{ "metadata": { "name": "", "signature": "sha256:052658f1b7f61b89bbd1d19a6ff04699b7a7b1ee974f94c3337d4c2c5c4fa7b3" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Pan-Cancer Cohort Followup of HNSCC subtypes

\n", "\n", "* Here we are probing all of the TCGA data that we can get our hands on to support our findings from the HNSCC cohort.\n", "* We do our best to indentify and remove confounders that we expect to impact prognosis independent of the patients' genomic state.\n", "* Due to the fact that the barcodes are unique to each patient, we take the strategy of just getting all of the data into big Series or DataFrames, and then using the __codes__ vector to track the tumor type. " ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Setup" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Initialization" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "cd ../src" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/cellar/users/agross/TCGA_Code/TCGA/src\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "from Processing.Imports import *\n", "from Figures.Helpers import *\n", "from Figures.Survival import *\n", "import Data.Firehose as FH" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Read in all of the data for each cancer" ] }, { "cell_type": "code", "collapsed": false, "input": [ "params = pd.read_table('../global_params.txt', header=None, squeeze=True, \n", " index_col=0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "run_path = '{}/Firehose__{}/'.format(params.ix['OUT_PATH'], params.ix['RUN_DATE'])\n", "run = get_run(run_path, 'Run_' + params.ix['VERSION'])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "cancers = {c: run.load_cancer(c) for c in run.cancers}" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Update to most recent clinical data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from Data.ProcessClinicalDataPortal import update_clinical_object\n", "\n", "clinical = {c: cancer.load_clinical() for c, cancer in cancers.iteritems()}\n", "for cancer,clin in clinical.iteritems():\n", " try:\n", " path = params['OUT_PATH'] + '/Followup/' + cancer + '/'\n", " clinical[cancer] = update_clinical_object(clin, path)\n", " except:\n", " print cancer\n", " do_nothing = True" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "Data/ProcessClinicalDataPortal.py:37: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n", " f['vitalstatus'] = (f['daystodeath'].isnull() == True)\n" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Format combined survival objects" ] }, { "cell_type": "code", "collapsed": false, "input": [ "surv = pd.DataFrame({c: v.survival.survival for c,v in clinical.iteritems()})\n", "surv = surv.stack()\n", "\n", "codes = pd.Series({s[0]: s[1] for s in surv[:,'days'].index})\n", "codes = codes.groupby(level=0).first()\n", "codes.name = 'cancer'\n", "\n", "surv.index = surv.index.droplevel(2)\n", "surv = surv.groupby(level=[0,1]).first()\n", "surv = surv.ix[ti(surv[:,'days'] >= 7)]\n", "\n", "surv_5y = pd.DataFrame({c: v.survival.survival_5y for c,v in clinical.iteritems()})\n", "surv_5y = surv_5y.stack()\n", "surv_5y.index = surv_5y.index.droplevel(2)\n", "surv_5y = surv_5y.groupby(level=[0,1]).first()\n", "\n", "#bad = ((surv_5y.unstack()['days'] < 8) * (surv_5y.unstack()['event'] == 1)) == False\n", "#surv_5y = surv_5y.unstack().ix[bad].stack()\n", "surv_5y = surv_5y.ix[ti(surv[:,'days'] >= 7)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "for c in clinical.values():\n", " c = c.artificially_censor(10)\n", "surv_10y = pd.DataFrame({c: v.survival.survival_10y for c,v in clinical.iteritems()})\n", "surv_10y = surv_10y.stack()\n", "surv_10y.index = surv_10y.index.droplevel(2)\n", "surv_10y = surv_10y.groupby(level=[0,1]).first()\n", "surv_10y = surv_10y.ix[ti(surv[:,'days'] >= 7)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "for c in clinical.values():\n", " c = c.artificially_censor(3)\n", "surv_3y = pd.DataFrame({c: v.survival.survival_3y for c,v in clinical.iteritems()})\n", "surv_3y = surv_3y.stack()\n", "surv_3y.index = surv_3y.index.droplevel(2)\n", "surv_3y = surv_3y.groupby(level=[0,1]).first()\n", "surv_3y = surv_3y.ix[ti(surv[:,'days'] >= 7)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Read in most recent mutation data from latest MAFs " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* These are processed in __get_all_MAFs.ipynb__" ] }, { "cell_type": "code", "collapsed": false, "input": [ "all_mut = pd.read_csv(params['OUT_PATH'] + '/MAFs/mega_maf.csv', index_col=0)\n", "all_mut = all_mut[all_mut.Tumor_Sample_Barcode.apply(lambda s: s[13:16]) == '01A']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "all_mut.Variant_Classification.value_counts()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "Missense_Mutation 727728\n", "Silent 287897\n", "Nonsense_Mutation 56861\n", "Frame_Shift_Del 47950\n", "Splice_Site 32484\n", "Frame_Shift_Ins 28901\n", "RNA 26502\n", "In_Frame_Del 11978\n", "IGR 3229\n", "In_Frame_Ins 2288\n", "Nonstop_Mutation 854\n", "5'Flank 707\n", "Translation_Start_Site 513\n", "3'UTR 216\n", "Intron 166\n", "5'UTR 31\n", "Indel 9\n", "De_novo_Start_InFrame 1\n", "De_novo_Start_OutOfFrame 1\n", "dtype: int64" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": true, "input": [ "all_mut = pd.read_csv(params['OUT_PATH'] + '/MAFs/mega_maf.csv', index_col=0)\n", "all_mut = all_mut[all_mut.Tumor_Sample_Barcode.apply(lambda s: s[13:16]) == '01A']\n", "\n", "non_coding = ['Silent','RNA','IGR',\"5'Flank\", \"3'UTR\",'Intron',\"5'UTR\"]\n", "all_mut = all_mut[all_mut.Variant_Classification.isin(non_coding)==False]\n", "all_mut.Tumor_Sample_Barcode = all_mut.Tumor_Sample_Barcode.map(lambda s: s[:12])\n", "all_mut = all_mut.groupby(['Tumor_Sample_Barcode', 'Hugo_Symbol']).size()\n", "all_mut = all_mut.unstack().T.fillna(0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/core/generic.py:1642: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n", " self[name] = value\n" ] } ], "prompt_number": 13 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Process mutation data into one big matrix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We rely on the __codes__ variable to map patients to cancer types \n", "* We have a little more confidence in data processed through Firehose, therefore we use this data first and fill in mutation profiles from the Data Portal MAFs only when this data is missing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "mut = {c: cancer.load_data('Mutation') for c, cancer in cancers.iteritems() \n", " if run.sample_matrix.MAF.ix[c] > 0}\n", "hit_mat = pd.concat([m.df.unstack() for c,m in mut.iteritems()], axis=1).fillna(0)\n", "hit_mat = hit_mat.groupby(axis=1, level=0).first()\n", "hit_mat = pd.concat([hit_mat, all_mut], axis=1)\n", "hit_mat = hit_mat.groupby(axis=1, level=0).sum() > 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Read in copy number gene by patient matricies " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Different cancers have different significant copy-number breakpoints \n", "* For this analysis we just use the gene by patient matrix and estimate the region level values" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cn_all = {}\n", "for c in codes.unique():\n", " try:\n", " cn_all[c] = FH.get_gistic_gene_matrix(run.data_path, c)\n", " except:\n", " print c\n", "cn_all = pd.concat(cn_all.values(), axis=1)\n", "cn_all = cn_all.groupby(axis=1, level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Find and Remove Confounders in Pan-Cancer Data-set" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Tissue Type " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We want to use as much data as possible, but some tissues are outliers in their patient prognosis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "non_embargo = ['AML','BRCA','KIRC','COAD','READ','COADREAD','SKCM','GBM',\n", " 'HNSC','LUAD','LUSC','OV','STAD','THCA','UCEC']\n", "#codes = codes[codes.isin(non_embargo)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Five year survival curves for all tissue types" ] }, { "cell_type": "code", "collapsed": false, "input": [ "c2 = codes[codes.isin(ti(codes.value_counts() > 30))]\n", "survival_and_stats(c2, surv_10y, upper_lim=10, figsize=(10,12))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0HHg9IS3aExzXBoDutz3q6duQjV9sZcWUnjiMtSTf01Z4MAlHVTlOSzm2siIq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uHdu3do166dQv3z58/h6OhY1LcEAPjXv/4l/dvBwQHz5s3DsmXLMGfOHKkuOjq6WNcgouLZ\nsud3hQAaAARnD4z7cSuq/SkHAIzrXBvjujgpnbv1dAS2hio/U8H2bK8L7al0yy2AFjMzkJGajLR3\nucdUxcWYpeg0FkS7urpi6tSpuHfvHurXry/VX7p0CZMnT8bQoUML7KNly5aYN2+elOGwWbNmWLJk\nibTEwtXVFUeOHMHw4cMVzps9ezY6d+6sFESrmrEwPxs2bMAnn3yC6tWrA8jKWJgzTWVmZmaufwJj\nxkKikpMu5v5n6P9n77yjorq6PvwMHaQriC0YG2IXlaAEMTGKYm+IHQsK9ijqp7FgjCWiMbFhbBEj\nggWNDRUbKnk1auwFO4pdwQiCUuf7g3DjOENRgaGcZ62zlnNmn3M31xnYs2ef/ZNp5CzoJBAUFoRi\noQAgLSmRZ2f3EnPlaL7sb29vny/7vo+uri79+/cvkGsVFPkWRNeqVYu+ffvSo0cPAgMDqV27Nhcv\nXqRv377MmjULbW3tHPdwdXVl2rRpVK5cmfr16/P8+XMWLlwoBdHTp0/HwcGBuXPnMnLkSDQ0NJg/\nfz6RkZFs2rRJab9MxcIP5d1yj7/++ouIiAj8/f159eoV8+fPx9PTU3r+2bNnKstYipICj0BQ1NGS\nqS7RkqenFbAnAsHHIxQLSx6qyjm09I0o17RbvpVzFGQmurjFQvkqtpKamsqsWbMICAjg8ePHVKtW\njXHjxjF48GAAAgICGDRokFJ22MLCgkePHpGens6MGTNYv349T58+xcLCgs6dOzN//nypjvr06dNM\nmTKF//3vf+jq6tKqVSt++uknlbXShw4dYs6cORw6dEhhPiAggE2bNhEaGqq05quvvsLb2xs3t4yv\nhl+9eoWHhwcHDhzAwMCAwYMHM2fOHCn7bGVlxcWLF7G0tJT2EGIrAkHBoqomOv3cJmaO6itqogVF\nloIWWxE10QWPOmqiCzI+8fX1LZSB9Me+t0qUYmFycjI1a9bk3LlzmJiY5Pn+V65cwcvLS6m9ngii\nBYKCZ++Bw6wJ+oPkdNDRgMG9OosAWlCkEUF0ySWr4PpTKeggurAeLBRBdC7x8/NDX1+fkSNH5vne\n48ePx8nJSakzhwiiBQKBurh16xY3b97M0U5DQ4MWLVqgq6tbAF4JPoaCDqIFxZ+CbnFXWClyQXRU\nVBS2tra8efNG5fOvX79m+vTpbNq0iVevXlGrVi3Gjh1L7969Few2bdrEvHnzuH79OpaWlnTt2hVf\nX18FVcJ3SU5OpnLlypw8eZLPPvuMBQsW8Msvv5CQkECHDh1YunQpRkZG3L59myFDhnDy5EmsrKwY\nPnw4EyZMAOD27dsMHTqU06dPU7NmTVatWoW1tTU2NjbcunULIyMjhWuKIFogEKgL1xYteHT+PKV1\ndLK1Ox8fz8Y//sDFxaWAPBN8KAUdRIu/WwVPYc3UFnc+9vWer7LfH0taWhpt27blwYMHRERE8OrV\nK/z8/Jg6dSrLli2T7FauXMnEiROZP38+//zzD0ePHuXFixe4uLiQnp6ucu/Tp0/TqlUrPvvsM3bu\n3MnSpUv5888/uXPnDnFxcXz33XcAjBgxgubNmxMXF8e+fftYtGgRJ06cID09nY4dO9KmTRtiY2MZ\nNmwY3bt3x9TUlF9++UUoFgoEgkJFekoK4zW1Wa+tm+1oYGSU5e9NgUAgECiTb905PoWgoCBiYmI4\nevSodOjQ2dmZdevWSV03EhISmDRpErt378bR0REAa2tr1qxZg4eHBzdv3sTGxkZp7wULFjBq1CgA\n9u3bx9ChQ6V2daNGjZL6QGtoaJCUlIRcLic9PZ309HQMDQ05evQo2traUlZ64MCB1KpVC4AuXbow\nZcoUJk+ejKGhYT7eIYFAoIrw0FBC/f3RTE4mTUcHV29vWri6qtstgSBLCvNrVpR0FH/MjIyIjYvL\nk71KYha9UAbRR44coXv37kpdO5o3b07z5s0BOHv2LIaGhlIAnYm2tjaBgYEq901MTOTQoUNs3rwZ\ngLFjx2Jqaio9f/HiRcqWLQvA4sWLadSoEfPnzwegf//+1K1bl7lz51K1alVatWrFqVOnaNiwIf7+\n/kBGD8RGjRqxb98+unfvngd3QiAQ5Jbw0FB2TPo/fGL/q+9bMOn/AApNUCIQvEthf80+KF9R3S4I\nsuGn+DjGGakuXc0tFR89yCNvSmYQXSjLOe7fv0+lSpWkx127dkVfXx99fX20tbV59uwZ9+7dU7DZ\nvn27ZKOrq4ufn5/Svn///Teff/651KO6Ro0aWFpakpaWxsKFC5k+fbpUztGvXz+GDBlCfHw8f/31\nF7t27eLo0aPExMSwa9cuxowZw5MnT3B1daVTp05SLY2dnR0RERH5eXsEAoEKQv39FYIRAJ/Yl/zR\n052HFSrxsEIl4hb+pHJt3MKfJJt3R3G1V4U8Lo7EbduKhP/FxX57T3eVr9m9K1aoXCco/pxISsqV\nnVwuJ00uJ+UTB0BKSkqejJJIocxE6+np8fz5c+nxtn9/scfExGBhYSHZvCv53aVLF+mQYocOHVQW\niD9+/JgyZcoozF25coW+ffuioaHB4cOHady4Mc+fP+fUqVMcOXIEPT09mjRpQq9evdi9ezdGRkZ8\n+eWXtG/fHoAJEyYwd+5crl69Su3atSlTpgxnz55VurZQLBQI8hfN5GTV8+IraUEhRSuL16bGv4GU\nUCwUZMXL9HSWvI5n2ev4T97LwMDgk/eoUaNGrpSoixuFMoh2dnZm06ZNTJkyRWH+f//7n/TvZs2a\nERUVxZUrV6hdu7Y0n5yczN9//42Tk5PSvu/Lft++fZsWLVowefJkvv32W6n+Ky0tDblcTkpKCnp6\nekBGjbSxsTGVKlVS+MSVnp5OSkqK1A0kq4M5hbG5uEBQnEjLovtEmugwICikpGbx2kz/t82gUCws\neTTNZYtJc01NxhoZ50k5R15lkUtinKPWFnc1a9bk+vXrClnjsmXLkp6eTtOmTXFwcGD27NmYm5sT\nHh7O8OHDefDgAXfv3sXS0pLvv/+eDRs2EBwcTIMGDXj48CFjxozh+PHjTJgwgYkTJypcMyIigjFj\nxvD3338DMHjwYKysrJg9e7aSfw4ODtjb2zN79mwePnzIN998w969e6lYsSLVqlVj5cqVtG3blkWL\nFrFt2zZpz1mzZhETE8PPP/8s7SVaBQkE+Y+q+lI/c1M6//hjoagvVRdtHB3pE3mDr/9NCGRF/5Qk\nfAICaNu2bQF5JvjQ12xBt7gTNdGFm7yqic6r11RhVSPMDR/73lJrJjo5OZnPP/9cYW7r1q107dqV\nsLAwxo8fj62tLW/fvsXBwYHAwEB8fHwk2+nTp2NoaIi7uzvR0dFUrFiRUaNG0b59e4VSj0zs7Oy4\nc+cOKSkpaGtrc+bMGa5cuSIdHgT4/PPPuXHjBlu3bmXo0KFYWlpiaWnJggULqFu3LgB//PEHXl5e\n9OnTB3t7e7Zu3Sqtv3TpkjhUKBCogcygY/GKFWgkJZGuq0tnL68SHUALCjfiNSt4nxNJSbnORjfV\nKVzCSCWxTLXEKRZ2794dT0/PfBEUSEtLw9bWljNnziiIvYhMtEBQ+EhMTOTVq1c52mlqamJpaVkA\nHuUPbRwdqXPpMvW1sxdbWZiWwtygIJGJLsQIxUJBXpOXLe6KMoVKbCU9PZ0ff/yRGjVqYGBggK2t\nLXPmzCE1NVWyefr0KcOGDcPa2hojIyMaNGjAypUrlfaKi4tDX1+fXr16KcyHh4ejoaGBtrY22tra\n6Ovr4+TkxJkzZ7L1TV9fnx9//BHIEGspX748JiYmdOvWTWX2um/fvnh7e0uP7969i6OjI6VKleLL\nL78kKioKgAEDBrBu3TpcXV2zVEsUCASFhw6ubahZrQp1a9bIdlSsUJ7Tp0+r292PpnXHjlyuW4fA\nmjWyHeUbNKB69erqdldQiJDL5WIU8yEC6E8jX8o5JkyYwI4dO1izZg3NmjXj/v37DBo0iIcPH7Js\n2TISEhL46quvqFatGhEREVSoUIEDBw4wcOBAHj58qHB4YuvWrdSpU4fdu3eTmJiocIrUxsaGa9eu\nAfDixQt++uknWrZsyc2bN1Vmju7evcvjx4+xtrZmz549TJkyhbCwMKpXr46npyeTJ09m1apVkv2u\nXbvYvHkzQ4YMkeb69u1Lq1at2LdvHz/++CP9+vXj+PHjeHt706NHDy5cuJAft1QgEOQxia/jGfOF\nJbYW2Z9Mn/vXS6nzT1Fk3KRJjJs0Sd1uCAQCQbEjzzPRd+7cYenSpQQHB+Ps7Iy2tjZVq1ZlzZo1\nXL16ldTUVJYtW0ZKSgrbt2+nUqVKaGho4OLiwoYNG5g3bx6PHj2S9gsMDGTatGnY2Niwa9euLK9b\npkwZ5syZQ7169ViwYIFKm8WLF9O7d29+++03bty4Qbdu3bCzs8PIyIj+/ftz7tw5yfaff/5hypQp\nDB48WErxR0dHc/nyZaZOnYqRkRHTpk3j/PnzPHr0CAcHB8zMzIgTn+oEgjzh0P5QhvfqxHA3V4b3\n6sSh/aHqdkkgKFHIZDIxitEwMzFR90uq2JHnmeiwsDDKlStH48aNFearVavGkSNHAAgNDcXd3R1N\nTU0Fm6+//hoLCwsOHDjAgAEDePDgAVeuXKFdu3bcuHGDoKAgevbsme31XVxc2LFjh8rnQkJCGDNm\nDJChVphJYmIiQUFBNG3aVJobN24c3377LdHR0Tx58gSA8+fPU7NmTbS0Mm6brq4utra2nD9/nvLl\ny+Pi4sLWrVsVDj8KBIIP59D+UNbNm4qr5RuQAemwbt5UAFq6iENXAkFBsNGtprpdKHFcfZZILUvV\n345l91xu6L058qPXqqIkKhS+T54H0TExMZQvXz5bm8ePH1OxourWORUrVpSC1o0bN0rBdo8ePZg2\nbRpxcXHZ1hxbWFgQH6/cfDw6OppXr15RuXJl4L9DE/7+/owcORJ9fX32798PZHwQyCxBmTlzpmSr\n6trGxsbS4SQ7Ozs2bdokgmiB4BMJWfdrRgD9Dq6Wb1j2bX+e1c0QXKrTfQR1e4xUWntpy1Iub12m\nNJ+V/YfyofsLe2GfH/aC4kl2QfK1558WROc1IojOhyDa3Nxc5QE9yAiKO3bsSPny5YmOjlZp8+DB\nA8qVKwfAhg0biIyM5NdffwUyWuKFhIQwcODALK//9OlTlUG8KrVCAG9vbwYPHszy5cvp3Lkzd+7c\nYfTo0ezZswf472AFZATM75drxMXFYfLvVyRlypTh4cOHKv0SioUCwQeQlpKRgX4PDQ3RMUBQcggP\nD2fzllCeXVX9N1VQcjj9IJ6d12LYeyP2k/YxNTXNE3/q1avH119/nSd7FWXyPIh2dnZm5MiRREZG\nUrPmf18FnTp1iuHDh9OjRw9cXV1ZuXIlM2fOVCjpOHz4MM+fP6dVq1ZcvHiRmJgYLl++LD0fHBxM\ncHBwtkF0aGgoLVu2VJp/X61w5syZ2Nra4ubmho6ODl5eXowfP55z585x584d6tSpAyB1FDlz5gzb\nt28nMjJS6jOdlJTEtWvXaNCgAZC1WiGUTCUfgeCj0dQGFW+n9HTRKlJQcmjRogWln1/m8ta7AIRc\nEcF0cSerko2G5QxpU8OMjjVLf/Tenn/clDqKfSqamposXLgwT/YqyuRLn+gBAwZw9uxZAgMDqV27\nNhcvXqRnz56MGjWKUaNGkZiYSJMmTahRowZLly7FysqKI0eO4OHhwZAhQ/D19WXixIm8fv2a5cuX\nS/tGRUVRvXp1Hj16xJUrV/D29pa6c8TGxrJgwQJWr17NpUuXKFu2rIJP0dHRNGjQgJiYGCCjjGPl\nypVs376dsmXLMn/+fHbu3CkpD2Yyc+ZMnj59Kvnh6OjIN998w/jx45k/fz7h4eFEREQA8Pvvv7N1\n61almmzRJ1og+DAUaqL/Zc8zPQb+3+w8q4lu2rghrYxjc9WdY+n6zTRv3jxPrisQfCwF3Sda1EQX\nPNnVPYdceUG32srfqOeW3psj8/T1U5QVCt+nUCkWrlmzhlmzZtGxY0ceP35MtWrVmDRpEoMHDwbA\nwMCAI0eOMH36dJo1a0ZMTAzVq1dnxowZeHp6kp6eTnBwMKtXr1bYt3Llytja2rJ161Zq1arF9evX\n0dbWBkBHRwcHBweOHDmiFEADVKpUiVKlShEdHU2lSpXw9PTk1q1bNGnShLS0NBwdHQkJCcnxZ/v9\n99/p27cvfn5+NGzYkA0bNkjPXbp0CUdHx0+5dQKBgP8OD4YErILUJNDSZeD/eYpDhQKBoFhTmGqe\nBTlTohQLfXx8qF69OsOGDcuX/R0cHNiwYQPVqlVTmBeZaIGg8NG0cUOa6j6nWmn9bO2WnP2HXzeG\niEy0QO0IxULBp2BqbMzLXKi05pbidLCwUCkWZkVUVBT6+op/sIKDgylVqpTUGUNDQ4Nnz54BGZnn\nTEVCbW1tDA0NadGiBVevXpXWx8bG4uXlRbly5TAyMsLe3p6tW7eqvP7YsWP5/fff6dOnD9HR0SQl\nJaGrq4u+vr401q9fD8Dbt2/p27cvRkZGVK9enbCwMGmf27dv07JlS4yNjbG3t+fChQtcunSJqKgo\nlVlwgUBQ+KhRsxYbIhPw/fNFtuOflIyuP5+KvX09rKzMchzVqn1GUlJSHvyEAsGnoW41vZI4jhw5\nkm9752UADRSbAPpTyJdyjtyyY8cOPD092bp1Ky4uLkrPy2Qy/vzzT+zt7YGMwHbkyJG4ublx+fJl\n0tPTadOmDebm5oSHh1O9enX+/PNP3N3dSU9Px83NTWG/ihUrUq1aNR4/fkylSpW4fv06zZo1k/pX\nv8usWbOIjY3l/v37RERE0KtXL27fvo2xsTEdO3bEw8OD/fv3ExAQQPfu3XF2dmbSpEnMmzeP2bNn\n588NEwgEeUbAhsACvd61azc5d64qhoaa2dpVrRpJcnIyurq6BeSZQCAQCD4GtQXR+/fvp1+/fgQH\nB9O2bdtcrdHT06NTp05s3LgRyGiBFx0dTXh4uCQH7uTkxKJFi4iIiFAKogFevXrFpH8lcO/cuUPV\nqlVVXmvz5s1s2GV2o/IAACAASURBVLABMzMzOnToQMOGDdmzZw/ly5dHW1ubCRMmADBw4EBq1apF\n06ZNSUpKwtbWlsmTJ2NoaPjB90QgEBRvypbVxsgo+yBatPETFBZESUfxwczMmNjYvM1EC9QURB87\ndowuXbqwePFi2rVrl63tuzUqr1+/Jjg4WGphFxoaiouLixRAZ+Lm5qYygE5MTOTQoUNs3rwZyAii\nz58/T5UqVXj79i39+vVj7ty5JCQkcPv2berXry+ttbOz4/z580RHR1O1alVatWrFqVOnaNiwIf7+\n/kCGgmGjRo3Yt28f3bt3/7ibIxAI1MaxY3sJC1uFllYKqanatG7tSfPmufuQLxAUN+TyRup2QZAD\n4eHxtGhhlKOdTPZ3jjYZ+xWfOueCoEBroiFDMKVLly7UqVOH4ODgbG3lcjnOzs5SvbKxsTF//PEH\nfn5+QEY9dIUKFXJ97b///pvPP/9c6uiRnJxM/fr1+euvv4iIiODgwYP4+fkRFxeHpqYmenp60tpM\nZcKYmBh27drFmDFjePLkCa6urnTq1EkK9u3s7KSWdwKBoOhw7Nhe9u+fzg8/3MfX9zE//HCf/fun\nc+zYXnW7JhAISgjh4cqKy3lpn/N+4Xm6X3FHLZnoVatW0bx5c2rXrs3ixYsZPXq0SjuZTMaxY8ek\nmuhXr15J2eKAgADMzc15/vy50roXL15w/PhxunTpojD/vmrht99+K/3bwsKCyZMnM2/ePEaMGEFa\nWhpv376VAulMZUJDQ0O+/PJL2rdvD8CECROYO3cuV69epXbt2pQpU4azZ89+2g0SCAQFTljYKmbP\nVjydPXu2nGnTBtG8eeaH9aH/jvdZ+e94n6zsP5QP3V/YF297gSCDoKBYAgNzp2JYvXr1bJ+vUaMG\nTZo0yQu3SgwFHkTr6OjQtWtXAJYuXYqHhwcuLi7Y2NjkuNbExISePXuyZs0aIEMdcc6cOaSlpSko\nH65du5YjR44oBdHvqxYuX76c9u3b89lnnwEZ6oSGhoYYGhpSpUoVzp8/j4ODA5CRxR48eDDJycmk\npKRIe6Snp5OSkoKxsbH0WBVC9lsgKNxoaaWonNfUFHWhAvUQHn6d8HBfdbshKEByU5rxLq6uJgwf\nnnP3oBo1rhAaGpqtjY6ODr/99tsHXb+ko9buHD169GDz5s3079+f//3vfwqBcFbo6OhIpRMeHh4s\nXrwYd3d3Fi9ejIWFBTt27GDOnDkcOnRIaW25cuWIjf3vE1tmGYe/vz+vXr1i/vz5eHp6AtCzZ09m\nzpxJYGAgERERnDt3jrZt2yKXyxk/fjwhISG0bduWRYsWYWNjQ6VKlQB49uyZyhKT4qLqIxAUV1JT\ntVXOp6WJHu8C9dCihQ0tWvyXiZ45c6YavREURkxMNKleXS9nQ3LORAs+nAIPot8/7bt8+XJq167N\nnDlzmDZtWo6ngStUqMCtW7d4+vQpZcuWJTw8nIkTJ1K3bl0SExOxt7dnz549NGqkfCDCzs6OO3fu\nkJKSgra2NosXL8bDw4MKFSpgYGDA4MGD8fLyAmDatGkMHjyYzz77jHLlyrFx40bMzMwA+OOPP/Dy\n8qJPnz5KfakvXbokDhUKBEWQ1q09+e676QolHVOmyGjTZi2Q0+HC/P7a/UP3F/bF215QXMntQUFB\n4aBEKRYCdO/eHU9PT5V9qT+VtLQ0bG1tOXPmjFTeAUKxUCAoKhw7tpcDB1ajqZlMWpoOrVoNybPu\nHEZG+jx6VDPHFndGRpd59Og5RkbiD6lAEaFYKPhYctvirqR25yhUioVRUVF06tSJ0qVLY2xsTOvW\nrbl48aL0XE6qhW/fvmXSpElYW1tTqlQp6tWrx4oVKyR7Dw8PNDQ0OH/+vMI+ly5dQkNDg4EDB2bp\nm76+Pj/++CMAK1eupHz58piYmNCtWzdevHihYHv69GmlHtZnzpyhadOmGBgYYG9vz8mTJwEYMGAA\n69atw9XVVSGAFggERYfmzdsya1YIvr67mDUrJE/b2+nr61O16k2srK5nO5KS0tDSUmulXb4zoHcP\n2rRwyHH07Nohy3MmgvxH3ep9YuTdyG2P6JIYQH8K+fKb2s3NjY4dOxIUFERqaio///wzLi4u3L9/\nX8lWlWphpiz39u3bqV+/PleuXKFXr17Ex8dLIicmJiaEhITQoEEDaa+QkBBMTEyy/AR99+5dHj9+\njLW1NXv27GHKlCmEhYVRvXp1PD09mTx5MqtWrQLg+fPnTJ8+XWGvpKQkOnTowPz583F3d2fTpk10\n7tyZqKgovL296dGjBxcuXMiz+ygQCIoPt25FkZiYmKOdnp6eUqKhuBG8dTtbuqWhk8MxmA7BGqSk\npAj1RoFAUCjJ8yA6ISGBM2fOcOjQIUkEZfr06Vy8eJFHjx4p2KpSLTx27Bh79+7lxo0bVKxYEUDK\nRC9evBjISLu3a9eOkJAQZs2aJe0XEhJC+/bts0zJL168mN69ezNo0CAWLVpEt27dsLOzA6B///5M\nnz4dyFAr7NOnD3K5nNatW0vrz58/j5GREf369QOgb9++TJkyhcjISBwcHDAzMyMuLg5zc/NPvo8C\ngaB4YWxsLL6legeXqqCbw18god6oXkRJR/HAzMSI2H/i1O1GsSTPg+hSpUphY2PDoEGD6NOnDw4O\nDlhZWUmH76KiooCsVQtDQ0Oxt7eXAuhMnJyccHJykh7XrVuX06dPc+3aNWxtbbl58yYpKSnUqVOH\nyMhIlb6FhIQwZswYAMaOHSvNJyYmEhQURNOmTYH/FA8DAgIUBGFsbGzYtm2b9PjJkye8ePECC4uM\n9jIuLi5s3boVHx+fD75vAoEg7zh2YA9hGxejJU8iVaZL696jad4qe3VUgUCgiHyGuj0oeYRHQYvK\neWcHIJv54YIsJbU2+kPJl5roAwcOUK5cOaZNm0aFChWoUaOGJI0N2asWxsTEUL58+Vxdp2vXroSE\nhAAZAXJm/2lVREdH8+rVKypXrgxkfMKWyWT4+/tjZGTE9u3bcXd3V1jzfkbb1NSUOnXqAHDy5Emc\nnZ3p37+/1NJOqBUKBOrn2IE97F86hh+sw/CtfJQfrMPYv3QMxw7sUbdrAoFAkC25DYzDo/LTC6Fc\nmFvypSa6YsWKUunFq1ev2LZtG6NHj6ZOnTpSP+WsVAtLly7NvXv3lPZ88+YN27dvp1evXtJct27d\n8PT0ZOrUqWzfvh1/f38OHDig0qf31Qoz8fb2ZvDgwSxfvpzOnTvz+PHjbA/1vH37Fh8fHwIDA/H1\n9ZUy2wBlypTh4cOHubhDAoEgvwjbuJjZDW8rzM1ueJtpP7Sn+Z//TrSYAS18lReH+0K4il68wj5v\n7eW5LBNIT4NZevBNIfNfXfYCARB8Gdacg7DbOdtm0qxZs1zb9u3b9yO8KpnkeRC9a9cupk2bJnXO\nMDExYeDAgezevZsLFy5QqVKlbFULnZ2dWbJkCf/88w+mpqYK+86aNYvevXsDGZnkxo0b8/LlS44c\nOcKzZ8+ws7MjLCxMpV/vqxXOnDkTW1tb3Nzc0NHRwcvLi/HjxxMfHy/1g1aFm5sbSUlJREZGUrZs\nWYXnsjtFLhQLBYKCQUuepHJeCA8Kihrh4eEiI1jCyE2ZRnNraF0VBjfM3Z6Oa2HBggW59qFChQpC\nuTCX5HkQ3axZM6Kjo5k9ezYjRozA0NCQw4cPExERwdSpU5Xs31ctbNu2LU2aNKFTp0789ttvWFtb\nc/z4cUaNGiV1zshs2QLQpUsXPD09sy3lALCyslJQK7S0tGTu3LnY29tTtmxZ5s+fT4MGDbINoI8f\nP86VK1e4du0aOjo6Ss8/e/Ysy1IUoVgoEBQMqTLVnRyE8KCgqPF+wkUoFgoAyhtBJWNoVin3az4k\nEy3IPfkitnLu3DnGjx/P6dOnkclk1K9fn6lTp+Li4kJUVBS1atVSaPX0/PlzateuzahRo5g2bRqv\nX79mypQpbN26ldjYWOrVq8d3331Hp06dABg4cCC2trZMnDiR48eP06JFC44dO4ajoyM//vgj169f\nZ+3atUp+ffbZZ/z5559UqlSJ1NRUJk2axPr160lLS8PR0ZElS5ZINdMAAQEBbNq0SdKbX7RoET4+\nPgoZbYDDhw/j5OTExIkTKVOmDBMnTlR4XoitCAQFR2ZN9LslHVPOVaXNyF/E4cJCgq6OFnET03Ls\nzqE7R5O4+ATR4u5fClpsRRwsLLz4hoNvi9zZymYqn/HKcX9f3xKV/PvY91aJUiz08fGhevXqDBs2\nLF/2d3BwYMOGDVSrVk1hXgTRAkHBcuzAHg4EL0Ez7S1pmnq0ch8lAuhChAiiPw4RRAsy+bDuHB8e\nRJe07hxFKoiOiopizJgxREREkJKSgoODAwsWLKBevXoKds2aNeP+/ftER0cr9KvU0NBAU/O/Lv0G\nBgY4OTmxatUqypUrB8D9+/f5v//7P8LCwkhLS6NevXqMHDmSX375RWUHDblcTvv27dmyZQtaWlqM\nHj2awMBAzM3NGTt2LN9++62CvZ+fH+np6UyaNAmAwYMHc+vWLY4ePaq0twiiBYKSQWBgIBfOX8zR\nTltbi4mTJmJiYlIAXhU+9PV0cKpqQE5toA9ci+PNm7cqy+dKIkL2W/AxiD7ROfOx7y21aMtmpWh4\n79496ZflnTt3uHv3Ljo6Ohw7dgxnZ2eFPR4+fIilpSUA8fHxuLm54enpye7du0lISMDJyQlnZ2fO\nnj1LhQoV2L17N4MGDaJjx44cPXpUab+NGzfSuHFjDAwMmD17Njdu3CA6Opro6Ghat26NjY0Nrq6u\nAERGRrJkyRJGjhwprX/z5k2u1MgEAkHxZf4cP8wSLTDTz15w6fjDw3Tu0pkmTZoUkGeFi6PHIhTO\nqGTFdGNjEUCrEZH8KXhKWga4qFPgQXR2ioaZktwAGzZsoFevXmhoaBAcHKwU9L6LkZERrq6uUi/q\nhQsXYmZmxvr16yWbTp06MX36dBITE1Xu9dNPP7FlyxYAdu7cyYwZMzA1NcXU1BR3d3eCg4NxdXVl\nxIgRrFy5UumXy8aNG2nXrh3Hjx9XEIURCAQli6aVnKhsViVbmyuvLhSQN4UTe3t7dbsgyAUiG120\nMDU25eWrl+p2o0RR4EF0ToqGmWzcuJHNmzeTnJxM27ZtWbp0qUIJx7tBbExMDNu3b6dly5ZAhuph\n586dla79bk/nd7l16xYvXrygSpWMP3wpKSno6+sr2GT2f162bBnLli1j4MCBSoG0q6srmzZtEkF0\nCebg/oNsWRuCPA1kmtBjUDe+cflG3W4JBALBB7Oi4+/qdqFYcePFNWqUsc23/b129su3vbOjJGfP\n80WxMCdyUjQ8deoUenp61KtXj8aNG2NsbKwkolK5cmX09fXR19fHwsKCq1evMmNGximI2NhYSUUw\nN5w4cYIGDRpIj1u2bMmSJUt4/fo1N27cICgoKFf7NGzYUCgWlmAO7j/I6tm/YffWkUYpjti9dWT1\n7N84uP+gul0TCAQCgZq5EXMtZ5sXOdsUNkpyL3O11ERnp2jo5OTEhg0buHz5spQNTklJISgoiDZt\n2kh73Lt3T6qJfvr0KR06dGDJkiXMnDkTc3Nznj9/rnTdu3fvcvPmTVq3bq0w/76a4YwZMxg5ciSV\nK1emTJkyfP3119kKqWRiYWEhFAtLMFvWhvCVWVuFua/M2rJo9FJu13wCQCP3ejTuVU9p7Zmgi/wd\nrHwgTdgXLfu3cUlQWmlaieTEZLaN34vMW7dQ+S/si5a9oGgR9fIOy08tytbmdXI8hjpGH32NzFbA\nBUVBX6+wUeBBdE6Khk2bNmXz5s2EhYVRsWJFIOOQobu7O8nJySoPmZQtW5ZOnTpx+3ZGX1hnZ2d2\n7drFlClTFOz8/PwAlIJoDQ0Nhd7PV69exc/Pj3Xr1gEZByEdHR1z/NmEYmHJRp6mel5DppYvfAQC\nQREnU7Hw0eWnPL7+VN3uCD4RM/3S1LFU/pCUV1x8cpZBgwbl2/6qqFq1Kvfv3y/QaxYmCjyIzknR\nMCwsDDMzM77++mtpTY0aNTAzM2P37t1ZKhPq6OhINcrjxo1j3bp1jB49Gl9fX0qVKsXatWvZsmUL\nZ8+eVVprZWXFiRMnpMdr164lOTmZZcuWcfjwYQ4dOsSKFSty/NmEYmHJRqYJpCjPp8tz/hZDIBAI\n3icz4XIm6CJ/p1xk9/Xt6nZJ8AmY6JlQv1yjfL2GOjLD759pK0mopU90doqGffr0wdramjlz5iis\nGT16NE+fPmXTpk1oamry+PFjqZwDMg4iLliwgGPHjmFoaMjNmzeZOHEihw8fRi6X4+TkhJ+fH7Vq\n1VLy5/bt27Ru3VrKZMfExDBgwAAOHTpExYoVWbNmDc2bN1dY865qYibLly/n8uXLLF++XMFW9Iku\nGWTWRL9b0nH45V48vxsoDheWEOrXboBr6a45dudYeOYHAv/4vcS2uBN8HAXdJ1ocLMxbdl/fRnsb\n1YnATD7l8KHXzn5qiTWKg7phkeoT3bBhQw4fPqzyucDAQJXzmTXUAGlpyt+b9+7dm969e0uPq1ev\nzvbtufvUXrVqVczMzLh+/To2NjaULl2a3bt3Z7vmt99+U5oLDw/Hy8srV9cUFD8yA+Wtv20jPVWO\nhpYMz+EigBYIBAIB1Cidf5051ElJLk8tUbLf2bFlyxb++usvFixY8FHrX7x4Qbt27fjrr7+UnhOZ\naEFJID09nR07dpCUlJSjbcWKFfnyyy8LwKuCpX7tBpR6bYyJnmm2dn89+pP9h/eJTLTggxCKhYLs\nEH2iP55CmYnOSZ573bp1DBo0SMEGoG7dugq1y2FhYbRp0wZ/f3+GDRsmzfv6+vL9999L6w0MDHB1\ndeWXX35RKPV4l3flvTPFXp4+fYqvry9VqlQhPj4eIyMjbty4Qd++fbl8+TLVqlXjp59+4ptvMjKK\n1tbWPHv2TNpzypQpJCcnk56eTnp6usIhRYGgpPDgwQPce7tTyaFStnapb1NIepDM4+jHBeRZwfHD\nvFlcuXIlR7uWWs1VlpYJBIUJkfwRCLIn38s5spPnBmjTpg2hoaHZ7rFhwwYaN25McHCwQhAtk8nw\n8vKSapDv3LnDiBEj6NixIydPnlS517vy3gBxcXFMnjwZuVzOrl27JLuePXvi7u7O0aNH2bNnDz16\n9ODRo0fIZDI0NTV58+aN0t6lSpVizZo1eHp6fsAdEgiKB3K5nFKmpag1xiZbu8Rnb7j0fc6BZlGk\nQ4cOdOjQQd1uCAR5gshG5y/Gpsa8evlKYa4kC5cURQq0Jvp9eW7I+ZNuYmIie/bs4eTJk9SrV4/H\njx9Trlw5leurVKlCUFAQ1tbWhIaG4urqqrTfu/Lep06dwtHREblcTo0aNSSb2NhYbt68yYQJE9DQ\n0KB79+6MGDGCO3fuoKGhISkbvo+HhwctWrQQQbRArew/tI+129aSJktDU67JoK6DcGnZJueFAoFA\n8A4dtiv/DS0OvLgcQ5k6uWjons/s6pJ9ArGoUxI+EOR73UF28ty54Y8//sDZ2Znq1avTsmVLNm3a\nlK29qakpTZo04ciRI0rPvS/vbW9vT0pKCocOHVLw09zcnPj4eDQ0NKQMtUwmo2rVqty5c4dHjx5h\na2uLpaUlnp6eJCQkABmt8oyMjDhz5kyufz6BIC/Zf2gfs3+fw5tWCSR/85Y3rRKY/fsc9h/ap27X\nBAKBoFAQczlW3S5kSXEKOkuCkmG+Z6IrV64s/TspKQlLS0s2b94szR04cEBSJsxk4cKFDB8+HMgo\n5Rg6dCiQIXqyfPlyxo4dm+01LS0tef36tdL8+/LemajKhstkMhISEjAxMSE9PZ1Ro0ahp6dHQkIC\nNjY2/PLLL+jq6uLh4YGPj4+UXbezsyMiIoLGjRtn66NAkB+s3bYW086KalemnY0Y9esoasZnfNvS\nq2ZvetXso7Q2KDKQoMiNSvO5tU989oa3acplTqqIT46j4x/t8tUfYS/si6O94NN4/SiBp6ef8jb2\nrbpdASi231y/q/VRnMn3IDo7eW6AVq1asXfvXpVrnz17xoEDBzh8+LB0cjIlJYW7d+/y+eefZ3nN\nJ0+eULNmTaX59+W9c6JUqVKkpqZy/vx52rVrh7OzM25ubri5uUk2s2bNkg49QtbS30KxUFAQpMlU\nyybKNERto0BQ1HhxOaZQZ02LIlp6muiZ62FazUTdrnD/QDT29vYKc5mtdos61tbWXL9+Xd1u5DsF\nWhP9vjx3TgQHB9OhQwfmzZsHZGSMx48fT3BwsHQY8H1iYmI4deoUkydPVnrufXnvrDh16hTLly+X\nZL8bNGiAs7MzUVFRbNy4kbp161K3bl0AUlNTKVWqlLQ2K+nvot6IXFA00JRrqpyXp4tT9gJBUaNM\nndIKtbs3Nt1UozfFAz1zPUyqmmDd+jN1u8JF/8tKmejiVEccFhambhfynXztE62hocGTJ08U2s35\n+flx9epVfvvtN9atW8emTZuyzETb29vj4+OjkPkNCAhg4cKFXLx4EV9fX54+fSplgaOiovDy8iIx\nMZFjx44p7bdhwwa2b99OSEiIwnx4eDje3t5cu3YNyOj5/PnnnxMYGIiLiwtnz56lU6dOHDhwgG3b\ntnH8+HGCgoLQ1NSkT58+NGjQgB9//BGAIUOGUKdOHYWSE9EnWlBQZNZEv1vS8c/2OL7r/12+Hy68\nd+8eDR0a8qV/02ztMrtzPH3wNF/9EQiKGwXdJ7q4Hiy8HnwTG/fq6naDXV1Ci3VsUJSUDD/2vZWv\nBwtVtcepUKECFy5cID4+HplMRlhYGNra2gqjfPny3Lx5k0uXLil12HB1deXatWtcvXoVmUzGypUr\npXV2dnaUK1eOnTt3qvSnadOmnD9/Pkdfy5QpQ1BQEJMnT8bMzIxhw4axbNkySZ68SpUq2NjYUL16\ndaytraXSFIBLly7RrFmzj7ldAsEn49KyDd/1m4LBQUN0DuphcNCwQAJogUAgKCqUrmOubhdKBMUl\no54dJU6xsHHjxgQGBuZLzdHLly9xcHAgMjJSISgXmWhBUSU9PZ1bt25lWab0LsnJyTRzbobNoOwz\nPMlxyTzb+0JkogWCD0QoFhYvRJ/owkOhzERHRUUpdd7IZN26dbRt21Zpvk2bNgQEBAAZPaJHjx7N\nZ599hoGBAQ0aNFAqxdixYwdNmjTBwMAAa2trhgwZoqAm+D7u7u64u7sDcOPGDezt7TEwMKBevXoc\nPHgQyDgtq6+vrzB0dHT4888/ef78OZ07d8bAwICKFSvi4+ODXC5n7969eHh44O3tLX75CIoNERER\n1K1Xny9bts122H/ZgpFjxtGhXQcq3quU7ajysiqDBw5W948mEAhyQC6Xi5GP4/0AWlD0KNCDhblB\nJpNJQaivry/R0dGcPn2a0qVLs3v3bvr160fVqlVp0KABO3fupF+/fixZsoRu3bqRlJTEzJkzcXFx\n4dSpU2hrayvtf+DAAakPdFaqhKtWrWLVqlXSmj179uDn54eDgwMjRozA3Nyc2NhYnj9/Tvv27QkO\nDqZHjx64u7uzcuXKArtXAkF+k5ycTJkqdanUY1a2dq/unCP57j6CNgQVkGcCgSC/EQmhvMXYxJRX\n/7zM1kZkoYsWhS6Ifpfw8HCmTp1K2bJlAejcuTM+Pj7cv3+f+vXrM27cOGbMmMGAAQMAMDQ05Oef\nf6Zdu3Zcu3aNevXqKex34cIFEhMTOX78eLaqhLVr15bWvHr1itGjR3PgwAE0NTXR0NAgJSWF9PR0\n6d9GRkZoaWkxdepUVq5cybRp0wruJgkKLXsPHGbVxu2kymVoyeR49u5C21Ylo3dmQSDur0CQv3wx\nXYg0ZUVc1EWMK9fL2fAd/vr+086miFKPwkehDqIbNWrEzJkzefnyJU2bNqVGjRrMmDEDgMjISO7c\nuUO3bt0U1mhoaGTZ7WPLli2SWmJmNjqzDmb37t0AVK1aVWGNn58fXbp0kVQOZ82aRcOGDTE0NAQy\nPjW2b98eyDj02LNnTxFEC9h74DC+SwORNfivs4zv0kAAEejlAeL+CgQCdRJ378OD6NyQXaAsgujC\nR6EOohctWsSiRYtYtWoVXl5eGBkZ0adPH+bOnUtMTAyQ0e0jt5w8eZKRI0dKj7NSJcwkNjaWX3/9\nlUuXLklzI0aMoFmzZvz66688efKEdu3asX79evr370+tWrW4ffs2r169wsRE/Y3cBepj1cbtCgEe\ngKyBG0NmraZSRAoAQ1pUZchX1ZTWrj5yi9Xhyr3U1WWfnJrzocKC9Gf1kVvMmLWaSl8NUJiXNXBj\nTdAfIogWCAT5zuvoa0Qf/u2D102ZMiXb5+/du6eyv/JXX331wdcS5D9qC6KzOgmZlpaGpmaGYISe\nnh6TJ09m8uTJpKSkcPjwYcaOHYu5uTk9evQAMno6lytXTmGPQ4cOUblyZaWssirFQlWqhF27dgVg\n/fr1fP3111hZWUn2u3fv5uzZs5iYmGBiYoKXlxe7du2if//+yGQySpcuzcOHD5WCaKFYWLJIlauu\nJZRpqBZDEXwYWd3H5A+L9wWCQk14eDjh4eHqdkOgApmmJhraqhsnZEfmt9hZ8W456bvo6Oh88LUE\n+Y/agujy5csTFRWlMCeXy4mMjOTzzz8nLi6O0qVL8+TJE0qXLo22tjYuLi54e3tz7Ngxpk6dipWV\nFTt37mTYsGHSHomJibi7u7Nnzx6lIFomk0mKhVmpEt67d0+yDwgIUFI+TEtLIykpSXqsoaGBsbGx\n9FgoFgoAtGSqW+XI01XLcgs+jKzuo06+9hsSCAqW9xMu72oSCNRLqfI1qODk/kFrHhxZl2MmOjuO\nHDny0WsF+UO+B9FyuZx79+4pZJ3Lli2Lk5MTycnJTJs2jUmTJpGamsrs2bMxNzfHwcEBDQ0NmjVr\nhpeXFwsXLqRSpUpcu3aNgIAABg4ciEwmY/bs2YwbNw4rKytcXV159uwZ3t7eNG/eXEmPHsDKykoq\nA6lSpQoh3TLtwgAAIABJREFUISF07dpVUiU8ePAgkyZNAjKy1hcuXKB58+YKe3Tq1ImZM2fy66+/\n8ubNGwICApg9ezaQEUDHxsZSvnz5/LqdgiKCZ+8uSjW76ec2sXrakBzLDYZ8VU1lGYO67HW0Piwy\nLQj/K6QOUXl/B4/q+0G+CgQCQWFC1D0XLfI9b5OcnMznn39OlSpVpLF371709PQ4ePAgf//9N2XL\nlsXa2pro6Gj27dsnZYtDQkLQ1dWlUaNGGBgY0L17d/r37y/VNQ8cOJBly5YxY8YMjIyM+OKLL7C1\ntSUoSHWbrXcVC7NTJQT466+/qFKlikIpB8CKFSvQ1tbG2tqaRo0aMXDgQOlgYWYW3dTUNF/upaDo\n0LbV1/iO7EPF6D1Y3ttDxeg9zBzVV9Tr5hHi/goEAnVibJ33hwpzQgTXhY8SpVh46dIlhg4dyokT\nJ/Jl/2XLlvH06VO+//57hXmhWCgoqhw8eJA+w77Fqs2YbO3io69iGXuWkxHhBeOYQFACEYqFRZvc\n9IkWqIdCpViYlVKhr68v3t7eAHh4eGBubs6LFy8UbCpXrsypU6cAiImJoX///lhZWVGqVCkcHR05\nevSogv3q1aupW7cuBgYGVKtWDR8fH16/fq3Sr7p165KWlsaYMRkBwYkTJ6hVqxalSpWiadOmnD17\nFsgoy/Dx8aF06dKYm5vTrVs3nj17xr1795SUDPX09GjdujX+/v4sXbpU+vkEgqLG8CFD0NPWVhiu\nbdoQE32LK2vGKIwnf3zPy9B50ki9tJMmjRqq+0cQCAR5iLoV/YrbEAF08aNAj+G8q0YIGYcAJ06c\nqGSTibe3N6VKlSIyMpKYmBg8PDxo3749T58+BWDJkiV89913zJ49m9jYWI4ePcr9+/fp2bOnyuun\np6eTmJhIXFwcycnJdOnShe+++44XL17Qs2dPad3mzZs5cOAA165d4969exgaGjJ16lSsra158+aN\nNBISErCzs8PHx4fKlSvz8uVLLCws8vq2CQQFwtPoaBYYGnPFoqw0rllacb1Maa6bm0mjtVEplv3y\nE/fv3lIYS35ZpO4fQSAQ5CGZf7PF+Phh/k7jgdwgurEULQq8O0dmulwmkzFs2DACAgIYMmQIzZo1\nU7INDw/n0KFDUo2xp6cn586dkzLC06dPZ/Xq1XTs2BHI6Bm9atUqOnTowPPnz5UC2l27dmFnZ8dv\nv/0mtanr06cPAEOHDmXcuHEkJCSgoaFBWloaaWlpyGQykpOTVQbHCxcupE6dOrRu3RqAbt26ERQU\nRL9+/fLuhgkEBYiODPRy+BpXU3zLKxCUCB6Ur6huFwoNJ5KSaKqr+8HrKj568EnXFQcNCzcFGkS/\nX29Svnx5vv/+e4YPH865c+eUarAaNWrE2LFjGTp0KA4ODlhbW7N8+XIA9u3bx+vXr+ncubPCGhMT\nE44dO6by+lu2bOGbb74BwM7OjmvXrgEZGep169ZRp04dSpUqhZubGwEBAZKQi4WFBZcvX1bYKzY2\nlkWLFkkHFSFDsdDf318E0SWI8NBQQv390UxOJk1HB1dvb1q4uqrbrRKL+P8QCAT5wYnkjwuiP5T3\nA2YRRBdu8i2ITkpKUqqLTk1NxdPTU3osk8kYOXIk69atY8mSJYwePVrBfuPGjfj5+eHn58fFixcp\nW7YsQ4cOZerUqcTExGBhYSEJs+SGkydP4uPjIz3W0NDgypUr1K9fn/T0dBYuXAhkdOCIiori1q1b\nmJmZMWDAACZNmsTatWultQsXLqR79+5YWlpKcw0bNiQiIiLX/giKNuGhoeyY9H/4xP5X57Zg0v8B\niMBNDYj/D4FAkF9cS0lh1ev4j1q7aNHHlbq9q6AsKJzkWxCtq6vLmzdvFOZmzpzJkydPpMdyuRwN\nDQ1WrFhBmzZtlGqZzczMmDNnDnPmzCExMZG9e/cyatQoKleujIWFBbGxsSqvvWPHDr744gul9nSq\nFAtr165Namoq4eHhtG/fHmdnZ3bv3s2YMWOoUqUKANOnT6dt27bSmpSUFFavXq1Uu2RhYUFcXByJ\niYkYGBjk7kYJiiyh/v4KARuAT+xL/Hq6U904Q7HSaNy3GI8fp7Q2buFPxP+k/ItVnfZvjx0HFQeC\nVZG4axcPx3xbqPzf7uvLRGNFpVCf2JcsXrFCBNECgeCTSJSn8zDt48Sy7t+/n2vbBw8eULFiRhmN\ngYEB2traH3VNQcFQ4OUcqtrm2Nvb07NnT8aN+++P46VLl3B2diYmJgaZTIaBgQHdunXjf//7Hxcu\nXGDq1KnIZDL279+Pi4uLtO7Ro0f07NmTu3fvKl3nXcXCnTt3cuLECebOnQtkfIVSr149oqKiVKoS\nGhkZSY9DQ0MxNzfH1tZWYf+s1ApByH4XRzSTk1XPi9ZQakEri/uu8c57WSAoSgjZ78JDIx1dxhl9\n2CFBgNUJrz8oE/1++YZQOy7cqO1g4fv10XPnzqVmzZr8888/ANja2mJubs6oUaOYMWMGpUuX5vTp\n02zfvp1ffvkFU1NTJk6cyJAhQwgMDMTR0ZE7d+7Qr18/RowYQbly5ZSubWVlJSkKVqlShf79+9O+\nfXuaNGlCWFgY169fp1mzZjx79oxFixbh4uJC+fLlWbRoEV27dpX2CQ0NxdnZWWn/Z8+eYWRkpDIL\nLd4IxY80HR3V86InuFpIzeK+pxdAHaNAkB8I2e+Sh0iwFS3yLYhWlXF+t8Xd++3uTE1N8fPzw8PD\nI8MxLS0OHDjAmDFjqFGjBsnJydSsWZMffviBDh06ABm/UEqXLo2npydRUVFUrFiRoUOHStLd79O0\naVPOnTtHnTp1qFOnDj/99BP9+/fn6dOn1KpVi61bt2JlZYWXlxePHz/myy+/5M2bN7i7u/PDDz9I\n+5w6dYrx48cr7X/p0iUcHR0/+p4Jihau3t4seK8G18/clM6rfqVCDuUDxuPHqSxLUKe9Xth+OH0m\nV/YGHTpQISAgX/35UPsutjVV/394eeV6H4FAIFBFUx31fBgXQXXhpkQpFu7evZvAwMAsZcE/lQkT\nJmBra8ugQYMU5oViYfElPDSUvStWoJGURLquLm29vIps/W03FxdcTp+hnX729fxeKUkMWL6c7t27\nF5Bnuac4/X8IBO8jFAuLHmZGRsTGxeXaXnTjUA8f/d6S5zN3796Vy2QyuZaWljTq1KkjP378uPS8\nnp5eluvv3bsn79Wrl7x06dJyU1NTefPmzeVHjhxRsps8ebJcJpPJIyMjs/WnUaNG8m+++UaekJAg\nzT158kReq1YtBbszZ87I7ezs5Hp6enIbGxt5QECA9Nyvv/4qL1eunNzY2FjetWtX+fPnz+UJCQly\nIyMjeWJiotI1C+A2Fytmz/peble3Vo6jcYO68gsXLqjb3WKDR69eci0NDbmulla2Q0Mmk+/fv1/d\n7goEJY6C/Fsi/m6pB1XxjSD/+djXe4EoFurq6pKSkkJKSgqJiYmMGDGCXr165bguISEBJycntLS0\nOHv2LC9evGDcuHHSAcNM5HI5GzdupHHjxgQHB2e7Z+vWrUlJSZHqluPi4pg8ebLSJ5A+ffrg7e1N\nfHw869evZ/jw4Tx48IALFy4wZcoUdu/ezYMHD9DW1mby5MkEBwfTunVrNmzY8BF3SPAufx4Lp4bs\nOZ0sE7Idb1884s6dO+p2t9iwZsMG4hMS+Cc+PtuR+OaNJDAkEAiKL+pW+yvsw8zEJOeb+IGILHTR\nosAPFmpra9OvXz+GDx9OfHz2PRcXLlyImZkZ69evl+Y6derE9OnTOXr0qKRyePz4cczNzZk+fToT\nJkxgxowZWe65f/9+tmzZAmTUNjs6OiKXy6lRo4aCnYaGhtShIz09HS0tLfT09Dh8+DDdunXDzs4O\ngP79+zN9+nRWrVpF27Zt+eqrrxR6YQs+jvJGOlQvnX27NUM91d0xBB+HhoaG6EsqEAgkNrrVVLcL\necrVZ4nUssy79rO9N0fm2V45Ico8CicFkol+l6SkJFauXMkXX3yh0DZOFaGhoUqKhABjxoxh8uTJ\n0uMNGzbg4eGBi4sLT58+VVARfJdbt27x4sULqf+zvb09KSkpHDp0SCkTvXr1asaOHYuOjg7NmjVj\n7NixlClThrFjx7JixQoAEhMTCQoKomnTpgCUK1cOIyMjzpzJ3eGsksah/aEM79WJ4W6uDO/ViUP7\nQ9XtkkAgEAhKCNeeJ6rbhRzJqqWhaHVYOCmQTPS76oUpKSmkp6czf/78HNfFxsZK0tvZ7b1jxw5m\nz56NtrY2nTt3Jjg4mAYNGijZnjhxQuX8+wF0cnIyvXr1Yv78+Xh7exMeHk737t3p27cv1apVA8Df\n35+RI0eir6/P/v37pbV2dnZERETQuHHjHH++ksSh/aGsmzcVV8s3IAPSYd28qQC0dBEHvwQCgUCQ\nvzyJTybi3qs83TOvSzivXbvGgwcPFObq1KmTp9cQ5B0FEkS/r174999/4+rqyhdffEGlSpWyXGdu\nbs7z58+V5u/evcvNmzdp3bo1e/bs4fnz53z22WcApKWlUaFCBebNm6e0TpVioSouXLhAcnIy336b\nocjWpk0bWrRowf79+6Ug2tvbm8GDB7N8+XI6d+7M48eP0dLSwsLCgocPH+Z4jZJGyLpfMwLod3C1\nfMOyb/vzrK4FAHW6j6Buj5G53jM9RbWIxqUtS7m8dZnSfFb7C3thL+yFfVGxF3w8MW9SuPA4IU/3\n3LdvX57uB3Dv3j2FxzpZaBII1E+B10QDNGrUCCcnJy5dupRtEO3s7MyuXbuYMmWKwryfnx+AdJBv\nzpw5khiKXC6nefPmnDhxQiqzyERDQ0NSLMyOtLQ0UlNTFeY0NTUxMjLi+++/p2bNmri5uaGjo4OX\nlxfjx48nPj4eMzOzLFULS7xiYVpKRgb6PTQ0RBslgUAgUIVQLMxbaluWolvtnBNpueXP+3EF1kxA\nCLYVTgo8iE5PT+fvv//m2LFjTJ2a8XW+XC7n3r17CmUVZcuWZdy4caxbt47Ro0fj6+tLqVKlWLt2\nLVu2bOHs2bP8888/7Nu3D39/f8qWLSutdXV1VahVzsTKyooTJ07k6GOjRo3Q19dn/vz5jBw5kgsX\nLnDy5ElWrVpFSEgIc+fOxd7enrJlyzJ//nwaNGiAmZkZkKFaqOqrlxL/BtDUBhWfL9LTRf9sgUAg\nUIVQLCx5iAOERYt8F1uJioqiSpUqaGpqAhkZ3apVqzJ16lR69eolPf8+W7dupWvXrty8eZOJEydy\n+PBh5HI5Tk5O+Pn5UatWLVauXMm6desU2t0BbNu2jZEjR/Lw4UOFhvG3b9+mdevW3L59W8E+PDyc\n4cOHc/XqVWnu8uXLeHl5cebMGSpXrszy5cv5+uuvSU1NZdKkSaxfv560tDQcHR1ZsmQJlStXBuCL\nL75gyZIl2NvbS3sJsZX3aqL/Zc8zPQb+32ylmuh2rVtSM/E6jStkf/B08dlXTPJbrvLwqUAgEBQ3\nClpsRXTnyJ7emyPz/P8jqyBaBNf5y8e+t0qUYiFA48aNCQwMxMbGJs/3fvnyJQ4ODkRGRioE7yKI\nzuDQ/lBCAlZBahJo6dJtgKfKQ4UiiBYIBAJlhGJh4cLU2JiXr/L2oKJAPXzse6vAyzmioqKwtbVV\nOGiYSXh4ON7e3ly7dk3h3+/i4eGBra0tkyZNAiAiIoJp06Zx+vRpjI2N+fLLL5k3b57K7DbAsGHD\n6NixI9evX5fmtmzZwuHDh/H395fm9u/fj4+PD3fu3OGLL77A398fGxsbEhMTGTlyJFu3bkVfX592\n7dqxdOlS7t69i5eXF97e3uKXTxa0dHHNVScObV09Np+NZ+/97PtAP4iJR0tLLWX9Spw9e5aVK5cA\nOb8J3dz68fXXLfPfKYFAIPgERPJHIMiewhGBfACZSkGQEbi4uLjw/fffs23bNrS1tVmyZAktWrTg\nwoULUp3yu5w6dYrSpUsTHx+PkZER0dHRzJ07FwcHB8nm6dOnuLm5ERISgpOTEz/99BM9evTg4sWL\nLF68mIcPH/Lw4UOSkpLo3bs3P//8MxMnTiQyMpKWLUVw9KmsWLWGqKioHO1kMpkkeqNuwsPDuXnz\nD3r0MM7W7uDBOHbvNhJBtEAgKPSIhFAGZmbGxMYWTMZZlG0ULYpcEP0uPj4+DBo0iPHjx0tzk/+/\nvfsOi+L6Gjj+3QVEOgYp1tgRNYotwcSCFVsEwd41xpJYoj8TNQoaS4pRYqwxQU0UWxSNBQF716ix\na+y9gYoKUgSWff/gZeJKR2ABz+d59nncmTt3zo6we/Zy557x47l48SJHjx7Fzc1Np31YWBh79+7l\n8uXLQNIqH19//TWJiYk6SfSePXv44IMPaNGiBQBffvklEydO5OnTp6jVajQaDRqNBpVKRXx8PJaW\nlhgaGrJgwQJmz57N4sWL8+DVF14ODg44ODjoO4wsq1XLjCFDbNNtEx2dyGtLgAohRL6k1dbVdwhv\nZM+eSFxd058WmBkq1T85EE36JHkumPK8YuGbSv7zUlRUFPv27cPLyytFmz/++CNFAg2wadMmpVQ4\nJCXH8fHx+Pj46PzZytXVlfnz/1u389y5cxgbG2NlZcXIkSMJDw/nnXfewdbWlocPHzJw4EAgacm9\njRs3prnMnch9+/YFMXGiJ5Mnf8zEiZ7s2xek75DEa+T/SAiRF/bsidR3CJmWvJShJNIFS74eib58\n+bJS6TBZfHw83377Lc+ePSMxMTHDioavymzFQnt7e2XJvK1btzJw4EB8fHxQq9VMmjQJS0tLHjx4\nQEJCAl5eXsyYMQMfHx+srKywsbHhzJkzqZ5H5K59+4IICfFh+vT//j8nTPABoHHjNvoKS7xC/o+E\nEHkhMVHLtWsvCQnJmWkYr1YmzmlFixbNtb5F7srXSXSVKlVS3FjYv39/IKmaoUql4vHjx1SuXFmn\nzZEjRzAxMaFWrVo62x8+fEjTpk1TnCe1eV/Pnj1j0KBB7Nu3D19fX3r06AHAli1b8PX1VZLsMWPG\n8MMPP+Djk5QI2Nracv/+fUmi9WDbtt90kjOA6dO1eHsPoHHj5C9bg/7/8bpf///xusy2DwXiMxnp\nn0DyeuW5FU/+bL9tmyqN/yM/SaKFEDkmIUHL4cNRhIUlZNw4E3x9fXOkn9TY29sriyHItI6CJV8n\n0ekxMTGhXr16bNq0SaeoilarVUaOX0+iVSpVpioWxsXF0bJlS5ycnLhy5QoWFv/NqdJoNLx8+V+5\nabVarbNfKhbqj6Fh6kmsgYHcHJNfGBqmfre/gUH6K7EI8TaSioXZV6SIml693mHy5JJv3JdK9U+u\njkSDFGQrqPSSRKdVoTArxwNMnz4dd3d3KlWqRI8ePYiJiWHs2LGYm5unOlfawcGBJ0+epNlfsjVr\n1lC0aFGWLVuWoq27uzs//PADderUoWjRoixcuFApOQ5JNy+WLJnyl1Z+QXJfQoJRqts1GlmmKb9I\nSFCR2jKAGk2RvA9GiHxOKha+fWSArWDRSxIdFxdH+fLllecqlYq1a9diY2OTokhJapK3t2jRgg0b\nNjB58mSGDRuGhYUFHh4ehISEKBUSX9WgQYMU1Q2T+3v1XMePH+fQoUMYGRnptLl27RpTpkxh1KhR\nVK9eHZVKxdChQ/nss88AePHiBY8fP6ZmzZpZvCIiJ7Rq9SkTJujOt/36axWtWy8BMpoqkNa0hMy2\n9/3/R2Z0Aebmcjz5s32rVkFp/B8NzELfQgiRsZxYmSOvSPJcML1VFQsfP36Mi4sLV65cyZX1LwMD\nA1mzZk2KEWypWJh39u0LYvt2PwwM4tBoitCy5cA8mWvr6+vL3bu++PqmvzSfr28od+964OubURJd\neOnr/0iIgk4qFuqHrBNd+BWYioX6VLx4cdzc3AgMDKR9+/Y53v/vv//O119/neP9isxr3LiN3hKy\nHTsiGTIk/Q+e06cjadAgex9OWq0Wf39/oqKiMmxbokQJ3N3ds3We3KbP/yMhRObJ4I8Q6cvVkej0\nSnz//vvvrFmzhqAg3TViW7duTffu3enbty8AERER2Nvb4+HhwapVq5R2e/bsoVmzZsq0DUNDQ+rV\nq8dPP/1EvXr10oxp2LBhnDt3Tudmje3bt+Pu7k50dDQA0dHRDB8+nPXr12NmZsZnn32WIjn+/PPP\nady4MV27dgWgY8eOGBkZ8eeff6Y4p4xEF3537twhMDAwU21dXV2pWrVqls/x9OlT7O2KM6Cecbrt\nXiZo+euSmqcRGSfbQoiCI69HouVzS7wtCs1I9Ovzk9etW0eNGjXYsmUL0dHRmJqaKvscHR2VJfAe\nP36Mr68vzZs358qVK9jZ2aXo+8aNG1y8eFEngX7x4gVDhw7VaTdx4kQePXrE3bt3uX//Pm3btqVq\n1ap4enqSmJjI0aNH8ff3p0mTJsoxY8eOZe7ct/dP9G+7MmXKMGTIkFw/j1lRI35xS/ml9FVPY+Cv\nSybpthFCiIzIlA4oZmVB+LOIHOtPpmsULvkuiX7dihUr8Pb2ZsqUKWzevFkZ+X1d8eLF+fbbb9m/\nfz8zZ85kxowZKdrMmTNHWe852dixY+ncuTOzZ89WtgUHB+Pn54eZmRmVK1eme/fu7N27F09PTzp0\n6EBISEiKpexcXFwYNGgQN2/epFy5cm/+wkWhtW97INtWzsFQ+5IElTGteoygcct2+g4rSwrDaxBC\npE87Sd8R5IzJe2Cya/aOVX2Ts1UPM0qiJckuWPJ1En337l3Onz9Pu3btuHz5MqtWrUoziU7m5ubG\nxo0bU90XEBDAyJEjled79+7lwoULLF26VCeJXrZsGe+9957y/MyZM7z//vtAUrEVINWiLW5ubqxb\nt44xY8Zk/kWKt8q+7YGEzBvJ9NrXlG0T5iX9u6AkoYXhNQgh3h6Po+Hkg+wff/LkyRyLJS5O1sQv\nTPJ1Er1y5Uq6deuGgYEBnTt3xtvbm4iICCwtLdM8xtbWlsjIlN8c79y5w/Pnz5VR4ujoaIYNG8b6\n9etTtE2eU/306VNGjRrFiRMn8PPzyzDeOnXqsGbNGkmiRZq2rZyjk3wCTK99De9p7Wl88P83uE4C\n18kpDz7wPSS8TLk9LXsmw55U1pVNq/9Mtk/zNayeK0m0ECLf2X0TDt7J/vEDBgzIsVjSu2cLZKm7\ngkZvSXRak7g1Go1ys6C/vz8XL15k0aJFQNI3uICAAKX0d2pCQ0NTLXby4MEDihcvrjz39vamW7du\nVK5cmRs3bqRov2HDBoYOHUrjxo05duyYzrFpKV68OPfu3Ut1n1QsFACG2tST4IJUVDHN16CJzeNI\nhCjcpGJhzuhc7U2mc+TsSLQUXitc9JZElyxZkps3b+ps02q1XLx4kfLly3PmzBmePHnCuXPnlP2r\nV69m9erV6SbRW7dupXnz5im2v17ye9++fZw7d45p06ah1WqJi4vD1NSUQ4cOce3aNT777DP8/f1p\n2bJlpl9TWiW/QX5xRJIEVeoraxSkooppvgaDonkciRCFm1QsfPvInOiCJdeT6LRKfDdq1Ii4uDi8\nvb0ZO3YsCQkJTJ8+nXfeeYcPPviA8ePH4+7uTpUqVZTj+vTpw9SpU3n06FGK84SHhzNz5kyuX7+e\n6pxoBwcHwsPDlefHjh1T/n3r1i2qVq2qLHHn5eWV5QQa0i75LUSyVj1GMGHeNZ3pEF+frEjriT9D\nRlMhGo4Dw5+BTE7pcJ2c+rSNN2yf5msYNjzz5xJCiDziWk7fEfxHEuTCJdeT6NdLfEPSsnWenp7s\n2LGDYcOGYW9vj6GhIW3atCE4OBiVSsXq1atTzEMuV64cTk5OrFu3jmrVqnHp0iWlNHeRIkVwcXFh\n9+7d2Nvbp4ijTJkymJmZcefOHcqUKaOzT6vVKkv5hIeHc+PGDdq2bavTpl+/fvz222/pvtazZ8/y\n0UcfZe7CiLdS8pxh79VzMdDEojEoSuthwwvUXOLC8BqEEBlTycA3xaxytnR4Rkm0JNkFy1tV9nvM\nmDFUrlyZwYMH50r/Li4u+Pv7U6lSJZ3tsmh9/hAREcGFCxcy1bZatWrp3sCqD0+fPqVUCTt8WySk\n2y4qDqYdMeFpRHQeRSaEyAtSbEWI3JGvi63cvHmTkSNHcuDAAeLj43FxcWHmzJnUrFmTSpUqcevW\nLUD3pkKVSsW1a9ewsrLKsYqFX3zxBS4uLtSsWZMGDRqwfPlypkyZQmhoKM2aNWPhwoWUKFGCnTt3\n0qZNG51YLly4QLly5Th8+DCffPIJt27dombNmsyfP586derQoUMHrKysUiTQIv/46aefmDtrHsUt\nbdNt9zgijNHjRue7Eu6WlpYMHTKEU5HPM2z7v4/KZ9hGCCFE/iJzoguWPEmiu3TpQocOHVi1ahUJ\nCQnMnj0bNzc3bt++zdWrV5V2arWae/fu6VQbXLJkSY5VLIyPj8fIyIi4uDhOnz7NyJEj2b17N5Uq\nVeKrr75i8ODBbNq0iatXrzJhwgQmTdJdaT4uLo6OHTsya9YsPD09WbRoEV27duXKlStA0pQSkX9p\nEjR8WLIx7Rw7pttu08UAEhLSH+3VBwMDA2bNlqqYQoi88bZXLLS2tObp86f6DiPTJAHPe7meREdF\nRXH8+HF27typJMA+Pj6cOXOG+/fv8+6776Z7fE5XLPT29qZJkybMmDGDTp06UatWLQBGjx5NnTp1\nALh+/bpOsZVk586dw8rKip49ewIwaNAgRo8eTVRUFJs2baJmzZpSsTAP7AjZwdolAWg1oDKAzgO8\naOHWQt9hCSFEofJLh+X6DiGFLZfW097RM0/ONWRT7zw5z6veJAmWJDrv5XoSbWZmhqOjIwMGDKBn\nz564uLjg4ODAunXrMjw2NysWdu3aVedb9tmzZ5UbEq9fv87Ro0f53//+h7W1NT4+PvTs2ZM6deoo\nI9+JiYn8/vvv1KhRAzMzM+XcUrEwd+0I2YHf9KU0LdYmaUM8+E1fCiCJtBBCFHLxmniexoRn3DCH\n3L2ZmSXqAAAgAElEQVR7N8/O9abSW2ZX5I48mc6xfft2ZsyYgbe3NxcuXKBixYqMGjWKoUOHpntc\nblYsfHUEfNmyZYwcOZL58+cDYGRkRLt27diyZQsnTpzAw8ODChUq0KBBA9RqNefPn6dWrVokJiYy\nc+ZMpR+pWJj71i4J+C+B/n9Ni7XhpxHzuFb1IQB1u9WkXveaKY69fz40S+c6vuoM/6w+k2J7Wv1L\ne2kv7aV9brd/2918dp0f9k/Os/O5uLjk2bkAXr58ibFx6mvxZ6RTp045HI3ISJ4k0aVLl2bOnDkA\nPH/+nPXr1zNixAhq1KhBo0aN0jwuNysWQtI3zD59+nDnzh3WrFlDq1atgKTkPVmjRo3o3r07AQEB\nNGjQAIDq1auTkJDAnj17aN++Pa6urtSpU0cqFuYBrSb17WqVOvUdQghRQF1+/C+Xn/yr7zDylco2\njoz6cHyenGvIpt55PhL9JlMypKhb3sv1JHrz5s14e3tz6tQpAKysrOjfvz9btmzh9OnTaSbRuV2x\nMDw8nEaNGtG5c2eCg4OVmwJfvHjBnDlzdFZmSEhIwNzcnM2bN3Po0CG+++47ICkZrlmzJrdu3aJO\nnTpSsTAPqAyA+JTbE7XyZywhROFSpbgTVYo7Kc+3XNqgx2hEXpABtoIl19eJfvLkCVWqVGH06NF8\n/vnnmJubs2vXLnr37k1wcDC1a9dW2qrVah4+fIidnR1fffUVL168YMGCBcr+mzdvUrlyZe7fv8/5\n8+cZOnSoMkc5uWKhn5+fzvzmZHfu3MHZ2ZknT54AMHXqVC5evMiKFSt02iUmJlKpUiVGjBjB0KFD\n+eeff2jfvj379+8H4KOPPiIwMJD69euzbds2+vbty/nz53FwcGD58uWsW7cuxZxsWW8z56SYEw3s\nehrEpxP6Zzgn2sfbh1Nrz2dqdY4PetbGx8cnR2IWQoickNfrROfHGwsvP/5X54tFbhqyqXeB+uyW\nGwuzL9+uE21jY8OOHTv43//+x/fff49KpaJWrVosW7ZMJ4GG/5bTSUxMzLWKhXfv3qV06dIcP36c\nwMBA/vzzT53zx8XFsX79egYPHsz48eMpXbo08+bNo3r16gD4+vrSp08fQkNDqVatGuvWrcPBwQGQ\nioV5ITlRXrd0PYkJWtSGKj79LOMEWgghRNboY3WK/MTa0jrPz/kmibAk0HlPKhbmIKlYmL/5ePuw\na9l+PirbJN12B27vxu2T5vlmJFqj0RAfn8oclteo1WpZq1yIQkwqFhZ+MpqsH9n9ec/3d2MtWrQI\nZ2dnLCwsePfddxkyZAhhYWEAODk5MXv2bJ328fHxFCtWjLVr16bo64svvmDOnDnKnOY+ffpgYmKi\nPFq2bAlAq1atdLabmJhgZGTE3bt3iY2NpVevXlhYWFC5cmW2bdsGwMSJE9FoNFKxMB+r5VyLaMsI\ntj/bnO4jxvIFNWumvFteX1waumBuYY6llUW6DxNTE65fv67vcIUQQmSTJNAFS56szpFdPj4++Pn5\n8fvvv9OiRQvu3r3L559/TtOmTTl27Bg9evRg/fr1fPHFF8oxu3fvRqPR0KFDhxT9lSxZkvDwcGUa\nydWrV7l48WKKgi/JiXGy+fPnc/jwYUqXLs2ECRMIDw/n9u3bHDhwgO7du3Pt2jXu3bvHixcvSEhI\nwNAwX1/Wt5aXlxdeXl76DiPLwp+F03BmAyzfTXtpR4CjY/4hKioqj6ISQhR2b0vFQktrS54/fZ5h\nOxklFq/Lt9nevXv3+OGHHwgJCVF+aMuWLcuGDRtwdHRkwYIF9OjRg2+++YawsDClzPf69evx8PBI\ndZ3FzZs307JlS1q3bg0kLXFXpkyZdOO4ceMGs2bN4uTJkwD8+eef+Pv7U6xYMT7++GNq165NYGAg\nS5cu5fPPP2fVqlX07v12zyMTWROyM5gl65egUWkw0BowwHMAbs1bF5j+hRCF08cb2uo7hDd2afUV\nHLtVTrfN5o5bM9VXXiTRkqgXLPl2Osf27duxtbVN8cNkaGhI9+7dCQwMpGLFitStW5cNG5KW/dFq\ntWzatInu3bun2ufatWtp1qwZkFSOPDIyEldXV9555x3c3Ny4du1aimO8vb0ZPXo0VlZWREZGcu3a\nNaVUOCQVWElevq9t27asWbMmJ16+eEuE7Axm+vJviWkZRVyLWGJaRjF9+beE7AwuEP0LIUR+pdVq\n0SYmoonXpPuApCInGT2EeF2+HYm+f/8+pUuXTnVfqVKlePDgAYAypWPw4MEcPnyY+Ph4pWjK644c\nOaJUEwwNDaVq1ap8//33ODs7M336dNzd3Tl79qzyJ6xLly6xc+dOFi9eDEBERAQGBgYULVpU6dPS\n0pLbt28DULt2bQ4cOJAzF0C8FZasX4K1h4XONmsPC4YvGk7VyCoARMdnbopGdHw0w3d9xmCjIXSv\n2jPd/pduWCqj0UKIQi06NIarAde5tuFGhm3Tq4QMYGxszOjRo3MqtDTJKHTBkm+T6FKlSqVZKeju\n3btKVcIuXbowbtw4nj17xvr16+ncuTMGBgapHvdq1cIKFSpw+PBhZd+0adOYO3cuFy5cUJazW7hw\nIX369FGmhlhaWqLRaIiNjVUS6efPn2NtnbQMjq2tLREREURHR2NqaqpzbqlYKFKjUaVeglGlzpm5\niGn1n0BCjvQvhMg9e/bsYc+ePfoOo8AyczClcudKmZrOkZmRZimaJl6Xb5PoFi1aMGjQoBTzgxIS\nEli9ejWfffYZACVKlOCjjz5i48aN/PXXXyxdujTNPl+tWnjw4EHCw8P5+OOPgaS1qbVaLWZmZkDS\nKh+rVq1i8+bNyvEWFhZUqFCBU6dO4eLiAsCJEyf45JNPlD7SIr98IjUG2tS/8GkTc2ZpqbT6N8y/\nv/pCiP/3+oDLN998o79gRJ6QOdEFS76dE12qVCnGjRtHr1692LlzJxqNhrt379KpUydMTEyUJBqS\npnR89913xMfHp1lGHMDBwYHw8HAgaf7T4MGDOXPmDDExMfj4+FCtWjXKlSsHwPHjx4mKiqJu3bo6\nfXTt2pVvvvmG8PBwNm3axMmTJ2nTJql6XlhYGBYWFilGoYVIywDPATz7K1Jn27MNEcwdPJdNHoFs\n8gjE1MgsU32ZGpkyt9kCZSpHev3379j/zYMXQoh8zqbGOznWlyS34nX5ejjqm2++oWTJkvzvf//j\n6tWr2NjY0LZtW3777TdMTEyUdl5eXnz++ecMHz483f4aNGjAyZMnqVGjBs2aNWPs2LG0adOGZ8+e\n8dFHH+ncFHj06FFcXFxSTA3x9vbmk08+oWzZspQoUYKVK1dSrFgxQCoWiqxLnpe8dMNSEkjAEEM+\n7zM8x+Yr53b/QojCK7OrVhR0ltbpz4dOlhdJtCTqBctbVbFwy5YtrFixglWrVuVK/19++SVOTk4M\nGDBAZ7tUfhJvoqJTRUp94oBFWYt02x0fd5IdG3fw3nvv5VFkQoi8JBULhcgd2f15z/Uk+ubNmzg5\nORETE5Nmm8uXL1O1alXGjh2rVBOEpHnEU6ZMUdZ+ThYeHo69vT0NGzZk9+7dTJ48mdDQUBYuXJhh\nPPXq1aNYsWJs3LhRmXYRGhpKs2bNOH/+PAD79u3Dzc1N57jExET69u3Lr7/+yrvvvqtUTQT4+uuv\nGTNmDPb29oSGhuqMkkPhejO6f/8+rs1bEvsyLsO2DT/6kJXL/8iDqAq3Js2bcPjA4QzbGRkZceH8\nhRTFg4QQhYMk0YWfzInWj+z+vOeL6Rz+/v7UrVuXNWvW6CTRAFZWVgQEBOgk0Zs2bcLc3FxZii4r\nVZVatWrFoUOHlAQ6IiKC8ePH61y8xo0b6yT9UVFR1K9fnxEjRhAbG4uBgUGKLwVLliyhVatW+Pv7\n8+mnn2b+xRcwjx494vHzKMp4TEi3XcyTOxw9FpBHURVue3fu1XcIQoi3UEGpWGhpZc3zZ0/1HYZ4\nC+WLJHrlypWsXbuWNm3a8Pfff/PBBx8ASb/Abm5uBAcHEx8fj5GREQABAQG0b99eWQIvK98eQkJC\nWLt2LZA07/mjjz5Cq9VSpUqVNI/56quv6NWrFzVq1ODff/+lQoUKKdoMGDCAtm3b4urqWqiTaABD\noyKY2JZNt02iJoG0//YghBAiv/vAJ2+LMkXcPINluZpZPu7vKTl3j4e+R4JlFLpg0fvqHIcOHcLS\n0pLatWvTqVOnFPOVixUrRp06ddixYwcAkZGRHD16lJYtW2b5XFevXuXx48dKEvz+++8THx/Pzp07\n00zEL126xJYtW5QiLdevX+f+/fs4OTlhZ2fHp59+SlRUUjEMBwcHLCwsOH78eJZj05eg7bvw7D+c\nDv1G4Nl/OEHbd+k7JB35PT4hhBA5I+LWGX2HIOtyiyzR+0i0v78/ffr0AZIKp3Tv3p3Zs2frtPH0\n9CQgIIA2bdoQGBhI8+bNlQIoWXH48GGcnZ1TbE9vJHvKlCmMHDmSIkWKAElTOxwdHfn5558xNjam\nX79+jBkzRpmPXadOHQ4cOEC9evWyHF9eC9q+i8nzVqBy7qJsmzxvBQBtWjbTV1iK/B6fEEKInPP8\n6nEeHl6frWMzqjiYWe3bt8+RfrJL3yPhImv0mkTHx8fz559/EhkZyfjx4wGIi4tj9+7dNG3aVElu\nO3bsiI+PDxqNhvXr19OtWzfi4+OzfL5XKxZmxqNHj9i8eTPz589XtnXp0oUuXf5L6qZOnUrr1q2V\nJNrW1pZ79+5lOTZ9+G3lBp0EFUDl3IWBU/0ocyDp+g50rcjAppXe+Fx+u6/it+daiu1p9e+3+yqT\npvpRpmnfFPEtXvWXJNFCCFHIWJZ3xrHX9Cwf988PXmlWOM6qmTNn5kg/4u2g1yQ6KCiIChUq4O/v\nDySNCPv6+rJ69WqaNm0KJM2LtrOzw9HRkaCgIPbu3csff/zBxo0bs3w+tVqtVCzMjJUrV9KwYUOl\nrDfAihUrqFmzprKMWEJCglLlENKuWpgfy34naFO/aUSlTr3KXV5LK464tAtDCiFEofG2lf1WGRhi\naJy54lKvy6mR6KzkCLkhP+QGIvPyJInWarXcunVLZ9qEnZ0d/v7+dOrUSeemvh49euDl5aWM/iYf\n4+XlxRdffEHDhg1TLCEHSXOlXz2HWq2mbFndm98cHBw4fDjjpcKSbd26VUnmk12+fJnFixezatUq\nDAwMmDRpEt26dVP2h4WFUaNGjRR95cey34aq1KexaBM1eRxJ6tKKo4jeZ/ILIUTuk7LfQuRveZJE\nx8XFUb58eeW5SqXi999/JzAwkGnTpum0Ta74t23bNlQqlbLETseOHRk1apTyJvLqPpVKxcqVK1m5\ncqXSj7m5ORERETp9N2jQgEmTJqUa4+tL+Wi1Wo4dO4a3t7fO9okTJzJ06FAcHR1RqVR07txZ543t\n7NmzDBo0KOOLkg982qNjijnHiSfX4Oc9MMenSwxsWilL00IGNq1EqYSBqcb3yfBeORqbEEKIlHJy\n1YvMurfXP8vHWFpZZ9wok/Q9EixzoguWt6piISQVW1mxYgWOjo453vfTp09xcXHh4sWLOkl5fl60\nPmj7Lhav+ou4xKQR3k+6e6SbQJ8+fZqWHTpTod/cdPuNenidmL3zuHrxfJ7GJ4QQhZUUWyn8JInW\nj3xbsTAta9as4fvvv+fSpUvY2dnh6enJ5MmTlXlNrq6uHDhwQHlhNjY2DBo0iKlTpyr7Dx48yMOH\nD7GxsVH63bx5M+7u7kyaNCnVUee1a9fi4+PDtm3bsLOzw9LSUmcO1KJFi3B1daVKlSo6ibBWq6Vx\n48Zs27aNf/75hwEDBnDt2jWaNGnC8uXLeeedd6hRowa9e/dm7NixOucsCG9GR44cYfa332YYZ0Rk\nJNsPHsTavky67RLiXlKmpD1nT53IyTCFEOKtJUm0ELmjQFUs/PXXX5k+fTp+fn40adKEBw8e4O3t\njZubGwcPHkStVitTNJJXwvj3339p1aoVrq6uNG/eHAALCwv++usvPvnkE6XvgIAArKys0qy0VLJk\nSSIjI7G2tubmzZt8+OGH7N69O0W72NhY5d+JiYk0bNiQMWPGoNFo8PT0xNvbmy5dujBy5EhGjhzJ\n0qVLMTAw4OnTglk16dChQzzauQvPIukvHbgjNobeXbvy1YT0KxYCWVoJRQghRP6S2YqFxSwsCH9t\n+qQQb4M8T6KjoqIYO3YsW7ZsUeY/v/vuuyxevJh+/fpx5cqVVKdaODk50aBBAy5cuEDz5s1RqVS0\nbduWgIAAJYlOSEggODgYNze3NL9RzJw5k2XLlmFhYcH169epWLFihjHPmjWLGjVq0KpVK/bv34+J\niQkDBw4Ekpa4c3JyYsmSJRw9ehQnJycmTpyIubl5di+R3lQsUgSP/y+HnpawRA0R1tY4OTnlUVRC\nCCH04W7J0mnuO/zyJQ3+v15D6fupLy8nUxOyTq5ZwZLn6xycOHECc3NzJYFOZmRklGKucnIirNVq\nOXPmDIcOHaJZs//mw7Zq1Ypjx47x/PlzAHbv3o2zszPFihVL9dzR0dHs3LmTRo0aAUnVB0+dOkWF\nChUoWbIkY8eOTbFEXXh4OD/99JNyA+SpU6eoVauWsr906dKYmJhw5coVjI2NqVu3LsHBeVsqNSdc\n/fdfNAkJmWp779atXI5GCCFEfnY47mWGbd6m5fnE2ynPk+hbt25Rpsx/82k3bNiAiYkJJiYmGBsb\n8+OPPwJJiXOfPn0wMTGhaNGiODs7U758eUqX/u+bsbGxMS1atGDz5s1A0lQOT0/PNM/9zz//UL58\neYyMjICkVUNq1arF33//zYEDB9ixY4dy/mSzZs2iU6dO2NnZAUlL6b2+HqWlpaWSyCdXLCxI9mzd\nyvktWzDI5HygG4cPs2fr1lyOSgghRH605MULFr+I5KPQB3wU+gCAihUr6jzatGmj5ygLJhmFLljy\nPIkuWrQojx8/Vp537NiRmJgYYmJiaNWqlTL6rFKpWL58OTExMbx8+ZJHjx7h4ODA6NGjdfrz8vIi\nICAArVbLli1b8PDwSPPcr1csHDVqFIsXL8bW1pYKFSowfvx41q5dq+yPj4/Hz8+PoUOHKtssLS1T\nLJ0XERGBlZUVkDQPuKBULEy2deFCXKNjMt2+duxLgn75JRcjEkIIkV91NDXFy9SMFTa2rLCxBZKW\npX318euvv+o5SiFyX57Pif7www+5efMm58+fp3r16sr2uLg4/vnnH2WqxetsbGzo06cPU6ZMUbYl\nz4sePHgwISEhVKxYURkxTo1KpdJZiWPBggW0b99eKcryevXBrVu38s477+jM/3V2dmbevHnK8zt3\n7hATE0PlypWBglWxMJlBXFyWj1G/zPhPeUIIIbIvv1YsLKZWY61WU87wvxQiM/cXiYzJnOiCJc9H\nokuWLMnEiRPp2LEjJ06cIDExkTt37tCtWzfi4+N12r56c+CjR49YvHhxiiTb1NSUxo0bM3z4cDp1\n6pTiuFeVKFGC8PBw5fnff//NuHHjeP78Obdv32bGjBk61Qe3bt1KkyZNdPpwcXEhJiaG3377jWfP\nnuHt7Y27u7syRSQsLIxSpUqlOPfkyZOVR377BdEUKZLlYxKN01/FI6flxw+SgkSu35uTa/hm5Ppl\nnaurq85nhyj8Tp06pe8QRBbopYCyj48PQ4YMoVu3bpiZmdGsWTNcXV354YcfdNr17NkTIyMjjIyM\nqFmzJiVKlEhR4RCSpnRcv35dmQ/9ajXDV9WpU4fr168ryfqcOXOIiYmhVKlS1KtXDzc3N4YMGaK0\nP3r0KA0bNtTpw9DQkICAAObOnUupUqUIDQ1lzpw5yv6zZ8/y4YcfZv/i6EHboUPZY5qylHpaThY1\nps0r1ykvyAfwm5Hr9+bkGr4ZuX4FT+n7d9N8+EZGKP8uZmGR6vH5bcCoIHj27Jm+QxBZoJd1ogFG\njx6dYn7zq1Jbuzmt/b169aJXr/9KQS9cuDDVY0xNTWnevDm7du3Czc0NKysrNmzYkOY5Tp48mer2\nevXqcebMmRTbNRoNp06dws/PL93Y8xvXtm2p3r49L1evyVT78g0a4Nq2bS5HJYQQQp/etNiKJNGi\nsNNbEq0vX331FT/++CNubm453vfWrVtp27ZtitU7CoLK1aoxPzGRYRksW3RVk0DLChXyKCohhBDi\n7XHz5k19hyCyQG9lv/Wpf//+eHt7UyGHk0EPDw+WLFnCO++8o7M9s1WfhBBCiPTkZdlvId4m2fnd\neiuTaCGEEEIIId6EXm4sFEIIIYQQoiCTJFoIIYQQQogskiQ6F/3zzz/UqlULc3Nz2rVrp7NGtcic\nkJAQ3nvvPWUpxEuXLuk7pALp/PnzGBsbExYWpu9QCpxr167RvHlzLC0tef/99zl9+rS+Qypw/P39\neffddzE3N+fDDz/k2LFj+g6pQGjXrh1///238nzGjBnY2tpia2vLjz/++Mb9Z+YzKiQkhEqVKmFh\nYUHv3r15KYW23lhmrvu7776LiYmJ8pg6daoeIi18Xv+delV2ftYlic4lGo0GT09Phg8fzv3797Gz\ns2PkyJH6DqtACQ0NpUuXLvz000+Eh4fTsmVLOnfurO+wChyNRsOgQYNISEjQdygFTmJiIh06dKB1\n69aEh4czePBgpaiTyJx79+7x2WefsWnTJp4+fUrv3r3p2bOnvsPK1zQaDZs2bWL79u3KDX7bt29n\n3rx5HD58mIMHD/Lzzz+zc+fONzpHRp9R4eHh9OjRg59//plbt24RFhaWaq0GkXmZue6xsbEYGBgQ\nExOjPLy9vfUUceGQ2u/Uq7L9s64VuWLfvn1aR0dH5fmdO3e05ubm2ri4OD1GVbCsXr1a27JlS+V5\nfHy8Vq1Wa58+farHqAqeGTNmaMeNG6dVqVTa0NBQfYdToOzatUtbq1Yt5blGo9EeOnRIjxEVPHfu\n3NFaWFhojx49qo2Pj9fOnj1bW7duXX2Hla9Vr15da2hoqFWr1dq///5bq9VqtQMGDNB+//33Spup\nU6dqBw4cmO1zZOYzatmyZdrWrVsrz/fv36+tXLlyts8pMnfdL1y4oG3evLk+wiu0UvudelV2f9Zl\nJDqXnDp1ilq1ainPS5cujYmJCVeuXNFjVAWLq6sr8+fPV56fO3cOY2PjArkOt75cvnwZf39/KRmc\nTUeOHKFixYq0bNkSKysrmjVrhrW1tb7DKlBKly6Nt7c3H3zwAUWKFGH06NHMmDFD32Hla+fOnSM+\nPp6yZcsq206fPq3zmVK7du03KhGdmc+o19vUrl2bq1evEh0dne3zvu0yc92vX7/O/fv3cXJyws7O\njk8//ZSoqCh9hFtopPY79ars/qxLEp1LIiMjUyR7lpaWPH/+XE8RFTz29vZUrlwZ+K+QjY+PD2q1\n/NhmRmJiIgMHDmTu3LkYGxvrO5wC6cmTJ2zevJmRI0fy8OFD2rZti7u7O4mJifoOrcA4d+4c06dP\nZ+fOncTExDB58mQGDx6cZ+sdFxYRERE6nylv+nmSmc+oyMhILF4p6W1mZoaBgYF8jr2BzFz3qKgo\nHB0dCQkJ4ezZs9y9e5cxY8bkdahvlez+rEs2kkssLS2JiIjQ2RYREYGVlZWeIiqYnj17RpcuXRgw\nYAAzZ85k3Lhx+g6pwJg/fz6Ojo40btxYSVgkcckac3NzGjZsSPv27TExMeHLL7/k0aNH/Pvvv/oO\nrcAICgqibdu2NG3aFGNjY7y9vXn48KFcwyx6/TPlTT9PMvMZ9XqbqKgoNBqNfI69gcxc9y5durBh\nwwbKli2Lvb09U6dOZe3atXkd6lsluz/rkkTnEmdnZ527+O/cuUNMTIwysioyFhcXR8uWLSlatChX\nrlyhR48e+g6pQNm7dy/Lly/HxMQEU1NTAMqVK8fGjRv1HFnBUa5cOeLj45XniYmJxMfHy5SiLEhM\nTExxl7tardYZ9REZc3Z21pm+ceLECWrXrv1G/WX0GfV6mxMnTlCxYkXl/URkXWau+4oVKzh79qzy\nPCEhATMzszyN822T3Z91SaJziYuLCzExMfz22288e/YMb29v3N3dMTIy0ndoBcaaNWsoWrQoy5Yt\nkw/cbFi3bh2xsbHK3d0At27dwt3dXc+RFRzu7u5cuHCBgIAAoqOj+f7773F0dKRMmTL6Dq3AaNeu\nHdu3b2f79u28fPmS+fPnU6VKFbmGWdS1a1cWLFjAlStXuHz5MosWLaJLly7Z7i8zn1Ft27bl2LFj\nBAYG8uTJE6ZOnUrXrl1z4uW8tTJz3S9fvszIkSMJDQ3l8ePHTJo0iW7duukx6sIv2z/rOXfvo3jd\nsWPHtO+9957W1NRU27p1a+2TJ0/0HVKBMmLECK1ardYaGhoqDyMjI+3t27f1HVqBpFarZXWObNi3\nb5+2WrVqWmNjY22jRo20169f13dIBc66deu0lStX1hobG2ubNm2qvXnzpr5DKhDKlSuns5LAd999\np7WxsdHa2NjorNSRXal9Rv3xxx/aSpUqKW22bt2qrVixotbMzEzbs2dPbWxs7Buf922X0XWPi4vT\nfvLJJ1orKyuttbW19tNPP9XGxMToOerC4dXfqZz4WVdptTJJUgghhBBCiKyQ6RxCCCGEEEJkkSTR\nQgghhBBCZJEk0UIIIYQQQmSRJNFCCCGEEEJkkSTRQuQjN2/eRK1W4+HhkWKfl5cXarWa27dvZ6nP\nyZMnM3ToUACMjIx49OhRjsQKsGDBApycnDAxMaF8+fJMmTIlRwu6DBw4kJkzZ2br2H79+vHDDz+k\nuk+r1dKuXTtevHhBqVKlWLx4sc7+LVu2YG1tTWhoaLbOnZGgoKA0YxNC5A9NmjTBxMREeQwcODBb\n7xmnT5+mWbNmWFlZUaxYMby8vLh161aOxbl3717ee++9bB27Z88enJycciyWt40k0ULkM4aGhhw6\ndIioqChlW3R0NPv378/WOuMqlUr5d3x8PLa2tjkS59atW/npp59Yt24dUVFRbNiwgRUrVjBnzm7k\ntm0AAAyESURBVJwc6R/Az88v2+VuVSqVzmt/1cqVK6lXrx7m5ub4+vri7e2tXO+EhATGjBnD1KlT\nsbe3z3bs6WnTpg3r168nPDw8V/oXQry5GzduEBUVpay17+fnl+X3jLi4ONq3b0/v3r159OgRly9f\nxs7OLtWBkuxq0qSJTnEWkXckiRYinzEwMKBJkyYEBgYq24KCgmjSpAlq9X+/sseOHaNmzZqYmJjQ\npEkTZYT5+fPneHh4YGZmRqNGjbh//76STKrVasLCwgD48ssvsbe3x8zMjI4dO/LixQsAXF1dmTZt\nGjVq1MDCwoLRo0enGueePXv4+OOPqV69Omq1GmdnZ3744QeldOrrI8GvPi9XrhyzZ8/GwcGBffv2\nYWBgoDOC4+LiwooVK5Rjpk6dSps2bZT9Fy9exMrKitjYWHx9fSldujQmJiY0b96c+/fvK+3SGhX3\n9fWlb9++QFIRi2rVqvH9998DsHDhQkxNTRk2bBhBQUFUqlQJExMTPD09iY6OBpL+YtC0aVPMzc0p\nWbIk8+bNU/pWq9X88ssvFCtWjLCwMGbMmIGDgwPm5ub069dPqYDYqVMn5s+fn2p8Qgj9iomJwdjY\nWOc9N1l67xmvu3LlClFRUfTv358iRYpga2vLzJkzsbOzIzY2NsVI8KvPJ0+ezODBg2ncuDHDhw+n\nefPmOu+pv/zyCy1btmTv3r04OTlx584d1Gp1ivfSlStXcuLECerXr4+pqSkVKlRg3bp1OXat3maS\nRAuRD3l5eREQEKA837BhA15eXsrzyMhI2rVrx7Rp03jy5Amurq4MGTIEgPHjx2NsbMyTJ0+YPXs2\nq1atStF/SEgIe/fu5d9//+Xu3bvcv3+f33//Xdm/YsUKgoODOXPmDEuXLmXfvn0p+qhbty7+/v78\n/PPPHD9+nPj4eDw8PPD29gZSjgS/+lylUhEcHMzFixdp3Lgx9erVIzg4GIAHDx5w7tw5PDw8lGM6\nderE3r17lfLRGzduxN3dndu3bzNnzhyOHDnCkydPsLCwwNfXN91re/XqVR4/fkyFChWUbfPnz2fe\nvHmcPXuWqVOnsmDBAm7dukXv3r1ZtmwZYWFhFCtWTHltX3/9Na1ateLZs2esXbuWL774gsjISKW/\no0ePcu/ePcLCwli0aBHnz5/n9u3bXL9+nT///BNIqpC1Zs2adGMVQujH9evXiYuLo27dutjY2NC5\nc2dlAAJSf89I7S9f5cqVQ61WM2TIEIKDgwkPD8fMzIyQkBCKFi2aYRyrV6/mxx9/ZO7cuXTq1El5\nn4Sk98Hu3bsrz8uUKUP9+vVTvJd26NCBYcOGMXLkSCIjI5k+fbryeSHejCTRQuRD7dq1Y+fOnbx8\n+ZK4uDi2b99Ou3btlP1btmzBxcWFDh06YGpqyoQJE9i2bRsvX75k8+bNfP311xQtWpS6devSoUOH\nFP07Ozvz559/YmVlxfPnzzEzM1OmFqhUKj777DNKly5N+fLlqV27dqrzsLt27cpPP/3Etm3baNWq\nFdbW1nh6euq0TW9+9OjRo7G2tgaSRmWDgoIA2Lx5M23atMHMzExp6+TkRPny5dm9ezeQ9OHRtWtX\n7OzsCAkJoWTJkjx9+lTndaTl8OHDODs762xzdHRkyJAhNGrUiI8//hgXFxdWrVpFjx49+PDDD7Gw\nsMDb25u1a9cCMG7cOL744gtiY2NRq9VotVqePn2q9Ddu3DhMTU2JjIwkOjqagwcPYmRkRHBwsPJl\nqFq1aly7do3nz5+nG68QIu89ffqUypUrs2zZMq5fv465ubny1ytI/T0jNWZmZuzfv5+EhARGjBiB\nra0tzs7OmR4JbteuHR988AEAHTt25MiRI7x48YLIyEgOHjyIp6enzvtsau+l5ubm/Pzzz/To0YMX\nL15gZGQkU8lyiCTRQuRDFhYWuLi4EBwczI4dO/jggw+wsLBQ9t++fZugoCDlhhcrKyvi4uJ48OAB\njx8/1pn3XK5cuRT9x8bG0qtXLxwdHRk2bJhOAgjozOszNjYmMTEx1Th79uxJYGAg4eHhHDhwgISE\nBPr3759q29cT6uQEGpJG3rdv305iYiJ//fUX3bp1S3F88odDaGgoly9fxs3NDa1Wy+jRo6lYsSL9\n+/fP1E2XDx48oHjx4im2T5w4kYiICGW0+fbt2/zyyy/KNXZycuLRo0doNBpOnz7Ne++9R6NGjfj1\n118xMDBI9bU1aNAAb29vJk+ejK2tLZ07d+bhw4dA0pcVGxsb7t27l2HMQoi81bBhQ3bs2EH16tWx\nsrLixx9/JCQkROdeldffM9Li5OSEn58fly9f5sGDB/Tt25fevXtz48aNFG1ff5+0srJS/u3g4MD7\n77/P9u3blSl+r76PQtrvpXv27KFChQq0bNmSv/76K8vXQ6ROkmgh8ilPT08CAgJYv349np6eOvts\nbW3x9PRUbniJiYnh8OHDlClThrJly+rc+f3gwQOdY7VaLRMmTKBp06ZcvXqVLVu2ULNmzSzHV79+\nfdavX688r127NtOmTePUqVNAUpKo0WiU/ekluBUqVKBcuXJs27aNY8eO6Yy6J3+oJCfRmzdvxsPD\nA0NDQ2bNmoWNjQ03btxg27ZtNGvWLMO41Wp1qvMck0e+TU1NgaRrPGrUKOX6RkZGcvjwYWJiYhg0\naBDBwcGcPHmSRYsWpXmuf//9F1dXV06cOMG9e/ewtrZm4sSJyv60vpwIIfQrMDCQ/fv3K88TEhIw\nMDDA2NhY2fb6e0Zq5s2bp3MToZ2dHaNGjaJatWqcP38+xfvknTt30o0r+X1w06ZNdO3aNcX+1N5L\nr169yrfffsuJEyc4evQoU6dOzfgCiEyRJFqIfMrd3Z2tW7eydetW3N3ddfa1bduWXbt2ceDAAeLi\n4li0aBE9e/bEwMCAHj16MG3aNJ4/f87ff/+tk+gme/nyJTExMcTHx7Nt2zY2b95MbGyssv/10ZDU\npmW0bdsWb29vTpw4gUaj4eHDh8yaNYumTZsCULp0aXbt2kV0dDRbtmzhyJEj6b7eTp06MWbMGNzc\n3FKdK/jee++hUqn4+eefldGVly9fEhsbS3x8PEePHuWPP/5QXkdaU0kcHBwy9adMT09PVq5cydmz\nZ4mNjWXy5MmMGzcOrVZLXFwcUVFRREREMH78eBITE4mJiUnRx/Hjx+nXrx+PHz/G1NQUAwMDSpQo\nASQl0OHh4ZQsWTLDWIQQeSssLIyhQ4dy48YNIiMjGTduHJ6enhgaGmapnxYtWrBz5078/PyIjo7m\n5cuXrFmzhlu3blG3bl1Kly7NrVu3OH/+PPfu3WPevHlprioESSPNQUFB7N69O80VPl5/L42NjUWj\n0RATE8OjR4+UkfPke0xE9kkSLUQ+k/wGamNjg7OzM9WrV6dYsWI6+xwcHFi2bBmDBw/GwsICPz8/\n5UbECRMmULx4cUqWLEnfvn115vEl36g3YcIEAgMDKVasGEuWLGHWrFnKTTKvnuf1mF41adIkPD09\n6dixI2ZmZtSvXx9LS0uWL18OwOeff05UVBQ2NjbMnz+fnj17pvu6O3XqxIULF1KMrrx67k6dOhEW\nFqaMOI8YMYIbN25gZWWFt7c3vr6+bN26lcDAwDSXuGvQoIEyWv66V9s7OzszZcoUPDw8sLa25vDh\nwyxZsgQLCwu+++47mjRpQrVq1ahcuTKenp7069cvRX/du3enfv36ODk5YW9vz4sXL5SR6IsXL1K+\nfPkUf44VQuhf//79+fjjj6lfvz4lS5YkKiqKhQsXpmiXXsILULVqVTZs2MBvv/2Gra0t9vb2LFmy\nhKCgIEqUKEHFihUZPXo0Li4uNGzYUOd9MrX3sJIlS1K2bFlcXFwwNzdPNY7X30tr1KhB//79qVq1\nKg0aNKBjx47Ur1+fvn37prsUqMiYSpuTlRGEEKIAqFevHitWrMDR0VFvMcyfP5/Q0FCmTJmitxiE\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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Characteristics of all tissue types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Here we can see that a disproportionate number of the of the deaths is in the GBM cohort \n", "* Conversely we have very few deaths for the KICH, THCA, and PRAD datasets " ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(2,1, figsize=(8,8))\n", "ax = axs[0]\n", "\n", "t = get_surv_fit(surv, codes)\n", "t = t.sort([('5y Survival','Surv')])\n", "t['Stats'].plot(kind='bar', ax=ax)\n", "prettify_ax(ax)\n", "\n", "ax2 = axs[1]\n", "t = get_surv_fit(surv, codes)\n", "tt = t['5y Survival'].sort('Surv')\n", "b = (tt['Surv']).plot(kind='bar', ax=ax2, color='grey',\n", " yerr=[tt.Surv-tt.Lower, tt.Upper-tt.Surv], ecolor='black')\n", "ax2.set_ylabel('5Y Survival')\n", "ax2.set_yticks([0, .5, 1.])\n", "prettify_ax(ax2)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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JE+Di4gJXV1cEBAQgNDQU2dnZ2L59OxYuXAi1Wo2xY8fC0NAQx48fV6pJRERELz07Ozvk\n5uaicePGcHV1xaNHj9CiRQu4urqWmkgIIZCeno7ExEQkJCQUut24cUN6nJ+fHxISErBixQoMHz5c\nWj5lyhRs374dS5YswdmzZ7Fu3TpMnToVLVu2LLWdQgjpWG9sbAwAOHHiBHJycnDp0iVMnDgRp0+f\nxtmzZ7F69Wo4ODigbt26CrxD2lNsTI2TkxPmzJkjvSEqlQp79+7FjBkzMGDAAOlxHh4e2LZtG+Li\n4mBmZiZljQDg6emJmJgYtG3btlj8wMBA6W8vLy94eXkp1XQiItJjagtLnYrhlfc15bh06ZJUo+bS\npUvSaaLSqFQqREREICIioti6Ro0a4fz580/boVaje/fu2Lt3L/r37y89plWrVti6dSumTZuG2bNn\nw97eHvPmzcN7770nxS+aUBVc5unpiebNm6Nv377Yv38/fv31V0yaNAmdOnVCbm4uWrZsid27d5ea\nlD0vKqFQ5ZyzZ8+iXbt22LJlC9q0aYMlS5bg559/hoGBAdauXYs2bdoAeFoxcfTo0Vi7di1GjBiB\n+Ph4KcaYMWNQv359/Pe//y3cSJXqpSvwQ0REylKpVLju4FTqeqfk62UeC3is0B+6fpaKnX6KjIyE\nr68vOnbsiKpVq2LOnDm4desWHjx4gNTUVOlxaWlpsLCwgFqtRlpaWqEYaWlphUZeExEREWlLsaRG\no9EgKyur0LIqVaqgd+/eiI2NlZZFR0fDw8MDrq6uyMzMxM2bN6V1p0+fhru7u1JNIiIioleIYklN\njx49EBUVhaioKGRlZWHFihVwdXXFkCFDsHLlSsTHxyMuLg6rV6/GoEGDYGxsjN69e2POnDlITU3F\nqlWrkJOTg9atWyvVJCIiInqFKDZQuEmTJvjpp58wYcIEJCUloU2bNggPD0edOnUwfvx4KVmZNm0a\nOnfuDABYtmwZhg8fDgcHB7i4uCAiIuKFDyoiIiIi/aDYQOHniYO/iIj0X3kHCltbW+PBgwfPo2n0\ngllZWeH+/fuyn8fLJBARkV7Q5SBI+oUXtCQiIiK9wKSGiIiI9AKTGiIiItILTGqIiIhILzCpISIi\nIr3ApIaIiIj0ApMaIiIi0gtMaoiIiEgvMKkhIiIivcCkhoiIiPQCkxoiIiLSC0xqiIiISC8wqSEi\nIiK9wKSGiIiI9AKTGiIiItILTGqIiIhILzCpISIiIr3ApIaIiIj0ApMaIiIi0gtMaoiIiEgvMKkh\nIiIivcCkhoiIiPQCkxoiIiLSC0xqiIiISC8wqSEiIiK9wKSGiIiI9AKTGiIiItILTGqIiIhILzCp\nISIiIr3ApIaIiIj0ApMaIiIi0gtMaoiIiEgvMKkhIiIivcCkhoiIiPSCoknN5cuX0alTJ6jVarRo\n0QKxsbEAgCVLlsDW1ha2trYICgqSHp+SkgJfX1+Ym5vD3d0d0dHRSjaHiIiIXiGKJTUajQa9e/dG\nt27dcP/+fYwdOxYDBgzAvn37sHz5chw/fhxHjx5FcHAw9u/fDwCYNGkSHBwckJycjHHjxqFfv37Q\naDRKNYmIiIheISohhFAi0IEDBzBlyhTExMQAAIQQOH78OH788Ue89tprmDFjBgBg4cKFSExMxIoV\nK2BjY4P4+HjUrFkTAODi4oKff/4Zbdu2LdxIlQoKNZOIiF5SKpUK1x2cSl3vlHydxwIqk2I9NX/+\n+ScaNGiALl26wMLCAh07doSlpSViYmLQtGlT6XEeHh6IiYlBXFwczMzMpIQGADw9PaWkiIiIiEgO\nQ6UCpaSkYMeOHdi8eTM6deqEb775Bn369IFKpYJarZYep1arkZqairS0tELLC64rSWBgoPS3l5cX\nvLy8lGo6ERER6QHFkhpzc3O0a9cOPXv2BABMmzYNn332GYyMjAolKmlpabCwsIBarUZaWlqhGGlp\nabC0tCwxfsGkhoiIiKgoxU4/1a1bFzk5OdJ9jUaD3Nxc9O7dW5oFBQDR0dHw8PCAq6srMjMzcfPm\nTWnd6dOn4e7urlSTiIiI6BWiWFLTp08fnD9/HhEREcjMzMTnn3+Ohg0bYvDgwVi5ciXi4+MRFxeH\n1atXY9CgQTA2Nkbv3r0xZ84cpKamYtWqVcjJyUHr1q2VahIRERG9QhQ7/WRlZYWtW7ciICAAw4cP\nR4sWLRAeHo569eph/PjxUrIybdo0dO7cGQCwbNkyDB8+HA4ODnBxcUFERARUKpVSTSIiIqJXiGJT\nup8nTukmItJ/nNJN5cXLJBAREZFeqLRJjbVaDZVKVeLNushU8ZepbS9D+4iIiPSRYmNqXrQH6eml\ndlM6JV9/wa0prKy2ARXfPiIiIn1UaXtqiIiIiApiUkNERER6gUkNERER6QUmNURERKQXmNQQERGR\nXmBSQ0RERHqBSQ0RERHpBSY1REREpBeY1BAREZFeYFJDREREeoFJDREREekFJjVERESkF5jUEFGl\nY61WS1e9L3qzVqsrunlEVEEq7VW6iejV9SA9HdcdnEpc55R8/QW3hoheFuypISIiIr3ApIaIiIj0\nApMaIiIi0gtMaoiIiEgvMKkhIiIivcCkhoiIdFLW1HpOry8b37vng1O6iYhIJ2VNrQc4vb4sfO+e\nD/bUEBERkV7Qz6TGoEqZ3XoWllYV3UIiIiJSmH6eftLkoeXc3aWuPvFJtxfYGCIiInoR9LOnhoiI\niF45TGqIiIhILzCpISIiIr3ApIaIiIj0ApMaIiIi0gtMaoiIiEgvMKkhIiIivcCk5hVU1jVHeL0R\nIiKqrJ5LUnPu3DlUrVoVd+7cAQAsWbIEtra2sLW1RVBQkPS4lJQU+Pr6wtzcHO7u7oiOjn4ezaEi\n8q85UtLtQXp6RTePiIhIJ4pXFM7Ly8MHH3yA3NxcAEBUVBSWL1+O48ePQ6PRwNvbG56enujUqRMm\nTZoEBwcHJCcnY+PGjejXrx+uXLkCAwN2IBEREZE8imcPX331Fdq3bw8hBIQQCA0NxYQJE+Di4gJX\nV1cEBAQgNDQU2dnZ2L59OxYuXAi1Wo2xY8fC0NAQx48fV7pJRERE9ApQNKmJi4tDSEgIAgMDpWWx\nsbFo2rSpdN/DwwMxMTGIi4uDmZkZatasKa3z9PRETEyMkk0iIiKiV4Rip580Gg3GjBmDb775BlWr\nVpWWp6WlQV1g8KlarUZqamqx5QXXlaRgouTl5aVUs4mIiEhPKJbUrFixAg0bNpROPQGAEAJqtRpp\naWnS49LS0mBhYVFsef46S0vLEuMXTGqIiIiIilLs9NMff/yBdevWwdTUFGZmZgCAevXqITU1tdAp\npejoaHh4eMDV1RWZmZm4efOmtO706dNwd3dXqklERET0ClEsqQkPD8eTJ0/w+PFjPH78GACQmJiI\nlStXYuXKlYiPj0dcXBxWr16NQYMGwdjYGL1798acOXOQmpqKVatWIScnB61bt1aqSUSsyUNE9ApR\nfEp3PpVKBQDo0qULxo8fLyUr06ZNQ+fOnQEAy5Ytw/Dhw+Hg4AAXFxdERERIzyNSQn5NnpI4JV9/\nwa0hIqLn6bklNXl5edLfM2fOxMyZM4s9xsbGBrt3735eTSBSlLVaXWZxQqvq1XG/yDgxIiJ6cZ5b\nUkOkb8rq9QHY80NEVNFYupeIiIj0ApMaIiIi0gtMaoiIiEgvMKkhIiIivcCkhoiIiPQCkxoiIiLS\nC0xqiIiISC8wqSGiVx4vp0GkH1h8j4heebycBpF+YE8NERER6QUmNURERKQXmNQQERGRXmBSQ0RE\nRHqBSQ0RPXdlzS7iDCMiUgpnPxHRc1fW7CKAM4yISBnsqSEiIiK9wKSmIhhUKbUb3sLSqqJbR0RE\nVCnx9FNF0OSh5dzdJa468Um3F9wYIiIi/cCeGiIiItILTGqIiBTEmV5EFYenn4iIFMSZXkQVhz01\nREREpBeY1BAREZFeYFJDREREeoFJDREREekFJjVERESkF5jUVAJlTRHl9FAiIqKnOKW7Eihriiin\nhxIRET3FnhoiIiLSC0xqiIiISC8wqSEiIiK9wKSGiIiI9AKTGiIiItILTGqIiIhILzCpISIiIr2g\naFKzZ88evPHGG6hWrRq8vb1x8eJFAMCSJUtga2sLW1tbBAUFSY9PSUmBr68vzM3N4e7ujujoaCWb\nQ0RERK8QxZKa27dvY9CgQfj6669x//59dOnSBQMHDkRUVBSWL1+O48eP4+jRowgODsb+/fsBAJMm\nTYKDgwOSk5Mxbtw49OvXDxqNRqkmERER0StEsaTm4MGDaNmyJTp37oyqVati+vTpOHfuHDZu3IgJ\nEybAxcUFrq6uCAgIQGhoKLKzs7F9+3YsXLgQarUaY8eOhaGhIY4fP65Uk4iIiOgVolhS4+XlhRUr\nVkj3//nnH1StWhVnzpxB06ZNpeUeHh6IiYlBXFwczMzMULNmTWmdp6cnYmJilGoSERERvUIUu/aT\nvb097O3tAQC7du3CmDFjMHfuXPz4449QF7joolqtRmpqKtLS0gotL7iuJIGBgdLfXl5eSjWbiIiI\n9ISiF7R8+PAhPvjgAxw6dAhfffUVhg0bhvDwcKSlpUmPSUtLg4WFBdRqdaHl+essLS1LjF0wqSEi\nIiIqSrHTT9nZ2ejSpQtMTEwQHx+PYcOGAQDc3d0LnVKKjo6Gh4cHXF1dkZmZiZs3b0rrTp8+DXd3\nd6WaRERE9EqwVquhUqlKvFkXOSuizxTrqQkLC4OJiQl++eWXQssHDx6M0aNHo3///hBCYPXq1Vi7\ndi2MjY3Ru3dvzJkzB19++SU2btyInJwctG7dWqkmUSVkrVbjQXp6ieusqlfH/SK9e0REBDxIT8d1\nB6cS1zklX3/Brak4iiU1f/31F44dOwYjIyNpmUqlwuXLlzF+/HgpWZk2bRo6d+4MAFi2bBmGDx8O\nBwcHuLi4ICIiAiqVSqkmUSXEDZOIiHSlWFITHByM4ODgEtfNnDkTM2fOLLbcxsYGu3fvVqoJOiur\ndwBgDwEREVFloOhA4cqqrN4BgD0ERERElQGv/URE+sWgSqkDJlUqFSwsrSq6hUT0nLCnhoj0iyYP\nLeeWflr7xCfdXmBjiOhFYk8NERER6QUmNURERKQXmNTQq6uMsRccd0FEVPlwTA29usoYe8FxF0RE\nlQ97aoiIiEgvMKkhUorM01m8VksBPBX4wvB7R/qMp5+IlCLzdBYvCVEATwW+MPzekT5jTw2VS1m/\n+vjLj4iIXiT21FC58BITRET0smBPDRXGsQ1ERFRJsaeGCuPYBqKXirVajQfp6SWus6peHffT0l5w\niyrQ//3oKonawhKpDx+84AbRy4ZJjTa4IRFRBeHA3gL4o4uegUmNNrghERERvfQ4poaIiIj0ApMa\nIiIi0gtMaoioRKw8S1QYt4mXH8fUEFGJOECVqDBuEy8/9tQQERGRXmBSQ0RERHqBSQ0RERHpBSY1\nREREpBeY1FR2ZVyriddrIlIAr4dGVGlw9lNlV0a1Y+AlqHjMS0xQZad0RXFuE/SKKev6ZYCy1zBj\nUkPPl5IHhDIOBgAPCFRJvEqXXWECRyh7Kjyg7HR4JjVUebzsvVJEVNirlMDRS4FjaoiIiEgvMKkh\nIiIivcCkhoiIiPQCkxoiIiLSC0xqiIiIqOIoWAuKs5+ISD5O1X05sMwBPSdl1ZZRsq4MAEVnyTGp\nISL5OFX35cAyB2V6oQdmPVNWbRkl68oorcJPP/39999o2rQpzM3N0aNHD9y/f7+im0Skdw4ePFjR\nTaDKQGWgV5ddyT8wl3Qrq8ItVV4V2lOTl5eHfv36Yc6cORg0aBAmT56MyZMnY926dRXZLKKK938H\nkdKUdFqhrF+lJsbGeJyVpWgTSQ8JDXt+XhZl7AN4WrF0FZrUHDt2DKamphgzZgwAYMGCBXBzc0NO\nTg6MjIwqsmlEFUsI2QeXytpdTKQXlE5CytgHVHhy+RInXBWa1MTExKBp06bSfScnJ5iamiI+Ph6v\nv/56BbaMSM/o0PNDpNeU3iZe5iREaS/x/6oSQoiKevHPPvsMV69exXfffSctc3Fxwbp169C6dWtp\nWVlfPCIiInq1lJa6VGhPjVqtRlqR0edpaWmwsLAotKwC8y4iIiKqJCp09pO7uztiY2Ol+9euXcPj\nx4/x2mtcepldAAAgAElEQVSvVWCriIiIqDKq0KSmVatWePz4Mb777js8fPgQc+bMQZ8+fThImIiI\niGSr0KTG0NAQERER+Oabb+Do6Ijbt29j2bJlFdkkIiIiqqQqdKAw6ZcHDx7g5MmT6Nq1KwAgNjYW\nFy9eRP/+/VGlShVFX0sIodMA8rt378LW1hYAcOvWLQghUKtWLdlxcnJy8O+//+LNN98EAFy+fBkp\nKSlo0aKF7Fj5du3ahQMHDuDRo0eoVasWWrdujS5duugcjyqeRqNBfHw8GjZsiKCgoGLjA6dPn15B\nLXsqNTUVly9fhqurK8zNzcsdT6nt61l02f6V2j+FhYU987UHDRokq21Ky8rKwg8//IADBw4gPT0d\nDg4OaN26Nfz9/WFiYqLoa/37779wc3OT9Zznua+r9EnN/PnzoVKpSh1MrFKpMHfu3HK/TlJSEpo0\naVJsYHNZNm3ahN69e6Nq1arlfv18d+7cwRdffFHsyzpp0iTY29tXWKwrV67Ay8sLHTt2xM8//wwA\n+PPPPzFmzBiYm5tjz549xQaA6+L48ePYuHEjwsPDkZycrPXzHj16hMGDByM9PR2HDh0CAGzbtg2D\nBw/GhAkT8OWXX2od686dO+jatStq1qyJyMhIAMD+/fsxZMgQtG/fHhs3boSxsbGseL1798a///6L\n5s2bw87ODrdu3cLJkyfh6emJ7du3w9LSUut4gLJJ17Fjx/DHH39g1qxZAIC9e/di69atmDVrFmrX\nri0r1qhRo565vf7444+yYv766684cuSI1Mu7ZcsWrFmzBgsXLkSzZs1kxQKU2y7S0tLQtWtX1K9f\nH+vXr0fVqlXh4+ODv//+Gzk5OVi8eDHee+89WW27fPkyDh8+jJEjRwJ4+tkcOXIE48aNQ/Xq1WXF\n2rVrFwYPHoyMjAxYWloiPDwc3t7esmLkU3L7Kouu27+S+ycvL69CSc2hQ4fQvn37Qo85cOCA1m17\nltTUVFn7zkuXLqFz584wMDCAt7c3bG1tcfv2bezbtw8mJib4/fff4eRUcj0rbV29ehWhoaHYuHEj\n/v33X+Tk5Gj1vOexrytGVHIqlUpYWlqKwYMHi4CAgEK3sWPHioCAAEVe5+rVq0KlUsl6jqWlpahe\nvbrw9/cXu3btErm5ueVqw6lTp4RarRbt2rUTCxYsEKtWrRLz588XLVu2FLa2tuLs2bMVEksIIQYO\nHCg+++yzYss1Go0YM2aMeP/992XFK+j06dNixowZom7dusLOzk6MHDlSREREyIrx0UcfiYEDB4qH\nDx8WWn7jxg3RsmVL8fnnn2sda/To0WLixIkiLy+v0PKMjAzRq1cvMX36dFltGzJkiOjWrZt48OBB\noeX37t0TXbt2FSNHjpQV7/bt28Ld3V1069ZNWrZv3z5Ro0YN0a9fP5GVlaV1rAMHDghra2uxdOlS\nadmVK1fEuHHjRI0aNcS5c+dktS1/e33nnXfE559/Lt0WLVokFi1aJOtzEEKITZs2CQcHBxEWFiYt\nu3v3rli8eLGwsLAQR44ckRVPye1iypQpwt/fX2RnZwshhDAxMRFCCJGVlSX8/PxEcHCwrLadPn1a\n2NjYiBkzZkjL/vnnH9G9e3dRr149cf36dVnx3NzcxIoVK0R6erpYtmyZ8PT0lPX8gpTcvopSYvt/\nnvun/M9VSRkZGWLDhg2iV69esuP7+vqKESNGFDveZGdnixEjRoi+ffvq1Kbk5GTx9ddfi5YtWwoD\nAwPRo0cPsXbtWnHnzh2tYyi9rytJpU9qtm/fLkaMGCHs7e1F165dxerVq8Xt27cVfx1dkprs7Gyx\nZ88eMXbsWFGrVi1Ro0YNMW7cOHHo0CGd2tCuXTsxa9asEtfNmjVLeHt7V0gsIYSoVauWSE9PL3Fd\nSkqKsLW1lRXvwoULIjAwUDRq1EhYWVmJUaNGCSMjI3HhwgVZcfI1aNCg1J1+XFycqF+/vtaxnJ2d\nxb1790pcd/36deHo6CirbWq1Wly+fLnEdVevXhVWVlay4imZdLVv315s3bq1xHUrV64Uvr6+stp2\n5swZMW/ePNGkSRPRsGFDMWvWLPH333/LilFQ8+bNS92ewsPDRYcOHWTFU3K7qFOnjkhISJDuFzw4\nJSUlCRcXF1lt6969u/jhhx9KXDd37lwxaNAgWfEMDQ2lA19OTo4wNTWV9fyClNy+hFB++1d6/1SQ\nUklNdna22LJlixg8eLAwNzcX7u7uIjAwUPb2YWZmJm7cuFHiups3b4rq1avLirdq1Srh5eUlTExM\nRI8ePcTPP/8sqlatqtNnofS+riSVPqnJl5OTI/bu3SvGjh0rHB0dRfv27cWyZctk/3opTUJCguyk\npiCNRiOOHj0qPvroI9GgQQPh7Owspk2bJiuGiYmJuHv3bonrUlJShJmZWYXEEkKIatWqifv375e4\nLjMzU/aGr1KpRPPmzcWOHTsK/dK9ePGirDj5TE1NxePHj0tcl5ubK4yNjWXFKm0HmZ2dLapWrSqr\nbYaGhuVaX5SSSZelpWWpPYxPnjyRvYMsKC4uTixatEi0aNFC1K1bV0ydOlV2z4q5uXmx5C2fLgdq\nJbcLU1PTQr1imzdvlv7Oy8uTvU3UqFGj1F62R48eyT4gFP1elefgrOT2JYTy27/S+6eCypvU7N69\nW4wcOVJYWlqKxo0bi/nz5wtjY2OdEzil9yf5n0VcXJy0TNfPQum2lURvkpqCNBqNiIyMFC4uLsLA\nwEDr5xU9fVXwNnz48HIlNfkePHgg1q5dKxo2bCh7Y1DyC6H0l8vLy0t88cUXJa77/vvvRevWrWXF\nmzVrlqhTp47w8PAQwcHB4s6dO+XaqTVp0kRs27atxHV//PGHcHV11TrWW2+9JdauXVviuq1bt4qm\nTZvKapvSn4WSSZeNjY1ITEwscV1KSopQq9Wy2laa33//XTRo0EDW9iqEEDVr1ix155+cnCxsbGxk\nxVPys3B3dxd79+4tcd3ff/8tXnvtNVltU6vV4tatWyWuS0tLk/1DRMmkRsntSwjlt3+l908FlTep\nyU8aTp8+XSimrv+r0vuTPXv2CH9/f2FtbS38/PzEli1bRNWqVV/apKZCKworLTU1FTt27EBERIQ0\neGvevHlaP9/e3r7UQYz29vayYhV0584dbNmyBZs3b8ahQ4fQtm1bTJ8+Hf3799cp3stowYIF6Nq1\nKxISEtC/f384Ojri3r172L59O5YtW4YtW7bIivfZZ5/h008/xeHDhxESEoImTZogKysLmzdvxqhR\no2QPZJ48eTLef/995OTkoG/fvtJshz179mDMmDGYNm2a1rFmz54Nf39/3Lt3r9j/OnPmTKxYsUJW\n2/Ly8jB+/PhSB89qNBpZ8Ro3boyIiAiMGDGi2Lpdu3ahUaNGWsfy8fHB7Nmz8csvvxRbFxgYqPPA\nUuDprImIiAhERETgwYMH8PPzQ79+/WTF6NOnDyZPnozNmzfDzMxMWp6Xl4dJkyahR48eOrevvGbO\nnIkxY8Zgw4YNaNu2rbT83LlzGDJkCAICAmTFa9++Pb766issXry42Lrly5ejTZs2suLl5eUVmrWS\nnZ1d6L5KpcL58+e1iqXk9gUov/0ruX/q3r17ofs5OTmFlqlUKuzatUvreKtWrUJISAi6d++OoUOH\n4t1339X6uSXJy8uDr6+vYvsTHx8f+Pj4IDMzE1u3bsWaNWuQl5eHmTNnYsiQIfD19dV65pzS+7qS\nVPrZTykpKdi6dSsiIiJw6tQpdO7cGf3794evr2+hnVxFWLp0KTZv3oxjx46hWbNmGDZsGAYPHoya\nNWvqFM/AwAANGzYsdf3Fixe1/lIoGStfdHQ0Pv74Yxw6dAgajQYqlQpvvfUWPv30U3Tu3FlWrKKy\nsrLw22+/ISQkBLt374a7uzuOHTsmK8Y333yDuXPn4tGjR7C1tcX9+/ehUqkwffp0zJ8/X1as7du3\nY+rUqbhy5Yq0rGbNmvj0008xatQoWbECAwNLnCKav2mqVCpZCfW2bdvg7++PefPmlZp0DRs2TKtY\nSUlJePvtt2FlZYW+ffvC0dERd+/exY4dO3DlyhUcOXJEVgXwmJgYKZHJy8tDv3790L9/f7z11lta\nxyjo/v376NatG65du4auXbtK7YuMjIS5uTkOHjwo6wCo9HaxZs0azJgxA+bm5qhduzbu3buHhIQE\nzJ49W/aszLNnz6Jdu3Z4++23i32uO3fuxO+//47mzZtrHe/gwYPPfIyXl5fW8ZTcvopSYvtXav+0\ndu3aMterVKoSf1A8S2JiItavX48NGzbg/PnzmDBhAvz9/WXPWHxe7Svozp07CA0NRUhICP755x88\nfvxYq+cpva8rSaVPaoyMjFC9enX4+vrCx8dHmj5d8I3TtmZAx44dnznd9Pfff9e6bW5ubhg6dCjM\nzMzw22+/4ebNm3BwcECPHj0wfvx4mJqaah0LePZOSKVSoUOHDi88VlEZGRl4+PAhrK2tZf+P2nj4\n8CF+/fVXfPDBB7Kfm5aWhmPHjiElJQU2NjZo1aqVzlMIhRC4ePGiFKthw4bP5eKr58+fl33VeiWT\nroyMDHz55ZfYtWsX7t+/D2tra3To0AFTp06V/YvZwMAAFhYW6NGjB9544w1pef52l38QlEOj0SAk\nJKRY+0aOHFmh21i+jIwMREdHIzExESYmJmjTpg0cHBxkxch348YNzJkzB5GRkUhJSZH+17lz56Jx\n48Y6xSzN7du3ZX++Bbcva2trtGrVClZWVoq2qzzbP6Dc/unOnTuws7MDoHxNnujoaISEhEg1ca5f\nv65I3NzcXERFRRXrbZJLFKgTFBcXB1dXVyWap9O+rqhKn9Tk/5Io62Cibc0AIyMjmJubo2fPnujS\npYuUIBXMIgcPHqx1227fvg1vb288efIEQ4cOhaOjI65fv47Q0FCYmpriwIEDUqGq8rp79y7Cw8Mx\nbty4Com1ePHiUj8DXQ9WStZHAZ5+HomJiWjRogWEEAgJCUFsbCw6dOiAXr16yYoVExODpKQk9O7d\nG0+ePEFQUBBiY2Ph5eWFDz/8UHbbitK1DkRRFy5ceK5J16NHj2QVbcuvr1LarzWVSoWffvpJqebp\ndGAuTXm3sTt37hRbln9QrAjnz5/HoEGDcOXKFXTq1AlBQUFYtGgRrl27BiEELl26hGvXrmkVa+nS\npfjPf/4j3U9LS4NarZbuz5o1C4sWLZLVPqW3//379+P8+fPw9vaGk5MTpk6dijNnzuDtt9/GwoUL\nte7Zf1E1eYCnp2v2798PHx+fcsU5cOAAQkNDERERASEEUlJSZD0/KCgIJ0+exKZNmwAA69evx8KF\nC7F48WL07t27XG1Tal8nKfeoHD2SkpIifvrpJ9GzZ09hZ2cnhg4dKiIiIkRmZqZO8caOHSt69uwp\ncnJyCi3PyckRffr0KXcNndTUVPHjjz8KHx8fYWhoKN54440KizVixAgxcuRIMXLkSDFixAhRpUoV\n6X7+TQ6l66McPHhQmJubi3HjxgkhhPjkk09ErVq1xNSpU0W9evXE+vXrtY4VHh4uzM3NRWBgoBBC\niP/85z+iUaNGIjg4WHh6ehZqsxxK1IHId/To0UJ1Ofbs2SPGjRsnkpKSZLepR48ews3NTXz44Yfi\n7t27Yu7cuWLUqFFi5MiRwsPDQ3bbitJoNDo/99y5c6Jx48bC1NRU9OzZU/z777/i3XffFR07dhRe\nXl7CycmpXG0r73axfPlyMX78eCHE00GQKpVKqFQqYWZmJnu6uUajEUuXLhWffPKJEEKIxMRE4e3t\nLaytrUX//v1l76c6dOggRo8eLbZv3y6GDRsmzMzMRK9evURISIj49ddfZc1EKzrAs+isM7kDQJXe\n/mfPni2cnJzEwIEDhaOjo2jXrp0YMGCA2L59u+x98fOoyRMWFiYmTpwo3d+8ebPo3r27+Ouvv2TH\nyvfnn3+KyZMnCwcHB2FgYCA++OADcfDgwWLHo2f59ttvxeuvv16odEJmZqYICwsTdnZ2pZZ8KIuS\n+7qi9CKp2bdvn1i2bJk4e/asePjwoXjvvffEW2+9JaZMmSIyMjJ0ipmWliY2btwoBg4cKOzs7ES/\nfv1ESEiIrBjOzs6lzhy5du2acHZ2lt2ujIwMERoaKvr06SNMTEyEgYGBmD9/vrh69WqFxiqqvDMC\nlK6P0qZNG7FmzRrpvpOTkwgPDxdCPN345RQea9q0qdiyZYt039bWVuzevVsI8fQg6+bmJqttStaB\nEELZA0KPHj1Et27dxLJly0THjh2Fvb29aN68uVi4cKFYsmSJrGQw35IlS8SAAQOk++vXrxeNGjUq\ndfZMWZ51YD569KjsmEptF+vXrxf16tUTf/zxhxDi6TZx7949sX37duHq6ipOnTolK978+fOFq6ur\n9N3z8/MTvXr1ErGxseLdd98VH374oax41apVk6Zhp6enC5VKVexAra1nzaSSm9Qovf3b2dmJ8+fP\nCyGEiI2NFSqVSip7cOfOHVGzZk2tYyldk0fpApIzZ84U9erVE/b29mLChAnijz/+ECYmJjrvT954\n4w0RGxtb4roDBw6I5s2bax1L6X1dSSp9UqNkBl6S3NxcsWPHDtGgQQPZU7rLqqGRm5srqlWrJive\nkCFDhLm5uWjWrJkICgoSCQkJOk/9UzJWScqb1ChdH8XMzEzagSckJAgjIyMp4c3Ly5NdfyT/187F\nixeFiYmJVEtDo9HoXJNHiToQQih7QFCr1SItLU0I8bTqp0qlKnVasTaU/tWn5IFZCGW3i+bNm4uD\nBw9K9wt+L/bt2yc6deokK17dunWlab/Z2dnCzMxMREdHCyGeFlWT2yul5JRupZMapbf/KlWqSH9r\nNJpidXPktE/pmjxKF5BUqVTirbfekr4bQpRvf2JmZlbqZ5GbmyurRITS+7qSVPqkRskMPF92drbY\ntWuXGD16tLCzsxNvv/22WLp0aam9LqVp2rSp2LNnT4nr9u3bJ7ueiYmJiXjrrbfEtm3bpC+Zrl8I\nJWOVFr88lK6PYm9vL5XmDg0NFc2aNZPW3blzR1haWmodq3bt2tKBfe3ataJt27bSusTERFGjRg1Z\nbVOyDoQQyh4QlDzwCaHsrz4hlG+fkttFtWrVCn0Ofn5+0t+6/KgxMTGRfiSdOnWqULE9uQcXIV7u\npEbp7V/J9ildk0fpApIXL14Uc+bMEQ0aNBAeHh7i66+/FsbGxjrvT5ydnUutanz58mVRq1YtrWMp\nva8rSaVPapTMwLds2SLeeecdUaNGDeHj4yNWrVpVrksurFq1StSqVUscOHCg0PIDBw4IR0dHsWrV\nKlnxUlNTxQ8//CC8vb2Fvb29mDx5sjAyMtLpC6FkrJKU9+AydOhQ4e/vX+K6iRMnyr5+ib+/vwgI\nCBBnzpwR3t7eUil8jUYjJkyYIHr16qV1rPzX37Ztm/D09JTGrty7d08MGDBADB8+XFbb8mVkZIj1\n69eL7t27C0NDQ+Hn5yfCwsJKLaRXGiUPCEonDUr+6hNC+fYpuV04ODiIK1eulLjuzp07sgsDNmrU\nSLr21NKlSwv1uP3999+yT2cbGhqKEydOiBMnTog///xTVK1aVbqff9NWlSpVRFhYmAgLCxOhoaHC\n2Ni40P2C+2ltKL39K9m+7777TtjZ2Ynw8PBC3+Xdu3cLJycn2df0UrqAZEFHjx4V48aNEzY2NqJ5\n8+Zi8eLFsr/L06dPF82bNxfXrl0rtPzBgweiffv2hcYCaUupfV1JKv3sJyMjo0KjpU1NTQvNmS+6\nviz50027du1aaBpiwemmK1eulNW+uXPnYvHixbC1tYWTkxOuX7+Ou3fvYubMmbJrN1y7dk0a9X/9\n+nVs2LABISEhSElJQZ8+fdC3b1+dRskrEavopeeLTvOTU8gLUL4+SkpKCsaNG4eDBw+iWbNm2LBh\nA6ysrGBtbQ1ra2tERUWhXr16WsXKzMxEYGCgFOvrr7+GiYkJjIyM0KZNG0RERKBGjRpat60kutaB\nAIBhw4bB0NCwxIJ5kyZNwrVr17QuNmZkZIQbN24AeDo7qW7dukhMTCz0GDkzeOrUqYMtW7bA09Oz\n2LorV66gXbt2sq6+bGRkhKNHj0rt69ChgzQjJZ8uVyYHyr9dTJ06VZrtaGBgUGjdBx98gIyMDKxf\nv17r9qxcuRJff/01evXqhZCQEHz99dcYPnw4Nm/ejDlz5qBfv35YsGCB1vHq1q1baBaaKDBNN9/V\nq1e1ilX0ytUlxZJz5Wqlt3+l26dkTZ6AgAAkJCSUWEByyJAhMDMzk64srqucnBxERkYiJCQEO3fu\nRGZmptbPffLkCYYPH47IyEi0aNECDg4OuHfvHo4ePYrmzZtj586dsmZAFlWefV1JKn1SY2hoiA0b\nNgB4+kV99913sW7dOun+8OHDkZubq1WswMBAACj25c+na2GgGzduICoqCsnJyXB0dETnzp3h6Ogo\nO46xsTGys7OLLT9z5gxCQkIQGhqKpKQk2XGViKV0IS9A2foopfnnn3/g5uYGQ8PyF9cuOo1VKfHx\n8bJ24M86IBw9ehQuLi5axSp6MC5KpVIhLy9P67bNmDEDBw4cwObNm+Hk5CQtf/jwIfr06YOmTZti\n2bJlWsdT8sBcFl22i0ePHqF79+5ISUnBgAEDULt2bdy9exdbtmxBVlYW9u7dK7sQ565du6RkOr+8\nRPPmzeHr64t58+Y98/OqTF7E9g88rXP04MED2NjYyHqeUjV5lC4g+Szp6emoXr267OcdOnQIu3bt\nkkpEdOjQodz1boo6c+YM3nzzzXLFqPRJTdEMvCRyMvDS5ObmYu/evfD19S13LF09q9dJo9FovVP7\n+eefi71vVapUQb169dCyZUuoVKqXdgf5+PFjREZGyiqpf/LkyWc+Rttf9GW9d61atZL9vnl6eiI6\nOlq6v3LlSowfP1667+DgIKv3Aij9gNC0aVNs27YNYWFhsuIp5Xn/6lNKcnIyoqKicOvWLdSqVQtd\nunRBrVq1ZG1jwNNf2xs3bsSBAweQlJQEExMTdOjQAWPHjkVUVJTsy0IoqaS6OUXJ6YVTuq5MWeTW\nRypLQkICGjRooHVyrvT7BhQuIFkwadClgOTNmzfx/vvvS/WH5s2bh2+++UaqPxQbG1tof6OtrKws\nqXbb1atXce7cOTRr1qzcBQeVrlNT6ZMa4OkXIi4uDo0aNUJQUFCxMuYzZszQOXbBokUAcO/evXK1\ntTwKngoojbYbU7du3YodmPPy8nDhwgVYW1tj9+7dsn5FFj39VJTc009lSUhIQP369WWVqy/6i76g\nmzdvIicnR+udmtLvnZKnUIvKy8tDVFQUNm7ciG3btsHKygq9evWS1RtSkuzsbOzcuRNhYWE6JUhK\n/ep7HgeYefPm4fPPPy92ynjWrFlSb2556fIdVjr5VbIX7uDBg+jfvz/mzp2LyZMnA3h6sAoKCsKm\nTZvwxx9/yKoU+7wOzCWR+1ko3XuptJ49e0rXf9qyZQvOnz8PZ2dn9OnTB8bGxnB0dNT6MinA08s3\n9O3bF3Z2dtizZw/Cw8Ph7++P119/HQkJCdi9e7esy3MATz/fsLAwhIaG4tSpU+jevTsGDhwIX1/f\n8hekLfeonAqWmpoqWrVqJYYNGyaEEMLY2Fj07NlTODg4CFtbW/Hjjz/KjqlU0SKl5RfuKu0m9wrH\nJdFoNOLjjz8WgwcPlvW8AwcOlHr77bffpJowSrh69aoiV0y/deuWGDZsmLC3txe//PJLuePp+t4p\nPXNEo9GIgwcPioCAAFGjRg1Rv359YWhoKCIjI2XFKSo3N1dERkaKd999V1hYWIi6devKHiSYX8+n\ntPj5heW0pfQ2sXr1alGrVi2xf//+Qsv3798vHB0dC9U6Kg9dvsNKf0/K+j7k5OSI+fPnax1L6boy\nz6M+UmnkfhZKvm9CPB0AXvDm5uZW7L4cSpdh6NevnwgICBCPHj0SQjyd1fvVV18JIZ7OJPXx8dE6\nFuvUaGHKlCnC399fqhOSv6FnZWUJPz8/WSPRlS5apDQlLsuujQcPHsieMlmWq1evKpJwFYxXnqRG\no9GI4OBgYWVlJQICAqSp3krQ5b1T+mDl6OgonJ2dxUcffSQVeNN1WnJJCVKVKlV0TpDMzMzErl27\nii2/cOGCaNGihbC1tZUVT+kDTNOmTUtNvKKiooS7u7useKV5GZIaMzOzEt8/XT4LpevKKH1gLktC\nQoKsz0LJ902I4j8IjY2NxcGDBwstk0PpGYGWlpZSpd+UlBRhYGAgzQp+8uSJsLCw0DoW69RooU6d\nOiIhIUG6X/ADTEpKEi4uLlrHUrpokdJeVFKTnp4uqxjdsyjVs5JP7k6ooKNHj4qmTZsKDw8PWVNW\ntaXLe6f0wap169aiZs2aYsqUKVJNGF2/x0omSEIIsXHjRmFubi527twpLQsODhZmZmZiwIABssuk\nK32AUbpgZml0+Q4r/T1R8rN40XVl5OrWrVuptw4dOsj6LJT+DhdV3v9V6fdOrVaLrKwsIcTTHxGv\nvfaatC4jI0PW/u5F1Kkp/5SPCnbnzp1CA5XyZ0IBkC4gqa0LFy4gJCQEAwcOhFqtxrvvvivrnPfz\nVqdOHeTk5ODGjRuoW7cuAODw4cOIjY1F27Zt4eHhocjrLF68WOcrdCulrMFxQodhYPfu3cP06dOx\nefNmfPLJJ/jwww+fy0BoXd67/PPf+f9XTk5OofElcr+Dx44dw5UrVxASEoJBgwbBxMQEOTk5uH79\nuuyr6To7O+Pq1avQaDQwNjaW9dySDBkyBKamphg6dCi++uorhIaG4p9//sHatWsxcOBA2fF++OEH\nDBw4EKGhoejRowcAYNmyZZg1axZ8fX2xc+dOWfGsra1x48aNEge23rp1S9YMGaW/w0pT8rPw8fHB\n7NmzSywjEBgYCG9vb6WarZNnXYhYzpXrlf4OPw/5Y83yv2dFx57JGWfWrFkzrF+/HqNGjcLWrVvR\nviBu44QAACAASURBVH17ad2GDRvQpEkTrWP5+PjAx8cHmZmZ2Lp1K9asWYO8vDzMnDkTQ4YMga+v\nb7kHgFf6gcIeHh5YsmQJunTpUmxddHQ0hgwZgri4ONlxjx07hpCQEPz666+oX78+BgwYgL59+yp2\niXVdxMbGolu3bmjbti3Cw8Px7bffYvr06fDx8cGRI0fwyy+/oGvXrlrFKmlQphACCQkJyM7Oxr59\n+1C/fn1F2p2YmIh69erJOjgnJCRApVIhNTUVFhYWEELg2rVrOHPmDNq0aQNra2vUqVNH63jW1tbI\nzMzE2LFj4eDgINUeyifnKuJKv3dr164tc71KpcKIESO0jlfUyZMnpe+ylZUV/Pz88Nlnn2n9/PwE\nacOGDTAxMcHZs2exd+/ech2o9uzZAz8/PzRp0gS7du0qV12fbdu2wd/fv9ABZvny5TodYMaOHYub\nN29iy5YtqFKlirQ8Ly8PAwYMgL29PVatWqVVrISEhGc+Jv/HiTYMDAzQrVs36XsbFRVVaL+3d+9e\nnQaoKvFZKF1XRun6SAU9evQIGRkZsLOzK9dV65X8DhdUdKKAXEoPZI6NjUXPnj2RkZEBAwMDHD58\nGG5ubujbty/279+PLVu2oHPnzlrH279/P2JjY9GiRQu0a9eOdWqKCgsLw/Tp07Fhwwa0bdtWWn7u\n3Dn4+fkhICAAU6dO1Tl+waJFv/32GzIyMpRotk58fHzQrl07zJ07FwDg6uqKWbNmYdSoUdi7dy8W\nLFiAw4cPaxWrpAOpSqWCg4MD2rRpgz179siabvqsX6XZ2dmykpojR45g6NChuHHjBlq2bIkBAwZg\nyZIlePvtt3Ho0CEEBwdj6NChWscbOXLkM3dgP/30k1axlH7vnkXXuhJF5ZclWL9+vayibwWVN0Eq\n6NChQ/Dz88N3331X7vdLqQPM7du30bFjR+Tk5GDIkCFwcnLCtWvXEBYWBmNjYxw4cEDng2l5rV27\nFiqVCjk5OVJdpUePHsHY2Fiaaqtr8qvEZ6FkXZnnMcMoMjIS8+bNw19//QXgaRmGFi1aIDAwsMQf\nxdpQ4n07ceKEtG8SCheQVEp2djbi4+NRt25dVKtWDQCwfPlydO7cGY0aNdI6zqJFi/Dpp5/Czc0N\n58+fx6effor//Oc/0vqiRVt1UemTGgBYs2YNZsyYAXNzc9SuXRv37t1DQkICZs+eLSUA5aXLFEyl\nqdVqXL9+HWq1Grdu3YKjoyPu378PCwsL5ObmwtraGmlpaeV+HV3+V6V/lb7xxhuYMGEC/P39sWbN\nGnz00Uc4deoUmjVrhlOnTmHkyJE4d+6c1vHGjRv3zMd8++23WscrjS7v3YucvqqL7Oxs3Lx5U+oZ\nO3z4MGJiYpCeno5z587JSpCKJr/5xSTzT22pVCpZ1U4LUipJyszMxDfffIPIyEjcvHkT1atXx6BB\ng/Dhhx8Wqvj6ouXm5mLy5Mk4d+6cVOxyw4YNGD9+PBYsWICJEyfKivc8PwulFCxoefjwYamnVu6p\n9pCQEAQEBGDKlCnw8fGBnZ0dbt++jV27dmHFihX45Zdf4Ofnp1Uspd83AwODQr3OQoECkr///jti\nYmKk3pDyOH36dJnv9+7du9GtWzetYjk6OiIiIgKtWrXC8ePH4e/vj0uXLpWrfUXpRVIDPP2VEB0d\njcTERJiYmKBNmzZwcHBQLP7LkNTY2Njg2rVrMDMzw9atWzFnzhz8888/AJ5WZK1duzbS09PL/Tov\nw/9qZGSEzMxMGBkZISsrC9WqVZMqQ2s0GpiZmeHJkydaxwsMDCz0a+jTTz/F7NmzCz1Gl2rRReny\n3ildV0JJZ86cQdeuXRU55QlAOkVX8ACQlJSEmJgYtG3bFtbW1rKSX6UPMEonDkr67LPPsGfPHvzw\nww+FKkKfPHkS77zzDmbMmIHRo0drHU/JHyIdO3YstqxKlSqoX78+xowZI7unQemeWjc3N8yePRvD\nhw8vtm7jxo1YtGgRzpw5o1UspX/AlacOVUme1RsiV9H2tW7dGsePHy91fVkMDQ2l/bgQAqamprL2\n41pRbMixnlN6Bo8uevfuLRYsWCDS0tLEgAEDCtUIWbhwoejYsaMir/My/K9Kz/QoqrwzAkqjy3v3\nIqevytWlS5dC06Jfe+01qfbTnj17RLt27WTFi42NFTVr1hT9+/cXQjytYWJubi769esn7Ozsyqxj\nU5KrV68+8ybHp59+Ktq3by/i4+MLLT9x4oR47bXXxPfffy8rnpIaNWokLl26VOK66Oho8frrr7/g\nFv1/GzduLHYLCQkR//3vf/9fe/cd1+S5/g/8E5aALFFRhoqiBVexVRA32taF1m0ddVWr0nGoeqr1\ndxw4W0/Pqbu2WlvtAcWq1WodOFNXtbbWUXeV4BZBARkykvv3h6/ky0ggT3hCIH7er1debfKQyysh\nz8OV57nv6xbVqlWT/Htt1qyZWLVqlcjIyBBffPGFUCgU4vfffxdCCPHbb79J7t1ib28vsrOz9W7L\nzs4uthByeZJ7VquPj4/49ddfhRBCnDhxQgQEBJQpnpzHYrlnZunDosZIZZlGLJeEhAQREhIiFAqF\nCAoK0q2aGhwcLDw9PQtNRS+LivBaK2tRY46pupbk6uoq0tLShBBC3L9/X9jY2IjU1FQhxPM+MFL7\nj8hdJMmtIhcOTk5Oun5cReXn51v0D3NJ4uPjRXBwsKTn2NnZ6V7rs2fPCq2irVary7yau9Tt5mRn\nZycePnxY4k2Kgu+VRqOR/F7py6+gshY12tf04MED4ejoWKbXqo/VXH6Sg9yDXc0lMzNTN1gLAHbu\n3Im2bdvKOt3U0q/VxsZGN/gRKLzuiPZ+WfIrywwDud+70pZJsCS5L3mW17gwUzk7OyMtLQ329vbF\ntqnVajg7OyMnJ8cCmT2fGLBmzRq9LQPOnz+PN99806hLI+UtLy8Prq6uki4zyL10SElLzAgh4Ofn\nJ+slICnkHhQt9/FEzt9FeSwxUen71Mjp8uXLlk7BKAULGgDo3bu35BgV/bXevHnT0ikYZI73Ts6+\nEnJq3749vvjiC0RFRSE2NrbQ2ImVK1dKXvPF3t5eN3Pn5MmTaNKkCdzd3QE8n8lj6e9Yfn5+OHHi\nhN7C4eLFi2VevK8sxo4di7FjxyIuLg6tWrXSPX7lyhUMHz68TNP+zUmlUpm0erWc1Gq15BXRy4ut\nra3sBZXcxxND8aTur+XyRbnM53qIKgFHR8dCN4VCUei+k5OTxXIrjzW9TCX3Jc/yGhdmqs8++0wE\nBATouidrXb58WTRr1kzMmjXLQpk9v+wyefJk4eDgIOrVqyfatGkjGjVqJGxsbMTIkSMtujadvksm\nDx48ECdOnBChoaFixowZkuIV3T/13bcWcl/6kvt4Ulq8iva74OUneiHIPWPhRSPHJU/g+e9h8ODB\n+P333xEYGIj9+/fDz88PLVq0wO3bt3HgwAHZOmObQqPR4OOPP8aKFSvg7e0NHx8fJCcn48aNG3j7\n7bexdu1a3ZkmS7l58yb27duHlJQUXS8YKStgm4Ohywre3t4YOXIk5s6dq/eSniEv0v7asGFD2ac1\nv8hY1BBRuZOrSDKXilg4EFHpWNQQERGRVZB/RT8iIiIiC2BRQ0RERFaBRQ0RERFZBRY1REREZBVY\n1BAREZFVYFFDREREVoFFDREREVkFFjVERERkFVjUEBERkVVgUUNERERWgUUNERERWQWzFzURERE4\ndeqU3m3x8fFo2LAhXF1dMWLECOTk5Jg7HSIiIrJSZitq1Go1duzYgf3790OhUBTb/vjxYwwbNgxL\nly5FYmIikpKSMH/+fHOlQ0RERFbObEVNcHAwBgwYALVarXf7rl27EBoaioiICHh6emLmzJnYtGmT\nudIhIiIiK2dnrsB//fUXAKB+/fp6t589exbBwcG6+6+88gr+/vtvZGVlwdnZudDPKhQKzJ49W3c/\nPDwc4eHh8idNRERWS6lUQqlU4vHjx7hx4wZCQkIAWOffFO1rzcrKwh9//IEOHToAsM7XWpBCCCHM\n+Q/Ur18fmzZtQmhoaKHHx48fj3r16uFf//qX7jF7e3vcunUL3t7ehZNUKGDmNImI6AVx6NAhzJ8/\nH4cOHbJ0KmZ3/fp19OzZE9evX7d0KuXCYrOf3NzckJ6errufmZkJtVoNd3d3S6VEZJVUKhX27dtn\n6TSIiMzObJefStOiRQvExMTo7p85cwYBAQHFLj0RkWm0p5+vXr2KP//8E0OGDAFg/aefiejFZbGi\npmfPnoiKisKuXbsQFhaGefPm4a233rJUOkRWR1u8/PTTT8jKykJ0dLSlUyIiMqtyvfz0/fffo1Gj\nRgAAT09PxMTEICoqCvXq1YOXlxdmzpxZnukQERGRFTH7mZqEhATd/48cORIjR47U3e/Rowf+/vtv\nc6dARERELwCLXX4iIiIieXh4eCAtLc3gdn1NcLXc3d2RmppqjrTKHYsaIiKiSi4tLU3vuLmUlBTE\nxsbiH//4h8HnWtN4Oy5oSUREVAYnT57EhQsXLJ0GgWdqiIiITKJtmxAfHw83Nze0adMGgOltE7Tx\nvv32W/Tt2xeenp5livciYlFDRERkAm2xkZ6eDj8/P0yePFmWeBs3bsT777+PwMBAmTJ9cfDyExER\nEVkFFjVERERkFVjUEBERkVVgUUNERERWgUUNERERWQUWNURERGQVWNQQERGRVWBRQ0REZKWqVKmC\noKAgS6dRbth8j4iIyMqoVCqoVCoAgIODA5RKJQDA398f/v7+FsvL3FjUEBERWRlrL14M4eUnIiIi\nsgosaoiIiMgqsKghIiIiq8AxNUREROXMw8MDaWlpBreXNGPJ3d0dqamp5kir0mNRQ0REVM7S0tIQ\nHR2td9vy5csxdOhQ1KhRQ+92Q88jXn4iIiIiK8GihoiIiKwCixoiIiKyChxTQ0REZITSBvdOmTJF\n7+Mc2Ft+WNQQEREZwdDg3vj4eLi5uaFNmzZ6n8eBveWHl5+IiIjIKvBMDRERVVhKpRJKpRL79+9H\nly5dYGtrCwAIDw9HeHi4ZZOjCodFDRERye7Ro0eoWrUqnJ2dyxRHW7wsWrQIBw4cgJOTk0wZkjVi\nUUNE9ALTngm5e/cuHj9+jObNmwMw/UyINt7mzZvRtGlTNGnSpEzxiKRgUUNE9ALTFhvr1q2DUqks\n86BWbbyLFy9i0KBBGDRokDyJEhmBRQ0REVml0qZgKxQKg9s4DbtyYlFDRERWydAU7ISEBBw5cgSj\nRo0y+FxOw66cOKWbiIioAgkKCkKVKlUsnUalxDM1REREFYBKpYJKpYK9vT3++OMP3eP+/v7w9/e3\nXGKVCIsaIiKiCoDFS9nx8hMRERFZBRY1REREZBVY1BARUYXg4eEBhUKh9/bs2TM4Ozsb3O7h4WHp\n9KkC4JgaIiKqEAxNwQaA+fPnY9q0abC3t9e7nVOwCWBRQ0RUqWiXIcjKysLXX3+NSZMmAeAyBEQA\nixoiokpFW7wkJyfj22+/5RkKogJY1BAREZlA21cmKysLOTk5UCqVADg125JY1BARkUlKW1tpy5Yt\nBrdZw9pKLF4qHhY1RERkkpIG9v7www9o2rQpmjZtqnc7L5uROXBKNxEREVkFFjVEFYxGo8GSJUss\nnQYRUaXDy09EFYR2qq5Go8H8+fN14w04VZeIyDgsaogqCG3xkp+fj4ULF3LMARH+b4ZRaGgojh07\nBoVCAYCDdEk/FjVERFRhsXghKTimhoiIiKwCz9QQEZmZdrzU+vXr8cYbb8DHxwcAx0sRyY1FDRGR\nmWmLlz179mDs2LFo3bq1pVMiskq8/EREkty5cwePHz+2dBpERMXwTA0RGUV7CWXnzp3w9fXFq6++\nCoCXUIio4mBRQ0RG0RYvd+/eRWhoKN59911Lp2R22dnZAAAnJycLZ1J5aKdga///0aNHADiLicoH\nixoioiK0Z6WOHDkCtVqNzp07A+BZKWOweCFLYlFDRFSEtniZN28ecnNz2QiRqJLgQGEiIiKyCixq\niIiIyCqwqCEiIiKrwKKGiIiIrAKLGiIiIrIKLGqIiIjIKrCoISIiIqvAooaIiIisAosaIiIisgrs\nKExEFqFdimDNmjUYNmwYqlatCoBLERCR6VjUEJFFaIuX1atXY9KkSfDx8bF0Si8EDw8PpKWlGdy+\nfv16g9vc3d2RmppqjrSIZMGihogqPe1Zn+TkZCiVSgwcOBAAz/rok5aWpnctq7Nnz0KlUqFv374G\nn8s1sKiiY1FDRJWetng5c+YMTpw4wT++RC8oDhQmIiIiq8CihoiIiKwCLz8REVVgpQ3sVSgUBrdx\nYC+9aFjUEBHJqLQiJCwszOA2fUWIoYG9WVlZWLFiBaZOnWowHscWFaZSqaBSqSCEQN26daFUKgEA\n/v7+8Pf3t2huJA8WNUREMjJUhADAmjVr0KNHD/j5+endziLEvFi8WD+OqSEiIiKrwKKGiIiIrAKL\nGiIiIrIKHFNDRC+80gb3zp8/X+/jnF1EVLEYLGoaN25c4hMVCgUuXboke0JEROXN0ODeX375BWq1\nGl26dNH7PA7sJapYDBY1q1atKvGJJfVGICIiIipvBouakhaBy8nJwahRo9CpUydz5EREVqa0yzu+\nvr4Gt+m7xMOGdESkT6ljarZs2YKJEyfi8ePHhR4PCQkxW1JEZF1K6t3y3//+F+PHj4erq6ve7fqe\nZyje/fv3sWPHDkyYMMFgLrxkRGS9Si1qpk6diuXLl8Pe3h7bt2/HvHnzMHPmTPTr16888iMiIiIy\nSqlTuh88eIDBgwfjjTfewLVr11C/fn0sXrwY06ZNK4/8iIiIiIxSalHTtGlTbNy4Ea6urkhKSsLj\nx4+Rm5uLhw8flkd+REREREYp9fLT119/jQ8++ACBgYF4//33ERAQALVajXfeeac88iMiIiIySqlF\nzZUrV7Bv3z64uLggJCQE/fr1w7Nnz9CsWbPyyI+IiIjIKKUWNcuWLcP48ePRo0cPDBkyBBEREXB0\ndCyP3MgApVIJpVKJR48e4a+//kLnzp0BPJ+GX9JUfCIiImtWalFz8uRJ3L9/Hzt37sTatWsxceJE\ndOvWDW+99RZ69+5dHjlSEdri5ciRI7hw4QKnqJJZlNQL5ptvvsH48eP1bmMfGCKyFKPWfvL29sb4\n8eMxbtw47Nu3D//85z+xYcMGaDQac+dHRBZiqBfMjh074Ovri5YtW+p9HotsIrKUUouahw8fYu/e\nvdizZw/2798Pf39/DB8+HAMHDiyP/IiIjGZjYwNnZ2dLp0FEFlJqUePt7Y2QkBAMHDgQCxcuRIMG\nDcojLyIio6lUKqhUKgBAnTp1oFQqAQD+/v7w9/e3WF5EVL5KLWoSExNRp06d8siFiMgkFb140RZd\n7u7uuHTpEv7++28AFT9vosrGYFHTvHlzXLhwAV27dtW7XaFQ4NKlS2ZLjIjIWrB4ISofBouaFStW\nAAC++uorAIAQonwyIqIXgvbsRXBwMH7//XfdytosAIjIVAaLmk6dOgEA5s+fj6FDh6J///7w8PAo\nt8SIyLqxeCEiuZW69tOAAQOwefNm1K1bF71790ZMTAwyMjLKIzciIjIzlUoFpVKJhw8fws7OTtfc\nUzvwmqgyKXWg8MSJEzFx4kQ8ffoUe/bswY4dOzBt2jSEhYVh69at5ZEjUYV39uxZ1KlTB9WrV7d0\nKiQjPz8/q+/HxTNmZE2Mar4HPB8YbG9vD2dnZ9jY2ODBgwfmzIuoEI1Gg4yMDLi5uVk6lUK032pj\nYmIQFhaGhg0bAuCSFZVdwSniAHD37l0AFaMA0OamVqvh6+vL6etEBZRa1CxatAh79+7FyZMnERoa\nioEDByI6Oho+Pj7lkR+94LRFQ2pqKtavX4+oqCgAFado0OZx8uRJvP322+jevbulUyIZVOQCoSLn\nRmRppRY1+/btw+DBg7Fx40bUrl27PHIi0tEWDQkJCfjpp59ka8GflpaG3Nxc1KxZU5Z4RERkeaUW\nNU2aNEFkZGR55EJkdtozP7/99htSUlLQo0cPABXnzA8REZmu1NlP586dw6lTpyQH/uOPPxAcHAwX\nFxdERETg8ePHxX6mXr16cHJy0t3mzZsn+d8hkiI8PBzR0dHo0aMHQkNDER0djejoaBY0RERWoNQz\nNY0bN0bXrl0REREBd3d33eMKhQJffvml3ueo1Wr0798fM2fOxODBgxEVFYWoqCj873//0/3Ms2fP\nYGtri+zsbBleBhEREb3ojFrQctKkScUe13b/1OfEiRNwcnLCuHHjAADz5s1D48aNkZeXB3t7ewBA\nQkICF8ckIiIi2ZRa1JgyMPPs2bMIDg7W3ffz84OTkxOuX7+OJk2aAABu3ryJe/fuoXHjxkhJSUGf\nPn2wZMkSVK1aVfK/R0RERGTU5aeitGdpDC1o+fTp02L9RNzc3JCWlqa7n5mZicDAQCxduhRVqlTB\n6NGj8c9//hOrVq3SG7NgccVBnURERFRUqUVNwSJDCIHbt29jxYoVGD58uMHnuLm5IT09vdBj6enp\nhcbkDB48GIMHD9bdnzdvHrp3725UUUNERERUVKlFjb4zIq+99hrat2+va4RWVIsWLXSrfAPA7du3\nkZ2djUaNGukei42Nxcsvv4zmzZsDAPLz83npyUpop01v3LgR3bp1g6enJwCeYSMiIvMyepmEglJT\nU5GcnGxwe1hYGLKzs7FmzRoMGjQIM2fORJ8+fXSDhAHg2rVrWLt2LTZu3AhbW1vMnj0bQ4YMMSUd\nqmC0xcvmzZsxYcIENG3a1NIpERHRC0DymBq1Wo3ExERMnjzZcFA7O2zduhXvvPMOPvroI3Ts2BGx\nsbH4/vvvMW/ePFy/fh0zZsxAZGQkAgMDoVAoMGjQIMyZM6fsr4joBeXh4VFo3FpRJc1YdHd3R2pq\nqjnSIiIqN5LG1ADPD4x+fn4ICAgo8XmtWrXC+fPnCz02cuRIjBw5EgBgb2+Pb775Bt98843UnIlI\nj7S0NL1jz65cuYI///wTQ4cONfhcjlkjImtQalETFhYGR0dHAM97y1y8eBHOzs5mT4zI2vHMChGR\nvAwWNYmJiejbty+8vLwQHx+PLVu2YMSIEWjSpAkSExOxZ88ehISElGeuRFbF0JkVjUaD+fPnY9as\nWQafyzMrRETFGVz7afLkyQgLC8OPP/4IAJg/fz4WLlyIP/74AytXrsSMGTPKLUkqH8+ePUNOTo6l\n0yAiIjKJwTM1hw4dwrVr11C1alU8fvwYFy5c0PWm6du3LyZMmFBuSZJ5aadg79+/H87OzmjXrh0A\nTsEm/WxsbEq8NEZEZCkGixqNRqNrlvfbb78hICAAXl5eAJ7PgMrLyyufDMnstMVLVlYWatSogalT\np1o6pQqptDEw8fHxBrdZwxgYlUoFlUoFFxcXpKenQ6lUAgD8/f3h7+9v0dyIiIASipqWLVsiNjYW\nY8aMwfbt29GxY0fdtg0bNqBZs2blkiBRRWFoDAwAxMTEICwsDA0bNtS73RrGwLB4IaKKzmBRs3jx\nYvTq1QtTpkyBjY0Njh49CuD5paeDBw9i27Zt5ZYkERERUWkMFjXBwcG4ceMGrl+/Dn9/f90SBq+/\n/jo+++wzBAUFlVuSRERERKUpsU+Ng4NDsRb3H3zwgVkTIpJTaeNgCq5RVpA1jIEhInrRmLT2E1Fl\nYWgczKlTp5CSkoKePXvqfZ41jIEhInrRGOxTQ0RERFSZGCxqHj58WJ55EBEREZWJwaImMDAQy5cv\nhxCiPPMhIiIiMonBoiYmJgYrV65Ey5YtcfLkyfLMiYiIiEgyg0VNr1698Ndff2HMmDF48803MXbs\nWKhUKiQlJeluRERERBVFibOf7Ozs8OGHHyI8PBwdOnTAd999p9umUCigVqvNniARERGRMUqc/ZSZ\nmYmZM2eiY8eOiIyMxNOnT6HRaKDRaFjQEBERUYVi8EzN2rVrMXPmTDRp0gQnT55EYGBgeeZFRERE\nJInBombWrFlYvHgx3nrrrfLMh4iIiMgkBouaq1evwsXFpdBjmZmZqFKlCuzs2IiYzKO0ZQ0UCoXB\nbZZc2sDGhn0siYgszWB18tFHH+Gbb74BACQlJWHUqFGIj4+Hra0t+vfvj1WrVsHT07PcEqUXg6Fl\nDZ48eYL169fjo48+MvhcSyxtoFKpoFKp4OPjgzt37uDOnTsAAH9/f/j7+5d7PkRELzKDRU1sbKyu\nqHn//fdRu3ZtJCUlIT8/H5988gkmTJiAzZs3l1uiRBURixcioorDqOtIhw4dws2bN+Hu7g4AWL58\nOXx8fMyaGBEREZEUJQ4E0Gg0AJ5/G9WeVgeA5ORkVKlSxbyZWakLFy5wOjwREZEZGDxTExoaCn9/\nf1SpUgW5ubmIiorCgQMHcPToUURGRuLdd98tzzwrPaVSCaVSiU8//RRTpkyBg4MDACA8PBzh4eGW\nTe4F5ObmZukUiIhIZgaLml9++QUAkJ2djZs3b+LJkycAgPT0dEyZMgVjxowpnwythLZ4+e9//4vp\n06fD1dXV0im9kLQDe7WUSiUAjo0hIrIGpY6pcXJyQtOmTXX3IyIizJoQVS6lTcFu1qyZwW2WmILN\n4oWIyHqx4cwLqLRCZNq0aXof11eEGJqCDQArV67EoEGD4OXlpXe7JaZgExGR9WJR8wIyVIjs378f\nzs7OaNeund7nsQghIqKKjEVNJVBZu+wSERGVJxY1lYChMyuJiYk4dOhQiYO2eXaFiIheFFywphT3\n7t1Denq6pdMgIiKiUvBMjQHavjJbt25FYGCgbhYP+8oQERFVTCxqDNAWL1evXsWbb76JoUOHWjol\nIiIiKgEvPxEREZFVYFFDREREVoFFjRl4eHhAoVDovWVkZMDNzc3gdg8PD0unT0REVClxTI0ZlNRl\nd+HChZgyZYrBVc45BZuIiMg0PFNDREREVoFFDREREVkFFjVEFZCtra2lUyAiqnQ4poaoglCpCeE3\nsAAAIABJREFUVFCpVACAdu3aQalUAgD8/f3h7+9vsbyIiCoLFjVUKdja2sLT09PSaZgVixciorJh\nUUMVWsGzF3Xr1uXZCyIiMohFDVVoLF6IiMhYLGpIdzYkNzcX+fn5PBtCRESVEouacubu7g6FQmHp\nNAph8UJERNaARU050Z4Nadq0KU6cOKF73JoLCjs7uwpXwBERkfViUVNOrLl4KUpbwAUGBuLixYu6\nx1+k94CIiMofixqSHYsXIiKyBHYUJiIiIqvAooaIiIisAosaIiIisgosaoiIiMgqcKAwkZXSzkLL\nz8+Hp6cnmyoSkdVjUQPAw8MDaWlpBrfHxcVh2LBhere5u7sjNTXVXKkRmYzFCxG9aFjUAEhLS0N0\ndLTebVu2bEFgYCCaN2+ud7uh5xEREVH54pgaIiIisgosaoiIiMgqsKghIiIiq8CiphJzdnZGgwYN\nLJ0GERFRhcCBwpWQdqquFqfqEhERsaiplFi8EBERFcfLT0RERGQVWNQQERGRVWBRQ0RERFaBRQ0R\nERFZBRY1REREZBVY1BAREZFVYFFDREREVoFFDREREVkFFjWlaNiwIapXr27pNIiIiKgU7ChsQMGl\nCFJTU3Ht2jUA7OZLRERUUbGoMYDFCxERUeXCy09ERERkFVjUEBERkVVgUUNERERWgUUNERERWQUW\nNURERGQVWNQQERGRVWBRQ0RERFaBRQ0RERFZBRY1REREZBVY1BAREZFVYFFDREREVoFFDREREVkF\nqytqkpKScPXqVUunQUREROXMalbpViqVUCqVOH/+PP7++2/0798fABAeHo7w8HDLJkdERERmZzVF\njbZ4iYmJwd69exEdHW3plIiIiKgcWd3lJyIiInoxsaghIiIiq8CihoiIiKwCixoiIiKyCpV2oLCH\nhwfS0tIMbo+NjTW4zd3dHampqeZIi4iIiCyk0hY1aWlpemc4FZ3SrQ9nRhEREVkfXn4iIiIiq8Ci\nhoiIiKwCixoiIiKyCpV2TE1RKpUKKpUKQghUq1YNSqUSAODv7w9/f3+L5kZERETmZzVFDYsXIiKi\nFxsvPxEREZFVYFFDREREVoFFDREREVkFqyxqVCrVCxOvIucmd7yKnJvc8SpybhU9XkXOTe54FTm3\nih6vIucmdzy5c9NOxKmI8cxW1Pzxxx8IDg6Gi4sLIiIi8Pjx42I/Ex8fj4YNG8LV1RUjRoxATk6O\nLP92Rf5wyR2vIucmd7yKnJvc8SpybhU9XkXOTe54FTm3ih6vIucmdzwWNWWkVqvRv39/fPjhh7h3\n7x68vLwQFRVV6GceP36MYcOGYenSpUhMTERSUhLmz59vjnSIiIjoBWCWoubEiRNwcnLCuHHj4Obm\nhnnz5mH79u3Iy8vT/cyuXbsQGhqKiIgIeHp6YubMmdi0aZM50iEiIqIXgEIIIeQOunz5chw7dqxQ\nkeLl5QWlUokmTZoAAKZMmQJ7e3t89tlnAIDMzEy4uroiIyMDzs7OhZNUKOROkYiIiCopQ6WLWZrv\nPX36FG5uboUec3NzQ1paWqGfqVevnu5+1apVYWtri7S0tGJFjRnqLiIiIrIyZrn85ObmhvT09EKP\npaenw93d3eDPZGZmQq1WF/oZIiIiImOZpahp0aIFzp07p7t/+/ZtZGdno1GjRgZ/5syZMwgICCh2\nloaIiIjIGGYpasLCwpCdnY01a9YgNTUVM2fORJ8+fWBvb6/7mZ49e+L06dPYtWsXUlJSMG/ePLz1\n1lvmSIeIiIheAGYpauzs7LB161YsX74cvr6+ePjwIZYtW4bvv/9ed7bG09MTMTExiIqKQr169eDl\n5YWZM2eaIx2yQhxnRfTi4v5Phphl9lN5mjNnDhQKhcEPuUKhwKxZs8r879y6dQvNmjUrNlaoJJs3\nb8abb76JKlWqlPnf10pKSsJ//vMfHD58GE+fPoWPjw/atGmDf/zjH6hVq5bFYgHAkydP8Ntvv6Fb\nt24AgHPnzuHq1asYMGAAbG1tJcfT59dff8XGjRuxZcsW3Lt3T/LzHz16hJo1awIAHjx4ACEEvL29\nJcfJy8vD5cuX8fLLLwMAbty4gZSUFISGhkqOpbV7924cPnwYGRkZ8Pb2Rps2bfDGG2+YFEvO/E6c\nOIFffvkF06dPBwDs27cP27dvx/Tp01GnTh1JscaMGVPq/vrtt99KivnDDz/g2LFjWLZsGQBg27Zt\nWL16NebPn4+WLVtKiiU3jUaD69evIzAwEJ9//nmx1z116lRJ8W7cuIGjR49i9OjRAJ7/bo4dO4bI\nyEi4urpKzi8tLQ03btzASy+9BBcXF8nPL0qu/cuQsuz/ch2fNm3aVOqM3MGDB0vKrSRpaWmSx5rm\n5ORg7dq1xY7tI0aMgKOjo2y5AcDly5fRuHFjSc+R81hXVKVfJmHOnDlYvHgxLl++jAcPHhS63b9/\nH/fv35fl39FoNMjIyJD0nPHjx6NmzZoYOXIk9uzZA7VaXaYcfv/9dzRq1Ai//vor+vTpg0mTJiE8\nPBwHDx5E8+bNcfHiRYvEAoCbN28iODgYGzZs0D2WnZ2NuXPnol27doVmvkl19uxZfPLJJ6hfvz76\n9u2Lp0+fYsWKFZJiZGRkICIiAgMGDNA9durUKdSvXx9TpkyRFCspKQmhoaGYNm2a7jGVSqWLn5ub\nKzleWFgYhg4dij///BNpaWlQKpXo168fOnbsiNTUVIvlp1Qq0bt370Jj3bRnW1999VVcunRJUm7r\n16/Htm3bkJ+fj6CgIN0tMDBQd5Niy5YtmDRpEtq3b697rEOHDujcuTNee+01HD9+XFI84Pn7N3Xq\nVISEhCAoKAhdunTBv/71Lzx8+FBSnPT0dLRr1w5z584FAMyYMQNHjx7FkiVL8Pnnn6NGjRqS4p09\nexatW7fGlStXdI+5ublBqVQiODgYd+/elRRv9+7d8PPzQ6tWrVC3bl0cOnRI0vMLknP/KkqO/V/O\n49OqVasK3YYOHVrssbLKysrCxo0b8eabb6J27dqSnvv3338jMDAQ//nPf+Du7o5XXnkFADBv3jy8\n/PLLuHPnTpnzS0hIwKeffoqXX35Z98XJGHIf6/QSldyOHTvEqFGjRK1atUS3bt3E119/LR4+fCj7\nv5OQkCAUCoWk5+Tm5or4+HgxYcIE4e3tLWrUqCEiIyPFkSNHTMqhffv2Yvr06Xq3TZ8+XXTp0sUi\nsYQQYtCgQWLhwoXFHtdoNGLcuHHi3XfflRTvypUrIjo6WgQFBYlq1aqJMWPGCHt7e3HlyhVJcbSm\nTJkiBg0aJFJTUws9fvfuXdG6dWvx2WefGR1r7Nix4sMPPxRqtbrQ45mZmaJ3795i6tSpknIbMmSI\n6N69u3jy5Emhx5OTk0W3bt3E6NGjJcWTM7+OHTuK7du369325Zdfip49e0rK7fz582L27NmiWbNm\nIjAwUEyfPl388ccfkmIUFBISYnB/2rJli+jUqZOkeKdPnxZubm6iffv2Yt68eeKrr74Sc+bMEa1b\ntxY1a9YUf/31l9GxJk2aJEaMGCFyc3OFEEI4OjoKIYTIyckR/fr1E0uXLpWUW48ePcTatWv1bps1\na5YYPHiwpHiNGzcWK1euFE+fPhXLli0Tr776qqTnFyTn/iWE/Pu/3MengrS/17LKzc0V27ZtE2+9\n9ZZwcXERLVq0ENHR0ZL3j549e4pRo0aJ/Pz8YvFHjRol+vbta1J+9+7dE4sXLxatW7cWNjY2IiIi\nQqxbt04kJSUZHUPuY50+lb6o0crLyxP79u0TEyZMEL6+vqJjx45i2bJl4s6dO7LEV6lUkouagjQa\njTh+/LiYMmWKCAgIEHXr1hUff/yxpBiOjo7i0aNHerelpKQIZ2dni8QSQghvb2/x9OlTg/Fq1qwp\nKZ5CoRAhISFi586dhf4oXL16VVIcrYCAAIOfhWvXrokGDRoYHatu3boiOTlZ77Y7d+4IX19fSbm5\nubmJGzdu6N2WkJAgqlWrJimenPl5eHgUOzhqPXv2TLi6ukrKraBr166JTz/9VISGhgp/f38xefJk\ncezYMUkxXFxcihVvWnl5ecLJyUlSPDmL/Xr16gmVSqW7X/CP361bt0TDhg0l5VajRg2Rk5Ojd1tG\nRobkz4mdnZ3ud2vKe1WQnPuXEPLv/3Ifnwoqa1Gzd+9eMXr0aOHh4SGaNm0q5syZIxwcHEwu4Jyd\nncXdu3f1brt//77kffarr74S4eHhwtHRUURERIj169eLKlWqmJSf3Mc6faymqClIo9GIPXv2iIYN\nGwobGxujnzdx4kSDt+HDh5epqNF68uSJWLdunQgMDJS8M9jZ2ZVpu7liCSFE1apVxePHj/Vuy8rK\nkvxap0+fLurVqydeeeUVsXTpUpGUlFSmg5qTk5PIzs7Wuy0/P184ODhIimXoAJmbmyuqVKkiKTe5\nfxdy5le9enWRmJiod1tKSopwc3OTlJshhw4dEgEBAZL2VyGEqF27tsGD671790T16tUlxZOz2Hdy\ncipUhPz444+6/1er1ZL3CTc3N/HgwQO929LT0yV/ESn6uSrLH2c59y8h5N//5T4+FVTWokZbwP35\n55+FYpr6WuU+nmjzu3btWpnzkzs3fSr9mJqC0tLSEBMTg/79+2P48OFo1qwZ1q9fb/Tza9Wqhdq1\na6NWrVrFbg0bNsTs2bNNyispKQlff/01unXrBm9vb/zvf//D1KlT8eDBA5PiVUQhISEGB3hu2LBB\nd13XWAsXLkRCQgKWLFmCv/76C82aNUNOTg5+/PFHyWMbACAgIAD79u3Tu+348ePw9/c3OlbTpk2x\ndetWvdt2796NoKAgyfnJSc78unbtihkzZujdFh0djS5dupiUI/B8gOH8+fPxyiuvYMyYMejdu7fk\n1Xr79OmDqKgoZGVlFXpcrVbjH//4ByIiIiTFy8/PNzjWxdPTU9J4pMDAQPzyyy+6+/369dP9/9mz\nZyUPsu7YsSO++OILvdtWrFiBtm3bSoonJzn3L0D+/V/u45OcvvrqKzg6OqJHjx6YPHkyzp49a7Fc\n9Nm7dy+CgoIQFhaG/v37Y/v27RV69plZlkkoTykpKdi+fTu2bt2K06dP4/XXX8fw4cMRGxsruZFf\ndHS0rLktWbIEP/74I06cOIGWLVti2LBhWL9+veSBX1pqtbrEUeZSBiLLGQt4PgitW7duUKlUGDBg\nAHx9fZGcnIwdO3Zg2bJl2LZtm6R4wPOZMB07dkTHjh2xfPly7Nq1CzExMZg7dy5atGiBEydOGB0r\nKioK7777LvLy8tC3b1/dbIf4+HiMGzcOH3/8sdGxZsyYgREjRiA5ObnYa/3kk0+wcuVKSa9TrVbj\nvffeM3ig0Gg0kuLJmd9nn32GDh06oEWLFujbty98fX3x6NEj7Ny5Ezdv3sSxY8ck5Xb27Fls3boV\nW7duhVqtRv/+/bFmzRq0atVKUhythQsXonv37ggICEC3bt10+e3ZswcuLi6SiyQ5ffLJJxg3bhw2\nbNiAdu3a6R6/ePEihgwZgokTJ0qK9+mnn6J9+/a4dOlSsd/rzz//LHmgb9FjQG5ubqH7CoXC6IHg\ncu5fBf99ufZ/OY9PPXr0KHQ/Ly+v0GMKhQK7d+82Ot748eMxfvx4JCYmIjY2Fm+//TZycnKwfPly\njBgxQvKMRbVajZ49e8p2POnatSu6du2KrKwsbN++HatXr4ZarcYnn3yCIUOGoGfPnkbPnJP7WKdP\npZ/SbW9vD1dXV/Ts2RNdu3bVTZ8uOOXO2Ol1nTt3LnW6qZQDR+PGjTF06FA4Oztj165duH//Pnx8\nfBAREYH33nsPTk5ORscCUOoBWqFQoFOnTuUeS+vMmTP45z//iSNHjkCj0UChUKBVq1ZYsGABXn/9\ndUmxSpKamooffvgB48ePl/S85cuXY9asWcjIyEDNmjXx+PFjKBQKTJ06FXPmzJEUa8eOHZg8eTJu\n3rype6x27dpYsGABxowZIylWdHS03imi2s+hQqGQfJZQzvwyMzPx3//+F7t378bjx4/h6emJTp06\nYfLkyZKn/tvY2MDd3R0RERFo3ry57nHtfqf9fUih0WgQExNTLL/Ro0dL3sdsbGxKnIF19epVSQfe\n1atXY9q0aXBxcUGdOnWQnJwMlUqFGTNmmNRq4u7du5g5cyb27NmDlJQU3WudNWsWmjZtKimWMQVf\neHi40fHk3L9KYur+L9fxad26dSVuVygUGDVqlKTc9OUaExOjmz4uZcZSeeSXlJSEuLg4xMTE4MKF\nC8jOzjbqeeY41hVV6Ysa7U5XUt+Aw4cPGxXL3t4eLi4u6NWrF9544w1dgVTwDZfS9fjhw4fo0qUL\nnj17hqFDh8LX1xd37txBXFwcnJyccPjwYV1Ph7J69OgRtmzZgsjISIvHyszMRGpqKjw9PSX/USlI\nzv4oWunp6Thx4gRSUlJQvXp1hIWFwcPDw6RYQghcvXpVFyswMNAsK8pfunRJt7q9VFeuXDFrfhkZ\nGZL6m2j7qxg6sCkUCnz33XdypYeHDx9KKrzMUexnZmbizJkzSExMhKOjI9q2bQsfHx9JMSxB6nsH\nFN6/PD09ERYWhmrVqpn075tj/wfkOz4lJSXBy8sLgHl68gDPz2wcPHgQXbt2lSVefn4+9u/fX+xs\nk1TafRUArl27hpdeekmO9Mp0rNMp86gcK5KSkiK+++470atXL+Hl5SWGDh0qtm7dKrKyskyKN2HC\nBNGrVy+Rl5dX6PG8vDzRp08fMXHixDLlm5aWJr799lvRtWtXYWdnJ5o3b26xWJ999plYtGiR3pt2\nmxSHDx8Wnp6eYsmSJbrHbt68KSIjI0WNGjXExYsXJcUTQogHDx6IU6dOCSGeDyb//vvvxZQpU8SO\nHTskx/rzzz/FTz/9JIQQIjs7W8ydO1cMGDBALF++XHIsfW7evCkWLlwomjdvbtLguePHjxeawhof\nHy8iIyPFrVu3JMW5d++eiIiIEI0bNxYffPCBePTokZg1a5YYM2aMGD16tHjllVck51aURqMx+bkX\nL14UTZs2FU5OTqJXr17i8uXLYuTIkaJz584iPDxc+Pn5lTk/raSkJPHll1+a/PyHDx8Wu0mh0WjE\nkiVLxNy5c4UQQiQmJoouXboIT09PMWDAAMnHKTnfu8WLFxe6n5aWVuj+J598Iik3c+z/Bw4cEMuW\nLRN//fWXSE1NFe+8845o1aqVmDRpksjMzDQ6ztOnT0XPnj1Fhw4ddI9t375dVKlSRUyePFlyXkII\nsWnTJvHhhx/q7v/444+iR48e4vfffzcpXlGHDh0S48ePF9WrVxeenp6Sn//vf/9bDBw4UHc/JiZG\nBAUF6Y6BZVHWY11RVlHUyPVhLSg9PV1s3LhRDBo0SHh5eYn+/fuLmJgYSTHq1q1rcObI7du3Rd26\ndSXnlZmZKeLi4kSfPn2Eo6OjsLGxEXPmzBEJCQkWjTVq1CgxevRoMXr0aDFq1Chha2uru6+9SSF3\nfxSlUilcXFxEZGSkEEKIuXPnCm9vbzF58mRRv359ERsba3SsLVu2CBcXFxEdHS2EEOKjjz4SQUFB\nYunSpeLVV18tdCCWQo4+EELI+wchIiJCdO/eXSxbtkx07txZ1KpVS4SEhIj58+eLf//735LeN62i\nB8jY2FiTD5CdOnUSY8eOFTt27BDDhg0Tzs7Oonfv3iImJkb88MMP4vjx45JjFlTWYn/FihXivffe\nE0I8n9mhUCiEQqEQzs7OknvozJkzR7z00kti27ZtQggh+vXrJ3r37i3OnTsnRo4cKT744ANJ8Up7\n76RMry/6x6jo9HCpf6zk3v9nzJgh/Pz8xKBBg4Svr69o3769GDhwoNixY4fkL5hy9+TZvHmz8PHx\nEZs2bdI99ujRI7Fo0SLh7u4uuc2B1smTJ0VUVJTw8fERNjY2Yvz48UKpVBb7kl2aVatWiSZNmhTq\nB5WVlSU2bdokvLy8DP6eSiLXsU6fSl/UyPlh1Sc/P1/s3LlTBAQESJ7SXVIPjfz8fFG1alVJ8YYM\nGSJcXFxEy5Ytxeeffy5UKpXJU+vkjKVPWac5yt0fpW3btmL16tW6+35+fmLLli1CiOc7v5TGY8HB\nwbo/LEIIUbNmTbF3714hxPNvv40bN5aUm5x9IISQ9w+Cm5ubSE9PF0I8b5ClUCgMTis2htwHyKpV\nq+qmEj99+lQoFIpif2ykkqvYj42NFfXr1xe//PKLEOL5PpGcnCx27NghXnrpJXH69GlJ8fz9/XXT\nfnNzc4Wzs7M4c+aMEOJ5/xGpZ6XkfO9Kmx4utaiRe//38vISly5dEkIIce7cOaFQKHS9nJKSkkTt\n2rWNjiV3Tx65G0h+8sknon79+qJWrVri/fffF7/88otwdHQ0+XjSvHlzce7cOb3bDh8+LEJCQoyO\nJfexTp9KX9TI+WHVys3NFbt37xZjx44VXl5eokOHDmLJkiUGz7oYEhwcLOLj4/VuO3DggAgODpYU\nz9HRUbRq1Ur89NNPuh3e1EJEzliG4peF3P1RnJ2ddQdwlUol7O3tdWfx1Gq15P4j2m87V69eFY6O\njroGYRqNRvJrl7MPhBDy/kGQs5eJEPIeIIWQPz85i/2QkBChVCr15nbgwAHx2muvSYrn6Oio+5J0\n+vTpQo3K8vPzy9wfqSzvndxFjdz7v62tre7/NRpNsb45UvKTuyeP3A0kFQqFaNWqla7gFaJsxxNn\nZ2eDxxOpnzu5j3X6VPo+NSkpKbppiM2bN4e9vT2qV68OAKhZsyaSk5ONjrV9+3aMGDECPj4+WLJk\nCUJCQnDhwgUcOXIEUVFRqFu3rqTcIiMjMXr06GKDD5VKJUaNGiV5IO7Dhw8RGRmJpUuXwtfXFx99\n9JHJ60nJGcsc5O6P4urqimfPngEATp48iZdfflk35T8lJQUODg5Gx6pRowZSUlIAPF9gr2XLlrC3\ntwcA3L59W/LCgHL3gbC1tTW4DlBmZqZZBjMb68aNGwZn6XTo0AHnz58v54wK2759O4KCgjBr1ixM\nmjQJ9erVMznWpUuXCq1JVXBwZnh4OE6ePCkpnr+/Py5fvgzgee+XNm3a6LadO3fOpEVoKyq59/+C\nn3mFQgEbG9P/9Mndk8fFxQXXr1/Xu+3Ro0eSW5NcuXIFPXr0wKBBg/Dqq69iyZIlZZoqXaNGDZw7\nd07vtsTERHh6ehodq1x63shWHlmInN8QFAqF8PDwEG+99VahbsKRkZG6/0o1c+ZM4eDgIHx9fUXr\n1q2Fr6+vcHBwELNmzZIcq+Agz9u3b4tFixaJ5s2bCx8fHxEZGWnwrFBp5IylVdZvzImJiaJu3boi\nODhYzJ49W6xevVosWLBAhIWFCS8vr0KVvjFGjBghJk6cKM6fPy+6dOmia4Wv0WjE+++/L3r37m10\nrA8//FD07dtX/PTTT+LVV1/VDchNTk4WAwcOFMOHD5eUm1ZmZqaIjY0VPXr0EHZ2dqJfv35i06ZN\nBrsDGzJ06FAxYsSIEnM3lp2dnW5Q64MHD4Sjo2OZBrvWrVvX4Fo2N27cEN7e3pLi2dnZiVOnTolT\np06JkydPiipVqujua29SpKWlibVr14ouXbqIWrVqiaioKGFvb2/SN0kfHx9x8+ZNvduSkpIkdzte\nuXKlaNiwoZg0aZKoWbOmbozf1q1bRZMmTcSMGTMkxZPzvbO1tRWbNm0SmzZtEnFxccLBwaHQ/YJn\nSowh9/4vZ35r1qwRXl5eYsuWLYXOYOzdu1f4+flJXtNrwoQJolu3bsXGf+bn54uBAweKkSNHSopX\n0PHjx0VkZKSoXr26CAkJEYsWLZL8WZ46daoICQkRt2/fLvT4kydPRMeOHQsNcDaWXMc6fSr9lG47\nOzvdyqtCCIwcORL/+9//dPeHDx+O/Px8o2Jpm+8VrOoLvj2mzqG/e/cu9u/fj3v37sHX1xevv/46\nfH19JcdxcHDQ29H0/PnziImJQVxcHG7duiU5rhyxijbyKzrNT0ojLy05+6OkpKQgMjISSqUSLVu2\nxIYNG1CtWjV4enrC09MT+/fvR/369Y2KlZWVhejoaF2sxYsXw9HREfb29mjbti22bt0qeQXmokzt\nAwEAt27dQocOHVCtWjW9DfOOHz+Ohg0bGhWrtG+0CoVC0hm+adOm4fDhw/jxxx/h5+enezw1NRV9\n+vRBcHAwli1bZnQ8f3//Yvtr0TNRCQkJRscr6M6dO9iwYQNiYmKQkpKCPn36oG/fvkZPr508ebKu\nhUPR93H8+PHIzMxEbGyspJx2796t+9xp20uEhISgZ8+emD17tqQzEHK+d+Hh4aXGMra1hpac+7/c\n+cnZk+fx48fo3r07bt++bbCBZFnPwuXl5WHPnj2IiYnBzz//XKwDd0mePXuG4cOHY8+ePQgNDYWP\njw+Sk5Nx/PhxhISE4Oeff5Z8drqgshzr9Kn0RU3RD6s+UncmffLz87Fv3z707NmzzLFMZW9vj7y8\nPIPbNRqN0Qe19evXF3vfbG1tUb9+fbRu3VryKVq5G3mVJDs7G3v27EH//v3LHOvChQto3Lgx7OzK\n3lw7PT0dbm5uZY5T1PXr19GoUSNJzzH0ByE4OBg//fQTNm3aJHuexjD3AdJcTCn2MzIy0KNHD6Sk\npGDgwIGoU6cOHj16hG3btiEnJwf79u0zubv4i05qf6SSaDQaPHnyRDdswVhy9uQp2EBS21fK1AaS\npXn69ClcXV0lP+/IkSPF8itrv5uizp8/j5dffrlMMSp9UQM8/0Bcu3YNQUFB+Pzzz4tdP5w2bZrJ\nsQ8fPoy4uDjdWjpSxujIzd7e3uBYCS1tM6jSdO/evVhRo1arceXKFXh6emLv3r0V9oCrUqnQoEED\nSdeJf/vtt1J/xth25CUVhGFhYZKv17/66qs4c+aM7v6XX36J9957T3ffx8cH9+7dkxRTS61WY//+\n/di4cSN++uknVKtWDb1795Z0NkSf3Nxc/Pzzz9i0aZNJBZJcB8ikpKRSf8bYfaKge/fXQX+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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Survival curves of selected tissue types" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fys = get_surv_fit(surv, codes)['5y Survival']['Surv'].order()\n", "nn = codes.isin(true_index((fys > .1) * (fys < .83)))\n", "fys" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "GBM 0.06\n", "LAML 0.23\n", "OV 0.31\n", "STAD 0.35\n", "LUAD 0.35\n", "LIHC 0.36\n", "BLCA 0.39\n", "HNSC 0.44\n", "LUSC 0.45\n", "READ 0.47\n", "ACC 0.48\n", "SARC 0.58\n", "SKCM 0.61\n", "KIRC 0.62\n", "COAD 0.63\n", "LGG 0.65\n", "CESC 0.65\n", "KIRP 0.68\n", "UCEC 0.79\n", "BRCA 0.81\n", "DLBC 0.84\n", "KICH 0.87\n", "THCA 0.89\n", "PRAD 0.97\n", "ESCA NaN\n", "PAAD NaN\n", "Name: Surv, dtype: float64" ] } ], "prompt_number": 19 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Age " ] }, { "cell_type": "code", "collapsed": false, "input": [ "age = pd.concat([c.clinical.age for c in clinical.values()])\n", "age = age.groupby(level=0).first()\n", "age.name = 'age'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats((age / 15).round(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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dXW/eXbhwIZ999hnr1q2jf//+3HHHHdx0000sXrw4ZJuzZ8+uez1p0iQmTZp0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\n0d0iHQx9j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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(age >= 85, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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YYftKECmV8Bw0kCFPVYZer8cPZ+/gv3F3ceZmFur4ypGj1qNAa4AYwIOxfeUd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\nIcqoY1pKWHhLZDKvXTSNyyKmYulg4qDmJW+FyCi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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, age >= 85, print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.773 2.17 0.139 5.55 2.9e-08\n", "\n", "Likelihood ratio test=24.4 on 1 df, p=7.72e-07 n= 7294, number of events= 1959 \n", "\n" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "exp(.773), exp(.773)-(exp(.773-.139))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "(2.1662552812206535, 0.28111921870672885)" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Year of Diagnosis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "year = pd.concat([c.clinical.yearofinitialpathologicdiagnosis for c in clinical.values()])\n", "year = year.groupby(level=0).first().replace('[Discrepancy]', nan).astype(float).dropna()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(year <= 2000, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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I2pQ88c6YFj9b+pbDkLdyDHkisjbJvi3R9Hp8uSfe5Xy2CdnvhFdrPQx782PI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\nLFPyUdnyaS9OgD47p1q16e7cqfH6k72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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, year < 2000, [codes])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/core/indexing.py:344: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_index,col_indexer] = value instead\n", " self.obj[item] = s\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "LR 5.92e-09\n", "feature_p NaN\n", "fmla Surv(days, event) ~ cancer + cancer:feature\\n\n", "hazzard NaN\n", "dtype: object" ] } ], "prompt_number": 27 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Residual Tumor " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* This will likely effect survival but should (for the most part) be independent of the genetics of the tumor" ] }, { "cell_type": "code", "collapsed": false, "input": [ "r_status = pd.concat([c.clinical.residualtumor for c in clinical.values() if 'residualtumor' \n", " in c.clinical])\n", "r_status = r_status.replace(['[Not Evaluated]', '[Unknown]', 'RX'])\n", "r_status = r_status.str.lower()\n", "r_status = r_status.groupby(level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(r_status.dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qBP/a/48WrwtRhVDvrGd4zAiOVB1uck7++kE38N6Rd7E4LC3e60y+gLvBuv8z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\nBAKuw1GbwsJC2NvbIy4uDvfv34exsbFKQ2ADjTsPlZaWQiQSKaaFQiF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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, r_status=='r2', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 1.05 2.86 0.18 5.82 5.8e-09\n", "\n", "Likelihood ratio test=25.1 on 1 df, p=5.57e-07 n= 3555, number of events= 809 \n", "\n" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "exp(1.05), exp(1.05)-(exp(1.05-.18))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "(2.8576511180631639, 0.47074026453888695)" ] } ], "prompt_number": 31 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Margin Status " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Interestingly has little effect on survival" ] }, { "cell_type": "code", "collapsed": false, "input": [ "margin_status = pd.concat([c.clinical.marginstatus for c in clinical.values() if 'marginstatus' in c.clinical])\n", "margin_status = margin_status.groupby(level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(margin_status.dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rvxDt5T2xb9jo+1hVyeQr9WZgXDID45J9y/ddNqlK+01OehiAJbsX09IUc9Ft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\nNJWVlXj69GmX2Je0ZP0mT56MyZMnc8Nr167FmDFj8NNPP3VanB2lrZ9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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Stage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We try pathologic stage first and then clinical stage \n", "* I'm just using the broad stage number rather than subcategories \n", "* Many patients are missing stage information" ] }, { "cell_type": "code", "collapsed": false, "input": [ "s = {}\n", "for can,c in clinical.iteritems():\n", " if 'pathologicstage' in c.stage:\n", " s[can] = c.stage.pathologicstage\n", " elif 'clinicalstage' in c.stage:\n", " s[can] = c.stage.clinicalstage\n", "stage = pd.concat(s.values())\n", "stage = stage.groupby(level=0).first()\n", "stage = stage.dropna().map(lambda s: s.replace('A','').replace('B','').replace('C',''))\n", "stage = stage.dropna().map(lambda s: s.replace('1','').replace('2',''))\n", "stage = stage.ix[age.index].fillna('missing')\n", "stage = stage.str.lower()\n", "stage = stage.replace(['stage x','stage tis','i or ii nos', 'stage 0'], nan).dropna()\n", "stage.name = 'stage'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(stage.ix[true_index(nn)].dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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n4l21v4Jqp4/VuVX8e9URJAGmZ8Tz+NyRx3WeHwt7rI2xc7Oa34dEWJutAPWl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\nEfG/L9A2blxD70ZcjAf6NOGBPu7ytIXFdo5k5LNmTzpH0vNRKQrOcgG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F2I8cQde2rc/X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\nHpWVlXj37h22bt0KOzs7AEDnz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"text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, stage == 'stage iv', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.712 2.04 0.0625 11.4 0\n", "\n", "Likelihood ratio test=110 on 1 df, p=0 n= 7264, number of events= 1952 \n", "\n" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "exp(.712), exp(.712)-(exp(.712-.0625))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ "(2.0380633118599061, 0.1234800138578156)" ] } ], "prompt_number": 37 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "M-Stage " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Overlaps with stage but slightly different \n", "* In HNSCC stage IVa is M0" ] }, { "cell_type": "code", "collapsed": false, "input": [ "mets = pd.concat([c.stage.pathologicm for can,c in clinical.iteritems() \n", " if 'pathologicm' in c.stage])\n", "mets = mets.groupby(level=0).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "mets = pd.concat([c.stage.pathologicm for can,c in clinical.iteritems() if 'pathologicm' in c.stage])\n", "mets = mets.groupby(level=0).first()\n", "mets = mets.dropna().map(lambda s: s.replace('a','').replace('b','').replace('c',''))\n", "mets = mets.replace(['[Unknown]','MX'], nan).dropna()\n", "mets = mets=='M1'\n", "mets.name = 'metastasis'\n", "survival_and_stats(mets, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OUDdoQKMf1wBFU9xqOnXCee4ccMGCN+VwFRSQN2cuhokTMK9chXnNGiLmz/NI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\nhYJ5eHiwH3/8sVnj69u3r948Nkper75R9t7ku1dRUcGcnJz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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(combine(mets, stage=='stage iv'), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Lk+QBnOfOo+j1uN1uLo4bz4RVK5lwdUfP6Po/LtnuOXb4y98zaWhnbu8fQ3iI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\nGKj/A2tNKUt3N0mzAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Form final Pan-Cancer working set of patients" ] }, { "cell_type": "code", "collapsed": false, "input": [ "new_p53_calls = pd.read_csv('../Extra_Data/p53_calls_pancancer.csv', header=None, index_col=0, \n", " squeeze=True)\n", "p53_new = (hit_mat.ix['TP53'].combine_first(new_p53_calls)) > 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The ACC filter is because it only has 8 patients and its not worth the book-keeping\n", "* Sarcomas are kind of a different player so we'll hold off on looking at them" ] }, { "cell_type": "code", "collapsed": false, "input": [ "filters = pd.concat([age >= 85, mets, r_status=='r2', stage=='stage iv', nn==False, \n", " codes.isin(['ACC'])], 1)\n", "keepers = true_index((filters > 0).sum(1) == 0)\n", "keepers = keepers.intersection(surv_5y.unstack().index)\n", "keepers = keepers.intersection(p53_new.index).intersection(cn_all.columns)\n", "keepers = keepers.intersection(codes.index)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "codes.ix[keepers].value_counts().shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 43, "text": [ "(18,)" ] } ], "prompt_number": 43 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Pan-Cancer Survival Analysis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(codes.ix[keepers].order(), surv_10y, upper_lim=10, figsize=(10,10))\n", "plt.savefig('/cellar/users/agross/figures/pancan_supp.pdf', transparent=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GHjP53wWfct/ABxjZfhZPDfsYk2zCIPmDyXhLdNBxLlX2L1X+6Dp/1Q78I9L1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AuXLluHTpEmZmZgwdOhQjIyPGjh3LzZs3efnypVo58NTUVLVy4JIkkZGRQUZGBuXKlcPIyAgH\nBwd8fX3z/VkJgiAIgiAIhYvO5kTntqS3lM1E7z///JMXL16oXcPMzIxjx45pPGf37t188knm3Lrm\nzZtz9Wpm/s2MjAx+/vln7OzsKFu2LAMHDuSXX36RqyVaWlpy6dIlAFatWkWLFi3kyovDhg3jww8/\nBDJT661fvx43N7GCWhAEobAKPRLClr1bSFekU0oqxSjXUTh3Kp5V4t6HWN8jaIupuSnPnj7TdTfe\nmc6C6NyU9JYkiWHDhjFixAh5n0Kh4MGDByQkJGBpaUmpUrlfpHHy5ElmzJghv9bT0+Py5cs0adKE\njIwMli9fDsCGDRuIiYnhxo0blC9fnuHDhzN79my2bNmCm5sbo0ePZv78+Vy5coWuXbty9OhRnJyc\naNasGZGRke/2IARBEAStCT0Sgvf2RZj3MZH3eW9fBCAC6Tf03Oei6y4IRVj8pQQq2lXIVdvAvsG5\nvm5hqlpYoEH0m6PI6enpctCbm5LeCoWC7du3M3DgQLV2FhYWPHmiOWn3/v37+fjjj9XyOL9Z9hug\nUaNGpKWlERERQY8ePXByciIoKAh3d3fq1KkDgIeHB926dSM+Pp7Tp08THh6OoaEhH330EUOGDCEo\nKAgnJycsLS1JTEwkKSkJY2Pj3D8oQRAEQSu27N2iEkADmPcxYfKPk7F53gCAITafMsRmqNq5vlE7\n8I3aqbZfV+2F4uddAs/CLuHSkwL5WUpEEF2lShVu3bqlUgjlypUrcmCam5LeObG3t0ehUBAaGoqz\ns7O8/969ewwaNIjo6Gi1cxQKhVz2+7fffuPEiRP873//AzLTpjRu3JiYmJgcy4FLkoRSqcTQ0FA+\nljVfOqdqOqLstyAIgu6lKzTXElfoFb6pC/GXEki49IQ9FfdyreI/uu6OIOTa02tPuffHfZ7feZ7r\nc/r375+rdu8yA6GgFVgQPWzYML788kt8fHyoVasW4eHhrF+/npCQEODtJb2zZDcnunz58syaNYvR\no0ezY8cO2rRpw61bt3Bzc2PixIlUqVJF7ZzKlSvzoUPDFwAAIABJREFU5MkTqlatSp06dRg2bBg9\nevTgo48+4tChQ1y7dg0HBwcePXrEypUrcXZ2pmrVqqxcuRJXV1cqVapEq1at+Oabb/D29ubu3bvs\n3buXgwcza8E/evQIExMTjaPQha3KjiAIQklUStL8ASxlaP6s0aWKdhWoaFeBfjauDLEZipeXl667\nJBSw4jIKbVjBEJOa5ajaRj0W0+T+iQcMHjw4V20jIiLeo2f5q8CC6Pnz51O6dGnatWvH06dPsbGx\nwdfXl1atWgG8taR3lqFDh/LZZ6olUmfMmMH//vc/vLy8qFChAmPGjCEmJobq1aszduxYZs+erbFP\nrVu35vz589jZ2WFnZ8eKFSsYNmwYDx8+5IMPPiAgIIDKlSszfvx47t+/T9u2bUlOTmbw4MEsXLgQ\ngICAAMaOHYuVlRVWVlYsW7ZMXlh48eJF2rRpUxCPUxAEQcgHo1xHqc2J/ndfIqvHrX7rnOghNkPf\naVpFQbcXhMLKqKIRJjVMqOqQuyD6LOdzPRKdleihMChRZb+DgoLYsWNHgaWhmzlzJra2towaNUpl\nvyj7LQiCUHiEHglh676tpJFGaUozsu/IIrGoUNtlv8XCQu0rTnOir/n9Q8PB9XPVNrBvcK7f2wVR\n+juvv1slKogGaNmyJaGhoVSokL9vUqVSSatWrTh58iRlypRROSaCaEEQBOF9iSC6+CtOQfS7ZufI\n7Xu7IBYWFqkgOiYmBnd3dyIjI1Eqldjb27Ns2TIaN26s0s7BwYE7d+4QGxurkq9ST09PZWK5sbEx\njo6ObNq0SZ4LfefOHb766isOHTpEeno6jRs3xsvLi/T0dCIjI5k3b57KvSRJokePHuzevRtjY2O2\nb9/O/PnzefToEQMGDGD9+vXo6+vL7ZcuXUpGRoY8dcTFxYXmzZvL0z5eJ4JoQRDeJjIykoFDhpKR\ni7m5n48cgffC+VrolVCYaDuIFgRt0XWe6Lz+bumkYuHAgQP56KOPiI2NJS4ujrZt2+Ls7Exqaqrc\n5tatW0RHR1OqVCmNxVPu3r2LUqlEqVQSFxdHeno6Y8aMAeDly5c4OjpSunRpzp07R3x8PNOmTaNf\nv34YGRmpBdAAO3fupGXLlhgbG3PixAmmT5/Or7/+yt27d4mLi5OLqwBERUWxevVqlX9kNm3axPHj\nx/PzMQmCUILExcWBWTUq91uQ42b4YXcuXL6i6+4KJYAkSWITm1a2olhoBXRQbOXly5ecOXOGI0eO\nyFksPDw8uHDhAvfv38fa2hoAHx8fhgwZgp6eHn5+fjg5OWV7TRMTE7laIKiWFM/yeklxBwcHtWus\nWLGC3bt3A5nFVr7++msaNWoEwC+//MKLFy8AmDhxIhs3bkSSVP9iqVatGuXKleP48eM4Ojrm9fEI\nglCClS5jjGH5yjm20S9rDhnqOfYFQSj6ClMOZOHttB5Ely1bloYNGzJq1CiGDh2Kvb09lStXJiAg\nQKXdzp072bVrF6mpqXTr1o01a9aoTOF4PYhNSEhg3759dOrUCch9SfEsN27cID4+Xs5hferUKapX\nr07dunVJTExkyJAhrFy5EoC1a9eydu1aRo4cqRZIu7i44O/vL4JoQRAAOHg4jE0795EmKSitkBjz\naV+6de6o624JQq6IKR2CJqZm5jz796muu1Eo6KTs9+HDh1myZAlz587lypUr1K1bl6lTpzJhwgQA\nTp8+jaGhoTxH2tTUlMOHD9O163+rp2vVqiX/d0pKClZWVuzatQvIXUnx1504cYKmTZvKr+Pj4wkJ\nCeHo0aPo6+vTr18/vL298fDwyPE6zZo1Y9OmTbm+ryAIxdfBw2F4rtmBoul/FVc91+wAEIG0UCR8\n7BGi6y4IeZQYcwHTWo3f3jAPTs3Xbiabwjw6r5Mgunr16qxatQqAZ8+esXfvXqZMmYKdnR2Ojo74\n+Phw6dIljIyMgMzMF76+vipB9O3bt7GysgLg4cOH9OzZk9WrV+Pl5ZWrkuKve7McuImJCe7u7lSv\nXh2A6dOn5yqItrS05O7du3l4IoIgFDebdu5TCaABFE0HMnrBZmpEKgEY3b4uozvUe+97bQ6/weaI\nm2r7s7u+aF882gtCdhJvF1wQrW0iiH5NYGAgc+fO5a+//gLAzMyMkSNHEhQUxN9//03r1q3ZtWsX\nhw4dkoPYW7duMXjwYFJTUzEwMFC7ZqVKlejduzc3b2b+I/OuJcX19PTkcuAA1tbWKJVK+XVKSopc\n2jsnouy3IAhZ0iTNX4Ur9ApPyVqhcIuIiCAiIoJzMU+IixFfn5cE+TWC/Pz2Jc6t+DQfeqRZ1apV\nC+zar5s+fbpW7pNXWg+iHRwciI2Nxdvbm4kTJ1KuXDnCwsKIjIzk22+/5dChQ5QvX56OHf/7urNB\ngwaUL1+eoKAgXF1dNV7XwMBAnqOc25LiWSpXrsyJEyfk18OHD2flypV07NgRIyMjvv/+ez799O1v\nxkePHmX7xhJlvwWhZCmt0JwuScpI13JPhKIqa8Blc/gNHkXc5O5RH113SSgiylZrQN2+Mwvk2udX\nDuXMmTMFcu03mZiYsHz5cq3cKy+0HkRXqFCB33//nenTp7N48WIUCgVNmjRh27ZtNGvWjGXLltG3\nb1+183r27Im/vz+urq4aFztUq1YNX19fXrx4keuS4llat26tkvZu5MiRREdH06JFCwBGjBjBlClT\n1M57sx+i7LcgCFnGfNpXbU50xnl/Ns8dne9zokd3qPdO00JE+6LZXiFSgxd7+TUFQ6+0AQYmBVe0\nRVsj0YWdTuZEN2vWjLCwMI3HduzYoXF/1hxqgPR09ZGcTz/9VGW0uH79+uzbty9X/albty7ly5fn\n2rVrNGzYEID58+czf372/2Jt3bpVbV9ERATjx4/P1T0FQSjesgLln3x/JTUDDPTg88mfiUWFgiAI\nxYROgujCaPbs2WzatIlly5bl6fz4+Hhu376tMg1FEISSrVvnjrkOmsuUKcPDy3/yPO7zHNulvkqi\nRffu+dE9QRAKmfyaE21qXTwWFQKFeg2ZVoPomJgYbG1tSU5Olvf5+fnx+eefs3fvXpydndHT0+PB\ngwdYWVlRq1YtlWwXZcqUoWXLlqxbt44PPviAiIgIOnbsqJI/un79+ixbtgwXFxeNfThw4AAXLlxg\nzpw58r6JEyfSrl07rl27xvPnzzExMWHZsmX88MMPvHz5kp49e7JmzRpMTEzkc3bv3k1YWJhc4GX4\n8OE4Ozvn27MSBKFk6d27N9eirqjln9ckKzORIBQkbacyE4oGUzNzrd6vMAfRSFoUHR0tGRoayq9/\n/fVXqVy5clJwcLC8T6FQSA8fPpQkSZJq1aolnTp1Sj6WnJwsff7551KjRo0kSZKk8PBwycbGRj6e\nlpYmrV27VipXrpz077//qt0/PT1datGihfT8+XP59YkTJyRTU1PJ399fbrd//37J2tpaun37tvT0\n6VOpT58+0uTJk+Xjd+7ckZo1ayZNmDBB3peUlCQ1bdpUUiqVavfV8mMWBEEQiiFtfpaIzy2hJMnr\n+10v5xC74ISGhuLm5oafnx/dunXL1TmGhob07t2bW7duaTxeqlQphg0bxsuXL+V0d68LDAzkgw8+\noFy5cgD06tULR0dHuaR3lpCQEMaOHUvNmjUxNzdn8uTJHD16FMhMk1enTh3+/vtvlXOMjIxwcHDA\n19c3Vz+LIAiCIBRmCoVCbGJT2Sxyke63JNHJnOhjx47Rt29fVq1aRfe3zO2TXvtq88WLF/j5+cnl\nvd+UlpbG1q1bMTc3p0GDBmrHd+/ezSeffCK/DgoKAqBDhw4q7b788kvMzf/7uuLChQtUqlQJgJkz\nZzJz5ky8vLx48OCBynkuLi6sX78eNze3HH8mQRAEQSjs4qpW13UXSpwTKSm0LlOmwNq/r+r34rR2\nr5wUlgIsWg+iU1NT6du3L3Z2dvj5+TF69Ohs20qShJOTEwpFZiq5lJQUjIyMOHv2rNzm+vXrcmVD\nhUKBra0tAQEB8mjz606ePMmMGTPe2sesADw9PZ3vv/8eLy8vAgMD1fr2pmbNmhEZGfnW6wuCIAiC\nILyvE6naDaILixIbRANs2rSJdu3a0ahRI1atWqUxBzNkBsXHjh2jVatWQGaJcDc3N/73v//xyy+/\nAJkB79WrV3N13zfLe+fk8uXLfPbZZ+jp6REWFkbLli3V+vYmS0tLEhMTSUpKwtjYOFf3EQRBEARB\nAN45IE7KyCA2La2AeqNZTEyMVu/3psIUX2k9iDYwMJCrDq5Zs4YRI0bg7Ows52fOiZmZGYMGDeKn\nn37K070VCoVKee/s3Lx5k/bt2zNnzhymTp2qMWDWRJT9FgRBEPJLVtlvQcjO6dRUgl491uo9dR2/\ndOnSpdAUe9FpnugBAwawa9cuhg0bxp9//qmSqi47r5f3fleVK1fmyZMnGh/+69dctGgRY8eOZdq0\nadleS1MfHj16hImJica/kkTZb0EQBOFdvDng4uXlpbvOCFrxrnOc2xsaMs1Ee4v9qt+L0/lINBSe\nmErr2TneHNVdt24d0dHRLFq0SOPxN1WtWpUbN27w8OHDXLV/XevWrTl//vxb+3XmzBm+++479PX1\n5e3NhYpZK1VfJ8p+C4IgCIIglAwKKa/DukVQUFAQO3bsKLA0dDNnzsTW1pZRo0ap7FcoFHkePRcE\nQRAE0O5niUKhENk5igBdZOcoDPFMfi8szOvvVokKogFatmxJaGgoFSpUyNfrKpVKWrVqxcmTJynz\nxhtaBNGCIAjC+9J2EC0IbypvYsKTxERddyPf5fV3S6vTOWJiYuR0dFn8/PwoW7YsoaGhmR3S0+PR\no0cA1KpVS2VKRbly5Wjfvj1XrlyRz3/y5Anjx4+nSpUqmJiY0KpVKwICArLtw3fffUeHDh2IjY0F\nYP78+VSsWJGKFSsyevRoXr16xe3btzEyMlLZDA0N6dKlC97e3mrHDAwM+OKLL5AkidTU1Px+bIIg\nCIKgdZIkiU3LW3h4uM77kNNWHAPo96GzioUA+/fvZ8yYMQQEBODs7Kx2XKFQ8Mcff6BUKlEqlcTH\nx1OvXj0GDhwIZGbD6Nq1KzExMURERPDs2TOWL1+Ou7s7u3bt0nhPQ0NDmjVrRo0aNdi/fz/bt2/n\n1KlTREVF8c8//7B8+XKsra1JTk6Wt5cvX9K8eXNmzJjBN998o3LsxIkTNGzYkB9++IGvvvqKxYsX\nF+gzEwRBEARBEHSvSJf99vHxITY2lr1799KwYUP09PRwdHRk5cqV2RY9WbZsGcOHDwcgLCyMUaNG\nUbduXSpWrMjgwYM1Ljxcvnw5dnZ2dOnSRWV/WloaI0aM4Mcff8TY2Ji+ffvi6+urVkZcEAThXRwJ\nDeaLIb35YqALXwzpzZHQYF13SSiBdF1iuiRuHTp00HkfNG3lzcx0/XYslIp02e/g4GCcnZ3VUsoN\nHDhQHq1+XVJSEkeOHJFHqb///nsUisx5X//++y8BAQG4uLionPPkyRNWrlzJX3/9pXa9n3/+mXr1\n6uHg4ABAmTJlaNGiBSEhIfTv3/9tj0EQBEHNkdBgfl78LS5WyaAAMuDnxd8C0MnZJeeTBSEf7Rxo\no+suCAXoyqMkPrDKXeGST3dF5fq6haWaoDYU6bLfT5484aOPPsr1vc+ePUvt2rXR19cH/ls48dVX\nX7FkyRIqVqzI+vXrVc5Zvnw5/fv3x8rKSmW/Uqlk0aJFavOvmzdvTmRkpAiiBUHIkz0//5gZQL/G\nxSqZtVOH8ehDSwDs+k/kwwGT1M69uHsNlwLWqu0X7YtHe6H4e5fA9n1dfVww9xJBdAHLr7LfFhYW\nPH6sXqknPj6e48eP07dvX5X92ZX9Xrx4MXPnzsXT05P+/ftz4cIFIDNQ3rx5s8aKUQcOHMDS0pLm\nzZur7K9YsSLnzp1Tay8qFgqCkCvpyswR6Dfo6YlsCSWNqFgoFJS0DIk7/77ij9vPcn3Ozp07c9VO\nU1xWXBXpst9OTk4sWrSI9PR0lWqHW7ZsITw8XC2IVihUy36PHz+eoUOH4ujoSNmyZRk9ejQ//vij\nfDw4OBgLCwtsbW3V+vLLL7/Qr18/tf3Zlf4uLNV1BEEo5Erpg4Z/RjIyRJrMkkZULCx5tDUKnZ4h\n8eCFkvP3X+b6nKCgoFy1e30abnGn1TzRMTEx2Nrakpz831eVAwYM4M6dO3LZbz09PR48eICVlRW1\na9fG399fHokG2L17N+vWrSM8PJzk5GSaN2+OnZ0dq1atwtLSkv379/P5559z5MgRWrRooXL/yMhI\n3N3d5ekgs2fP5q+//mL79u0YGhoyY8YMEhIS2LNnDwDjxo1DoVCwYcMGleukp6djZmbG77//jr29\nvcqxBQsWkJCQwPfffy/vUyhEnmhBEHJHZU70/zvwyJCRX3mLOdElnDY/SxQKhZgTXcztuRxPv0bq\n385r8umuqFy/9zw9PYvcwGFef7eKXNnvatWqyWW/jYyMiIiIwNjYmA8//BBTU1NWr17NgQMH1AJo\nyJyvfOvWLZRKJQBz586latWqNGjQgHr16pGUlMTGjRvl9qdPn6Zt27Zq17l48SKSJNGyZUuNx7IW\nGgqCILyrTs4ujPhqIcdL2XBcqs3xUjYigBaEEuLKoyRdd0F4ByWuYmH//v0ZM2aMxrzU7ys9PR1b\nW1vOnDmDqampvF+MRAuCIAjvS4xEF3/aXFj4rtk5cvveK4oLC/P6u1XigujTp0+zdOlSdu/ene/X\nDgwM5MiRIypTOUAE0YIgCG+jVCpzvSCpcuXKKutbSgptB9GCkMXc1JSnz3K/CLGoKVTTOTIyMvju\nu+9o0KABxsbG2NrasmjRItLS0uQ2Dx8+ZNy4cVhbW2NiYkLTpk1VplJkSUxMxMjIiCFDhqjsj4iI\nQE9PTy4JbmRkhKOjI2fOnMmxbwEBASQnJ3Pr1i22b99O/fr1MTU1pU+fPty/fx+AI0eOYGBgIJf1\nNjY2JiYmBoAzZ87QunVrjI2NadWqFSdPngRg+PDhrFmzBg8Pj/d5dIIgCCXSt99+hY1NHVq2tMlx\nq1+/Nps2bdJ1d0sEXZeYFlvh2YpzAP0+CiSInjlzJps2bWLTpk08e/aMoKAgQkNDcXd3B+Dly5d0\n6NCB+/fvExkZybNnz/juu+/w9PRk3rx5KtcKCAjAzs6OoKAgkpJU5wo1bNhQLgkeGxuLo6MjnTp1\n4tGjRxr7FR0dzblz5wgKCuL58+e4u7sTEBDA/fv3qVatGuPGjQPgxo0bKuW9k5KSqFWrFikpKfTs\n2ZMvvviCZ8+eMWXKFPr06cOrV6+YMGECFStWxMLCogCeqCAIQvH26lUSCxZYcu9egxy30aMtefXq\nla67KwgFQqQ0LFryPYi+desWa9aswc/PDycnJ/T19albty4//fQTV65cIS0tjbVr16JUKtm3bx81\natRAT08PZ2dnfHx8WLx4Mffu3ZOvt2PHDubOnUvDhg0JDAzM9r4VK1Zk0aJFNG7cmGXLlmlss2rV\nKj799FMgs+x4//79adKkCWXLlmXatGkcPXpU/hnq1q2rdv5ff/2FiYkJbm5u6Ovr89lnn2FgYEBU\nVBT29vZcvHhRHrEWBCH/HDt2kG+/dcXTsyfffuvKsWMHdd0lQSj2dF1quiRuhanst4WFKPX9Nvme\nJ/rQoUNUqVJFLXNFvXr1CA8PBzLzLw8ePFgltzNAx44dsbS05PDhwwwfPpy4uDguX75M9+7duX79\nOr6+vgwaNCjH+zs7O7N//36Nx/bs2SOPhg8aNAiF4r85XxcvXqRSpUpAZhB9+vRppk+fjrm5OR4e\nHgwdOpSGDRuyd+9e+ZwHDx4QHx+PpaWlfO+AgABmzJiRm0clCEIuHDt2kNBQD7y9/5uv9s03mdOm\n2rXrpqtuCUKxJ0nqWa6Ewisi4jnt25vk2/UUirP5di1NiuICxDfl+0h0QkICVatWzbHN/fv3qV69\nusZj1atX58GDB0BmdZysYHvAgAGEhoaSmJiY47UtLS15/vy52v7Y2FiePXtGrVq1ALC2tqZmzZoA\nbNu2jZEjR8p5DfX19enevTu3bt1i8+bNTJkyhRMnTmBubo6dnR0AJ0+exMnJiWHDhlGtWjXgv5Lf\ngiDkn0OHNqkE0ADe3hKHD48CWv7/pr6eItPG19q0FO0Lfft3Vdj6X9iej1CSRESoxz6FWXGYupLv\nI9EWFhbEx8drPLZz50569epF1apViY2N1dgmLi6OKlWqAODj40NUVJRcRTA1NZU9e/YwcuTIbO//\n8OFDjUG8ppLfcXFxDBs2jNjYWPz9/enSpYvczyyOjo4MGTKEPXv20Lp1a169esWMGTPYsWMHnp6e\n8sg2ZE4puXv3rsZ+ibLfgpA3pUsrNe4vVUpkDxCKN1H2u+R5n9HkyMgXTJp0J1/7M2nSpHy9XpZO\nnToVyHW1Ld+DaCcnJyZNmkRUVBQ2Nv/lmDx9+jRffPEFAwYMwMXFhY0bN+Ll5aUypSMsLIzHjx/T\nuXNnLly4QEJCApcuXZKP+/n54efnl2MQHRwcrPF/jkKhWvL7yZMnODo6MmDAAEJCQjAwMADgxYsX\nrFq1iq+//lpum5aWRrly5QAYOHAgKSkpREVFydM/smRX8htE2W9ByKu0NH2N+9PTRdpIoXgTZb+F\nd1G+fClsbAzz9Zqvx3H5KWsabFFXIHmihw8fzrlz59ixYweNGjXiwoULDBo0iMmTJzN58mSSkpL4\n6KOPaNCgAWvWrKFy5cqEh4czYsQIRo8ejaenJ7NmzeLFixesW7dOvm5MTAz169fn3r17XL58mQkT\nJnD16lUgMyhetmwZmzdvVpnfnCU2NpamTZuSkJAAZJbnjoqKYseOHSrtMjIyqFevHlOmTGHChAmc\nPXuWHj16cPz4cZ48ecKIESO4evWqHHS/bvv27QQEBKjNyVYoRJ5oQcgrTXOiv/5aQdeu88Wc6GLE\n3X0CdeoE4e5e6S3tHlCnzkyVbwFLCm1+lmTeS8yJLko8Pe/h6ZnzdNp3oVCcLdD3W2EqD57X360C\nSXH3008/4erqSq9evTA2Nuazzz5j9uzZTJ48GQBjY2PCw8OpVKkSDg4OmJmZMXPmTObNm4enpycZ\nGRn4+fnRp08flevWqlULW1tbAgICUCgUXLt2Tc4TXaNGDU6dOiVf9001atSgbNmyxMXFAZn5nv39\n/eXz9fX1MTAwQE9Pj7179+Lr64u5ubmc/7lRo0acOXOGmJgYypYtq3Le8ePHgczFiW3atCmIRyoI\nJVa7dt1wdp7P3LnWeHpWYe5caxFAC4IgCDpXoioWzpgxg/r168v5oPObvb09Pj4+1KtXT2W/GIkW\nBEHImbv7BCpU2M/o0RVzbDd37mMaN/5KjERr5V5iJFrb3mdOdEFk5yjI91thys6R19+tfJ8TXZh9\n+eWXDB48uECC6IsXL1K5cmW1AFoQBOF9SJLEtWvXSE1NfWvbihUrvjU7UmFVu3Y9lix5xYYNcW9p\nqaB79xpa6VNJV9ApzoTCrXx50wK9fmEJoN+LpAPp6enS4sWLpfr160tGRkaSjY2N5O3tLSmVSkmS\nJGnr1q2SQqGQSpcurbI1a9ZMvsbatWslGxsbydDQUKpVq5bk5eUlZWRkyMcvXrwo9ejRQzI1NZUq\nVqwodevWTTp//rz07bffShEREWp9SkpKkpydnSVJkqRHjx5JvXv3loyMjKRq1apJ06dPl68dGhoq\nNWjQQDIyMpKaNGkiHTx4UJIkSapXr54UFham8efV0WMWBKEYuH79umSgX0r6sKZpjlv9yuWkxrb1\ndN1doQBp87NEfG4JJUle3+86GYmeOXMm+/fv56effsLBwYE7d+4watQo7t69y9q1awHo2rUrwcHB\nGs8PDg5m5cqV/Prrr9ja2soLF83MzHB3d+fu3bu0bduWcePGsXnzZsqXL4+Pjw+ffPIJp06d0liN\ncMWKFXIhl7lz52JhYcGTJ094/PgxPXr0wM/Pj379+jFgwAB2795Nx44dCQkJYcCAATx9+pTt27ez\nevVqOnToUHAPThCEEkepVFLXypgLI3POkX/lMfQPSdZSrwRBEAStB9FZZcH/+OMPuaphVlnwMWPG\nkJaWBpDj3JSIiAh69uxJo0aNAGjatCnfffcdFy9eBDKDYEdHR7777jv5nFGjRnH9+nWOHz+uFkSn\npqby008/yefr6emhVCrJyMiQ/9vExARJkihVqhSpqakoFAqUSiXGxsaUKlUKe3t7xo4dS0xMjFzQ\nRRAE3Tl2+ACHdq6itJRCmqIMXT6dQrvO3XXdLUEoMl6v6iuUDOXNTHjyb85/sAv/0XoQnZuy4G/T\nokULJk+ejLW1NW3atKFJkyb06dNHzuZx8OBB/ve//6mdt3jxYo3XO3bsmJy9AzLT3zVr1kzODd2+\nfXt69OgBwIYNG+jVq5d87pYtW+R/aETZb0EoHI4dPkDoGne8m92U932zJvO/RSAtCLkjzdN1D0qe\niBhoX+vdj+UXhZfuqh4WpoWGuaX1IDo3ZcEBDh8+jJGRkcq+5cuX88UXXzBo0CDS0tLYuXMnXl5e\npKSk4OzszPfff0/NmjVJSEiQS3HnxokTJ2jWrJn8euLEiTg4OPDjjz/y4MEDunfvzrZt2+jatStj\nx47Fz8+P3r174+vry/Tp0+nbty9mZmY0b94cf39/EUQLgo4d2rlKJYAG8G52k7kLe9Duj//f0X4e\ntPdUPznCEyI0FLXQVfvTayHlHT7YClv/Rfv8bS8UazkFydoIonVJBNG5kJuy4ACdO3fm4MGD2V5n\n6NChDB06FIDz588zb948Ro4cyZEjR7K9x6VLl0hMTMTBwUFl/4MHD6hcubL8OigoiHPnzmFmZoaZ\nmRnjx48nMDAQY2NjbG1tGThwIAAjRoxg2bJl/PHHH7i4uIiy34JQSJSWUjTuF5XChaJElP0WXncy\nDpr/WPD3ad68ecHfRIOPP/5YJ/d9H1oPonMUV5Z6AAAgAElEQVRTFvxtPvroI+bMmYOrqysAzZo1\nY+HChfKiPicnJ3777TeGDBmict6sWbNo3769WhD9Zknw9PR0UlL++xDW09PDxMSE9PR0tTRTpUqV\nwsQkMy+jKPstCIVDmqKMxv2iUrhQlIiy3yVPTqPNjSxhUaeCvX+LjbB58+aCvUk29uzZo5P7vg+d\nFFt5W1nwn3/+GX9//2xHoufNm0dAQADbt2+nSZMmPH78mNmzZ/Py5UsCAgK4fPky9vb2fP3110ya\nNAk9PT2WLFnC9u3b+fvvv+WgN8vChQt5+vQpy5cvB2Dw4MGkpaXx448/kpycTPfu3fH29qZVq1bU\nr1+fdevW0a9fP0JDQ3F3d+f69esYGBiIst+CUEhomhP99fm6dJ30Q5GbE33lyhX6d7Hnyuicp3Rk\nZueoxpWbb8uzLBRVWi+2IuZEa11OQbRnBHi2L9j7K7xyTuxQkHRZBrxQlf1+m7eVBVcoFBw6dEil\ntLa+vr48l3revHm4urrSt29fypYty0cffYSpqSnbt28HoFGjRoSFhREWFkblypWpUaMGUVFRHD9+\nXC2ABmjdujV//fWX/HrDhg3o6+tjbW1NixYtGDlyJD169MDKyorAwECWLl2KmZkZ8+fP57fffsPA\nwAAQZb8FobBo17k7zpN+YG6sM54xTsyNdS6SAbQgCCVLcZ7zXByVqLLf2UlNTcXGxobz589jZmaW\n5+uIst+CIOS3K1eu0KNDK351fZlju5tP4JszYiS6OBMj0SWbdrJz6G4kWpcLC0XZ7/dgYGDAhAkT\n2L59O5MmTcrTNUTZb0EQCkLFihWxqFyDz8LeXkjF3sFeCz3SvatXr/LgwYO3tjMwMMDBwUHkO84j\nhZiCXeKUN1P/tl5bimTChfeulahBdHS01KtXL8nCwkIyMTGROnfuLP3999/yMUNDQ5X2vr6+krGx\nsRQSEiJJkiQlJydLs2bNkmrWrCkZGxtLH374obR+/Xq5/fDhwyWFQiGdP39e5ToXLlyQFAqFNGLE\niGz7NnPmTOnPP/+UJEmStm3bJtWrV08yMTGRevbsKbVv316ldLgkSdLQoUOl8ePHy69v3bolOTg4\nSMbGxlKbNm2k6OhoSZJE2W9BEARtqWNdV2pQpaFkV7NxjlsZ/TLSrVu3dN3dfKPNzxLxuaUb4eHh\nuu5CiZTX93uBjEQPHDiQXr164evrS1paGt9//z3Ozs7cuXNHre3+/fsZM2YMAQEBODs7A5np62Jj\nY9m3bx9NmjTh8uXLDBkyhOfPnzNz5kwAzMzM2LNnD02bNpWvtWfPHszMzLIddYiOjubcuXMsWbKE\nv//+G3d3d8LDw6lXrx6zZs0iNjZW5dzAwEB27drF6NGj5X2fffYZnTt3JiQkhO+++w43NzeOHz8u\nyn4LgiBoSZoyjREfTMCqbKUc281/+RXp6ela6lXxI0bwizdzU3OePnuq624UafkeRL98+ZIzZ85w\n5MgRjI2NAfDw8ODChQvcu3dPpW1oaChubm74+fnRrVs3ILN64MGDB7l+/TrVq1cHoHHjxmzYsIFV\nq1YBmb/Y3bt3Z8+ePSxYsEC+3p49e+jRo0e281pWrVrFp59+Kt+7f//+NGnSBIDp06erFFz5999/\n+frrr/n888/l68XGxnLp0iWOHj1K6dKlmTt3Lj/88AP37t0TZb8FoRj6PfR3dm/Zg5QOilIwYFQ/\nPnH+RNfdEgSt2NBru667ILyj6/FXaVDRNldtx//mlqd7FMWiKAUl37NzlC1bloYNGzJq1Ch+/fVX\ned5aQEAA1tbWcrtjx47Rt29fVqxYQffu/62YDw4OplWrVnIAncXR0ZHdu3fLrz/88EPS09O5evUq\nAP/88w9KpRI7O7ts+7Znzx46duwIwKBBg/j222/lYxcuXKBSpf9GNaZNm8bUqVNVirD89ddf2NjY\nULp05t8eZcqUwdbWVs7skVX2WxCEou/30N/Z7L2V5q/a0ELZhuav2rDZeyu/h/6u664JglBMXY+/\n+n7nJ7zf+bkhCgD9p0Cmcxw+fJglS5Ywd+5crly5Qt26dZk6dSoTJkwAMrNh9O3bFzs7O/z8/FSm\nS+S2LDiAq6sre/bs4dtvv2XPnj1y8RVNYmNjefbsmTxK/HpAv23bNtzd3Vm7di0Ahw4d4s6dO4wa\nNQovLy/5K63ExERMTU1VrmtqasqzZ88ARNlvQShGdm/ZQ4fy3VT2dSjfjZVT1nDTJnNwoMXgxrQc\n0ljt3DO+Fzjrd0Ftv2ifP+2T/337IksAZbIS3/H75WkfhaX/eW0vCDlJz0gnPSMdZXrq2xv/v1ev\nXr3TPUqVKvWu3SrWCiSIrl69ujz14tmzZ+zdu5cpU6ZgZ2dHjRo1ANi0aRPt2rWjUaNGrFq1iilT\npgBQoUIFbt++rXbN5ORk9u3bp1KFsF+/fowZM4Zvv/2Wffv2sX79eg4fPqyxT/fv36dixYoq++Li\n4hg2bBixsbH4+/vTpUsXXrx4wZQpUzhw4ACQmeolazqHqakpiYmJKtdITEyU0+KJst+CUHxI2Uyl\n1VPoJL2+UAJdj7+qlZFFofDI7VQMTU7GHif0RhCHb2ouVKeJubn5O91j2LBhuR7oLAnyPYgODAxk\n7ty58hQHMzMzRo4cSVBQEH///Tc1atTAwMBAHjVes2YNI0aMwNnZmYYNG+Lk5MTq1av5999/Vf7n\nBgYGsmDBAnlOs0KhoGXLljx9+pTw8HAePXpE8+bNOXTokMZ+vVna+8mTJzg6OjJgwABCQkLkgik3\nb97k1q1b8rSQtLQ0AM6cOcO+ffuIiopCqVSir69PSkoKV69elRc3irLfglB8KEoBSvX9GVL2v+eC\nkJ8aVLRVCaqCru3TYW+Ewq6NdXuevnpCj4bZfyv/uvG/ub3zSDSIeOZ1+V5sJSEhgQYNGjBt2jQm\nTpxIuXLlCAsLw83NjZCQEMqXL4+trS3Jyf99HTdgwADu3LnDn3/+SalSpWjfvj2SJLF161asra05\nfvw4gwYNYtOmTfTq1YsRI0Zga2vL7NmzmTp1KoGBgfTu3Zvly5ezePFirl27xtatW1X6FRsbS9Om\nTUlISABgwYIFREVFsWPHjhx/Hi8vLx4+fMi6desAaNOmDZ988gnTp09nyZIlREREEBkZCSDKfgtC\nMZI1J/r1KR1hTw8y5puRYnGhjllXq8Vo28lvz87xx1ccPRlRbPL3a7vYilhYqH3vsjBQk6Bre98p\niM7L+0mX5bkLSqEp+12hQgV+//13jhw5Qo0aNbCwsGDBggVs27ZNzn7xZtqcdevWER0dzaJFiwAI\nCgqiSZMmtG3blrJlyzJr1iw2btxIr1695POzruHq6kp0dLQ8sv36sdfVqFGDsmXLEheXWc3rzJkz\n+Pv7q5QVzxqNzsn27ds5fPgwlStXJjw8XC41DqLstyAUJ584f8Lob0Zy3uhPzur/wXmjP0UALQhC\nodagQt4D8NwS01H/U6LKfs+YMYP69eszbty4Arm+KPstCIJQ8Kyr1aJTpW6YG5XPsd22Sxs5efak\nGInO473ESHTxlteR6OJIlP3OhS+//JLBgwcXSBAtyn4LgpCdS5cuyek4c6Knp4eLiwtGRkZa6FXR\n1b1Hd/4+/5fGOeuva9K0CZaWltrpVDGU1zzCQtFgbvpuiwoFdTobiY6JiVGbG/26Fy9e4OHhgb+/\nP8+ePeODDz7gyy+/lBcWZvH395fnQVtZWeHq6oqnp6daKrosc+fO5cSJE2zdupUaNWqwbNkyfvjh\nB16+fEnPnj1Zs2YNT548wcbGRuU8SZJo164dhw4dYv/+/Xz55ZfEx8djb2/Pxo0b8fb25ubNm/z2\n22+YmKjWnhcj0YJQsjl94sQ/D69jbGGcY7uHlx6xx3cPXbp00VLPhKJE2yPR4nNL+0QhE90oViPR\n6enpdOvWjSpVqhAZGUnNmjWJjIxk5MiRPH36lIkTJwLIwevmzZtxcnLi/v37zJ07F2dnZ/744w+V\nbBxZunbtyp07d6hRowa//fYba9as4Y8//sDU1JSRI0fyzTffsGrVKpXgPiMjg7Zt2zJjxgwePXqE\nm5sbe/fuxcHBgblz5zJ27FgOHz6Mn58fixcvxtvbW2vPShCEwi89I52arjWwapbzqGj6onQRuAiF\nhij7XTyZmpvy7OkzXXejWCiUQbSvry8JCQkcPXpUDoSdnJz4+eef8ff3BzLLi8+ePZugoCB5MZ+1\ntTU//fQTI0aM4J9//qFhw4Zq1162bBmTJ08GICQkhLFjx1KzZk0AJk+ezNSpU9XOWb58OXZ2dnTp\n0oW9e/fSunVrPvkkc3HR559/Trt27QDo27cvX3/9NXPmzKFcuXL5/FQEoWQLPRLClr1bSFekU0oq\nxSjXUTh36qrrbgmCmuLyXu25z0XXXRBeE38pgYp2Fd77OoF9g/OhN/8pyaPnhTKIDg8Pp3///moj\nye3atZMD1nPnzlGuXDm1bBj6+vrZpq1LSkriyJEj7Nq1C8icI/16Luo3S39DZj7plStXynmvXV1d\n6du3LwBKpZJt27bRunVrILMMeIsWLQgJCaF///55/fEFQXhD6JEQvLcvwrzPf1OlvLdnZvMpisGJ\nUHyJ96pQUBIuPcmXIDq/iSC6kLlz5w729vbya1dXVw4ezKzAk5aWxt27d7l9+7Zc/RBg37598nzp\njIwMFi5cyMyZM1Wue/bsWWrXro2+vj4ADRo0ADKnj3z//fd4eXkRGBiocs7y5cvp378/VlZW8j6F\nQkFwcDC9evVCoVCwc+dO+Vjz5s2JjIwUQbQg5KMte7eoBCUA5n1MmPzjZGyeZ/4eD7H5lCE2Q9XO\n9Y3agW/UTrX9umr/rgpb/0X7nNsv2u6NeR/VNTnmfUzYum+rCKKFt8putFnKkEh6mET8hfh8uU9Y\nWFi+XAfevXR4cVIog2hDQ0MeP34sv967dy+QWcgla6W1oaEh8fH/vZn69u0rz2Pu2bOnxnmFmkp/\nX758mc8++ww9PT3CwsJo2bKlfEypVLJ582YiIiLUruXi4kJqaip79+7ls88+o127dlSqVImKFSty\n7tw5tfai7Lcg5F26QnMNboWemLMpFC4ZeprntKeR9s7XioiI0Pj5I5RAEiRceUJyQv4ErAsXLsyX\n6wAap86WFIUyiHZycsLf35+vv/5aZf+ff/4p/7eDgwMxMTFcvnyZRo0ayftTU1M5e/Ysjo6Oatd9\ns/T3zZs3ad++PXPmzGHq1KlqiyiCg4OxsLDA1va/5OU//vgjKSkpTJkyBT09Pfr378+UKVO4d+8e\nlSpVyrb0d3Gr7iMI2lRKKqVxv5QhFuEJhYtehuY/7Ern4eP2zQEXLy+vvHZLKCKym66hKKWgRofq\nNBxc/73vEdg3OF9HoktyfKPTFHc2NjZcu3ZNZdQ4KxBt3bo19vb2eHt7Y2FhQUREBF988QVxcXFE\nR0djZWXF/Pnz8fHxwc/Pj6ZNm3L37l3c3d05fvw4M2fOZNasWSr3jIyMxN3dnbNnzwKZiwIrV66c\nbTaNcePGZSac37BB3nfw4EHGjRtHcHAw9evXx8fHB09PT27cuEGZMmVYsGABCQkJfP/99/I5IlWQ\nILwfTfNM/92XyDfDvikSX5G37diWNMfUt2bnuLjoMhsW/Iizs7OWeibkt4J8r2o7xZ1YWFi4XPP7\nJ9+C6Px8HxWHMuBFMsVdamoqtWvXVtkXEBCAq6srhw4dYvr06dja2vLq1Svs7e3ZsWMHM2bMkNt6\neHhQrlw5Bg8eTGxsLNWrV2fy5Mn06NFDZapHlubNm3Pr1i2USiX6+vqcOXOGy5cvs2TJErlN7dq1\nuX79OgCnT59m+vTpKtfo1q0bEyZMwNnZmefPn9OiRQuCgoIoU6YMkFl0RcyHFoT8lRV8bN23lTTS\nKE1pJg6bXCQCaKFkEe9V4X3klIGjgp2FlnuTOyV5emqJKvsN0L9/f8aMGVMgIz3p6enY2tpy5swZ\nlWIvYiRaEEq2th3b8rDCA8xqaS4CleXOvli2r/URI9GCRtoeiRaKJ5EnWl2RHInWhVmzZrF06dIC\n+ZAKDg7GxcUl22qJgiCUTIP6DSLk9xC4kXO7ak1qlOhFOkLhIgZ/BCFnBT4SHRMTQ506dShV6r+F\nQTY2Nqxfv562bdu+tfz3nTt3+Oqrrzh06BDp6ek0btwYLy8vta8Pvv76axYvXszVq1dz/BCSJIma\nNWsSEhIiL0h8+PAhHTt25PLly2rtly5dSkZGBrNnz5b3LVu2jGXLlpGUlIS9vT1r166lVq1aVK9e\nncuXL6tlABEj0YIgCML7EmW/BaFg5PX9rl4XuwCUKVMGpVKJUqkkKSmJiRMnMmTIkLee9/LlSxwd\nHSldujTnzp0jPj6eadOm0a9fP5VMHZIksXPnTlq2bImfn1+O19y5cyejRo2SA+jExETmzJmj8eFF\nRUWxevVqla+1Tp06xYoVKzh58iSPHz+mZcuWTJw4EX19faZOncq+ffty+1gEQRAEodBSKBRiK2Sb\nmXl5Xb8thNdofTqHvr4+bm5ufPHFFzx//jzHtsuXL6d8+fJs27ZN3te7d288PDw4evQoDg4OABw/\nfhwLCws8PDyYOXMm8+bNy/aaK1asYPfu3UDmwsE2bdogSZJceCXLxIkT2bhxo1pwnfXXilKpBDIX\nR2ZN3xg+fDgdOnRgzJgxuXwawusOHg5j0859pEkKSiskxnzal26dO+q6W4IgCCXSxx4huu5CkZMY\ncwHTWo0L7PxT83WzQLUkVyXMiVZGol+XkpLCxo0b+fjjjzExMcmxbXBwMH369FHb7+7uzpw5c+TX\nPj4+jBgxAmdnZx4+fCiX6H7TjRs3iI+Pp06dOgC0atUKpVLJkSNH1ILltWvXolQqcXNzUznWqlUr\nXF1dadiwIUZGRqxbt44FCxYAUKVKFUxMTDhz5kzuHoYgO3g4DM81O7hXswePrLtzr2YPPNfs4ODh\n/MtlKQiCIAgFKfH2hfc6/30C8IIkiv5oppWR6JSUFIyMjIDMKoAZGRkqaeWy8+TJE6pVq/bWa+/f\nvx9vb2/09fXp06ePnDf6TSdOnNC4/13mwYSEhLBv3z7OnTtH/fr1mTZtGhMnTpQTl2eV/X698qHw\ndpt27kPRdKDKPkXTgYxesJkakZmj/qPb12V0h3pq524Ov8HmiJtq+0V70V60F+2La3uhcHoRd5W7\nx9TLxOen/Kw2mFv37t3T+j2LAq0E0WXKlFFZOHj27FlcXFz4+OOPqVGjRrbnWVhYqJT/zhIdHc0/\n//xDly5dOHDgAI8fP6ZmzZpAZpq5atWqsXjxYrXzNJX9fleBgYGMGDFCDsa9vb2xsrLi5cuXlC1b\nFktLS+7evat2nij7nbM0SXM6JYWe5kp1giAIxV1ERAS//bKXuJinuu6KkEtSRjoZ6co8n5/y70PK\nmFfKsc2rV/lT+vtdZFeNuaTTSYq7Fi1a4OjoyMWLF3MMop2cnAgMDFQr/7106VIAunTpgo+PD4sW\nLcLV1RXIHFVu164dJ06coHXr1irn6enpqZT9zouMjAxSUlJUrlm6dGl5pF2U/c6b0grN3wZIGela\n7okgCELh0L59e25I1Xn0/yPRd4/66LhHwtuY1LSjutNneT7/bXOi7x331clItIhhNNNKirvXU9hl\nZGRw9uxZunfvzqFDhzA3N8+2/HdiYiKNGzdm0KBBeHp6UrZsWbZs2YKHhwfnzp3DxMSEqlWrEh0d\nTaVK//3lNnLkSExMTFi1apVKX3x8fNi3bx979uxR2R8REcGECRO4evWqWv9HjhyJjY2NnOIuJCSE\n4cOHc+DAAezs7OSS3wEBAQCMHj0aOzs7vvzyS/kaIlXQ22XNiX59SkfGeX+8Jn8mFhcKgiCg/RR3\nYmHhu4s76vNeQfTbnJrfVSfxRHEo7Z2TQp3iLiUlBX19ffT19TE2NmbEiBH88MMP8pSIrPLfderU\nkbeDBw9SqVIlIiMjiY2NpXbt2lhaWhIUFMTRo0epUaMGu3btomnTpioBNEDPnj0JCAhQeyCtW7fO\ndtFhTtWZXj/WtWtX5s2bR9++fbGwsOD69ets3LhRPn7x4kU5a4iQe906d8Rz0lCqxx7A6vYBqsce\nEAG0IAiCUKSYWhfOhYHvS0xB1azElf1u2bIlO3bsKJCqYE+fPsXe3p6oqCiVwFuMRAuCIAjvS5T9\nFkzNzHn2r5gjn98K9Ui02k319OSRaX19fczMzOjRowf3798H4Oeff1Zro6+vT/PmzVWuc+jQIfT0\n9Pjxxx9V9nt6eqqcb2ZmxpAhQ3j06BGzZ89m06ZNan2SJInu3buTlJREamoq48ePx8TEBGtra1au\nXCm38/DwwNDQECMjI4yMjOT80l999RULFy5kwoQJ4h8fQRAEociTJElsWt7Cw8NzPC4C6MJFJ0E0\nwN27d+UqhnFxcaSnp6sUKenatat8PGs7d+6cyjV8fHw0VilUKBSMHz9ePu/8+fP8+++/9OrViwED\nBnDt2jW1Qi9ZFQ+NjY1ZunQp169fJzY2lqCgIJYsWUJwcDCQmWs6NDSU5ORkkpOTuX79OgATJkxg\n69atTJw4sSAelyAIgiAIxZyYNlG06CyIfp2JiQkuLi7cunVL3ve2YfWkpCQOHDjAjh07OHnypDyK\nren8OnXq4Ovry9WrVwkODiYwMFCt0MuKFSsYPnw4AL/99hszZszA3NycDz/8kMGDB8uB+q1bt6hb\nt65af6ytrWndujUnT558tx9eEARBEAohXZe4FlvmZvH/VZGFwkcnKe5ANchNSEhg3759dOrUKdfn\n//rrrzg5OVG/fn06deqEv7+/SkaMN5mbm/PRRx8RHh6Oi4uLyrE3KxkqlUo5ZV2WrETjt27dYsyY\nMZw6dQobGxtWrVolF1ZxcXHB398fR0fHXP8cgpDfIoKDCV6/nlKpqaQbGOAyYQLt33jPC4IgvE1c\n1eq67oJWnEhJoXWZMrruBqC5L9XvxemoN4VPYSs/rrOR6Fq1asnzii0tLbly5Qrz5s2Tjx8+fFg+\nnrWtW7dOPu7j48OwYcMAGDhwoNqUDk2srKx48eKF2v43Kxl26tSJ1atX8+LFC65fv46vry+SJJGS\nkkL16tWZNGkSd+/exc3NjZ49e5KYmAhAs2bNiIyMzPMzEYT3FREczP7ZX+F+7i8mXbqC+7m/2D/7\nKyL+fzqSIAiCoOpEasrbGwmFQmErP66zkejbt29jZWUFwMOHD+nZsyerV6/Gy8sLgM6dO3Pw4EGN\n5z569IjDhw8TFhYmr6hUKpVER0dTu3btbO/54MEDbGxs1Pa/Wclw3rx5TJo0iVq1alGxYkU6duxI\nRkYGZcqUUZmXPWHCBNauXcuxY8fo0aNHttUKBUFbgtevZ8YT1YUnM548ZemgwdQ3NQPAZNpUTKdP\nUzs3cfkKnq9YqbZftBftRfvC017IX2GvktmblMT51FRdd0W27sVztX1vfoNeEunr69OsWTNdd0OF\nzoLo11WqVInevXtz8+bNXLX38/OjZ8+ecmlvSZKYPn06fn5+zJkzR+N86oSEBE6fPs2cOXPUjr1Z\nyfDKlSssXbqUn3/+Gcgc6W7Tpg2XL1/m3LlzuLm5yW3T09MpV64ckHNZTFH2W9CGUtl8EJQSGWME\nocg5kZIiRkkLWMPS+jQz0KevkbGuu5Kt8JRXTJo0Sdfd0Dk9Pb1Ct+6sUATRAAYGBrnO0efj48OM\nGTPk9HIAAwYMYPny5RqD5JiYGMaPH0/z5s3p3Lmz2vHKlStz4sQJ+fWWLVtITU1l7dq1hIWFceTI\nETZs2EB8fDyTJ0+mZs2a2Nvbs3XrVp4/f07btm2BzBHyqlWrauxzca70IxQe6QYGmveLPOWCUOS0\nLlNGZX7siueJOuxN8VStdGlql9ano6HR2xtrQXbzs8VIdKbCFkTrpNhKqVKluH//vjydAzJTzC1b\ntoyjR4+yd+9eRo0apTI6DGBpacnRo0dp3Lgxjx8/lkeAAR4/fkzVqlX5+++/2b17N/Pnz5fPNzEx\noXfv3qxcuRJzc3O1/ty8eZMuXbrII+EJCQkMHz6cI0eOUL16dX766SfatWsHZI6Cf/PNN9y7d4+m\nTZuybt06+euFdevWcenSJZW52yCKrQjakzUn+vUpHUstzOnz3XdicaEgFHHaLrZSUhYWrnieyDST\nwpEBI7uFhSKGyFRQ5cfz+rtV4ioWZic/KhkOHDiQ8ePH07GjaqlqEUQL2hQRHMzBDRvQS0kho0wZ\nuo0fLwJoQSgGRBBdMApTdg5NRBD9n4LKziGC6Pe0e/duTp06xbJly/J0fnx8PN27d+fUqVNqx0QQ\nLQiCILwvUfa7ZCpvYsKTRDGVpyDl9XerQOZEx8TEYGtrS3Jyssp+T09PHj58yPr16xkxYgS//fYb\n169fV8mMUatWLXbt2kWrVq1ISEhg6tSpHDp0iOfPn9O0aVMWLVqEk5OT3H7z5s388MMP3Lx5k6pV\nq9KnTx88PT1Vpnq87sCBA1y4cEFl7vTEiRNp166dXMmwX79+HD9+XOW8tLQ0oqOjUSgUDBs2jBMn\nTlC/fn1WrFhBp06dGD58OM7Ozvnx+ARByAdnz57l560/QS7+XRzqNgx7e/uC75QgFCFi8Ef7Clse\nZCFnWl1YmFV9J0tSUhKzZs1iy5YtKm2yTJgwgQoVKhAVFYWhoSHbt2+nR48e3Lhxg0qVKrF69WoW\nLlzIpk2b6NKlixx0Dxo0iAMHDqjdPyMjg3nz5sl5BjMyMjh9+jQ+Pj44OTkRGBgIwKFDh1TOW7t2\nLSdOnKB69ep07tyZli1bcuDAAQ4cOICrqyv//PMPAQEBODg44OHhQenShWa9piCUWCEhIRwN2EbT\nKmVzbHfhwUtMTM1EEC0IgiC8E61He1l/2SoUCsaNG8cvv/zC6NGjcXBwUGsbERHBkSNH5MWAY8aM\n4fz589y+fRsjIyM8PDzYvHkzvXr1ApXTqYgAACAASURBVKBatWps2rSJnj178vjxYywtLVWuFxgY\nyAcffCCPUvfq1YvQ0NAcU9NFR0ezfPlyzp8/z8uXLwkLC+PXX3/F0NCQfv36sXDhQoKCghg1ahQO\nDg74+vqqpMATBEF36lYwplsDixzbpKRl//svCCWZmNKhG+ampjx99kzX3RByQatB9JtfDVWtWpX5\n8+fzxRdfcP78ebVf2BYtWvDll18yduxY7O3tsba2ljNfhISE8OLFC/r06aNyjpmZGceOHdN4/927\nd/PJJ5/Ir4OCggDo0KFDtn2eO3cu06ZNw8zMjGfPnqFQKCjzxgKErJLgLi4urF+/XgTRQrF1JDSY\nPT//COlKKKVPvxHj6OQsFi0KQnG0c6B6cTJB1ZVHSXxglb85pj/dFZWv18uJmD7yfgqs7HdKSopa\n2W5vb2+VQFmhUDBp0iT09PRYvXq12jV27tzJxx9/zNL/a+/O42O63geOf2aSiOwiCbGHII19F1Rt\ntSsRIZZaay1KVWuNPaii9lYppZYosUdEUEtbim9qX0IjdkJCEknINr8/8nNrZBJJJJkknvfrNa+X\nuXPuuc9ck5lnzpx7nu++o0KFCpQqVYqZM2ei0WgICwvDzs4OAwODdMd08uRJrfLeb3Pt2jUOHTrE\noEGDgOQEvWbNmixYsICEhAR27tzJhQsXlC8HUvZb5GeH/Pfxy9zJNE4KorHqJo2Tgvhl7mQO+UtJ\ncSHE++nK45gs7e9yaNb29za5rYx2XpNtI9HGxsYpLiycPn06Dx8+VO5rNBrUajU//vgjbdq0wcPD\nQ6u9tbU1s2fPZvbs2cTExODn58fIkSNxcHDAzs6O8PBwncfetWsX9evXx97eXmv7m+W93+aHH36g\nT58+WiPPmzZtYsiQIcyePZtatWrRsGFDZdqInZ0dkZGRxMTEYGqae6sfCZEZPr+spF0R7b/pdkVi\nWf5lH0KrJv8NVHEfTtWuKStrXdi6jIvblqfYnp3tz19+Qnqvi7q8axWbg3fmqvilvbQXuZ9fUDh+\nQbpzkcxITEp+09JV0yI7DBs2LEeOk1/l+HQOXXOs6tWrh4eHB2PGjFG2XbhwgSZNmhAWFoZKpcLU\n1JQuXbrw119/ce7cOSZPnoxKpcLf319rVYz79+/j4eHBzZs3UxxHpVKlKOCSmvj4eDZv3qxcbPhK\ncHAwBw8eRK1Wk5iYSOnSpWnQoAEgZb9FPpcYDzqmSKrVMm9SiOxwOTQmy0c6Rdb62LEQn3xgk6V9\nDtp5nZCQkCztMzWLFi3KkePkV3q7sPDN+dFz5szhgw8+4NmzZwA4OztTuHBhRo4cydSpU7GxseH0\n6dPs2LGDxYsXU6hQIb755hsGDhzIxo0badSoEcHBwfTu3Zvhw4dTrFixFMe2t7cnPDw81dLcrztz\n5gzR0dHUrl1ba/uoUaP4+uuv6dmzJ99++y0ODg5Ur14dSC77bWFhoXMUWsp+izzPwAh0fE9MSpJl\nsITIDpWKmGrNt/W59ESP0QhdjAzUmBVI/7TS9MqpkWjxbrKl2EpISAiVKlUiJkb7G/T06dN59OgR\nK1asoH///jg7O/PNN98oj//666/069ePEydOUK9ePW7evMmoUaM4fvw4cXFxfPDBB3z11Vf07NlT\n2WfJkiUsX76ckJAQSpYsyeDBgxk3bpzOuHr37k2rVq1SXPjXrFkzhg0bRrdu3ZRtixcvZs+ePRw8\neFCrbWBgIP369SMoKIh69erh7e2tJOX79u1j2bJl7NunPUdUiq2I/ODVnOjXp3T4hhak/3ivXHlx\noZeXF2c2LaZblbRHiXZefoJjh4HMnjMnhyITInNyutiKXFj4dj6XntClcvqnib7N5dAYZh25nWP/\nz9lVRjuvkYqF6bB37142btzI5s2bs6X/r7/+GmdnZwYMGKC1XZJokV8c8t+Hz7pVkPASDI3p0ndQ\nrkygQZJokf9IEp37ZPXqHDmdRMvqHMkkiU6nOnXq4O/vj41N1s5hio+Pp169epw8eTLFEniSRAuR\n87y8vFi7aA5ORXRXL33lxuNougwcwezZkkSL3E3Kfr8fZJ3onJeryn5nVmrlwiH529KwYcO4cuWK\n1r9f169fP5ydnZXpHH/88Qeenp6cPn0aS0tLPvzwQ0aPHs2yZcuYOnVqimM8fPiQkSNHsnXrVhIT\nExk/fjwbNmwAYPz48YwaNQqADRs2MGnSJMLCwqhWrRqLFy9WlrqLi4tLkUQL8T7buXM7Pj4b09FS\nxdixnso1Bu/Kw8MDM7O0qxUCtATatGmTJccUIj+RwR8h0parkuh39XpZ8cDAQFq3bs2MGTPYvn07\nRkZGLF26lIkTJ3Lu3Dmd+3t6evL5558DMH/+fE6cOMGlS5eIjIzkww8/pG7dupQpU4bPP/+c48eP\nU6lSJVavXk2vXr0ICgrC1NSUuXPn4uXllWPPWYjcztd3O0ZGR2nWzCLNdj//HMmpU62zLIkuX748\no0ePzpK+hHgfyWh09rG2tiQ8POVos0yvyFvyVRL9urFjxzJgwAC++uorZduECRO4evUqp06d0loW\nD5JX1jh69CirVq0CkteI3rlzJ4ULF6Zw4cIcPnwYa2trXr58CUBcXBwqlYq4uDgsLS0B6Ny5MxMn\nTmTChAlKaXEhBDRoYEbv3mlPoTp2LCGHohFCpIdGU/vtjfKJI0eiaNo07S/6WUml+l+OHetdSFKf\ntnyVRL/66Sk6Oppjx44xZcqUFG3WrVunc9/du3fTsGFDILkoS1hYGDt37qRly5aYmZnh6enJZ599\nBiSPWNevXx9I/qYeEBAAJBeYqV27Nvv378fd3T3Ln5/IH44d8+PAgVUYGsaTkGBEq1aD+OijtvoO\nSwgh3ls5nUSnJrclrJJEpy3PJtFBQUGYmJhobYuPj2f27Nk8e/aMpKQkSpQoke7+Tpw4oZQEDwsL\nIzo6mlu3bnHz5k2CgoJo27Ytjo6O2Nra4uXlxaFDh2jYsCHz5s1jyJAhXL9+HYBatWrxxx9/SBIt\ndDp2zA9//yl4ef0313DSpOQve5JICyGEfjx7lsiVKymvx8pOb17XldtYWVnpO4RcL88m0RUrVkzx\nAuzfvz8AhQsXRqVS8eTJEypUqKDV5uTJk5iYmKSYd/nw4UOaNWsGoEzFmD59Oubm5tSqVYvu3buz\nd+9e7O3tadeundLW09OTefPmcfnyZSpVqoStrS2BgYHZ8pxF3nfgwCqtBBrAy0uDp+cAPvro1Ze+\nwf9/e9NP/397U15pn1G5LX5pL+1zQ3uRHQICIvH3j8zRY7q5uaXYFhMTo7Ngmz507tyZAgUK6DuM\nXC3PJtFpMTExoU6dOuzevVspyQ3J0z0GDhzIlClTUiTRr1+UaG9vT4ECBYiPj1cef/nyJTY2NiQm\nJirzol9Rq9VYWCT/DJRa6W8p+y0ADA3jdW43MJALeIQQ2o4cieLIkSh9h/Fe6NrVmmnT3l7NOKuo\nVP/TORKd26ZPSCGWtOW6JFqj0XDr1i2tpXWKFi2aof0heY3YTp06Ub58eXr27ElsbCzjxo3D3Nyc\nLl26pNjvVUlwgIIFC+Lh4cGUKVNYsWIFN27cYPv27fj7+2NkZISXlxcBAQF89NFHrF69mooVK1Kq\nVCkg+QJFXdNI5IUoABISjHRuT0yUpaSEENqaNrXQmqc7ffoDPUYjckJuSqDF2+W6JDouLo6yZcsq\n91UqFVu3bsXGxkZruZ3Ult55tf3jjz9mx44dTJs2jREjRmBhYYGrqyv+/v4YGKSsc9+gQQP++usv\n5f7SpUsZNGgQxYoVw9bWlvnz51OzZk0A1q5dy/Dhw7l9+zYNGzZk27Ztyn4XLlyQ+dAiVa1aDWLS\nJO050RMnqmjTZg3wtjnRGZ0mkdvaZ1Rui1/aS3t9t5dfrLJLbrioMDeSpD5t713FwtQ8efIEFxcX\nrl+/num1MRMTE3F2dubMmTPKsncgFQuFtmPH/AgIWI2BQRyJiQVo2XJgvr6ocNCgT6lX7ziDBtm9\npd0j6tWbwqBBg3IoMiHyFqlYmH/IOtG5S76oWKhPtra2tG7dGl9fXzp06JCpPvbt20e7du20Emgh\n3vTRR23zddKckpqff47i2DHd1wu8cuJEBPXrywe3ELmFDP4IkbZsHYlOq4z3L7/8wpYtW/Dz89Pa\n3qZNG3r06EHfvn2JiYlh/Pjx7Ny5kydPnlCxYkU8PT215jTv2rWLWbNmcenSJezs7GjZsiWzZ8+m\nSJEiOmM6f/48K1euZPny5QQFBfHpp59y8eJFypcvz9SpU9m4caMy/3n48OE8evQIV1dXVq9ejbGx\nMYcOHaJt27bKlBCVSsWlS5e4evUqY8eO5fjx4xQuXFjrmDISLfKTAb178ODurbe2s7S2YdPWndy4\ncYNTp06lq++2bdtia2v7riEKkS/l9Ei0fG6J90W+GYl+fZWMadOmcefOHU6fPo2NjQ179+6ld+/e\nODo6UqNGDXbv3k3v3r1ZunQpXbp04eXLl0yfPp3WrVtz6tQpjIxSXsT19ddf88MPPwDg4eFB9+7d\nOXr0KL6+vgwcOJD79+8THh5Oz549Wb9+PQ0aNKBHjx7MmjWLmTNncuPGDSZNmsTUqVO1+i1btqxc\nPCjeC5t/28bmzgkYp7y0QEun39TExcXh5OSEk5NTzgQnhMgyMqUj+1hbWRD+LGeX1BNZL9cl0a87\ncuQIkydPVlbncHV1ZezYsdy+fZvq1aszZswYpk6dSt++fYHk9Z0XLVpE+/btuXLlCtWqVdPq79y5\nc8TExFCuXDnCw8O5fv06X3/9NWq1Gnd3d4YPH05wcDCBgYHUq1eP9u3bA8lrQQ8YMICZM2cSHBxM\n1apVdcbr7u7O8uXL8fT0zMazIoT+tXYEE90LjSgM1OqcCUYIkS00U9/e5n12JASaOmRuX9V03UsX\nZnROtMyh1q9c/SlXu3Ztpk+fzrp16wgKCgJg6tSpdOzYkWvXrhEcHJxiuTq1Wo2fn1+KBBpg69at\ntGjRAkguyBIVFYVarUaj0bBnzx5UKhXlypXj7NmzWutI16xZkxs3bhAdHU1wcDA///wzRYsWxcnJ\niY0bNyrt2rVrx5YtW7LjVIg85liAL5P7t2Zav6ZM7t+aYwG++g5J/D/5vxFCZIUjIfqOIDmJFvqT\nq0eiv//+e77//ntWrVrF0KFDsbCwoFevXsyZM4ewsDCADJX2PnnyJCNGjFDuq1QqoqOjsbKyIikp\niZEjR2JiYkJUVBRlypRR2pmZmWFgYEBERARGRka0b9+evXv3EhgYiKurK+XKlaNBgwZUqlSJf//9\nl4iICCmX+R47FuCL/7JReNX8V9k2aVnyvz9q2V5fYQnk/0YIkTWuPoF/HsDP71Cg+Oeff9a5/d9/\n/9W5/U2lS5fO/MFFltBbEp3aJO7ExETlor2CBQsyYcIEJkyYQHx8PIcPH2b06NEULlyYrl27AslL\n0xUrVkyrj0OHDuHg4ICjo6PW9gcPHqS4aMnMzIyEhATOnj1L+/btadKkCZaWlkRG/jdXKTo6msTE\nRAoVKsSmTZuU7Y0bN6ZHjx74+PjQoEEDVCoVNjY23Lt3T5Lo99iBTUu0kjQAr5r/4jmrAx/9+f8b\nmk6FptNS7nxkGhyZnnJ7bmqf9iIbr7VLgFmmYJTN8WSg/YHD4NVcu4lXzX/x9F4qSbQQIt0ePYc7\nkfDX3cz38XptisyIiYl5p/3Fu9NbEl28eHFCQkK0tmk0Gq5evUrZsmWJjIzExsaGhw8fYmNjg5GR\nEa1bt2bYsGEcO3aMyZMnY29vz+7duxkyZIjSR0xMDN27d8fX1zdFEq1SqVD//zzNU6dOsWLFCn75\n5RcAatSoQZMmTQgJCaFGjRps2LBB2S8wMBBHR0eSkpKYPXs2EydOVB5LSEjA3NxcuS9lv4Wh5qXO\n7VLZW/8MU5nAZpD4ImcDESIdjhw5Ij/X51JNHKCjE0xrmrn91/yjeyQ6o3OcZUED/cr2JDq1Mt6N\nGzcmLi4OT09Pxo0bR0JCAl5eXhQuXBgXFxfUajUNGzZk6NChLFiwgFKlSnHlyhXWrVtH//79UalU\neHl5MWbMGOzt7WnXrh2hoaEMGzaMjz76iHr16qWIxd7eXpkGUq5cOXx8fHBzc6N169YEBgZy8OBB\nxo0bR6lSpRg1ahS+vr64uLgwc+ZMPDw8MDMzY/Xq1ZiamjJs2DD+97//8dtvv3H8+HEgOYEODw+n\nePHiKY4tL/T3R4LKWOd2qeytfwmpjKInGhTM2UCESIc3B1ymT9fxK4wQQm+yfZ3ocuXKpdi+bds2\n3NzcCA4OZsSIERw9ehRDQ0Patm3LokWLsLe3B5KnaowePRp/f3+eP39O2bJlGTJkCKNGjVL62rRp\nE/PmzePq1avY2trSq1cvZs6cSYECBVIc19PTkwIFCiirZ+zdu5dx48Zx8+ZNypcvj6enpzJNxM/P\nj5EjR/Lw4UNcXV35+eefMTY25uzZswwZMoTz589TsmRJpk+fTs+ePQG4fPkyXbp04cqVK1rHlfU2\n3y+65t1O/MeRNiMW54spAybGRoSPTXjr6hwmcwwJfxaJiYlJzgSWDvn9/0bkbzm+TrSszpGmd1ud\nI2uK2cjqHFkjs39b71XZ7wsXLjB48GBOnDiRLf0vX76cR48eMWPGDK3tkkS/f44F+BLgvRSDxBck\nGhSkZfeR+SZJy8tJNOTv/xuRv0nZ7/xD1onOXSSJTqcOHTowd+5cqlSpkuV9N27cmN9++y3FhY6S\nRIv8xMzEmEblCmLwlg/ZA1ciiY6OoWBBmSohRFaQioX5n4ws60eurFj4rmW/ASIjIylatCiurq5s\n3rxZaXfkyBGaN2+urORhaGhInTp1+P7776lTp06qMRUtWpRJkyaxa9cufvrpJ6ZNm0Z0dDQff/wx\nK1euxNbWlsePHzNo0CAOHDhA4cKF6d69O9999x0qlYoDBw4wcuRI7ty5Q8WKFZk7dy5t2rShVatW\n1K5dO0UCLYQ+/bDiB35cvvKt7VQqWLRsUbrevH8/ely5tiAtkywsJIEWQgiRb+W6daJfL/sNyfOn\nq1Spwt69e4mJicHU1FR5zMnJSZl//OTJExYuXEiLFi24fv06RYoUSdH3zZs3uXXrFgcPHuTcuXNM\nnDiRAwcOUKFCBQYNGsSECRNYtWoVnp6eFC5cmPDwcB4/fkyHDh3w9vamS5cudO3ala1bt9K8eXP2\n799P165defr0KTNmzGDp0qXZf4KEyIAzp85QLK40NYul/sUSIOCWL9euXUtXEq3rol0hRP4jUzq0\nFbIsxNOIp9l6DBmFzltyXRL9po0bN+Lp6cmMGTPYs2cPHh4eOtvZ2toye/Zsjh8/zvz585k3b16K\nNkuWLFEuAjx8+DBdunShVq1aAPTp04cpU6YAyVUP4+PjSUpKUv5tYWGBRqPBwMCAuLg4VCoV8fHx\nmJqaYmBggIuLC4MHDyYkJAQHB4fsORlCZIKNqS0O1ikv8H2d5SPLHIpGCJFX/NjxV32HkGWCnlyh\noq3zO/UxdHfvLIrmPzJ9I2/L1Un03bt3uXTpEu3btycoKIjNmzenmkS/0rp1a3bt2qXzMR8fH2Vl\nj9GjRyvbY2Ji2Lx5Mw0aNABg5syZ1KxZU1n/uWnTpnTo0AGAH3/8kY4dOyr7rlmzRvm23rp1a7Zt\n28bYsWMz+YzF++ag/0G2rvFBkwgqA+g6oAsft/5Y32Fli/fpuQohcpegsHdPorPDm0m0JNV5S65O\nojdt2kT37t0xMDCga9eueHp6EhkZiaVl6qNmdnZ2REVFpdh+584dIiIilFHiV4nvDz/8wIgRIzAx\nMcHf3x+A4cOH07BhQ1auXMnDhw9p374969evp02bNgwePBhvb286derE5s2b+eqrr+jcuTNWVlbU\nqlWLLVu2SBIt0uWg/0FWe62lmXXb5A3xsNprLUC+Sy7fp+cqhMh9bj8LYf3Z1e/cz2effZYF0SQz\nMTFJUUVZ5C25uuz3hg0buHr1KitXJl8YFRcXh4+PD/3790+130ePHuksdqKr5DfAsGHD+Oyzz1ix\nYgWurq7cv3+fvXv3EhgYiJWVFVZWVgwdOpQ9e/ZgamqKs7Mz3bp1A6Bfv37Mnz+fP//8k3bt2mFr\na8u9e/cydT7E+2frGp//ksr/18y6Ld9/sYx/P3gIQO3u1ajTo1qKfc9sPs//vM+n2J5a+4zKaP9v\na5/ac922drsk0UKIbGdWwBxH6/Lv1Mdft4/SsGHDLIoIjIyMCA4O1tomo9B5S64t+33+/HnCwsK4\nePGi8ri3tzfe3t5pJtH79u2jRYsWKba/XvIbkis/vUqICxQowNChQ/nqq6+IiooiMTGRly//K92s\nVquxsLAgMTGRuLg4rX4NDAywsLAAUi/5DVL2W6SkSdS9Xa1KpTZ1Hpbac01KkCW0hEiNlP3OOjam\ntjQq0/Sd+vj13M9ZOhINUs04r8uVZb/r16/PhAkT6NSpExUrVlT269OnDzNnzuTx48cpjhMeHs78\n+fMJDg7WOSfa3t6e8PBw5X6RIkWYM2cO9erVo2jRosybN48aNWpQuHBhOnXqxPTp01m5ciWxsbGs\nW7cOLy8v6tWrx+DBg9m4cSNdunTB39+fiIgI6tevD0BoaKjOUXCQPxSRksoAiE+5PUmT+pexvCq1\n56o2lKv/hUiNlP1+/8ic6Lwl25PouLg4ypYtq7XtVdnvgwcPMmLECIoWLaqU/d6/fz8qlQpvb29W\nr9aev+Tg4ICzszPbtm2jUqVKXLt2DSOj5LJpBQoUwMXFhd9//52iRYumiKNUqVKYmZlx584dSpUq\nxaBBg7hx4wZ169YlMTGRRo0a4ePjAyRfPDhs2DDKlCmDmZkZEyZMUC4s3LNnD1988QUDBgygSpUq\n7N69WykxfuHCBRo1apTl51DkT10HdNGeJwwcfurHl0tGvHWKQ50eWTNtI6v6f1v71J7roM9T/1VJ\nCCGySkWb3HdRIcj0jbzuvapYOHbsWCpUqMCQIUOypX8XFxc2bNhA+fLa866k8pNIzUH/g2xbu52k\nBA1qQxXu/d2ydI7wZ/0+48U/Gj5yaJ5muy1X1+Exxj3b/jYg+5+rEPmdlP3Wr5xYJ1roh5T9Toe7\nd+/SvXt3/vjjjyzv+8KFC3h6erJz584Uj0kSLfRl6OCh7PhtB1Zm1mm2C414xILF87N8vp8QIutI\n2W8hskdmX++5/gqmlStXUqNGDSwsLChTpgxDhw4lNDQUAGdnZxYtWqTVPj4+Hmtra7Zu3Zqir5Il\nS1KyZEkGDx4MwIkTJ6hUqRJmZmY0aNCAwMBApe2BAweoWrUqFhYWdO7cmYiICAAeP36Mm5sbFhYW\nODo6smbNGgCGDh0qP8uIbOHevQvFSxd7661seQfu37+vte/subPZG7CXjTt/TfMW8PsBevXqpadn\nKIQQApALSfOYXD0SPWXKFFavXs0vv/zCxx9/zN27dxk+fDjBwcGcPn2aBQsWEBAQwLFjx5R9Dhw4\ngLu7O48fP8bY2Firv6SkJOrVq8eRI0coUKAApUuXZsGCBbi5ubFy5UqWL1/O9evXuXnzJnXq1GH7\n9u00aNCAoUOHYmhoyE8//YSbmxtFihRhyZIlXLhwQZnH7ezsTMOGDTl9+jSGhtpTzeUbvXgXjs6O\n2LoXxryEeZrtzs+5yOG9h6latWoORSaEyEkynSPrWRayJOJphL7DUMiFhfqR76Zz3Lt3j3LlyuHv\n76/1gkpISMDJyYlhw4bRuXNnnJycuH//PkWKFAGSR4RjYmJYv359ij537dqFj48P69evJzAwkB49\nenDt2jUguWqhubk5kZGRfPfdd0RERCij3M+ePePevXtUrlwZMzMzrl+/rqzC0adPH2rWrMmXX37J\n8OHDcXFxoXdv7dKgkkSLd+Ho7EipocWxLJN2ae5TY/9HwI4ASaKFyKdyOon+ZEe7HDlWVntyMQzb\nKjbparun874Mn1NJdPOffDedIyAgADs7uxQvVENDQ3r06IGvry+Ojo7Url2bHTt2AMnL6e3evZse\nPXro7HPr1q00b558gVWtWrW4cuUKkDxC/csvv1ClShXMzc05efIkKpWKKlWqULhwYUaMGEHp0qXR\naDQEBAQoCXRSUhIXL15UVgNp164dW7ZsyY7TIfIx/0P78RjeDfcRXfAY3g3/Q/vzxbGEEEIfwi6G\nv73RO5ApF+KVXFv2+/79+5QsWVLnYyVKlODBgwcA9OzZk+3btzNkyBBOnDhBfHw8rVq10rnfyZMn\ntUpyq9VqLl26RPXq1UlKSmLBggUAhIWFsXPnTvbt20exYsUYOHAgo0aNYs2aNUq1onv37jFo0CCS\nkpJwd3cHoGbNmtly0aLIv/wP7cfr19kUcrVQtnn9OhuA1i3a5NljCSGEPiS8SCDEL4T7f95/e+P/\n5+ycseXvXlUtzg4yyp235NokukSJEty9e1fnY3fv3lVGg7t168b48eN59uwZ27dvp2vXrkrZ8Dfp\nKv1duXJlEhISOHLkCB06dKBJkyZYWFjQsWNH5Q9r0qRJtGzZUtln5cqVjB8/nu7du7NlyxZlnWg7\nOzsiIyOJiYnB1NT0nc+ByP/WbF+jldQCFHK1YOTKkXwQlVxoKCY+Ol19xcTHMPLw5wwxGkqPD1Je\nJDj7Vy8KuWpPCSnkasHaHWsliRZC5AsGBQwo3qg4Dm3LpKv9kS+OsX379gwdQ35xFq/k2iT6448/\nZvDgwSm+lSUkJODt7c3nn38OQLFixWjUqBG7du1i586drF27NtU+Xy/9vXv3bk6cOMGcOXOA5AXP\nq1WrRkhICGXKlCE+/r/yai9fvsTSMjn5WLhwIStWrCAgIIA6depo9S9lv0VGJap018NWqbP+op4k\nte75XgkkZPmxhBDvTsp+Z5xKraKAZQEsSqV9IfbrMjoSnZ0kN8hbcm0SXaJECcaPH8+nn37KunXr\naNq0KQ8ePGDEiBGYmJgoSTQkmcv/5wAAIABJREFUT+mYM2cO8fHxNG7cONU+X5X+Ll68OOXKlaNP\nnz506NCBunXrcuDAAa5du0bDhg2xtramd+/edO3aldKlSzN79mxcXV2Jjo5mxowZnDp1Sqsc+Suh\noaFYWFjoHIWWst9CFwON7l9NNElZf/GQOkl3Ym6Ye98GhHivSdlvIXK3XHthISS/YXh6evLVV19h\nZWVFo0aNKFasGL///jsmJiZKuy5dunDr1i08PDzS7K9Bgwb8888/AFSpUoWFCxfSp08fChcuzIwZ\nM9i2bRv29vY0a9aMSZMm0bp1a0qVKkWhQoWYM2cO165dIzIyksqVK2NkZKTcZs2aBUjZb5FxA9wG\n8GxnlNa2ZzsiWTpkKbtdfdnt6oupkVm6+jI1MmVp8xU6p3IATOw9Seex+neW0ttCiPzDpkrhbO0/\nO0eL5ZeHvCXXLnGXHfbu3cvGjRvZvHlztvT/9ddf4+zszIABA7S2yxJ3Ii3+h/azdsdaEkjAEEP6\nd+6vNUc5K5e4e9uxhBC5l6wTnfVknWgB+XCd6OxSp04d/P39sbFJ3xqS6RUfH0+9evU4efJkiiIv\nkkSLd1G1ZlXu3L+DgZHuqR+vRDyK4PKlyzqnGgkh8j4p+y1E9sjV60SHhITQqVMnbGxssLS0pFWr\nVpw/fx6A8uXLK9Mi1Gq18u8CBQpw584dIiMjMTExSbH285EjR7Tam5iY0LhxY86cOZNmLI6Ojowb\nNw6AX3/9lQoVKmBpaYmrq6uybN4rp0+fpm3btsr9X3/9FRMTE62bsbExXl5eNG3alF69eqVIoEXu\n8eOPP2JqZpGu26pVq/QdruLY4WMEngjk9LHTad5uBt+UBFoIkWVUKlW+u1kVstb3aRX5SI5cUdSt\nWzc6duzI5s2bSUhIYNGiRbRu3Zrbt29z48YNpZ1arebevXtK9UGANWvWUKVKFfbu3Zti6TgnJyel\nYMqTJ09YuHAhLVq04Pr161p9vHLz5k3CwsLYsmUL586dY9SoUfz++++UL1+eb775hiFDhrB7924A\nHj9+zJQpU7R+0urdu7dWNcL79+/TpEkTPvvsM1q0aMHSpUuz7qSJLHfv3n2sa7WnWKO01/h88Id3\nii9U+mRtbY21tbzxCyFyVv0p2VuMKTLkPJYO1bL1GG/6e0bunr6WHdM5ZIpI9sn2kejo6GjOnDnD\nqFGjMDU1xdLSkilTptCoUSPu33/7YugbN27E09MTJycn9uzZk2o7W1tbZs+eTbVq1Zg/f77ONkuW\nLKFnz54A+Pv74+7uTvXq1TEzM+Orr77i6NGjAPz2228UL16cgICANGMbNGgQ06dPx97eHhcXFy5c\nuEBISMhbn5PQH5VBAQyNzdK8qQyM9B2mEELke5G3zus7hPeCXKyYfbJ9JNrMzAwnJycGDBhAr169\ncHFxwd7enm3btr1137t373Lp0iXat29PUFAQmzdvfusKHK1bt2bXrl06H/Px8WHUqFEAeHh4aI0y\nnz9/Xinf3a1bN7p168a6devw9vbW2dfBgwd59OiRkpS/Ova2bdu0qiKKrOcXcJhVm3aQoFFhqNIw\nqGdn2rZsru+whBBCZEBSQhwJsVFvb5jFnj59muPHTK/q1avn6viEthyZzhEQEMC8efPw9PTk8uXL\nODo68uWXXzJs2LA099u0aRPdu3fHwMCArl274unpSWRkpFL4RBc7OzuiolL+Ud65c4eIiAgcHBwA\nKFPmv2pG69evZ9SoUSxfvlxrn7QmmU+dOpWJEydqbatVqxZbtmyRJDob+QUcZtqyjahq/DclY9qy\njQCSSAshRB7y5PwhQv+3L8ePW65cuRw/pj6NGDFC3yHkWzmSRJcsWZIlS5YAEBERwfbt2/niiy+o\nUqVKmsVRNmzYwNWrV1m5ciUAcXFx+Pj40L9/6uvaPnr0SCkJ/jpdJb/v3r1Lnz59uHPnDlu2bKFV\nq1bpej5nz57l5s2buLq6am23tbXl3r176epDZM6qTTu0EmgAVY1uDJy5mlJ/JFeZHNjUkYHNyqfY\n959b4Rk61urfb7D6yL8ptqfWv7SX9tJe2md3+/ykSK22lGzyaY4e8+8ZbXL1SG92zF+WYm/ZJ9uT\n6D179uDp6cnZs2cBsLKyon///uzdu5dz586lmkSfP3+esLAwLl68qGzz9vbG29s7zSR63759tGjR\nIsX210t+A4SHh9O4cWO6du3K/v37KVCgQLqf07p163B1ddXqD6Tsd05I0Oheu1SlTnv5NyGEyGsi\nQ87LvGEhcrFsT6IbNmzInTt38PLyYvjw4Zibm3P48GH++OMPJk+enOp+GzZsoFOnTlpLdvXp04eZ\nM2fy+PHjFO3Dw8OZP38+wcHBOudEvyr5/cry5ctp2LAh8+bNy/Bz2rdvn87yq6GhoTpHwUG+CWYV\nQ5XuKTaapMQcjkQIIbKXpUM1rdUr7h3doMdosp5lmZxdmSMvyI4BNhm0yz45Umzln3/+4auvvuL0\n6dOoVCqqV6/O5MmTad26tVY7AwMDZdqFg4MDq1evTjHFolq1agwbNoxKlSrRrFkzDAySRyALFCiA\ni4sLS5YsoXLlyjrjKF26NH/99RclS5akU6dO+Pr6al1cqFKpiIuLU+6vW7eOLVu2sG/ff3O2nj59\nip2dHSEhIZQsWVKr/2+++QZbW1u++eYbre2yaH3W0TUnOumfLUwf+elb50R7ek5h7fEQSjbRXRb7\nlbtH1jO4hRNTpkzJkpiFECIrSMXCd2dpVYiIZ7l3OofQj8z+beXInOiaNWty+PDht7ZLTPxvNPH2\n7ds627wq0gJpT5/QpVu3bvj6+jJkyJBUV/B4Xd++fenbt6/WNmtraxISEnS2P3bsGBs25K+Rgtzm\nVaL88+adxCVBATV8lo4EWgghRMbI4E/OkzWd85YcSaJzi9GjR9O9e3eGDBmS5X1fuHABe3t7ypdP\neYFIfpOQkJCuLzAGBgbKLwVZqW3L5plKms3NzXj4lzdPTm9Ps11CXBzmneZmNjwhhBBCvAeyvdhK\nSEgIJiYmabYJCgpCrVYzYcIEre3Tpk1DrVazc+dOre3h4eEYGRnRrFkzpd3blsuD5FVCmjVrhouL\nCzExMcr2R48epZgCEh0dzWeffYatrS1ly5bVuV50QECAUkHx+++/JywsLMOj43nN8+fPsTAzw9zU\nNM2bmYkJ5V9bRjA3+Prrrwl/8oTQB/fTvIWHPeHLL7/Ud7hCCKFX+i7RnZFb4TSWvs1LZBQ6b8kV\nI9EbNmygdu3abNmyhTlz5mg9ZmVlhY+Pj9Zycrt378bc3FyZs5WRuVsffPABarVaSX4jIyOZMGFC\nip+txo4dS0REBLdu3eL69es0bdqURo0aUapUKSA5mXw9cV+zZg1z587l559/ZtCgQRk7AXnIy5cv\nMTEw4IJtyrLqr3ualEiTZ89yKKr0UavVaa4xLoQQ4j93i5d8e6MsduLlSxoYG2d4v5L372ZpHDKt\nQqRHto9Ep8emTZv46aefiImJ4e+//1a2q1QqWrduzf79+4mPj1e2+/j40KFDByXxzci8rYULFyrz\nnE+dOoWNjQ3r16/XahMTE8PGjRtZuXIlZmZm1KhRg+PHj2NlZaW0GTduHF27dtU6dr9+/ViwYEHG\nnryeHdm3j28++YQJrVvzzSefcGRfzi98n155KVYhhBAZdyLupb5DAPRXKltKdOcteh+J/uuvv7C0\ntKRmzZq4u7uzefNm6tevrzxubW1NrVq1OHjwIG3btiUqKopTp07x3XffsXbt2gwd68aNGzx58kSp\nVlSvXj3i4+M5evQoQ4cOVdqdO3eOEiVKMHnyZLy9vbG3t+fbb7+latWqABw9epTLly+zdu1aFi1a\npOxnb2+PhYUFZ86coU6dOu9yWnLEkX372DVuPGPD/7tSef648QA0bddOX2HplJdiFUIIkTn3EhI4\n9CI2U/v6+vpmWRyxsZmLQbxf9J5Eb9iwgT59+gDJq2f06NFDKzEFcHNzw8fHh7Zt2+Lr60uLFi0w\nzsTPPSdOnKBGjRoptr85kh0WFsa1a9dwd3fn/v37/PXXX3Tp0oXTp09TokQJRowYwfbtui9Oq1Wr\nFn/88UeeSKL3/fCDVlIKMDb8Kd95dKeCZfKou8WYL7H8asw7HytywUKiFn6fYntq/b/ZfkdkBN9Y\nWmm1GRv+lCU//ihJtBBC5BNBCQk8jo7O1L4rVqzIsjgcHByyrK+MkCkkeYtek+j4+Hh+++03oqKi\nlIsK4+Li+P3332nWrJmS3Hbu3JkpU6aQmJjI9u3b6d69u9b0jvTSVfpbF3NzcwwNDZk2bRoGBga0\naNGCJk2a4O/vz82bN+nevTsVKlTg5s2bKfa1s7PTWfo7N1YsNHhtTWyt7blwfVDDVGJSv8wdP/0J\nIURWO3LkyHv3836zggUZY5Hxa1dK3r+bpSPRUiBNpIdek2g/Pz/KlSunrK2s0WhYuHAh3t7eysob\nKpWKIkWK4OTkhJ+fH0ePHmXdunXpWuf5TWq1OkWpbl3KlCmDRqMhISFBWaItLi4OS0tLjh07xsWL\nF5k1axYajYa4uDhMTEyUUe7UVufIjX+QiamUOk/MhWuDJqQSU1ImfpEQQoi84M0BF12VckX+Ihc0\n5i05cmGhRqPh1q1bhISEKLeYmBg2bNiAu7s7FStWpGLFijg5OdGzZ098fHyUgiavRqO7dOnC6NGj\n+fDDD3UumRcVFaV1DF3FWt4s/Z2asmXL0rBhQzw9PXn+/DkHDhzg77//5uOPP+b06dPExsYSGxvL\ntWvXMDY2JjY2VpkmEhoaSokSJd7ldOWYdsOGMb+wtda27woXwnWLNyXu3aHEvTtZMpUDwPKrMUqf\nr99S6//N9mUnTdQZa9vX5rKL1L1vo1nZQc7hu5HzJ9KjQYHcMTCir0T27NmzejmuyJwcGYmOi4uj\nbNmyyn2VSsUvv/yCr68vs2bN0mrbqFEjAA4cOKCs/wjJUzq+/PJL5Zv464+pVCo2bdrEpk2blH7M\nzc2JjIzU6rtBgwZMnTpVZ4xvLpO3adMm+vfvj62tLWXKlGHz5s0UL15cq41Go0mx34ULFxg8eHDa\nJySXeDWXeMmPP6J++ZIkY2Nchw7NlXOMn714Qadv5+aJWHMjGd14d3IO342cv7wnq5eNy07WFhZZ\n2p++XqvPctnSsCJt2Z5EOzg4pDrFoXfv3ikDMjTkyZMnALR7LUEqXbq0Vj8eHh54eHgAMHXq1FST\n49c5OjpibW3NtWvXcHJyUrY3bdqUy5cva7UtUaIEBw4cSLM/BwcHraItT58+5dmzZ9StW/etseQW\nTdu1y3AiqtFoiHvLlI+4bJgRkplYhRBCZI6U/RYibXpfnSOnjRs3jlWrVjF//vws73vDhg0MGzYs\nQ8Vf8pqCBQuiMTTEKfThW9uW19PVzUIIIUReFBISou8QRAaoNO/hV81PPvmETZs2YZGFP/8kJCTQ\nvn179u7di5GRkdZj+TmpFkIIkXNy6iNbPrfE+yYzf1vvZRIthBBCCCHEu8gVZb+FEEIIIYTISySJ\nFkIIIYQQIoMkic5G//vf/6hevTrm5ua0b98+XWtUC23+/v5UrVoVMzMzmjdvzrVr1/QdUp506dIl\njI2NCQ0N1Xcoec6///5LixYtsLS0pF69epw7d07fIeU5GzZsoEyZMpibm9OwYUNOnz6t75DyhPbt\n2/P3338r9+fNm4ednR12dnZ8991379x/ej6j/P39KV++PBYWFvTu3ZuXUiX2naXnvJcpUwYTExPl\nNnPmTD1Emv+8+Tf1usy81iWJziaJiYm4ubkxcuRI7t+/T5EiRRg1apS+w8pTHj16RLdu3fj+++8J\nDw+nZcuWdO3aVd9h5TmJiYkMHjxYKWAk0i8pKYmOHTvSpk0bwsPDGTJkCO7u7voOK0+5d+8en3/+\nObt37+bp06f07t2bXr166TusXC0xMZHdu3cTEBCgXOAXEBDAsmXLOHHiBH/++SeLFy/m0KFD73SM\nt31GhYeH07NnTxYvXsytW7cIDQ1NUdtBZEx6zvuLFy8wMDBQCrvFxsbi6empp4jzB11/U6/L9Gtd\nI7LFsWPHNE5OTsr9O3fuaMzNzTVxcXF6jCpv8fb21rRs2VK5Hx8fr1Gr1ZqnT5/qMaq8Z968eZrx\n48drVCqV5tGjR/oOJ085fPiwpnr16sr9xMREzV9//aXHiPKeO3fuaCwsLDSnTp3SxMfHaxYtWqSp\nXbu2vsPK1SpXrqwxNDTUqNVqzd9//63RaDSaAQMGaObOnau0mTlzpmbgwIGZPkZ6PqPWr1+vadOm\njXL/+PHjmgoVKmT6mCJ95/3y5cuaFi1a6CO8fEvX39TrMvtal5HobHL27FmqV6+u3C9ZsiQmJiZc\nv35dj1HlLU2bNmX58uXK/YsXL2JsbIylpaUeo8pbgoKC2LBhA9OmTdN3KHnSyZMncXR0pGXLllhZ\nWdG8eXMKFSqk77DylJIlS+Lp6Un9+vUpUKAAY8aMYd68efoOK1e7ePEi8fHxlC5dWtl27tw5rc+U\nmjVrvlOJ6PR8Rr3ZpmbNmty4cUOryJjImPSc9+DgYO7fv4+zszNFihRh0KBBREdH6yPcfEPX39Tr\nMvtalyQ6m0RFRaVI9iwtLYmIiNBTRHlP0aJFqVChAgD79u2jXbt2TJkyBbVaXrbpkZSUxMCBA1m6\ndCnGxsb6DidPCgsLY8+ePYwaNYqHDx/Srl07OnXqlGoVVpHSxYsX8fLy4tChQ8TGxjJt2jSGDBki\n1fAyKDIyUusz5V0/T9LzGRUVFaVVT8HMzAwDAwP5HHsH6Tnv0dHRODk54e/vz4ULF7h79y5jx47N\n6VDfK5l9rUs2kk0sLS2JjIzU2hYZGYmVlZWeIsqbnj17Rrdu3RgwYADz589n/Pjx+g4pz1i+fDlO\nTk589NFHSsIiiUvGmJub8+GHH9KhQwdMTEz4+uuvefz4MVeuXNF3aHmGn58f7dq1o1mzZhgbG+Pp\n6cnDhw/lHGbQm58p7/p5kp7PqDfbREdHk5iYKJ9j7yA9571bt27s2LGD0qVLU7RoUWbOnMnWrVtz\nOtT3SmZf65JEZ5MaNWpoXcV/584dYmNjlZFV8XZxcXG0bNmSggULcv36dXr27KnvkPKUo0eP8uuv\nv2JiYoKpqSkADg4O7Nq1S8+R5R0ODg7Ex8cr95OSkoiPj5cpRRmQlJSU4ip3tVqdpRVj3wc1atTQ\nmr4RGBhIzZo136m/t31GvdkmMDAQR0dH5f1EZFx6zvvGjRu5cOGCcj8hIQEzM7McjfN9k9nXuiTR\n2cTFxYXY2FhWrVrFs2fP8PT0pFOnTilKgovUbdmyhYIFC7J+/Xr5wM2Ebdu28eLFC+XqboBbt27R\nqVMnPUeWd3Tq1InLly/j4+NDTEwMc+fOxcnJiVKlSuk7tDyjffv2BAQEEBAQwMuXL1m+fDkVK1aU\nc5hBHh4erFixguvXrxMUFMTKlSvp1q1bpvtLz2dUu3btOH36NL6+voSFhTFz5kw8PDyy4um8t9Jz\n3oOCghg1ahSPHj3iyZMnTJ06le7du+sx6vwv06/1rLv2Ubzp9OnTmqpVq2pMTU01bdq00YSFhek7\npDzliy++0KjVao2hoaFyMzIy0ty+fVvfoeVJarVaVufIhGPHjmkqVaqkMTY21jRu3FgTHBys75Dy\nnG3btmkqVKigMTY21jRr1kwTEhKi75DyBAcHB62VBObMmaOxsbHR2NjYaK3UkVm6PqPWrVunKV++\nvNJm3759GkdHR42ZmZmmV69emhcvXrzzcd93bzvvcXFxms8++0xjZWWlKVSokGbQoEGa2NhYPUed\nP7z+N5UVr3WVRiOTJIUQQgghhMgImc4hhBBCCCFEBkkSLYQQQgghRAZJEi2EEEIIIUQGSRIthBBC\nCCFEBkkSLUQuEhISglqtxtXVNcVjXbp0Qa1Wc/v27Qz1OW3aNIYNGwaAkZERjx8/zpJYAVasWIGz\nszMmJiaULVuWGTNmZGlBl4EDBzJ//vxM7duvXz++/fZbnY9pNBrat2/P8+fPKVGiBD///LPW43v3\n7qVQoUI8evQoU8d+Gz8/v1RjE0LkDk2aNMHExES5DRw4MFPvGefOnaN58+ZYWVlhbW1Nly5duHXr\nVpbFefToUapWrZqpfY8cOYKzs3OWxfK+kSRaiFzG0NCQv/76i+joaGVbTEwMx48fz9Q64yqVSvl3\nfHw8dnZ2WRLnvn37+P7779m2bRvR0dHs2LGDjRs3smTJkizpH2D16tWZLnerUqm0nvvrNm3aRJ06\ndTA3N2fhwoV4enoq5zshIYGxY8cyc+ZMihYtmunY09K2bVu2b99OeHh4tvQvhHh3N2/eJDo6Wllr\nf/Xq1Rl+z4iLi6NDhw707t2bx48fExQURJEiRXQOlGRWkyZNtIqziJwjSbQQuYyBgQFNmjTB19dX\n2ebn50eTJk1Qq//7kz19+jTVqlXDxMSEJk2aKCPMERERuLq6YmZmRuPGjbl//76STKrVakJDQwH4\n+uuvKVq0KGZmZnTu3Jnnz58D0LRpU2bNmkWVKlWwsLBgzJgxOuM8cuQIn3zyCZUrV0atVlOjRg2+\n/fZbpXTqmyPBr993cHBg0aJF2Nvbc+zYMQwMDLRGcFxcXNi4caOyz8yZM2nbtq3y+NWrV7GysuLF\nixcsXLiQkiVLYmJiQosWLbh//77SLrVR8YULF9K3b18guYhFpUqVmDt3LgA//PADpqamjBgxAj8/\nP8qXL4+JiQlubm7ExMQAyb8YNGvWDHNzc4oXL86yZcuUvtVqNT/++CPW1taEhoYyb9487O3tMTc3\np1+/fkoFRHd3d5YvX64zPiGEfsXGxmJsbKz1nvtKWu8Zb7p+/TrR0dH079+fAgUKYGdnx/z58ylS\npAgvXrxIMRL8+v1p06YxZMgQPvroI0aOHEmLFi203lN//PFHWrZsydGjR3F2dubOnTuo1eoU76Wb\nNm0iMDCQunXrYmpqSrly5di2bVuWnav3mSTRQuRCXbp0wcfHR7m/Y8cOunTpotyPioqiffv2zJo1\ni7CwMJo2bcrQoUMBmDBhAsbGxoSFhbFo0SI2b96con9/f3+OHj3KlStXuHv3Lvfv3+eXX35RHt+4\ncSP79+/n/PnzrF27lmPHjqXoo3bt2mzYsIHFixdz5swZ4uPjcXV1xdPTE0g5Evz6fZVKxf79+7l6\n9SofffQRderUYf/+/QA8ePCAixcv4urqquzj7u7O0aNHlfLRu3btolOnTty+fZslS5Zw8uRJwsLC\nsLCwYOHChWme2xs3bvDkyRPKlSunbFu+fDnLli3jwoULzJw5kxUrVnDr1i169+7N+vXrCQ0Nxdra\nWnluEydOpFWrVjx79oytW7cyevRooqKilP5OnTrFvXv3CA0NZeXKlVy6dInbt28THBzMb7/9BiRX\nyNqyZUuasQoh9CM4OJi4uDhq166NjY0NXbt2VQYgQPd7hq5fvhwcHFCr1QwdOpT9+/cTHh6OmZkZ\n/v7+FCxY8K1xeHt7891337F06VLc3d2V90lIfh/s0aOHcr9UqVLUrVs3xXtpx44dGTFiBKNGjSIq\nKgovLy/l80K8G0mihciF2rdvz6FDh3j58iVxcXEEBATQvn175fG9e/fi4uJCx44dMTU1ZdKkSRw4\ncICXL1+yZ88eJk6cSMGCBalduzYdO3ZM0X+NGjX47bffsLKyIiIiAjMzM2VqgUql4vPPP6dkyZKU\nLVuWmjVr6pyH7eHhwffff8+BAwdo1aoVhQoVws3NTattWvOjx4wZQ6FChYDkUVk/Pz8A9uzZQ9u2\nbTEzM1PaOjs7U7ZsWX7//Xcg+cPDw8ODIkWK4O/vT/HixXn69KnW80jNiRMnqFGjhtY2Jycnhg4d\nSuPGjfnkk09wcXFh8+bN9OzZk4YNG2JhYYGnpydbt24FYPz48YwePZoXL16gVqvRaDQ8ffpU6W/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"text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "TP53 Mutation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "p53_all = p53_new > 0\n", "p53_mut = p53_all.ix[keepers]\n", "p53_all.name = 'TP53'\n", "p53_mut.name = 'TP53'\n", "survival_and_stats(p53_mut, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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czHUy98cD/LIvj40H8lm69Rg6rYKiwH8eGMhLC7dxtMBFx2ZWOjazYjHquDe1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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, p53_mut, [codes, age, stage], interactions=None)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 46, "text": [ "LR 0.0994\n", "feature_p 0.1\n", "fmla Surv(days, event) ~ feature + cancer + age + s...\n", "hazzard 1.15\n", "dtype: object" ] } ], "prompt_number": 46 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "3p14.2 Deletion" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pct_del = (cn_all < 0).sum() / (1.*len(cn_all))\n", "pct_amp = (cn_all > 0).sum() / (1.*len(cn_all))\n", "pct_altered = pct_amp + pct_del\n", "pct_altered.name = 'CIN_pct_altered'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(to_quants(pct_altered, q=.33), surv)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GtTKTuHP/L446/Q7GsrxlH27f+TO3bF+D/XWY0+4OBi2YQWig6zB4RfNl39kA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\na8//WHl8RZH1k3KTeHj9g47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0LRieV+w2MJnI/kp6ykJUNl7Xk+/cuTMGg4FZs2YxdOhQ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\nPCGEEKKjKMkTQgghOoqSPCGEEKKj/g8ByLBIrEoZlAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "del_3p_all = cn_all.ix['3p14.2'].median().round()\n", "del_3p_all = (cn_all.ix[[i for i in cn_all.index if '3p14.2' in i[0]]] < 0).mean()\n", "del_3p_all = del_3p_all > .5\n", "del_3p_all = del_3p_all.map({True:-1, False:0})\n", "del_3p = del_3p_all.ix[keepers].dropna()\n", "del_3p.name = '3p_cna'\n", "del_3p_all.name = '3p_cna'\n", "survival_and_stats(del_3p, surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DbeG7px+sOPAO/H/Wc+39KvR6/zU1rUrIVxkUqNez5k/v8eGWkxSGWU/3+Zc3+QPROh8F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\niIhITzHJExER6an/Bwi5lzyVtP/1AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, del_3p < 0, [codes, age, stage, pct_altered], interactions=None)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 50, "text": [ "LR 0.0342\n", "feature_p 0.0336\n", "fmla Surv(days, event) ~ feature + cancer + age + s...\n", "hazzard 1.21\n", "dtype: object" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "old = age >= 75\n", "codes.name = 'codes'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "fmla = 'Surv(days, event) ~ feature + strata(codes)'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(2, 1, figsize=(3.5,3.5), sharey=True, sharex=True)\n", "old.name = 'age_over_75'\n", "del_3p.name = 'del_3p'\n", "del_3p_all.name = 'del_3p'\n", "pct_altered.name = 'CIN_pct_altered'\n", "fmla = 'Surv(days, event) ~ del_3p + CIN_pct_altered + age + stage + codes'\n", "fmla2 = 'Surv(days, event) ~ CIN_pct_altered + age + stage + codes'\n", "k2 = keepers.diff(codes[codes == 'HNSC'].index)\n", "k2 = codes[codes != 'HNSC'].index\n", "pts = [keepers, ti(p53_mut==1), ti(p53_mut==0)]\n", "pts = [ti(p53_mut==1).intersection(k2), \n", " ti(p53_mut==0).intersection(k2)]\n", "\n", "#d2 = k2.intersection(hit_mat.columns)\n", "\n", "color_list = ['#a1d99b','#9ecae1']\n", "\n", "for i, pt in enumerate(pts):\n", " ax = axs[i]\n", " m1 = get_cox_ph(surv_5y, covariates=[del_3p_all.ix[pt].dropna() < 0, pct_altered, stage, age, codes], \n", " formula=fmla, print_desc=False, interactions=False);\n", " m2 = get_cox_ph(surv_5y, covariates=[del_3p_all.ix[pt].dropna() < 0, pct_altered, stage, age, codes], \n", " formula=fmla2, print_desc=False, interactions=False);\n", " print LR_test(m1, m2)\n", " ci = convert_robj(robjects.r.summary(m1)[7])\n", " haz = ci['exp(coef)']\n", " for j,h in enumerate(haz):\n", " ax.scatter(h, j, marker='s', s=100, color=color_list[i], \n", " edgecolors=['black'], zorder=10)\n", " ax.plot(*zip(*((ci.iloc[j]['lower .95'],j), (ci.iloc[j]['upper .95'],j))), \n", " lw=3, ls='-', marker='o', dash_joinstyle='bevel', color=color_list[i])\n", " ax.axvline(1, ls='--', color='black')\n", " ax.set_xscale('log')\n", " ax.set_xbound(.8,1.5)\n", " ax.set_ybound(-.5,len(ci.index) - .5)\n", " ax.set_xticks([1])\n", " ax.set_xticklabels([1])\n", " ax.set_yticks(range(len(ci.index)))\n", " ax.set_yticklabels(ci.index)\n", " ax.set_ybound(-.5, 1.5)\n", " prettify_ax(ax)\n", "axs[1].set_xlabel('Hazard Ratio')\n", "fig.tight_layout()\n", "#fig.savefig('/cellar/users/agross/figures/fig2c_alt.pdf', transparent=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.0177228968666\n", "0.716383050501" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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CJMDthATYOskiloU15eF5QtQXU3kmloXJ709hDjmFFkLFJMBCqJgEWJht7Nix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\n", "text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "TP53 Mutation 3p14.2 Deletion Interaction " ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "combo = combine(del_3p < 0, p53_mut>0)\n", "combo = combo.ix[keepers].dropna()\n", "combo.name = 'TP53 / 3p14'\n", "len(combo), len(combo.ix[codes[codes != 'HNSC'].index].dropna())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "(4583, 4404)" ] } ], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "venn_pandas(del_3p_all < 0, p53_all>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 55, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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uGZWQOtrVC5KprtcblQMDAxgMGrJTDer+UTEkN82CXpDxDXqVLmXcCYIGc6qZ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\nj91kx2lzctaZZ3HRRRdhtcbWlA6lHVc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"text": [ "" ] } ], "prompt_number": 55 }, { "cell_type": "code", "collapsed": false, "input": [ "len(combine(del_3p_all.ix[del_3p_all.index.diff(true_index(codes=='HNSC'))].dropna() < 0, \n", " p53_all>0))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 56, "text": [ "7081" ] } ], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "fisher_exact_test(del_3p_all.ix[del_3p_all.index.diff(true_index(codes=='HNSC'))].dropna() < 0, \n", " p53_all>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 57, "text": [ "odds_ratio 2.47e+00\n", "p 1.96e-62\n", "dtype: float64" ] } ], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "venn_pandas(del_3p.ix[del_3p.index.diff(true_index(codes=='HNSC'))].dropna() < 0, \n", " p53_mut>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": 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WrbJrqkwyLXr0ahjqkP8gVjklZcsrGo1OhJfS8oq5k+4R9BrIsxnkLmXayrTo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\nxTDMlPQ3us5MURXkXWEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 58 }, { "cell_type": "code", "collapsed": false, "input": [ "len(combine(del_3p.ix[combo.index.diff(true_index(codes=='HNSC'))] < 0, p53_mut>0))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 59, "text": [ "4404" ] } ], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "fisher_exact_test(del_3p.ix[combo.index.diff(true_index(codes=='HNSC'))] < 0, p53_mut>0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 60, "text": [ "odds_ratio 2.00e+00\n", "p 3.31e-26\n", "dtype: float64" ] } ], "prompt_number": 60 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Is this combination associated with advanced stage?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "combo_all = combine(p53_all>0, del_3p_all<0)\n", "combo_all.name = 'TP53 / 3p14'\n", "ct = pd.crosstab(combo_all, stage[stage != 'M']=='stage iv').T\n", "(ct.ix[True] / (1.*ct.sum())).order().plot(kind='bar');\n", "plt.ylabel('% of Patients in Stage IV')\n", "plt.xlabel('');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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RTpw4gfz8fAwcOLDjmxHAGcStfzCka4SQOz6+Bd/6oWpJQjiDEELuunUGsWLFCmzevBl3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\noKKiAlKpFLGxsQb7KJVKRER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"text": [ "" ] } ], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "combo_all = combine(p53_all>0, del_3p_all<0)\n", "fisher_exact_test(combo_all=='both', stage[stage != 'M']=='stage iv')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 62, "text": [ "odds_ratio 2.45e+00\n", "p 4.16e-20\n", "dtype: float64" ] } ], "prompt_number": 62 }, { "cell_type": "code", "collapsed": false, "input": [ "len(combo_all)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "7444" ] } ], "prompt_number": 63 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Does this interaction explain survival?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Univarite model, all patients" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, combo=='both', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.505 1.66 0.0767 6.59 4.3e-11\n", "\n", "Likelihood ratio test=39.5 on 1 df, p=3.21e-10 n= 4583, number of events= 955 \n", "\n" ] } ], "prompt_number": 66 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multivariate model, all patients" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, combo=='both', [codes, age, stage], interactions=None)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 67, "text": [ "LR 0.000351\n", "feature_p 0.000271\n", "fmla Surv(days, event) ~ feature + codes + age + st...\n", "hazzard 1.4\n", "dtype: object" ] } ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "codes.ix[keepers].value_counts().shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "(18,)" ] } ], "prompt_number": 68 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Univariate model, HNSCC excluded" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv_5y, combo.ix[true_index(codes!='HNSC')].dropna()=='both', print_desc=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.452 1.57 0.082 5.52 3.4e-08\n", "\n", "Likelihood ratio test=27.8 on 1 df, p=1.35e-07 n= 4404, number of events= 904 \n", "\n" ] } ], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "cox((combo[combo.isin(['TP53','both'])].dropna()=='both').ix[true_index(codes!='HNSC')].dropna(),\n", " surv_5y).ix['LR'].ix['p']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "0.001692027203569757" ] } ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "pats = true_index(codes!='HNSC').intersection(true_index(age < 75))\n", "log_rank((combo[combo.isin(['TP53','both'])]=='both').ix[pats].dropna(), surv_5y).ix['p']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 71, "text": [ "0.0018420748458692609" ] } ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "cox((combo[combo.isin(['TP53','both'])]=='both').ix[pats].dropna(), surv_5y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 72, "text": [ "hazard exp(coef) 1.41\n", " exp(-coef) 0.71\n", " lower .95 1.13\n", " upper .95 1.75\n", "LR stat 9.48\n", " df 1.00\n", " p 0.00\n", "concordance stat 0.56\n", " se 0.01\n", "dtype: float64" ] } ], "prompt_number": 72 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multivariate model, HNSCC excluded" ] }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv_5y, (combo=='both').ix[true_index(codes!='HNSC')].dropna(), \n", " [codes, stage, age], interactions=False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 73, "text": [ "LR 0.00507\n", "feature_p 0.00431\n", "fmla Surv(days, event) ~ feature + codes + stage + ...\n", "hazzard 1.33\n", "dtype: object" ] } ], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "f = (combo[combo.isin(['TP53','both'])]=='both').ix[true_index(codes!='HNSC')].dropna()\n", "pts = f.index" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "cox(f, surv_5y).ix['LR'].ix['p']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 75, "text": [ "0.001692027203569757" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "fmla = 'Surv(days, event) ~ feature + age + stage + strata(codes)'\n", "fmla2 = 'Surv(days, event)~ age + stage + strata(codes)'\n", "m1 = get_cox_ph(surv_3y, f, [codes, age.ix[pts], stage], formula=fmla, print_desc=True)\n", "m2 = get_cox_ph(surv_3y, f, [codes, age.ix[pts], stage], formula=fmla2, print_desc=True)\n", "LR_test(m1, m2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 0.402 1.494 0.1308 3.07 2.1e-03\n", "age 0.395 1.485 0.0759 5.21 1.9e-07\n", "stagestage i -1.665 0.189 0.5991 -2.78 5.5e-03\n", "stagestage ii -1.389 0.249 0.6003 -2.31 2.1e-02\n", "stagestage iii -0.716 0.489 0.5959 -1.20 2.3e-01\n", "\n", "Likelihood ratio test=69.5 on 5 df, p=1.33e-13 n= 1748, number of events= 307 \n", "\n", "\n", " coef exp(coef) se(coef) z p\n", "age 0.387 1.473 0.0756 5.12 3.0e-07\n", "stagestage i -1.680 0.186 0.5994 -2.80 5.1e-03\n", "stagestage ii -1.396 0.248 0.5997 -2.33 2.0e-02\n", "stagestage iii -0.724 0.485 0.5960 -1.21 2.2e-01\n", "\n", "Likelihood ratio test=60.1 on 4 df, p=2.7e-12 n= 1748, number of events= 307 \n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 76, "text": [ "0.0022792308568612249" ] } ], "prompt_number": 76 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Visualize Interaction" ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "All patients in main plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cc = array(colors_th)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(5,3))\n", "draw_survival_curve(combo, surv_5y, ax=ax,\n", " colors=cc[[2,0,3,1]], ms=30, alpha=.7)\n", "ax.get_legend().set_visible(False)\n", "ax.set_ybound(0,1)\n", "ax.set_xbound(0,5)\n", "prettify_ax(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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AhWeNIGxBvrsTvXcfwjQPnKyN8FRiDe7GNk2UQAWqN4iVHiVy3bcobHuSwoYHUQJlaBXT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\nJwA9PT0sWLCAWCyG2+3cLvz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"text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "NO HNSCC in main plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "combo.ix[true_index(codes!='HNSC')].dropna().ix[surv_5y.unstack().index].dropna().value_counts()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 79, "text": [ "neither 1955\n", "TP53 1046\n", "both 726\n", "del_3p 677\n", "dtype: int64" ] } ], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "k2 = combo.index.intersection(true_index(codes!='HNSC'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(4,3))\n", "draw_survival_curve(combo.ix[k2], surv_5y, ax=ax,\n", " colors={'both': cc[0], 'TP53': cc[1], 'del_3p': cc[2], 'neither':cc[3]}, \n", " ms=30, alpha=.7)\n", "ax.get_legend().set_visible(False)\n", "ax.set_ybound(0,1)\n", "ax.set_xbound(0,5)\n", "prettify_ax(ax)\n", "fig.tight_layout()\n", "fig.savefig('/cellar/users/agross/figures/fig3e.pdf', transparent=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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p+VkvbKUnoHry2g0hLDYshX3JveUfWLqVoFidKNbO7dAnkhFE5cuw/xPQoi3j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\nZw3OEy/BNf7adrcR4UYC//g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"text": [ "" ] } ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "get_surv_fit(surv, combo, time_cutoff=3)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StatsMedian Survival3y Survival
# Patients# EventsMedianLowerUpperSurvLowerUpper
both 823 246 4.78 4.11 5.72 0.62 0.58 0.67
del_3p 705 182 8.12 6.42 9.48 0.80 0.76 0.83
neither 1994 433 8.20 6.96 10.60 0.77 0.75 0.80
TP53 1061 272 5.56 4.85 7.17 0.75 0.72 0.79
\n", "

4 rows \u00d7 8 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 82, "text": [ " Stats Median Survival 3y Survival \n", " # Patients # Events Median Lower Upper Surv Lower Upper\n", "both 823 246 4.78 4.11 5.72 0.62 0.58 0.67\n", "del_3p 705 182 8.12 6.42 9.48 0.80 0.76 0.83\n", "neither 1994 433 8.20 6.96 10.60 0.77 0.75 0.80\n", "TP53 1061 272 5.56 4.85 7.17 0.75 0.72 0.79\n", "\n", "[4 rows x 8 columns]" ] } ], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "fmla = 'Surv(days, event) ~ feature + age + stage + strata(codes)'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 83 }, { "cell_type": "code", "collapsed": false, "input": [ "m = {'TP53':'c', 'both':'d', 'neither':'a', 'del_3p':'b'}\n", "cm = combo.map(m).ix[true_index(codes != 'HNSC')]\n", "\n", "f = get_cox_ph(surv_3y, cm, interactions=False)\n", "\n", "ci = com.convert_robj(robjects.r.summary(f)[7])\n", "ci.index = ['3p','TP53','both']\n", "n = ci.ix[0]*0 +1\n", "n.name = 'neither'\n", "ci = ci.append(n)\n", "ci = ci.ix[['neither','3p', 'TP53','both']]\n", "ci_uni = ci" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 84 }, { "cell_type": "code", "collapsed": false, "input": [ "f = get_cox_ph(surv_3y, cm, [codes, age, stage], \n", " formula=fmla, interactions=False)\n", "ci = com.convert_robj(robjects.r.summary(f)[7])\n", "ci = ci.ix[:3]\n", "ci.index = ['3p','TP53','both']\n", "n = ci.ix[0]*0 +1\n", "n.name = 'neither'\n", "ci = ci.append(n)\n", "ci = ci.ix[['neither','3p', 'TP53','both']]\n", "ci_full = ci" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 85 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(1,1, figsize=(3,2.5))\n", "ci = ci_full\n", "haz = ci['exp(coef)']\n", "b = haz.plot(kind='bar', ax=ax, color=cc[[3,2,1,0]],\n", " yerr=[haz - ci['lower .95'], ci['upper .95'] - haz], ecolor='black')\n", "prettify_ax(ax)\n", "ax.set_ylabel('hazard')\n", "ax.set_ylim(0)\n", "ax.axhline(y=1, ls='--', lw=3, color='black', alpha=.5)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "cm.value_counts().sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 87, "text": [ "4404" ] } ], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(1,1, figsize=(2.3,3))\n", "\n", "ci = ci_full.ix[::-1]\n", "haz = ci['exp(coef)']\n", "color_list = colors_th\n", "\n", "for j,h in enumerate(haz):\n", " ax.scatter(h, j, marker='s', s=100, color=color_list[j], \n", " edgecolors=['black'], zorder=10, )\n", " ax.plot(*zip(*((ci.iloc[j]['lower .95'],j), (ci.iloc[j]['upper .95'],j))), \n", " lw=3, ls='-', marker='o', dash_joinstyle='bevel', color=color_list[j])\n", "ax.axvline(1, ls='--', color='black')\n", "ax.set_xscale('log')\n", "ax.set_xbound(.7,2.)\n", "ax.set_ybound(-.5,len(ci.index) - .5)\n", "ax.set_xticks([.75, 1, 1.25, 1.5, 2])\n", "ax.set_xticklabels([.75, 1, 1.25, 1.5, 2])\n", "ax.set_yticks(range(len(ci.index)))\n", "ax.set_yticklabels('')\n", "ax.set_ybound(-.5, 3.5)\n", "prettify_ax(ax)\n", "ax.set_xlabel('3 Year Hazard Ratio')\n", "fig.tight_layout()\n", "fig.savefig('/cellar/users/agross/figures/fig3f.pdf', transparent=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 88 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(1,2, figsize=(5,2.5), sharey=True)\n", "for i,ci in enumerate([ci_uni, ci_full]):\n", " ax = axs[i]\n", " haz = ci['exp(coef)']\n", " b = haz.plot(kind='bar', ax=ax, color=cc[[3,2,1,0]],\n", " yerr=[haz - ci['lower .95'], ci['upper .95'] - haz], ecolor='black')\n", " prettify_ax(ax)\n", " ax.set_ylabel('hazard')\n", " ax.set_ylim(0)\n", " ax.axhline(y=1, ls='--', lw=3, color='black', alpha=.5)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 89 }, { "cell_type": "code", "collapsed": false, "input": [ "from itertools import combinations" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 90 }, { "cell_type": "code", "collapsed": false, "input": [ "c = list(combinations(cm.unique(),2))[0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 91 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_5y, cm[cm.isin(c)], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 92, "text": [ "(TP53, both) 1.69e-03\n", "(TP53, del_3p) 1.28e-02\n", "(TP53, neither) 3.14e-02\n", "(both, del_3p) 8.11e-07\n", "(both, neither) 1.64e-07\n", "(neither, del_3p) 6.54e-01\n", "dtype: float64" ] } ], "prompt_number": 92 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_3y, cm[cm.isin(c)], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 93, "text": [ "(TP53, both) 2.24e-05\n", "(TP53, del_3p) 1.49e-01\n", "(TP53, neither) 9.26e-01\n", "(both, del_3p) 2.22e-07\n", "(both, neither) 3.85e-06\n", "(neither, del_3p) 1.20e-01\n", "dtype: float64" ] } ], "prompt_number": 93 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_3y, cm[cm.isin(c)], [codes, age], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 94, "text": [ "(TP53, both) 1.66e-03\n", "(TP53, del_3p) 8.55e-01\n", "(TP53, neither) 4.55e-01\n", "(both, del_3p) 8.83e-02\n", "(both, neither) 2.13e-04\n", "(neither, del_3p) 6.54e-01\n", "dtype: float64" ] } ], "prompt_number": 94 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_5y, cm[cm.isin(c)], [codes, age, stage], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 95, "text": [ "(TP53, both) 5.96e-03\n", "(TP53, del_3p) 4.78e-01\n", "(TP53, neither) 8.02e-01\n", "(both, del_3p) 3.39e-01\n", "(both, neither) 2.31e-04\n", "(neither, del_3p) 5.80e-01\n", "dtype: float64" ] } ], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "cm = combo.ix[true_index(codes!='HNSC')].dropna()\n", "sig = pd.Series({c: get_cox_ph_ms(surv_3y, cm[cm.isin(c)], [codes, age, stage], interactions=False)['LR']\n", " for c in combinations(cm.unique(),2)})\n", "sig" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 96, "text": [ "(TP53, both) 2.60e-03\n", "(TP53, del_3p) 8.35e-01\n", "(TP53, neither) 4.38e-01\n", "(both, del_3p) 6.06e-02\n", "(both, neither) 7.49e-04\n", "(neither, del_3p) 7.94e-01\n", "dtype: float64" ] } ], "prompt_number": 96 }, { "cell_type": "code", "collapsed": false, "input": [ "sig.ix[0]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 99, "text": [ "0.0026044624850724524" ] } ], "prompt_number": 99 }, { "cell_type": "code", "collapsed": false, "input": [ "f = {}\n", "for cancer in codes.ix[combo.index].unique():\n", " try:\n", " c = combo=='both'\n", " c = c.ix[ti(codes==cancer)]\n", " f[cancer] = get_cox_ph_ms(surv_3y, c, [age, old], interactions=False)\n", " except:\n", " print 'fail'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 100 }, { "cell_type": "code", "collapsed": false, "input": [ "c = combo.ix[ti(codes=='HNSC')] \n", "get_cox_ph_ms(surv_3y, c, [age, old], interactions=False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 101, "text": [ "LR 0.00501\n", "feature_p NaN\n", "fmla Surv(days, event) ~ feature\\n\n", "hazzard NaN\n", "dtype: object" ] } ], "prompt_number": 101 }, { "cell_type": "code", "collapsed": false, "input": [ "pd.DataFrame(f).T.sort('LR')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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LRfeature_pfmlahazzard
BRCA 0.0017 0.000705 Surv(days, event) ~ feature + age\\n 3.25
HNSC 0.00453 0.00235 Surv(days, event) ~ feature\\n 2.72
OV 0.0124 0.00947 Surv(days, event) ~ feature + age\\n 1.77
LUSC 0.0237 0.00996 Surv(days, event) ~ feature\\n 0.547
LAML 0.0239 0.0118 Surv(days, event) ~ feature + age + age_over_75\\n 3.28
KIRC 0.0252 0.00719 Surv(days, event) ~ feature + age\\n 4.09
LUAD 0.0468 0.0344 Surv(days, event) ~ feature\\n 1.67
LIHC 0.155 0.044 Surv(days, event) ~ feature\\n 4.99
LGG 0.158 0.111 Surv(days, event) ~ feature + age + age_over_75\\n 2.67
COAD 0.352 0.299 Surv(days, event) ~ feature\\n 1.91
READ 0.455 0.416 Surv(days, event) ~ feature + age\\n 2.57
UCEC 0.525 0.511 Surv(days, event) ~ feature + age\\n 1.39
SKCM 0.932 0.931 Surv(days, event) ~ feature + age\\n 1.09
CESC 1 NaN Surv(days, event) ~ feature + age + age_over_75\\n NaN
BLCA 1 0.709 Surv(days, event) ~ feature\\n 0.796
KIRP 1 NaN Surv(days, event) ~ feature\\n 1
SARC 1 NaN Surv(days, event) ~ feature\\n NaN
STAD 1 0.732 Surv(days, event) ~ feature\\n 1.13
\n", "

18 rows \u00d7 4 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 102, "text": [ " LR feature_p fmla hazzard\n", "BRCA 0.0017 0.000705 Surv(days, event) ~ feature + age\\n 3.25\n", "HNSC 0.00453 0.00235 Surv(days, event) ~ feature\\n 2.72\n", "OV 0.0124 0.00947 Surv(days, event) ~ feature + age\\n 1.77\n", "LUSC 0.0237 0.00996 Surv(days, event) ~ feature\\n 0.547\n", "LAML 0.0239 0.0118 Surv(days, event) ~ feature + age + age_over_75\\n 3.28\n", "KIRC 0.0252 0.00719 Surv(days, event) ~ feature + age\\n 4.09\n", "LUAD 0.0468 0.0344 Surv(days, event) ~ feature\\n 1.67\n", "LIHC 0.155 0.044 Surv(days, event) ~ feature\\n 4.99\n", "LGG 0.158 0.111 Surv(days, event) ~ feature + age + age_over_75\\n 2.67\n", "COAD 0.352 0.299 Surv(days, event) ~ feature\\n 1.91\n", "READ 0.455 0.416 Surv(days, event) ~ feature + age\\n 2.57\n", "UCEC 0.525 0.511 Surv(days, event) ~ feature + age\\n 1.39\n", "SKCM 0.932 0.931 Surv(days, event) ~ feature + age\\n 1.09\n", "CESC 1 NaN Surv(days, event) ~ feature + age + age_over_75\\n NaN\n", "BLCA 1 0.709 Surv(days, event) ~ feature\\n 0.796\n", "KIRP 1 NaN Surv(days, event) ~ feature\\n 1\n", "SARC 1 NaN Surv(days, event) ~ feature\\n NaN\n", "STAD 1 0.732 Surv(days, event) ~ feature\\n 1.13\n", "\n", "[18 rows x 4 columns]" ] } ], "prompt_number": 102 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(1, 7, figsize=(10,3), sharey=True)\n", "cc = array(colors_th)\n", "for i,c in enumerate(['HNSC','BRCA','LUAD', 'OV','KIRC','LGG','LUSC']):\n", " draw_survival_curve(combo[combo.isin(['both','TP53'])].ix[true_index(codes==c)].dropna(), \n", " surv_3y, ax=axs[i], \n", " colors={'both': cc[0], 'TP53': cc[1], 'del_3p': cc[2], 'neither':cc[3]})\n", " axs[i].get_legend().set_visible(False)\n", " axs[i].set_ylim(.5,1.05)\n", " axs[i].set_xticks([0,1,2,3])\n", " prettify_ax(axs[i])\n", " axs[i].annotate(c, (2, .42))\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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8enRD2C61jbyOJSUNvtQqpjOBDfo/APBXosEQMtiQZkohhHQgmsaPzBk3h+/8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\nwEzJsF65AJZxN4EZkyFY2h643Fns3Pn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