{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TCR Activation (Chylek, 2014)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Supporting packages for analysis\n", "import numpy as np\n", "import pandas as pd\n", "\n", "#KSTAR imports\n", "from kstar import config, helpers, calculate\n", "from kstar.plot import DotPlot\n", "\n", "\n", "#Set matplotlib defaults for arial 12 point font\n", "from matplotlib import rcParams\n", "rcParams['font.family'] = 'sans-serif'\n", "rcParams['font.sans-serif'] = ['Arial']\n", "rcParams['font.size'] = 12\n", "import matplotlib.pyplot as plt\n", "\n", "#where supplementary data was downloaded to (From https://figshare.com/articles/dataset/KSTAR_Supplementary_Data/14919726)\n", "SUPPLEMENTS_DIR = './'\n", "\n", "#Directory where KSTAR Supplemental data was set \n", "odir = SUPPLEMENTS_DIR+'Supplements/SupplementaryData/Control_Experiments/TCR_Chylek_2014/'\n", "\n", "#load the Mann Whitney activities and FPR for Tyrosine predictions, \n", "#it will be faster and less data than loading all KSTAR outputs\n", "activities = pd.read_csv(odir+'/RESULTS/TCR_Y_mann_whitney_activities.tsv', sep='\\t', index_col=0)\n", "fpr = pd.read_csv(odir+'/RESULTS/TCR_Y_mann_whitney_fpr.tsv', sep='\\t', index_col=0)\n", "\n", " \n", "#load kinase map from supplementary data\n", "KINASE_MAP = pd.read_csv(SUPPLEMENTS_DIR+'SupplementaryData/Map/globalKinaseMap.csv', index_col = 0)\n", "#set preferred kinase names from the kinase map (make a kinase_dict)\n", "kinase_dict = {}\n", "for kinase in activities.index:\n", " kinase_dict[kinase] = KINASE_MAP.loc[kinase,'Preferred Name']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Agglomerative clustering of kinases" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "results = activities\n", "results = -np.log10(results)\n", "\n", "\n", "#Setup a figure with a context strip at the top for HER2 status and activity dots on the below axis\n", "fig, axes = plt.subplots(figsize = (6, 9), \n", " nrows = 1, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " figsize = (6,9), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)', \n", " x_label_dict={'data:time(sec):5':'5','data:time(sec):15':'15', 'data:time(sec):30':'30', 'data:time(sec):60':'60' },\n", " kinase_dict=kinase_dict)\n", "#Cluster changes the sorting of the values array, so be sure to plot context last so that it is in the same sort.\n", "\n", "dots.cluster(orientation = 'left', ax = axes[0], method='ward')\n", "\n", "dots.dotplot(ax = axes[1])\n", "plt.xlabel('Time (seconds)', FontSize=12)\n", "plt.xticks(rotation = 45, FontSize=12)\n", "plt.yticks(FontSize=12)\n", "plt.savefig(odir+'TCR_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Agglomerative clustering of all significant kinases" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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mpgbGjRu3d8GCBW2PZb3PPvss+YMPPmjZt2/fAZmZmX3ffPPNeu/CbOzCIEFEckK3NQS//U9W1a112HYsMBK4RkR+EtHuAc4AlqrqqcDNwAsiklbf4Y/F3/72N0pKSigpKSE1NdXJKIfrnwkVES/amBjoNRCsq7dGA3qmE+vx4HG76ZTalvZtU5yOFNUyB/Qh1hPsjPS43WSe2NfhRNGtR5c0EuLiiI+NxeN2M6h3D6cjHa+uQN+abqqkfvj56lrfaD78/EtR1fa17OeYxllGjhzZp1+/fgMqb9u3b6+2lzwvL8/zzjvvtDrrrLPCwwRTpkzp0bdv3wEdOnQ4qVOnTietX78+/vXXX99YddvExET9wx/+sCMvL2/NddddV/Dss8+27dmz58D58+e3rrrujh07Yrt37x4eAujSpYs3Pz//iO7H2tZLSUnxX3311QVff/312gceeGD7pZde2is3N9dzLL+Xo3H0GINjdGFo6OFaYKGInKyquUA+sE9VXwNQ1c9EZBPBgxitf7yqnifCXX+G+6ZDwA9desIfXnM6VVRrmZzEvbOuYE9xCaltWuOKoslOolFG/97Ex8WRu3U7vbt3+aGPmX9vCfFx/PraKXy7YxedUtvSIinR6UgNwuN2sWdf7cPze4pLcLvr72OptqGEKVOm9IiPj6+oqKjA4/Ho5ZdfXjht2rR9lcsrhxLWrVsXO2bMmD6DBw8uHTBggLe6fVVyuVwaExOjIqLVTYqkqhI5bbOq4nK5juiurW29d955J7ey/ZxzzjkwdOjQA//85z9b3njjjUW1/jKOQVO6JHI5gKo+JyIjgFdCQxEfAWUiMlZV/yki/YCe1OGYhWbrvMvhnElQehCSWzqdpkmI9Xjo2K6N0zGajH49utGvRzenYzQZ8XGxP4QCqtaeX58/MKRN65YxhXuLa1ynTasW+P3+QKzHs77e01VR9RiCmvTr1887b968zeeff37f008//UDV4wEOHTok9957b4fnn3++Xc+ePUuvueaagp/97GebXS7XEftKS0vzbtu2LfztPj8/35OWlnbEsHdN6xUWFrpmz56d+sADD+ysLDxUFY/HU69jwU31q89NgB94OnTmwTnAr0LDEy8DV6jq9sYOlZ2d3XQmUHK5rCgwxjQaEYqGDx1U6wfY8KEnqYjU2zff+jJmzJiD48ePL5o1a1b3qscPFBUVubxeb8zixYvXv/fee7kTJ07cX11RAHD++efvmz9/fjufz0dhYaHr1VdfbTN+/Pi9dV2vdevWgXnz5rV/9tlnWwMsX748YdWqVUnjxo2r1wmiGq3HQFXzgKMeJKGqR4xBVW0LFQOZEfdXA6O+d8jvadGiRRQX11wNG2NMc+Vxu3eNyBrcdtW63GoPQDyhcydGZJ2kHrd7twPxjurRRx/d3r9//4GPPPJIu1tvvTV8On3Xrl39jzzySJ2GrW+77bbdubm5cf379z/R5/PJ1KlTC84///wDADfddFMawGOPPZZf23ovv/zyNzfccEO3+++/v7PL5dIFCxZsqmm45HiJNqOj0bOysnTFihUNtv9Ro0aRk5NDRkYGS5YsiXxcGvJxjTGmIYnISlXNqtq+atWqvMGDB1d7zZkahK5j8KV8+PmXsqe4hDatWjB86Ek6Iuskrc/rGJjarVq1qt3gwYPTq1vWlI4xMMYY07Ttj/V41o48eXD7EVkntXW73S6/3x8QkaJQT4FdlC4KWGFgjDGmMZV73O6thA5WjPXU65l2ph401YMPjTHGGNMArDAwxhhjTJgVBsYYY4wJs8LAGGOMMWF28KExxpjGFIe3rAMV2pbYuBi85RXESBGx8buwsxKigvUYGGOMaSwtKT04gOefaMfFA2M4LRYuHhjD80+0o/TgAMAuxxoFrMfAGGNMY4ij9GBPrjs7htWffNe6fRPMuU1Y/Irw5Ls9SUhaSz30HIhIZu/evUsjJzMaPHjwwRdeeGFL586dB3k8Ho2Pj68QEXw+n4wcOXJ/dnb2VpfLRdXlXq9XYmJiePDBB7dOmDChQS7A5Pf7mT59etfFixe3DAQCMnPmzF233XZbwbGst2jRolYzZsw4oVOnTuHJnj7++ON1KSkpFceSxZHCQEQ8wLdAjqr+JNSWDuQCq0OruYBDwC2qujy0fI2q1nhZZRHpCnwCDFbVY7kalzHGmIbkLevAS0/KYUVBpNWfwMtzhYtntic2vtYJmeqqttkVIydRKisrk2HDhvV9+OGHU++8886CqssBnnnmmZQZM2akT5gwodYJ+vx+P88//3zrgwcPxlxzzTV76pp19uzZqbm5uXEbNmz4at++fa5TTjml38knn3yw6qRNta23fPny5BkzZux86KGHdtb1cavj1FDCeCAHyBKR/hHtpaqaEboNAv4AzK/LDkVkCvABkFbfYU3zpqqs/Go9by77lA159fJ+Zcx39hbALy+C87vB9FGwZYPTiY5XV6BvjbcKTeXvTx0xF85hXp4rVFS0r2U/DTIFZXx8vA4bNuzAunXrEqpbXlFRwaZNm2JbtWoVqG45wIYNG2JvvPHGtPT09EGLFi1qM2DAgLLCwkJXv379BlS93X777R2rbv/666+3njp1apHH4yE1NTUwbty4vQsWLGh7LOt99tlnyR988EHLvn37DsjMzOz75ptvHnV+ouo4NZQwA3ieYA/BjcC1NazXFjhyto0qRCQNuIjgLIsNPl3nD4E/EKDkwCFSWrVwOkrUe/7f7/HfNevw+fy43W4u/slZDBs8wOlYUW1L/k5WfLWeUwb2p2un9k7HiV5+P1w9Arblgt8Hu7fDFafD39dB63ZOp6tfsXGwc0vt6+z8FmLj6+0hR44c2SdyKOG9997b0Llz5yN6EPLy8jzvvPNOq9/85jfhWXmnTJnSIy4urmLfvn3u0L6KX3/99Y1Vty0qKnKNGzeux+7duz2TJk0qXLFixdqOHTuGC4h169atrUvWHTt2xHbv3j08BNClSxfvmjVrWh3LeikpKf5LL710z9SpU/f+5z//Sb744ot7rVy58quePXseMbVzbRq9MBCRAcBpwM+AlcBSEbkrtDhBRCrnLU4BOgEXHm2fqppPsBcCkdoL0saQk5PDqFGjnI5Rq+wX32Btbh4zLrmQE3ud4HScqOXz+/k45ysqQpON+fx+3lz2iRUGtahQ5fG//h2vz8fHOV/x+1/NiIq/y6iU9zXs2hYsCgC0Anxe+O/7MGais9mOXe3dad7yIXTsHsP2TTWv07EbeMsCxCfWyxe82oYSpkyZ0iM+Pr6ioqICj8ejl19+eeG0adP2VS6vHEpYt25d7JgxY/oMHjy4dMCAAd7q9hUTE6MiQkxMzGGv9cLCQtfw4cP7Vl3/wgsv3PPwww8f1t2vqhK5raricrmOmOWwtvXeeeed3Mr2c84558DQoUMP/POf/2x54403HtNU1k70GMwA/qmqRUCRiGwGpgPPERpKqFxRRM4G/iEig4AmMQ1khw4d6NSpE/n5+ezYEezsaNOmjcOpjhQfF4uIXaf8aEQERCBiFtLIbyCmem5XDIFADO4a5qU3ITGuw15bh7X/0MRIET+7th1zbqu5SpwwQ4mJOaYPseNV9RiCmvTr1887b968zeeff37f008//UDVMf+2bdsGlixZ8s3GjRtjn3jiiXaZmZkDhgwZcuCOO+7YecYZZ5TWtccgLS3Nu23btvAbcn5+victLe2Ib/o1rVdYWOiaPXt26gMPPLCz8j1KVfF4PMf82dmo73AikgRcDgwXkTwRySPYKzATOOITSlXfBb4BTmnMnN9Hp06dWLJkCRs2bKCkpISSkhJSU1OdjnWEX4z7CbNvvZ7e3bs4HSWquV0ufnx6FrEeN7FuNx63m3Fnn+l0rKgWI8Ivf3EJF5x1Br+cdrH1FtQmvR/0PDHYzQ7gckNSCzh1jLO5GkJs/C5+fp0yaFj1ywcNCxYGsfG7GzfY0Y0ZM+bg+PHji2bNmtU9EKj+MIPevXt758yZk7958+bVEyZM2Pvll19We7xCTc4///x98+fPb+fz+SgsLHS9+uqrbcaPH7+3ruu1bt06MG/evPbPPvtsa4Dly5cnrFq1KmncuHHHfBZFY/cYTAaKgD6qGgAQkdbAFuDnVVcWkT5AOvBFI2ZsFkSEuFjrLaiLsaNOp096V3bv2ccJnTvSuUP0FXrRpkPbFDq0zXQ6RvSLiYG578ETt8PqT6Fbb7jlEUj+QZ7OX05CUi5PvtuTl+cKL88Vdn4bHD6YMEOZMENJSMolSi9y9Oijj27v37//wEceeaTdrbfeWuNZbx6Ph6lTp+6raXlNbrvttt25ublx/fv3P9Hn88nUqVMLzj///AMAN910UxrAY489ll/bei+//PI3N9xwQ7f777+/s8vl0gULFmyqaSilNqLVdWM1EBH5AnhaVf9Upf13BA9AbMN3pytCsEfjPlV9MXS64mbgYJXdnqaq4W1ERIHU6k5XzMrK0hUrVtTHU6lW5XEFS5Ysqfq4NOTjGmNMQxKRlaqaVbV91apVeYMHDz7WU8Pj8Ja1p6KiLbHxLrxlAWJiikI9BVFZFPwQrVq1qt3gwYPTq1vWqD0Gqjqkhva7gbuPsm0ecNQ+SVW1fktjjIle5aHrFAQPVoxPdDaNOYIdRWWMMcaYMCsMjDHGGBNmhYExxpjjVVFRUWHDt01M6P+sxqs4WmFgjDHmeK0pKChoZcVB06CqlJeXe7Zs2dIa+LCm9Wx2RWOMMcfF7/dftXPnzqd37tw5EPui2RRUiEhxIBCYU1FRMbemlawwMMYYc1wyMzN3Axc4ncPUL6vwjDHGGBNmhYExxhhjwqwwMMYYY0yYHWNQB9nZ2SxatOio6+Xk5JCRkXHU9YwxxphoZT0GdbBo0SJycnKcjmGMMcY0uHrpMQhNXLSGIy+YcFHo31wOnxxJgMdVdV5ocqQ1qppcZZ/3AO1UdWZE2yxgDsGJkz6pJsdg4C1V7fS9nlA1MjIyjpgcqarKSZSMMeaY7CuCbd9A+y7QvrPTaUwzV59DCaOrm9Ew9MFfqqoZEW2dgTUisgI4lrmirwUWAjcBl0Tszw3MAm4Hkqvf1ETaWbiH3UV76ZPelfi4WKfjNAmBigpcMdbJVhd7iveTt30nJ3TpRErLFk7HiW4fvAF3XgIuN/i9cP2DMOkmp1OZZsyRYwxUdbuIbAT6AHWaj1hERhGclvk2IFdEuqrq1tDiocAgYBzwn/pP/MPyzZZtPPn8PxARWiYlcde1l+N2uZyOFbUqKip4YuErbNyyjR8NG8q4s0c4HSmqFe0r5sHshSiKiHDX9MtJaWXFQbUOHQgWBWWHvmv7050w7MfQY4BzuUyzVp9ffxaLSE7E7dWaVhSR04BewKehpoQq2+YQ7B2IdB2wUFXzgfeB8BCDqn6mqlcAO+rx+Xxv2dnZUTm88OXGTXh9fsq9PooPHGBP8bF02jQ/Rfv2s3lb8KX1wYovHU4T/TZu2U6FKuVeH6pK7tbtTkeKXru2QtVeKLcH8tY5k8cYGmEoISQh9GFf+ZiFwGRV3VrdUAN8d4xB6OeOBI9XyAwtXgA8JSL3qurBenwO9SY7O5tf/vKXHDhwgG7dujkd5zADeqSzbOWXCEJSQrx19R5Fm9YtSWvflq07CzjlpP5Ox4l6PboGD/GJ9QTfXtI71/shPz8cqZ0hUOXQLL8fuvV2Jo8xNN5QwhEf/MfoakCBN0QEgj0dLYGpwJPfP179mz59evgUxwMHDjic5nD9enTjlikT2VFYxIm9TsDjtrNWa+OKieHWKy6lzOslIS7O6ThRr32bFG6/ahKbtubTq1tn2qW0cjpS9EpuCb99Bv73F+CJBZ8XfnEH9BrkdDLTjEX9J4KIuAgWBteq6jMR7fcCN4rIXFVVxwI2UV07tadrp/ZOx2gyRMSKgmPQoW0KHdqmOB2jafjxxTD4jODwQafu1ltgHFefhcFiEal6uuKdwNrvud+xBHsIFlZpfxS4ETgP+Nf3fAxjjHFOhy7BmzFRoF4KA1U92lzcNZ5CqKp51S1X1Xsi7r5WzfK9QKsqbdXuyxhjjDF1YydlG2OMMSbMCgNjjDHGhFlhYIwxxpgwKwyMMcYYExb1pys2ZZUzMrwfMx8AACAASURBVPbq1cvhJMYYY0zdWI+BMcYYY8KsMDDGGGNMmBUGxhhjjAmzwsAYY4wxYVYYGGOMMSas1sJARBaLyB3VtP9SRF4TERWR1SKSU+WWHrHuFSLyqYisFZFcEfmPiJwasXy+iGyvZh9pIjJNRIoj2laJyGYReVZE4qtk+nHE1M7GGGOMOQ5HO13xSeB+4KEq7VcDNwAXAKNVtbC6jUXkAWAEMFFVt4TazgL+KSKZqvptaNVHVXV2NdsDLFPVsRFt8cCHBKdc/rOIJAB3AdcD24/yfIw5boFAAJfL5XSM6Ld/L8y5HXLXQO+T4IaHIdmmXq6JqrJizXo2b99Bh7YpDB86yF5nxlFHKwxeBR4TkTNVdRmAiIwEBPhPbRuKSAfgJqCnqu6obFfV90XkFiDpODO3JTh50p7Q/XNC+5oKPHCc+zSmRnv27eexv77MnuL99OrWmesuvYhYj8fpWNGpvAymnQo7toDPC+s+h5xlsPAL8MQ6nS4qvfzOUj7OWYPX58fjdvPl+lyunzyeGDna3HTGNIxahxJU1Q/8Bbgyonk68KSqauj+4ipDAK+G2k8Dvo4sCiL2+1dV/Tqi6eYq+7gqYtmZobZ1IlIAvAjMVtWXQvv6h6reDOw/lifeWIqLi52OUK2yci+79+x1OkaT8PJ/lrK3OPjyysvfyfLPVzucKIp9vhQKdwaLAgBfOezcCqs+cjZXlPL6/CxbuQqvzw+Az+9n8/Yd7NhdbSesMY2iLlc+zAbWikgLwEPwG/p1EctrGkoQQMN3gtsvC91NBl5U1TtD96sdSghZpqpjRSQG+DUwCXipDrkdlZ2dTVlZGS6Xi4KCAqfjHMEfCOD1+p2O0SSUlXvDL+SKCqXc63M0T1TzeaHqN10R8HudyRPlKioqjmgTEfyBgANpjAk66lkJqppPcNjgEmAK8LKq1uVr8KdAPxFpG9pPiapmqGoG8Deg5bEEVdUKVb0XyAPmH8u2Tpg+fTrDhg1j+PDhpKamOh3nCMmJCXTpGH25otFPR51OrMdDfGwsyYkJnD5koNORotfgM8Dl/q44EAkOIQw8tfbtmqn4uFj6dO+K2x08psAVE0OLpETS2rdzOJlpzuo6V8KfgHsIju1PqcsGqpovIo8DL4nItMoDDUWkO3AGsPbY4wLBgwy/EpELVfW149yHMXV2QpdO3DvrCvYU76djuzZ2fEFtWrWBp5fBryfD9k3QtTfct9AOPqzF9Ik/5R/vfcimrfl0bNeGn/14JB63TWNjnFOnV5+qLgl989+jqlUHWBeLSNV+rztV9d+qepeITAYWiUgSwcJiL/A8wWLjmKlqrog8DDwqIm+ratnx7MeYY5GcmEByYoLTMZqGHgNg0RdOp2gyYj0eJp472ukYxoTVuSxV1UHVtB31sFlVXQgsrGX5tFqWzaeaYQNV/S3w2yptSwDH+3hzcnIYNWpU+OeMjAxnAxljjDHHwPqr6tGkSZOcjmCMMcZ8L1YY1KPp06czffr08P3KngNjjDGmqbC5EowxxhgTZoWBMcYYY8KsMDDGGGNMmBUGxhhjjAmzwsAYY4wxYVYYGGOMMSbMCgNjjDHGhFlhYIwxxpgwKwyMMcYYE1YvhYGIqIisFpGcKrf00C1QpX2ViFwR2jZdRA5Us897ROSPVdpmhR5rWJX2j6rsv1RE5tTHczPGGGOak/q8JPJoVS2s2igi6UCpqmZEtHUG1ojICmD/MTzGtQQnZLoJuKSyUVVPj9j3BcBDwN3HmL9ZKS45SFFxMd06dcDtcjkdJ+rt23+AnYV76J7WgYT4OKfjRLedW+HOS2DzWug1CO5/Dtp3djpV1KpQ5f1PVrI2dwtdO7bn/JGnEeuxq9Ub5zjy6lPV7SKyEegDrKjLNiIyCmgD3AbkikhXVd1aZZ02wFPABapaXL+pfzg2b9vBEwtfQQRSU1pz6xWX4LLioEbbdu7mkQUvESNCbKyHu665nKSEeKdjRSdVmPEj2L4JKgLw5Udw/Y/hpa+cTha13lr2Ke9+vAKvz8+mbfkU7SvmqgljnY5lmrH6PMZgcZXu/FdrWlFETgN6AZ+GmhKqDkMQ7B2IdB2wUFXzgfeBmdXs+nbg36pap2KjMSxdutTpCEdY/sVqvD4f5V4fBXv3kb+7yOlIUe2zNevw+nyUeb2Ue71syNt69I2aq5J9sGNLsCgACARgy3ooPehsrij2xdcb8fr8APj9AdbmbnE4kWnuGnwoISQh9GFf+ZiFwGRV3VrdUAMEjzEA2oV+7ghcBGSGFi8AnhKRe1X1YGideGB6xDqOys7OZvPmzSQnJ1NQUOB0nMOkp3Xk87Ubwm9GKa1aOJwounXt2J5Yjxuvz4+q0rFdG6cjRa/EFuB2g9/7XVtcPMQnOpcpyrVv05pdRXupqKgAIKVlssOJTHPXWEMJR3zwH6OrAQXeEBEI9nS0BKYCT4bW+QmQo6qbvk/Q+hI5BXNWVpbDaQ53xtBBxMTEsH1XAacNGUhyYoLTkaJa1ol98fp85H6bzymD+tMpta3TkaKX2w33LYS7JoHbAwE/PPgiBP9uTTUuOe9HFC56le27CmjdItmGEYzjov4IFxFxESwMrlXVZyLa7wVuFJG5qqrASOA9h2I2KSLC6UMGOh2jyRARzhgyiDOGDHI6StMw6iJ4fXPwOIOuvSAl1elEUa1FUiL/c/VkAhUVuGLsDHLjvPosDBaLSKBK253A2u+537EEewgWVml/FLgROA/4F9CbOh7IaIxpYG07BG+mzqwoMNGiXgoDVT1aP2GNg2aqmlfdclW9J+Lua9Us3wu0irh//tFyGmOMMaZ2VqIaY4wxJswKA2OMMcaEWWFgjDHGmDArDIwxxhgTZoWBMcYYY8Ki/joG9amgoIBRo0Yd83Y5OTlkZHyf6zMZY4wxTUOz6jHYs2cPOTk5R1/RGGOMaaaaVY8BQEZGBkuWLDmmbY6nl8EYY4xpippVj4ExxhhjameFgTHGGGPCHC8MRERFZLWI5ETcng4tWyIimyPaV4vIBhGZElqeLiIHquzvYhEpFJEfOfF8jDHGmKYsWo4xGK2qhTUsu1VVX668IyJZwHIRebXqiiJyDXA3cLaq2lGGxjilrBQKtkNqZ4i3ab2NaUoc7zE4Dj2Ag0B5ZKOI3AHcDAy3oqB2Pr+fl99ewqMLXmT1hk1Ox4l+hTth2jA4swX8z8Xg8zqdKLqtXQHndoJJQ+AnnWG9/TnWRlV5c9mn/G7uAp7717v4A1UnqTWmcUVLYbC4ylBC+4hlvw+1bRGRXcA44EeqGn53FpH/Ax4E5oRmazS1eGvZpyz/YjW5W/OZ98q/Kdxb7HSk6PbQDPh6JZQegA/egJeedDpRdLv7MjhQHPx9leyF305xOlFUW71xE//5aAW7ivby2ep1vPfJSqcjmWYuWgqD0aqaEXHbHbHsVlXNALKAb4FtqvpFxPIkYBBwHvCQiAxpvNg1y87OJisrixYtWlBQUOB0nMMU7C3G5w9+K4mJEYoPHHQ4UZTbsQUC/uDP5aWw81tn80S7fVVGBffurn49A8De4hIqtAII9uZZoW6cFi2FwVGpagFwMXC9iIyPWFQKXKCqbxLsNXhFRNo4kTHS9OnTWbFiBZmZmaSmpjod5zA/GjaUuFgPsR43ndq1JT2tg9ORotvlv4L4REhICt7GTnU6UXQ77/Lg7wuC/55vv6/aDOnfm/jYWOLjYomL9TAia7DTkUwzFy0HH9aJqm4SkfuBx0Xk7VBzhar6Qj8/BAwHnhORn6iGynBzmO5pHfndrCspPnCQDm1TiIlpMvWhM86dBF16Qe4ayBwJXXo6nSi63fyH4O/oy48g40z42TVOJ4pqLZOT+O1109i2q4AObVNomZzkdCTTzDWpwiBkNjAV+DXw58gFqqqhUxm/AO4D7mz8eE1DYkI8iQnxTsdoOgaeEryZo4uJgYtnBm+mThLi4+jdvYvTMYwBoqAwUFWpZdmoatrKgT4RTclVlhcB3eornzHGGNOcWB+yMcYYY8KsMDDGGGNMmBUGxhhjjAmzwsAYY4wxYVYYNKDs7GxycuxysMYYY5oOKwwa0KJFiygutquYGWOMaTqsMGhgrVq1cjqCMcYYU2dWGBhjjDEmzAoDY4wxxoRZYWCMMcaYMMcviWxM1FOF9TlQuAPS+0GXHk4nMsaYBuN4YSAic4ARobsDgM0Ep1IGKAfaA1UP7b9PVV8ObT8W+BXQGvAAa4BfqerWBo5umoNv1sBt46EgH1xu8JXDwNPg4RehdTun0xljTL1zvDBQ1RsqfxaRPGCyqq4I3V8C3FpZBFQlIpMIzrJ4gap+IyIC3AEsFpETQxMuGXN89hXC1WfCgeJgr0GlVR/CjB/BohyQGucAa9b27NvPtl0FdO3YnpRWLZyOE9UqVPlgxSrWb/qWzh1SOWf4yXjcjr81m2asqb/67gemq+o3EJ52+SHgWyCOYI+DqcY3W7axYcs2Rp6cQZJNv1y9V58Gb/nhRQGA3wfbNsHKJZA12pFo0Sxv+w7m/O3vxMTEUFGh3Dzl53Tt1N7pWFHrjcXLWfrfHLw+P+s2b2Hrzl3MuOQip2OZZqwpHHz4exHJqXJrKyJtgXRgeeTKGrRQVfc7krYJqKio4IlFr/DWsk/5x3vLnI4TvT55G8pLq19Wdghylle/rJlb/OkXeH1+ysq9eH0+lvzXrv5Zm09WrcXr8wPg8wdYm7sFfyDgcCrTnDWFHoNqhxJEJCX0Y1QWN9nZ2axcuRKAgoICh9McTkRo3yaFXUV76dbRvsnVqEXrmpd5YiExufGyNCGtWybjdrnwBwK4XS5at0hyOlJUS4yPo+TgofB9tysGV0xUvq2ZZqLJvvpUdS+wARhWdZmIvCgigxs/1XemT59OZmYmmZmZpKamOhnlCCLCHVdN4nezruTMLEd/TdHtwishoZYP/7N/3nhZmpCfnDmMXt06E+fx0Du9Cz8+4xSnI0W1SWPHEBfrISEuFo/bzaSxYxA7dsU4qCn0GNTmf4HHReTC0MGHLuB/gAxgnbPRopvL5aKVfZOr3RnnwZAz4fOlwaGDSvGJMPV2aN/ZuWxRLD4ulpmTxzsdo8no2TWNe67/BTsKimiX0oo2rVo6Hck0c02hMPi9iPy6Stsrqnqvqi4KnYnwnIh4gHjgc+AsOyPBfG8xMfDI6/BqNjz3GOwtgG594Iq7YOQFTqczPyAtkhJpkZTodAxjgCgrDFQ1vcr9UXXYZiGwsIEiHbfKKZczMjKcjmK+D7cbfn5d8GaMMc1Akz3GINrZlMvGGGOaIisMGpBNuWyMMaapscLAGGOMMWFWGBhjjDEmzAoDY4wxxoRZYWCMMcaYMCsMjDHGGBNmhYExxhhjwqwwMMYYY0yYFQbGGGOMCYuqSyIbE7VUIeAHt8fpJE3D+hz4dgOk94PeJzmdxhhzDBzrMRCRdBEJiEhO6LZaRD4VkTNCy1REllaz3fzQsnYiMlREikUkK2J5OxHJFZHzG/cZmR8kVVj0KJydCqfFwQU94MN/OZ0qeu0rhCknw5VnwH1XwS9OC97273U6WfRanwMzzoaz2sDlWfDpu04nMs2c00MJpaqaEboNAv4AzA8tKwP6ikj3ypVFJAk4o/K+qn4O3Aa8JCIpIuIGXgTmqaq9e9cgUFHBWx9+xrxX/s2GvK1Ox4luLzwBT/4aiouCRUL+Zrj955Cz3Olk0en2ibBhVXCa6oMlwX/XfQ53Xup0sui0LReuOhP++16wePp6JdxyAaxY7HQy04w5XRhU1RbYEfo5ALwATI5YPh54LXIDVf0z8CEwD3gI2Ac80OBJ62jp0iM6PRz3r6Uf8/aHn/H52g089cJrFOzZ53Sk6PX/7g9+uEUqL4V5UfMSix47v4U1H4Pfd3i7zwufL4HCHdVu1qwtehS8ZYe3lZfCU79xJo8xOF8YJEQMJWwBHgcejFj+LHB5xP2pfNejEOlaYCAwAZiiqtpAeessPz+fsrIykpOTKSgocDrOYTZv24HP7wcgRmLYWbjH4URRShX21fB/tz23cbM0BQX54ImrfpknDgp3Nm6epmDzuuCxK1Vt39z4WYwJcbowiBxK6A6cB7wECICqrgQCIpIpIl2BFqq6ppr99AVaAK2BzEbKXqu0tDSGDRtGSUkJqampTsc5zOlDBhLrcRPr8eB2u+jRNc3pSNFJBNL7H9nucsOQEY2fJ9p17wve8uqX+X3QtVfj5mkKTj4L4hIOb4uJgYzhzuQxhig7K0FV3xWRb4CJEc1/BS4DCkI/H0ZE2gGvADcD8cDzIjJEVe3rSQ1OHtiP1JTW7C7aS/+e3UlKiHc6UvS67Qm4+afB7l3VYFGQmAxX3uV0sujTMgXGXQWvzTt8+CU+ESbMgKQWzmWLVhOvh9eehqJdwd9ZbBzEJcL19zudzDRjUVUYiEgfIB14Fbg71Pw34FOgCBhdZX0XweMQ3lDV50JtI4AXROQsVQ00UvQmJ71zR9I7d3Q6RvQ7+Sx4ehk88yDkrYMhZ8K0O6BjN6eTRadbHoOkVvD8HPB7g0MIk2+Bq+4++rbNUXIrWLQKXp8HK5dC70HwsxnQzv42jXOcLgwSRCQn4n4MMB3wVjao6nYR+RooVtWqg+G/B5KAX0a0XU+wkHgAuL1BUpvmpd9QePglp1M0DS4XXHcfTL8HSvZCixRwO/02E+WSWsClNwZvxkQBx/5iVTUPcNWySnLEumOqbCuhH2+pZr+HgEH1ENEYc7zcbkiJrmNrjDF14/TBh8YYY4yJItbHV0c5OTmMGjXqmNbPyMhouEDGGGNMA7DCoA4mTZrkdARjjDGmUVhhUAfTp09n+vTpx7TNsfQuGGOMMdHCjjEwxhhjTJgVBsYYY4wJs8LAGGOMMWFWGBhjjDEmzAoDY4wxxoRZYWCMMcaYsHopDEQkXURURK6s0v4rEfmHiOSEbt+ISGnE/d+Htg1EtFWut0REeoT2c4+I/DFiv7Ei8pKILBORFBFpJSIvi8gaEVkrIjZHgqlf+Xnw2Xuwr9DpJNFPFb5YBn//M+QsD943NduwCv7nYhjXB2aeCysWO53INHP1eR2DCuAPIvKhqq6PaN+nqhkAIjIK+GPl/VBbOlBapU2AOcD9wKWRDyIiSQSnWT4EjFHVMhGZA2xT1Qmh5V+JyAeq+nE9Pj/THPl98OvJsOyN4EyB3nK44i646tdOJ4tOpQdhxo8gdw1UVEBMDPQdAn98B+ITnE4XfT75D/zqIigvA62ArRshZxnc+Hv4+XVOpzPNVH0OJZQCfwAWiUjs99xXPJAGHDabooikAP8BcoGfqWpZaNGNwK9CP3cC4oDi75nhB80fCLCneL/TMaLfosdg2b+Cb9wHisFbBvMfDH4jNkf6f/cFvwGXHoTy0uC/X6+AZ//P6WTRRxXuvQLKDgWLgkplh+CxX8HBEueymWatvo8xuB84QHDK42OREBpCWC0iu4DPgXUcPm1yR2AJMBC4V/W7vyQN8ovI34A1ofUiey1MFX956Q1+88Q81ubmOR0lur3xDJQfOrytvBT+/Tdn8kS7NxcGi6dI5WXwr2edyRPNtm+C/VVnkg9xe+CLDxo3jzEh9VoYhD6sLwN+ISJjjrZ+hFJVzVDVQcAUoB3whqoeiFjnIuCPwPPAiyLiqebxLwtt2wb4zXE+jXqRn5/PypUradGiBQUFBU5GqVZyYgIiQlzs9+3c+YFzV/P7kRjw2O+tWu4j/iyD7Pd1JJe79uMvXHbFeuOMej8rQVW3AtcACwh+SB/r9m8DjwAviUjLiEXPqOpfgBuAlgSHLQAQkXNEJC20/QHgOWDocT+JepCWlkZmZiaZmZmkpkbfvPSX/fTHPHrHTHp2TXM6SnS7eCbEJx7eFhsHF15Z/frN3birIa7KsQTxiTD+GmfyRLNO3YO36qjC0JGNm8eYkAY5XVFVXwbeBG46zl3MBkqA/41oKw/tuwz4OTBVRC4LLZsI/FaC4kL33z/Ox24WRAS3y+V0jOh34ZXw8+shLh4SkiGpJfzPXOhrU2pX67JfwoifQmw8JLcK/jvqIrh4ltPJotO9f4XEFsEDWyHYSxCfCPfMD77mjHFAQ/ZV3QAMP54NVdUnIjOBt0Xk/1WzfKOIXAXMF5E1wC+Bp4DVoVVeBR4/vtjGRBCBG/8Prrob9uyCjt2sW7w2bg88+AJs2wRb1sMJ/SEt3elU0WtAFrz8Nbz0J/jqv9C9T7CISu/ndDLTjIk2o3OMW7RooZmZmSxZsqTBHyty2uUDBw6wYsWKBn9MY4xpCCKyUlWznM5hGodd+dAYY4wxYVYYGGOMMSbMCgNjjDHGhFlhYIwxxpgwu4JGA8rJyQGgV69eDicxxhhj6sZ6DBrIpEmTyMiwc92NMcY0LVYYNJDp06ezZMkSKw6MMcY0KVYYGGOMMSbMCgNjjDHGhFlhYIwxxpgwKwyMMcYYE1YvpyuKiAJrgECVRReF/s3luwmOAAR4XFXniUg6sEZVk6vs8x6gnarOFJH5wBigILRtHPAf4GZV9UdsMxh4S1U71cfzMgaAfUXwj6fhmy/h5B/BTyYHp142tQoEArhsBs+j8vn9rPxqPd98u5209u04bfCJJMTb68s4pz6vYzBaVQurNoY++EtVNSOirTOwRkRWAPvruP9HVXV2aPt44CPgYmChiLiBWcDtQHLNuzAAuVvzmff3f3HgUCl9TujKlePPJz7OZgysVuFOmDQYDu6H8jJY+hq8PBee+Sg4k6A5Qv7uQp587h/sKzlAm1YtuO7ScXRs18bpWFEpEAjw2LMvsaOgCK/Pj8ft5v1PPueOqyeTnJjgdDzTTDkylKCq24GNQJ/j3EUSwV6DnaH7Q4FBwLjvn+6HrdzrZe5z/6D4wEECFRVszNvGS28vcTpW9FrwMOzfFywKAEoPQt7XsOQ1Z3NFKVXlT4teZV/JAQD2FJfw5HOvOpwqeq1an8vOgj14fcGOT5/fz4FDpSz9b47DyUxzVp89BotFJHIoYbOqVvtBLSKnAb2ATwEXkCAiVf8SOgIvR9y/WUQuC63fk2CPwYcAqvoZ8Fmod8LUYk9xCcp3U237AwHytu9wMFGUW/0J+L2Ht5UehPVfwNkTnMkUxbw+PyUHDx3Wtre4xIYVarB1527Kfb7D2vyBAJu25juUyJhGGEoIifzgdwOFwGRV3VrdUAN8d4xBRFPkUEIS8AIwB7im3p5BPcrOziY7OxuAgoICh9N8J6VlCyLqAlwuF906dXAuULQbeAqsWwn+iDfvhGToM9i5TFEs1uMmKTHhsOKgVctkKwpq0KVDKnGxHsq9372+XC4X6V3sMCnjnMYaSihV1YzQbaCqjlLVN493Z6p6EHgaGFF/EevX9OnTWbFiBStWrCA1NdXpOGHxcbFce8mFJCcmICL06NKJieeOdjpW9Jp6OyS3+u5gw/hE6NoLRl1U+3bNlIhw/aUX0SIpkRgRWiUnMeMS+13VZHC/XqSmtCbWE/yO5nG7SEqIZ/QpQxxOZpqzJjmJkojEAD8BPnM6S1PUu3sXHrrlGlQVEXE6TnRLTYMXv4K/PwUbv4STz4Kf/gI8drBmTbp0bM8DN12N1+cn1uO211gt3C4Xt0y7mM9Wf83GLVvp0qE9pw8ZSFJCvNPRTDPWkMcYANwJrK2n/VceY6BAIvA5cF097btZsjfsOmrTHq7+jdMpmhQRIS7Wztqoi1iPm+FDBzF86CCnoxgD1FNhoKpH+4Sp8RRCVc2rbrmq3hPx87Q65qh2X8YYY4ypG7vyoTHGGGPCrDAwxhhjTJgVBsYYY4wJs8LAGGOMMWFWGBhjjDEmzAoDY4wxxoRZYWCMMcaYMCsMjDHGGBNmhYExxhhjwqwwMMYYY0xYgxUGIjJMRBaLyJciskZE3hSRE0PLVERWi0iOiHwhIutF5L8ikhVaPi20zv9W2aeIyCYRWRPRNk1EVorIKhH5SkSeFpFWDfW8TDPlLYeCfAhUnQ7EmHqwfy+s+ggKdzidxJiGKQxEJA74J/BLVT1JVQcCC4E3RaRyYvbRoWmYh6hqX+AF4ImI3XwLXFZl12cSnECp8nFOBn4DjFHVwcBJgB+Y2xDPyzRDqvD07+CsNnBRLzinI7z/itOpotu+IvjfX8CUU+B3VwY/9Ez1VOGp38C5aXDjeXBBD/j1ZeD3OZ3MNGMNNe1yItCawyc0WgjsB1xVVxYRN9AN2BPRvBroKiKnq+pHobapwN+Ac0P3OxEsbhKBPaoaEJHfACfW43P5wSn3+vjbG++wbedufnzGKZyWYb+uGr39HMx/GMoOBe+Xl8Ldl8MJ/YM3c7iyUph2Kuz8NvjhtnEV5CyH51ZBbJzT6aLP0tfgb4+Atyx4A1jyCizoD1fe5Ww202w1SI+Bqu4FbgPeCnX9/xX4BfCuqnpDq1UOM+QDG0Jtv6iyq2eBywFEJJFgj8FbEcvfBJYDeSLyuYj8ETgZWNIAT+sH452P/svqDZso2FvMi2+9z559+52OFL2eexzKDh7e5vfC6/OcyRPtPl8Ke3Z/943X5w0OwXz5Ue3bNVcv/unI11dZKfz9KWfyGEMDHmOgqo8AHYAbgB3A7cAXEeP/o1X1JGAswW/8i1V1d5XdLATGi0gsMA54neBQQeVj+FR1MsHehj8AscAC4PmGel51lZ2dTVZWFi1atKCgoMDpOIcpL/dSoRWhe4LX7691/WatvPTItopA8M3bHMnnBakyC7tIsN0cqbys+nZfeePmMCZCQx1jcIaI3KqqJar6T1W9jWD3vgJjItdV1c+Bm4H5/5+9+w6PqsweOP49M+kJBIHQVVCkiqCJFZEoxYYo4iqIov5UwAJrWbHsWlddQcSyrAUbUmzYZUUFBAQVkI4goCIqPQiE9DLz/v54kziEhMy4zNwb5nyeZx6YO/cmJ/eZuffM246ItKz02jZgKXAuththQqXf838isCZ2mgAAIABJREFU0tcYs8UYM8UYMwQ4AfiLiDQMx98WrCFDhrB48WLS09NJS0tzMpT99DrtRBrVPwyvx0O39E40aVjf6ZDcq8/VkJC077b4RDjnckfCcb0up0NMzB/JgQjExkGnU5yNy636DN7//RUbD70ucyYepQhfi0EW8A8ROT1gW1MgFTt2YB/GmDeARcCTVfysicDtQKox5rtKr/mBUSLSImBbR+AXQEc8VSO1TjL/GDaYp+8ZwcW9ujsdjrsNGA5dz4P4BEhJhbgEuOYe6Hya05G5U2p9ePkraHcC1KkH7TPs8xSdKFSlC66BU3rb5CAhCZJS4KgOcOMjTkemolhYBh8aY9aLyEXAo2U37UIgG7jGGLNOKjc1WjcDK0Xk7ErbPwCeB/YbiWOMmVA29uCTspkQBjte4WxjjM4rU/+7mFgYNRU2/wybN0CbzlDP0cYo92vZDiYtdjqK2iEmBsa8D2uXwdolcPgxcMIZ+3fHKBVBYoxxOoaIqVOnjklPT2fOnDkR+52ZmZnk5uayeLFeKJVStZOILDHGZDgdh4oMXflQKaWUUhU0MVBKKaVUBU0MlFJKKVVBEwOllFJKVdDEIIzGjx/P8uXLnQ5DKaWUCpomBmH0+uuvk52d7XQYSimlVNA0MQiz1FRd2EUppVTtoYmBUkoppSpoYqCUUkqpCpoYKKWUUqqCJgZKKeW0okLYtAHycpyORClnEwMROUVEZovIShH5TkSmi0jHsteMiKwSkeUiskxE1onItyKSEXB8PRF5puz48v2ude4vUkphDHy3CD54Cb5f4nQ07ubzwbi7oWdDGHgc9GoE9w2GgjynI1NRLCzVFYNRVg1xGtDbGLO0bNsVwHQRaVW225nGmJ0Bx/wN+DdwqogkAHOBKcAJxphSETkSmCUiGGNejuTfU6sYA1+8B7/9CJkX2mp4qnp+P7z7PKxdCt0vhDMucDoi9/L74c6/wDefYYudAmf0hUde14qBVXn6DnjvBSjM/2PbzKmwcys8O8O5uFRUcywxAJKAekBKwLYpwF7AW3lnEYkBjgB2lW26DMg1xowu38cY84uIXArEhSvoQ8L4B2HSGCgpgpf/CVOWwRHHOB2Vez19h00MCvPhszfgwYnQo7/TUbnTlx/Dgs+gMOAb77xp8PWn0PVc5+Jyo9y98O5zthshUHEhrPgKfloNR3d0JjYV1RzrSjDG7AZGAp+KyAYRmQRcA8w0xhSX7VbezbAFWF+27ZqyfzOAr6r4uUuNMQvCHH7t9t+J9sLtK7VNmd985nRE7jZz6h/f6ArzYcZbzsbjZotm7t8MXpALi2c7E4+b/boeYqr5DuP1wrplkY1HqTKOjjEwxowFGgMjgK3AncAyESlfFehMY8xxQB9sC8NsY8yOstf8uHjw5Pjx41myZAk+n4+srCynw9lX62MhJtb+3+OFVu2djcftWrYDb1njWnwiHH2ss/G42RFtICFp320JyXB4a2ficbP6jaGkuJoXBRo2jWg4SpVz7MYqIl1F5A5jTI4xZpoxZiTQEdsx2Stw37IxCLcCE0SkZdnmBcApVfzcviLyeFiDD8KQIUNIT08nPT2dtLQ0p8PZ1wOvQeZF9gY3YhSc1MPpiNztoUlw3GmQ2gDO6g9X3+V0RO7VZzCkpEJs2Tfh2Dioexicc7mzcblRk8Oh40l/JJ2BklIgPTPiISkFzo4xyAL+ISLfGGPml21rCqQCqyrvbIx5Q0T+D3gS6Ae8C9wjIiOBJ4wxPhE5ChgLPBqRv6C2qnsYPPa201HUHg0aw4tznY6idkhJhTdWwOQnYNUC6NwVBt1qb3Rqf/96C4ZmQtZmKC2xXQvxiTDuc9udoJQDHEsMjDHrReQi4FERaQEUAtnANcaYdVL1COabgZUicrYx5jMR6QmMBlaJSCngAx42xkyIzF+hlNrPYWkw/DGno6gdGjaBqWvg2y9gw2pocgR06/NHV59SDnCyxQBjzGygylFJxpj9MgNjzDogPuD5duCqsAWolFLh5vHAyT3tQykXcO3gPaWUUkpFniYGSimllKqgiYFSSimlKmhioJRSSqkKjg4+PNQtX74cgNatdXEXpZRStYO2GCillFKqgiYGSimllKqgiYFSSimlKmhioJRSSqkKmhgopZRSqoLjiYGIPCMiy8sexSKyruz/P4vIDyIyPGBfEZGPROSxsucbRSQj4PWOIrKprLCSUkrVDju32XoJm392OhKlnJ+uaIwZUf5/EdkIDDLGLC573hn4UkQWGmMWAQ9hayXcU/nniMjJwIfA34wxkyMRu4oSPh98+jps/QU6ZMBp5zgdkfstnAk/r7GlvU88y+lo3Mvvh8duhGkTIC4BSorghEwY/Q4kJjsdnYpSjicGB2KMWSEitwNvi8g/gIHAicYYf+B+ItIDmAwMNsZ87kCo6lDl98Nfz4cV86GwwJbEvfJvMPQBpyNzr6fugHefA18peGLg8lvgxoedjsqd3nwGPpkExUX2AbBkDoy+Ge5/1dHQVPRyvCuhJsaYl4CvgdeA/saY3ZV26Qf8F5inSUHwtuzYyYdfzMfv99e8czRb+bVNCgrywPihMA9efdQ+V/v7fTu89W97foqL7Pma9Dhk73I6Mnd64ykozN93W3EhfPYGlBQ7E5OKeq5PDEQkFUgHtgMXVLHLQOBMoKuIDI1kbAcyfvx4cnNzyc7OJisry+lw9vPzpq0sWL6awiK9+BzQ3t3g8e67zeOFvBxn4nG7nD0QU6kh0hsDeXudicftcrOr3u7z/dGCoFSEuToxEBHBdhHMBnoBI8u6DQJdaYz5BhgAjBWRUyIcZpWGDBlCSkoKXq+XtLQ0p8PZT9cTOvHwLdeTlJjgdCjuduzJYMwfz71eaHokNGjsXExu1uIoSG3wRzLl8UKDJtD4cGfjcqsTe4Cnisvw4a0huU7k41EKlycGwINAU+CvxpjVwHDgdRFpFrBPEYAxZh52cOI7IqJX7SB4q7ogqX3VbwTPzYIjjrGDwY49xT4XcToyd4qJhZfmQeeuUK8hHN8Nxs+1CZXa34hRkJwKsfH2udcLCUlwzwvOxqWimmsHH4rIhcCNQIYxpvzm/5qInIEdjJhZxWGjgdPLXu9hjCmNWMDq0NXxRHhvvdNR1B5NjoAX5zodRe3Q4miYuhreeNqOZ2nVHi6/DVq2dToyFcVclRgYY1oG/P9D7PTDyvtcG/C0ZaXXDFWPQ1BKKXdq2BSGP+Z0FEpV0LZkpZRSSlXQxEAppZRSFTQxUEoppVQFTQyUUkopVUETgzDz+XxOh6CUUkoFTRODMGrcuDFenb+tlFKqFtHEIIyaNm1KSkqK02EopZRSQXPVOgYqQkpLYccmW6wltQEc5r4lm13F54OtG22xm5R60LiFrnx4IH4/bPnZ1pNIrgvNWla97K+yjIEtG22diaQUaNZq/3oTSkWQvvuiyc6tMPVZeHucrdzm8dr670cfC1fdCWf2s0vaKmvXDnj3BXjzaSgqsMvVlpTYxGDwSDh3kF2+VlnZu+CDl2DKWMjPscWTfKWQkgqDboOLroM69ZyO0j3yc2HaazDxcdi9w372/D6IS4ABI6D/MLskt1IRJiawQMwhrk6dOiY9PZ05c+ZE5PdlZmayfPlyWrduzeLFiyPyO6u1aBbcfhH4Sqqu2paYAq3awbjPoe5hkY/PbVYtgOHn2MSpqHD/1xOToX5jWwegcYvIx+c2P34HQzNtq0pRwf6vJyTZczZ+rl32N9pt/hmGdIfs3/cvuwwQn2DrJ4z7zBbycpiILDHGZDgdh4oMbd+LBt8tgtv6QkFu9aVcC3Lhh5VwY08t9/rTarixly2JW1VSAFCQB9t+gWu72tLM0WzrL3B9N3uTqyopAHvz27MTrjsdtm+KbHxuszvLvm+yNledFIB93+Vm28/jhjWRjU9FPccTAxExIrJKRJYHPF4SkUtEZLeItKi0/2gRmSsiXhHZKCKTKr2eISIbI/pHuN1D/1f9BShQSTFsXAufTA5/TG72rxtsolQTnw9+3w6Tnwh/TG721N8gb2/N+xljb3bj7g5/TG728iOw53c7FqMmBXkw+ubwx6RUAMcTgzJnGmO6BDyuM8a8A7wHvCpiR3qJSDdgMDDQGFO+QMBfROQKh+J2v7VL7UCwYBXmw2uP2Yt4NNr0E6z5Nvj9S4pg6n+gtCR8MbnZnp0wb1pwNzmwydQX79iBdtGosAA+fBlKi4Pb3xhY+Y0dnKhUhLglMajOCOAI4EYRSQEmAFcbY7YE7PN34N8i0sqB+Nxv2mt29kEosrbAL+vCE4/bff6WHQAWCr8flkRpmeHZ79tBmaHwxMDcj8ITj9stnBH6DA2/H2a8HZ54lKqCW2YlzBaRwKtxb2PMDmNMnogMBD4HMoG3jTGfVjp2LlAfeL2sRcEVxo8fz/Lly50OA7b+Gvy3uXIxsbBzG7RsF56Y3Gz7b6F/+zd++H1beOJxu9+3B9dNFai4MIrP1zY7UyMUpcX2falUhLilxaByV8KO8heMMUuBZ4F2wL3VHH8/IMADYY80SGPGjCE7Oxufz0dWVpZzgcTFR/a42i4+MfRjxBO95ys2zk57DYXXG73nKy7evl9CpdNiVQS5JTGoyQbgF2NMlal22fbLgZuAMyIZWHWaNWtGamoq6enppKU5uIDQcaeFflEpLoIj24YnHrdrn24XmQlFaQm0Pi488bhdm86hJ1MxsXBMlJ6vYzrbFqZQJKVAmy7hiUepKtSWxKBGxpgN2DEJjzodi6v0GRxaV4J4oFsfSK0fvpjc7Kz+oR9z9LHQMkoTqZN7QUKIiUFKKqRnhiUc12vbBZq2DO0YETjr4rCEo1RVDpnEAMAYMwl4x+k4XKVOPTj38uC/1cUn2FUQo1V8AlxyY/DnKyEJrv1HeGNyM4/Hvl+CbZVKSIJr7onuJaWvuxcSkoPbNz4RLr05ertelCMcTwyMMWKM2VnDPhOMMX2q2N7SGLO40rYrjDEtD3KYtdsd4+xAwriEA++XkATDR0GHKF/g7MaH7TmoKTlISLLL1nbvG5m43GrgLWUtBzUkBwlJcPr5cMkNkYnLrXpfBucFsZx2QiIcexIMfTAycSlVxvHEQEVAQiK8PB+6X2i/eVROEJLq2JaFe16Ay3QxFWJi4dmZ0HuAPVfxlc5XYrJ9DH0QbhnjTIxu4vHA6HdtLYS4hP1veAlJZS0xN8Cjb0Z3awHYv//u5+GqkTb5TKzUehCfYM9jrwF2iXKtX6IiTGslhEl5nYQuXbqQm5vrfK2Ecju3wrvPw+LZdppZ/cZwwTWQeaFegKqyawe8Px6+mm5XQ6xbH869As4ZqCPFq5K9Cz56BWa/B7l7IaUu9LwULrhaCyhVJS8HPpkEn74OObshsY5tVbl4CDRo7HR0FbRWQnTRxCBMXJsYKKVUiDQxiC7alaCUUkqpCpoYKKWUUqqCJgZKKaWUqqCJgVJKKaUquKWIkoqUwgKY+batBliQB42aQe+B0PFEnUZWlZJimPMBLPgc8vZC/UZw1iWQ3l3PV1V8Pvh6Osz7GPbutitonnEhnHp26FUFo4ExdobQF+/C7ixIqWfPVfe+OktIOUYTg2hRWgrP3wtvjbPPC3Ltv+KB916ERs3h7ufgxLOci9FNjIHXRsGEx+yS0vk5drsIfPyaveHd/hSc2c/ZON3kvfHw7N9trY3y8wUwfYqd2nnzY9D3Gufic5uZU+GJWyEvG/Jz/9j++Zu20NT//QOuuE0TUBVxmsJHg9JSuLUPvPmMTQgKAi5Cxg+FefDrerilD8zSFaUxBu6/Cl76J+Rm73uTM8aev22/wr1XwNRnnYvTTZ6+A8beCnt27nu+wN70du2A0TfDs1G8fHSg15+EB66GrM37JgVgz1/OHnjhfnj4evueUyqCNDGIBs+MhGXz7IJGB1JUYG+IP62OTFxuNWUsfPFezeerMB+eusOe22j22Rs2QQrmfL3+JMx6NzJxudWiWfCffwRxvvLgszf/aOVTKkJckRiISEsRya3mteYiMkFEVorIChFZKCIXBry+UUQyAp53FJFNIjIyErG7Xl6OXemwpotQueIi24QerUpL4ZVH7UU5GEX58MIDYQ3J1YyB5+4N/v1VmA/P3xfemNzuhfvs+yYYhXnwysN27IZSEeKKxKA6IpIGfA3MAjobYzoDQ4AXRaRXFfufXLbvXcaY0REN1q2mTw5t0JffB7Om2qbMaDR/GpSWhHbMyq9h6y/hicftVi2A37eFdszWjfD9knBE436bfoK1S0M7pjAfvvksPPEoVQVXJwbAjcB8Y8wkU7Z2szFmBXAJsM/VSER6AB8Ag40xkyMeqVstmGFnH4QiNh7WrwhPPG63ZO7+feQ1iYmF7xaGJx63W/GVnbkRCr8fVnwdnnjcbsXX4A1xzHd+LiyfH554lKqC2xODDOCryhuNMV8aY1YFbOoH/BeYZ4z5PFLBHciWLVvIzc1l/vz5ZGVlORdIQZU9NDUrKji4cdQWeXtDP8b4g29KP9QU5oOvNLRjfKXRfb78/tCP+zPvS6X+JLcnBn6Ci3EgcCbQVUSGhjek4DRr1oyUlBRSUlJIS0tzLpD6f6JCm/FD3cMOfiy1QYPGdgpnKDxeW3UxGtWtb0t5hyI2LnrfX6n17fslFF6vXT9DqQhxe2KwADil8kYRGSoitwVsutIY8w0wABgrIvsdE7XOHgiJKaEd442FdunhicftzuoP8QmhHVNaEr3rP5xxAYQ6m87vg259whKO653cC3whjmGJidP1MlREuT0xeAHIFJFBInaVDxFJBx4CArsSigCMMfPKXntHRNxTzNxJp54NiUnB7x+XAJcNh5goXfuqfTo0PTL4/b0xcO4gSAox+TpUND0Sjjs1+P1FIOMsSGsWvpjcrE49u3JmKAOCj2wLrTuFLyalKnFTYpAsIrmBD6A5kAn0B74TkVXAf4BrjTEzqvk5o4FlwNsiEqV3twBeL9z+NMQHkRyIQEqqTQyi2chxEJ8Y3L6JyXBtlC/ac8sTdmXDYMQnwogong4LMPTB4Fvx4hPhb0+HNx6lKnFFYmCM2WiMEWNMSqXHKmPMj8aYi40xHY0xnYwxpxhjpgUc29IYszjguTHGXGCM6W6MCXFU1CHq7AFw86MHvnjHxkG9NHjxS6jXIHKxudGJZ8G9L9mLcnXL0cbE2CTquVmhtTAcitodD2Pet++v6vrPPV6bRD35sX77bXEU/GcGJNetfoaCeOz5fGginHBGZONTUc8ViYGKgIF/hXGfwSm97WCx5Lr7PgbeAm+tgiPbOB2pO5xzObz8FWT2s90rKamQXMeeq8RkuHgYvLnKdj0o+76avMSOaYlPsOcpqex8xSfAeVfA5KXROxajsmNPgjdXwkXX2QQg8HzFxcNZF8MrX0OPS5yOVEUhMVG0DnedOnVMeno6c+bMCfvvyszMZPny5QC0bt2axYsX13BEBG3fBOuW2SmJ9RpCl9Nti4Gq2q4dsOZbux5EnXr2fAXbdB6NcvbAym/sFLvkutC5K6TUdToq9yrIs+sU5GbbpPPYk+3n0kVEZIkxJqPmPdWhQPvgo1HjFvahglO/EZx+vtNR1B516kHXc52OovZITLaDhJVyCe1KCIPx48dXtBZkZ2c7HI1SSikVPE0MwuD1118nOzubxo0bk5qa6nQ4SimlVNC0KyFMUlNTadq0KU2bNiU3908uS6yUUkpFmLYYKKUOPmOgsMD+q2pmzJ+vo6DUQaaJQTQqLYEfV8F3i2Dbr05H426bfoIxf4WLWsO5zeEvHeDVx2DPTqcjcx+fD+ZNg+vOgJNj4Yw69t+hZ8JX0/WmV5nfDwtnwk29y85XXfvvlRkwc2ro5b+VOki0KyGa5OyByU/A2+PsRdzjgZIiaNUB/u/vdu60sooK4b4rYf40e67KL9JZW+Clh+DFB+Gau+G6e6tfBCma7NwGN/awiWZ+pa6zJXPg+8XQ/Ch4diYc5mBRMbfI2QMjzoUfv9u/Aur3S+Cha+HpkfDCbGjW0pEQVfTSFoNokbUFBnaGSY/bi1J+jp03XVQIa5fCfYNh1M3a9AtQWgrDz4H5/7Xnp/I3t6ICKC6E10bBMyOdidFNcvbANafCL+v3TwrK5efCz9/DNadBbpSXEC4sgCHdYe2y6sui5+fA9t/g6pNt0qVUBLk2MRCRjSJyn4gsL3vsEpHNAc+7icgEEflbwDGpIvKliLwjIiHWgj2E+f1wY0+bHBQXVb1PYR58PAHeGhfR0FzpzWfsgkZFBQferzAfpj4Ly7+KTFxu9ew/YOcW8NWwAnlpib3ZvfhQZOJyqylPwK8/2Na6A/H7IHsXjBkRmbiUKuPaxKDMJ8aYLsaYLsBHwJPlz8sqKVYQkUbAbGAlcKkxpoZPXRRZNNNekGu6cBfm2WZyny8ycbmR3w+Tx9ibfjCKCmDi6PDG5GaF+TBtApQUB7d/SRG8P776BPVQ5/PBG0/XnHRW7F8KX34Me34Pb1xKBXB7YhAUETkC+BJ41xhzszFGRzkFmjK2+ibeyoqLYMHn4Y3HzVZ8Ffy5Atv18s1ntlsmGs39yBb8CYVgu2mi0ZI5oSdFIvD5m2EJR6mqHAqJQVtgPhAPPOlwLO708/fB71tSBL+uD18sbrdlY+jjLGLjYOfWsITjelt/Cf7bb7niouidDbPtVwj1e0tRAWzeEJ54lKrCoZAYDAJuAtYBLzkcS4Xi4mKWLFlCbm4uWVlZzgYTyjc6kdC/AR5KPB77jTYkJnrPmccT+qwMEXtcNPJ4+BNvMPBWU85aqTA4FD6djxhjPgauALqJyG1OBwQQFxdHeno6ixcvJi3N4elZHU8M/sbljYG2XcIbj5u1bBd6i4HPB42ahycetzuijS1LHYqYOHtcNPozf3diMrRsf/BjUaoah0JiUARgjNkJDAAeEZFMRyNymytuh/jE4PZNLSvDHK3anQANmwW/v9cLvS6zF+9odPp5oX+bjYuHk3uFJx6363QKpDYI7RhjoNel4YlHqSocColBBWPMV8B9wFsionWFy3U8ybYaxNUwgzMhCW4dE90L9ojYRYsSgrzRx8TBFa5opHJGTCwMGBF84hmfCJffGr1N4yJw9Z32sxaMuAQ4f3D0Jp7KEa5NDIwxLY0xiwOeX22MGVNpn6q2PW6MaWyM2RSpWF1PBMZ+BMd0rvoC4/HaC/bNj0GPSyIfn9ucdwX0vKTmi3d8Itw6Flp3ikxcbnXNPdD6OIivoUshPhHapcPgOyITl1v1GwIndIf4Gt5fsfF21cO/Ph6RsJQq59rEQB1kyXXg5fnw9/H2Iu7x2tH0sfHQewC88jUMGO50lO4gAve/artgEpL2T6aS6kDdw+w+lwxzJkY3iYuHF76Ak3rZm7+30krrMbF2+2nnwLMz7PNo5vXC2A+hR3/bIlD5fHi89n3X6RSYsACSUpyJU0UtrZUQTWJi4ZzL7aOwwE6DSq4LMfo22I8IDHsIBo+E6ZPtIjP5OVAvzbYodLtAz1ughCR48iM7NfaNp20xpcI8m1R1vxAG/BWOjNIBh1WJiYWHJsKQB+Ctf8Osd+z6GfEJcFIPGHQ7tDve6ShVlNIrW7RKSLQPdWBJKdB/mH2omrVqD/c873QUtUeLo+D2J+1DKZfQrgSllFJKVdDEQCmllFIVNDFQSimlVAVNDJRSSilVQQcfRiOfzxb9KSqAeg3t1DtVM78/etf4D8XP38PCmXYWR3Jdu8phy7ZOR+VemzbA19MhZ48d7HpC9+hellw5ThODaLLnd3jvBXjjKTs1yuuFkmLokAGD74RuffTGF8jvh0Uz4bXRsOxLKC2x0/LOvNiucaAX7319+wX8+074abVdxre02K6VgcAxx8HwUZDe3eko3eO7hfD0HbD6W1tXqbjYTmP0eqH5UXDTo3DGBU5HqaKQ3gWixQ8roX8bePmfsDvLthbk59rEYMXX8I/L4faLQq8Vf6jKy4GhmXBHf/h2lk0KAArz4bM34NquMOommzwo+OAluKUPrFls31vFhfbcFBXa598thBHnwrSJTkfqDrPfh6FnwbJ59lwVFdpyzCVF9j3203dwzwB4bZTTkaoopIlBNNj2KwzpDtm77AWoKgV59tvxvVdENjY3Ki2F4efA6kVQkLv/636fvXh/PAGejOI6CeW+/QIeH2ETgAMpKoB/DbM3w2i2dqn9nBXlH3i/wnwY/6Bd/EipCHJFYiAiLUXEJyLLyx6rRGShiHQVkWcCtheLyLqA54kislFEMgJ+VkcR2SQiI538m1zlxYds60BNigrgq09g7bLwx+Rmc96HH1bU3HpSmA/vvgCbfopMXG71zMiak4JyRQUw7q7wxuN2z90X2vl6emTopcCV+h+4IjEoU2CM6VL26AQ8AUwwxowo3w5sAQYF7LfPp0tETgZmAXcZY0ZH/k9wobwc+PR18JUGt39xEUwZG96Y3O61UbYFJRh+n13SNlptWGMfoVi7FH79ITzxuN3OrfDtzNBu9Lt32O4+pSLETYlBZQ2ArcHuLCI9gA+AwcaYyWGLKgTLly8nMzPT4SDmh1a0xu+DeR+HLx63y8ux4zGCVVoCM6O4qXfB57ZvPCRiu62i0eLZtlR3KArz4ZtPwxOPUlVw06yERBFZXvb/w4CmwIVBHtsPuB34yBjzeTiCC1V8fDz5+fksWbKE+vXrOxdI3t7QmyGDbeY8FOXttYlU+WDDYFQ1DiFa5OfYAayhKC2B3L3hicft8nKCb70rZ4wdH6RUhLipxSCwK+FI4Dxgqoi0CuLYgcCZQFcRGRrWKIPUvn17cnJyyMnJIS0tzblAkuvaSoGhiI/i4krJdUNLCgASo7gsbnLdsimJIYiJhZS64YnH7ZLr7l+WuiYiUK9BeOJRqgpuSgz2YYyZCfwInBTE7lcaY74BBgBjReSUsAZXm3Q5PbQbnccLZ/QNXzxul1zxiVG2AAAgAElEQVTHzrkPVkws9LwkfPG43cm9QEK9jBg4qWdYwnG9jEy7vkMoEpLglLPDEo5SVXFtYiAibYCWQDBD5IsAjDHzgIeAd0Skcfiiq0WS68A5g4L/lhIXD4OifAreVXdCYnJw+3q8cNmI8MbjZkd1sI9QtDsBjjgmPPG4XcOmcGLP0FrxDmsEnU8LX0xKVeKmxCAxYBricuAdYIgxZn2IP2c0Npl4W0TcNIbCOdffB0l1at4vPhFOP19X9MvsB226QGz8gfdLSIL+w6DFUZGJy61GjA6++yk+EW5+LLzxuN0N/wztfP318dC7A5X6H7giMTDGbDTGeAPGGHQxxhxnjHm70n4tjTGLD7TNWBcYY7obY0Ic5XOIanI4vDgXUutXf0FKTLbNwv90xYQOZ8XEwL8/hU4nVz1+wOu157HvNXDrE5GPz21OPAvueKbmm118Itz9PBzfLTJxuVW74+3nLCHpwPslJMGQB6BH/4iEpVQ5VyQGKgJad4J318N198JhafYinZhiB4517goPvw5j3g99INmhKikFnp8Nj79n+8PLz0tCMpxzObzyNYwcp7Ulyl10HTz9X+h4kn1vxSfYbpb4BPu806k22eoz2OlI3eHMfvb9dUJ3iCs7Rx6P7cpLSILWx8Fjb8NVuk6bijwxUbSiVp06dUx6ejpz5swJ6+8pX7ug/PdkZGSwePHi6g+INL8fsrZodcVQaXXF4Gxca6sr5u2FlFQ4pXf0jikIxuaf/6iumJgM6ZnQprPTUe1DRJYYYzJq3lMdCrQPPhp5PNC4hdNR1D6aFASnZTv7UMFp3gr+cqPTUShVQa90SimllKqgiYFSSimlKmhioJRSSqkKmhgopZRSqoIOPoxGG9fBsi+hqBDqN7KLGiVF8Xr/NTEGNm+A/Fw7i6NRc6cjcq8Na+D1p2D+NFsVMDHZLrE98K86ILEqv6yHN5+B2e/Z91d8ol0X4orboYNOAlDO0MQgmiyfD0/eDj+usiup+X22BKzfZ5dNHjFKpy4GKsyHd56HKU/YqWTeGFtJ8Ig2cPVd0PsynalQrjAf7rwUFn9ha3OUVxDMzYYPXoJpE+DUc+x6GQlRXKSrXEkxPHA1zHkffL4/6pnk58DMt+HLj6Dt8fDkx/qZVBGnV7VoMXMq3NQbVi+y6xcU5kNxkb0QFebDf1+DQcfDrh1OR+oO2bvgyhPhuX/YNR8K8+28/OJC+HElPHI9jLwESnVxTYqLYOiZ8O0s+96qXFbYV2pbp7751L4HQ61eeajx+eDWC2DOB/a8VD4ffr99v635Fq4+xZZqViqCHE0MRMSISMNK264WkWkBz5uLyAQRWSkiK0RkoYhcGPD6RhHJCHjeUUQ2iYguGVZuwxr77aSooPp9SortDfCW8yMWlmsZAzefDb/9WP05K8iDBZ/B2FsjG5sbvfyIbYUqLjzwfkWFsHYJTHw8MnG51TvP2da7A30ewX4mt/0CT0Z5UTMVca5uMRCRNOBrYBbQ2RjTGRgCvCgivarY/+Syfe8yxoyOaLBu9tooKCmqeb/SEvj5e1j9bfhjcrNl8+zqfTWVxy3Mt83ke36PTFxuVFoCb/+75ptcuaICmPKk/dYcjYyxn8fC/OD2Ly6C6VO01UBFlKsTA+BGYL4xZpIpW7vZGLMCuATYFrijiPQAPgAGG2O0ElC5/FzbZxnshbiowA4ei2aTn4DCvOD29Qh8/Gp443Gz+Z+EfpMvKYIFn4cnHrdb8RXk7gntGPHAjLfCE49SVXDD4MPZIhJ4ZakPrCz7fwYwvfIBxpgvK23qB9wOfGSMidIrTjW2bLQDDItqaOYt5/fDuqVhDcn11i613+yCUVgAqxaENx43+3U9FAfZWlCutBh++wE4Nywhudov64N/b5UrzLMteUpFiBtaDM4MLLcM3Bfwmp/gYhwInAl0FZGh4QgyVFu2bCEjI4M6deqQlZXlXCDGH/ox/j9xzKEk1HMWrc3iYN8rodZhMyZ6z5n5E+cLovd8KUe4ITE4kAXAKZU3ishQEQkckXOlMeYbYAAwVkT2OybSmjVrxuLFi0lPTyctLc25QBofHtz4gkBHtAlPLLVFKH9/XDwc0yl8sbhdkyNsaeVQxMbb46JRkyPAG+JlNz4BWhwVnniUqoLbE4MXgEwRGSQiAiAi6cBDwKqA/YoAjDHzyl57R0QaRzpYV6p7mC17a09fzZJS4PJbwhuT2w26DZLqBL9/vyHhi8XtMi8MvWkc7KJa0SjjLNu1FwoDnD0wLOEoVRVXJwbGmF1AJtAf+E5EVgH/Aa41xsyo5rDRwDLgbRFxwxgK5119t11RrSbigXppduW1aNb1PEhtUPPiRfEJcHqf6C5hnZAEfa6C2CBvdrHx0O/60FsZDhUxMTBgRPB/vzfGvh8Pc7DVUUUdRxMDY4wYY3ZW2jbBGNMn4PmPxpiLjTEdjTGdjDGnGGOmBbze0hizOOC5McZcYIzpbozR1WcAjjsVhjxgL+LV8XggpS6M+yz41oVDldcLz38BqQ3thbkq8YnQqgM8+FpkY3OjGx+BtGbVn6tyMbE2ibr+/sjE5VZX/g1atK45mfJ4bIvfneMiE5dSZVzdYqAOosF3wD3P29oIgc3kMbEQlwCdu8LkpXDEMc7F6CbNW8EbK6Dv/9kkILnuH4+69WHwSHj5K1sLINrVqQevLrBjM6qruZGUAq3aw6vf2AQ0miUkwYtfwjGdD3y+GrWACQuhYdPIxqeinja1R5PzrrQ1Eb75DBbPtmscNG4BvQfo4KaqNGwCf38Bbn0CVn5tVztMbQDHnWabhNUfGjSGN1fC19PhtdGw8iugrOXp+G42kTr1bK0tUa7uYTBhASyaBRNH289jef2SNl1sLY7Mi4LvolHqINKrW7TxeKDrufahgpOUYgdwqgPzeqFbH/swxq6dEZ+gXVPV8XjglF72UV4fIT7RnkelHKSJgVLq4BPRKoqh8Hi09LlyDW3XU0oppVQFTQzCbPny5U6HoJRSSgVNEwOllFJKVdDEQCmllFIVom7w4fLly8nMzAz77+jSpUtYf4eKsMJ8O70zJdXWR1DVy822ZZVz9tg1H07pDckhLDEdTTZtgLeegc/fgvwcOyvh1HPgituhrV5DlDOiKjGoX78+rVq1cjoMVZvM/y+8+ih8t8iu7Gf80O0CuOZuaJ/udHTukrMHnrgVZrxpF87y+cDjBV8pnHM53DpWFzcqZwyMuwveeMauXVBaYrcX5MFnb8Ds9+C0c+HhKZqIqogT82cKoNRSGRkZZvHixTXv+D8qb5GYM2cO9erVo3Xr1kTi9wYtLwe+/Aiyf4e2x0OX03WueWXGwOjh8PEEKMzb9zXx2Pn5dz0HfQY7Ep7rZO+CwRmwYzOUFO//emw8ND0CJn5rW12i3dN3wNRnbUtUdeITIT0Tnprm+MJQIrLEGJPhaBAqYhx9t4mIEZFVIrI84PFSwOtniMh0EVkvImtFZJmIXBHw+tUikh1w7AoR+VlEJopIlFZpqcGsd+DsJvCvYfDMSBhxHlzWCXZudToyd3n3haqTArCtBoX58NgNsPrbiIfmSvcNhu3VJAVgS39v/RUevCaycbnRz9/D2/85cFIAUFQAy+bB3A8jE5dSZdww+PBMY0yXgMd1ACJyLjAFeMQY08YY0w7oB9wrIhcHHD8v4NjOQHugA3BVpP8Q1/vxO3sBL+8vLy6Cglz4ZZ1NEJTl98NLD1WdFAQqKoBXHo5MTG62fRN8OxNKq0kKypUUwVefwM5tkYnLrV5/6o+ug5oU5Nolk5WKIDckBtUZDdxqjJlfvsEYsxG4DjhQqt0ASAV2hTW62mjyE1VfvH2l8Ot6WOOi7g4nrVpgB4LVxBj4+lObZEWzGW9BsD2S4oGZU8Majut9/qb9zAVr7VLYuzt88ShViRsGH84WEV/A895AMXAs8FnlnY0x8ypt6iYiy4EEbFKwHhhjjInyq08Vvl9sB4RVRQR++g46aDciWVvsDSwY3lg7ViOal7Pdvsm2BgSjqEC7rUJNJGPiYO8uW3hJqQhwQ4tB5a6EHVSUZfvje4iIvFU2jmCNiMwJOH6eMaYLtvvg39jkwPGkYMuWLWRkZODz+cjKynI6HCutWfWveTxQv3HkYnGzUKbW+UogMYqTArCDCYNOpGJ06mKoFRN9pbZUs1IR4obEYD/GmN3A90BmwLbLyhKAG4GGVRzjN8Y8BGwEJkQk0ANo1qwZixcvJj09nbS0NKfDsQaMgMTkql/zxsLJPSMbj1sd3y34pt4j20G9BuGNx+26nmdH0AcjNs5Ow4tmXbqGtn+9htCgSXhiUaoKrkwMytwGPCMip5VvEJG6QB+gmvZwAG4CeovIhWGOr/bpeh70HrBvchAbZ58//p6de67st7O+19Q8fzwx2a5nEO06ngiNWwS3b4ujdeGewXcG38qUkARX3qHTiVVEuTYxMMZ8CgwE7hKRlSKyFvgWOy6izwGO+wkYBTypUxYrEYF/vAhPfAhn9YfOXWHgLTD1e0jv7nR07jJ8FBx+TPXJQUISnNEXel8W2bjcSMQuxFNda1S5xBR4aFJkYnKzk3rA0R3t2g4H4vHYlSMvuDoiYSlVThc4CoPyBY4uv/xyRo4c6b4FjlRw8nPhydvgk8m2NcXvB4/YfvLBI+3D4YVnXGX1t3D7RXZGR+CsjqQUOw5h7EfQ7gTn4nOTnD0w7Cw7Vbiq9QziE6BuA3h5PjRrGfHwKtMFjqKLJgZhEFiLYe7cuaSnp2tiUJvl5cC3X0DeXtvXm3EmxLhhQo8L+f2wcAb8dxLs3mEHtPa5Ck48S5OoyoqLYNpr8NooO1MjJtYuj5yQBJffBpcMgzr1nI4S0MQg2ujVLcxSU3X511ovuQ5k6pCVoHg8cOrZ9qEOLC4eLh4C/a6HLRshZzckJMPhrcHrdTo6FcU0MVBKKSeJQPNWgBZ4U+6gbXtKKaWUqqCJgVJKKaUqaFeCUkqpP2XJkiWNYmJiXsIuYa9fNA8uIyLZPp/vVb/f/1x6enoNVcoOHk0MlFJK/SkxMTEvNWnSpH1aWtpuj8cTPVPcIsAYQ3FxceyWLVuG79279wQiWDFYMzyllHJScZGdDjvzHVutM3ev0xGF4ti0tLS9mhQcfCJCfHx8yZFHHpkNnB7J360tBkqpgycvBz6ZBB+/ahfxqVsf+v4fnDsouitQVmXvbnjlUXjvhX2XPC4tgV6XwZD7XbG4UQ08mhSEV9n5jej8VU0MopExtsTy3t1wZFtooFUVD+j37TDjbcjeCc2Pgh6X1Lz8bzSaNw3uGWD/X5D3x/YNq+Gpv8GoqXDaOc7E5jY7NsM1p8Ku7VBSRdfxJ5Ngzvvw/Gxod3zk41NRzTVdCSLSUkR8ZaWVl4vIKhFZKCJdy16rsoi5iDwgIuMCnseJyFQRmSciWsC8sgUzoO9R9qJ0W1+44Ei47ULY87vTkbmPMfDMnXBBS/j3SHjxIRh1M/RqBJ++7nR07rJwJtx1qU0IApMCKNuWC3dcDEvmOhOfm5SWwrAz7WqHVSUFYFdAzM2GG3rAnp2Rje8gmjZtWp1jjjmm4//6cwoKCuS000475tVXX624pufk5HguuOCCVkcddVTHli1bHjtp0qR9lokcNWpU2pgxY/arxHuwNW/evNOXX375p+tiP/TQQ43GjRvnqhKtrkkMyhQYY7qUPToBTxBCCWURSQY+xraE9Cor36zKLZkLf7sItm60F+vcbNu/+fWn8H+nQmGB0xG6yyuPwtv/geJCKCq02wpy7dr2/7zO3gyVTaAevg6Kanj/FBXY/aJoGfYqzf8v7NwWXGnv4kJ4b3z4Y3KxmTNnJqenp7dbtmzZPn1Rd9xxR7OUlBT/hg0bVs+YMWP97bfffsRPP/0UC7B+/fq4KVOmNLjttttcn1Xdc889O5599tlGv/76q2ta8N2WGFTWANgazI5lrQMzgJ+A/saYwnAGVis9PqLqgi2lxZC1BWa8FfmY3KqwACY8BoV5Vb9eVADjtOQyAMvmBd/itHMrfLcwvPG43cTR+xaZOpCiAnjjKVuDopb7/fffvRdeeGGrY445pmObNm06DBs2rEVJSQkAb731VmqbNm06tGvXrkP//v1bNm7c+Lh169bFATz99NONHn744c2dOnXa5+I1ffr0esOGDcsCOOaYY4q7deu2d9KkSfUBHnjggSYDBgz43ePxsG7durhmzZp1uvzyy49s165dh7Zt23b49NNP9xvwUlpaSpMmTY6bN29exbf/888//6hRo0al/fbbbzE9e/Y8ukuXLu2aN2/e6aSTTmq7efPmfW7klVtHKj+/8847m3To0KF9u3btOvTs2fPojRs3xgLExMRw0UUX7X7wwQebHoTTfFC4LTFIDOhK+AV4GvhXEMc1AeZg59I+ZIyp/Z+ig23nNlvJrToFefDhy5GLx+2Wz6+56M+PK+04jWi3dG7VCWdViotg6Zfhjcft1i8Pbf+8vZBd+7v6rr/++sPr169fum7dutUrVqz4/rvvvku8//77m2zbts07dOjQVq+99trPa9euXZOZmZmzY8eO2PLjPv74458vvvji/aZqbNu2La5Vq1YVfTHNmzcv3rRpU6zf72f69OmH9e/fP7v8ta1bt8adccYZOWvXrl3zz3/+c9PgwYOPKioqksCfFxMTw8CBA3e++OKLDQGysrK8X331Vd3rrrtu14QJE+qffPLJecuXL1/722+/rUpMTPSNHz8+6Ob/cePGNVi9enXSihUrvl+7du2ac845J/uqq646svz18847b+/06dPdUTEL9yUGgV0JRwLnAVMBqeG4i4BxwJvA2yISW8P+YbdlyxaWLFmCz+cjKyvL6XDsN9+aKgIG+y0mGgRzo/N4a24+jwZFhRBsLu73Vd+vHi2C6UII5PHahKqWmzNnTuptt922w+PxkJiYaIYMGZI1Y8aM1M8//7zO0UcfXXDqqacWAAwfPvz3lJQUX00/z+/3IwGzOYwx4vV62b59e0xOTo63bdu2FW+0unXr+oYNG7YL4NJLL93r8XhYtGhRYuWfecMNN+ycNm3aYYWFhfLyyy/X79mz554GDRr47r333h3dunXLfeCBBxpfeeWVR6xfvz4xNzc36PvnJ598krps2bLkTp06dWjXrl2H8ePHN9qwYUNC+ett27Yt2rp1a1x+fn5N97qIcE2fRlWMMTNF5Efg0hp2fdUY86KITAIWYMcmjAh7gAfQrFkzmjVrBkBubpXjJiOr8eEH/gYcEwtdukUuHrc75riab2Cx8XBYo8jE42bNj7KzNCoPOqxKYnJtmIIXXqkNYeeW4Pf3lUK9sI+hO2huueWWZp9++mk9gMAbvDFmnxu53++ntLRUYmJi9ht0ErhfdZo2bVr866+/xh5++OGlAFu3bo3t3LlzvogYQHw+H96yKpVer3ef3+H3+/F6vaZ79+6tt2/fHgdw7733bh40aFB2x44d8996663UyZMnNxw7duyvADfccEPzpUuXJg8ePHhnr1699paWlooxZp8gRcSYgPEzxcXFFa/7fD4ZMWLEtjvvvDML7GDKrKysiimI8fHxRkTwuKQ0uTuiqIaItAFaAu/XsGsRQNm4gr8AV4nIFeGNrpaJjYNLh0P8fkmyFRMLA/8a2ZjcrHkrOPZk8FaTO8cnwqU31dwKEw16/iX4PnC/gbMuDm88btd/KMQn1LwfgHjg9D7B7+8CTz311Ja1a9euWbt27ZoHHnigIgPq1q3b3rFjxzby+/0UFBTISy+9lJaZmbm3R48euT///HPCwoULEwEmTJhQLycnx1tTcnD22WfvefbZZ9MAfvrpp9i5c+fWvfjii7ObNGniq1OnTukPP/wQV77v7t27Y9555526AK+//npqbGysOemkkwrmzp37Y3msgwYNyga49tprs5544okmBQUFnt69e+cBzJ49O3X48OE7brrppl3NmjUrnTdvXl2fb99GjSZNmpRu3bo1bvPmzTF+v5833nijfvlrvXr1yp44cWLDXbt2eQBuu+22ZgMGDKgop7l27dr45s2bFyUkJLhiZK7bEoPAMQbLgXeAIUAxkCwiuZUenSr/AGPMD8B1wAsi0iWy4bvc0AfgpB72W1v5hy4uwd7kHpxo68CrPzw8Beo3sucoUEIStD0errvXmbjcJqUuXHStPS8HkpAEl9xQ836HuouHUnPvaJn4BLjyb2ENJ1LGjx//a1ZWVkzbtm07tm/fvmPr1q0L//Wvf21t3Lix79VXX91w1VVXterQoUP7zz77LNXr9ZqUlJQDZptjxozZkpeX523dunXHnj17tnnwwQc3dezYsQjg3HPP3f3hhx+mlu8bHx9vJk6c2KBt27YdRo0a1XTq1Kk/xlST1A8cODB78+bN8VdeeWXFjIa77757y9///vcWbdq06dCnT5/WGRkZuRs2bIgPPC49Pb1w0KBBWRkZGe27dOnSrmXLlhX9P7feeuvO3r17Z5944ontW7du3XH16tVJU6ZM2Vj++scff1z3ggsucM2AJTFRNHUoIyPDLF68OOy/JzMzc5/nubm5ROL3BsUYWPEVfPAy7N4BHU6032AaumZArLtk77JTFt9/wU7vbNQCBt0Gfa6yrTDKKi2BW/rYQZtVjc9ISIKMM2HMB9rKAnYBo0eGHniMSkISXDYchj8WubiqISJLjDEZlbevWLFiY+fOnf+nKYG7du3y3HPPPc0ef/zxLXXq1PHPnz8/qV+/fq23b9++8s82ra9duzauf//+R69ater7H374Ie7444/vmJ+fv+x/iTNcSktL6dixY4eZM2euL+8WqWzFihUNO3fu3DJSMeknNNqIQJfT7UPVLLU+XH+vfajqxcTC05/A++PhtdE26YyJtQlDgyZw1Z1w0XU1z/SIFuddaceoPHy9HbiZHzAOKSHJJvDX/gOuvsu5GCOkfv36/ri4OP/xxx/fPiYmxsTExJhJkyZt+F/629u1a1c8cODA38eMGZN24YUXZtd8hHMeeeSRRjfeeOP26pICJ2iLQRi4usVAqXAzBn79AXJ221oJh7fetxaA+kNxEcx6B6a9Zlc4TK5rl9w+f7DtonGJcLYYqJppi4FSqnYTgSPbOB1F7RAXbwtMnTvI6UiUqqCJQRgtX24XMmndWgf1KaWUqh20w08ppZRSFTQxUEoppVQFTQyUUkopVUETA6WUUkpV0MGHSinltM0/w+4sO0XxyLY6vTMIhYWFnuzs7NjU1NSShIQErah7EGlioFRN/H5Yt8yugtjkCGjZ1umI3Cs/F6ZPsQsd7d1li/9cPAzOGahLIVdmDHz2Brz8MGzZaFfS9JVCSj0YfAf85Ua7SJTah8/n46OPPjp89erVaR6Px/j9funYsWNW3759fysvmnSwTJw4sd7DDz/czOPxUK9evdKXX375l/Jllw9lmhgodSD/nQjj7obcveD12pX8WhwNd/4HjtdqlPtYsxhu6mXPUXmlxS0b4edb4JmR8OxMaHe8oyG6hjHwwNUw611bEh3+WB65IA/+cw/MeBuem1WrCihFwkcffXT4mjVrGvp8PvH5fAKwZs2ahgD9+vX77WD9ntzcXBk6dGirb7/9ds2xxx5b9OCDDza66aabDp8zZ86PB+t3uFVExhiIyH9EZIGIeAO2eUXkKxF5WESMiKwKLKBU9mhZtu8pIjJbRFaKyHciMl1EOlb6HSIir4nIoVFxJFx8Ppg0Bs4/ArqlwPXdYcXXTkflThMfh3/dAFlboCDX1koozIcfV8Hwc2DhTKcjdI8tG+GGHpCzZ//yywW5tvVg2Jmw7aBdt2u3yU/YFQ8LqylVXZhvW6keGRLZuFyusLDQs3r16rTS0tJ97l2lpaWe1atXNywsLDxo97TypGP37t1egNzcXG98fHxULBUcqcGHtwPJwN0B2+4GfMD9Zc/PNMZ0qfTYKCLxwDTgdmPMccaYY4EpwPTyRENE2gOzgEsi9PfUXvdfBS/cD9t/sxfwZV/Cjb1gyVynI3OXnVvh+fuqLggEdvt9VwRfbvhQN+Gx6s9VucJ8e0OMdqWl8Oq/aj5fRQUw823YtSMycdUC2dnZsR6Pp8qbs8fjITs7+6D1vaSmpvoff/zxX3v06NGuUaNGx73yyiuNnnjiiU0H6+e7WUQSA2NMIXA5MFJEuojI8cCNwEBjjO/AR5ME1ANSArZNAW4GylsgbgJeAqYe1MAPNb+sh9nv7X9BKsqHsbc6E5Nbvf9SzfsU5MMibTWgpNhWC/TVUAOmtAQ+fNm2WkWzRTPBVxLcviJ2zIYCIDU1tcTv91c5MtPv95Oamhrkia3ZokWLEkePHt102bJlq3fs2LHy1ltv3dq/f/+j/VHwZSBi0xWNMauAv2Nv4K8A1xpjNgfsMrtSN8L7ZcftBkYCn4rIBhGZBFwDzDTGFJftc7Mx5vVI/S211rJ51Y92Xr9cv/0G+v5bKC488D4lRbBhTWTicbPs322feTB8Jba7IZpt/cW2GgSjqBB+O+S7tIOWkJDg79ixY1ZMTMw+F6uYmBh/x44ddx7M2QnTpk2rm5GRkVs+2PCuu+7a8eOPPyZu3779kB+bF9F1DIwx/wbygAXGmOmVXq7cldAv4LixQGNgBLAVuBNYJiKpkYo9VFu2bCE3N5fs7GyysrKcDseqUw881YzajUvQKVKBElNq3sfrhfjE8MfidrHxwbcC+Hw6mC4uPrTy0zqbYx99+/b9rUOHDju9Xq8/NjbW7/V6/R06dNjZt2/fgzqAJSMjI3/hwoV1fvvttxiAyZMn12vevHlR06ZNXVMeOVycyHx+Bn4KdmcR6QqcZox5HDvWYJqI3AN8B/QC3glLlP+jZs2asWPHDnJzc0lLS3M6HKvreVXf/GPj4fwrNTEI1HsAzJsG+TnV7+P323Ma7eoeBs1awq/ra963ZXtITA57SK52/BnBJ1JJKXDiWRBVz8MAACAASURBVOGNp5bxer3069fvt3PPPXdzONcx6Nu3b87q1au3de/evW1sbKypV69e6XvvvRcVzTe1YeXDLOAfInJ6wLamQCqwypmQaqmERHjiQ/ttODHZth4kpUDrTvDXMU5H5y6nn29veFLNRyQuAU49G5ocHtm43EgErr6r5ht+YjJcfWdkYnKzFkdB+/Tg9k1Itu8ztZ+EhAR/48aNi8K5uNHdd9+dtWHDhtXr1q1bs3DhwvUZGRk19C8eGtzUVzJbRCqn0fcYYz4RkYuAR0WkBVAIZAPXGGPWRTzK2i4jE6ZvgpnvwK7tcOzJ9huJthbsy+uF57+Aa0+3rQaBU/ASU6BVO3hosnPxuc35g2HmVFg6t+rR9glJcFJPOHtg5GNzo7ufg2tOs1M5qxOfBPe9Elq3g1IHQcQTA2PM1VVsO+BdyRgzG5j9Z362qkJKKlx0rdNRuF+Lo+H9H2D6ZHj3Bdi7G5oeCQP/Cmf0hRg35dUO83ph7Efw/L3w9jjb0uL325uaMfacDXlAb3LlWneyieeIc+2sjsAuq8RkMMDDk+F07apSkadXNqUOJCkF+g+zD3VgMTFw87/g+vvh21mw53e7JPJJPeyAO7WvjifCZ1thzgc28dy13Sbt510J5w6y7z2lHKCJgVLq4IpPsGM0VM1iYqHnX+xDKZfQdj2llFJKVdDEQCmllFIVNDEIM1+0L/+qlFKqVtExBmHUuHFjcnMPMB1JKaVUyAoLCz0rV648LDc3NyYlJaX0uOOO2x3O9QyijSYGYdS0aVO2b9/udBhKKXVIMMYwa9asJgsWLGgqIvh8PvF6vebzzz8/4pRTTtnao0ePbaJrsvzPtCtBKaVUrTBr1qwmCxcubOrz+TylpaUeY4yUlpZ6fD6fZ+HChU1nzZrV5GD/Tr/fz8UXX9zyvvvua1y+bdGiRYknnXRS2/bt23c49thj28+bN++QKmihiYFSSinXKyws9CxYsKBpaWlplfet0tJSz8KFC5sWFhYetPva0qVLE0477bQ206dPP6x8W05Ojuf8888/5vbbb9/2/fffr7nrrru2Dh48uNXB+p1uoF0JSqmDxxhY+iW8Nx52/AaNj4BLhkHnrrrsdlX8flg4A976N/x/e/cdX1V9/3H89c4OJAQF6gZUMAFEUaEunFgVRCsuFAWt2qhorXW0trVq7U+p1FUVB2odKFq1onUCWhXqxgqyRTBBIMgOAbLv5/fHOcELhAxIcm/I5/l45AHne9Ynh5Dzud9ZkAdtO8AZl8HxZ0BySqyjiytff/31TrU1E0hi+vTpbfv06bOqIe553333/eSiiy5aMXHixLKqsldffbVNx44dSwcPHlwIMGTIkDVdu3YtbYj7xQtPDJxzDWN9UTDF7zdTg/USzIJk4MNXoXtvuO9NX1kx2voiuOpEmD8DNkR1Up49BR78PTw+GXbZM3bxxZl169YlVVZW1pgZVFRUqKioKLmh7vnMM88sBJg4cWKbqrK5c+emdujQofycc87pNGvWrFZt2rSpHDly5KKGumc8aJAqF0mdJZmkSzYrv17Sq5Kmhl/fSiqO2v5beG5lVFnVcR9I2ie8zq2SHoy6boqklyRNlrRTVPlekhZLat8Q35dzAIVF63n1vcmMGjuO9z79krLy8liHFJ9+e2bwUiteHyQFEPxZvB6mfwa/Hxzb+OLNjefA3K82TQog2F72PVx2bN2XZ24BMjIyKhITE62mY5KSkiwzM7NR/4OWl5frww8/zLr88stXzJgxY/bw4cOXnX766V2Li4t3mCqxhuxjEAHulpS9WfkaM+tlZr2AS4H5VdtmdkN4THFUWS+gK8GSyrdvfhNJrYHXCWo7fmZmq8PyYcAkYPcG/J622dSpU5k6dWqsw9iqH1auZtqcb/0lV4ui9RsY8dizvP/ZV8xekM8bH3zCvU+/SCTiI6M2MX8mTP0vlG2lRrWsJFg/YeG8po0rXuV/E6xEubXnVVkJq5bBx283bVxx7IADDlhtVmNegJnRs2fPNY0Zx+67716+zz77lBx//PHrAS644II1lZWVzJ49e4dZEKQhE4Ni4G5grKTtbRxLI3jBb9JOFNYOTATmA2eaWUlYvjtwOhAXC5cPGTKEXr16xTqMrSpYvpI7H3+Op18bz9/HvBzrcOLapCnTKCktozJMBMorKli2ag1zvlsY48jizMQXoaKWJLOyMlia2cF7L0NlRc3HbCiCfz/ZNPE0A2lpaZHDDjusICkpqdqsPCkpKXLooYcWNPZ8BoMGDSpctGhRatVIhLfffjtDEjk5OTtMP4OG7mNwO3ACcAdwfT3OS5c0FUgEfkKQELwCjIg6ZlfgA2Bv4Awz2/iPb2ZLgDMg6HwSa7m5uQB8+eWXACxfvjyW4Wzh+6XLACgrL+f7gmUxjia+/bByNRWbVedGIsbKNYUxiihOFa6s/UVXUR4sXe2C51BbIgWwtkH60O0w+vXrtxTg008/3S0hIYGKigolJSVZJBLh0EMPLaja35g6duxY8cILL3x75ZVXdiwuLk5MSUmJPP/88/NbtWpVc3VGM9KgiYGZRSRdAEyVNL4epxaHTQhIOgl4FnjdzKIb304HrgD6AC9K6mdmcVsPnpuby9ixYwHibvbD/bvsTdvMDJavWsMJR/SOdThxrUeXzsyYt4Cy8k1fel06eqewTXTaD1LTobR468ektYK9ujRdTPFsry7B8yjZsPVjEhOhc07TxdQMSOKEE05Y2rdv32XTp09vW1RUlJyZmVnes2fPNY1ZU/Cvf/0rL3q7f//+6/r37z+nse4Xaw0+KsHMvpd0GfA08Mw2nD9e0j3AS5J6mNnacNeTZvaYpDHApwTNFlc3WOAtSKv0NP50xYVEIhESExNjHU5c671/DlNmzGX+94uRRGUkwvGHHsxuHdrFOrT4cvL5cP/vaj7GInDSuU0TT7w7cTDcc03NxySlwNlXNk08zUxaWlqkoYYkui01ynBFM3tZUn/gGuCFbbjEXcBQ4M/Ab8Ky0vDaJZLOBqZI+tzMnm2ImFsaSZ4U1EFiQgLDzzud/CU/sGzVavbeYzc67Nw21mHFn7bt4Jc3wxO3Q8n6LfentYLLb4OMrKaPLR5ltoVf3gqP31Z9rUFaKzj2dOiyf5OH5lxjzmNwNdB3W040s3JJVwHjJT1Rzf55ki4FnpI0w8zit/u/a/Yk0XmPXem8R4PPtrpjuejGoDnh0ZuD7crKoDocwVUj4OzhMQ0v7lz4W0hMCp5XQkIwciM5NXhup/4Crrsv1hG6FqpBEgMzywMyNitbD2RvVvYBsP9mZVucG5b/B6iaqGJGNftfArbo4mxmse996FxLJMGQa+CsK+CT8bDqB2i3Kxx+ks/iVx0Jhl4HZ18BH7wKyxZDm52DmoK23lTlYsdnPnTONayUVDjmtFhH0XyktYKTh8Q6Cuc28kWUnHPOObeR1xg455xrVgoLC5NmzpzZtri4OCk9Pb2iR48ea7KysmqZSMPVlScGzjnnmoWioqKkcePGdVq4cGGWJKusrFRiYqL95z//6dixY8fCQYMG5WdmZnqCsJ28KcE551zcKyoqSnr00Ue75efnZ1VWVqqioiLBzFRRUZFQWVmp/Pz8rEcffbRbUVGRf+DdTp4YOOeci3vjxo3rVFxcnByJRKodeRaJRFRcXJw8bty4Tg11z4ceemjn7Ozs7jk5Od0POuignEmTJrWK3j9mzJi2rVu3Pqih7hcvPLNyzjkX1woLC5MWLlyYtbWkoEokEtHChQuzCgsLk7a3z8G0adNSb7nllj2nTJkyu1OnTuX//Oc/swYPHrxvQUHBdIDp06en/vGPf9yzthUfmyOvMXDONRwz+Goy3HMt3Hwh3HMdTP0oKHdbKiuFd8bCVSfD0N5w+fHwzwdh3draz21BZs6c2VZSnX6IJNnMmTO3e3rStLQ0e+CBB/I7depUDtC3b9/1K1asSC4pKVFRUVHC+eefv/eIESO+3977xCOvMXDONYzP34O/XAprlgfT/JoFk/iMexR23gVu/gccckyso4wfb42BO68MntOGqIXWZn4O998AF/0eLv1T8AxbuOLi4qTKyso6PYjKykqVlJRs93zv2dnZZdnZ2WUAkUiE4cOH79WvX781aWlpdu6553a++OKLl/fu3buGVcOaL68xcM5tvw9eg9+cCgV5ULz+xxoCs2B78QK4uj/8961YRhk/Xn4E7rgc1hdtmhRA8LxKS+DpkfC3X8UmvjiTnp5ekZiYWKcag8TEREtLS6us/ci6Wbt2bcIpp5yyT15eXuqzzz6b/9e//rVDUlKSXXPNNSsb6h7xpsbEQNL7km6spvw6Sa9JMknTJU3d7Ktz1LEXS/pM0ixJ8yVNlHRo1P6nJC2u5hq7S7pIUmFU2TRJ30l6RlJaeH6X8JpTw3tc13CPxzlXqxUFcNOQmpdchmD/jefA6uVNE1e8WjgP7r225iWXIViM6vWn4ON3miSseNajR481dZ3u3szUo0ePNQ1x33nz5qX06dMnJzExkY8++mhu+/btK5977rn206ZNa52Tk9N9wIABXUtLSxNycnK65+XlJdd+xeahthqDh4CLqyn/JTAq/PtxZtZrs688AEl3hOefY2bdzWxfYATwhqSOUde7t5prLAn3TY4qOxDoBnQHLgz3PwX808x6AYcDl0k6vj4PwTm3HV5+GCKRuh1rERj3WOPGE+9euB8q69gvrng9PDmiceNpBrKysio6duxYmJCQUGOtQUJCgnXs2LGwISY7Wr16dcJxxx2XPXDgwNVvvPHGgoyMDAOYPn367Hnz5s2cM2fOrLfeemteampqZM6cObM6d+5cvr33jBe1JQbjgNaSjqoqkHQMIGBiTSdK2oVg2eWzzSy/qjxcHOlaoPU2xtwOyAKq1uJ+AhgbXrsQ+BZosOEqzgGsXFPIJ1NnUlxSGutQ4s9LDwcrA9ZFaTG8+GDjxhPPIhH495NQUY93yMzPYfmS2o/bwQ0aNCg/PT29fGvJQUJCgqWnp5cPGjQov7r99TVy5MifFBQUpLz55ps75eTkdK/6Wrp06Q6/Xn2NnQ/NrELSY8AlwOSwOBd4yMxMQaeY9yVFt+d8Z2aDCD69zzazgmquO2azot9IuiBq+0Ezezz8+1GSpgJpBEnBN8Bd4eqKmNmTVSdJOhk4IozX1WDpilV8u3AxfQ/uGetQmoX7nnmZovUbmPntd1x61sBYhxM/KipgbT2bWlf98GPHxJZm/VqorOcHy5RUWLoQOuzeODE1E5mZmRWXXXbZ7OpmPjQzNfTMhyNGjFg6YsSIpTUdk52dXbZhw4avGuJ+8aQuoxJGA7MkZRIsg3wSEL2w+nFmtqKa8wRszOzC86uSiwzgRTP7Q7h9r5ndtZX7TzazgZISgJuAIVSz3LKkYcA9wFnVJSNNbfTo0Xz55ZcUFxezxx57xDqcLaSmJJPRKj3WYTQbrVulUbR+gz+zzW3Ty70FJgRVEhK3behmwg7/IbVOMjMzK4YNGza/aq2EkpKSxLS0tMr9999/TZs2bXwq5AZSa2JgZkskTQTOJaj+fzmssq/NZ0COpHZmttLMioBeAJJuBdrXJ1AziwC3STqCoF/BaeG1BNwFnAWcYGZT63PdxpKbm8vYsWOZOnUqHTp0iHU4W9ipTSY7tcmMdRjNxm+Gnc2SZSvptPsusQ4lviQmwi4dYWk9am/32Kdl1hYAtMqA1m2gsB61LGWlsOe+jRdTM5SVlVVxxBFHVPeB1DWAug5XHAWcT9Dhb1QtxwJBQgH8HXgpuqOhpE7AkcC2Die5EjhR0s/D7ZHA0UDveEkK3I4nNSWFvffcjYQEH+G7hQuug/Q6dhlKz4Ch1zduPPFMgsG/gpS0uh9/5ADI2rlx43IuSp1+y5nZBwTt+2vNbPpmu9+vZqjhgPC8PxJ2DpT0laQFwCvABOD32xKwmc0H7gTulbQnQUfG9sDEqPv/Yluu7ZzbBgOHQVJK3Y5NSYX+5zduPPHujMuCmpa6SE2Hi7YYMe5co6rzzIdmtkUvtbqMKzWz54Dnath/UQ37niJoNti8/BbglnDTG9+ci6WMLHhoYjCd74ai6tvQlQCtM+Hh9+peu7Cjar8r/G0cXH96zXMZpKbDNXdBjz5NF5tz+MyHzrmG0O0QeOYL6HtKUCuQnhH82SojqDY/+jR49kvY78BYRxofDvtZkCR16QlprTbtXJieAbvsBX95Fs66InYxxrHS0tKEuXPnZk6bNq3t3LlzM0tLS/1d1oB8rQTnXMPotB/c+zqsWAqfjg8WAsrIgsNPgnbeaXMLPQ+DF76GuVPh/Vdg1TLIzILD+wdrSrTUDpo1WLlyZcqHH3646+zZs9uFM+9iZpiZunXrtvKYY45Z2q5du7JYx9nceWLgnGtY7XeFgRfWfpwLZPcKvlyN8vPzW40dO3a/8vLyhOqasWfMmNF+7ty5Ow8ZMuSbTp061TLftKuJV78455yLaytXrkwZO3bsfmVlZYlb69tmZiorK0scO3bsfitXrqxjb1hXHU8MGllhYV2mfHDOObc1H3744a7l5eV1el+Vl5cnTJo0adeGuO8dd9zRoUuXLj26du3ao1+/fvsuXrw4CeChhx7aOTs7u3tOTk73gw46KGfSpEmtGuJ+8cITg0Y0ZMgQsrKyYh2Gc841W6WlpQmzZ89uV5/VFWfNmtVuezskTp48udWoUaN2/eyzz+bMmzdv5r777lt6ww037DFt2rTUW265Zc8JEybMmzNnzqwbb7yxYPDgwTvUDFSeGDSi3NxcevXytkPnnNtWeXl5rSXVax5pSZaXl7dd42KPOuqoDQsWLJjRrl27yg0bNqigoCB55513rkhLS7MHHnggv1OnTuUAffv2Xb9ixYrkkpKSHaa3qHc+dM65WFr8HXz8NhStCYZ3HnyMD+uMUlJSkqhtGKFRWlq63XPcpKam2pgxY9peffXVnZKTk+2OO+6Ym52dXZadnV0GEIlEGD58+F79+vVbk5aWtg2LYMQnTwyccw3nh0Xw8sMw4YVgsqPWbeCk84Lx+C18dcAtzPwC/n4DzPgsGJpYXgpJycFkUHt1havuCOaFaOHS0tIqbRsWnkpNTd3Wafc3MXTo0DVDhw5dc/fdd7fv37//fvn5+dMTExNZu3ZtwuDBgzsvWbIk5b333pvXEPeKF96U4Jzbfmbw+F9gUFd47m5YvABWL4dF82HMXfDzfeHpO7dtZcEd0aTX4bJj4X8fQlkJlBZDJBIsmFRaDN9+DTeeA2PujnWkMde5c+f1de1fUMXM1Llz5/Xbc98ZM2akjh8/PqNq+9e//vWKgoKClOXLlyfOmzcvpU+fPjmJiYl89NFHc9u3b98gSUi88MSghTEz5n+/hGdeG8+DY1/hrUmfsnbddv3/cQ7+cTs8dWfwkisr3XRfWUnw9dhtQZLQ0s2dCn84t+bpkCHY/+jN8MGrTRNXnEpNTY1069ZtZV37GUiy7t27r0xNTY1sz30XLVqUPGzYsH0KCgqSAB555JF2Xbp0KU5NTbXjjjsue+DAgavfeOONBRkZGTtctttkiYGk+6MWOSqTNDf8+wxJq8MFkaKPHynpQ0mJkvIk9Y7a10PSIkm/Dbf7SPoovN50SRc01ffVnJgZz7/5HqPGvsIX02czZ8FCJnz8BbeOeopv8xfFOjzXXC1bDE/cDiW1JJglG+CRm2HlD00TV7wafUtQK1AXJRvgvutbfE3LMcccszQ5OblOL/rk5OTI0UcfvXR773nyySevu/baawuOPvro7JycnO4vvfTSTq+99tq3I0eO/ElBQUHKm2++uVNOTk73qq+lS5fuMOv2aFvabrb7plIecJaZTQm3nwA6AieamUk6CngJONjMlkQfL+lQ4DXgejN7VkGvlHzgYjN7N0ww/gccaWabtPv07t3bpkyZ0lTfJgDHHnss69ato6nvW52vZs9jzL8nUFZevsW+tNQURvwml+Qk73bi6umhm+DZu7asKahOajr84g9w6U2NH1c8WvkDnNo5qEGpq7TW8PC7wRTKMSLpSzPrvXn5tGnT8g488MAVTRFDbTMfSrLk5OTIjjjz4bRp09ofeOCBnZvqfvHSlHA1QWIwXFIGwYqKF5nZkuiDJPUDXgWGmdmzYXEq8GczexfAzBYBy4FNaiAcvPfJl9UmBRDUJnw9d34TR9R8vPLuJH539yN8MX12rEOJP+Ofr1tSAMEn5be3utjqju+rSUEHw/ooLYbPJjZOPM1Ip06dNuTm5s7q2bPniqSkpEhycnJl1VdSUlKkZ8+eK3Jzc2ftaElBLMTFx0MzWy/pPGACcCzwopm9s9lhg4DrgH+b2YSoc0uAJ6q2JeUCmcCnjR13TUaPHs3o0aMBWL58eSxD2WhV4dqt7iuvqGBVYVETRtO8vP/ZV5gZEz6eQp+e3WIdTnzZUM+fmw1b/znc4a0vgkg9+6lZBApXNU48zUy7du3KBg0atHDAgAGL8vLyWpeWliampqZWdu7cef329ilwP4qXGgPM7H/AQ0AO8KdqDjkPOA44UtJl1V1D0o3An4FTzayOjXiNIzc3lylTpjBlyhQ6dOgQy1A2arfT1mdhTE5Kol3bNk0YTfPysyN6k5XRmpOPOjTWocSf1vX8uclowbOBts6ExHo2RSckQNbOjRNPM5WamhrJzs4uOuCAA9ZkZ2cXeVLQsOImMQgtAPLNrKKafUPN7BPgXOAeSRsb3CSlSnqeIHk43MymNU24zcsJhx9CSnL11ZgJCQn03G+fJo6o+TjtuCO5/Zpfckj3/WIdSvzpfz6kpNXt2NR0GDC0ceOJZ4ccC1tpztuq1HQ4/ORGCacBRCKRyA4z4188Cp9vkw6HjLfEoCalAGY2GbgNeFlS1SLvzwJtgCPMLC824cW/A/bbl8MO7E5yUhJVM4klJyWRmpLMFef+3Dseum1z5uV1P9YMTr+08WKJdzt1gCMHBJMY1dVP9oQefRovpu0zY/ny5VmeHDQ8M6O0tDQ5Pz+/LfDfprx3c30TjAT6Ai9Kugk4C/gG+Chq6szfmdn4GMUXlyRxzsnHcegB3fl46nTWrtvAPnvuzuG9epDRKj3W4bnmqv1ucPltMPrWmsfmp7WCq0YEL8eW7LJb4ZN3ap/HAILagmvid+6HioqKS5cuXfr40qVL96d5fdBsDiKSCisrK++PRCIPN+WNYzJcMVZiMVwxvG9cDFd0rlGNuQse/hMIKI0ajpeaHtQU/OqvcN6vYxZeXPn4HfjtmTUnB6np8Ou/wTlXNl1cW7G14Ypux+QZnnOuYQy9Hl7Pg1/8ETrnQIc9YO9ucMlN8OZCTwqiHXEyPPERHH5S0D8jrVUwjDEtPUgIevwU7vl3XCQFruXxGoOmua/XGDjnqrdscVCDsK4Q0lvDIccEiVUc8RqDlqW59jFwzrkdw0/2gNMviXUUzm3kTQnOOeec26hFNSVIWk6wrkJTO5hg/YZ40x5oknnOdxD+vOrHn1f9xesz62RmLXw4ScvRohIDtylJU7zdsO78edWPP6/682fm4oE3JTjnnHNuI08MnHPOObdRi00MFHha0vXhdqKk+yTNkfStpMujju0qaZKkWZI+l1SnsUSSTpH0taS5kl6SFG+rFI2OdQDNjD+v+vHnVX/+zFzMtcg+BpK6AaOAQ4FbzOwuScOBgcBpBMs2fwIMM7PPJX0O3GdmYyX1B/4G9LQaHp6kDsBM4EgzmyfpTiDTzIY37nfnnHPObbuWWmNwJfA48FJU2SDgSTOrMLPVwAvABZL2IFgK+gUAM3sbyAAOquUeJwJfmNm8cPth4HxFLebgnHPOxZsWmRiY2VVmNnaz4r2A76O2FwF7huVLzCxSzb6aVHe9NgS1Ec4551xcapGJwVYkANFNA1VrYG9eHr2vPter0qTraldH0kGSsmIdh3POufjjicGPFgK7R23vTvApfyGw22ZNAFX76nO9PYDVZra+AWLdZmEficepvcbDbUaS/3+pA0k/lTRE0rGSOsU6Hudc/fgvuh+9BlwsKUlSW+Bc4FUzWwR8CwwGkHQSEAGm13K9CcBhkrqG25eH94gZSacB/0fwvX0naV9JO8UypuZC0pHAAEkJ3k9k68LEcxzwU+AvwO2Szo5tVPFN0pGSrpV0tqSfRpX7z5mLCV9E6UcPA/sC04AU4FEz+zDcdx7wmKSbgBLg7M36HGzBzJZJ+gXwsqQUYD4wrNGir0X4ye0vwK+BHsBzQCGQLelCM3s/VrHFO0kDgHvY7N9dUkJtPwctRfgSawPkAhea2bvh6J/+wDBJlWb2SkyDjENhIvUY8CRBMtVe0jgzG1XTqCfnGlOLHK7YEklqD/wDWAmkA38g6Bx5NfA74FAz+y52EcYnSacSPJ8LgWSCdS+KgM/N7AdPDjYl6SGC5PoxM4tI2gs4B+gO3Gxmi2MaYJwIE6k04EHgX2b2lqRdgaOBG4AnzOyRWMboWi5vSmghzGwFQTJwGrDAzBYAlWZ2NzAR+Hks44s34QRYKcBI4CNgV4Jalp8DvwSel9TRkwKQdJSkX0m6kqBz7b5ABwAz+x4YD/QE9oldlPHFAsXAcuAYSTKzpcCbwF3AQEmHxDRI12J5YtCCmNkMYAhB/weiXmorgNJYxRWnks2sDLgUOAm4DzjBzAYDw4EZwHlhAtFi24LDfiujgE7AscBioC9wTTgHSNXP3QxgtxiFGVcknSTpXkmvAMsImmD6AISdk/8LlBMMeXauyXkfgxbGzMaH0z8PJuhLYQS/0EfFNLA4Iml/oJ+k5whmwBwH7B/uSzSzRZLygf1acjtwOOR1ODDUzKZJeiLc9TFwEVAkaQNBX5bjCfq4tGiSfgaMIOhX8AVBJ+bewFlhs9SnZrZY0hKgYwxDdS2YJwYtUzKQClxB0ClyqJl9E9uQYi+szjXgOOBXBJ/axhD0zcg0s9WSMoB17C+mPwAABcdJREFUwFogOWxuKG+hCYIRNBsQPpf+BJ9+VwG7ELzY1hL0yzjF+7AAMAC4K5xefXfgKKCM4NmlSTqPYCr1AcC9sQvTtWSeGLRAZlYCPCPp+WDTKmIdUzyIernvRTD65KdAIvCsmX0v6XzgWEnrCX6Rnxk2N7RIZrZW0iVhbUFH4AIz+w+ApApgqZn9RVJa+DPXooVNTtlAflj0IkGtQSHQBXiFIBntBgw0s29jEadznhi0YGZWHusY4tRq4HqCdvOfEfxOfxyYRTBRVRrBL+55W79Ey2Bmk8I/FxJM6lVlHcEIGPD+K0CQeEr6B3C5pH2Ap83sMQBJZcCuZnaZpCRP1l0seWLg3JZeARab2TvhbIfHAxXAc2Y2MrahxSdJVUM5dwZaEzTHnA+b1MS4YATQwcAZbJpIrST4GYM4mDbdtWyeGDi3GTObG/X3hyVVAmcClWHNQcRfdltIIJg463KCF94lXqOyJTMrlPQAwXTpF4RNLiUEM6teEB7jP1supnyCI+e2IqozIuEslhN8gp6ahZ0xZWbefFCDcCrygQTLvS8kmBBqZmyjci7giYFzNYhODpxraP7z5eKRJwbOOeec28hnPnTOOefcRp4YOOecc24jTwycc845t5EnBs4555zbyBMD52og6X5JU8OvMklzo7bTwz/bNuL975R0YmNdf1tJOkvSB7Ucc7qkPzVRSM65BuITHDlXAzO7uurvkvKA881sStQhvRrr3pIOA7qZ2e8a6x6NycxelXSlpF5mNjXW8Tjn6sZrDJzbDpJMUntJF0l6XdKbkmZIekfSmZLel7RY0nVR51wi6UtJX0l6V1LOVi5/KzA6PCdD0kthDcX/JD0WTteMpFMlfRZe7yNJh4flSZLukfSNpFmSHpeUIilZ0gNh2fSwPDM8J0/SrZImS8qXtHGpZEm3SZov6XOCiXmqyvtK+jz8nqZIOjPqe3gCuKVhnrZzril4YuBcwzmKYErgAwhWaDwX6EewhO7/SUqQdAxwIXCUmR0EjATGbX6hsHniKGBCWDSIYOnnXkCfsGwfSV2BO4AB4fVygVcktQaGA4cABwL7A5kEU+/eRDAl74HhVwLwt6jbZ5jZUcARwPWS9pb0c4JpoXuF5VlRx/8ZuMfMDgEuJlhbosoEoL+k9Lo9QudcrHlTgnMN5wsz+x5A0ncEUyhHJM0nWJGxFXAKwRK7Hwer8AKwk6SdzWxV1LW6AAVRyzr/F7gjbNefCNxnZt9KGg7sBrwXdb1IeP4JwBgzKw7LB4exfQ78sWp1zXDu/lej7v0agJktlrSMYGGkE4BXzKwoPOcfQFUzy4vAKEmnAu8Cf6i6kJmtklRCsFLlnLo/SudcrHiNgXMNZ/P1Aapb1jqR4GXdK/z0fzDQm2Cp52hG1P9PM/uO4GU/AmgDvBu+iBOB96quF17zMGAGwWp9G6c2lbSLpN3Cc6KnPE0AkqO2i6P+bkBVxqGo8o3LApvZo0BPgoTlJOBrSWmbHesrBjrXTHhi4FzTGg+cF76gIWh6eK+a4+YDu1S9YCVdATxJUAvxu/A6B4fnnljVT0HSAOBrIJ3g0/sQSalhf4SHgfOAd4Arwr4GCcCVBC/1mrwNnC2pbXjO0Kodkj4GDjKzpwiaMtoCu4b7sghqSxZucUXnXFzypgTnmpCZTZB0JzBRUgRYC5yx+UI6ZrZG0mTgOIKX8jPAscAsSRsIXrT3m9lqSbnACwraEiqA08xsnaRHgc7AlwSf9j8A7ieoHbgLmErwO+Bz4Fe1xP2WpJ7AFILajWlAh3D3b4G/S/o/ghqGP5tZXrjvROANX23RuebDF1FyLk5JOoKgL8ApsY5lW0n6D3CNmX0d61icc3XjTQnOxSkz+xiYK+nkWMeyLSQNAiZ7UuBc8+I1Bs4555zbyGsMnHPOObeRJwbOOeec28gTA+ecc85t5ImBc8455zbyxMA555xzG3li4JxzzrmN/h+XX1P4k7JdIwAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "results = activities\n", "results = -np.log10(results)\n", "\n", "\n", "#Setup a figure with a context strip at the top for HER2 status and activity dots on the below axis\n", "fig, axes = plt.subplots(figsize = (6, 9), \n", " nrows = 1, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " figsize = (6,9), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)', \n", " x_label_dict={'data:time(sec):5':'5','data:time(sec):15':'15', 'data:time(sec):30':'30', 'data:time(sec):60':'60' },\n", " kinase_dict=kinase_dict)\n", "#Cluster changes the sorting of the values array, so be sure to plot context last so that it is in the same sort.\n", "dots.drop_kinases_with_no_significance()\n", "dots.cluster(orientation = 'left', ax = axes[0], method='ward')\n", "\n", "dots.dotplot(ax = axes[1])\n", "plt.xlabel('Time (seconds)', FontSize=12)\n", "plt.xticks(rotation = 45, FontSize=12)\n", "plt.yticks(FontSize=12)\n", "plt.savefig(odir+'TCR_sigKinases.pdf', bbox_inches='tight')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }