++eQTpeu6\nsyM7hEylk7FJ5A66rquxY8cqQJkCAxXjxysuXvz/L2xysmLJEmVs0kQBqlbduioqKsrZsR1O13X1\nzjvvKEBprVop1q9XWCz3/gU+elTx+uvK4O6uGjZpoqKjo50b3EYHDx5UTZs3TftzL2xSDEcxDcWX\nKN5FmSqYFKAqP1FZrVu3ztlxHcaRY5PTBxOrA8vgYxVd19XmzZtVhw4dlb9/gHJxcVMeHvlVyZKP\nqdGjR6szZ844O+Ij4fLly+qDDz5QxQMCFKBcNU35mUzKRdMUoMqVLq0mTZqkrl+/7uyoWWrfvn2q\ndatWStM05W00qldAjQY1ClRXUO4Gg3IxmVTXLl0eid+9q1evqk8//VRVqVBB5ffwUAaDQfnkz6+a\nNmqkIiIiVFJSkrMjOpQURjI2OUpiYqKaP3++evLJRsrLy0+ZTC6qQAFfVb16bRUaGprr73nIKfbt\n26f69++v3PPlU4AyeHoqo4+P4vbY1OSpp9TSpUtVSkqKs6NmqaVLl6rKTzyRVjCUK6cICVGMHasY\nPlwZnnlGAcrb31+NHj1aJSYmOjuu3f766y81ePBgVTiwsHJxc1FGk1H5FvJVXbp2Udu3b39kPqxL\n58ixSVale4StWrWKUaPGcOLEEUymypjNHUlbtDgVOIHRGIGu3+T551vz5ZfTH5mpXc5kNpv58ccf\nOXnyJDdv3sTLy4uKFSvSvHnzR2Z6QmacPn2asLAwNq1bR3R0NAaDgYKFCtGuQwdee+21R3a/BKXU\nIz1dTlalezAZmzLHYrHwwQcfMGXKNOLiojEY/oOuPwUUAG6hab8A3+Hu7smAAX2ZMGFCppYtFhmL\ni4tjzZo1/P3336SkpODj40Pjxo2pUqWKs6NlG6UUu3btInTGDCL37ycuLg4PT09KFS9O71696NSp\n0z978z1qZGzKPCmMHlGTJk1ixIgRaNrzKDUKaArc/ZfiFhCB0fghvr7JbNq0nurVq2d/WCFEriCF\n0YPJ2PRwycnJdOrUhR9++B6lhgDBQPn7HHkemIXBMJH69euydu33eHt7Z29YIUSu4cixyakfYWua\ndkbTNP1fXxZN00Y5M9OjYM6cOYwYMQJ4C6V+AJpxb1EEkA/oi8XyKzExxWjRoiVnzpzJzqhCCJHj\nyNjkeLqu06vXK6xZsx6lvgOmcP+iCKAE8F90fTN79hzkxRc7kpJyvzvJhRDCsZw9t0cBY4EiQABQ\nFJju1ES5XFRUFAMHBgP9gI+4f0F0t8JYLOuIiXFn4MCQrA0oRBbLbVfBRY4kY5ODLV++nKVLl6Dr\ni4DWmWzVAItlNVu3biU0NDQr4wmRpdT/70UUOZyzCyOAm0qpq0qpv29/JTo7UG42Z84cLBYj8AmZ\nK4rSFcZieZcNG9Zx8uTJLEonhOPFxcUxffp0ajz+OPk9PDAYDBTw9KROjRrMnDmTmzdvOjuiyJ1k\nbHKgadO+xGBoBnS0smVam2nTQtF1PQuSCZE1Tp48yahRoyhVshju7m4YjUb8/Lxo0/p51q5di8WS\n2R0QRXbKCYXRW5qmXdM0ba+maSM0TTM6O1BuZTab+fLLmeh6N8DHhh66YDD4MHPmTEdHE8LhkpKS\nGDp0KMUCAhg+dCjl//qL95OSmAmMS0yk+IEDBA8cSLEiRXjrrbdITU21qv/jx4+zefNm1qxZw44d\nO7h27UE7FolHlIxNDvLnn3+yc+c2dD3YpvZKBXP6dNrfRyFyujNnztD6+VaUL1+e2TMn80LTy0wc\nmcqM9xRv9Izn0pmNtG7dmvLlyhAREWFV3xaLhcjISDZu3Mj69evZs2cPycnWbK0uHsbk5PN/DuwF\nooGGwMekTVsY4cxQudXu3bu5fPk80NfGHjyxWHqwcOFiPv30U0dGE8Kh4uLiaNOqFb/v2cNbuk5f\noNhdx7yhFOeAsIQEJn76KfsiI1n57bd4eno+sN+kpCSWLVtG6PTp/PLbb3d8z9VkolPnzgSHhNCg\nQYNHeoUfIWOTIy1duhSTyR+zub2NPTTGZKrE4sWLadGihUOzCeFI+/bto2XLFni4xDLnA0WXVhY8\nPe48Zkx/C78egM++Ok/37t05deoUY8eOzbDfK1euMGfOHMJCQzl/8eId3/P39aVv//7079+f0qVL\nO/gZ5T0Ov2KkadqEu25avfvLomlaBQCl1FSl1Dal1J9KqVnAcGCwpmkujs6VF0RFRd3+r4p29FKB\na9euyFxYkWOlpKTQoX17/vz1V7boOu9xb1GUriRpd9qtV4rtmzfTrWvXB05f2LFjB6WLF6dnz54U\niIxkBXACuAgcAj4ym/nlm29o1KgRzzz1FNevX8+CZyeyioxNzpM2NpUFXG3sQcNsrkBU1BUHphLC\nsc6cOUPLli0oXjCWPUssvPoS9xRFAJoGT1aHZVPhv0PgnXfe4Ysvvrhvn0oppkyZQonixRn/7ruU\nvXWLd0qVYmq5ckwrX573y5ShrqYxfdIkypYty8iRI2XKqZ2y4orRRGDuQ4459YDHfyUtU2ngeEYd\nDBs27J7lO4OCgggKCspcykfQ/y+n2jr4ALhhNqc+8mvei9xr5syZbP35Z35SivqZbPM08I2u0+b7\n7/n666/p2bPnHd9fv3497V94gfoWC9uACncNLMWAKsAws5k1/I+9+46Pqlj/OP4552wSWhq9SEdC\n70iX3pv0Kr2GJtcCV0V/oggqFxBIgFA1IBKKFEFBREpoQuhF0CC9BwhJCEl2d35/BBAQSHazm0Ke\n933tC+7mzOS7CDuZszPPQL+dO6lVrRrbd+0iZ86cSX9RqdDSpUtZunTpE8+Fh4enUBqHkLEphcTE\nxKBUUsYlADfu37/tkDxCOMOI4cPI6HKHDXMs5MyW8PWaBh8OhZu34a23RtG2bVvy58//xDUffPAB\nEydOpHnWrLyRIwdZjCdX9GZzcaFoxox0ypmTX27d4n+TJ3Pp4kUWL1ny0p6d6OyxKVWdY6RpWg9g\nEZBdKfXMVylnRTzf+vXradWqFXCO+Hvl9phEliyTiIi448BkIrkppdi5cydr167l5s2bWK1WsmbN\nSpMmTWjSpEmafcNUSlHy1Vcpf+YMy+x472qq64RXrMie/fsfPXf48GFqVa9Og5gYlitFYo6S/BOo\nYxgUqliRbcHB6eYAyvR6jpGMTUkzatQoZs3aSFzcH3b3oesNaN8+G8uXL3dgMpHcYmNjWbVqFbt3\n7+b27du4ubmRO3duunTpQpkyZVI6nt3+/vtvihYtytzxiv421heJiIJ89QzeGv0+48ePf/T87Nmz\nGTp0KN1z5aJltkTMtIC9d+8y4+JF3hszhkmTJtkWJA17Kc4x0jStuqZpozRNK6dpWuEHA88UIPB5\nA494scqVK2MYJuAHu/swjFXUrFnDcaFEsoqJiWH27NmUL12aOnXqsGTqVE4EBnJ6yRJ+mDGD5s2b\n82rhwkyePJm7d++mdFyb/fbbb5wKDWWYnTd0hlmt7A0JISQk5NFzH48bR/64OL5P5KQI4k9fWWux\nsHf/flasWGFXFpE6ydjkeDVq1CAu7hRwws4erqFUMDVr1nRkLJGMrl69yocffkie/Hny26p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fy8/mc8PT0dmiE8PJwZM2ZQpXIFcuXKirt7Jl7Jl4sWzZuxdu1aLBaLQ7+fSLtkKV0qdPLkSUqV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\nRERECp4aoxBVVFSEHcE3URmLxtH6RGUsU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsne_fun.normalize_and_make_tsne('exp')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Above you can see that the cell lines cluster according to their histology and not plex (from the CST experiments) based on gene expression data. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18874, 37)\n" ] }, { "data": { "image/png": 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EECL7WrZsSXxaGn/evm1T/3iTiT9v36ZVSIidk+VfMoMLIVyeh4cHffr3Z76q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\nPISGhnLhwlmmTPmCunXjCAr6k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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsne_fun.normalize_and_make_tsne('exp')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "tmp = plt.get_cmap('jet')\n", "print(tmp)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import matplotlib\n", "tmp = matplotlib.cm.get_cmap()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Colormap objects based on lookup tables using linear segments.\n", "\n", " The lookup table is generated using linear interpolation for each\n", " primary color, with the 0-1 domain divided into any number of\n", " segments.\n", " \n" ] } ], "source": [ "print(tmp.__doc__)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }