{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# BCR-ABL inhibition by dasatinib in K562 cells (Asmussen, 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", "import conf #This is the local config file for setting the supplements directory to your local environment\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", "\n", "#where supplementary data was downloaded to (From https://figshare.com/articles/dataset/KSTAR_Supplementary_Data/14919726)\n", "SUPPLEMENTS_DIR = './'\n", "#Directory where KSTAR Supplemental data was set \n", "odir = SUPPLEMENTS_DIR+'Supplements/SupplementaryData/Control_Experiments/BCR_ABL_K562_Asmussen2014/'\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/BCR-ABL_Y_mann_whitney_activities.tsv', sep='\\t', index_col=0)\n", "fpr = pd.read_csv(odir+'/RESULTS/BCR-ABL_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": [ "## Plot kinases sorted by activity pre-treatment" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Make a dictionary for labeling \n", "x_label_dict = {}\n", "x_label_dict['data:treated_to_untreated:EOE(drug washout)'] = 'EOE'\n", "x_label_dict['data:treated_to_untreated:HDP3(3hrs post treatment)'] = 'HDP3'\n", "x_label_dict['data:treated_to_untreated:HDP6(6hrs post treatment)'] = 'HDP6'\n", "x_label_dict['data:treated_to_untreated:pre-treatment'] = 'PRE'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "results = activities\n", "results = results[['data:treated_to_untreated:pre-treatment', \n", " 'data:treated_to_untreated:EOE(drug washout)', \n", " 'data:treated_to_untreated:HDP3(3hrs post treatment)',\n", " 'data:treated_to_untreated:HDP6(6hrs post treatment)']]\n", "results = results.sort_values('data:treated_to_untreated:pre-treatment', ascending=True)\n", "\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 = (5, 15))\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " figsize = (5,15), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)',\n", " x_label_dict=x_label_dict,\n", " kinase_dict=kinase_dict)\n", "#dots.drop_kinases_with_no_significance()\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.cluster(orientation = 'left', ax = axes[2,0], method='ward')\n", "#dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "\n", "dots.dotplot(axes)\n", "plt.savefig(odir+'BCR-ABL_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot kinases sorted by activity pre-treatment, but with only significant kinases" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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Sou9/EGNMowrW0+JQAg0YMKDDscce27n4tnXr1jJ7Kzdu3OibO3dunVNPPfW3rtrRo0e36dixY+fGjRt3b9q0afdVq1YlzJ49+6CxP5OSkszjjz++fePGjSuuvfbaXTNmzGjQtm3brtOnTz9osODt27fHt2rV6rdu2GOOOSawbdu2g8ZNrGi5evXqha6++updP//8808PPfTQ1hEjRrRbt25dBUNGHRrtzlVKKRfyxXnZvbfi3Ym792UTV40X2a+oO3f06NFtEhISIpFIBJ/PZ0aNGpU5duzYvcXzi7tzV65cGX/66ad36NGjR37nzp0DZa2rmNfrNR6Px4iIKeuC8sYYKTmUmjEGr9d70AXfK1pu7ty564qnn3HGGTm9evXKmTNnTu2bbropq8I3o4q0iCqllDM2VzQzGAofV79ubU/mnn3lLlO/Ti1CoVA43udbVe3pSim9z7M8xx57bOCll17acM4553Q8+eSTc0rvv8zLy5P777+/8Ztvvtmwbdu2+ePHj9910UUXbSg9hilAs2bNAlu2bPmt1bht2zZfs2bNDtqPWt5ymZmZ3sceeyz1oYce2lFiLFR8Pl+1jbyi3blKKeVCImT169Wtwh/7fr26GxGplhZVdTr99NNzhwwZknXDDTe0Kr2/MysryxsIBDwLFixYNX/+/HXDhw/fX1YBBTjnnHP2Tp8+vWEwGCQzM9P73nvv1R8yZMieqi5Xt27d8EsvvdRoxowZdQG+/PLLxGXLliVfeOGF1XZxfS2iTjMGKhmMVilVgUAh7M2yhkI7ivji4n7tn97DtG7etMz5rZs3pX96d+OLi9sZ5WhV8uSTT27dsmWL/4knnjhgSKYWLVqEnnjiiW2tW7eu8MhcgIkTJ+5MS0sr7NSpU5fevXt3uuyyyzLPOeecHICbb7652c0339ysouXi4uKYNWvW2smTJzdp3759lyuvvLL1K6+8sr68Lms7dDxRJxTkw7yZ8Mqj8Msqq5Am14Zzx1pDOx3TxplcbrB1A7zzD1j7gzWeaJcTYMg4aFj2D4mKUcEALHgPXnkE1iwDrw/CIeh+EoyeCH3PdmxYwWoeT7ToPNEfZNH3P8jufdnUr1OLfr26m/7p3U11nieqKlbeeKJaRKNt3Y8w4VTIz4P8nAPn+XzgiYOr74Wxk6KfzUk5++DOEZCxwBqUO1TUqohPAAycehHc80/HBlpWLpK5A8afAru2Ql7OwfMTU6BtF3jmP5BSJ+rxamBQbn8wFGpkjGkQFxfnDYVCYRHJKmqB6hWLokQH5XaDrRvgyn6Qu89qfZYWDAJBePEB8Hhh9G1Rj+iIvBwY28d6f4KlfhMCBda/C96D7b/A8/+FuGo7Ov2IYowhv7CQeJ+PuFgdvD1nP1zZF3b8YrU8y5KfA6uWwIRB8M9FEO+PbsbqV+iLi9tM0YFI8b7Y/Py7lSuKqIikAeuA5UWTvEAecCtwMdC/aHpnYAOQX3T/JOBnYKgxJqNoXV2A/wBTjDGPRiF+1T1yHeTuL7uAllSQB/+4F84eBQ2bRCebk56+HbaVUUBLKsyHVYvh9SdhzMToZXOJb5f/zOz5i8jJy0dE6NW5A8POPIVE/xFfIA7N60/Arm3lF9BiwQBs+Bk+fh3OvyI62VRMctOBRfnGmJ5Ft27A48B0Y8yNxdOBbcDIEsvll1yBiJwIzAcmua6A7tpmdVWaKl6uUQTem1azmdwgPxf+Pd06OKQyBfnw+uNWd28M+Xb5z8z8aD77cnIJRyKEwmG+/2k1U157h5jaHRMKwcynf++dqExBLkx/uPKNVqUOg5uKaGkNgLKvd1UGETkNeB8YbYx5rcZS2TX/HaswVlVhPnzwUs3lcYsvP7a6rquqIB+Wf1NzeVzGGMPs+YsIBA9seYXCYXZm7WHNpi0OJXPA8q8rb4GWtnMLbF1fM3mUwl1FNFFElhbdNgFPAX+r4mMvBD4EFhpj5tZYwsOxZ6dVGA9F9kGnQx19snZAqNIj3X8nYj0mRuQXFJKTX/bnJhgKsWlb7LwX7Dlo8I7K+eJhtyvPAFFHCVfsEy2SX9RlC4CIDALeF5FuxpgNlTx2BDAQmCUi440xz5e1kIiMA8YBtGzZsppiV5E/0WpxRQ7hnFDfQZeIPPoUvy9VJWI9JkbEx/sQyu7BiPPGkZKUFOVEDopPOLTeHLC6co/8z4ufQEFjIqYB8X4PgcIIHskiPkHHE3UBN7VED2CM+RRYC5xQhcVHGWO+Bi4BnhCRPuWsc5oxJt0Yk56amlqNaaugR99D+zKLWI852vXqX/X9xGDtO+1SlY/E0SHO66VX5/blHo3bs1O7KCdyUKfeVdt3XlIkDK061kye6KhNfm5n3ny6IRd39XBSPFzc1cObTzckP7czUNvpgLHOTS3RA4hIByANWFKFxQsBjDELReR+rBZpb2PMrzUY8dD06g916h98bmh5EpJgVAyc4tKyPXToUbX9nOKB/oOh7kEjIR3Vhp05kO2Zu9mZuYdgKPTbBcfHDTsvto7ObdAY+pwOC+dU7WChOB+cdzkkHLEtUT/5uW25dpDngO/H1vUwZaKw4F3huU/bkphcLeOJunFQ7oq4ZcBuNxXRRBFZWuK+BxhnjFl9iOt5FOgHvCUipxljqu3yTodFBK57CP46zjqFpSJx8dC6M/Q4OTrZnPZ/k+GaUyt/XxKSYMID0cnkIol+PxOvGMGaTVvYtG0HKUlJ9OzULrYKaLGr/wzfza/8swLW7pCRt9Z8ppoSKGjM289JuRuYy7+BWVOFi69vRHxChRezr6poDMpdWigU4s0336ybm5vrGT9+/O6qZnXLgN2uKKLGmI1Y54ZWtlxaZdOMdcz/edUUrXqdNRJ+WQOv/r38H4F4PzRpBVM+PvT9P0eqrifCI7Pg9mEQDh58DVR/grVh8cx/oFUHZzI6TETokNaCDmmHNDzk0adTb7jnRbj/yooP1EtIgsfeh+ato5ft0LUAyt+pHTEpvPOPitcwa6ow7NpGFawnj0pGi7HjcAblLrZ69er4Z599tuE777zToHv37rl33HHHjszMTG+/fv0O6n8///zzdz/yyCMHFLrZs2fXveqqqzJLD8RduohWtNx3332X4vP5TMeOHeunpKSEH3zwwa1nnXVWFbsLLa4oojFl/H3QsSdMvcfqlhGxznv0Fv1XDBlvXfYvuZajMaOu71kw62frPMB3n//9BzKlDlx8I1w0Huo3cjajcoczRkBqc5j8J1i3wuraDQWtlqcx0K0P3PIEHHuc00kPT7wfdmyqeJkdvxRdGrN6DBgwoEPJ7tz58+evbt68+UEt0+JBue+9996txdNGjx7dxu/3R/bu3RtXtK59ZQ3KnZWV5b3wwgvb7Ny503fppZdmZmRk/NSkSZPfiu3KlSt/qkrWsgbiXrFixUHXeaxouXr16oVGjBixe8yYMXvmzZuXcvHFF7dbvHjxj23btq3yKQNaRJ1wygXWbdVS6/JkwQCkNoM+fzwaLlFmX5MWcNOjcMPDkJdt7QNNSomdFrmqul79YcZ31lWJvv3U+rzUqmtdeL5ZmtPpqqriFmKg8DiatPJUeJ5rk5YQKAiTkFQt44lGa1DuooG48Xg8lBxM+1Baom4ZsFuLqJM69rRu6kAejyMXDldHoNadrNvRyCNZXHRNQ6ZMLH8rcugEg8cTlfFEq2tQ7gYNGoQ/++yztWvWrIl/+umnG/bu3bvzcccdlzNp0qQdffv2za9qS9QtA3a79hQXpZSKafEJvzLsWkO3Ms/Ys7qth04wxCe47moSFQ3KXax9+/aBKVOmbNuwYcPyoUOH7vnhhx8O6TBqtwzYrS1RpZRyp0ISk9fx3KdtmTVVmDVV2PGL1YU7dIJh6ARDYvI6XHrBhSeffHJrp06duj7xxBMNb7vttnKHgPP5fIwZM2ZvefPLM3HixJ3r1q3zd+rUqUswGJQxY8bsKjlgN8DkyZO3VbTcrFmz1t54440t//rXvzb3er3GzoDdOp6oUkpVo5oYT5RAQSMikQbEJ3gJFITxeLKKWqCuLKBHIx1PVCmljkyFReeBWgciJcTQpR6PALpPVCmllLJJi6hSSillkxZRpZSKjnAkEtGTno9ARf9vZR5mrEVUKaWiY9GmTZvqFhYW+mL1gM4jjTGGwsJC36ZNm+oCi8paRg8sUkqpKAiFQlfv3bt3QnZ29lhjTH20EXMkiIjIvnA4PCUSiUwtawEtokopFQW9e/cOAE8V3dRRQreElFJKKZu0iCqllFI2aRFVSimlbNJ9ok6JROC7T2HFt1BYAE1bwaBhULue08mUUkpVkRZRJ3zyhjWgcF425OdaAwknJMFjN8Hpw+H2Z61xNGNRMAAL3rM2LkSg1wDodw54vU4nc1YoCIs+gm0bIDHZek9SmzmdynnGwOplsGcXNGoObTo7nUjFGL0AfbS9+jj8414oLGdYvng/HNMOpn8Te4X0s/fhz2OsH8a8bGtaUi3wJ8DDb0PvAc7mc8q/p8Pjt4AJQ6AQvD6IhK1Cet/02PucFJs7E6ZMhH27rY2sUBAat4DbplgD3DukvAvQq6OTI/tERcQnIttF5OMS09JEJCwiS4tuy0XkWxHpW2J+TjnrSxSRl0RkhYj8WPT3IY1NFxU//g+er6CAgvUjuWUt/G1C9HK5waIP4a5LIXf/7wUUrL/37IKbzobl3ziXzynvToNHroOcvZCbbbXUC3IhUACL5sDV/a3PTKyZ+QzcfwXs+AXycyBnHxTkwaZV8H8XwPx3nE6oYoRTBxYNAZYC6SJSclj6fGNMz6JbN+BxYHoV1ncXVtd096JbInBH9UauBq88AoX5lS8XKIT5s6wt7FgQicCD4yp+bwryrGISS/Jy4IlbrNdelkAhbFpt7R6IJXsz4anbyn9fCvPhL5dbxxooVcOcKqITgA+AmcBNFSzXANhehfV9ATxojIkYY8LAEqDVYaesTvm5sHCO1VVZFR4PzJtZs5nc4vvPIa8Kg8lv+Bk2rqz5PG4xd6a1X7giBbkw49Ho5HGLD16q/H3BwH+1NapqXtSLqIh0Bk4C3gZeAUaLSIOi2YklunM3YV3Z42+VrdMYM9cYs7po/a2Am4vW7x67d0LcIRzHVZAHW9fXXB432fAzhMu8tvOB4nzWsrFi9VJr46sysfI5Kbbim8p7dPJyrPdPqRrmREt0AjDHGJNljPkfsAEYVzSvZHduK+Bs4G0RaV2VFYtIb2Ah8IwxZk4Z88eJSIaIZOzatat6Xk1VxfmsbstDEZ9QM1ncxhdfhZZF8bL+ms3iJv4q7tb3+mo2h9v4qzAotXiq/v4pdRiiWkRFJBkYBfQTkY0ishFoClwPHPRLYIz5FFgLnFCFdV8CzAMmGWMeKmsZY8w0Y0y6MSY9NTXV/guxo2HTQ/tSJ9WCbn1qLo+bHH9a1TYwQgHocXLN53GLvmdDYiVH3orAiadHJ49bDBpqfT8qkpAI/c6NTh4V06LdEh0JZAHNjDFpxpg0oA2QAgwrvbCIdADSsPZxlktEzgOmAH80xrjzKAuvFy65seqtS38CnHRmzWZyi+atreLoraC72+eHQcOhVt3o5XJa7wHQoHHFrXR/IoyZGL1MbtDvXEiuVf774o2zThPrcnx0c6mYFO0iOgF4oujgHwCMMXuxCuAtHLhPdCkwCxhXvL8TSBaRnFK3bsBjgAAvlnj8s9F9aVUw7FrrRPnKJCTBDY/E1gUGHngd6jeyur1Li/dbhfa2p6Ofy0kiMPlDqFWv7PclIQmuvhe6nxT9bE6Ki4PnPoXa9a2NzZISkqxen6c+rPouAqUOg15sIdrWroDxAyAvF4Klzu8TsVoWl98BV94d/WxO27MLpt4DH71qbUAYrE2jIdfAVfdYrY9YtHMrTH8Y/v0yhELWhRa69bHeEwcvKuC4vVnw7vPWubTZe6yNsOE3wODLHf2s6MUWYosWUSfs3glvPWOdMB4stE5nCQahz+kwZhL07OtMLrcoyIMt66yDQ1q0s1qiyjqCOXuv1dpK0INm3EqLaGzRIuqkUAh2brGuQtOgCaTUdjaPUuqwaRGNLXoBeifFxUGzNKdTKKWUsknHE1VKKaVs0iKqlFJK2aRFVCmllLJJi6hSSillkxZRpZdNx1AAACAASURBVJRSyiYtokoppZRNWkSVUkopm7SIKqWUUjZpEVVKKaVs0iKqlFJK2aRFVCmllLJJi6hSSillkxZRpZRSyiYdxcVJ+bmw/idrKLQmLaFJC6cTKaWUOgRaRJ3w6xZ46a/w4QzwxoEIBAqhQw+4+s/Q9yynEzpryzr4ebE1KHf3k6BRc6cTKTfbsh72ZVlj8uqGqIoyLaLRtnY5XD0A8rIhHDpw3opv4fahMOo2GH+fI/EctWk13H8FrFwMXp+1cREshN6nwL0vQWozpxMqN1n0EUyZCFvXgy/e2hBt3x1ueRx69nM6nYoRuk80mnKzYfypkL3n4AJarCAPXv07zJ0Z3WxO27QaxpwAP3wFhQXWRkbufuuH8btPYWQvyNzhdErnfPspjDkRTk6EPzaB5++z3ptY9d6LMGkYrP8RCvMhZx8ECuDH7+D6M2DhHKcTqhjh2iIqImkiklNq2sUikikip4nIRhFJF5HRIrK06LZbRLaWuP8Hp/KX6aNXrS98ZQry4Lm7wJiaz+QWD15lFc2yXnM4bHXXTf6/6Odyg/mz4NbBVoEIFMDuX2HGo1axiEScThd9u3fC32+wvidlKciDu0ZAQRW+a0odJtcW0dJEZDzwODDIGDO/eLoxZoYxpqcxpicwG3iy+L4xZqFTecv0+pNQkFu1ZbN2WPsFY8HWDfDj/yreaAiHYMG7kL03erncIByGR647eOOrMN/6fHz3qTO5nPTuNJBKljHAp29FI42KcUdEERWRScAtQD9jzFKn89i2Y1PVlxWBTatqLoubrFpi7dOqjM8PG1fWfB43+WU15JfT4srPgQXvRzePGyxeYHX5VyQ/B5a4axtaHZ1cX0RF5FHgb8AUY8zGw1zXOBHJEJGMXbt2VUu+QwtwKG+3HOLyRzBPFV+nMbHznhTzxoEpp8tWPBBfhY2Po43HW7XlvFVcTqnD4PZfpGSgG3A28LCIHHc4KzPGTDPGpBtj0lNTU6sl4CFJO7bqy4ZD1ikvsaBrH+so3MpEwtCua83ncZMW7aB+47Ln+RPhj5dEN48b9B8MickVL5NUC/qcEZ08Kqa5vYjmA4ONMR9jtUbfFZH6Dmeyb/RtkJhStWXTOkGbzjWbxy0aNrF+8LwVnHHl88N5l0NCUvRyuYEI3Dfdet0lW2CJyTDwAuh6omPRHHPO6MqXiU+wiq1SNcztRTRijAkW/f0w8BPwL5EjtE/vtKFQP7XybiZ/Etz0aHQyucVd06wWV5zv4Hk+PxzTBq57KPq53KBXf5jxPzhjBDRLgy4nWO/X/a9aRTbWpNSGR2ZZGxalX7/HC0kpMHkOxOlp8KrmHTHFyBhjgNFAJ+BBh+PYE++HaV9A6jFWV1xpXq/1w3DHc3DCadHP56QGjeGNJXDWZdZ7k1zbuiWmwEXjYfq3kFzL6ZTOadMZHngVZm+AV76FMy+NzQJa7OQz4Z9fQv/zrQ2veL91O2MEvPY9dD3B6YQqRoiJpXMRS0hPTzcZGRnOPHluNsx+ybqowp5d1tazMXD6MBg1Mfb2+5WWm20dmezxWN3aCWVscChVLBiwzjFOqVN2T0aUichiY0y60zlUdGgRdZIxsG83hAJQu761Ja2UOqJpEY0tutPASSJQt4HTKZRSStl0xOwTVUoppdxGi6hSSillkxZRpZRSyiYtokoppZRNWkSVUkopm7SIKqWUUjZpEVVKKaVs0iKqlFJK2aRFVCmllLJJi6hSSillkxZRpZRSyiYtokoppZRNWkSVUkopm7SIKqWUUjbpUGhOiUTgm7nw9X+gMB/adIazLoM69Z1OppRSqoq0iDph2Vdw+1DIy4a8HGtaQiJMuR0uvh5ueAQ8MdpJUFgAn74NX38CHi+ccgH0HwxxMf5RLciH+bNgzQ9Qux788WI4pq3TqZyVsw/efxFmTYX9u6FBU7jkRjhntPV9UioKxBjjdAZHpKenm4yMjOg/8Yrv4JqBUJBX9vyEJDh7FNz5j+jmcoPVy2DCaRAs/H3jIqkW1KoL0z6H5q2dzeeUbz+F24aAMZCfA3E+awPjzBFw1wvg9TqdMPp2/AKXnwT791g9OcUSkqBxC3jpK8d6dURksTEm3ZEnV1HnSHNHRHwisl1EPi4xLU1EwiKytOi2XES+FZG+JebnVLLeFiKyVUQa1vRrsO3+K8ovoGDN+3AGrF0evUxukLMfxg+EfVm/F1CwWus7t8K4ARAKOpfPKRtXwf+db70P+UXvSygIgQKYOxOevdPZfE4wBm4+F7J+PbCAgvX92boB7h7pTDYVc5zqMxwCLAXSRaRTien5xpieRbduwOPA9KqsUERGA18Azao7bLVZuQS2bah8uVAAXnui5vO4yZxXrNddFhOB7L3wxb+jm8kNZjxqtczLUpAHbz0D+bnRzeS0H/8HW9ZDJFz2/FAAFn8G2zdFNZaKTU4V0QnAB8BM4KYKlmsAbK9sZSLSDLgAOKNa0tWUFd9aW9GVCYdh6cKaz+Mm82dVXAzysuGz96OXxy0WzrE+D+XxxsHyb6KXxw0yFpS/YVHMGweLP49OHhXTon60hoh0Bk4CLgIWA5+LyF1FsxNFZGnR3/WApsD5la3TGLMNq3WLiFT03OOAcQAtW7a0+QoOg4lUfdnIISx7NCivVXGoyxxtqvKZibXPiolU4X0xh/Z9U8omJ1qiE4A5xpgsY8z/gA0UFTYO7M5tBZwNvC0i1XJEiTFmmjEm3RiTnpqaWh2rPDQdeloHhFRGPNCpd83ncZO+Z4O/giMqk1Kgj7s7GmpE+qnW56E8wQB0jrFjWLr1AX9SxctEItDtpOjkUTEtqkVURJKBUUA/EdkoIhuxWpvXA77SyxtjPgXWAidEM2eN6X4S1KvCMU/+RLjs/2o+j5tceHXFGxg+P5w+PHp53GLsJPAnlD3PnwhnX2ad8hJLep9ifY/K63Xyeq0N1rSOUY2lYlO0W6IjgSygmTEmzRiTBrQBUoBhpRcWkQ5AGrAkihlrjgjc+XzFLS5/Ipw4CLqeGL1cblAvFZ6cDYkpB74/CUlQqx4892n5xeRoduxxcPcL1ntS/PpFIDEZevaD2552Np8TRODJOZBcxzrdpySfH+qmwsNvOZNNxZyonicqIkuAF40xz5aa/gBwDVAfKHluhwd40BjzloikYXX9lj765CRjzG+PEREDpBpjMivK4th5ogCfz/79EPzi0xbifNYW9IAL4L7pEO93JpvT9uyC916ARR9a78dpw+Dc0ZBSx+lkzsr6FT54EX7KsIrEeWOtno0KjgE46v26BV59DP79snXgWe36cNE1cOnNUNe5s9z0PNHYohdbcEpBHvznTfj8A+tct3bdYdgEvQqNUnYY45oNCi2isSXGr6XmoIQkOP8K66aUOjwuKaAq9sToBVqVUkqpw6dFVCmllLJJi6hSSillkxZRpZRSyiYtokoppZRNWkSVUkopm7SIKqWUUjZpEVVKKaVs0iKqlFJK2aRFVCmllLJJi6hSSillkxZRpZRSyiYtokoppZRNWkSVUkopm7SIKqWUUjZpEVVKKaVs0kG5nbR5LXz2PhTmw7G94KQzwet1OpVSSqkq0iLqhMICuHskfPURRCIQCkJiCiQmw1MfWgVVKaWU6znanSsiaSJiROTzMuZNL5rXsOjf5SKytNQtTUSmlLgfEJFVJe4nOvG6KnXvKPjqY6uYBgNgDORlQ9YOGD8Qdm1zOqFSSqkqcENLtADoKCKtjDGbAEQkGehbarmBxpjMMh5/Y/EfIrIRGGmMyaipsIdt6wZYOAcCBWXPDxTAm1Pghoejm0upI1gwFMIX54afMxVr3HBgURiYCYwsMW0I8IEzcWrYwjkgFcwPBuA//4paHDeKGMOzb7zHK+9/4nQU1/n+p9Xsy851OoarvPfpQm55+BkWfLfE6SgqBrmhiALMAEaVuD8GmF5qmQWlunLfO9QnEZFxIpIhIhm7du06jLiHIVAA4XDFywQLo5PFpcLhMKs3bWb1xs1OR3GdbTszydq3z+kYrrJ5x048Hg9bdux0OoqKQa7o/zDGLBaRsIj0BnYCtYwxK0QOaLKV1517KM8zDZgGkJ6ebg5nXbZ1Tgef3zqYqCwi0OWE6GZyGV9cHA/eeBVer1u28dzj3FNOdjqC61x+4Vn8vH4T3Tq0cTqKikGuKKJFXgUuA3YV/X106n0K1GsIBbnWAUWl+RNh9O1Rj+U2tZKTnI6gjhC1kpM4oVsnp2OoGOWmTf3XgGHAxcAbDmepOSLw1EdQqx74Ew6cnpAEV9wFPUsfU6WUUsqNXNMSNcZsFZGfgX3GmN1lLLJARErvTLzTGPNRFOJVr9ad4N1V8O7zMGeGdbGFLifA6Nug64lOp1NKKVVFYsrqUowB6enpJiPDvWfCKKWOTCKy2BiT7nQOFR1u6s5VSimljihaRJVSSimbtIgqpZRSNmkRVUoppWzSIqqUUkrZpEVUKaWUskmLqFJKKWWTFlGllFLKJi2iSimllE1aRJVSSimbtIgqpZRSNmkRVUoppWzSIqqUUkrZpEVUKaWUskmLqFJKKWWTFlGllFLKJi2iSimllE1xTgeIaQV5sPhz69+Ox8ExbZxOpJRS6hBoEXWCMfDSQzD9b+DxWtNCAehyIjz0JjRs4mw+5U7GwN5MSKoF/gSn07hDQT789x3YtgFad4YBgyHO53QqFUMcKaIiYoAVQLjE5AxjzFUishEYaozJKPWYWUC7ors9Sjx+jzFmoIgMA+4GBMgExhtj1tTsK7Hp+T/Da09AQe6B05d9CWNPhLd+hKQUZ7I5LTcbJv8J5s0ErxcGXwETHoR4v9PJnPXlx/DXq2FPJojAeZfDbU/FdsFYvQyuOdXaAM3PhcQUSK4NLy6E5q2dTqdihBhjov+kVhFNNcZkljFvI2UU0YoeLyJNgJ+A7saYLSJyPXCeMeaM8taRnp5uMjLKfYqak70XzmwKhQVlz09IghsfheHXRTeXW1zVH378DoKF1n1/Igw4Hx76l7O5nLR2hbVxVZD3+zR/orWBcfszzuVyUiQC57SEXVsPnO7xQIee8NpiZ3IBIrLYGJPuWAAVVUfFgUXGmB1A46ICGge0ArIcjlW2hXPAW0EHQEEevDctenncZP1PsHLx7wUUoDAfPnvP6saMVW8+BYHCA6cV5sPsf0Iw4Ewmpy37EnL3Hzw9EoENP8PmtdHPpGKSk/tEF4hIye7cPxpjdtpdmTEmKCLpwBwgETiz9DIiMg4YB9CyZUu7T3V4cvdDOFzJMtnRyeI2u7aV3T3p9cHunVC3YfQzucH2XyBSxmcmHIG8HKhTP/qZnLZnl9WtXZY4n7XR1aJd2fOVqkZOtkQHGmN6lrjZLqDFjDEZxpgmwMXAhyJSt9T8acaYdGNMempq6uE+nT1tulj7+sojAu27Ry+Pm3Q5vuyWlc8HLdtHP49b9DvH6uYvLbUZ1K4X/Txu0Dn9wB6LkkJB6yAjpaLgqOjOFZFmIvLb/k9jzCfAfqCtc6nK0as/1GlQ/nx/Ioz6U/TyuElKHfi/ydZ74I0DX7z1932vxPYBNBdcCU1b/V5IvV7r77tfKL81drRr0hJOGwYJiQdOT0iCETdBSm1ncqmYc7Sc4pIAvCkixxtj1orIQKzX9rPDuQ4mAo9/AFf3t/ZrhYK/z0tIhktugJ79nMvntCHjoNcA67SFOB+cPtwqILEsMRlm/A9mvwxffQzN0mD49dC6k9PJnPXnl6DxMfDWs9Y+46RkGDMJRt/mdDIVQ9x6dG4jIFJi8kRjzHMVPV5ELgLuBQywF7jFGLOkvAyOHZ1bbMdmeP0J+M+/rG6p9j3g8jvgpHIPKFZKlSUchrxs6/QWj/Oda3p0bmxxpIi6geNFVCl1VNIiGluc32xTSimljlBaRJVSSimbtIgqpZRSNmkRVUoppWzSIqqUUkrZpEVUKaWUskmLqFJKKWWTFlGllFLKJi2iSimllE1aRJVSSimbtIgqpZRSNmkRVUoppWzSIqqUUkrZpEVUKaWUskmLqFJKKWWTFlGllFLKJi2iSimllE1aRJVSSimbtIg6Zd9ueP7PcE4rGJQKtw6GFd86nUoppdQhiKvJlYuIAVYA4VKzLjDGbCxa5gpgPFAL8APrgbuNMd8WzZ8OnA7sKrWOs4E/Ak8BG4qfEqgNLATGGWMKqvcVVZOsX+Gy3rAvEwKF1rSFc+C7+XDn83D2Zc7mc1L2Xnj6dpj3Fnjj4LyxcM0D4E9wOpnjCgMBdmTuoXZyEvXq1HI6jmtk5+axe99+GtarS3Kifk5UdNVoES0y0BiTWdYMEXkI6A8MN8ZsKpp2KjBHRHobY34pWvRJY8xjZTweYKEx5twS0xKARcAY4PlqfSXV5clbYfevEA79Ps0YKMiDv46D/oMhpbZz+ZxiDIwfCBt+gmDAmjbzGVj/Ezz1obPZHLZtZyZPvTqLcDhCKBzmj32P5+z+fZyO5bj/LV/JGx/Ow+v1EokYrh52Lp3atHI6loohjnXnikhj4GZgWHEBBTDG/Be4FUi2ueoGQB1g92GHrAmBQpj/zoEFtCSPBz59O7qZ3GLpItiy9vcCChAogIwF8Msa53K5wMvvfUxufgEFgQChcJh5X2Ww9dfSnTOxJa+ggDc+nEcwFKagMEAgGOSfsz4kYozT0VQMiUZLdIGIlOzO3WCMuRA4CfjZGLO99AOMMa+WmnSLiJTs43zGGPNi0d9/EJGlQAJWAV0NPGaMOagSicg4YBxAy5Ytbb+gw5K73+p0Lk9BPmTtiFocV9myDsr6/fPFw7YN0LJ91CO5xe59+w+47/V6yNq7n+aNUx1K5Lz9OXl4PB5K7i0KhEIUBgIk+v3OBVMxxcnuXKHET6aI1MLalwmQArxljLmz6H6Z3blFFhpjzhURD3A3cClQZlPOGDMNmAaQnp7uzOZqrXoQF//7vtDSEpOgVcfoZnKLTukQKb37HKs12q579PO4SMumjVm3eRuRSASAcDhCs0YNHU7lrPp1auORAzvT6qQkkxAf71AiFYucPDr3W+BYEWkAYIzJNsb0NMb0BF7DOkCoyowxEWPM/cBGYHo1Z60+cXFw0fjyD5SJ88GAwdHN5BbtusIfzoPEEj35ickw/Hpo2MS5XC5wxZCzOaZxKgIkxMdz+YVn0bBeHadjOSreF8d1l15I7eQkABrUrcN1l15YfKyEUlERjZZomYwx20TkKeBtERlbfBCRiLQC+gI/2Vz1dcCPInK+MeaDaopbva55AJZ/C6uWQH6ONc2faBXYKR9b3Zex6q9vwEevwuyXrQ2Ki66B0y5yOpXjaiUnMfHKEYTDYTwejxaKImnNm/DQLeMIh8N4vV6n46gY5MQ+UYA7jTEfGWPuEpGRwBsikox1QNAe4E3gWTtPZoxZJyKPAE+KyH9ceZqLPwGeXwBffwIfvAQ5++CEQXDhVVA3trvo8Hqt01rOG+t0ElfSQlE2fV+UU8TE6JFs6enpJiMjw+kYSqmjjIgsNsakO51DRYdesUgppZSySYuoUkopZZMWUaWUUsomLaJKKaWUTVpElVJKKZu0iCqllFI2aRFVSimlbNIiqpRSStmkRVQppZSySYuoUkopZZMWUaWUUsomLaJKKaWUTVpElVJKKZu0iCqllFI2aRFVSimlbNIiqpRSStmkRVQppZSySYuoUkopZZMWUSdtWQcvPQRP3w6LPoRw2OlESh05cvbBc3fDaalwQhyc1RymPwKFBU4nUzFEjDHOBhCZAvQvutsZ2ADkF90vBBoB+0o97EFjzKyix58L/AmoC/iAFcCfjDGbK3re9PR0k5GRUS2vwZbn7obXH7cKZygISbUgtRm88AXUb+RcLjf4Zh7MmQ4+P1x4NXQ/yelErhAMhcjcs4+UpERqJSc5HcdZ2Xth1PGwczMECn+f7k+Edl1h2hfgT3AkmogsNsakO/LkKurinA5gjLmx+G8R2QiMNMZkFN3/DLituGCWJiKXAncDg40xa0VEgEnAAhHpYowpLOtxjls4B9548sAt5rxs2Loe7rgEnv+vc9mc9sL98MqjUJALIjBvJtz2NJx/hdPJHLV1ZyZPv/YOwVCIcDjCGf1O4Kw/nOh0LOc8fx/8+gsEAwdOL8yHtSvg7efgslsdiaZiy5HenftX4CZjzFoAYzWrHwb+DPidDFahVx6BgryDp4eCsPxr2L4p+pncIHsvvPw3q4ACGGO9T0/ear03MWzaW7PJycunMBAkFA4z76v/sX7LNqdjOSMSgQ9ePLiAFivMh5lToptJxawjoYj+XUSWlro1EJEGQBrwZcmFjeV1Y8x+R9JWxea15c+L98PWDdHL4iabVoMv/uDpwQBk/Rr9PC4RMYasvQd/nHfs2u1AGhcoyDuwC7csWTuik0XFPMe7c6ugzO5cEalX9GeVNwREZBwwDqBly5bVk86Opq3K/5IHC635sahFu7JbF964mN5P7BGhXu0U9uzPOWB64wb1ynnEUS4hydrYCofKX6ZuavTyqJh2JLREy2SM2QOsBvqUnicib4lIjzIeM80Yk26MSU9NdfBLNnoiJCYfPN3rhWN7QfPW0c/kBnXqw4ibIKHEe5OQBDc8XHYLNYZcPew8EhP8JPjjiYvzMiC9J21bNnc6ljM8Hjh3DMT5yp7vT4Th10c3k4pZR0JLtCJ/AZ4SkfOLDizyAncAPYGVzkarwMALYclV8O40CAWsI3STakGdBvDw206nc9b1f4NufeCDl6zCOexaOP5Up1M5rmXTxjxww5X8mrWHWkmJ1K9b2+lIzrrmfuu0sKwdB/ZexCdAy/ZwyQ3OZVMxxfFTXEoqOjp3aKmjc1tx8Cku7xpj7i9aZiRwM9bpLQnA98BEY8yWip7L8VNcwDqK8OPXIGcvHH8anHJB+VvXSqkD7c2CFx+A2f+E/FyoVReGXQdjJ5Xd0xMleopLbHFVEY0mVxRRpVT1CIUgzh0da1pEY8sRu09UKaV+45ICqmKPFlGllFLKJi2iSimllE1aRJVSSimbtIgqpZRSNmkRVUoppWzSIqqUUkrZpEVUKaWUskmLqFJKKWWTFlGllFLKJi2iSimllE1aRJVSSimbtIgqpZRSNmkRVUoppWzSIqqUUkrZpEVUKaWUskmLqFJKKWWTFlGllFLKJi2iTgsGIC/H6RRKKaVsqJYiKiJGRJaLyNJSt7SiW7jU9GUickXRY9NE5KAqIiL3icgzRX9PF5GtJR67UkSeFpG4ovneouW/F5FVIvKkiEh1vLYaszcLJl0M/WvBwHowpCN8M8/pVMrNtm+COa/A//4LkYjTadxj7XL45F/wyxqnk6gYFFeN6xpojMksPVFE0oB8Y0zPEtOaAytEJAPYX8X1P2mMeazo8QnAV8DFwOvATcApQF8gAnxeNO9Nm6+lZoXDcFU/2LIOQkFr2i+r4U8XwLPzoMfJzuZzkjEw+TZ4Zyp4vHDVPTD6NqdTOe9fT8HTk8AbBwK0aA8vfAFJKU4nc04kAveOggXvg9cL4SAMuw5ufszpZCqGONKda4zZCqwBOthcRTLgB3YU3R8NPGiMyTfGFAIXAfMPO2hN+fIj2Lnl9wJarCAPpt7tTCa3ePs5q4AW5EFeNky7Dz6f7XQqZ2XusApooADyc6zu/w0/w78mO53MWV99DJ9/AIVFn5XCApg1FVYucTqZiiHVWUQXlOqyfa+8BUXkJKAd8G3RpMTSXcHANaUedkvRvOXAZmA7sKhoXgegs4jMF5EfgAnA7mp8bdVr5ffl7wddtTS6Wdzmm7lWAS1WkAcZC5zL4wYrvgFf/IHTAgXw5cfO5HGLjM8gP/fAaZEwLPnCkTgqNtV4d26RxKLCWPycmcBIY8zmsrp7wdonCjQsMalkd24yMBOYAowHfEAf4GwgHvg3cANwwKa6iIwDxgG0bNnS1ousFo2aQ2LywT8AAA0aRz+Pm7TsAD4/BAut+/5EaN7G2UxOO6YthEMHTvN6oU1nZ/K4RasOkJB04EZXnM96v5SKkmh15+YbY3oW3boaY04xxtjejDbG5AIvAv2LJm0D/mWMKTTGZANvAyeV8bhpxph0Y0x6amqq3ac/fIOGW/v7SktIhlExvv/vqnugRTtrX19iMnROh4vGO53KWe26wfGnWp8PsApFQjKMvcPZXE47YwTUb2xtaIFVUFt2gJPPcjaXiinV2RKNGhHxAGcB3xVNmgVcJiIfAl7gXNy8TzSlNjz9CdxyHoQCgFgtryHjYPDlTqdzVkpteGOJ1a3tjYMOPcCjZ2Lx93dhzgxrH2CLdjDiJmjayulUzkpKsT4r7zwPP/0Pep8Cg6+wWulKRYkYYw5/JSIGWAGES826E/gJWGGMKfMwwqLu3IPmF3fnGmOuF5HpwOnALsAAScD3wLXGmD0ikgg8AgzC2jCYB9xkjCnVB/a79PR0k5GRcWgvtLqFQrD4M8jeCz37QcMmzuZRSh02EVlsjEl3OoeKjmopokciVxRRpdRRR4tobNF+MqWUUsomLaJKKaWUTVpElVJKKZu0iCqllFI2aRFVSimlbNIiqpRSStmkRVQppZSySYuoUkopZZMWUaWUUsomLaJKKaWUTVpElVJKKZu0iCqllFI2aRFVSimlbNIiqpRSStmkRVQppZSySYuoUkopZZMWUaWUUsomLaJKKaWUTVpElVJKKZuiXkRFZKOIpBf9+2qpeekisrHE/XNE5GsRWSYiP4rIWyJyTNG8NBEJi8jSEre1IvKZiLSJ8ss6dKEQ/OspuLA9/LEJ3Dsatm5wOpVSSqlD4HRLdJiIXFbWDBFpBrwCXGKM6WGM6QIsA94qsVi+MaZn8Q1oDywH/lrTwQ/bXZfAs3fC5rWw+1f45A24rBds3+R0MlcoDAQIBENOx1BKqQo5XUTvAp4WkdZlzGsIxAMpJaZNBh6qYH0JQDNgd7UlrAlrfoBFH0FB3u/TImHIy4F/ur/+5hIJjAAAIABJREFU17Svlq5g4uP/YOLjU1m+Zr3TcVwlHA47HcF1Vm/czPT3PuaX7b86HUXFIKeL6OfAc8AbIhJXcoYx5gfgBWCJiPwkIi8A5wGflFgssagbd7mI/Ap8D6wEbo9OfJuWLATMwdPDIfh2XtTjuM3s/35JOBwhFAoz+79fOh3HNQoKA9z7zEt8tWSF01Fc5cVZc8j4cRXT3/uk8oWVqmZOF1GAPwMC3Fd6hjHm/4CmwD1APvB34HMR8RYtUtyd2w0YjdV6/bcxJqesJxKRcSKSISIZu3btqv5XUlW164PXV/a8Og2im8WFGtari8cjeL0emjSs73Qc14iP9/GH3t1p27KZ01FcpWXTxng8Hlof09TpKCoGiTFltIhq8gmtA4eGArOAocaYjKIDgRYDDwA3GmPSRGQw0MD8Pzv3HSZVebdx/PvbXuiyiiLLigaxBnWNokbBWKIxQY0tdo3yGuxGzauJkZhEkzcmVgwSu2KsMcbeNVZ0QZC1EgRREKWXZfv83j/OEIZhaYfZfQbn/lzXXO48p8x9xt295zznLO63p2zbCfgC2A+YA9S6e6eU5ZcAw4Ht3H3R6nJUV1d7TU1NZg9ubdXXwYGbwtLFK46XlMOlo+DgNi8T54zFdUt55vW3KSwo5MA9d6WkuCh0JMliiUSCBYuW0L1rZ8wsdBzMbJy7V4fOIR0jG85EcfdPgXNY8XrnYuAqM9s2Zawf0AJMWcWurk5u95v2yJkxpeVw/ZPQqSuUd46eF5XAj06Bg44LnS64zuVlHHHAYIbuu6cKVNYoLy+PHt26ZEWBSu4pWPMqHcPd7zazA4G9ks9fMrOzgDvNrBtReX4JHOzu882saxv7aE5u84yZ3eru2XvxaOBe8OxX8MbTsGQB7DIYNu0bOpWIiKyDDp/OzRZBp3NF5BtL07m5JSumc0VERDZEKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxKQSFRERiUklKiIiEpNKVEREJCaVqIiISEwqURERkZhUoiIiIjEVhA6Q06a8D4+MhgVzYO8fwb6HQ0Fh6FSSjRIJeOtZGP9v2Lg3HPgT6NojdKrwWluj9+Wzj6H/QNhlHzALnUpyiLn7+u/EzIFaoDVt0aHJ/04BJqVuAlzn7reZWRVQ6+6d0vY5Aujp7meljJ0NXA8Mcve32sjxbeBpd990TZmrq6u9pqZmTau1nyfugivPgJam6BdBaTn03wlGvQCFReFyhZZIwE2/hEdvhbx8OOFCOO6C3P7F2NIMZx8EtWOhfgmUlEJ+Idz8MgzYKXS6cJYshJ/uBV9Og+bm6APogJ1g5HNQVBwslpmNc/fqYAGkQ2VyOneIuw9Me0xLLqtPHQcOBv5sZjuu42ucAYwBzksdNLMCMzsfeAbovJ7H0f7q6+Cqn0FjfVSgy8Y+fheeGhM2W2i3/Bbuux7mz4a5s2DUr+Fft4dOFdaT98Ckt6ICBWioh7pF8OsTwuYKbdTlMP0TWLoEmhuj9+eDGnhgZOhkkkOCXBN19xnAZKD/2m5jZoOBHsDFwFAz65OyeGdgB+CwDMZsPxNfh/w2ZtIb6uDZ+zo+TzZ58m5oWLr8ecNSePyOYHGywtP3Rt8b6T6fHF0KyFUvPATNTSuONdZH75dIB8nkNdGXzCx1Onequ7dZamY2CNgKGAvkA6VmNiFttV7AQynPhwNj3H2mmb0InAX8AsDd3wbeTk4Nr5KZDQOGAVRWVq7lYbWDknJY1TR6eZeOzZJtSspWHivttPJYLlnd90RhuGnL4Nr6XgEoz/7JKPnmaM/p3NQCLTWzCclHLXAVcJy7f55cXp8+FQyMWraxmfUiur56Z3LoTuB0Mytfl4DuPtrdq929uqKiIvaBrrcddoeyNoqhpAwO/5+Oz5NNfvY7KC5d/rykDE67LFyebHDk8JULo6AIdts/twvjmHNWfl9Ky+En54bJIzmpo+7OrU8WY1ynAw48ZtENJnlAF+Ak4Kb1j9fB8vPh+qdg+H7RdJQnoptHjr8QdtsvdLqw9vkRXPt4dNdyfmH0i3K7XUOnCus734s+SIz+DRQVQUsLbLkDjLhzzdt+kx05PJrS/sfo6Ga8lmY4+RIYfOiatxXJkEzenVvh7itdoFnV3bdrWr7s7lzgXGAqcLm7356y/ArgaGCAJw9iTa+VKvjduRD90I99HhbPh10GQ8VmYfNIdls0Hz4aDz03hX7bhk6TPRYvgFnToXe/tmd4Opjuzs0t7XlNFOBS4IP13O8hRGee6betXkNUsAcDT6zna4RRUAh7HhQ6hWwounSPzkplRZ27RQ+RADJSou6+pj/iW+XHw+Sfway03N1HpDx9tI3l84Gua7MvERGR9qB/9k9ERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxKQSFRERiUklKiIiEpNKVEREJCaVqIiISEwFoQPktEXz4cWHo//utj9sPTB0IhERWQftdiZqZrub2Utm9p6Z1ZrZU2a2XXKZm9kkM5tgZu+a2cdm9o6ZVSeXn5xc5zdp+zQz+9TMalPGTjazcWY20czeN7NbzKxrex1Xxoz/N/ygEv58Htz0S/jpnnDFT8E9dDKRDcr0L7/irYkf8OXsuaGjSA5qlzNRMysGHgcOcPfxybHjgafMbIvkakPcfU7KNhcCNwCDkkPTgeOBy1N2/V2gDFia3GZX4NdAtbvPM7N8YCTwV+DY9ji2jGhpgYsOh/olKWPN8Nz9MOQw+O4h4bJlgabmZp59/R2KCgv53u47k5+fHzpS1kgkEuTl6SrMMq+/O4mHn30Fw0i4c+qPD2aHb/ULHUtySHv9NJYB3YBOKWNjgLOAlX4jmlkBUAnMSxmeBCwxsz1Sxk4C7kl5vinRMZQBuHsrUan+bf0PoR29/za0NK08Xl8Hj9/Z8XmyzBOvvMVzb47jqVff4rV3a9e8QY6Y8fUczrvqBh565uXQUbLGv158nabmFhqbm2luaeHRF14LHUlyTLuUqLvPBy4Gnk5Ov94NnAI87+7L2mPZVO9M4JPk2Clpu7oLOAHAzMqIzkSfTln+FPA6MM3MxpvZjcCuwMtt5TKzYWZWY2Y1s2fPXu/jjM0MVjVrazrLMDMs+XWerXbVnJJnhpnpTDSFma32uUh7M2/Ha3Bm1hnYB9gbGJoc/g6wAKhw9zlmtjPwJPAzd38kud3JwBHAacBEoA9wJLAT0TTxje6+fcrrbAYMSb7W4cAL7n706rJVV1d7TU1Nho50HbW2woG9YMGcFcdLy+GqB2Cvg8PkyhJNzS28+NY4CgsLGPydnchXafyXu6soUrw18X3uf+ol8vKMRMI57YgfsN1WW6x5w3ZkZuPcvTpoCOkw7XVNdE9gD3f/E1HpPW5mlwK1wP6p67r7eDM7H7jDzN5192kpy2aZ2XjgIKKp3AuAnimvcyowx93/RTRdPMbMfkd0Znpm6jXXrJKfD1f/E845KLqRqKUZ8vLgoONhz4NCpwuuqLCA7393t9AxspIKdEW7f3s7+vTamJmz51K56cZsslGP0JEkx7TXn7jMBn5lZm+6+7KLFJsCXYmuda7A3f+eLMRrgMPSFt8F/BwodvdaMxucsiwB/NHMxrv7F8mx7YDPgPkZO5r2MHBPePILePmR6E9cvrMfbLX9mrcTkRX03qSC3ptUhI4hOapdStTdPzGzQ4ErzWxzoAFYCJzi7h+v4tP0WcB7ZnZg2vg/gVHAL9t4nTuS10qfTN4R7ETXVw9M3mSU3Tp1gUNOCp1CRERiatdrotks6DVREfnG0jXR3KI7NkRERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxKQSDe2zT6B2LDQ1hk4ismGaPhleexJmTQ+dRHJQQSZ2YmYO1AKtaYsOTf53CjApdRPgOne/zcyqgFp375S2zxFAT3c/K2XsbOB6YJC7v5Uy3gm4DdiW6IPBbe5+9fofWTua9zWc9wP49APIT/5vuPx22PfwsLmywdsvwD9ujt6XY8+H7XYNnSi41tZWnvz3WD6eOp0uncsZuu9ebLJR99CxwmpsgIsOh3EvQ2FR9EF0/6Pg17dBfn7odJIjMlKiSUPcfU76YLIk6919YMpYb6DWzGqARevwGmcAY4DzgGNSxi9Mvsb2ZtYFeN/MXnH3d9b9MDrI/x4Fn0yElublY5cdDwM+gM2qgsUK7t+PwSVHQ2N99PyVR+GvL8AOu4fNFdit/3iSD6d8RnNLC2bGJ9M+59LTj6dHty6ho4Vz0y9h3EtRmS77fnnhIRiwM/zk3LDZJGcEmc519xnAZKD/2m5jZoOBHsDFwFAz65OyOB/obGYFQAnRcTVlLHCmzZ8Nk95asUABEq3w9L1hMmWLUZct/4UI0LAUbv1duDxZYHHdUt7/z1SaW1oAcHeampoZO+nDwMkC+9ftUYGmalgKD/01TB7JSZk8E33JzFKnc6e6+2FtrWhmg4CtgLFEBVhqZhPSVusFPJTyfDgwxt1nmtmLwFnAL5LL/g94BZgJdAFGuvvENl53GDAMoLKych0PL4MaG8Bs5fGWFqhf0vF5skn6L0WIfjHmsJaWVvIsj1YS/x1LuNPc3LyarXJA8yruI8jx7xfpWJk8Ex3i7gNTHqkFWmpmE5KPWuAq4Dh3/zy5vD5t24HAqGUbm1kvouurdyaH7gRON7Py5PORwLNExbsF8H0z+3F6QHcf7e7V7l5dUVGRwUNfR5tsDpv0WXm8uASG5Pg10R+eAiVly5+XlMHQn4bLkwW6dulEz25dyctb/sGrsKCAHbfeKmCqLLDXD1a+9llYDPsfHSaP5KRMnomuzgrXRGM4HXDgMYvO4PKIzjhPAm4CDgd2cPcE8KWZPQgMAR5er9TtxQyuuh/OGBJN4ba0RGNHnQXbVodOF9aJF0FL0/Ibi06+BA46LnSqoPLMOPv4w7ntH0/y2cyvKC0p5piD96Wqd6/Q0cL6+bXw3huweGE0g1PWKfpwetqvQieTHGLuvv47ie7OrVjNjUUr3X27puXL7s4FzgWmApe7++0py68AjgYGEE3lPunuf0ienb4A3Oju96wqc3V1tdfU1Kz9QbaHpUvg5X/Conmw+wFQNSBsHpENTWMDvPgwfPYx9B8Ie/8QCgqDRjKzce6e45+Gc0d7XhMFuBT4YD33ewjRmeeYtPFriAr2YOBEYKSZnQgkgPtXV6BZo6wTHHx86BQiG67ikpyfqZCwMlKi7t7GXTIraPMsNLnttLaWu/uIlKePtrF8PtA1ZegHa8ggIiKSUfoXi0RERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxFQQOkDOa6iHxnro2iN0EpENT3MT/PsxmPEp9NsOBh0I+fmhU0kOCVqiZuZALdCaMlzj7qcll+8NXAJsCSSAeuDP7n5PcvnJwHXA1GW7BLoArwLD3L2hAw4jnoZ6uPJ/4LkHwB1694Mr7oLtdg2dTLJUwp2Fi5dQXlpCUWFh6DjhTZ8Mp+8N9XXQVA9FpdBjY7jlNejZK3Q6yRHZcCY6xN3npA+a2UHAaOAn7v5acqwKeMbMlrr7P5Krvuruh6RsVwK8BpwE3NzO2eP73Wnw0j+guTF6/tlHMPx78OhU6LZR2GyBuTsfTJlGYUEB/av6hI6TFerqG7jmzgeYu2AhYJxy2EHsuPWWoWOFdeGhMO+r6EMoQMviaFbn8hNh5LNhs0nOyOZrov8HnL+sQAHcfRpwGrB0NdttBHQF5rVruvWxdAm8+DA0pp0ot7TAs/eFyZRFnn+zhlsffoJR9z9Kzfsfh46TFZ7895vMnreA5pZWmltauP2Rp0gsK49cNPVDmDlteYEu09oC41+Bhdn74y/fLNlwJvqSmaVO5x4ANAHbA8+kr+zur6YNfdfMJgAlRAX6CXC1uz+Yvq2ZDQOGAVRWVmYmfRxLFxPNPKdpaoAFszs8TraZ8fUcmppbyMszvvx6Dmy3dehIwS1cVEdrIvHf5y2trbS2tpJXkA0/wgEsmg/5qzj2/AKoW6T7DKRDZMOZ6BB3H5jy+JrlDfPfj5lmdr+ZTTCzD8zs5ZTtX3X3gcC2wA1ERbpSgQK4+2h3r3b36oqKivY5mrWxUa/oka64FHY7oOPzZJlD9tmDvpttQr/NN2Pwd3YKHScr7LHz9hQmC7OwIJ9t+vX97/Oc1P/b0VlnW0rLYRNdBpCOkZU/he4+38w+BAYDjyfHjgYws8HAjW1skwCuMLM9gDuAH3VQ3HVnFt1EdM5B0S+CpsboB3+/o2DHQaHTBdeze1cuOvUnoWNklW23rOJnxwzl3Q8n07N7V/bZdWDoSGGVlsP//AZuvhwaUq7ulJTBz6/VHbrSYbKyRJMuAG4ys3nu/gaAmXUBDmHFu3nTnQm8b2ZD3f3RDsgZz07fhUcmw1NjYMEc2PPgaMzamOYVAfpX9dGNVqlOuBB6VcItv4VZ06Fvfzjjt7DH90MnkxyStSXq7k+b2U+AXybvyi0imuZ9iqhIV7XdFDP7I3CNmT2T1X/m0nPT6BeBiMSz/1HRQyQQ8xy9w6+6utprampCxxCRbxgzG+fu1aFzSMfIhhuLRERENkgqURERkZhUoiIiIjGpREVERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIhsKd1g4D5qbQicRkaSMlKiZuZlNMrMJaY+q5KM1bXyimZ2a3LbKzJa0sc8RZnZj2tjZydfaPW28q5k1pL3GkEwcW7tJJOC2K2H/TWDPMjjvEJg5LXSq7PDem/Dn8+DaC+E/k0KnyQ6vPwWH9IXvbwr7dIU/nqkyhej744KhMLQf/PJY+OLT0Ikkx5i7r/9OzByocPc5bSyrAmrdvVPKWG+gFtgHWJS+PLnOCKCnu5+VMvY+8C5Q4O7HpIwfCPzc3Q9Y28zV1dVeU1Oztqtn3rUXwUM3QcPS6HleHnTrCY9+CqXl4XKF9uI/4LLjobE+el5SBjc+AwP3CpsrpI8nwE/3XP69AlBcCgefAL+8OVyu0D77BI7fBRrqorN0y4NOXeChj2CjTYLFMrNx7l4dLIB0qCDTue4+A5gM9F/bbcxsMNADuBgYamZ9UhbvAfQws7fM7F0z+1km82ZcUyM8eNOKvxQTCahfCi88FC5XNrjqjOUFCtF7dNXwcHmywd1XQ2PDimON9fDEXVBfFyZTNrj7T9BUHxUogCei9+mR0WFzSU4pyOC+XjKz1pTnU939sLZWNLNBwFbAWCAfKDWzCWmr9QJSG2U4MMbdZ5rZi8BZwC+Sy1qAx4A/AD2TWb5093+mve4wYBhAZWVljEPMkCULwVtXHm+og1nTOz5PNlm8YOWx+V93fI5sMuPTqCDS5eVF10hzdebis4+hNe3nqKkBpk8Ok0dyUiZLdEhb07lJqSVZAMwBjnP3z5PTvfXuPjB1g2XTucmvewGHArskF98JjDKzK9y9zt1/m7LpDDO7GTgMWKFE3X00MBqi6dxYR5kJ3XpClx4w58sVx0vK4Nt7hsmULfptB5PfW14aBYWw7a5hM4W2237w8fhoBiNVcSlUbBYmUzbY42D44J0Vz9JLy2G3/cNlkpzTUdO59e4+MPnY3t0Hu/tT67D96YADj5nZNOBqoAtwEvz3hqPUU0sDmjOUPfPy8uCXo6PSzMuPxkrLYae9oTq774dqd//3MPTsBeVdoKwTbLYF/PrW0KnCOuYc6NwdCouWj5WUwYXXQX5+uFyhHX0W9N4y+j4BKO0EA3aGA49Z/XYiGZTJM9F2YWb5RCV6hrvfnjJ+BXCumf0V2Ivo+urZZtYD+ClwToi8a+27h8Cdb8PDo2DeVzDkcNjvSDALnSyszfvBI5Pho3ejghiw84rlkYu69YS/T4yujb71DGzSB068GHbeO3SysMo6wZjx8MqjMPVD2GYXGPT93P5gIR0uk3fn1gLpF/ouBT6gjbtvU7atamt5ynTuc8BIoJ+7N6Us7w5MA44F3gZuBrYGCoEb3f361WUOfneuiHwj6e7c3JKRM1F3X9PpU5sFmtx2WlvL3X1EytNH21g+H+iaMnT4GjKIiIhklP7FIhERkZhUoiIiIjGpREVERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYsqaEjWzKjNrNbMJycckMxtrZnsmly1ZxXYjzOzGlOdFZvagmb1qZt077ghiePVxOG1vOHJb+OtlULc4dCKRDUsiAS88DPf8GV57EtxDJ5IcUxA6QJp6dx+47ImZHQXcAey/NhubWTnwD2ApsL+7N7RHyIx45G/w5/OgYWn0/O4/wb//BfeMh/z8sNlENgSJBJxzMEx8HZqboLAQ9jsKLr8tdDLJIVlzJroKGwFfrs2KybPO54ApwI+zukATCbjhf5cXKEBTI8yYCm8+Ey5Xllha38Bf7rifkfc+QnNLS+g4WePdDyfz8z+O5Ka//xPXGRe8+DBMfA3ql0BLE9TXwfMPwITXQyeTHJJtJVqaMp37GXAdcNVabNcLeBnYHrjC3RNtrWRmw8ysxsxqZs+enbHQ66y+DuoWrTze1AjTPuz4PFnmk8++YPqXXzP5sy/4YlbA/09Z5pV3JtDY3MxHUz9jcd3SNW/wTTdzWvQzk8oMZk4NEkdyU7aVaL27D0w++gIHAw8CtobtDgVuBO4DHjCzwrZWcvfR7l7t7tUVFRUZDb5OyjpBt54rjxcWwdY7dXyeLLNNv0q23aqKnbf9FpWbbhw6Ttb4/l670a1zJ3bdfhs6l5eFjhNe362hqHjFsUQCqgaEySM5ybJlWsjMqoBad++UNj4B+DtwWfqy5PIRQG93P93MSoC3gH+7+zmre73q6mqvqanJUPoYnn8QRpwMjfXRzRAlZbDNLjD6lejTtIisnjv8+kR4+RHAwBNw9Dlw9tpMXrUfMxvn7tVBQ0iHybYbi1ZgZv2BKuAR4LLVrNoI4O4NZnYkUGNmb7v7Pe2fMqb9joSNN4d7r4F5X0fPDz1NBSqytszgirvg3Vejqd0ttoHtdg2dSnJMtpVoafLMc5k8YBjQBJS38Wcug9J34O6Tzew04A4zq3X3CenrZI0dB0UPEYnHDHbeO3qIBJA1Jeru04DV/W3Hqk7RJrWxrweJrqWKiIi0m2y7sUhERGSDoRIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxKQSFRERiUklKiIiEpNKVEREJCaVqIiISEwqURERkZhUoiIiIjGpREVERGJSiYqIiMSkEhUREYlJJSoiIhJTRkrUzNzMJpnZhLRHVfLRmjY+0cxOTW5bZWZL2tjnCDO7MW3s7ORr7Z42/kba/uvN7PpMHFu7WjQfHvor3PI7+Ojd0Gmyx5KF8PS98PyD0LA0dJrsMPcruPpcOGIbGH4AvPNi6ETZ4eMJcNHh8OMBcNkJMH1y6ESSY8zd138nZg5UuPucNpZVAbXu3illrDdQC+wDLEpfnlxnBNDT3c9KGXsfeBcocPdjVpHlR8AfgEHuvnBVmaurq72mpmZtDzHzPvsETt4dmhuhqRGKiuHUX8Gpl4TLlA1qx8Lw/ZJPDAoK4bY3oGrroLGCWjgPjtoOFs6FluZorKQMfvU3+P6xYbOF9N6b0fdKYz24Q15+9L7c9U7Q7xczG+fu1cECSIcKMp3r7jOAyUD/td3GzAYDPYCLgaFm1qeNdXoAo4ATV1egWeGaC2DJguhMK9Ea/feW38C8r0MnC+vyk2DpkuRjMSyeD3/4WehUYT08KvpeWVagEH2//OWCqDxy1bUXRu/Dsvcg0QoNdTB6RNBYklsyWaIvpU2pPrKqFc1sELAVMDY5VJo+FQyckbbZcGCMu88EXgTOYmW/AJ5094CnmGtp0tiVfwEWlcAnE8LkyQYtLfDZxyuOucMH74TJky0mvAqNDSuPL5oHdYs6Pk+2+M97K48lElD7VsdnkZxVkMF9DWlrOjepNFmMy15zDnCcu3+enO6td/eBqRssm85Nft0LOBTYJbn4TmCUmV3h7nXJdUqAYSnrrMTMhiXXobKycl2PL7P69of30t6upkaoXOuT82+eggLouSnM+XLF8T45/J4AbLk9vP0itDStOF5cCqWd2t4mF2zaF6a8v/J43xye+pcO11HTufXuPjD52N7dB7v7U+uw/emAA4+Z2TTgaqALcFLKOgcBE9z901XtxN1Hu3u1u1dXVFTEOIwMOu/q6PpNXn70vLQcDvwJbFYVNFZw/3tTVA75+dH10JJyuOi60KnCOvqc6Jp5qpIyOOWS6H3KVcOvjL5XUpWUwbARQeJIbsrkmWi7MLN8ohI9w91vTxm/AjjXzP7q0d1R+wAvBIq57nYcBHfXwP03RGdeBxwD+x0ZOlV4gw+N3pdn7oX8IvjBCdB7i9CpwurVB257Ha4+Dya9Cd16wsmXwBHpVzxyzD4/gt/hOj0DAAAgAElEQVTfCzdcArOmQd8BcMFfYIfd17ipSKZk8u7cWqA1bdGlwAe0cfdtyrZVbS1Pmc59DhgJ9HP3ppTl3YFpwLHu/oSZPQH83d3vWZvMwe/OFZFvJN2dm1sycibq7raGVVZ54cbdp7W13N1HpDx9tI3l84GuKc9/sKacIiIimaR/sUhERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxKQSFRERiUklKiIiEpNKVEREJCaVqIiISEwqURERkZgyUqJm5mY2ycwmpD2qko/WtPGJZnZqctsqM1vSxj5HmNmNaWNnJ19r97TxPmb2bHK/tWZ2UiaOq90lElDzMjz/ECycFzqNZLmlDQ1M/eJLZs9bEDpKVkm4s7ShAXcPHUVyUEEG9zXE3eekD5pZFVDv7gNTxnoDtWZWAyxah9c4AxgDnAcckzI+EnjS3a81s02AyWb2grt/se6H0UEWzIWf7gmzZ0bPW1vgt/fAvoeHzZUF/jN9Bk+/NpaC/HwOGbwHm29SETpScB99Op2/PfQYZkZra4KdtvkWx//oAPLMQkcL6oMp07j14SdoaWmlpLiIM44eyhabbxo6luSQINO57j4DmAz0X9ttzGww0AO4GBhqZn1SFh8K3JD8uhJoAeozEra9jLwUZnwKSxdHj8Z6uPxEaFgaOllQM7+ew8h7H+GjT6dTO3kq19z5AAsWrTRRkVPqGxr520OP0djUTENjE80tLUz4aDJvvFsbOlpQ8xct5paHHqexqZnWRIK6+gZG/v0RGhqbQkeTHJLJEn0pbcr2kVWtaGaDgK2Ascmh0vSpYKKzzlTDgTHuPhN4EThr2QJ3T7h7q5m9DLwJ3OLuczN4bJn3xpPQ0rziWF4+fPRumDxZ4qOp00l4ImXEmPL5jGB5ssFXc+djaWecTc0tfDLt80CJssPns74mL2/lX2FfzZ0fII3kqnafzk0qTRbjstecAxzn7p+3Nd0L0TVRoGfy615EZ5u7JBffCYwysyvcvW7ZNu4+2MwqgOfM7EN3vz1tn8OAYQCVlZWxDzQjevWFr9Jmm5ubYJPNw+TJEt27dCY/L4/W1qhI3RN079I5cKqwOpWV0trausJYXp7RrXOnQImyQ5fyMhKJFa+DtrS20rm8NFAiyUUdNZ1b7+4Dk4/t3X2wuz+1DtufDjjwmJlNA64GugAnAZjZEWbWGcDdZwP/BHZO34m7j3b3anevrqgIfJ1t+O+hpAyWnWGUlMHeP4RN+4bNFdi3B2zFwAHfIj8vj/y8PPauHki/PpuFjhVUz+5d2WW7rSkqjD7z5uUZpcXF7DdolzVs+c3Wd7NebL/VFhQXFpKfn0dRYSF7V3+bHl27hI4mOcQycUebmTlQsZobi2rdvc2PzatannImei4wFbg89czSzK4AjgYGAM8DL7j7lWbWFXgZuMLdVzmlXF1d7TU1NWt9jO2idizc8QeY9zUc+BP48RlQkMnJgQ3X0oYG8iyPkuKi0FGygrvz5oRaJn82g66dy9l3t53p0qk8dKzg3J33PpnC7HkL2Wzjjdh2y6rQkTCzce5eHTqHdIxMlmgt0Jq26FLgA9avRJ8juvu2n7s3pSzvDkwDjgXeA24Gls2F/s3db2A1sqJEReQbRyWaWzJy2uPua7rPfpUXb9x9WlvL3X1EytNH21g+H+iaMnTwGjKIiIhklP7FIhERkZhUoiIiIjGpREVERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYspIiZqZm9kkM5uQ9qhKPlrTxiea2anJbavMbEkb+xxhZjemjZ2dfK3d08bzk+uPN7OPzewaM7NMHFu7q6+DeV+De+gkks0SCXjtCbj2Irj3WlgwN3Si7NHYALOmQ3NT6CSSgzJ5JjrE3QemPaYll9WnjgMHA382sx3X8TXOAMYA56WNnwsMBvYEdgQGAUfHPZAOkUjAH86Ewd3gkEo4dCv44tPQqbLDAyOj9+PHA+DZ+0OnCa+lBc48AC45Bu65GkZeCkP7wccTQicL71+3w5BucMQ2sG8PePXx0IkkxwSZznX3GcBkoP/abmNmg4EewMXAUDPrk7L4ROB37l7v7o3Aj4EXMpe4Hdx3HTx+B7S2QFMjzJwGw/fTGekTd8H1F8MXU+Czj+E3p8DY50OnCuvZ+6D2LahPTtg01kPdIrji1LC5Qqt9G/54ZvTz07A0mtW55Ojoe0ekg2SyRF9Km7J9ZFUrmtkgYCtgbHKoNH0qmOisM9VwYIy7zwReBM5KWdYf2NbMXjCz94CfAfMydWDt4uV/Rj/4y3gC5nwJc78KlykbPHH3iu9LYz0890C4PNngxYejgkj3n/dWfK9yTc1L0NK84lheHkx8I0weyUkFGdzXEHefs4plpcliXPaac4Dj3P1zM6siOd2buoGZjQB6Jr/uBRwK7JJcfCcwysyucPc6oBDYnWiauAh4DDgbuDZtn8OAYQCVlZWxDzQjOndfeSzRCqXlHZ8lm3TtAZYXfagAyC+ALm28V7mkW0VUDonEiuP5BVBQFCZTNijvDAWF0WxO+rhIB+mo6dzUa6Lbu/tgd39qHbY/HXDgMTObBlwNdAFOSi6fCfzd3RvdfTHwINF10RW4+2h3r3b36oqKivU6oPX2019BSdny5yVlcMhJ+gVwxm+hrBMUlUBxaVSqx54fOlVYRw6P3o9UxSVw0AlQkMnPwRuY/Y+Gss7RhwmAwiLYqBfsfmDYXJJTsv5PXMwsn6hEz3D3quSjErgSODd5F+5DwPFmlmdmhcAhwDvhUq+Fbavh5pfhu4fAt/eEYSPg0ptDpwqvb3944H04909w/l+ir3v2Cp0qrK0HwmW3RrMXpZ2gqBj2/hFcdH3oZGF12wjGjIfvHQEDdoGDj4c734aS0tDJJIeYZ+BGFjNzoBZoTVt0KfABUOvunVaxbVVby1Omc58DRgL93L0pZXl3YBpwLNE10j8C+xFNFz8HnOvuafM8y1VXV3tNTc3aHqJIeC3N0U0z3SqiApGsZGbj3L06dA7pGBkp0Q2RSlRE2oNKNLdk/XSuiIhItlKJioiIxKQSFRERiUklKiIiEpNKVEREJCaVqIiISEwqURERkZhUoiIiIjGpREVERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIhu2Ke/DCw/DF1NCJ5EcFKxEzazKzFrNbELyMcnMxprZnsllbmavtLHdHcllPc1sZzNbaGbVKct7mtkUM/tBxx5RDA/eBPtuBHuUwtkHwaL5oROJbDiam+DcQ+DEXeGKU+Ho7eE3p0IiETqZ5JDQZ6L17j4w+dgB+DNwR3JZA7C1mfVdtrKZlQN7Lnvu7uOBi4EHzay7mRUADwC3ufsTHXUQsTz/IFx3ESyaB00N8M6LcP4PQ6fKClOmz+Cy62/lipvuYObXc0LHyRpffDWbvz34GC+NHR86Sna491qoeREa66FuETQ2wPMPwLP3hU4mOSR0iabbCPgy+XUrcD9wXMryw4FHUzdw95uB14DbgD8AC4Ar2z3p+nrsDmhYuvx5SxO8/zYsWRQsUra461/PMH/RYr6et4D7nnwhdJys8bcHH2Pix1N47OU3mPrFl2ve4Jvu8TuiAk1VXxf9bIl0kILAr19qZhOSX3cHNgWGpiy/C7iH5aV4EnAe8PO0/ZwBTAB2ArZ3d2/rxcxsGDAMoLKyMhP54yssWnnMHQpC/y8Jr6iwEIA8M4qL2nifclRxYSFmhjsUFRWGjhNeUUnb48WrGBdpB6HPRFOnc/sCBwMPAgbg7uOAVjPbxcz6AJ3dvbaN/WwNdAa6Abus6sXcfbS7V7t7dUVFRcYPZp0cez4Uly5/XlwKQw6DkrJwmbLEaUccQv+qPmyzZRXH/XD/0HGyxvCfHMb39/oOpx3xA3pv3DN0nPCOOnPln5eScjjyzDB5JCfZKk7a2v+FzaqAWnfvlDY+Afg7cJm7dzKzXwC9gNnAIne/0cwcqHD3OWbWE6gBLgFKiM5ad3L3Wat7/erqaq+pqcn0Ya2bN5+BkZdG13P2OgTO+WPbZ6gisjL36L6CB0ZGPzctzTBsBJx0cdBYZjbO3avXvKZ8E2RViZpZf+Bt4DvA+GSJ9gbGAnOBIe4+b1mJAvOBZ4EP3P3s5D5uB/oB+7p766pePytKVETW3+IFMGs6bL4llJaHTqMSzTGhL8ClXhOFaHp5GNC0bMDdZ5jZh8BCd5+Xtv2fgHJWvEZ6JlHpXgn8ol1Si0j26NwteogEEKxE3X0akL+aVf57huruK1wYc3dLfnlBG/tdCuyQgYgiIiKrFfrGIhERkQ2WSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxKQSFRERiUklKiIiEpNKVEREJCaVqMiGwh0WL4CW5tBJRCQpIyVqZm5mk8xsQtqjKvloTRufaGanJretMrMlbexzhJndmPz6DjObkbLtR2Z2g5kVpG1TZGZjzezCTBxXu6sdC2fsC8ftDLf8DlpbQyfKCi2trXz06XQ+mfY5iUQidJzsUPs2HL417L8xDO4GN18elaqQSCRYXLeUhN4PCaBgzaustSHuPid90MyqgHp3H5gy1huoNbMaYNFa7v8ad786uX0J8AZwNDAmZZ1rgX6x0ne0TyZGBdqwNHr+2ccwbxZcfGPYXIE1t7Rw9e33MWf+QnCo6t2LM489jLy8HJ40WbIQztwf6pI/Ki3NcPefoVclDP1p2GyBzZm/kL/c+QBL6xvo3qUzF5x8FJ3Ly0LHkhwS5DeTu88AJgP9Y+6iHCgGZi0bMLMTgK7AE+sdsCM8fPPyAoXo63/8LefPLiZ+PIU58xbS2NRMY3Mz02bOYsrnM0PHCuvfj0H6GXlDHdx3fZg8WeTRF19jcd1SWlpbmbdwEc+/OS50JMkxmTwTfcnMUucjp7r7YW2taGaDgK2AsUA+UGpmE9JW6wU8lPL8fDM7Prn+lkRnoq8l97cDcC6wDzByVQHNbBgwDKCysnLtj6w9tLasPOaJqETNOj5Plki0Jkj/GJHzU7otzbDSu4KujRJN/Xvyg2fCnVZdEpEOlskz0SHuPjDlkVqgpSnXQ2uBq4Dj3P3z5PL6tG0HAqPS9n9NctkOQAXQAFxvZl2Bu4AT3b1udQHdfbS7V7t7dUVFRUYOOrYfngzFpcufF5fCfkdCLk9bAjtuvSWdy0spKiykuLCQiu7d2LKyd+hYYe39w5VnKErK4NDTw+TJIocM3oPS4iKKiwrpVFbKvrvvHDqS5JhMnomuzgrXRNeXu9eZ2S1EZXwg0B2416IzuEpgfzPr4u6/ztRrZty394A/PgTXXQR1C2HvoXDBX0KnCq6kuIhLTj+e9z6ZQn5eHjtuvSUF+fmhY4XVrSdc/Qj88lhoaohmMb5/LBxzTuhkwfXeuCe/Pec05i5cREX3rhQVFoaOJDmmo0o0o8wsDzgIeNvdHwAeSFl2B1C77CakrLbXwdFDVlBSXMR3dtgmdIzssvsB8MwsmPEpdK+ALt1DJ8oaJcVF9N64Z+gYkqPa85oowKXABxna/7Jrog6UAeOB4Rnat0j2KyiAvnHvxROR9pCREnX3Nd0J02k1205ra7m7j0j5+uR1yLLW64qIiKyP3L6LRUREZD2oREVERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxLTeJWpmVWbmZvZKG8vuSC7raWa7m9lLZvaemdWa2VNmtl1yvevNbELy0WRmH6c8L03Z36lm9ljaa7emrDvBzP5jZi+bWb/1PbZ2V7cY7r8Rbv09fDQ+dBoREVlHBRnaTwOwtZn1dffPAMysHNgzuTwfeBw4wN3HJ5cfDzxlZlu4+znLdmRm04Dj3L0mZawHcCVwHJBe1vXuPjBlXQOuB34P/CRDx5d5S5fAsTvBnBnQ3Ay3/R7+72HY86DQybJCQ2MTeXlGUWFh6CiS5RKJBAsWLaF7185EP/4iHSdT07mtwP1EJbfM4cCjya8TQDegU8ryMcBZRAW7JkcBM4EL12LdEmAzYN5arBvOs/fB3C+hsQESrdBYD385P3SqrPD1vPlceu1ofnndLSxZWh86TtaYPW8Bl11/K8++/k7oKFnl1oefYMRNt/PwsytNhom0u0xeE70LOCHl+UnAHcmvHbgYeNrMPjWzu4FTgOfdvWlNO3b3Ue5+BdDYxuLS5DTuJDP7ChgPfAT8In1FMxtmZjVmVjN79ux1ObbMW7oEWltWHhMWLFqCOzQ3t1BXrxJdZt7CxcxftJhPv5gZOkpWmTVnPgAzZ88NnERykbn7+u3ArAqodfdOZlZLVJ5fAw+5+25m5kCFu88xs87APsDewNDkLr7j7gtT9jcNOCJ1Ojdl2cnJZYekv3by+YHAPcAP3f2t1eWurq72mpqVXqLjTPsIjt8FGpZGz0vK4Kgz4Zz/C5cpS7g7Ez+eQlFhAdtuWRU6TlaZNWcePbp21jR3itnzFvDeJ1Oo3m4AXTuXh46DmY1z9+rQOaRjZPru3LuB44nOSO9OGd/OzC5y98Xu/ri7XwxsR3SGun+mXtzdnwH+AjxoZl0ytd92UTUAbnwGBuwMvfvBMefCmVeFTpUVzIyBA7ZSgbahV88eKtA0FT268b3dd8mKApXck6kbi5a5BxgLzAWGpIzXA78yszfd/bXk2KZAV2BShjNcTVTivwGy+yLjwL3gnnGhU4iISEwZLVF3n2FmHwIL3T31xp5PgUOBK81sc6K7eRcCp7j7xxnO0GxmZwHPmNmt7l6byf2LiIgss97XRDdUwa+Jisg3kq6J5hb9i0UiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISk0pUREQkJpWoiIhITCpRERGRmFSiIiIiMalERUREYlKJioiIxKQSFRERiUklKiIiEpNKVEREJCaVqIiISEwqURERkZhUoiIiIjGpREVERGJSiYrIhq2xAb78DJqbQieRHFSQiZ2YmQO1QGvaokOT/50CTErdBLjO3W8zsyqg1t07pe1zBNDT3c8yszuA/YHZyW2LgeeA8929JWWbbwNPu/ummTiudtfSAm89A0sWwk57wyabh06UHd59FZ4aA/kFcOhpsPXA0ImyQ8NSmPohbNQLNu4dOk147nDTr+Dv1wIG+Xkw7Ddw3Pmhk0kOyUiJJg1x9znpg8mSrHf3gSljvYFaM6sBFq3l/q9x96uT25cAbwBHA2PMrAA4G/gF0GnVu8giLc3wP0Ng8sTlY6Negm2rw2XKBi/+A359QlQYAI/dDjc+AwP3CpsrtC+mwKl7QGM9NDfDWVfBseeFThXWvddEBbrsewXgr7+KPozud2S4XJJTgkznuvsMYDLQP+YuyonORmcln+8M7AActv7pOsjzD8InE2DpkuWP3w8LnSq8P5294i/FhqXw5xwvC4Crfgbz50DdYmhqgBv/F+Z+FTpVWHdfveL3CkTPb78qTB7JSZk8E33JzFKnc6e6e5ulZmaDgK2AsUA+UGpmE9JW6wU8lPL8fDM7Prn+lkRnoq8BuPvbwNvJs95VMrNhwDCAysrKtTuq9jL3q+hsNNX8r8NkySZLFq48tmBux+fINl99AZ5Y/rygCObPho02CZcptEXz2h6fO6vtcZF2kMkz0SHuPjDlkVqgpWY2IfmoBa4CjnP3z5PL69O2HQiMStv/NcllOwAVQANw/boEdPfR7l7t7tUVFRUxDzNDqodAXv7y58UlsMdB4fJkix12h4KUz3ZFxbDL4GBxssb+R0FJWfR1Xj6Ud4HKb4XNFNr2u688lpcPu+3X8VkkZ3XUdG5qSW7v7oPd/am4O3P3OuAWYO/MRexgWw+E342BnptCWWfY9wi46IbQqcL73b1QtU1UGMUlsN134GK9L5z+azjpF/Ctb8OeB8Ptb0QfMHLZRddHPzsFhdHzomLo3A3O+G3YXJJTMjmd22HMLA84CHg7dJb1MuSw6CHL9dgY7p0Q/clCfj5s0gfMQqcKLy8vKtLTfx06Sfb41o5w/yT4+3Uw+T3YcRAcdVZuT3FLh2vPa6IAlwIfZGj/y66JOlAGjAeGZ2jfkk3y8qD3FqFTyIZg075wwV9Cp5AclpESdfc1nSqs8s9O3H1aW8vdfUTK1yevZY429yUiItIe9C8WiYiIxKQSFRERiUklKiIiEpNKVEREJCaVqIiISEwqURERkZhUoiIiIjGpREVERGJSiYqIiMSkEhUREYlJJSoiIhKTSlRERCQmlaiIiEhMKlEREZGYVKIiIiIxqURFRERiUomKiIjEpBIVERGJSSUqIiISU0EmdmJmDtQCrWmLDk3+dwowKXUT4Dp3v83MqoBad++Uts8RQE93P8vM7gD2B2Ynty0GngPOd/cWM+sD3ApsAuQDf3L3OzNxbO1u1nRYvACqBkBhUeg0IiKyDjJSoklD3H1O+mCyJOvdfWDKWG+g1sxqgEVruf9r3P3q5PYlwBvA0cAYYCTwpLtfa2abAJPN7AV3/2J9Dqjd/ekceORvUFAAXTaC216HjXuHThXcrDnzePzlNygoyGfokL3o3rVz6EjBuTuPvfwGb7/3IRt178rJQ7+v9yVp2owv+c/0mWy7ZV8227hn6DiSY4JM57r7DGAy0D/mLsqJzkZnJZ8fCtyQ/LoSaAHq1ydju6t5Cf51GzQ1wNIlMPsLuOpnoVMF19zSwjV3PsDEj/7DuPc/4bp7HgodKSu8M+kjXn77XRYsXsKnn89k1AP/Ch0pK3z+5ddcd/fDPPbS61x9+/3MW7C2n8lFMiOTZ6IvmVnqdO5Udz+srRXNbBCwFTCWaPq11MwmpK3WC0j9DXq+mR2fXH9LojPR1wDcPZHc78vAXsBf3H1uG687DBgGUFlZua7Hl1lffAqe8ry1FaZ/EixOtlhSV09Tc3P01rgzZ/5CWhMJ8vNy+/L9F1/Npqm5BYjOSr+eOz9wouzw2czoc3RrIkFhQQEzvp5Dj25dAqeSXJLJ30xD3H1gyiO1QEvNbELyUQtcBRzn7p8nl9enbTsQGJW2/2uSy3YAKoAG4PrUFdx9MLApcICZnZIe0N1Hu3u1u1dXVFRk5qjj2raaFVq0qAR23idYnGzRtXM5G3XrSmFBPoUFBfSv6pPzBQqw3VZVFBZEn3kLCvLZeos+gRNlh223qvr/9u48vqkq/R/450nSJXSlC5QW27K1pQXKElAYEBBUFkUBBRUF3ABhxkH9+lVBBR13cRuVERy/siqOjgw/UUBURGQYmIIEKBQQaMvSQune0iXL8/sjCYRQ2pKmuZf0eb9eeb1yz8m958l5QZ+ce889FzqdFoH+/vD390Ona2KVDkm0MJ4cidbnomuiTcXMlUT0d9iSMYjoDgAbmLmcmQuI6F8AegP41FNtelxSOjB3MfDaTKCqErjuJuCJd5SOSnEajQZP3D8RO/YcgFarxbU9uiodkiokd4jHA+NGYfue/WgT2RojBl6rdEiqEBEWinkzp+LUmbO4pl0b6AMClA5JtDDeSqIeRUQaACMB7LAXPQLb9dVXiCgMwG0AXlQovMYbOcn2YgaIlI5GNfQBARjc12O/uXxG96SO6J7UUekwVCe4lR5JiTIyF8pozmuiADAHwH4PHd9xTZQBtAKwC8BMe91UAIuIaI99+2NmXu2hdpufJFAhhLgqeSSJMnNDWSD4chXMnF1XPTPPd3o/tYH2jwMY1UAMQgghhEfJjA0hhBDCTZJEhRBCCDdJEhVCCCHcJElUCCGEcJMkUSGEEMJNV+V9okIIcTXatWvXzTqdbh4zx0AGMZ5mAfCr2Wx+uE+fPrXealSSqBBCeMGuXbtuDggI+CAxMbFWr9cXazQabngv0VhWq5VycnIGlpSUPALgPW+1K7+EhBDCC3Q63bzExMTaoKCgKkmgnqfRaDg2NrZCq9VO9Wq73mxMCCFaKmaO0ev11UrH4cv8/f1NzBzmzTYliQohhHdoZATavMi2hKpX85okUSGEEMJNkkSFEEIF1q5dG9KlS5e0ph6nqqqKBgwY0OXTTz9t7SgrLy/X3HrrrR06duyYlpiY2G358uXhzvu8/vrr0QsWLIhqatsNiYuL6/7LL7+0cnf/F198sc0HH3wQ6cmYmkpm5wohhI/44Ycfgh599NH4Y8eOBQI46yh/8sknY4ODg61Hjx7NPHz4sP8f/vCHlAEDBlR26tTJdOjQIf+VK1dG7t69O0vB0Btlzpw5Z3r06NF1zJgxpfHx8Wal4wFkJCqEEKpTWFiove222zp06dIlLSkpKXXGjBntTSYTAOCLL74IS0pKSk1JSUkdP358Ytu2bXscPHjQHwDee++9Ni+99NLJ7t27n3M+3rp168JnzJhRAABdunSpHTRoUNny5csjAGD+/Pkxd911V6FGo8HBgwf9Y2Nju99zzz0JKSkpqcnJyanr16+/5ClbZrMZMTExPbZs2XJ+VDl69OiOr7/+evTx48d1w4cP79SzZ8+UuLi47v369Us+efLkRQM211G36/ZTTz0Vk5qa2jUlJSV1+PDhnbKzs/0AQKfT4fbbby9+4YUX2nmgmz1CkqgQQqjMww8/fE1ERIT54M4WleUAACAASURBVMGDmUaj8cC+ffv08+bNi8nPz9dOnz69w9KlS49lZWXtHzJkSPmZM2f8HPt98803x8aNG1fmerz8/Hz/Dh06nF+AIC4urvbEiRN+VqsV69ataz1+/PhSR11eXp7/9ddfX56VlbX/L3/5y4nJkyd3rKmpuehxlzqdDnfffffZjz/+OAoACgoKtFu3bg196KGHipYsWRJx7bXXVu7evTvr+PHje/V6vWXx4sWNPgX7wQcfRGZmZrYyGo0HsrKy9o8YMaJ0ypQpCY76UaNGla1bty68vmN4kyRRIYRQmZ9//jns8ccfP6PRaKDX63natGkFGzduDPv+++9DOnXqVNW/f/8qAPjTn/5UGBwcbGnoeFar1TFzFYDtGdBarRanT5/WlZeXa5OTk88n2NDQUMuMGTOKAGDChAllGo0GO3bs0Lse85FHHjm7du3a1tXV1fTJJ59EDB8+vCQyMtLy3HPPnRk0aFDF/Pnz2953333xhw4d0ldUVDQ613z33Xdhv/32W1D37t1TU1JSUhcvXtzm6NGjgY765OTkmry8PP9z58419Bxrr5BrokIIoZDZs2fHrl+/PhwAnJMhM1+U9KxWK8xmM+l0uktukXH+3OW0a9euNjc31++aa64xA0BeXp5fenr6OSJiAGSxWKDVagEAWq32ojasViu0Wi0PHjy48+nTp/0B4Lnnnjs5adKk0rS0tHNffPFF2IoVK6LefvvtXAB45JFH4nbt2hU0efLkszfeeGOZ2WwmZr4oSCJi5gvN1NbWnq+3WCz06KOP5j/11FMFgG2iVEFBgdZRHxAQwEQEjUYdY0B1RCGEEC3Qu+++eyorK2t/VlbW/vnz559ylA8aNKjs7bffbmO1WlFVVUV///vfo4cMGVI2bNiwimPHjgVu375dDwBLliwJLy8v1zaUSG+++eaShQsXRgPAkSNH/DZv3hw6bty40piYGEtISIj58OHD/o7PFhcX67766qtQAPjss8/C/Pz8uF+/flWbN2/+3RHrpEmTSgHgwQcfLHjrrbdiqqqqNDfddFMlAGzatCnsT3/605lZs2YVxcbGmrds2RJqsVw8WI6JiTHn5eX5nzx5Ume1WvH5559HOOpuvPHG0mXLlkUVFRVpAODxxx+Pveuuuzo46rOysgLi4uJqAgMDVXHPrSRRIYRQmcWLF+cWFBTokpOT07p27ZrWuXPn6ldffTWvbdu2lk8//fTolClTOqSmpnbdsGFDmFar5eDgYGt9x1uwYMGpyspKbefOndOGDx+e9MILL5xIS0urAYCRI0cWr1mz5vwqPwEBAbxs2bLI5OTk1Ndff73dl19++btOV/dJy7vvvrv05MmTAffdd9/5mcDPPPPMqblz57ZPSkpKveWWWzobDIaKo0ePBjjv16dPn+pJkyYVGAyGrj179kxJTEyscdQ99thjZ2+66abSvn37du3cuXNaZmZmq5UrV2Y76r/55pvQW2+9tfhK+7S5kPOQWpEAbKcT9sG2Ar9DBjM/REQ/A0gA4LjorQUQAOAlZl5GRIkA9jFzsNPxJgL4EMBEZv7xcu0aDAbOyMjw5FcRonmVFAJH9gERbYAOXZWORj327QBOHbP1SZceSkcDItrJzAbXcqPRmJ2enn62rn0aq6ioSDNnzpzYN99881RISIj1119/bTV27NjOp0+f3uPu6c2srCz/8ePHd9q7d++Bw4cP+/fq1Svt3LlzvzUlzuZiNpuRlpaW+sMPPxxynJp2ZTQao9LT0xO9FZNarokOZebL/eN6kpm/cmwQkQHAViJa7fpBIpoO4DkAw5l5d/OE6jmnC4vw2bc/oqLyHIb064VBfZT/A6AG/92XhbU//xtajQZ33DwEqZ0SlQ5Jebt+AWaPBjRawFQLjJgEPLsYaMT1MJ/26kzg26WAVgtYLMADc4AH5iodVbOJiIiw+vv7W3v16tVVp9OxTqfj5cuXH23K9cGUlJTau+++u3DBggXRt912W2nDeyjn5ZdfbjNz5szTl0ugSlDLSDS6riRqH4l+4JJEJwD4CEAMgFjYR6JE9DSAqQBGMHN2Q+0qPRK1WCx49q+foKLyHBiAv58OD44fjbTOHRrc15flnMrHu8u+gsls+z/i76fDnGn3Iaq1V9eUVhdm4IYIoLzkQpk+CHjpM2DwGOXiUlrGJmD2rUB15YWyAD2wYqeiI/XmHImKhnl7JKqWa6KbiGi306uNU92b9rIcIjoNYCyAYcx8fko2Eb0B4FUAf21MAlWDsspzqK6pheMnTK3JjKMn8hSNSQ1y885ctK3RaHCqoIX/3SkvAarOXVxWWwMcO6BMPGqRfRBgl0uBOj8g97Ay8YgW6ao5nUtE0QC+A3CCmZ3P1wcB6A5gFIAviGibS/15RDQNwDQAiI+P91z0bggNagV/P91FI66E2LaKxqQG7dtGA05nKC0WK9pFqWqpTO8LDgMCAgFz7YUy/wAgIUm5mNQgvgvgehrTbALad1ImHtEiqWUk2iBmLgAwEcAsIhrnVFUFYAwzr4NtNPo1EUVc5hiLmdnAzIbo6OjmD7oeWq0WsyffiYTYtogMD8UtQwagR5L85+/Qvh0m3DwEYSFBiAgLxQPjRiE6QjWLkyhDowHe/BrQB9sSamArYMhYYMjtSkemrL43AMMn2E5t64Nt/XLv/wCdmryGuxCNppaRaKMw81EiehnAe0S0wV5sZWaT/f1rAAYC+JyIRjK7nutRl3bRkXjygbuVDkN1+vfshv49uykdhrr0GwasPgz8vgdo3QZISpdJRUTA858AY+4HTh4DOqYCqZdcihSiWV1VSdRuAYApAJ4FsMi5gpmZiCYD+A3ASwDmeD88IZpJVIztJS4gAnoNsr2EUIDiSdR1OSiXuiF1lNUAcL4YFOxSXwhA2QueQgghWoSr5pqoEEIIoTaKj0SFEEI0r6KiIr/NmzfH5OfnB8XExFQOHjw4PyIiwtTwnldmx44d+j/+8Y/x5eXlWq1Wy3/7299yBg0adK7hPa9ekkSFEMKHFRUV+S1atCjNZDJpmJkKCgpaZWVlRU6fPj3Tk4m0vLxcM3r06C4ffPBBzsSJE0tXrFgRPnny5A7Hjh3L9FQbaiSnc4UQwodt3rw5xpFAAds8FLPZrNm8ebNHZ6n961//Co2Pj6+ZOHFiKQDcc889JatWrTrqyTbUSJKoEEL4sPz8/CDXCZxWq5Xy8/ODPNnOwYMHA6Kjo00TJkxI6NatW9eBAwcmmUwmn78PS5KoEEL4sJiYmEr7GuXnaTQajomJqbzcPu4wmUy0efPmsBkzZpzdt2/fgZkzZ565/fbbu1RVVfl0IpUkKoQQPmzw4MH5fn5+Vkci1Wg0rNPprIMHD873ZDuxsbGmjh07Vt9www2VAHDvvfeWWCwWHDhwIKChfa9mkkSFEMKHRUREmKZPn57ZvXv3gjZt2lR269atwNOTigBg7NixpSdOnAjYsmVLKwBYt25dMBEhJSWlpqF9r2YyO1cIIXxcRESEaezYscebs434+HjzqlWrfp81a1Z8VVWV1t/f3/r5558fadWqlbLP22xmkkSFEEJ4xMiRIytGjhyZpXQc3iSnc4UQQgg3SRIVQggh3CRJVAghhHCTJFEhhBDCTZJEhRBCCDdJEhVCCCHcJElUCCGEcJMkUSGEEMJNstiCEEL4MKvVil27dkXs2LGjbUVFhX9wcHBtv379Tvfu3btIo5FxVFN5pQeJ6EMi+g8RaZ3KtES0lYheIiImor1EtNvllWj/7HVEtImI9hDRPiJaR0RpLm0QES0lov/xxncSQqjAkUzg2XuBu9OBl6cDJ48pHZGqWK1WrFixotOGDRsSCgoKWlVVVekKCgpabdiwIWHlypWdrFZrs7Q5bty4xOeff76to2zhwoURycnJqSkpKam9evVK+eWXX1p5vGGFeOtnyBMAggA841T2DAALgHn27aHM3NPllU1EAQDWAniCmXswczcAKwGscyRlIuoK4EcAd3jp+3iE1WrFtt2Z+H7rf1FUUqZ0OKphtVqx/0g2DmUfB7NPL7t5RWpNJuw/ko2CohKlQ1GHfduBKf2A7z8HDu8B/t//Aff0BHIOKR2ZauzatSvi+PHjoWaz+aK/9WazWZObmxu6a9euCA+3FzhgwICkdevWtXaUGY3GgHnz5rX//vvvD2dlZe1/+umn8yZOnNjJk+0qySunc5m5mojuAbCViNYCIAAzAfRlZgtRvY+bawUgHECwU9lKAGUAtLAl4lkA/g4gtxnCbzYrvtmI3VmHYbZY8MO2DDz3yBSEBPnMDzS3/f2f3+Lg0VwwgP49U3HnzUOVDklxJrMZr328EmUVlbBYGTMmjkFyh3ilw1LWW7OB6nMXti1m4FwF8NFzwKtfKBeXiuzYsaOtawJ1MJvNmh07drQ1GAxFnmrv3XffbTN16tSzGzdurHWUBQYG8vvvv5+TkJBgAoCBAwdWnj171q+6upoCAwOv+l/JXrsmysx7iWgubMlOC+BBZj7p9JFNRGRx2j7GzGOZuZiI/hfAeiLKB7AVwCYAq5i51n7sPwIAEd3klS/jIcaDv6PWZAYAWK2MoydOIT25s8JRKctqtWLPwSPnt3fsOSBJFMDJ02dRWlGJmlrb06v+vXufJNFDxkvL2AoYt3o/FpWqqKjwb0r9lVq2bFkuAGzcuDHUUZacnFybnJxcC9j+f8+cOfOaYcOGlfhCAgW8PDuXmd8HUAngP8y8zqXa9XTuWKf93gbQFsCjAPIAPAXgNyIKu5L2iWgaEWUQUUZBQUHTvowHtI2MgMY+CrdYrWgb6dEzK1cljUaD6IhwaDQErUaDuLbRSoekClGtL/xT9/fToWP7WAWjUYnImLrLYzt4Nw4VCw4Orm1KvSeVlZVpRo8e3TE7OztgxYoVOd5qt7kpMTXrGIAjDX7Kjoj+QERPMnM5M69l5v8FkAaAAdx4JQ0z82JmNjCzITpa+T/O0yeMQbekjohv1xZTx45ATJQkUQCYfd+dGNSnB4Ze2wvTJtyqdDiqENxKj8enTsTQfr0wYcRQXG9IVzok5U2bBwS6XP4IbAU89Lwy8ahQv379Tut0ujpnD+l0Omu/fv1OeyOOw4cP+/ft2zdFq9Vi69atB6OioiwN73V1uBpucSkA8CwRbWPmX+1l7QCEAdirXFhNFxYShGl3SpJwFRYSJKdw6xDXJgrjbxqsdBjqccsUoKbadg205CzQpj3w2FvAdVf029qn9e7du2j//v2tXScX6XQ6a3x8fFnv3r09dj30coqLizVDhw5Nnjhx4tm33norr7nb8zY1JVHXa6IAMIeZvyOi2wG8QkTtAVQDKAVwPzMf9HqUQgj1GD/d9jKbAJ2f0tGojkajwb333ntEyftE33jjjTZ5eXn+3377betvv/32/Kzdn3/++WBMTMxVPyKllnoLgcFg4IyMDKXDEEL4GCLaycwG13Kj0Zidnp5+VomYWhKj0RiVnp6e6K32ZLkKIYQQwk2SRIUQQgg3SRIVQggh3CRJVAghhHCTJFEhhBDCTZJEhRBCCDdJEhVCCCHcpKbFFoQQQniY1WrFgQMHQnfu3BldUVHhFxwcbOrTp09B165dy+Sh3E0nSVQIIXxUWVmZbsmSJUkVFRUBJpNJAwAFBQU4ceJE6I8//lhz//33HwoJCTErHefVTH6GCCGED7JarViyZElSSUlJoCOBOphMJk1JSUngkiVLkqzWOtenb1K748aNS3z++efbOsqWLVsWnpSUlJqSkpJ63XXXJWVmZgZ4tFEFSRIVQggfdODAgdCKiooAZqa66pmZysvLA7KyskLrqnfHrl27AgcMGJC0bt2682vkVlRU0PTp0zt8/fXXR7KysvaPHDmyZNasWdd4qk2lSRIVQggftHPnzmjXEagrk8mkycjI8NhzId999902U6dOPTtq1KhiR5nFYiEAKC4u1gJARUWFNiAgwGcWbZdrokII4YMqKioa9VibyspKjz3+ZtmyZbkAsHHjxvOj27CwMOubb76ZO2zYsJTw8HCzxWKhzZs3Z3mqTaXJSFQIIXxQcHCwqTGfCwoKatTn3LVjxw79G2+80e63337LPHPmzJ7HHnssb/z48Z08fS1WKZJEhRDCB/Xp06fAz8+v3kzl5+dnNRgMBc0Zx9q1a0MNBkNFWlpaDQA8/fTTZ37//Xf96dOnfeJMqCRRIYTwQV27di0LDg6uIaI6rz8SEYeEhNSkpKSUNWccBoPh3Pbt20OOHz+uA4AVK1aEx8XF1bRr184nbq3xiV8CQgghLqbRaHD//fcfWrJkSVJ5eXmA8yQjPz8/a0hISM3UqVMPNfeCC2PGjCnPzMzMHzx4cLKfnx+Hh4ebv/7669+btVEvImafmSR1RQwGA2dkZCgdhhDCxxDRTmY2uJYbjcbs9PT0s96Ox2q1IisrKzQjIyO6srLSLygoyGQwGApSUlJ8csUio9EYlZ6enuit9mQkKoQQPkyj0SA1NbUsNTW1WU/btlT1/gwhok1E9HQd5U8Q0RoiYiLaS0S7XV6JTp99gIi2E9F+IjpCRBuJ6Fqn+iVEdLKOY8QS0VQiKnUqMxLRMSJaRkSBLjHdRES7m94lQgghROM0NBJdCOBlAK+5lD8M4FEAYwAMZeY6T1EQ0SsArgcwgZlz7GU3AFhLRH2YOdf+0XeYeUEd+wPAFma+xaksEMCvAKYAWEREegBzAcwCcLKB7yOEEEJ4TEMnxFcDCCKiQY4CIhoMgABsrG9HImoLYDaAOx0JFACY+ScAjwMIcjPmSABhAIrs2zfbjzXFzeMJIYQQbqk3iTKzGcDHAB50Kp4GYCFfmJG0yeU07Gp7eX8AB5g5r47jLmfmA05Fj7kc4yGnukH2siwiKgDwDwALmPlL+7H+xcyPAbgqz/f/nnsSv+7aq3QYqmMym2Ey+8QMeI9a/cMWHM45oXQYqmIym3GmsLjhDwrRDBozsWgxgP1EFALAD7aR30yn+sudziUA56f+2vffYt8MBvAPZp5j367zdK7dFma+hYg0AJ4FcA+ALxsR96UBEU2D7UcA4uPj3TmEx7WJCIefTqt0GKrji7MGPaFLQnvEtolSOgxV0Wm10Af6zENBxFWmwSTKzKeIaCOAu2A7bfoVM5c24tjbAaQQUSQzFzJzOYCeAEBE8wFc0V8CZrYCeJGIBgBYAtv12CvCzIth+1EAg8Ggint7QoODEBrs7plt36WVJFqnbl06KB2C6hARQoJaKR2GqpWWluoyMzPDq6qqdHq93pyWllYSFhYmp3o8oLG3uHwIYD5s1yInN2YHe/J9D8CXRDTVMYmIiBIA/AHA/isPF4BtAlEmEd3GzGvcPIYQQvi88vJy3erVqxNyc3PDiIgtFgtptVr+6aef4uPj40vHjh2bIw/lbppG/dxn5p9hm9BTxsyuF/Bcr4nuJqJR9v3mAvgEwGdE9BsRHQXwNYDvATzjTsDMfATA6wDecb3NRQghhE15eblu0aJFXXNycsIsFguZzWYNM5PZbNZYLBbKyckJW7RoUdfy8nJZL6AJGn3OjJm7M/NglzKyl/d0eX3n9JmVzDyQmXsxc0dm7sPMbzLzOXv91MtdD2XmJc63tziVz7Mfq9qp7Gdm7tbY7yOEEL5s9erVCVVVVX5Wq7XOh3JbrVaqqqryW716dYKn2ly4cGFEcnJyakpKSmqvXr1Sfvnll4vOsy9fvjw8KCiol6faUwP5BSKEED6mtLRUl5ubG3a5BOpgtVopNzc3rLS0VNfUa6RGozFg3rx57TMyMg4kJCSYvvjii7CJEyd2ysvL2wsAe/fuDZg7d257X1tqVmZvCCGEj8nMzAy/3NNbXBERZ2Zmhje1zcDAQH7//fdzEhISTAAwcODAyrNnz/pVV1dTeXm5ZtKkSR1effXV401tR21kJCqEED6mqqpKZ7FY6h2FOlgsFqqurm7yfXbJycm1ycnJtYBt0fuZM2deM2zYsJLAwEC+6667Eh944IECg8FQ1dR21EZGokII4WP0er1Zq9U2aiSq1Wo5MDDQ4qm2y8rKNKNHj+6YnZ0dsGLFipzXXnstWqfT8ezZsws91YaaSBIVQggfk5aWVsLMjRqJMjOlpaWVeKLdw4cP+/ft2zdFq9Vi69atB6OioiwrV66MMhqNQSkpKamjRo3qUlNTo0lJSUnNzs7280SbSpPTuUII4WPCwsLM8fHxpTk5OfVOLtJoNBwfH1/qiYUXiouLNUOHDk2eOHHi2bfeeuv8cq979+49v8TrwYMH/Xv16pWWlZXl7joBqiMjUSGE8EFjx47N0ev1Jo1GU+dpXY1Gw3q93jR27Nicuuqv1BtvvNEmLy/P/9tvv22dkpKS6njl5+f79Lqm5GvTjRvLYDBwRkaG0mEIIXwMEe1kZoNrudFozE5PT6/zsZHN5XIrFjEz+eqKRUajMSo9PT3RW+3J6VwhhPBRISEh5smTJx9xrJ1bXV2tDQwMtHTr1q0kNDTUp5KnUiSJCiGEjwsLCzMPGDDAq6PglkKuiQohhBBukiQqhBBCuEmSqBBCCOEmuSYqhBAtQFVVlcYxsUiv11uVjsdXSBIVQggfZTabyWg0hm/btq1dUVFRoFarZYvFQhEREdX9+/fPS09PL9HpdC3zPkcPkSQqhBA+qLKyUrt06dKk4uLiQLPZrAFsSRUACgsL9evXr0/cvn179ZQpUw4FBQV5bO3clkauiQohhI8xm820dOnSpMLCQr0jgdbxGU1hYaF+6dKlSY7kKq6cJFEhhPAxRqMxvLi4OLAxD+UuLi4O3LNnT5OfJwoAr7zySnTnzp3TunTpkjZs2LBOJ0+e1AHAqlWrwpKSklITExO7jRw5smNRUZHP5B6f+SJCCCFstm3b1u5yI1BXZrNZs23btpimtrlly5ZWH374Ycz27duzDh8+nNmpU6eaJ598Mu7UqVO6mTNnJv7zn/88kp2dvS8xMbHm0Ucfbd/U9tRCkqgQQviQqqoqTVFRUeCV7FNYWKivqqpqUj4YNGjQuaNHj+6LjIy0nDt3jvLy8vwiIiLMa9asCe3Ro0dl9+7dawBg9uzZBWvWrImwWn1jgnC9nUZEm4jo6TrKnyCiNUTERLSXiHa7vBKdPvsAEW0nov1EdISINhLRtU71S4joZB3HiCWiqURU6lRmJKJjRLSMiALt+3e2H3O3vY0nPNc9QghxdamurtY29oHcDlqtlqurq5v8tJWAgABevnx5eFxcXI/t27eHTJ8+/ezx48f9Y2Njax2f6dixY21FRYW2pKTEJwZxDX2JhQAeqKP8YQAf2t8PZeaeLq9sACCiV+z7T2DmVGbuBOBVAGuJKN7peO/UcYxT9rotTmXpALoCSAUwxV6/BMAXzNwTQH8A04nohivpBKEuJ8+cxcuLluONTz5HUUmZ0uEIlSsuLceWnXtQca5K6VBUITAw0GKxWK5oopDFYqHAwECPzNC97777SoqLi41PPfXUqZEjRyZZrVYQXRqOTucbN4c0lERXAwgiokGOAiIaDIAAbKxvRyJqC2A2gDuZ+fzz6pj5JwCPAwhyM+ZIAGEAiuzbnwD4zH7sUgC/A0hw89hCBb747kfkFRTieN5prPnpV6XDESr30T/W4KsNP2PZmg1Kh6IKer3eGhERUX0l+0RGRlY1dQGGffv2BWzYsCHYsf3nP//5bF5enn9cXJwpPz/fz1F+7Ngx/9DQUEtoaKhPnM+tN4kysxnAxwAedCqeBmAhX3gQ6SaX07Cr7eX9ARxg5jy4YOblzHzAqegxl2M85FQ3yF6WRUQFAP4BYAEzf2k/1qfMfA4AiGgEgAEA1tf1fYhoGhFlEFFGQUFBfV9dKCgsJBhajQZarRZhIcEN7yBatKjwMDCANhEemWDqE/r375+n0+kalaR0Op21f//++U1t88SJE36TJ0/umJeXpwOAjz76KLJz585V48aNK929e3fw3r17AwDgvffei77xxhtLmtqeWjRmPL0YwH4iCgHgB+BmADOd6ocyc12P2CEA58/L2/ffYt8MBvAPZp5j336HmRdcpv0tzHwLEWkAPAvgHgBfXtIY0WQAbwO4o67EDQDMvNj+fWAwGGSVDpW655bhiG4dDj8/LYb3v+TZxkJc5MHxo1FYUoao1mFKh6Ia6enpJdu3b68uLCzU13ebi0aj4datW1f36NGjyUltxIgRFY8//nje9ddfn6zVarlt27a1a9as+T0uLs68cOHC7DvuuKOTyWSihISEmlWrVh1rantqQRcGlPV8iOhLAN/Ddgo2hZln2MsZQHRdSZSIYgEcApDAzIUudfMBRDHzH4loCYB9dSVRIpoKW1K8xalsPYBaZh5j3yYACwDcAeA2Zt7diO8Ng8HAGRkZjfmoEEI0GhHtZOZLfv0Zjcbs9PR0rz3Ts64Vi5zpdDpr69atfW7FIqPRGJWenp7orfYae2X3QwDzYbsWObkxOzDzKSJ6D8CXRDSVmXMBgIgSAPwBwP4rDxcAMAtAJhHdxsxrALwB4HoABmaWc7RCCAEgKCjIMm3atKw9e/aEb9u2LaawsFDvWDs3MjKyqn///vk9evSQtXObqFFJlJl/JqJIAEXMvNelehMRuf6KmcPM3zHzXCKaBOAzIgqCLQkXA1iFC7N7rwgzHyGi1wG8Q0Q7YZuklAtgo9MMsPeY+VN3ji+EEL5Cp9Nx7969i3v37l0sT3FpHo2eY8zM3esoa3AaNTOvBLCynvqp9dQtge0WFtfyeQDm2TebfG+TEEL4Or1eb5Xk6Xk+cbOrEEJcBSwNrWUrmsbev179oSBJVAghvOPXnJyc8JqaGr/GTOgUV8ZqtVJBQUEYgH3ebNc3lowQQgiVM5vND5eUlDxSXl4+lZkjIIMYT7MC2Gc2mx9q8JMeJElUCCG8oE+fPrUA3rO/hI+QX0JCCCGEmySJCiGEEG6SJCqEEEK4SZKoEEII372S3gAABgVJREFU4aZGrZ3ri+xPhMlp8IPeEQXAa2tqXkWkX+om/XIpNfVJAjNHKx2E8I4Wm0TVhIgy6lqwuqWTfqmb9MulpE+EUuR0rhBCCOEmSaJCCCGEmySJqsNipQNQKemXukm/XEr6RChCrokKIYQQbpKRqBBCCOEmSaJCCCGEmySJCiGEEG6SJCrEVYSIQomoFxEFKh2LkojIj4i09vcxRHQzEbVTOi7R8kgS9TIiWuL0fopL3Q6vB6QSRPRHp/dpLnULvR+ROhBRZyJaT0QriOhaAMcAfA3gEBH1UDg8RRDRTQDyASQR0TDYHsL8FwB7iehWRYMTLY4kUe9z/sP3Z5c6P28GojIPOL1f7lJ3nTcDUZmPAHwD4BSA9QDuYeYOAKYAeFfJwBT0JoBhzHwAwHwAI5m5H4CBAF5WMjDR8kgS9T66zHsAaMn3G9XXLy1ZFDN/CGAOgGpm3gAAzLwJQLiikSnHwsy77e/9mPm/AMDMWZB/O8LLJIkqqyUnTVd8mfctHhG1Y2YzgFucyjqi5f7/PUlE0+zvtxLRLQBARKOgnkXoRQuhUzqAFkgShLgSL8N2ra8tM+8Ezl8TXAXgQUUjU85MAN8Q0VzYnsQ0m4iKAVQDuFnRyESLIysWeRkRlQD4xb55vdN7AjCQmVsrEpjCiOgEgLftm487vQeAx5j5Gu9HpQ72BHraabsdgEBmPqZgWIojonQASbDNJTgF4N/MXKtsVKKlkSTqZa4zcl0x81JvxaImRPRpffXMfL+3YlEbIpoJIAXAJmZerXQ8aiB9ItRCkqiKEFEqM+9XOg6hHkT0Nmyzk7cAuBXAYmZuqbNyAUifCHWRJOplRJQI23WuQgBPM/M5IgoG8CKAWcwcoGB4iiKiWADPwHarAgP4N4DXmPmEooEpiIj2AujFzGZ7/6xh5r5Kx6Uk6ROhJi11dp+S/g+2BBoL4Bki6gdgP4CbAIxQMjAlEdE1AHYAsAB4Dhfu99tBRAmKBaY8k31mLpj5FAB/heNRA+kToRoyO9f7rmHmG4hID2AngGkA3gGwwPGHoYV6CcAzzOy80MI/iWinve4+ZcJSHYvSAaiQ9IlQjCRR76sAAGauIqIIAPcx8/cKx6QGvZn5kklXzPwpET2tREAqoSeiXriwiMBF28y8S7HIlCN9IlRDkqiyzkgCPa++lWZqvBaF+uhhWyvXmWObAXT0bjiqIH0iVEOSqPc5z+RqyadvXZmJKNZ+jes8+8SRFptEmTlR6RjURvpEqIkkUe9LJ6Iy+/tWTu8JADNzqEJxKe0jAJ8S0Z3MXAYARNQGtsXoW+xTXADAPnv7HgDdAZwDsAfAly15YQHpE6EWcouLl9lnmobCNhv3PwAuun2DmXOUiEsNiGgBgOmwzVb2A9AFwF+Zea6igSmIiDoD+AnAAQBG2M5k9AXQAcCQlvjvRfpEqIkkUS8jovsBLADwO4BOsD3aSq6L2hFRHIBr7Zv/cT2929IQ0UoA65h5hUv5gwBuZOa7lIlMOdInQk0kiXoZEf0GYDQznyKi/gBeZuYblI5LaUQUz8y5l6kbwczrvR2TGhDRXmbufpm635i5l7djUpr0iVATWWxBAY7RFTNvAxCtcDhq8S/HGyL6p0vdK16ORU3qm3zWUn8BS58I1ZAk6n2u/8llhq6N8y0urrcotOQHLUtSuJT0iVANmZ2rPPmDYFPfQ7lbch+1J6K/XqYuzquRqIf0iVANSaLe18Ppthbgwm0uLf0Wl5Y82qzPh/XUtdRbf6RPhGpIEvW+TkoHoFIaImoNWzLVOr0HAK1yYSmLmV9QOga1kT4RaiKzc4UqEJEVttO2dY1ImZlbZCIlom9Qz+lsZh7jxXBUQfpEqImMRIUqMLNMcqvbV07vXwTwvFKBqIj0iVANGYkKcZWQeyAvJX0ilCa//oW4esgv3ktJnwhFSRIVQggh3CTXRIVQMfuD2x1cZy2DmYu8H5WypE+Emsg1USFUTGYtX0r6RKiJJFEhhBDCTXJNVAghhHCTJFEhhBDCTZJEhRBCCDdJEhVCCCHcJElUCCGEcNP/B7RvCC7zt7QGAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "results = activities\n", "results = results[['data:treated_to_untreated:pre-treatment', \n", " 'data:treated_to_untreated:EOE(drug washout)', \n", " 'data:treated_to_untreated:HDP3(3hrs post treatment)',\n", " 'data:treated_to_untreated:HDP6(6hrs post treatment)']]\n", "results = results.sort_values('data:treated_to_untreated:pre-treatment', ascending=True)\n", "\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 = (5, 15))\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " figsize = (5,15), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)',\n", " x_label_dict=x_label_dict,\n", " kinase_dict=kinase_dict)\n", "dots.drop_kinases_with_no_significance()\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.cluster(orientation = 'left', ax = axes[2,0], method='ward')\n", "#dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "\n", "dots.dotplot(axes)\n", "plt.savefig(odir+'BCR-ABL_SigKinases.pdf', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }