{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbpresent": {
     "id": "b58a0159-cecc-4d7a-ab65-b8d88e0a8929"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import scipy\n",
    "import numpy as np\n",
    "import scipy.sparse as sp\n",
    "import scipy.io as spio\n",
    "\n",
    "from scipy.stats import pearsonr\n",
    "\n",
    "import operator\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "import matplotlib as mpl\n",
    "from matplotlib.text import TextPath\n",
    "from matplotlib.patches import PathPatch, Rectangle\n",
    "from matplotlib.font_manager import FontProperties\n",
    "from matplotlib import gridspec\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "from sklearn.metrics import roc_auc_score\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.collections as collections\n",
    "\n",
    "import isolearn.io as isoio\n",
    "\n",
    "from analyze_aparent_designed_mpra_helpers import *\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Load collapsed designed MPRA data</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 39833\n",
      "Avg read count (avg over barcodes) = 431.92676310713546\n",
      "Pooled read count (pooled over barcodes) = 3656.5562880452626\n",
      "n (variants) = 21734\n"
     ]
    }
   ],
   "source": [
    "#Load designed MPRA data (Collapsed over experiment replicates)\n",
    "seq_dict = isoio.load('../data/prepared_data/apa_array_data/apa_array_data_master_seq')\n",
    "print(\"n = \" + str(len(seq_dict['array_df'])))\n",
    "print('Avg read count (avg over barcodes) = ' + str(np.mean(seq_dict['array_df'].query(\"n_barcodes >= 2\")['mean_total_count'])))\n",
    "print('Pooled read count (pooled over barcodes) = ' + str(np.mean(seq_dict['array_df'].query(\"n_barcodes >= 2\")['pooled_total_count'])))\n",
    "\n",
    "#Load variant dataframe\n",
    "variant_dict = isoio.load('../data/prepared_data/apa_variant_data/apa_variant_data_master_seq')\n",
    "print(\"n (variants) = \" + str(len(variant_dict['variant_df'])))\n",
    "\n",
    "#Load predictions\n",
    "model_name = 'aparent_theano_legacy_30_31_34_pasaligned'\n",
    "pred_dict = isoio.load('predictions/apa_array_data_legacy/' + model_name + '_predictions_master_seq')\n",
    "\n",
    "#Join mpra dataframes with prediction table and calculate cut probabilities\n",
    "seq_df, variant_df = append_predictions(seq_dict['array_df'], seq_dict['pooled_cuts'], variant_dict['variant_df'], variant_dict['pooled_cuts_var'], variant_dict['pooled_cuts_ref'], pred_dict['array_df'], pred_dict['cut_prob'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "1e39eba1-d23a-41c3-a544-45206428ddab"
    }
   },
   "source": [
    "<h2>Summary ClinVar and ACMG variant analysis</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "variant_df_filtered = variant_df.query(\"n_barcodes_var >= 5 and n_barcodes_ref >= 5 and mean_total_count_var >= 200 and mean_total_count_ref >= 200\")\n",
    "\n",
    "#Filter on human variants\n",
    "included_experiments = ['acmg_apadb', 'acmg_polyadb', 'sensitive_genes', 'clinvar_wt', 'human_variant']\n",
    "\n",
    "filter_query = \"\"\n",
    "\n",
    "for exp_index, included_experiment in enumerate(included_experiments) :\n",
    "    filter_query += \"experiment == '\" + str(included_experiment) + \"'\"\n",
    "    if exp_index < len(included_experiments) - 1 :\n",
    "        filter_query += \" or \"\n",
    "\n",
    "human_variant_df = variant_df.query(filter_query).copy()\n",
    "human_variant_df_filtered = variant_df_filtered.query(filter_query).copy()\n",
    "\n",
    "human_variant_df['delta_logodds_pred'] = human_variant_df['mean_delta_logodds_pred']\n",
    "human_variant_df_filtered['delta_logodds_pred'] = human_variant_df_filtered['mean_delta_logodds_pred']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add native APADB isoform abundance measurements\n",
    "apadb_df = pd.read_csv('../data/native_data/apadb/unprocessed_data/hg19.apadb_v2_final.bed', names=['chr', 'start', 'end', 'gene', 'reads', 'strand', 'site_type', 'cut_mean', 'cut_mode', 'mir'], sep='\\t')\n",
    "\n",
    "apadb_variant_df, apadb_variant_df_filtered = append_apadb_isoform_usage(apadb_df, human_variant_df, human_variant_df_filtered)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "nbpresent": {
     "id": "36e5683b-1b14-46ae-9357-9940caa5ea43"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All human variants\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All human variants with significant measured effects\n"
     ]
    },
    {
     "data": {
      "image/png": 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dnW0dW7JkifWCHT161Dr+xBNPaFRUlJaUlGhnZ6d13Ov16ujRo7v84V566SX99a9/rWfPnlVV1WPHjumUKVMU0NTU1F7J2Ftef/11S/5HHnlEVVXLy8utY88++6zjvtrb2/X8889XQK+//nrreFtbWxfl1tjYqImJiQrojTfeGL6HGSEEeuGHGoEUUG/kHhClZNyHmRgVI6p9iqgaowrFRf0RIFJbOJSSaWWkpaVpW1tbr/oLxY033qiAjhs3LmQ708oKtT3xxBNBry8pKbHa1dbWqqpqR0eHxsfHK6B33XWXY5mffvppq69XXnml2/nrrrtOZ8+erWPHjrXaffvb33bcv8vAEkrJ2M/1RYn2Vyn1JqJ7D0aS8hHNoUOHuPzyyzlx4gRVVVWMGTOGxx57jJiYmLD0v3fvXl5+2ai7sHLlypBtx40bx2WXXdZjm2C8//771u8ZGUZpPo/HQ3p6OgcPHuTAgQNOxWbdunUA5OfnM3/+/G7nt2/fTkODUUxXRLjvvvv4z/8MVWLOZTCxT/n7O7MLCwutYytWrAjaLmL0VothFKybC+T0RxtGeuurpeS/XXXVVVpXV9ervoKxZcsWy5IoKirq4nuKBHfddZf1HPZ7TZw4sdswLBR//OMfHQ35Tp8+rRs3btTk5GT1eDy6fv36fj/DucZADe+c3mcwLCXHy0xEZKmI1GAUtPsL8KaI1IjIoJb4DTfZ2dl0dHTwwgsvEBcXx1/+8hfuvPPOfvf785//nOuuu45jx46xatUqfvWrXxEVFTqt+R/+8Acuv/zykNsf/vCHoNefd9551u/19UZF687OTo4dM0rNT5482ZHs3/3udwHIycnhYx/7WNB2SUlJFBYWsmDBAjo7O3nggQcc9e/yAYMZtBiIQQkNcKK5MMoYd2JU+LwTuMH382WMlCaf6o9mjMQWDp/Svffea1kIW7du7VV/Jp2dnfrlL3/ZmgF7+OGHHV/bX5/Sjh07HDm6X3vtNZ02bZpOmzZNX3vttS597Ny502ofyPL59a9/re+88461f+jQIZ08efKAOPJHIpG0lOx9R3IWkAGafdsF/CLIuV8AO/sjRCS2cCilmpoajY2N7ddMkt1BPGrUqG7T7JHm05/+tKUQp0+fboUEXHXVVdas2SuvvBLUif2v//qvCuiECRO0paWlW/833XSTiohOmjRJP/zhD1tOdEDvueeeiD+fi3PsiiiSym+glFIzsCjIueuB5v4IEYktHEpJVfXOO++0XrJdu3b1qk/Vnq2dSNPW1qYPPPCATpkyRWNiYnTChAm6evVqbWhosNoEU0rvvvuuRkVFhZxJ+5//+R/Nz8/XMWPGaFRUlKampurll1+ujzzySMg4KJeBZ6D8Vf1VSo4q5IrIEeA+VX08wLnPAt/RfpRUiQSXXnqputVMXFwGHhF5XVUv7ev1Th3dLwLfFJG5fjfPB76OsSjXxcVliDEcl7X0ZkHuaeAvIvKOL0f3P4FtGGvf7ouUgC4uLn1nqM3mOcFpju5a4GLg3zHWwbVhOL//DbhEVQ9FTEIXF5c+U1BQwJkzZwYlBUlfceRTGo64PiUXl8FhoHxKLi4uLgOCI6UkIm+JSFWQbZ+IvCYij4pIbqQFHuns3LmTuLg4K2/Rnj17rHNer5ePf/zjfOhDHyIxMZH09HSuvvrqbk7MULmQ7DmcvvCFLzB9+nRSUlJISEhgypQp3HnnnVRX96sUvItLv3BqKb2GkYs7GziE4U865NtPAOqATwI7RCT0ClKXoDQ3N3PrrbfS1tYW8Pyzzz7L73//exoaGrjgggtoaGjgz3/+MzfddBNlZWXd2qenp3PZZZd12UTEOv/cc8/R3NxMTk4OkyZNorq6mscff5xFixZF7BldwsNwnFVzilOl9H/AKeB8VZ2nqreo6jzgAt/x3wMXAnuAhyIiaYSZMmUKIsLtt9/Ogw8+yIQJExg9ejS33XZbj1kaw8W9997Lvn37uPnmmwOev+qqq9i2bRvHjx/njTfeYNu2bXg8xp/wqaee6tb+hhtu4G9/+1uXzb7errKykurqal5//XXeeustbrvNSMu+f/9+a33cucBwfMGH46yaU5wqpS8BX1PVGvtBVT2IEaf0JVU9BfwQGNaW0q9+9SsefvhhEhISOHnyJL/4xS/49re/HfKapUuXhkwdKyK89957Ifvwer3893//N6tXr+aGG24I2Gb58uVcfvnl1v6sWbNITk4GIC4urlv7Z599loSEBCZMmMANN9zAzp07u5yPj4/nhz/8IZdddhlTp061FFtubi5jxowJKe9IYji+4MNxVs0pTvMpOc3RfRBjmDdsiY+P580332TChAlcdtll7Nixg5deeolvfOMbQa+54IILesx7FEhpmBw+fJg777yTmTNn8t3vfpdf/epXjmT92c9+RmNjIyLC3Xff3eVcVFQU48ePJzo6mn379vH888/z0ksvsW3bNi655BKr3XvvvUdFRYW1P3v2bMrLy7sM80Y6g1m5o6/Ycx6NOJysRcGITXoZiPU7HoeRu3unb/9TQHV/1r2Ea+vt2rfs7GwF9KabbrKOfeYzn1FAp0yZ0qu+ekthYaHGx8frG2+8oapd18uZx/x55JFHNCoqSkVEf/SjH3U5t3//fj127Ji1/8ILL1j93Xnnnd36am9v1zfffNNa/3fNNddEPNeTy9Ah3GviGKDMk/cBXqBaRJ4D6oEM4EZgLEYqE4CrMPxPw5ZRo0ZZv0dHGx+P9hDL9fWvfz1kXiOA3/3ud0yYMCHgud27d9PW1mYNzewzZPn5+axevZrvfOc7AHR0dHDPPffw4x//mNjYWB5//HFuv/32Lv3l5HQtVrxo0SLGjh3LsWPHAmabjIqKYvr06dx777386U9/4pVXXuGll15i4cKFIZ9pODGYFV8Hir4+Y6gslIOBI6WkqptF5FLgKxhFBCZgzL5tAb6uRqpcVHV1pAQdyvzzn//ktddeC9mmtbU15PnOzk7OnDnT7Xhzc7N1bWNjI7fccgsvvvgiY8aM4be//S3z5s3rds13vvMdPv3pT1tJ3v74xz9ajuspU6YA8MYbb3Dw4EGuv/56RITOzk6ef/55q49AsgxnhtqLFwn6+oxDbvjaHzNrKG99Hb7dcccd1rE77rgjYDqTSBNs+Hb33Xdbx88777wueZlWrlxptcvOzlYR0ezsbJ0xY4aKiAKalJSke/fuVVXV3/3udwpoSkqKfvjDH9bMzEyr78mTJ2tjY+OAPnOkcTJE2bhxoy5YsEAXLFjQrd1wqEIyVGRkoAoHmIjINGAMcExVq8KkG10c0NLSYv1+4MCBLkOx+Ph46/cvf/nLlJWVsXfvXg4fPkx2djZXXnklX/nKV5g2bRoAU6dOpaCggL///e/s27cPgAsvvJAFCxZw//33k5KSMkBPFXmcDmu8Xi81NTWISDdrYzhYWiPF+e147ZuILMWo9zbedvgw8GVV/Vn4RQMR+RLwCYxiBa3A3zDCD/aEvBB37ZvLB5gVOc6cOcP69euDtisvL6e0tBSA4uJiCgsLWbt2LWVlZeTl5ZGWljaifVLhor9r35wmefs0RtrbPwFPYSij8cBngHnArar6674KEeK+L2LUltsOCEZg5lwgV1WPh7rWVUouJqallJmZSV1dXa8Uy7Rp00hMTKSpqYn9+/dHWNKRwUAppV3AXlX9TIBzv8BQEpd0vzK8iEgy0AB8TFVDRrq5SsnFn2AWk7/SsiuviooKysrKKCoqoqSkZBClHz4MVJaAacDPg5x7EpjeVwF6SQqGzCcG6H4uI4hgUdCmv6isrKzLT6/XS0lJCfv373cV0gDi1NF9GpgY5FyW7/xA8COMxcDbAp0UkbuAu6BrzTMXFwjuCDanxIuKiqirq7N+Dpkp8nOMYZOjW0R+gBGc+UlV7QjURlV/qqqXquqlocpZu7jYMQsuAmzZsgVg4AswulgMixzdIvIwRkHMj6jqO5G8l8vIoLcr/8vLy3nkkUdoa2sLmAbmXGMwMycM+RzdIvIj4FYMhbQvUvdxGVn0duW/1+slJyeH+vp6EhISKC8vH5YpTcLFYGZOcJwOV1VPq+oPVfWTqnqN7+f/BySLSETsXBH5MbAMw0o6ISLjfVtyJO7nMnKwO7WdKJeCggIuvvhirrzySubPn4/X6x2WKU3CxWCmRul34QAR+STwG1WN6rFx7/sOJtzXVPWroa51QwJcTOyhAPZ1XoF8Rvbo796GA5wLi36dMKILB6iqBNm+OtiyuQwf7N/6pvVTWloa0Hoynd6FhYXU1dWxePFi6urqgJ79LOeyZRVOhrRScnHpD6YSgQ9m00wFBVgKJJCyKS8vZ8eOHZSVlZGZmQn0rHRGcjbIgcRVSi4jlkBKxLSEiouLu1lPZrvy8nLWrFnDsWPHGD16tGUp+Ssdf2Vmt7Jc+k6vswS4uAxV/H06/nmCQq2Bs7czZ+J27txJVlaWddw/+NI+FOzr2rpwPOdII6ijW0Qed9hHNjA/Eo7u/uA6us89esoGsGLFCnbt2sXu3bvJy8tj9OjRZGdnd3u5nb70Zrvq6mpyc3PZtGkTixcvtqwp/4wDA/Wcg00kHd0LgQUOthygtq8CuLiEi8zMTDZt2mT5gPwpKCigqqqKUaNGUVVlpAIL5CNyOgyzDwUrKytJTEyksrLSstBqa2upqakJu+N7pPuugg7fVHVSsHMuLkMR/9kyfwoLC1m9erU1zQ90+T0UoaynwsJCvF4vubm5nDlzxjpvVhoOt/IYKcncguE6ul1GDE4CJu2r/ntSYnb6MvOWnZ1tDd3O5ejw3tLv4MmhiutTOrdx4nexWz9AQEvInnny5MmTgDMfkf/9h7ofKJyM6OBJF5e+UF5eTnV1teXfMY+tWLGCtWvXBrRYgllCZWVlJCYmsnv3brKzs8nNzXXkIzItp8zMTFasWEFmZuaI9gOFEzckwGXEYffvACxcuJDKykouueQStmzZwuLFi61Zs9raWqqrqykuLg5YZqioqMjyO+Xn5/e6FFFFRQW5ubnU1dWNeAspXLhKyWXEYY9P8nq97Nu3jyNHjvDSSy9x4403WhbLgw8+yMGDB4mJiQnqPDbXvJnpTMw+gR4royQlJQG4FlIvcZWSy4jDX8E8//zzxMTEMGbMGE6ePElaWhpg1DwUkS4VkANVNDGHcGVlZdTV1XUJmAwWy2Qqr3DHKJ0L9MnRLSILgVyMKrkbVbWlh0sGHNfRPXLobQSzXbHk5+fz3HPP8f777zN58mQOHTrEiRMnmDRpEhdeeCE1NTVMnDjRGr5VV1ezb98+ampqUFXmzp3LxIkTefHFF1m0aBE5OTmUlZWRkJDA/PnzzwnHdW+JWDUTEfk8UKiqi2zHBPACizFKHgHsB/5FVY/2VYhI4CqlkYM5c1VZWUl2dnbI5Rz2dWvt7e0kJyczatQoVJWJEyfy8ssvIyJ4PB7mzZvHkSNHOHnyJLW1taSkpJCSkkJ9fT1NTU0AxMTEMH/+fPbt20dnZye5ubnk5uZSWVlp3dO1hroSydm3TwD+qWc/C3wUoxbbbOA2YAJwf18FcDl3cRq747+yf8OGDWzdutWyhuyY69ZOnTpFe3s7Z8+e5eTJk8TExFBfX4/H46G9vZ3Ozk7i4uJoamri0KFDtLW1ceLECc6ePctHPvIR4uLiiIqKYs6cOQCcOnWKlpYW9u7dS2VlJfn5+VRWVrJv3z5KS0sdPYsbq+SMUEppBvBnv2M3Y5Q3+qyq7lTVXwLfA26IkHwuIxin+Yf8V/anp6djGO0fYL7wmZmZjB8/nhkzZjBmzBhLOb3xxhvs3r2bs2fPAtDe3s7zzz/PkSNHaG1tBaCzs5OGhgb27t3LjBkz+MhHPsJ9991HcXEx2dnZNDc3k5WVRXZ2Ns899xy1tbW8//77vP3223i9Xg4fPsyaNWuGTL6l4aoEQymlMcBBc0dEooB/AV5R1VZbu78BkyMjnstIprdruEzl9NBDDzF37lyKi4utc+YLb069P/TQQyQkJDBz5kzq6+vp7Ozs1l9iYqIVEGly+vRp3n33Xfbs2cO+ffvwer0UFhYyZ84ccnNzqaqqoqGhgTfeeMNykB84cIDKykq2bNlCampqlxQdWygAAAAgAElEQVQodqUw0GvWhmvSuVA+pQPAv6tqmW//UqACWKOq37e1uwbD2Z06API6xvUpnVv4p7HdsGEDbW1txMbGkpyczLvvvktbW1uXa/xn3vyJi4tj7NixTJkyhX379nH69Gny8vJoaGjg7bffthSd6aP60Ic+RH19PatXr6akpGTQo7gHK8VJf31KqGrADXgWeAmI8u2XAh3ADL92xcC+YP0M1jZ79mx1GVls3LhRly9frhs3bgzZLicnR5OTk1VENDo6WqOjozU5OVnj4+PVl/fd0WZeZ/YDaGxsrBYVFemUKVO69JWSkqKpqal644036vLly1VV9f7779ecnBy9//77B+LjGTIAO7Qf726oOKUSjLpu74nIceD/YVhEb/q1uw1jCOfiElHsw5Fg3/zl5eWcPXuW06eNos3t7e0A1n5vaG9v5/Tp08TGxnL27Fk8Hg8xMTGcPHmSqVOnIiI0NDSQmprK1KlTyc/P71JZ1+mC35GetK23hEpdslNE5gNfAEYDvwe+Y28jIhMxHN+/jKCMLi5A10jtYHi9Xk6dOhXW+8bGxnLTTTfx17/+lYyMDABqa2tJSEjg2muvDTo0cyKvKXNPyvZcws0S4DJiKC8v54EHHuAf//hHSF9Rb4mOjuaaa66xLKHMzEyee+45jh49ytKlS7usieuLUhlpllLEgicd3vw8YAmwRFWn97mjCOAqpZGN/4tsBk02NzdTX19vTfOHk/j4eM4//3xiYmJobm4mNTWVxsZGK3uAG91tMOCpS0QkSUTuEJGXMYIrvw6c7OEyl3OUSMXK2Ic8a9euZcmSJTQ2NnL06FHS0tKIjg7/ss6Wlhb27dtHZWUlaWlpVFVVkZOTA7iLbsOJ47+ciFwL3AF8HEjCmHV4Cviuqu6NjHguw51w+0sCVSRZuXIlzc3NNDY2kpmZaS0xiQSdnZ2MHj2ahoYGVq9eHZHqJSNtONdbQlpKIjJNRL7pi1naDNwCvIAxZBPgf12F5BKKcAYMmkO0w4cPW0GShYWFZGRk0N7eTkxMDEePHo2YQgJIS0tj1qxZrFu3jpKSEmu4Fk5rcLgGPYaLoEpJRP4GVAL3ATUY8UgTVLUIeG5gxHMZ7vRUGaQ3wztzXVtVVVUXJXfDDTcwevRo4uLiwurgtmMGSJ4+fZq33nqri+ylpaVhVSIjvVpJT4SylPJ9P58HPqeqP1HVEwMgk8sIxl8J9cYqKCgoYPz48axbtw74wDqpq6vjiiuuoKWlJeByknCQkJBg5V+qra3F6/VSWlrKtm3bqK+vD6sSOdcr7YZSSp8F/oSRFeDvIrJbRO4VkcBFtVxcHOCvhHpjFZgvK8DSpUt58sknWbp0KQ0NDTz//PMRHbZ1dHQwYcIEVJVRo0ZZ8pqKyiV8hAqe3ABs8E3734HhR/oeRgDlnzEc3e5fw8URgRzU0LsaZmYfO3bs4OTJk6gqra2tVqraSNLR0UFycjJFRUVdaruZieHc4Mfw0ePsm6oewJj2/7qIXImhoIowFFK5iDwNPK6qFRGV1GVY47+Kvz991NfXR8x3FIyoqCiKioqoqDD+zcvLyy2F6l+qyaV/9CpOSVX/qqp3AeOBW4GtwJ0Ya+RcXIISDuet2ceyZcsYM2aMFYsUFRWFx+MJ6zAqLi6OpKQkkpKSGDVqFFdffTUlJSUByyyd6z6gsNOf1by+b6sJwH/0t58e7rEKeBdoAV7HSL/rZgk4h/HPGLBx40bNycnR+Ph4x1kAAm0ej0enTJmikydP1jFjxmheXp4uWLCgy32cZCo4l6GfWQJCLjMRkenA54ALMaK2f62qAxo8ISKfwgjSXAX8xfdzGZCrxtAyIO4yk3OP8vJyVq5cyZEjRzh79iwJCQm0tLT0ONQzLaykpCTuueeefq9lO9eJZOGAfIzZtzjgCEYmSg9wt6o+1tcb9lpAkdeAf6jqCtuxt4BnVPVLwa5zldK5SaA1cQ8++CD19fVWsjZV5brrriMtLS1kEQKXvhFJpbQJmATcqKrVIpIG/Ay4XFXH9/WGvRJOJBZoAj6tvgyYvuM/Bmaq6rxg17pKycVlcIjkgtw84OuqWg2gqg3AvwPjRCSrrzfsJelAFOCfJasOw9neBRG5S0R2iMiOI0eODIR8Li4uYSaUUhoPvOd37D2MUICBDqD0N+ckwDFU9aeqeqmqXjpu3LiBkczFxSWs9BQSMNgZ4I5i5AX3t4oy6G49uYwAepvqJFB789jatWvJyMggKiqK6OhooqOjufLKKyMlukuYCOVT6gR2A/65Ra8CdgH2pMcayr/TLwENR/duNeKjzGNVwLOuo3vkEaoCiH+QohlN/ac//cmqVOLxeHpc/5aYmGjNyk2ZMoVbb73VdXaHkUg6ul+lF5aSql7TVyFC4QsJeBIjFOCvGCEKdwIXmf6uQLhKafDpS16gtWvXUlZWRlFREfn5+ZSWllJfX4+I8Oabb0Yko2RycjLR0dFkZ2eza9euPsvuYjCo6XAHChFZBfwnRqDmHuDfVHVLqGtcpTT4BLJ6Alk79lptzc3NXHDBBdTW1tLc3ExDQwMdHR0RlzUmJoaUlBQ+8YlPWAn/7bK7Sso554RS6guuUho4gr2wwYZbZj5rwHrxt2zZwpEjR2hoaIhY+pGeSE1NZfLkyWRlZVFcXNzlmewK1l6lxFVQ3RmwHN0iEiUiy0TkpyLyB9/Ppb5y3i4jgL7m0w6UE8m/Yu2SJUvYvXs38EE+64KCAiorK6muriYvLw8RGTSF5PF4ukR/+69ns6/dO9czQ0YaR0pJRLKBvcD/AtdjzH5dDzwO7PGddwkzwZTEQCTj7w32FzZQNsaysjLGjh3L/v37KS4utl72wsJCsrOziYuLY/fu3cyePZuoqMH5jvN4PGRlZXHFFVdQXFzc5Zy/JXiuZ4aMNE4tpVIgFbhKVc9T1Tmqeh7wL0Aa8EikBDyXCaYkIvVN3deXzW5VmLLBBxZRUVERMTExLFq0CK/XaynT8vJyqqur2blzp1UVJC0tLazPFAoRYcyYMYwdO5aMjAw+85nPBGzn/3m7WQEii1Ol9BHgS6q61X5QVf8KfNl33iXMBFMSkfqmDsfLZsqWn59vHSspKWH//v2kpaV1ebm9Xi+5ubnk5uYyfvx4Ro0aRXx8fL+fwymqSkNDA/Hx8SxbtoyysjIOHz7cTdkPtGUUKUt4uODI0S0idcBSVd0U4NxHgQ2qmhEB+frMuezoHgozRaZjuLKykuzs7G6zbf7J0QoLC5k2bRptbW289957AyprXl4ec+bMYffu3ezfv5/Vq1dTUlIyoDLYCRWrNRwYKEf3UxjxQYG4G/h5XwVwCT9DwRFrWhdAl1SxdkvM9M+UlpaycOFC8vLyqK+vJz4+fsDyXosIIkJBQQENDQ1cffXV1NUN7mKBc91n5bQY5dtAkYi8ATyLscQjE7gZSAE2ichnzcaq+ni4BT2X6K+lY5+yHgwChQJkZmayYsWKbs/k9Xqpra2lsbGRhIQEMjIyOHDgwICku42KimLUqFGMGzeuS87twVYGvclbPhJxOnzrzTytquqghwkM5+HbcDffA8m/YsUKDh8+TFVVFevWraOwsJArr7yS1157jaSkJDo7O2lra+Ps2bMDopDGjh1LYmIiCQkJljwu4WGghm8f6sV2fl+FORdw4sQczua7OaNWWVnZRf6CggKqqqrIycmxhpXbt28nOjqa06dP09zcTHt7+4AVBDh+/Ditra1kZ7vRLEMNR0pJVat7s0Va6OGME39Pb2fBhtJsjTmjlp2d3U3+7OxsWltbrXim0aNHc/bsWcAoYTSQgZNJSUm0tLRYRQDWrl3LtGnTWLt2bZd2Q+mzPVfoVTUTl/4TCStoKDi2IbiVVF5ezpo1a4iLi7OUVWlpKenp6Vx77bWMGjUKj2dg/hWjo6OJj48nNjaWmTNnsmnTJjIzM9mwYQO1tbU8/PDDXRRQsGh1V1FFDlcpDTCRCLwbCsM9f8UDH5TV9nq95OTkUFVVZTm833rrLWpra6mvr2flypWMHz8+4jFK0dHRJCcnc/755zN79myOHj1KTk4OFRUVNDU10dLSQkJCQhcF1FO0ukv4cZXSCKA/ii5c3/p2xeO/PiwzM5OqqiqrmOPWrVtpbGwkJSWFo0ePkp+fT01NDb/+9a9JTEzslxzB8Hg8jB49muzsbCZOnAhgyQtw5ZVXkpGRwaxZs7oo956i1V3Cj5sl4BzEPmXvn6Kjv31mZmZSUVHBkSNHGDdunLXa3rxHdXU1tbW1REdH09zcTGdnJwcOHCA2Npb09HQOHjxIe3u71a85rOuvv8nj8TB+/Hh+8pOfBKxq6yQEYygEpQ4H+jv75jROyWUEYbdiwh3TVFFRQW1tLapq+Y8qKiqsxG3+91uyZAkdHR00NTVRW1sbMHdSXxVSdHS0peDMkAMziNM/FsiJkjnX44cGClcpjSCcfpP75wPq7YsW6D6lpaXU1NQQExNDVlaWdR+Auro6Fi9eTEVFBRUVFdTX11NdXU1xcTGLFi1i48aNtLe309nZaVRIFbF+BlJI5vlQmGW3U1NTaWxsRESIjY11h1zDAMfDNxGZiZGGdhrg75FUVb02zLL1i6E2fBsI0z+cQZeh5A20rq20tJTa2lqysrLYvHlzwL7Modt7771HdHQ0+fn5lsO7vb2dUaNGcerUKSs8ICYmxgoZCIXH4yE6OprY2FhEhNbWVpKTk/F4PDQ1NREfH8/s2bMpLi7u12fvDt+cMSDBkyJyGbADWAwsAkZjBEnOxyjpPTALlYYBwRzHAzFtH85ZuFDyBlrXVlxczNy5c7vlIoIPnMXFxcVkZWURFxdHdHQ0e/fupba2FjBW7Hd2dtLZ2Ul0dLTVJjo6sDEfExNj/a6qjBs3jhkzZiAixMXF0dDQwIkTJ+jo6KC1tZUjR450SZsS7s/EJXw4nX37JvBb4CIMBXSnqk4BrsMoFjl4S6oHid4qHycKo78zYf0NN7DfP5C85nnAUjJmm2D3tvdZWFjI5s2beeKJJxg7diyzZs1i4sSJxMfHM3fuXObMmUNCQgJgKLvY2NhuPiZzGNbe3k50dDQejwdV5dixY+zdu5dFixbR0dFBdHQ0UVFRJCUlER8fz/79+620JH39nIdC6MW5gNO1b0eAO4AXgHbgMlXd7ju3EiOtyWWRFLS3RHr4Fmyo1B8Tf7DXvPV0/77IF+wae9WSkpISysvLWbVqlZWSdvbs2bz66quoKu3t7YwdO5bW1lZaW1s5e/YsmZmZjB8/nsrKSgDa29uZNGkSY8eO5cCBA5w+fZrzzjuPY8eO0draSlZWFs3NzaSnp3P06FEuueQSa5mJOxwLLwO19i0GOKOqncBxjKoiJvuBmX0VYLgS7FuzP9ZKpL+Je7IQerp/sPP24o/+/QcKPiwvL6eiooLjx4/z8MMPc8stt7BmzRpaW1tpbm6mpaWFuLg4Jk2ahIiQmZnJ2LFjSUtLsxzc9fX1/POf/2TUqFGWU3vMmDHU19dz3nnnkZ6ejsfjITk5mbFjx+LxeMjNzaW9vR2Px2PFJ7nDsaGHU0vpdeD7qvpLEXkZaAQ+4Tv9M+AKVb0gcmL2nqHm6B4KBFqpH65+k5KS2LRpE4sXL3ZkaZlFJEXEcnK3trbS2dnJhAkTaGlpIT09HYCMjAyKi4t56qmneOaZZyzF5PF4iI+PZ9KkSaSlpbF//35mzpzJ0aNHSU9Pp7q6mpiYGKZOnWr5ukpLSwGsfddxHX4GKk7Ji+HU/iWGf+kPGIqpA0gGvtBXAVwGjoKCAlauXElbWxsrV66koqKiz5Vh7cNUM8SgqKjI6i9Q++pqY622qRDq6+t56623LN9RbGystVDWVCopKSnMmTPHiqiePXs2//jHP6z4o/b2dvLy8njxxReJi4tjz549PPnkk6xZs4Zx48bR1NTUZTbQ/zldZTT06FNEt4hcAnwSSAReUNXNPVwy4LiWUmAWLlxIRUUFqampJCQkdLNsnPrEeuNfMv1FHo+H6dOnW0qivLyc0tJS3n77bVpbW4mLiyMxMZHo6GiOHj1qHVu6dCl1dXU0NDSwceNGzp49S3JyMiLC1Vdfzfjx48nMzOQHP/gBiYmJzJo1i/z8fH7yk5+gqqxatYr8/HzXKhogBqzumx1V3amqa1X13qGokFyCU1xcTH5+PtOnT6eoqKibj8jpqvje+L+8Xi8ej4fjx4+zd+9eqx8zzUlMTAxFRUWkpqZy4sQJ3n//feLj42lra7MUUlJSErt377Zm1VpaWjj//POtVCglJSVcddVVJCYmUllZSX5+Punp6WRnZ1NWVuZO5w8jnMYpdYhIfpBzs0Uk8nWVXboRSFn05MwuLCykuLiY7Oxs8vPzuznlna6K741Dv6CggOnTpzNq1ChmzZpl9WMWo0xISKCyspKMjAxGjx5NUlISR44cIScnhw0bNrB9+3YqKyspKipi6tSpZGZmctFFFzFv3rwueZuKi4vp6OjA4/FQWlpKUVERTU1N1vKWUE56Nw3J0MGppRQqODIKGJmreoc4gb79zWNmMv6FCxf2KpCzL6vieyqaCbB582aWLl3Kzp072b59uxW3lJ2dzfz58y0lefLkSSt4cufOnTQ2NtLe3k52djYlJSXs2rWLgwcP8rWvfa2LTOawMyMjg5SUFOCD0k4lJSVBlahrQQ09QiolEfHYynJ7fPv2LQkjyvtoxCUdIYTzmznQt7892rqmpoZ9+/axZs2aPg29zHb2qraBnsNp0cy6ujrS0tJob2/vZi1VV1dTUVHBzTffbC0viY+Pp6Ojg6ysrIChF6aD/ZZbbmHJkiXs2rWLcePGdatyG+ozDxay4DJ4BHV0i8iDwAMO+3lUVVeHTaowMJQc3eFKFeIfcBjoPuaUd35+PhUVFezdu5dZs2Yxfvx4R/fzd3QHc3zbHd3mc2VmZnaZzQvUl31K3uzPfy1dZmYmzz33HEePHmXp0qXdntW+li4uLo5NmzZZvqann37a6tfeLjc3t8fPfLCDV0cK/XV0h1JK8zDCAARDOf0vcNCvWStQCTznC6wcMgwlpRToBXY6C2RXRGVlZSQmJtLU1MT+/fsD3mfbtm2oKldccQXr16/vkufIyfS//4sZLLbJlCsvL4+0tLReKVyniq8nGV999VXeffdd2tra6OzsZMaMGezataubMrIru1CfgbvgNjxETCn53eRB4DFVrenrjQaaoaSU+vPPPm3aNEsRmYrJiaXkvyLeX9kES3Jm/91UGGvWrCEnJ6eLtRUoYDIzM7Pb0pGerKy+WCT+ltLOnTvJzc21njlQFgP7cdcSiiwDopSGI0NJKfWHnoZsTvG3mOxDGiDoyxpM0QWywLxeL7t27aKqqorVq1dTV1cX0MpyoqSdZIb0l8H/p719KIXtEl4iOXzrTZVbVdU7+ypEJHCilIayuR5O2QL5tOxWBHzw0tuzRJaUlLBw4UJqamqYOHFitzxJge6zZMkS4uLiaG1tZfXq1ZSVlZGamsqhQ4e6WDM9Ybd2qquru1hqgRRsXFwcW7ZssYIp/a3BcKX9demZSCql93A+1a+qGtYilCIyBvgasADIxpjhew5Yq6rHerreiVIaDHM+EhHTPdEbn5Z9uLh//34WLlzIvn376OjosPJbh2Lt2rU88sgjTJs2jby8PAoKClizZg3Nzc2kpqaSlZXV48p8u1UD8M4773DgwAHmzJlDbm4u27dvp729nRMnTlBUVGQpLjPLpGmV9ceX59J3IhbRrapTVPVDDrdIVMXNAiYC/wn8P+A24Grg6XDdYDDy4ziNiwmnbGZfmZmZPb6YeXl5vPPOO+Tl5QHGUCchIaFL0CMQtHhjSUkJTz75pKWQCgsLWbduHdOnT7fS5Pb0/PaClvn5+Rw4cIBRo0axZ88ekpKSOHr0KI2NjTQ2NlJWVkZ+fj7r1q3j4osv7jJMtIcbAGEvbeUSGYaVT0lEPophLY1S1cZQbYeqTymSQ8aepuCdDGECzbYFktnfourpuXozC2hvW1ZWRmdnJ/X19SxatIi0tDTruGl9zZ07N+TzuMO2gWXA1r6JSJKIfEFEnhGRV0Rkqu/4v4rI9L4K0EtSMcIQmoLIeJeI7BCRHUeOHBkgkXpHJIpRmni9Xg4fPmwFS3q9Xmpra6mpqbEUht36sls7ZuCgWaMtJycnpDVTVFREfX09iYmJAQMoy8vLu0SUm+fr6uocP39FRQU5OTk0Nzdz2WWXcdttt7F+/Xry8/NJSEjgzJkzREdHh7QmMzMzrSq4LsMDp2vfJgP/ANYBUzGGUSm+09cA/xER6brKMAr4OrBeVdsDtVHVn6rqpap66bhx4yItUlgId4S3XaFkZmZy4sQJYmNjAw7dzLgn+4LVuro61q1bx/jx460o51WrVvG73/2OVatWUV5eTnl5OXV1ddb6s0AKz+v1UlNTQ21trSWLXTmEem778pbx48eTm5tLbm6upfC8Xi/t7e0kJSXR3Nwcsj+zkkpdXV2/P1+XgcGppfR9DAtlKjCbrmvh/oShpBwhIiUioj1s8/2uScLI6VSD4WMaMYRz7ZXpvzEVSl1dHbNmzaKpqYmKiopu9/FfsFpZWcmOHTsoLS21lNeDDz7IoUOHOHHiBB6PB6/XG3JNXEVFBQsXLmT79u3ExsZaS0T8lUOoNXr+y1uKi4st35CZPzwrK4szZ87Q3NxMaWkppaWlbN26tYuD3N6XE9+cu8xkaOA0ePIEcJeqlvnWwp0FLlXVv/siv59X1SRHNxRJB9J7aHZAVZt87ZOB5zEU4WJVPe3kPkPVp+RPpH1Ma9asobOzk5qaGsaPH8+FF17YbVrejIVKTEykra2NU6dOkZCQwLp161i5ciWNjY20trYyf/78oBkbTV/Uli1bSEtLIyUlxYoqD/Sc9gDIffv20djYSH5+ftCwA/+ZtNLSUnbs2EFycjLTpxveg2Alnpzi+p/Cw0BlnowFTgU5l4ahpByhqkdxuIBXRFKATRgK6XqnCmk4Ee6qq4GU3JIlS0hOTubgwYNcdNFFeL3eLorht7/9LW1tbbS1tZGbm0tHR4c1BFy2bFnQ4E271VVdXU1lZSXTpk2z4prs1kmgirSmDCtXriQ1NTXkc9mn9M2hYXJyMgkJCd0UZajPwuk9XAYPp0rpHxiZJl8IcG4x8HrYJPLhU0ibMZzbHwOSfMM4gOOq2hbuew4EkQ7YtA8HzRd/9erVPPLII4wZM4YtW7awevXqLm1VlZaWFjweD+PGjeOGG26w1rXl5+dTV1dHfn4+5eXlPPjgg9TX15ORkWH5kwByc3MByM7OZu3atUGfzT9C3WzXkzLwV2r21Lrm8VBpSdyy3MMHp8O3TwDPYCzK/SXwEnA7ho/pS0ChqgZSWH0XzPArvRLk9DWq+mqo6/s6fIu00gj3ECFYGICpOMyXNlBKWvvU+4YNG2hpaSE+Pt5yLPtHUwP8/Oc/p729nYSEBD796U+HXAYSCP9QgkgylCP2RzIDtvZNRD4HfBtj1s10dJ8C1qjqT/sqQKToq1KKtF8h3C9KIHlXrFjB1q1brRLYF110EcXFxT2W1jYX3ra2tgJQWVlJVlYWDQ0NrFu3DjCc4x0dHaSlpXHsWI+B9d3wzy4QKm4p2GflKpuhzYDFKanqf2NEWF+PEV29GJg0FBVSf4h0lLeTOKXezAIFS/Q2ceJEOjo6iIqKsuKU8vPzOXv2LKNGjerWf2FhIUVFRVRVVZGfn092djaXXHKJpZBMeXNzc8nMzGTlypXd5A1U980fMxvkyZMn2bp1Kxs2bAg6+2ifobP362aLHNn0qnCAqp5R1T+q6i9V9UVVDeb8HrZEMrgxFE4yOTrFLI+9bNkyOjs7iYmJ6TItv3XrVrZt29Zl+ry8vJyysjJycnIsy2X8+PFdFJLX62XevHl89KMf7eL0Nqfj/RVMKOVaX19PbW0tMTEx1hKYYMUJoOvSlMFYHuQycPSolEQkQUSWichjIvIHEXlORNaLyO0iEjcQQp4L2BVRoJcu2AseSoHV1dVx8803k5GRYfmOzpw5Q3p6ulXQ0Yy8XrVqFampqVRVVQUMtDTrtlVWVnaTa+/evZw6dYr09PRuAZTBZMvIyCArK4upU6eyfv16KioqusUZmV8QxcXFXfoN9cXhxhoNf3rK0X058E8MB/ftwCUYwZNLgQ3A2yLS57GjywfYFVGgly7YCx7KavC3NMwlHg899JCVx9pciuLxeKwV9mZJI/u9vF4vcXFx1qyXvdLJrFmzSEhI4KGHHuoidyjZ8vPzrcq4K1asoL6+HpHA9Sl6Y726Q7vhT9CQABEZB5QDJ4DPAZtVtcV3Lh7Dt/RdwCsiM52kE3EJTk/T0cFiaPyv81+EGyjLZKDp9aysrC7T62Z7+wzdli1buqyJsy8FMauWrFixwlKsFRUVbNmyhYaGhm4zhOZQcffu3SxevJiMjIwu+Z36ihtrNPwJlU9pLbAamKmqAVe3ikgGRgzTj1T1WxGTsg8Ml4juUPRllsmceRORoKvn7YqmoqICoEvogP2egSKpASt+KVTa3EmTJtHU1ERraysrVqwImPfbXurbnUkbGUQyonsh8NNgCglAVetFZD3GTNyQUkojAf/gPyepcTMzM2loaCA9Pb2bpWNPW3v48GF+85vfkJaWRmpqqmX9mIrFvKddET311FP89a9/JSEhAaBLWEFpaSnNzc3s3LmTRx99FID09HSqq6utXN55eXlWJgIwFKibwN/Fn1A+penA3xz08TdfW5cwY0/OtmLFCjZs2GCt6g+G6dyeM2eOVVDy8OHDPPLIIxw+fJjS0lKqq6vZuXMn06ZNo7Ozk6ysLDIzM1mzZk0XZ7c5JMvOziY3N5cXX3wRj8fDqVNdJ11NZzcYIQOmInnooYe4+eabufjii1m8eDG7d+92lL6ktLS02+yg/V6uIw+FckAAACAASURBVHtkE0opjQKc+ImOY6x/c4kQ5gr/9PR0mpqaLIsjUFyQPduiuaLeTGdSVVUFYEVs5+Xl8eijj7J582bq6urIycnp4uw2czM1NDSwadMmZs6cSVpaGjNmzOhS7NHr9VrObvtx/9mzoqIix4Ufg7kVXEf2yCeUUooGnNRy68T5GrpzgnB9m/unCHnooYfYv38/aWlpJCUlUVZW1i240CyFbeYfMoMiDx06RFtbG0eOHKGysrJb1Vv/uCTTsZ2WlsbWrVuJjo4mKSmJgwcPsmvXri5WjpkYrqioKKD1YyqnkpKSbiXBAymX4uLiblVuTdwYpZFPT8rkLhG5sYc2E8MlzEihtwtBTfx9Kab/x3Qqm23MaXnTSQxYysnffwQflMuurq7mxIkTjBs3rptc/jNydXV1XH311VRVVZGenk57e8C8elZbe64kJ8Um7b4qU5kGkyWUnC4jj56U0mcd9jN8En370d9qrYHo67S0PZ0tfPACmjNg9hX5lZWVVFRUUF9f36UPu8/GnuJ24sSJHDp0iOTk5JDP7/8Mpl8p1PP4P6+/Uva3isy22dnZfVLeLiObUNVMPL3YogZS6HAS6IXpr8+ir0tV/NPZ2o+bQxZ7QGRNTQ3V1dW0t7eTnZ3dLfLZnuJ28+bNrFq1ioSEBPLz84M+f6BnsP8eaGjq/7z+Qyz7fk+R6y4uvVr7NhIJ9QKFm558Tf7pbO3H/RVEcXExMTExeDweK3m+fchnOrntTu+KigpiYmKs2CTofWJ9J0rbX0nZ981KJGYMmT2zgTuj5gLDrMRSbxgKwZOhAhH7mhYlWNVX00ezd+9esrKyrFk0exszFKCpqYl/+7d/C1gBN9Bwzj8iPFgApRPZzcKU9nS5bhrakcWApS5x6R3mC3j48OGwrG43rawHHniAbdu28cADD3RZIGumiI2KiuoyBLTfs7i4mLa2NstaMRER6uvrWbFiBQ8++CAvvviiVbkEuvuIzNk9c/bP6VDXDLA8c+ZMl3S57jDOxY47lR8hvF6vFRtkOov7M3NkOsGrqqosq2Ly5Mm0trZaM24TJxoToYEsGFNBrV69mkcffRQRYe3ateTn51NWVmZN+dfX19PU1ERKSkqXqG7zHqbjvK6urssSEaekpqZamS9N3Bk1Fzvu8C1ChHuphGl5mRHXZqCjabUEG/qEWpOWmJhIbm4utbW1REdHM2fOHDIzM3nuuec4evQoS5cu7bKcpTfDrJ6Gga4SGrkMVDUTl14S6Nvf6UsZqJ3d4lm0aFEXC8Vsu3btWjZs2EB6ejoPPfQQQBdFZlpsZmK1tDQjEF9VycjIsBSNmbrEv4Cj/9R/qOcJFKvlWkQuTnCV0gDiNKgyWLtgL7V5bNWqVRw5coS6ujqWLFnC+eefbw0h7Rkkp06dSlJSkpWuxD8GyWmcVajncVOIuPSVUPmUXu5FP6qq14ZBnhFNoBc1WLSzk3b+pKenc/LkSZqamhg7diz19fVceuml3Vbjm34ke7ySE/yVkBPLyev1UlFREdCyc60ml0CEyqf0Kl0jtacB44H3gDogE5gCHAL2q+pHIihnrwmHTynSPhCz7FFraytxcXE8+uijQe8Typ/jn56ksrKSPXv2sGjRIn7zm99062vhwoVWVRMzqtq/GorpVLdbWD2lTrH3u3nzZkvmTZs2sXjxYisswR6C4DLyiFhIgKrOV9VrVPUa4EcYVXAvV9XzVXWuqp4PzPUd/1FfBRjKRHpFutfrpaWlhePHj9PS0mIFPQYKJAyWt9vMr3348GFreUlubi7Lli2zfEaBML+M7P3al6UEiiz3X+MWql+z78rKShISErrk9g6W9tbFBZz7lL4OfEVVK+wHVfU1EfkqUAJsDLNsg05//SI9WVoFBQVs2rSJMWPGEBcX120ZBnQd6gRyJtfU1NDS0sLmzZtJSkoiMzPTCqR8++23mThxIsuWLaOkpMSSxz9kwOzXtGzq6uqswMve+Jr8/VPmujdzdtA/PMHFJRBOK+S2AB9X1U0Bzn0UeFZVEyIgX58Z7JAA+OAlr6ystPJP9zQjFyxiO9h0f2lpKZWVlZw8eZK4uDjS09PZv38/K1as4Je//CXt7e2kp6dTU1PT45S+02n83gxrezsEdsMGhj8DFdH9LnB3kHN3Y/iZXPywL54NNAwMNvVvrhPzzzwZKKlbdnY2S5cuJSMjg+bmZvLy8qx7ezwe2tvbiYuL6yJPICslmDIINITtzbC2t4uT3SRuLk6V0teAAhHZIyJfFZGVvp97gBuAr0ZMwmGMf+ZF/4yLPb2A5vVmTTT/Yo/2LADXXnst1157Lbt377byE82dO5cZM2Zw4YUXdukvkIIIJot9Aa2pDPuyLMRp4jt3yYmL44huEbkOQzldCsRgOLi3Aw+q6ksRk7CPDOTwrTdDDv/qIP55iAIN40pLS7tEXQdqAx8k/X///fctqyktLa1L0rdgQ7Bgz7BixQq2bduGqloLaPvy+fhHlbvDtJHLgC3IVdX/U9UrgQSM0IAEVb1qKCqkgaY3Qw67JWC3XELldcrPz+fs2bPceOONQVOCmGlvq6qqeP/990lMTGT37t2sX78+aHFJ+zF/K8o+ExcdHU1DQ0PA9CZOLCD7OsBAieBcXOz0JUtAIoZiGraJ3cKNkyGH+fICAYdQofI6mVPxFRUVLFy4kIULFwZUAma7yZMn09TURFFRUVD5epLZPjScM2cON998c8BQACfKpaCga/5vp5+ZyzmKqjragBuBvwMdvm2W7/hjwK1O+xmobfbs2TqUWLBggV500UW6YMECVVXduHGjLl++XDdu3Gi1CXTMPL5gwQIdPXq0JiUl6eTJk3X58uXdrrv//vt1wYIFumDBgm599AbzfgsWLOixz2Ay+7fJy8vTMWPGaF5eXr9kcxn6ADu0H++uI0tJRD6GEYd0FLgPsEe/vQvcES4lOVxxMoxRn//OnmvJXokklNWxd+9empqaOHv2LJ2dnV0sDLtVY69k0lfM2KLs7Gzq6uqs30NVKulpLV91dTWnT5+murraHbK5hMTp8O1B4AlVXQj80O/cHmBmWKXyQwxeEBEVkZsjea++0tMwxl42yO5jgQ/CBfyHNPbEbg0NDagq48aN67YcxX5doAjt3qaZDdZfXykoMIoEJCcnW/FaLi7B6E3wZIGq/lFEojBm3i5V1b+LyNXAZlWNj5iQIv8BXAN8FChS1Wd6umaggyf7GlAIBPzdnj73mWeewePx0NnZGXJ9nD+hgjf7Mvvlzpi5OGGgZt8agfQg56YAR/oqQE+IyKXAPcCySN0jXFRXV1NaWtqjZRKsUoi/tWVaKUuXLmXRokXdFFIwS8g+cxYseLMvs1/ujJnLQOBUKf0R+JKIjLIdUxGJA4qBbstPwoGIpABPA3eran1P7Qca/0DImpoaamtr+/zS+g+VTIVlryxrJ5iSsPuY/IM3g92rL/I5JVwVg13ODZwO36YAFRipTJ4HbgeeAT4MpGEM5WrDLpzIL4Djqrrat6+EGL6JyF3AXQDnnXfebLOSbKTwD4Q0q3wUFxeHbXgTbKgXKHgyUJWR/7+9c4+3qqr2+PcXBoLiVfOBHg0tQ027JJiJT4wrmYaRimaKb3vd08vSUrTAzHxcU0uza2X2MPNiGZxSQM1UhATUfFCIXgQVRUFQweNBgdEfY25ZZ52991l7n7NfnPn9fNbnnDXXXHONtfZcY8055phjps/pTnnylZfveFytpGfR1e5bKR7dO+Ae3R8HtgFeAaYA3zGz5zJfULoIGNdJtkOAHfGRvr3NrC2cW1QpJamGTak7bCydlZF8oYGCL/eZZ57JjBkzWLlyJX379n3HJ6i7FUJn5eWzY0EM7NaTqKZH9/NmdrqZ7WBmvc1sOzM7tRSFFLgK2L2TbRYwAvggsErSGkm5xexvkTS9xGtWhHJXwk3SmZ0muVhkse7TqFGjaGpqYu3ate3iIHW3k2Jn5eWbhNwdzynSc8jaffsKcLOZVcygneeaTcAWqeTHgbOASWa2oNj59RC6JAultJTSXUTo2AIpVF4uzEnu3EoriDhS13OpSvdN0tu4PWka8CtgspmtLvei5VJv3bdSKaYwCr3A6fhKM2bMQBLDhg0DCnfn0px55plMnTqV119/nZ133pm99947KoxIRahW921H4FygCbgFeEnSzyQdWO6FeyItLb6g5Nlnn91uJKpYFy4dX6mpqYntt98+k2NjLlzuyJEj2XbbbVm1ahVr1qxh0aJFcWg/UrdkUkpmtsTMrjCzvYDBwPW4wfteSQslfa+SQibkUJZWUr0yatSovLGvC8XfTg6j51pMzc3NTJs2rZ2PE5B3om7OTWHevHlMnDiRgQMHvrPFybCReqXkKAFm9riZnQMMBEbh0QLO627BNiSSEQIuv/xyBgwY0G4aCHSMHFAslEmalpYWXnjhBRYvXtxB2TU1NbFu3ToGDRrE1ltvzX777ceECROi4TlSt5S1GKWkg4ETgWNwP6X6Mt7UAflibbe0tLRTBiNHjmTx4sUsWrSo08Uc0/vJ8keNGsXs2bNZtmxZu5hHudZUVptVVFKReiBzS0nSbpK+L2khcA9wKPATYHczK21Vwx5AUhEVs/3kW24o7RSZrzWVLP/II48sGvOonDC4kUityBq6ZA4wF/hv4G7gEDPbyczGmdmTlRSwUSkUYTJJc3Mzw4YNe2d4P0dOUVxzzTXvhDhJK430ogK5eW6l2olisLVIvZHVJeAvwK9x/6C2ikvVDdSjS0AWkv5EAH369OmwUm2SrB7bsZsWqRYVdwmQ1BuYDyxoFIXUyCQDrDU3N3cII5sma0sndtMijUKnhm4zeytMdL2tCvJscHTmMJleaSRp0M63Km6aLHlg/VJJubjdkUi9ktXQ/Q/gQ5UUZEOls/AiEydOLLqqSJKuhACZNWsWG220EbNmzeo8cyRSQ7IqpW8A35T0SeUbLooUpFD3Kpc+ZsyYzIbmcrtgkydPZu7cuaxcubKk8yKRWpDVT2ki7o80CVgj6WV8LlwOM7OB3S1co5LushUKuF+qwTntq5SVlpYWhgwZwvz58zuM9EUi9UZWpXQ37ZVQjyXLKFbah6i7KEeRwXplNnjw4HbdxEikHsmklMzslArL0TB0pnAmT55MLuJlvbRKcsos5z7Q3coyEulOylkht0eTZWXZPn36UOlQvOUQHSUjjUAp4XD3Ai4ADgI2B/YJSyxdDNxnZlMqJ2bplOs82RUnw5zj49y5cxkyZAgDBgxo59AYHRgjPYGqxFOSdAAwE9gN+F3qvHXAF8oVoN7oipNhzvFxjz32eCcSQFfKLsUFoFx3gbjSSKTeyNp9uwSYCuyBh6NN8jAwpDuFqiVd6eLkzm1ubs7ra1Rq2aUosXKVaXd5ekflFukuss59awWOMrMpBVbInWpmfSssa0k06ty3JOWuultK17C7upRxGaVIjq523zCzTjdgOa6UwIO6rQOGhP3jgCVZyqnmNnToUKs148aNs0GDBtm4ceNqLUrFmTRpkp1xxhk2adKkWosSqTHAHOvCu5u1pTQZN24fEpLeBoaa2SOSpgHLzOyzZWvGClAPLaVdd92Vfv360draypNPxggvkZ5BtRYOuAC3Gz0a/jfgZEn3APvii1RGUowZM4bW1taqToKNtp1Io1OKS8AQ4HLcJSDXhbsfOMvMHqmYhGVSDy2l7iaL/SfadiK1ppor5D5sZiOA/sAOwGZmdkg9KqQNlSwjZdFBMtLolLOaSZuZvQBsLGmopD4VkKshqHZXKYvCKXWJ7Njdi9Qbmea+STof2MTMzg37BwF/BjYBFksaYWZPVU7M+qRSE2/TCweUEvStVCp1D5FIuWRtKZ0ILEjsX4YbvUcDLwFVWYyy3qhUVympKCodxjZ29yL1RlaXgJXAKDP7m6StgSXAiLB/NPAjM2uqsKwl0ciG7mItpUik3umqoTtrPKW1QO/w/0FAG/BA2F8KbFmuAJGOpLtpURlFehJZu29zgRMlbQqcBtxrZm+HYzsCL1dCuEYlGo8jkfLJqpQuBI4FXgNGAJcmjh2OT8qNBOJyRpFI+WRSSmY2FdgdV0x7mNm9icP30V5J9Xii8TgSKZ/MHt2NRiMbuiORRqZahm4kbQ58HRgGNAGLgRnAVWb2arkCRCKRSJKskScHA08B5wIbA/8Mf88D5kuq2EKVkvaRdKekVZJWSpohaatKXS8SidSWrC2lHwGv4IHd3omIL2knYArwY2B4N8uGpI/iES8vx1tpbwF74qFTIpHIBkhWpfQR4OSkQgIws4WSvgv8stslc64ErjWz7yfS5lfoWpFIpA7I6hLwCrC6wLG2cLxbkbQNbr96UdJ0SS9Jul/SiO6+ViQSqR+yKqXrgLMlbZxMlNQX+CZwbXcLBrwv/J0A3AAchsdvmhpsXB2Q9DlJcyTNWbp0aQVEikQilaZg903ShcldYCDwrKTb8Um42+KOk28C/bJeUNJFwLhOsh2C248A/tfMbgj/PyJpOL6k0xfTJ5nZ9cD14C4BWWWKRCL1Q0E/JUnrSijHzKxXpgv6yFlno2fP4kpvATDWzH6bOP8XwAAzO6KT6ywF6m+ZWmcrYFmthSiDKHf1aUTZB5rZ1uWeXLClZGYVWdLbzJaR4SFLWgi8AOyaOjQIeDzDdcp+KJVG0pyuOJfViih39Wlk2csls/NktTEzk3Q5MEHSY8Aj+DSXfYHmmgoXiUQqRtbIkx8BPoZHBAB4Dvirmc2ulGAAZnaVpN7AFcB78GgFnzCzRyt53UgkUjuKKiVJTcCvccdIpQ6bpHuBk8zs+cqIB2Z2GR7pckPi+loLUCZR7urTyLKXRTFD9+bAbDyA2yXAZGBhOLwT8CngHGAF8JE4/y0SiXQHxZTSJcApwEfTntyJPDsDM4EbzezblRIyEon0HIqNsH0auKSQQgIws2fwWEqf7m7BIpFIz6SYUnov8FCGMh4KeSORSKTLFFNKb5BtQYAtgNbuEadnImeKJJN0TK3lKYakLSX9WNI8SW9Kek7SdZLeU2vZ8iHpS5KekdQm6SFJB9ZapmJIOlfSbEmvS1oqqUXSnrWWq5oUU0qzgLEZyjgp5I2UzzfwFWMage3xIH/nAB/C1wQ8CLi5lkLlQ9JxwNXAxcBeeFDCOyTVc8t+OPATYD/cDWcNcJeknrNikJnl3YCRwDrgf4DeeY73DsfWAiMLlRO34huwN+73tQ1gwDG1lqmMezg81JXNai1LSq4HgZ+l0p4CflBr2Uq4h03DOzaq1rJUays2zWRaWK77e8BJku6kvUvAobhD43fNbFqXtWMPRFJ/vIXxeTN7WUq7gjUMm+GhbeqmGx+cbofiH84k0/BWSKPQH+/RrKi1INWiqPOkmV0saSbeVB8N9A2H3sRXMbnczP5aWRE3aH4KTDGz22stSLkEf7bv4S2SNbWWJ8FWQC88okWSl4D/qr44ZXM18A/c9aZH0Ok0EzO7B7hHUi+8ZSRgmZk1ig2kqpQQmmVHYDDefas5WeU2s78lztkEaMEXkTinctJ1ibQjnvKk1SWSfggcABzQk963DXaJpVpRQmiWn+CDBMkQMb3C/kwzO6AyEuYnq9xm1hrybwrcjr/knzCzVRUWsSRC960VON7MJibSrwX2NLODayZcBiRdCXwG/xDMq7U81SQqpRoR5hVukUp+HDgLmGRmC6ovVTaCLewOXCEdZmYrayxSXiQ9CDxqZp9LpM0H/mBm59ZOsuJIuhpXSMPN7F+1lqfa1G3okg0dM1uMd3veIRi6n2sAhTQNN26PBjYJ3TiA5Wb2VsGTq88Pgd9ImgU8gEcs3R635dUloSU3Fn+2KyQNCIdW1VtrtFJEpRQplaF4TCvouLLMIcDfqipNEczsluDUeT6wHfAEcLgVmTpVB3wp/L07lT4BGF9dUWpD7L5FIpG6oiIhbyORSKRcolKKRCJ1RVRKkUikrohKKRKJ1BVRKUUikboiKqVIJFJXNKRSknRKCIiW21ZKelRSs6SK+15JGi/JUmkmaXyJ5XxN0lHdKpyXu1DSjZ3k2Sn1DFdLWiLp7iBX/y5cv92zkDRa0lnlltdVwvPI3ee6EJjuVkm7Fcg/PuT9vyJlHiJpqqQXQwC55yXdIen4TmTZqJy6UkskTZd0V4Z8F0nq8qTshlRKCcYAw4Cj8UBzPwa+UyNZhgE/L/GcrwHdrpRK5Ae47CNwx73HgQuBxyQN6qZrjManz9SSqfh9HoDXkX2A+yVtk8wkd6vPBTc8UlJ6KhCSjsadG1fhz+wTuIPm8vB/pAs0ukf3P8zs6fD/NEm74C96XsUUKty7KzEVwsz+3t1lVokFKdn/GKY6zAQmSvqwbRgetssS9zlD0gLc+/xEfDpKjgOB9+GTjQ8HjqPjtJRvAHPM7OhU+o2SGv1DX3M2tAc4G+if+/qFZvtvJZ0maR7wFnBEONZP0qUhfvNb4e+4dKWStJek+0MTfbGkC+i4MGfe7pukwZJuk/SKPJ71k5LOzckGDAROSHQtbkydO1nSinDuA8oTX1rSV8N9tkmaky9PqZjZU3iMpP/EQ7Imr3dm6Cq3SVom6RcqEqo13NPJQFPiPheGYxtLulLSE5JWhe5jS6FuVarc4aGsoyXdGJ7T65JuUrZ44bnVnXdJpZ+Mh6A9HXgBj+SQZks6xmkCwMzW5UsvFUm7S5ok6bXw+8+UNDJPvhNDvWqT9JikI/J1t0oo74REeU9I+lQB+YaG6+S6ruPI/16cJelf4ZrL5fHHjyx687UOfVnOhq9HZ8AuqfSJeIXqF/YX4pNenwCOx7so78dbiPcDr+AtqxF4LKE24IpEeVvhEf/+hX8xR+MTO5/zR9fu2gaMT+zvg4fOeAyv2B8DPg9cG47vBbwITMHnku0LvD8cG4Iv3DAdOAb/Yk/GozsOTVzj9HDdXwKHAc3A88Br+Fp8xZ7hTuHcMwoc/0A4/p1E2iXA2/gy6iOBU8PzfRDole9ZhOf9F+DlxH3uFY79B97l/QxwML5U153Aq8CATuQfHq7zXOL+vwysBO5J5V0I/DaVtkc4/+JEWt/w7FrC/mUhz6DUub/GQ9ReiMcpVwl1d6N0XcmTZ4dQN58GTgBGheeyBjg0ke+wUNYfQx05BXgm1Ku7ulDen/CP92nh+S5JlbdNeE5zgWPD7zYz5F2TyHdyqC/n4/MiDwfOBU4t+oxqrWDK2VivlHYNP/IW+Au/FvhTqjK2pis4bjMw4KBU+ji8NbVN2P9+2H9vIs8mwDI6V0r3hR+pX5H76PCyhPS7cUXYO5HWK6T9Key/K5Q/JXXucUGWriqlPuH4dYn8a0koqZC+f8g3usizuBF4PsPv2gvohyuWr3eSd3i4Tvr+TwjpI1LP+aZQV3oDe+Ifl7XAkDznjgn7OcV1UeoaA/APhoXtNeA2MsRXJ5tSugp/mXdOnfc0MCuRNgt4lIRSxD+GRnslkrW8B/GPaLK8/fOUdyn+gWxKpPXHbWpJpfTTZPlZt0bvvs3DH/ZyPGjaTbh2T/J3M1uSSjsMWITbFjbKbXhIjnezfhb8sHD+s7kTzewNPNpiQST1w3/MmywERcuKpL54q2EisC4hm4C78JVDwL9+OwDpEaI/4F/ArpJriufsSYfiivCm1DN7EHg9IVdpF5GOlfSgpFdxud/Ag+XvmrGI9P1PxAPlDUulfxavK6txY/72uPJ5OJHnZLyVNhnAzObi6xqODfZIQvoS3Pb0Udx+OR1/PhMlXZdR7mIcBDxgvthr7pprgN8De0vaRNK78Rb1rRY0QMg3C/9YlVPe0DzlPYC3vpMMC+UtTuRbibeIk8wGhkq6WtKI8F50SqMbuj+NP7CVwCIza8uT58U8advg9py3C5Sbs0nkwl2kyWtPSLAF/gKnf8wsbIm3GC4IWweC3Wu7fLKY2RpJr5Rx3TQ7hr+555cbpXo6T15Y/8wyI2kUcAvwKzw0xzJcodwObJyxmPT9vyVpBb4MVJI7cAWyFnjBzNqdJw+6NwL/sPUNHwdwJX8x3jK7J3Edw1sqs8L5W4S8X5D0I+tacLYtgSfzpC/BPxabh/1eeLc4Tbp+llJevrqdTtsOmJMh3w14y/Q0vGu9WtLteCv42fTJORpdKT1h60ffCpFv5OgVvO99bIFzFoa/LwLb5jmeLy3JCvzlSr8YWXg1nHstbrvogJmtk5RTFu1kCa2X7lgY8ojwd3r4m1N0I8m/skY5ivAzwNNmdkouIXyxS1njLH3/vfGPwuJUvuVmlu9FyjEW/5CMJf96hyeTUEppzGyFpGtw28nueFe7XJbjXcQ0A/D6vAL/oK5l/cciybZ4l7Kc8grV91cT+5nei6C4rwOuC4MhH8ftkTfjPYm8NHr3rVym4C2BVWY2J8+2LOSbCewrKddqyAXLH1Ws8NBlmw6cmPji5mM161eIyZ37Bm6EHww8nE++kPV5vJmeVqxH08WPjaQP4Pa1R1gftO1OXFm+t8Aze6ZAcZDnPgP96NjVHIt/sbOSvv8xeL0udfWPk4AFuFJJb3cCR4ffnmR9SJEbNczXOi+Fe4H9U/WuF24vnG1mrWb2NvAwcEyyaylpH9a3ckst76E85e2PmwmSzAzlNSXy9Wf9h6wDZrbczG4GbsVtegVp9JZSudyEjxzdLekK3FjYGx8pOhI32rYCV+LOcdPkw/2rgbPxJaY645t4ZZgZrvE87v/yYTP7csjzT+BASZ/Em9LLzGwh7mh4HzBV0i/wSr4VbkPoZWbfDq2lCcDPJf0Stw/sgo9uvF7Cs3ifpH1xRbA1bs86He9KHZuzL5jZ/0u6FLhG0q7h3trwF+BQ4OfmK9/k45/AlpK+iDf728zscfzjMFoeJP/PuE3jK7T/KnfGHon7H4QPTtxrZunIjQUJL/LuwPmWWK0lcXxT/B6PAn6D14fFeNdzPq5cDwa+jn+MHsxw2Q8q5LGSnQAAAfBJREFU/xLtd+KtiZPwlXHH4+aJLwM7sz4yJXh39A7g1lBPtsajUy6h/YIUWcv7bijvNknX4y2fCXTsll2BhxaeFurgW8C3cHvgZrlMQaYVuBJbitsJP4vbbgtTqmW8HjYKuATkybeQPKNb4djG4Qechyub5bhhbjywUSLfELzl0oZ3CS4IP5SlyuswooIP+7fgL9mb4VrfShzfLZTdSmrEDH9Jfo/bDFbjSm0yHs41eY2v4kb7NvyFPyDc942dPJudWD96ZKFivQT8FXeT6F/gvLHA30MFXIV3U64Bdij0LPARy5tDBTVgYUh/F3AR7g/Uiiu6vTLKPzyUdRQ+uvcq/rL9Dtgqaz0Ix6/Fuy47FDjeK/z2d4X943GD+oIg95v48PhFwKadyJ0bfSu0fTjx+0/Gu2Ft+IvdYSVq3PlzfqgjT+Af1ceBial8Wcs7IU9500mMvoV8e+MjmG2hbp4X7j85+nZq+E2XhnwLcIWWt27lthgON9KQSBqO23gONbNO52X1FCQNxJXKeDP7Qa3lKYee2n2LRBqe0K28DPdrW4abH76Ft2BvqKFoXSIqpUikcVmD+1tdg4+4rsJtkedZyuWhkYjdt0gkUlf0VJeASCRSp0SlFIlE6oqolCKRSF0RlVIkEqkrolKKRCJ1xb8B/Yrs/0ibXmMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_to_use = human_variant_df_filtered\n",
    "\n",
    "save_figs = False\n",
    "\n",
    "pred_column = 'mean_delta_logodds_pred'\n",
    "true_column = 'delta_logodds_true'\n",
    "\n",
    "print(\"All human variants\")\n",
    "\n",
    "r_val, _ = pearsonr(df_to_use[pred_column], df_to_use[true_column])\n",
    "\n",
    "f = plt.figure(figsize=(4, 4))\n",
    "\n",
    "plt.scatter(df_to_use[pred_column], df_to_use[true_column], alpha=0.5, s=4, c='black')\n",
    "\n",
    "annot_text = 'R^2 = ' + str(round(r_val * r_val, 2))\n",
    "annot_text += '\\nn = ' + str(len(df_to_use))\n",
    "ax = plt.gca()\n",
    "ax.text(0.05, 0.95, annot_text, horizontalalignment='left', verticalalignment='top', transform=ax.transAxes, color='black', fontsize=14, weight=\"bold\")\n",
    "\n",
    "\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "\n",
    "plt.xlabel('Predicted Delta pPAS Logodds', fontsize=16)\n",
    "plt.ylabel('Observed Delta pPAS Logodds', fontsize=16)\n",
    "plt.title('APA SNV effect changes', fontsize=16)\n",
    "\n",
    "#plt.tight_layout()\n",
    "\n",
    "if save_figs :\n",
    "    plt.savefig('delta_usage_pred_vs_true_all.png', dpi=150, transparent=True)\n",
    "    plt.savefig('delta_usage_pred_vs_true_all.eps')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(\"All human variants with significant measured effects\")\n",
    "\n",
    "df_to_use = human_variant_df_filtered.query(\"delta_p_val < 0.0001\")\n",
    "\n",
    "r_val, _ = pearsonr(df_to_use[pred_column], df_to_use[true_column])\n",
    "\n",
    "f = plt.figure(figsize=(4, 4))\n",
    "\n",
    "plt.scatter(df_to_use[pred_column], df_to_use[true_column], alpha=0.5, s=4, c='black')\n",
    "\n",
    "annot_text = 'R^2 = ' + str(round(r_val * r_val, 2))\n",
    "annot_text += '\\nn = ' + str(len(df_to_use))\n",
    "ax = plt.gca()\n",
    "ax.text(0.05, 0.95, annot_text, horizontalalignment='left', verticalalignment='top', transform=ax.transAxes, color='black', fontsize=14, weight=\"bold\")\n",
    "\n",
    "\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "\n",
    "plt.xlabel('Predicted Delta pPAS Logodds', fontsize=16)\n",
    "plt.ylabel('Observed Delta pPAS Logodds', fontsize=16)\n",
    "plt.title('APA SNV effect changes', fontsize=16)\n",
    "\n",
    "#plt.tight_layout()\n",
    "\n",
    "if save_figs :\n",
    "    plt.savefig('delta_usage_pred_vs_true_significant.png', dpi=150, transparent=True)\n",
    "    plt.savefig('delta_usage_pred_vs_true_significant.eps')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "nbpresent": {
     "id": "65071865-31cf-4f2a-aef7-cc7e15144607"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All human variants\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All human variants with predicted log fold change >= 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pathogenic ClinVar variants\n"
     ]
    },
    {
     "data": {
      "image/png": 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YSimllFJKKeUhmmAppZRSSimllIdogqWUUkoppZRSHqIJllJKKaWUUkp5iCZYSimllFJKKeUhmmAppZRSSimllIdogqWUUkoppZRSHqIJllJKKaWUUkp5iEcSLGOMtyf6UUoppZRSSqm0LNEJljGmnjFmUIy6jsaYy0CYMWaGJlpKKaWUUkqph5k7I1h9gbLRD4wxJYAvgIvARqAV0NWTwSmllFJKKaVUWuJOglUK2OHw+HXgFvCciNQBFgIBHoxNKaWUUkoppdIUdxKsnFijVdHqAutF5Irt8XqgsKcCU0oppZRSSqm0xp0E6yLwBIAx5hHgOWCzw3ZvW1FKKaWUUkqph5I7CdF2oJMx5k/gZdu+Kx22FwX+8WBsSimllFJKKZWmuJNgBQIbgO8AA8wWkX0O218DNnkwNqWUUkoppZRKUxKdYInIXmNMKeAF4KqIrI/eZozxxVpRcH1c+yullFJKKaXUg86tGw2LyEURWeyYXNnqL4vIaBH5w7PhKaWUehh9++23GGM4evRorG0REREYYwgKCgJg48aNGGOcSv78+Xn55Zf57bff4jzGxx9/jDGGJk2auNy+bt063nrrLYoUKUKmTJkoUqQInTt35vz58wnGf/jwYXr06EH58uV55JFHePTRR2nYsCF79uxJ3BOglFIqzXIrwVJKKaVSq/Hjx7N161a2bNnChAkTOH/+PLVr1+bEiRMu28+YMQOA5cuX8++//8baPmXKFP79918GDhzIqlWr6NevH0uXLqVKlSpcv3493ljWrFnDhg0bCAgIYNmyZUyaNIkLFy5QuXJldu3alfSTVUoplWrFOUXQGBMOiJv9iYj4JC0kpZRSyn2lSpWiSpUq9scVKlSgWLFirFq1is6dOzu13bJlC0eOHOHll19mxYoVzJ07l27dujm1mTRpEnny5LE/rlGjBsWLF6dGjRosWLCANm3axBlLy5Yt6dq1K8YYe52/vz+FChVi3Lhx9uROKaXUgye+Eaz5LspBrKQsFFgFrLZ9723btiA5g1VKKaUSK1u2bACEh4fH2hYcHEy6dOn4+uuvKViwoMuExzG5ivbcc88BcPr06XiPnTt3bqfkCiB79uwUL148wX2VUkqlbXEmWCLyloi8HV2Ab7FuJNxMRIqJSEMRaSAixYAWtm3f3JeolVJKPRQiIyOJiIhwKpGRkS7bRkVFERERQXh4OCdOnKBHjx5kzpyZBg0aOLW7desWCxYsoE6dOjz22GO89dZb7NixgwMHDiQYz6ZN1mK5pUqVcvtcLl26xN69e+9pX6WUUmmHO9dgfQx8JSLfx9wgIouAqcAwTwWmlFJKlSxZkvTp0zuVjBkzumxbr1490qdPT4YMGXjyySdZuXIlCxcupHDhwk7tlixZwpUrV3jnnXcACAgIAKxRrfhcu3aNnj17UqpUKRo3buz2ubz33nuICD179nR7X6WUUmmHO/fBegqIb9L4YaBD0sJRSiml7lq8eDGPP/64U11kZKTTtVbRJk6cSKVKlQC4cOECwcHBNG/enBUrVlCjRg17u+DgYLJly2ZPkkqUKEHlypWZNWsWn3zyCV5esT97jIiI4I033uD06dP8+uuveHu78+8TPv30U+bMmcO0adMoWrSoW/sqpZRKW9z5D3EFqA1MjmN7XeBqkiNSSimlbMqWLRsrIYmIiHDZtnjx4lSsWNH+uH79+pQvX56+ffuyfft2AM6ePcuaNWto0aIFt2/f5vbt2wA0bdqUvn37sm7dOurUqePUb1RUFAEBAaxdu5bly5dTvnx5t85hypQp9O/fn48//jjehTGUUko9GNyZIjgXaGyM+dIYU8zcVcwY8xXQ0NZGKaWUSnHGGEqVKsWff/5pr5s1axaRkZHMnTsXX19fe+nbty/geppgp06dmD9/PvPmzaNWrVpuxTBz5ky6dOlC7969GTBgQNJOSAF375Hmqqxdu9be7tChQwQEBFCgQAEyZMhAgQIFePvttzl06JBTf9evX8fPz48aNWog4rx4cmhoKFmzZqV169ZO9VFRUQQHB1OzZk1y5sxJhgwZKFiwIG+++SabN2+2t9u9ezft27enQoUK8U5vdWXbtm20bduWEiVKkDlzZvz8/AgICODkyZNuPFtKqZTgzgjWAKA40B5oB0R/hOgNGGClrY1SSimV4qKioti3b5/TaoAzZszAz8+Pb7/9Nlb7ESNGsHjxYq5du0bWrFkB6N27N1OnTiU4ONjt664WL17Mu+++S7t27Rg1alSSzkXFtnDhwljTR0uXLg3A2rVradSoEcWKFeOTTz6hcOHChISEMHbsWJ555hmWLFlC7dq1AXjkkUf48ssveemll5g8eTJdunSx99e+fXuyZMnCmDFj7HXh4eE0a9aMFStW0KZNG3r27Imvry+hoaHMnz+f6tWrc+vWLXx8fNi+fTtr1qzh2WefJUOGDG7daHr27NkcOXKE999/n5IlS3Lq1CmGDBlCxYoV+fPPP8mfP39Snj6lVHISEbcK8DLwJfATsNb2/cvu9pPAMYoDHwHbgAvANWA3VgKXJTF9PPvss6KUUipt+uabbwSQI0eOxNoWHh4ugAQGBoqIyIYNGwSQ8ePHy9atW2Xr1q2ydOlSadasmQAycuRIERHZtWuXABIUFOTymCtXrhRApk+fLiIiw4cPF0DatGlj7ze6HD161GnfdOnSSZs2beyPN23aJD4+PlKhQgX59ddfnfb9/fffPfEUPbTi+90QEbl48aLkypVLqlatKmFhYU7bwsLCpGrVqpIrVy65ePGi07a3335bsmbNKqGhoSIiMm3aNAFk0aJFTu0GDBggxhhZtmyZy+MvW7ZM7ty5IyIikZGR9vrevXuLj49Pos/z/PnzseoOHTokgAwbNizR/Sh1L+7lb7BjyZcvn7z00kuyfft2p33daevKjh07pH379lKiRAnJlCmTFCxYUN588005fvy42+cI7BQP5i+Oxb2rdK2EbAWwwt393NQG6AosBWYD4UBNrJUMWxhjqohIWDLHoJRSKg3p3r27/XtfX19KlCjBnDlzeOONNwBr+p8xJtZ0r2h169alYMGCBAcH8+6777Jy5UoApk+fzvTp053aBgQEOI2CRUZGOi0fv379em7fvs0ff/xBtWrVnPb18/MjJCQkCWeq4jN16lT+/fdfxo0bF2tKXsaMGRk7diyVK1dm6tSpfPDBB/ZtY8eOZfXq1XTs2JFp06bRu3dvmjZtStOmTe1tbt68ybhx42jSpAmvvvqqy+M71rtaMCWxXN2HrXjx4mTLlk3vpaZSpfHjx/Pcc88hIvz999+MGDGC2rVrs2fPnlirubrT1tG8efPYt28f3bt3p0yZMpw+fZqhQ4dSsWJFdu/eTcGCBZP7NBMnuTK3pBSgIpDdRf3HWNlut4T60BEspZRS6sET/cn6wYMHJTw83F4iIiJERKROnTqSP3/+ePvIly+f1K1bN1b9/PnzBZAnn3xSfH195Z9//nHavm7dOgEkODjY7bjdHcFy5Y8//hBAJkyYkKR+lErIvYxg/fTTT07tjhw5IoBMmjTJXudOW1dcjeyGhISIMUYGDRqU2NMTkRQawbItXHEP+Zp0vIf9YnayM45N87GmCZZN6jGUUkoplXaVLFnS6XG1atX45ZdfOHXqFIUKFYp330KFCnHq1KlY9S1atOCzzz5j586dTJo0KdZ1TtH7+Pn5JS34e3Dnzh06d+7MY489Zr93m1KpWbZs2QDrukVPtXU1suvn50eePHlS1chufFME27moi15ex7ioN7avSU6w4hF9Neu5ZDyGUkoppVK5mPdIi16YxPpgOn5xtdm6dSu///47xhjWrVtH586dPRNsEokIHTp04Pfff2f16tX2c1UquUVGRsa6NYbjdGhHUVFRRERE2Kf99e/fn8yZM9OgQYMktU3IgQMHOH/+PKVKlXJ73+QSX4KVPsbjPMBy4G/gM2A/VlJVGugDPAa8kgwxAmCMSQcMxlq9cE4cbTpgu9nxE088kVyhKKWUUiqFubpHGkDBggXZu3dvvPuGhoby1FNPOdXduXOHdu3a8dRTT9GhQwc6d+7MDz/84LR6ZPT1HaGhoR44g8R7//33mTlzJnPnzuXFF1+8r8dWD7eYI8XxqVevntPj7Nmzs3DhQpfXVLnTNj4RERF06tSJPHny0LZtW7f2TU5xXn0pIpGOBRgOXBSRRiLyi4hcEpF/RWSziDQELgEjkjHWsUAVYLCIHHLVQES+EpGKIlLR1RCiUkqpB8PBgwdp2rQpDRo0SNSIhXp41KpVi7Nnz7Jjxw6X23/77TfOnTuHv7+/U/3QoUM5fPgwU6dOpVOnTtSsWZOuXbty9epVe5sqVarwyCOPsGzZsmQ9B0eDBg1i7NixTJkyhRYtWty34yoF1kjxjh07nMq2bdtctp04caK9zYoVK6hfvz7Nmzdn06ZNSWobn27durFlyxZmzZqFr6/vPZ1jskjsxVrARaBrPNu7YiVgybHoxVCs6YdfJnYfXeRCKaUePJcvX5ZevXqJt7e3AFKwYEH7ktjq4ZDQMu0XLlwQX1/feJdpz5kzp9My7Xv27JH06dPLBx98YK87cuSIZMqUSTp06ODUR0LLtC9fvtzl7+S9LHIxcuRIAWTUqFFu7adUUnlikYuoqCgpW7asVKpUyV7nTtuEfPjhh2KMkRkzZrhxZneRjItcuLN+aEasaYBxKWBr41HGmCBgIPAN0MnT/SullEr9IiMj+fLLLylWrBiff/45kZGRtG/fnp07d5I+fcwZ7ephljt3bubOncvu3bupWrUqM2bMYPPmzcycOZPnn3+e3bt3M2fOHHLlygVYv1tt27alUKFCBAUF2fspWrQogYGBfP311/z888/2+sDAQBo0aMBrr71Gp06dWLZsGZs3b2b27Nm89tprvPrqq0RFRQFw7do1Fi1axKJFizh8+DBRUVH2x3/88Ye9z0OHDuHt7c3IkSPtdcHBwfTt25dGjRpRrVo1tm3bZi8HDx5M5mdRqaQzxlCqVCn+/PNPj7YFGDZsGMOHD2fcuHG8/fbbSQ3V49y5D9YW4D1jzHIR2eK4wRhTDXjP1sZjjDGBQCAwA2hnyzaVUko9RDZu3EjPnj3Zs2cPAC+88ALjxo2jQoUKKRyZSq3q1avHrl27+OSTT/jwww+5ePEiuXLlwt/fn1mzZlG6dGl72zFjxrBr1y7Wr18f675ZvXv3Zv78+bRv3549e/aQMWNG0qdPz+LFi5k5cybTp09n/vz5XL9+nfz581O9enV+/fVXfHx8ADh9+jTNmzd36jP6cceOHZkyZQpgzSaKjIy0J2aA/T5sS5YsYcmSJbHOb9WqVR56tpRKHlFRUezbt8/lyn9JaTt+/HgGDhzIsGHDeO+99zwRqse5k2C9D2wGNhtjtgEHsabtlcK6Nuoa0NtTgRljBgNBwEzgXRGJin8PpZRSD5KQkBD69OnDokWLAGvxos8++4zmzZtjTMzFbNXDonXr1nHeLNpRqVKlmDlzZoLt+vTpQ58+fVxu8/b25vfff49V7+XlRUBAQILLpZcsWTJR1wi6ajdv3jzmzZuX4L5KpRYHDhzgkUceAeDChQvMmDGD/fv3O43MutM2NDSUIkWKMHjwYAYPHgxYr4uePXtSv359/P39na4Hy5Ytm9OHJykp0QmWiOw1xlQEPsVaLbCqbVMY8B3QX0SOeiIoY0xXYAhwElgLvBnjn+k5EfnJE8dSSimVuly/fp3hw4czatQobt++TaZMmejXrx//93//R6ZMmVI6PKWUUi50797d/r2vry8lSpRgzpw5vPHGG/fU1tXI7qpVqxARVq1aFWsUt0aNGmzcuNGDZ3TvzL3MurMtmZ4fa5n2f8RaZdBzQRnzLRDfx0KbROTF+PqoWLGi7NwZ1/2KlVJKpTZRUVHMmTOHDz74gDNnzgDw5ptvMnz4cPvy2EoppZQnGGN2iUjF5OjbnSmCdraEKtlulywirYHWydW/Ukqp1OW3336jR48e9ukeFStWZNy4cTz//PMpHJlSSinlHndWEcRY3jbGfG+M2W0r3xtj3jI6IV4ppZSbzpw5Q0BAAJUrV2bbtm3ky5ePb775hu3bt2typZIsIiKCr79YYqdyAAAgAElEQVT+Gn9/f7Zu3ZrS4SilHhKJHsEyxmQEfgRqYk0NPGfbVA5oBAQYY14Vkdsej1IppdQD5datW3z++ecMGzaMGzdukCFDBnr16kX//v3Jli1bSoen0jgR4bvvvmPAgAEcPnwYgL1791K1atUE9lRKqaRzZwRrAOAPjAPyiMijIvIokAcYC9SytVFKKaVcEhEWL15M6dKl6d+/Pzdu3KBRo0bs27eP4cOHJ2ty9e2332KMcVnWrl3Lzp076dChAyVLliRz5sw88cQTtGrVihMnTiSq/+DgYJo2bYqfnx/GmEStdKc8b926dVSqVInmzZtz+PBhihYtyrx582jXrl1Kh6ZUmhUVFcX06dNp1aoV586dS3iHh5w712C1BBaJyPuOlSJyCehtjCkIvAEM9mB8SimlHhB//fUXPXv2ZP369QCUKVOGsWPHUrt27fsax8KFC3n88ced6kqXLs1HH33Evn376N69O2XKlOH06dMMHTqUihUrsnv37gQX2pg1axYXLlygTp06LFy4MDlPQbmwa9cu+vXrx08/WYsM58+fn8DAQNq2bas3o1YqCQ4ePEjHjh3tN9zu3Lkz+fLlS+GoUjd3EqyCwOh4tm8AGiYtHKWUUg+aixcvMnjwYL788kuioqLImTMnH330ER07dsTb+57WWkqSp59+mqJFi8aq/+CDD2Ld5LJatWoULlyYr7/+mo8++ijeflevXo2XlzUxRG8Ce/8cPnyYQYMGsWDBAgCyZ8/OBx98QPfu3cmSJUsKR6dU2nX79m2GDx/OJ598wp07d8ibNy9jx47lf//7X0qHluq5M0XwClAknu1P2too5Za4puw4lkKFCgEQFBSEMYZMmTJx9erVWH05TgE6evTubdlat24dZ9+NGze2t7vX/n/55Rdat25N2bJl8fb2tsfryqlTp2jWrBnZs2cnW7ZsNGnShJMnTzq1iS/ekiVLJvapBWDu3LkYY2J9Yq9UcgsPD2f8+PEUK1aMyZMnY4yhW7duHDlyhK5du6ZIchWfmMkVgJ+fH3ny5OH06YQXzo1OrtT9cebMGTp16kTp0qVZsGABPj4+9OnTh2PHjtGvXz9NrpRKgs2bN/P0008TFBTEnTt3aNu2LQcOHHB5TysVmzv/3dYCXY0xq0VkreMGY4w/0AX43pPBqYdDzJWdXnvtNZ566imCgoLsdT4+Pk5t0qdPz6JFi2jbtq1T/YwZM8iaNSvXrl2LdZw8efKwdOnSWPU5c+aMVedu/+vWrWPz5s1UrFgRY4zL4wPcvHkTf39/fHx8CA4OxhjDwIEDqVmzJn/++af9DcGgQYPo1KmT074hISG88cYbNGyY+IHiK1eu0KtXL/Lnz5/ofZTyhNWrV9OrVy8OHDgAQO3atRk7dixlypRJ4cggMjKSiIgI+2NjDOnSpXPZ9sCBA5w/f55SpUrdr/BUAi5fvszIkSMZN24cYWFheHl50bZtW4KCgvSDJKWS6PLly/Tt25epU6cCUKJECb766iuqV6+ewpGlMSKSqAIUBi4CkcA2YJqtbLPVXQAKJba/5C7PPvusqLTJz89PWrVq5XJbYGCgABIQECA1atRw2nby5Enx8vKS1q1bCyBHjhyxbwsICJACBQokeOx77T8yMtL+fatWrcTPz89l/2PHjhUvLy+nfY8fPy7p0qWT0aNHxxvbRx99JIDs3bs3wfOI1r59e6lbt26iz1+ppDp8+LC8+uqrAgggRYoUkSVLlkhUVFRKhybffPONPS7HUq1aNZftw8PDpXr16pInTx65dOmSW8cqUKCABAQEeCBqFe3mzZsyYsQI8fX1tf/smjRpIgcOHEjp0JRK86KiomTu3LmSL18+ASR9+vQSGBgot27dSunQkg2wU5IpD0n0fAYROQFUBBYBZYF3baUssBB4TkRC7jXRU8od77zzDj///DOhoaH2upkzZ/LEE0945FMWd/tP7NSgpUuXUqVKFafrPwoXLky1atVYsmRJvPvOmDGDZ599NtEjAL/++iuzZs1i4sSJiWqvVFJcvXqVPn36UKZMGX788UeyZs3KyJEj2bdvHw0bNiQ13Spx8eLF7Nixw16mTZvmsl23bt3YsmULs2bNwtfX9z5HqaJF38uqaNGifPDBB1y+fJmaNWuyfft2vvvuO7enTSulnIWEhPDKK6/wxhtvcO7cOV544QX27NlDUFBQrBlEKnHcmjAuIiEi8jqQHXgca+GL7CLSUpOr1O2HH36gevXq5M2bl0yZMuHn50fjxo2dLsTeuHFjvNdBXbliXWIXEhLiVJ8uXTry589Pq1atOHXqVKxjO7b19vamcOHCvPvuu/z999/2NtHXNrm6bspVQnPnzh1EhKFDh9rrZs6cyVtvvWV/I1esWDHGjx/vtF9ERAQRERHs3r2b9u3b88wzz5A+ffpYb/5eeOEFChUqxOzZs+PtP+ZztHv37nh/Dvv27aNs2bKx6suUKcP+/fvj3O/XX3/l6NGjBAQExNt/tPDwcDp06ECfPn1cXsyv3BNzee8MGTJQpEgR+vfvz61bt+ztHF9Da9asidVPSEgIXl5eGGPs0y/c6T/mMaKvF4xeAS8sLCze85g0aRL169fnscceI0uWLJQrV46xY8cSHh5+z89NZGQk06ZNo3jx4owaNYqIiAjatGnD4cOH6dOnT6r851y2bFkqVqxoLyVKlIjVpl+/fnz11VdMnz6dunXrpkCUSkRYtGgRZcqUoUOHDpw5c4YKFSqwevVq+1LsSql7FxERwejRoylTpgwrV64kR44cfPXVV2zcuFGnRSfRPV1hLCKRwBkPx6KSyfjx4+nRowdt2rShT58+ZMmShWPHjrF8+XLWr19P/fr1Y7V/7rnnYvWTNWtWp8f9+vWjYcOG3Llzh23btjFkyBAOHDjA9u3bYy2J27p1azp27GhPbgIDA9myZQu7d+8mU6ZM8ca/efNmVq1a5RRndJITvRzvb7/9xsGDB3nnnXdYtmyZvV1wcDDdu3cH4PTp0y6X6vXz83MaqYru/6233mLmzJn079/fqf9ff/0VgCZNmtCnTx+n/YoXLx7vuVy6dMnlJ+E5c+bk8uXLce43Y8YM0qdPn+iLS0eMGMHt27fp169fotqrxIle3vvatWssXryYTz/9lGvXrjFhwgSndlmzZmXmzJmx3pjPmDGDRx55JM5r9BLbP9x9nd68eZPVq1czZMgQjh49yowZM+KMf8iQITRs2JD27duTM2dONm7cSN++fdm1axczZ850+/n45Zdf6NGjB7///jsAzz//POPGjaNixYpu95WaDBs2jOHDhzN+/HjefvvtlA7nobRu3To+/PBDdu7cCUCRIkX4+OOPadGihS4mopQH7Nq1i/bt2/PHH38A8PrrrzN27Fi9ZttDEp1gGWOeT6CJAGHAKRH5N0lRKY8aNWoUjRs3dpoG4+/vT/v27YmKiorVvlSpUlSpUiXBfp988kl7u+rVqxMeHs7AgQPZtWtXrP0LFChgr/vf//5H1qxZad26NStXrqRJkyZxHuPRRx8ld+7cDBw4kHr16sXafvLkSXbs2MGMGTOoUqUKxYoVY8uWLQDUqFGDTZs2sXfvXgDy5s3L8uXLAeuGedH/pGfNmsW4ceNi9f3OO+8wdOjQWP1HJ1j58uVL1PMUk6upUtZUYNdu377NggULePXVV8mdO3eC/R89epRhw4axePFiMmbM6HZ8Km6Oy3vXqVOHI0eOMG3aNMaNG+f0pq9JkyYsWrSIGzduOK1kNnPmTJo2bcq3336bpP7B+XXq7+/P+fPn+fbbbxk7dqzLhVsA9u7d67RSXs2aNQkPD+fTTz9l+PDhFChQIFHPw8mTJ+nbty/z588H4PHHH2fkyJG0bNkyVU0FvBfjx49n4MCBDBs2jPfeey+lw3nouLqX1eDBg2nXrp3ey0opD7h+/TqDBg1i/PjxREVF4efnx+TJk3nppZdSOrQHijsfA/0CbI6n/ALsAs4bY3YaY+p4OFZ1jy5duhTnJxKe/CTwmWeeAYi15Lgr0SNkjlMCXfHy8mLo0KHs2rWL77+PvUhlmTJlmDZtGvPmzeOdd94BsCdAAwcOBLB/op8+fXr7lKBKlSrZv3/kkUdcHrto0aJUrVo1Vv9J4evry6VLl2LVX758Oc5rPJYsWcKVK1cSPT2we/fu+Pv7U6VKFa5cucKVK1fsUyqvXLmS4DQylXjPPPMMYWFhXLx40am+SZMmGGOcfme3bNnCsWPH3BoRiat/VxLzmnK1DHn0fmfOJDwp4ebNmwQFBVGyZEnmz59PxowZCQwM5ODBg7zxxhtpPrmaN28ePXv2pH79+vj7+7Nt2zZ7iTmFt2jRotSqVcupbv/+/SxatIhFixYRFhZGaGio/fGFCxfu56mkOYcPH+b111+nYsWK/PTTT2TLlo1hw4Zx9OhROnfurMmVUh7w448/2m/wDtC7d2/27dunyVUycOfddQfgd+AGMBXoYyvTbHU7gd7AV0AxYLkxpoZHo1X3pFKlSgQHB/PZZ59x+PDhBNtHRUXZr1WKLpGRkQnuFxISAlhTORJy4sQJAHLkyJFg20aNGlG5cmUGDx4ca6Snbt26fP3111y7do3XX3+dbdu2cfbsWQAKFSpE1apVmTVrVrwjRPF55513nPp3NGfOHHx8fMicOTP+/v5s3rw5wf7KlCnDvn37YtXv37+f0qVLu9wnODiY3Llz8/LLLycq5v3797NixQp8fX3tZe7cuZw5cwZfX1+dNuhBISEhZM+enVy5cjnVZ86cmaZNmzpNu5sxYwbVqlXjySefTHL/rrjzmnK0adMmvL29rZEzEfj+e/jf/+Dxx6FyZZg9G4mMZN68eZQsWZIhQ4YQFhbG66+/zqFDhwgKCnpg7je0atUqRIRVq1ZRtWpVp9KlSxentq7+Li5YsIDmzZvTvHlzLl26xMaNG+2PXb3ulet7WfXu3Zvjx4/Tv3//B+Z3S6mU9M8//9CiRQsaNGjAyZMnefbZZ9mxYwejRo3S11hySexyg0AnIBR41MW2x4CTQEfb4wJYy7avTq7lDxMqukz7XYcOHZJy5crZl7XNlSuXtGzZUlavXu3UbsOGDS6XMAakTJky9nYnTpwQQL788ksJDw+XGzduyLp166RAgQLStGnTWMcHpH///hIeHi5hYWGydetWKVmypGTOnFlOnz4tIneXTz5y5Ih9mXbHpcXXrl0rgDRu3FgAWbVqlQCydOlSady4sQwePFhERDp16iTGGHtfU6ZMEUBq164d5zLlAwYMEOulcHeZ9vDwcBERuXTpklP/jrGOHTtWfv75Z5k5c6aUL19evL29ZcOGDfEu0/75559LunTp5NixY07Pp7e3t4waNSpW+7Nnz4q3t7d0797dZX+ubN26VTZs2OBU6tWrJ7lz55YNGzY4LRGvEif6Z37w4EEJDw+XS5cuybRp0yRdunQyYcIEe7vo19BPP/0k69atEy8vL/n777/l1q1b4uvrK1999ZX99fP111+73b/jMVavXi3h4eFy9epVWbhwoWTJkkWefvppt85rx44dkiFDBunWrZtVMWiQSO7cIjlziuTNK5Izp+zMkUOqPfqo/W9BhQoV5Oeff773J1MpEbl8+bJ8+OGHkilTJgHEy8tL2rZtKydPnkzp0JR6YERGRsqUKVMke/bsAkiWLFlkzJgx9vc4DzuScZl2dxKsg0D/eLYPAA46PP4EuJxcgSdUNMFyFhERIZs2bZIBAwZIrVq1xMfHRwAZOnSovU30G7eJEyfKjh07nIrjvZei3yDGLM8884yEhYXFOrartuXKlZONGzfa2ySUYImI+Pv7S44cOZwSrA0bNti3R7+JLV26tL2vy5cvi4+PjxQuXFjy5MkjW7dujVXatWsXZ4LlimOs0Y4fPy65c+eWEiVKyAsvvCB58uSRhQsXysKFC2Xfvn32dtevX5ciRYpI2bJl5YcffpAlS5ZI+fLlpXDhwnLt2rVYxxo9erQAsmvXrjjjSZcunbRp0ybO7SKJvw+Yci2u+yd16dLFqZ1jghUVFSVPPPGEjBw5UhYuXCgZM2aUK1euxJtgJdS/4zFilldffVVCQkISfU4nT56Uxx9/XJ5++mm5ceOGyIkTVnKVL5/Io4+KPPqoTMqWTYyt/7w5c8rUqVMlIiLinp9HpeK6l9X+/ftTOjSlHih79+6VatWq2V9nr7zyilv/Ix4GyZlgubOKoB/WVMC43LC1iXYc0CvsU4l06dJRvXp1+5LnZ86coX79+gwZMoSuXbs6Xf9TvHjxRK0CNnDgQBo1asTNmzdZuHAhX3zxBV26dGH69Omx2rZp04bOnTvj7e1NwYIFEzXlKaZPPvkk3kUlli5dyuXLl3nllVfYv38///33H7lz56ZevXosX76cyMhIqlatGms/V9eluCs0NJSLFy9y8eJFDh06BEDz5s0BCAwMJCgoCIAsWbKwfv16evXqxdtvv42IUKtWLcaOHevyWrDg4GDKli1rv77NlcjIyERN4VRJt3jxYh5//HEuXLjAmDFjmDRpEpUrV3Z5fZ4xhlatWjFz5kz8/Pxo2LAh2bNnj3e1SHf6nzhxIpUqVSJTpkwUKlTIrWke58+fp06dOvj4+LBy5UoyZ84Mq1ZBVBQ4XOtyKjISb6BHhgwM7NqV7G3bJvoYSjmKiIjg22+/JSgoiNOnTwPw4osvMnz4cCpXrpzC0Sn14Lh16xbDhg1jxIgRhIeHkz9/fsaPH0+zZs3S/HWyaUpiMzHgELANSO9iW3rgN+CwQ10g8HdyZYYJFR3BSti4ceMEkO3bt4uI86fv8XH1CbyINUri2F80QAYMGBBvn65GhVyNujRs2FAee+wxWbp0aawRrFdeeSXOKY6u4o3mOEUwKTp16iQ+Pj5J7kelPq5+P2/duiXFixeXvHnzyvXr10Uk9mvowIED9ulPP/74o4i4fv0ktn9Xx3DXpUuXpHz58lKgQAE5ceLE3Q3jxonkyGEfvZJHH5Wo/PnlTv78ItmyWdMHlXJTVFSULFq0SEqUKOE0zXTVqlUSFRWV0uEp9UBZv369FCtWzP5a69ixo1y+fDmlw0q1SMYRLHcWuRgPVAK2GmPaGGP+ZyttbYnXs7Y20ZoAO9zoXyUTVzf/BTh48CCAx+55MHz4cDJlysSQIUM80p8rH3/8MWfPnmXixIlO9efOnWP16tU0atSIDRs2xCr58+eP9/5ASfXff/+xfPly/ST2IeLj48Nnn33G+fPnmTRpkss2JUuWpGvXrjRr1szlbQaS2r+7rl+/Tv369fnnn39Yu3YthQoVurvxhRes0Su5uyCMMYb0ABkzQowV89Kiv/76SxebuI/Wr19P5cqVadasGYcOHaJIkSLMnTuXnTt3Uq9ePf00XSkP+ffff2nTpg3+/v4cOXKEUqVKsXnzZqZMmeL2wkfKMxI9RVBEJhpjcgCDgK8dNhngDhAoIl8AGGMyAv2BhJesU8mubNmy1KxZk9dee43ChQvz33//sWLFCqZMmUKLFi144oknnNofOHDA5XS1cuXKxTsNKX/+/HTt2pVRo0axa9cunn32WY+fS7ly5WjZsiVz5sxxqp89ezYRERH06tWLGjViL14ZEBDAyJEjOX78OE8++SQ3b95kxYoVwN1Ec9GiRYC1+mD0FMnQ0FCKFCnC4MGDGTx4MGDdV+zQoUPUrFmTxx57jNDQUEaNGsXZs2eZPXu2x89ZpV4NGzbkueeeY9SoUXTr1s1lmy+++MJj/Sd0U25HAwYMYMSIEZw+fZp8+fIhIjRq1IidO3cyceJErly5wrZt2+ztixUtSq4XXoBNmyBdOqtERkJEBFSoYCVgaVR4eDiBgYEMHz6cPHnycO7cuZQO6YGm97JS6v4QEebMmUOvXr24cOECGTJkYODAgfTt2xcfH5+UDu/h5u6QF5AbeBNrUYuBQCsgd3INsd1r0SmCd02ePFkaNGggTzzxhPj4+EjmzJnl6aeflhEjRsjt27ft7eJbRRCQHTt2iEjcUwRFRC5evChZs2aVhg0b2uvw4BRBEZGjR4+Kt7e30xTB8uXLS5EiReKccnLo0CEBJDAw0OkcXJWAgAD7ftHtovcTEVm6dKk8//zzkitXLvH29pacOXNKgwYNYk2NVA8OV7+f0VavXi2AjBkzJlHT9xI7RdBV/yKJnyL4wQcfCCD//POPiIiEhYXF+/qeO3euSFiYSJ8+IvnzW6sI5s0r0q2biIsFWNKK48ePS5UqVexTNUePHp3SIT2wDh8+LC1atLD/TmXLlk2GDRvmNMVVKeUZx44dk7p169pfby+++KIc2rlT5PPPRZ5/3ipjxojoFME4kYxTBI04TAd5kFSsWFF27tyZ0mEopVTac+sWXLgAuXJB5swpHc09mz9/Ph06dOC///7j8ccfZ/bs2faFftQ9+OUXmDgRjh2DkiXhvffguec4c+YMH330EVOnTiUyMhIfHx+6detGv3797mlBI6VU3MLDwxkzZoz9noS+vr6MHj2a1i+/jKlVC86dc5rqTb58sH699VU5McbsEpGEV3W7B+6sIhgdzCOAPxB9t8zjwDoRiW+FQaUeWt9//z3jx49nwoQJlCtXLqXDUSphGTNCwYIpHcU9u3HjBj169GDatGkANG7cmGnTppEzZ84UjiwNGzUKRo6E8HDw9oYjR7iyYgUjKlVi3MaNhIWF4eXlRZs2bQgKCqJgGv79USq1+u2332jfvj1//vknAK1atWLMmDHkzZsXunWDM2esv9+OzpyBwECYMiUFIn54uTWCZYxpDXwOZMO69gqsocn/gJ4iEuzpAO+VjmCp1GLgwIEMGzaMvHnzsmnTJkqWLJnSISn1wNqzZw8tW7bk4MGD+Pj48Pnnn9OpUyddUCEpTpyASpXAy8u6Ng9YeusWra9c4bLtPcRrr73GsGHDKFWqVEpGqlTaJgLLl8MXX8CpU1CiBPTqxbWMGRnQti1f/PUXAhTOn5/J33xDvfr17+4XvWCZ7TVqFxlp3YLj3DnrNazsknMEK9HPtDHmFWA6cAXoC7xkK32Ay8B0Y8zLyRGkUmnZwIEDqVOnDufPn6dWrVocO3YspUNS6oEjIkyYMIFKlSpx8OBBSpcuzY4dO+jcubMmV0m1aJH1Js3hjdu8sDAui/Bi+vRsGzCA77//XpMrpZKqXz9o0wZ++82apr1hA0vq16d05cpM+OsvvIC+Pj7sjYig3oYNd/eLioLbt10nUF5e1siz3i/zvnInlf0A615Y5UVktIistpUxwNO2bR8mR5BKxeXgwYNs3LgxpcOIV8aMGfnhhx+oXr06Z86coVatWpw8eTKlw1IeFB4ezqRJk/jwww8JDw9P6XAeOhcvXqRRo0Z0796dO3fu0LFjR3bs2KFTcj3l6tVYb86mZM/OX7lzsz5TJirnzp1CgSn1ANm7F6ZPtxKijBnB25sPwsNpfPMmf4vwnLc3O3PnZkTOnGROlw6++QaiZ2qlSwelS8OdO7H7vXPHGgnTFTzvK3cSrArANyJyLeYGEfkPCLa1Ueq+ad26NTVr1mTChAkpHUq8MmfOzI8//kjlypUJDQ2lVq1anDlzJqXDUkkkIixfvpxy5crRtWtX+32r1P2zceNGnnrqKZYtW0aOHDlYuHAhU6ZMIfP9Xpzj9m3rWoeQEDh/3lre/kFRpQrEuEVANi8vynp7YzJmhIrJMsNGqYfLokXWSJPDKNSJ8HCyAuOMYWvmzDwdnSRFj0o53rJm8OC79dGi+wsMvD/noOzcSbAMEBXP9kjuXpel1H3RuXNnALp3784333yTwtHEL2vWrKxatYoKFSpw9OhRateurW/G07B9+/ZRv359Xn31VQ4dOkSxYsX48ccfKVCgQEqH9lCIiIhg0KBB+Pv7c+bMGapVq8bu3btp1qzZ/Q/m4kXr0+czZ6zvT52Cv/6CGw/I2k/16sFjj1mrS0Zfty1y95PxatVSNj6lHgTXrjmv/gfMyZSJS8bQHUjnap8LF+5+X78+jB8P0fcxFYEsWWDsWHhZr+C539xJsP4EWhtjYn0saKsLAPZ4KjClEiMgIIDPP/8cgHbt2rFgwYIUjih+OXLkYM2aNZQtW5YDBw5Qt25dLl26lNJhKTdcvHiRrl278tRTT7FmzRpy5MjB559/zt69e3nppZdSOryHQmhoKDVq1ODjjz8GYNCgQWzcuBE/P7/7H8ytWxAaan3v5WUVY6wpdUePxnrDlCalTw8rVkDVqtZ5GWON0NWsCT/8YD1WSiVNjRrW1ECHvxneGTLcXe47Qwbn9unTW/s4euMNOHwYli2zypEj0KpVsoatXEv0KoLGmKbAQuAgMA7Yb9tUBugOlACai8j3yRCn23QVwYfL0KFDGTx4MN7e3ixevJhXX301pUOK19mzZ6lRowaHDx/mueee46effiJ79uwpHZaKx507d5g4cSJDhgzh6tWrpEuXjk6dOhEUFERuvQblvvnuu+9o164dV65coUCBAsyaNYsXX3wx5QI6dSr+1bmKFIEH6bUdGgp//w2FCoGO1irlOeHh1ocYx4+Dj4/1wUVUFFy+bCVdOXNaf2dErCnJOXPC779DtmwpHXmalSpWERSR74AegB8wGdhoK5NsdT1TS3KlHj4DBw6kb9++RERE0KxZM9atW5fSIcUrf/78rFu3jsKFC7Njxw5eeeUVrl+/ntJhKRdEhB9//JFy5crx/vvvc/XqVerUqcOePXv44osvNLm6T27evEnHjh1p1qwZV65coVGjRuzZsydlkytwfVF5NBHn6yEeBH5+1pRATa6U8qzokWJ//7vXcEZFWSNQzZvfHT2OjIQyZWD1ak2uUjG37oMFYIzJCdQDCmNdc3UMWCMiqWqek45gPXxEhG7dujFp0iSyZMnCmjVreP7551M6rHiFhITwwgsv8Pfff1OzZk2WL19OphgXk6uUs3fvXhEEWqYAACAASURBVN5//31++uknAIoXL86YMWN4+eWXdenv++ivv/6iZcuW7N+/Hx8fH0aPHk2XLl1Sx8/gzBn455/Y0+Si/7cWLw5Zs97/uJRSade5c1YpWBB8fa26s2etacd58ljXPoaEwIQJsG6ddd1V69bw1luxbzSs4pScI1huJ1hphSZYD6eoqCjeffddZsyYQfbs2Vm/fj3PPPNMSocVryNHjlC9enXOnj1L/fr1+eGHH/Dx8UnpsB5qFy5cIDAwkC+//JKoqChy5MhBUFAQXbp0Ib0udXvfiAiTJ0/m/fff5/bt25QqVYp58+ZRvnz5lA7trvBwa0GLqKi70wRFrJIxo/VJc2pIBJVSD47ff4cGDSAszFqiPfrvz1NPwY8/apKVSKliiqBSaYGXlxfTpk2jadOmXL16lXr16rF///6Ed0xBxYoVY926deTOnZtVq1bRsmVLvZdSCrlz5w6jR4+mWLFiTJ48GWMM3bp14+jRo/To0UOTq/vo0qVLNGnShK5du3L79m3at2/Pjh07UldyBda0nqJF7yZXUbbFdn18oFgxTa6UUp4lAp07W8lVxozW3yAfH/D2hj17YMaMlI5QEc8IljFmzT30JyJSL2kheYaOYD3c7ty5Q+PGjVm5ciWPPvoomzdvpkiRIikdVrx2795NzZo1uXLlCi1btmTWrFmkS+dyYVblYSLCsmXL6N27N0ePHgWgfv36jB49mtKlS6dwdA+fn3/+mVatWvH3/7N353E6lf8fx1/X7JYxg7EkheyRdRBaMBJ9/Yp8SaTGkjUSqRQioyhrdpItUilLUvpSVKJQEpLImuzr2Ga7fn+cMcxiZm5m5p4Z7+fjcR4z51zXOedzT87d/bmv7eBBAgICmDZtGq1atXJ3WMmLiYHTp50WrRw5nG6BSq5EJK39/bezNp2nZ+L3mIgIp1vyjz+6J7YsJj1bsLySKbsbcLX/YPbsbyhZjo+PD59++imPPPIIq1evJiQkhB9++IGiRYu6O7TrqlKlCitWrKBhw4YsWLAAPz8/ZsyYgcf1ZieTNLFlyxb69OkTNzFKuXLlGD16tKZcd4OoqCjCwsIYOnQoMTEx1K5dm/nz51O8eHF3h5YyDw9nVi8RkfQUHu60ViXFGGc9LXG7635ys9YWtdbe4eJ2Z0YGL5KcHDlysHTpUmrVqsW+ffsICQnhyJEj7g4rWTVr1mT58uXkzJmTWbNm8dxzz5Fdx0m629GjR+natStVq1Zl1apV5M2bl3fffZctW7YouXKD/fv306BBA4YMGYK1ltdee401a9ZkjeRKRCSjlClzdS26hKKjnfXpxO301bhka/7+/nz55ZdUqlSJnTt3ZomFfe+77z6WLl2Kr68vkydPpm/fvkqy0tDly5cZOXIkpUuXZurUqRhj6NWrF7t27aJnz54aZ+UGn332GVWqVOH777/ntttuY+XKlYSFhem/hcitwlqnm21MTPZYnDs9+flBnz7O3yk62jlmrbPouZ8f9Orl3vgEUIIlt4C8efPy9ddfU7Zs2bjWiXOZvAk9JCSEzz77DG9vb8aMGcPAgQPdHVKWZ61l8eLFVKhQgX79+nH27FmaNGnC77//zrhx48in7l0Z7uLFi3Tr1o0WLVpw6tQpmjZtypYtW2jQoIG7QxORjHAlSYiKcn5e+7tcX58+8NJLV7sKxsRAiRKwZIkz6Y64naZpl1vGwYMHuf/++9m7dy8PPvhgXFe8zGzRokW0bNmS6OhowsLCeO2119wdUpb022+/8cILL/Dtt98CUL58eUaPHk3jxo3dHNkt4vBhWLPGmQSibFmoU4etO3fSunVrtm3bho+PD++88w49e/bMHGtbiUjGiI6+OvNmQh4ezkQOcn0XL8KOHZArl2YtvQFaB+sGKMGSpOzevZsHHniAQ4cO0aRJExYvXoyPj4+7w0rWhx9+SNu2bbHWMmrUKPr06ePukLKMI0eOMHDgQN577z2steTLl4833niDLl264HW9QcKStpYsgblznQ9R0dFYHx+mHjzIC5s3c+nSJcqUKcOCBQuoWrWquyMVkWuFh8PKlbB+vdPSVKsWNGwIefKkzfWtTXoc0bXUTVjSkdbBEkkjJUuWZOXKlQQFBfHll1/Spk0bolJ6g3ezJ598khkzZgDQt29fJk2a5OaIMr/Lly/z9ttvU7p0aaZPn46npye9e/dm165d9OjRQ8lVRvnrLye5Mga8vbG+voRu2EC39eu5dOkSHdq3Z9OmTUquRDKbM2dg4EDnC5KjR+HYMfj8cxgwAE6cyLg4smkjgGR/SrDkllO+fHm+/vprAgIC+PTTT+nQoQMx1+uikEm0b9+eiRMnAtCjRw9mzpzpdK04ccLZMnmSmFGstXz22WfcfffdvPzyy5w7d46mTZuydetWxowZQ968ed0d4q3liy+cf6exSw1EWctn//yDv5cX82vWZMbAgeTOndvNQYpIIgsXwqlTTguSl5ezeXvD2bOwYEHGxaEub5JF6WtcuSVVrVqVL7/8koceeoi5c+eSO3duJk6cmKnHf3Tv3p1Lly7Rt29fOnbsiN+ePTwZEnK1QrFiUKwYlquvIRO/nDT366+/8sILL7BmzRoAKlSowOjRo2nUqJGbI7uF/ftvvH+E3h4e/NG4MTk9Pcnn6+t8K16ihBsDFJFErIV165Jea8nLCzZtcr44udnxUcY42/VaqbQGpGRhN/yv1xhTzBjzkjFmnDGmszHGLy0DE0lvtWvXjjcd+ssvv5zpp0Pv06cPYf37Y62l3bBhrLwyztBa7N69xBw6HDfT7a0y4+3hw4fp1KkT1atXZ82aNeTPn59JkyaxefNmJVfuVqJEon+ARXPmJJ+Pj/MBrUgRNwUmIsmKjEz6Gzpjrs72lxY8Pa9/HyVYkoUl+6/XGBNqjNlkjCmS4HgI8DvwFtATmAysN8bkSrdIRdJBgwYNWLhwIV5eXrzzzjuEhYW5O6QUvdasGa+1bUt0TAyrN28GwMZ+C2j27on3gdba7JtgXbp0ieHDh1O6dGlmzJiBp6cnffr0YdeuXXTr1k3jrDKDRx5xvvG+9sOYtc6Ht9KloWhR98UmIkkzBooXd57ThKKi4LbbIK0mhzLGSbKuJFoJ90WyqJS+HngUZ6bBQ1cOGKcP1VQgF/AO8DjwAVAJ6J1OcYqkm6ZNmzJv3jw8PDwYNGgQY4YPh/37Yfdu5+e5c5knS7EWzp8nrFMn/pw7l8GhoVfLjIGIy4m+WcyySdaV9VEuX3a2yEinpc5aFi5cSPny5enfvz/h4eE8+uijbNu2jVGjRhEYGOjuyOWKO++E5593vomOiYGICOe/6513Omu4iEjm1LKlk+RcO773ynjKVq3S9l5XWquujPXy8FByJVleSl/xVgYWJjhWG7gL+MBa+0rsscXGmDuB5sCwtA1RJP21atWK8+fP06FDB/r070/uqCiefeIJ54P9kSPOCukFCrg7zKvf7sXEUOaOO5Io98ge3SqsdT6MXzv5SEwMv2zcSO+XX+b7778HoGLFiowZM4aGDRu6KVBJ0X33QdWq8NNPzpcVJUtChQr6ACWSmVWsCF26OLOAXrzoPK9+ftCmDVSr5u7oRDK9lBKsgsDfCY7VBSzwUYLjXwAD0ygujDEewPNAF6A4cAz4GBhkrT2fVvcRuaL9U09xfu9eer7xBj3eeIM2jz5Krpw5nQ/7Z85AQEDadYu4GUWKwIEDzu9XPqTGNlPZQoWyR4IVFRUvubLW8vyLLzJhyhSstQQFBREWFkbHjh3VFTAryJULGjRwdxQi4oqaNaF6dTh40NkvWlQL/4qkUkqfTKKBhKu81Yj9uS7B8eNAWk50MQboBSwCRgHlY/erGmMaWmsz97zakvWEh/PcU08R4O/PngMHnOQKrs5yFB4O+fK5N0Zw+safOgXnz19NQowBvxzYu0q5NbQ0k6CbY3h4OJOmTcPLy4te3bsz4PXXCdSU6yIi6cvT05mhVkRcklKCtRe4F5gAYIzxBO4HdllrTyaomw8nybppxpgKOJNnfGatbXHN8T3Au0BrYH5a3EskTmyy0q5Zs6TLM8tAJi8v51vFo0fh8GEnroIFiSlQOMlvF7Nkd/YEf2t/f39+++kn/P39ufOOO8DX102BiYiIiCQvpQTrM+A1Y8wPwDdAB5xug7OSqFsT2JNGcT0JGGBsguPTgeHAU6SQYG3atClTr2kkIiIiIiLZT0oJ1jjgaWBi7L4B/gFGX1vJGJMH+A+JE6IbVQOIAX6+9qC19pIxZjNXuymKiIiIiIhkGskmWNbaM8aY6kBXoBSwG5iWRPfACjhTtS9Io7iKAMettZeTKPsHqGOM8bHWRlxbYIzpDHROoxhERERERERcYmxmGVdyDWPMbsDbWntnEmVzgHZAXmvt6WSukflemIiIiIiIZAabrLXB6XHhNJnf2BgThNOVsL219p40uOQFnLFeSfG7pk6KMmMCKSIZI9E4zE4ZePP34u/qvUhE0krC9za9v4i4Lj3narjhBMs4UTUBOuKMv/IBwtMorkPA3cYY3yS6Cd6O030wIonzRERERERE3MblFUmNMSWNMcOAA8DnQAOcBYCbc/1WJ1dtiI2tZoJ7+wFVgI1pdB8REREREZE0k6oEyxiTwxjztDFmNbAT6Af8HVvc0Vr7tLV2ibX2UhrF9RFggd4Jjj8L5ATmpdF9RERERERE0kyyXQSNMTVxugA+AeQBfsdJrj6I3d+ZHkFZa383xkwEnjPGfAYsB8oDvYA1aJFhERERERHJhFIag7UeOAbMBmZZa3+9UmCM8U/PwHBar/biTLv+H+A4MB4YZK2NSed7i4iIiIiIuCw1k1x440xg4ZPOscRjrY0GRsVuIiIiIiIimV5KY7AqAXOA/wI/GmP+NMb0N8bckf6hicDgwYMxxmCMYfDgwakq27JlC61ateKuu+7C19eX/PnzU758eVq2bMmiRYviXePK+dfb9u7dm/4vUkSyjWvfl4wxeHt7ky9fPipUqEBoaChr165NdM65c+cYMmQIlSpVwt/fn9y5c1OsWDFCQkJ48cUX49UNDQ1N9j0r4fukiKQs4XObcAsNDU2yXmqeb9AzfitKtgXLWrsV6G2M6YczS2BHYGjs9gvORBQimcYPP/xAgwYNiIyMjDt28uRJTp48yY4dOwgICKB58+ZujFBEbiVRUVGcOnWKU6dOsX37dmbPnk3Pnj0ZN24cxhgiIyO5//77+e233+Kdd/78efbv38+aNWsYOXKkm6IXkeSk9HwDesZvUamaRdBaG2mt/dha+zBQHHgDCAIMMMcY84kxpnUGjMsSSdbw4cOJjIzEw8ODxYsXc/78eU6ePMlPP/3EoEGDuOuuu657rrU20Va8ePGMC15EspXXX3+dmJgY/v33X6ZMmUJAQAAA48ePZ+jQoQAsWbIk7oNXhw4dOHz4MBcvXmTHjh3MnDmThx9++LrXnzlzZqL3LH27LXJzXn/99UTP1axZs5Ksl9LzDXrGb1UuLzRsrT2Ik2C9YYwJwWnVaga0AC7hTKMu4hZ//fUXAP7+/jRq1IgcOXKQM2dOatasSc2aNVM4W0QkbRljKFy4MF26dKFQoUJxLegjRozgueeei3vPAggJCaFQoUIAlC1blrJly8Z1TRKRzCel5ztfvnx6xm9RLi80fC1r7SprbRugCM4U6jvSJCqRG3THHc7wwDNnzlCmTBm6du3K7Nmz2bNnj5sjE5FbXbNmzShTpgwAFy5cYNWqVXHvWeB8u92sWTNGjhzJunXriIqKcleoIuKipJ5vQM/4LSq1Cw0XMMbUMsaUTKrcWnvaWjvBWlstbcMTcU3v3r3j+j0fPHiQqVOnEhoayl133UWdOnXYvHnzdc9NOJC0SpUqGRW2iNwiypUrF/f73r17ad68eVxX5MuXL7NkyRL69etHnTp1KFKkCBMmTLjutdq3b5/ofSu59zgRSdmQIUMSPVeLFy9O1bkJn29Az/gtKtkEyxjjYYyZAvwL/AjsNMb8YIwpkCHRibioadOmrFq1ivr16+Pp6RmvbN26dTRt2pTw8HA3RScit7qYmPjLOObKlYuff/6Zzp07kz9//nhlx44do2fPnqn+cCci7pXw+QY947eqlFqwnsNZ6Pcw8BnwO1AHmJrOcYkA4OfnF/f7hQsX4pVdu58jR4643+vXr88333zD8ePH+eKLL+jatSve3t4A/PPPP6xbty7JeyUcSKpviUQkre3YcbUnfYkSJQAoUKAAU6dO5ciRI2zYsIG333473gQ7n3zySZLXSmoAvFreRW5OUpNcNGvWLFXnJvV8g57xW1FKk1w8DfwB3GutPQdgjJkOhBpjAq21p9M7QLm1Xdt3edu2bfHKtm7dmqje2bNnyZMnDwCBgYE88sgjPPLII0RHRzN9+nTAmbZdRCSjLVy4kF27dgGQM2dOQkJCOHfuHP7+zgS8np6eBAcHExwcTN26dalbty6g9yyRrCCp5xvQM36LSqkFqyww60pyFWs84AmUSbeoRGI1bNgQHx8fAL766iuGDh3KN998w9ChQ1mxYgUAvr6+cW9kzZo146mnnmLZsmUcO3aMyMhItm7dynfffRd3zfLly2f8CxGRW5K1liNHjjBlyhQ6duwYd/yVV14hb968fPTRR1SvXp3Jkyezc+dOIiIiOH78OB9++GFcXb1niWROKT3fgJ7xW1RKLVi5gEMJjh26pkwkXRUqVIghQ4bQv39/YmJiGDRoUKI6gwcPjpv2NCIignnz5jFv3rwkr/fYY49RqVKlJMuuTI5xrUWLFqW6a4CIyLWGDBnCkCFDEh3v1asXAwYMiNv/5Zdf6N69e5LXCAwMpGfPnkmWtW/fnvbt28c79thjj2k8h0gGSO3zDXrGb0WpWQfLXmc/8adRkXTwyiuvULZsWSZNmsSmTZs4e/YsAQEBVKtWjR49esRLgIYOHcqSJUtYu3Yt//zzD8ePH8fb25syZcrQqlUr+vTp48ZXIiK3Gk9PT/z9/SlSpAg1atSgc+fO1KlTJ668cePGDB8+nG+++Ya//vqLo0ePEhERQeHChalXrx4DBgyIN5ZDRDKPlJ5v0DN+qzLWJsyfrik0JgaYD/xyzeGcwBBgGvBXglOstXZMWgd5I4wxFpzmWxG5NSVqleyUgTd/L/6u3otEJK0kfG/T+4uI64wxm6y1wely7VQkWK6w1lrPlKulPyVYIqIES0SyIyVYIjcvPROslLoI1k+Pm4qIiIiIiGRHySZY1to1GRWIiIiIiIhIVpfSNO0iIiIiIiKSSi4lWMYYP2PMS8aYdcaYI7HbuthjOdIyMGOMhzHmBWPMDmPMJWPMAWPMKGOMpocXEREREZFMKTXTtANgjCkAfANUAM4Cf+NM1V4eqAU8bYypb609lkaxjQF6AYuAUbH36QVUNcY0tNa6OgGHiIiIiIhIukp1ggW8A9wN9AEmWWsjAIwxPkAPYGRsndCbDcoYUwHoCXxmrW1xzfE9wLtAa5zp40VERERERDKNZKdpj1fRmBPAp9baztcpfw9obq3Nf9NBGRMGvAY8YK39/prjfsAJYI219pEUrqE5S0VEREREJCnpNk27K2OwfIi/4HBCG2PrpIUaQAzw87UHrbWXgM2x5SIiIiIiIpmKKwnWBqBaMuXVSZAQ3YQiwHFr7eUkyv4BgmK7JsZjjOlsjNlojNmYRnGIiIiIiIikmitjsPoCq4wxvwNTrLWRAMYYL5wxWI8DIWkUV04gqeQK4NI1dSKuLbDWTgOmxcalLoIiIiIiIpKhXEmwRuGMfxoLvGGM+RuwQEkgD7AbGG2MufYca629kaTrAlDwOmV+19S5rurVq7NxoxqyJAu5dAnWrYPz58FaMAY8PKBGDShQwN3RiYiIiGQbCXKWNOVKgnUXTkK1P3Y/X+zP07GbN1AijeI6BNxtjPFNopvg7TjdByOSOE8ka7IWfvoJzp1zkiqP2N670dHw88/QoAHkSNOl5kREREQkHaQ6wbLWFk/HOBLaADQCagIJZxGsAnyXgbGIpL8zZ64mV9d+o+Lh4SRZ+/ZBuXLui09EREREUsWVSS4y0kc4rWW9Exx/Fmfs1bwMj0gkPYWHExUdzaJ16/jt778Tl58+nfExiYiIiIjLXOkimGGstb8bYyYCzxljPgOWA+WBXsAatMiwZCPWWhavWsWrAwaw4+BBqpYsyS/jxsWvlCuXe4ITEREREZdkygQrVm9gL9AZ+A9wHBgPDLLWxrgxLpE08/333/PSSy+xfv16AO4qXJh32re/WsFap5tgsWJuilBEREREXJFpEyxrbTTOzIWj3B2LSFrbunUr/fv3Z9myZQAUKFCAQf360blsWXyMccZdgZNcVagAefK4MVoRERERSa1Mm2CJZEf79+9n0KBBzJkzB2stuXPn5sUXX6RPnz74+/tDZCQcPAinTjmzBt5xB+TO7e6wszVrndnxFy92/vxNmkBICHh6ujsyERERyYqUYIlkgBMnTvDWW28xYcIELl++jJeXF127dmXAgAEUKlToakVvbyhRwtkk3UVFwTPPwMqVcDl2QYj5851Gw6VLlduKiIiI6zLrLIIi2cKFCxd46623KFmyJKNGjeLy5cs8+eST7Nixg/Hjx8dPriTDTZ0KK1Y4PTFz5nQ2Dw/47TcYNMjd0YmIiEhWZKy1rp9kTG4gkCQSNGvt/sRnZLzg4GC7ceNGd4cht6ioqChmzpzJ4MGDOXToEAAPPfQQw4cPp1q1am6OTq6oWBGOHHEaDq8VHe0sR7Z/P/j4uCc2ERERST/GmE3W2uD0uLZLXQSNMa2BAThTpl+PRi7ILctay+LFi+nfvz9//vknANWrV2f48OE0bNjQzdFJQkeOJD3WytPTGY919iwEBWV8XCIiIpJ1pbqLoDGmGc76U17AVMAAHwKfAJHAL8Ab6RCjSJbw3XffUadOHR5//HH+/PNPSpYsyYIFC/j555+VXGVSd93lJFIJRUU5c4wEBmZ8TCIiIpK1uTIG60XgD6AKcGV0wvvW2tZAMFAG2Jy24Ylkfr///jtNmzblwQcfZP369RQsWJAJEyawfft2nnjiCTw8NNQxs+rb1xlzFXPNynrWOvvdu4OXpgESERERF7nyya8SMNtaewm48nHEE8BauxWYBvRP2/BEMq99+/YRGhpK5cqV+eKLL8idOzdDhgxh9+7d9OjRAx8N3sn0WraEXr2cMVeRkc4WFQUtWsCLL7o7OhEREcmKXPl+1hM4Efv7xdifAdeU/wl0S4ugRDKzEydO8OabbzJhwgQiIiLw9vaOm3K9YMGC7g5PXGAMDBwInTrB1187yVW9elCypLsjExERkazKlQTrIFAMwFp70RhzFKdr4MLY8rLA+bQNTyTzuHDhAuPGjWP48OGcPXsWgDZt2jB06FDuuusuN0cnN+O225z1sERERERulisJ1o9AQ66Ov1oKPG+MuYDT1bAH8HnahieSObz//vsMGDCAf//9F4BGjRoxfPhwqlat6ubIRERERCQzcSXBmgQ0N8bksNZeBF4DagKDY8u34UyEIZKtbNy4kY4dOwLOlOsjRowgJCTEzVGJiIiISGaU6gTLWrsB2HDN/jGgijGmEhAN/GGtjbne+SJZVfny5Xn11VepUqUKLVq00KyAIiIiInJdxlqbuorGPICTRB27TnkQcLe19rs0jO+GBQcH240bN7o7DBERERERyWSMMZustcHpcW1Xvor/FngomfKQ2DoiIiIiIiK3JFcSLJNCuSdX18cSAWDWrFkYY+I2Hx8fSpYsyauvvsqlS5fi6q1evTpevRw5cnD33XfzxhtvcPHixbh6oaGhFC1aNNl7fv7557Rp04YyZcrg4eFBvXr1kqy3detWunTpQvXq1fHx8cGYlP6JX7Vv3z4ee+wxihUrRo4cOQgKCqJevXp8+eWXqb6GiIiIiGQ/rkxyAZBcf8I6wPGbiEWysU8++YSiRYty7tw5Fi1axFtvvcW5c+cYP358vHrvvvsuNWrU4MKFC6xYsYIhQ4awa9cu5syZk+p7LV68mM2bN3PvvffGS+IS2rRpE8uXLyc4OBhfX1/WrVuX6nuEh4cTFBREWFgYRYsW5ezZs0yfPp1HHnmETz/9lMcffzzV1xIRERGR7CPZMVjGmOeB52N3iwPHSHqtq7xAHuB9a+2zaRzjDdEYrMxh1qxZtG/fnr/++otSpUrFHX/ooYdYu3Yt4eHheHh4sHr1aurXr8///vc/GjZsGFevffv2zJo1ixMnTpAvXz5CQ0NZuXIlBw8evO49Y2Ji4iaiuO+++/Dy8mL16tXJ1hswYADDhg0jtWMSkxIVFUWJEiWoUqUKn3+uFQtEREREMit3jsE6DeyL3QBOXLN/ZdsLfA8M5GoyJpKsatWqcfHiRY4fT77Rs0aNGgDs2rUr1ddO7Sx/aT0boJeXFwEBAXh7e6fpdUVEREQk60i2i6C1djYwG8AYswd4xVq7NCMCk+xt7969BAQEkD9//mTr7dmzB4DAwMCMCMtlMTExxMTEcPz4caZPn87OnTsZN26cu8MSERERETdxZR2sEukZiGRv0dHRREVFxY3B+vTTTxk7diyenp7x6sXExBAVFcWFCxf4+uuvmTx5MlWqVKFMmTJuijx5L730EqNGjQIgd+7cLFiwQIsQi4iIiNzCXJ3kQuSGlCtXLt5+9+7dee655xLVe/jhh+PtN23alAkTJqRrbDejd+/etG7dmsOHDzNnzhzatGnDwoULadq0qbtDExERERE3uG6CZYz5+wauZ621JW8iHsmmFi1aRNGiRTl27BijR49m0qRJ1KpVi6effjpevYkTJ1KzZk1y5MhB8eLFyZUrl5siTp2iRYvGTRvftGlT6tWrx4svvqgEKxOLjITdu8HHB0qUABdm5xcRERFJUXItWPtJflp2kVSrWLFi3CyCDRo0oFKlSvTraXyEvwAAIABJREFU148WLVrES6LKlClDcHC6TOiSIYKDgxk7dqy7w5AkWAtz58KoURARATExcNttMHw43Huvu6MTERGR7OK6CZa1tl4GxiG3EF9fX9555x0ee+wxJk2aRL9+/dwdUpqIiYnhhx9+oGRJNeJmRh9+CGFhzu9eXuDhAQcOQPv28NlnUL68e+MTERGR7EFjsMQtHn30UWrUqMHIkSOTHIuVnIsXL7Jw4cJEx0uVKkWVKlXYt28fGzZsAODEiRN4eHjE1a9RowbFihUD4MKFCyxfvhyAHTt2AMTVK168eFxL2r59+yhZsiSDBg1i0KBBAAwePJiTJ09St25dChcuzOHDh5kxYwY///wz8+fPd/XPIeksKgpGjnR+94p91zMGfH3h0iUYPx4mTXJffCIiIpJ9uJxgGWNKACFAIWCetXavMcYHKAwcttZGpHGMkk2FhYXx8MMPM2XKFKpWrZrq806ePEnLli0THe/RowcTJkzg22+/pX379vHKrtSfOXMmoaGhABw9ejTRda7sP/PMM8yaNQsAay3R0dHExMTE1atWrRpjx45lwYIFnDlzhsKFC1O5cmW+//576tatm+rXIhnj0CE4fx6s/ZfIyEi8ve+MK/P2hh9/dGNwIiIikq0Ya1M/zMoYMwLoA3jijM96yFr7jTEmD3AIGGCtzRQDUIKDg+3GjRvdHYaIZAKbNu2lQYM3OXt2Jh4efpQpcwZjnIWmIyOhQAElWSIiIrcSY8wma226DPz3cCGILkA/YCLQCIibe8taexZYCvxfWgcoInKj9u3bR+fOnbn33tKcPTsdiCEgoCNX3r6sdbZWrdwapoiIiGQjrnQR7A4sstb2NsbkT6J8C+DaYBoRkXSwb98+3nzzTWbOnElkZCQeHh48+mg7/vhjINHRpYmOdhIrgOLFoUMHt4YrIiIi2UiqW7CAMsD/kik/BgTdXDgiIjdu//79dO3aldKlSzNt2jSio6N56qmn2L59O0uWzGHVqtK0aeN0CbzzTujbFxYtgjx53B25iIiIZBeutGBdApJb9bUYcPrmwhERcd3+/ft56623mDFjBpGRkRhjaNu2LQMGDKBcuXJx9e64A4YOdTYRERGR9OBKC9bPQPOkCowxfkA7YG1aBCUikhoHDhyge/fulCpViilTphAVFUWbNm3Yvn07H3zwQbzkSkRERCQjuJJgvQPUNsbMBSrFHitsjHkYWA0UBUambXgiIokdPHiQHj16UKpUKSZPnkxUVBRPPvkk27ZtY968eUqsRERExG1S3UXQWrvSGNMNGAe0iT08N/ZnBPCstXZdGscnIhLn4MGDDB8+nOnTpxMREYExhtatWzNw4EDuvvtud4cnIiIi4tpCw9baacaYpUBLoBzOXMd/AR9ba/9Jh/hERPjnn38YPnw406ZNi0usWrVqxaBBg6hQoYK7wxMRERGJ41KCBWCtPQyMT4dYRETiOXToUFxidfnyZQBatWrFwIEDqVixopujExEREUnMpQTLGJMDuAvIA5wF/rbWXkyPwETk1nXo0CFGjBjB1KlT4xKrli1bMmjQICVWIiIikqmlKsEyxtQGhgAPJjgn0hizGhhkrf057cMTkVvJv//+G5dYXbp0CYD//ve/DBo0iHvuucfN0YmIiIikLMUEyxjzBDAH8Ab2AVtwWq/y4Mwm2Aiob4xpY639NB1jFZFs6t9//+Xtt99mypQpcYlVixYteP3115VYiYiISJaSbIJljCkETAOOAO2ttauSqNMQmAnMMMZ8b609mi6Riki2c/jwYd5++20mT54cL7EaNGgQlSpVSuFsERERkcwnpRasDkAOoI61dltSFWKnb38E+AUIBd5O0whFJFs6duwYFSpU4OTJkwA8/vjjDBo0iMqVK7s5MhEREZEbl1KC1QD46nrJ1RXW2t+NMV8CD6EES0RSwdfXl7Jly1KkSBEGDBhAlSpV3B2SiIiIyE1LKcG6G3g3lddaC/S6uXBE5FaRJ08efvzxR3eHISIiIpKmPFIoD8QZf5UaR4C8NxeOiIiIiIhI1pVSgpUDiEjltSIB35sLR0REREREJOtKKcECsOkehYjctE6dOmGMoU+fPonKZs2ahTEmbvPx8aFkyZK8+uqrcbP3XWvNmjU0btyYIkWK4OfnR9GiRWncuDHz5s1L8t4ffPABxhiqVauW6njPnTtHq1atKFWqFLly5SIwMJBatWrxwQcfpP5Fi4iIiGQyqUmwZhhjzqa0AdPTO1gRSdrFixf55JNPAJg3bx5RUVFJ1vvkk09Yt24dX3zxBQ8//DBvvfUW/fr1i1dn8eLF1K9fHz8/PyZMmMBXX33FsGHDCAoKYvny5Uled/bs2QD8+uuv/P7776mKOSIiAi8vL/r378/SpUuZP38+5cqVo127dowZMya1L11EREQkUzHWXr+ByhizGhdbsKy19W8ypjQRHBxsN27c6O4wRDLE/Pnzadu2LY888gjLly/n888/p2nTpnHls2bNon379vz111+UKlUq7vhDDz3E2rVrCQ8Px8PD+b7lgQce4Pz582zcuBFjTLz7xMTExNW74uDBgxQrVozGjRuzfPly+vbty8iRI2/4tdSuXZvw8PBUJ2oiIiIirjLGbLLWBqfHtZNtwbLW1rPW1ndlu9mAjOMpY8wCY8wuY8wFY8x+Y8xSY0ytm72+SHY0e/Zs8ubNy6xZs8iRIwdz5sxJ1XnVqlXj4sWLHD9+PO7YyZMnKViwYKLkCkiUXAHMnTuXmJgYBg8eTN26dZk3bx7R0dE3/Fry58+Pt7f3DZ8vIiIi4k6p6SKY0XyBuUBZYAHQE5gGVAPWGWOecmNsIpnOoUOHWLlyJU888QQFChSgWbNmLF26lFOnTqV47t69ewkICCB//vxxx2rWrMnXX3/NgAED2LJlC8m1cgPMmTOH8uXLU6NGDZ5++mkOHz7M119/ner4rbVERUVx4sQJpk2bxooVK+jdu3eqzxcRERHJTDJjghUF1LPWVrXWDrDWzrDWhgHVgZPAKGNMZoxbxC2utCA9/fTTADzzzDNcvnyZjz76KFHd6OhooqKiOHXqFO+//z6ffvopYWFheHp6xtUZPnw4devWZdiwYVSuXJnAwECaNWvGxx9/nOh6P/30Ezt27KBdu3YAPPHEE/j5+cWNyUqNiRMn4u3tTVBQEM899xzjxo2Ley0iIiIiWU2yY7AyG2PMp8DjwG3W2sPJ1dUYLLlVVKhQgcjISHbu3Ak4SdSdd95JsWLF4hbyvTIGK6Hu3bszceLEJK+7YcMGvvrqK3766SdWr17N+fPn6dSpE9OnT493/tSpU9m7dy933HEHAK1bt2bJkiUcPnyYgICAFOM/duwY+/bt4/jx4yxdupSpU6cyadIkunTp4vLfQkRERCQ13DYGKxMqirMu12l3ByKSGWzYsIHt27fz+OOPc/r0aU6fPs25c+d4/PHHWbduXVzSdcWiRYvYsGEDy5cvp2HDhkyaNOm647Vq1KjBwIEDWbZsGQcPHiQkJIT33nuPrVu3AsS1ktWuXRt/f/+4+zdv3pxLly4l2eKVlAIFChAcHEzjxo2ZNGkS7dq148UXXyQyMvLm/jgiIiIibpBlEixjzCNATeAja23ihXucOp2NMRuNMRuPHTuWsQGKuMGVrngjRowgb968cduECRMAEiVPFStWJDg4mCZNmrBs2TLKlClDv379OH/+fLL3CQwMpFevXgBs374dgM8//5yTJ0+ydu3aePdu3bp1vNhcFRwcTHh4OEeOHLmh80VERETcKUskWMaY0jgTX/wD9L1ePWvtNGttsLU2uECBAhkWn4g7REREsGDBAmrVqsW3336baKtSpQpz58697iQVvr6+vPPOOxw9epRJkybFHT9w4ECS9Xfs2AHAbbfdBjgJVM6cOVm5cmWie4eGhrJ27Vp2797t8utas2YNuXPnpmDBgi6fKyIiIuJuXu66sTHGE0iYBV201p5JUK8EsApnPa4m1lo1TYkAy5Yt48SJE4waNYp69eolKu/SpQvdunVj9erV173Go48+So0aNRg5ciTPPfccOXLk4JFHHqFgwYI88cQTlC1blosXL/Ldd98xatQoateuTd26dTl69ChfffUVTz31FCEhIYmuW7hwYWbNmsWcOXMYMmQIAF5eXjzzzDPMmDEDgKlTp7J+/XoaNmxI0aJFOXHiBB9//DELFy5k+PDh+Pj4pMnfSURERCQjXbcFyxhz541sLtz7DuDfBNu4BDEUB74FcgMPWWu18qhIrNmzZ+Pv70/Lli2TLH/yySfJkSNHil31wsLCOHr0KFOmTAFgwIAB5M+fnxEjRtCkSROaN2/O4sWL6du3LytWrMDDw4N58+YRFRVFhw4dkrxmuXLlqFOnDnPmzIlrQYuOjo63PtY999zDkSNHePHFF2nUqBE9e/bk+PHjLFu2jJdffvlG/iQiIiIibnfdWQSNMTE4rUYusdZ6plwLjDF+wH0JDh+y1m6PLS8GrAYCgYbW2k2uxKFZBEVEREREJCnpOYtgcl0E3yBxgvUoUAX4H7AdMMDdQAiwGfg8tTeOnahiZVJl1yRXeXFarlxKrkRE0sLevXDmDJQqBblyuTsaERERyQqum2BZawdfu2+MaQOUAKpbazcnKKuGM04q/pzQN8AY44/TLbA4MB4oa4wpm6Da/6y1mmJMRNLFH39Aly6wYwd4eYG10K0bvPYaeKaqjV5ERERuVa5McvEyMCFhcgVgrf3FGDMR6A98eJMx5cdJ5AB6XqdOfUAJloikucOHoXFjOHcOfH2dYzExMH48RERAWJh74xMREZHMzZVp2ssAR5MpPwKUvrlwwFq711prUthW3+x9RESSMn06hIeDnx8Y4xzz9HS26dPhtJY5FxERkWS4kmD9CzxuzJWPHFcZYzyAFsDhtApMRMQdVq68mlhdERm5jcuXP8PD4yK//eaeuERERCRrcCXBmg7UA1YYYxobY0oYY4obY5oAK4D7gWnpEKOISIbx93e6BF7rzJlQTp9uwZEjRZg8uRdbt251T3AiIiKS6bmSYA0H3sWZMfALYBewG1gGNAAmWmvfSvMIRUQy0DPPXJ3Y4gp//+F4etbA2tN89NF47rnnHurWrcvs2bO5cOGC+4IVERGRTOe662Bd9wRjygDNcCaiMDhJ1lJr7Z9pH96N0zpYInIjIiPhv/+FH390WrI8PCA6Gnx8YOjQX/n11+l88MEHnDt3DoDAwEDatWtH586dqVixopujFxERkdRIz3WwXE6wsgolWCJyoyIjYf58eO89OHUK6taF3r2hfHmnPDw8nI8++ohp06bx888/x51Xu3ZtOnfuTKtWrciZM6ebohcREZGUZKoEyxiTC6gNFAJWZtb1qJRgiUhG2Lx5M9OnO61aZ8+eBSAgICCuVeuee+5xc4QiIiKSUHomWK6MwcIY0w34B/gamANUiD1ewBhzyRjTOe1DFBHJvKpUqcLEiRM5dOgQM2bMoFatWpw5c4YJEyZQqVIlateuzaxZszRWS0RE5BaR6gTLGNMCmAh8C3TCGX8FgLX2GPAV8FhaBygikhXkypWLDh06sH79ejZv3kyPHj3IkycP69evp3379hQpUoTnnnuOLVu2uDtUERERSUeutGD1A7611jYHliRRvhHQCG8RueVVrlyZCRMmcOjQId5//33uvfdezpw5w8SJE6lcuTL33nsvM2fO5Pz58+4OVURERNKYKwnWPcCiZMr/BQreXDgiItlHrly5aN++PevWreO3336jR48eBAQE8NNPP9GhQweKFClCjx49+E2rF4uIiGQbriRY0SnULwLo61gRkSRUqlQprlVr5syZ1K5dm7NnzzJp0iSqVKnCvffey/vvv69WLRERkSzOlQTrN+DhpAqMMR5AS2BDWgQlIpJd5cyZk9DQUH788Ue2bNlCz54941q1OnbsSJEiRejevTubN292d6giIiJyA1xJsCYATYwxQ4F8V843xpQFPsGZUfDdNI5PRCTbuueee3j33Xc5dOgQs2bNok6dOpw9e5bJkydTtWpVatasyYwZMwgPD3d3qCIiIpJKLq2DZYwJA14FYnCSsxic2QQN8Lq1dmh6BHkjtA6WiGRFW7duZfr06cyZM4fTp08D4O/vT9u2bencuTNVq1Z1c4QiIiJZX2ZbaLga0BYoh5NY/QXMtdZmqmxGCZaIZGUXLlxg4cKFTJs2jbVr18Ydr1GjBp07d6Z169bkzp3bjRGKiIhkXZkqwcoqlGCJSHrYsQP++QdKloTixTPmntu2bWP69OnMnj07rlUrT548rFq1iuDgdPl/g4iISLaWngmWKwsNjzbGVEqPIEREMrv9+6FePXjgAXj6aahZEx57DI4fT/97V6hQgbFjx3Lo0CHmzJnDfffdx7lz5+KSLREREck8Ut2CZYyJASzwOzALmG+tPZp+od0ctWCJSFq5fBmqVYN//wVfXzAGrIWICKhQAdascY5lJGstJqNvKiIikk1kihYsnDFXw4FAYDRw0BjzuTHmv8YYn/QITkQkM/j8czhxAvz8riZSxoCPD+zcCT/+mPExKbkSERHJnFKdYFlrd1prX7PWFgdCgHnAA8DHwGFjzCRjTO30CVNExH3Wr4eLFy9w6dLnxMScjTtujNOKpSWrRERE5ApXWrDiWGu/tda2BwoD7YCfgWeB79MwNhERtzt79ixbtw7n3LninDr1KOHhb8Qr9/KCgID0u/+sWbMwxiS5rVy5Mq7en3/+yTPPPMPtt9+Oj48Pt99+O+3atePPP/+Md73w8HCKFSvGgw8+SMIu4vv27cPf35/Q0NC4Y0899VS8exYoUIAHH3yQr7/+Oq7OmTNnaNmyJSVLliRXrlwEBgZSq1Yt5s+fn6rXOHPmTFq0aEGxYsUwxtCpU6cb+EuJiIhkDjeUYF1hrb0I/AP8C1zCmbZdRCTLO3nyJIMHD6ZYsWKsWNEfa4/h5VWTnDmvfviPinJasf7zn/SP55NPPmHdunXxtpo1awKwcuVKqlWrxm+//cabb77JypUreeutt9i2bRvVqlWLl4jlzp2bqVOn8t133zF58uR493j22WfJlSsXo0ePjne8cOHCcfecNm0aUVFRNG7cmNWrVwNw+fJlfHx8eO2111i6dCnz58+nTJkytG3blvHjx6f42ubOncvff/9No0aNNPW8iIhkfdZalzegDBAG7AWigQhgCfD4jVwvPbbq1atbERFXHTlyxL788ss2d+7cFmdiH/vAAw/Yrl2/tkFBMTYw0Nr8+a3Nm9faggWt/fDD9I1n5syZFrB//fVXkuXHjx+3+fPnt7Vr17YXL16MV3bx4kVbu3Ztmz9/fnv8+PF4Ze3atbP+/v5237591lprZ8yYYQG7cOHCePXatm1rixUrFu/YqVOnrL+/v23evHmysdeoUcNWqVIlxdcYHR0d93uhQoVsx44dUzxHRETkZgAbbTrlIa5M057PGNPdGLMe+AN4FTgJ9AFut9Y+Zq39LM0yPxGRDPTPP//Qu3dvihcvzogRIwgPD6dRo0asWbOGNWvWMHnyQyxbZmjWzJk5sHVrWLXK+elO7733HidOnGDcuHH4+fnFK/Pz82Ps2LGcOHGC9957L17Z2LFjyZEjB126dOHQoUP07duXFi1a0KJFixTvGRgYSKlSpdi1a1ey9fLly4e3t3eK1/PwuKnOFCIiIpmKlwt1/wW8gcM4swjOttZuTZeoREQyyJ49exgxYgQzZ84kIiICgP/7v/9jwIABcV3wrqhVy9ncITo6mqioqLh9Ywyenp6sWrWKwoULU6NGjSTPq1mzJoUKFeKbb77h5ZdfjjueL18+xo8fzxNPPMH999+PMYYJEyakKpbIyEgOHjxIuXLl4h231hIdHc2ZM2f4+OOPWbVqFbNmzXL9xYqIiGRhrnxtuAj4D1DUWttPyZWIZGU7d+4kNDSU0qVLM3XqVCIjI2nVqhWbN29m6dKliZIrdytXrhze3t5x24MPPgjAgQMHKF68eLLnFi9enAMHDiQ63qpVK4KDg/n7778ZNmwYhQsXvu41oqKiiIqK4sCBA3Tr1o1jx47RqlWreHXGjRuHt7c3QUFB9O7dmwkTJtC2bVvXX6yIiEgWlqoWLGNMLmA7EGOtjUnfkERE0s/vv//OsGHD+Pjjj7HW4unpSbt27Xj11VcTtchkJosWLaJo0aJx+/7+/gCJZgJMyvXqrFu3jl9++QVjDKtWraJbt25J1tu3b1+8rn7+/v4MGzaMHj16xKvXpk0b7rvvPo4fP86iRYvo3r07Xl5edOzYMcUYRUREsotUJVjW2vPGmFeB59I5HhGRdLFx40bCwsJYsmQJAN7e3oSGhvLyyy9TsmRJN0eXsooVK1KqVKlEx++44w62bk2+Q8G+ffuoXLlyvGMRERF06tSJypUr07lzZ7p168bixYtp1qxZovNvu+02li5dijGGoKAgihYtiqenZ6J6BQsWpGDBggA0btyY8+fP06dPH0JDQ5OsLyIikh250kVwN866VyIiWcbatWtp0qQJNWrUYMmSJfj5+dGzZ092797NtGnTskRylZyQkBAOHz7Mhg0bkiz/+eefOXLkCA0aNIh3fOjQoezcuZP33nuPrl27Ur9+fXr06MGZM2cSXcPHx4fg4GCqV69OsWLFUp0sBQcHc/bsWY4dO+b6CxMREcmiXEmwJgHPGmPyp1cwIiJpwVrLqlWrqF+/Pvfddx9fffUVuXLlol+/fuzZs4d3332XO+64w91hpolOnTqRN29enn/+eS5duhSv7NKlS/Tu3Zt8+fLFW7x3y5YtjBgxgr59+1KtWjUApk2bxqlTp3jppZfSLLY1a9YQEBBAUFBQml1TREQks3NlFsFzONOy/2mMmQ38BVxIWMlaOyeNYhMRcYm1luXLlxMWFsb69esBCAgIoFevXjz//PPkz5/9vh8KCgriww8/pHnz5tSuXZsXXniBEiVKsHfvXsaMGcOOHTtYtGhR3GuPjo6mY8eOFC9enMGDB8ddp1SpUrz++uv079+ftm3b8sADD6Q6hkmTJrFp0yZCQkK4/fbbOXHiBAsWLGDx4sWMHDkSL6+r/6spXrw4ZcuWZcWKFXHHtm3bxh9//AE4ixbv3buXhQsXAlC/fv1s+d9NRESyL1cSrFnX/P7CdepYQAmWiGSomJgYFi1aRFhYGJs3bwYgf/789OnThx49ehAQEODmCNPXww8/zKZNm3jzzTd55ZVXOH78OPnz56dBgwZ88MEH3H333XF1R48ezaZNm/jmm28SrZvVt29fPvroI5599ll+++23ROXXc8899/D555/Tt29fTp48SVBQEBUqVGD58uU0adIkXt2oqCiio6PjHfvwww8ZNmxY3P6qVatYtWoVAN9//z333XefS38PERERdzKpmYEKwBjzYGrqWWvX3FREaSQ4ONhu3LjR3WGISDqKiorio48+4s0332T79u0AFC5cmH79+tG5c2dy587t5ghFREQkMzLGbLLWBqfHtVPdgpVZEicRkYiICObOnctbb73F7t27AWc2vVdeeYUOHTqkuuVFREREJK250kUwjjHGFwgCjllrI9I2JBGR5D3//PNMmTIFgJIlS/Lqq6/y1FNP4ePj4+bIRERE5FbnyiyCGGOqGWO+wZnwYj9wX+zxgsaYVcaYhukQo4hIPFWqVOHBBx/kgw8+YMeOHXTo0EHJlYiIiGQKrozBqgKsBY4D/wPaAw9Za7+JLf8R2G2tbZdOsbpEY7BERERERCQp6TkGy5UWrDeAQ0AF4BXAJChfBdRMo7hERNzuwAHYtg0uXnR3JCIiIpJVuJJg3Q9Mt9aG40zHntB+oEiaRCUi4kZ//AH16kG1atCwIZQsCW++CQlmFxcRERFJxJUEyw84k0x5npuMRUQyiDEmxa148eIADB48ON7xwMBAatasyfz58+Nds169ekleZ+zYsfHqvfLKK1SqVInAwEBy5sxJuXLlGDp0KBcuJFq3PJExY8ZQo0YN8ufPj5+fH6VKlaJv376cOHEizf42R45AkyawZQt4eYExTmI1Zgxcsy6viIiISJJcmUVwN1A9mfIGwPabC0dEMsK6devi7Tdv3pzKlSsz+JoMwtfXN16dH374AU9PT06ePMn06dNp27Ytly5dokOHDnF1KlWqxNSpU+OddyVRu+Ls2bO0b9+esmXL4uvry48//siwYcPYuHEjS5YsSTbukydP8vjjj1OxYkX8/f359ddfeeONN/j222/ZuHEjHh4uzduTpOnTITwcrp3p3dPT+TltGrz4ImTzdYtFRETkJriSYM0HBhpjPgZ+jT1mAYwxfYHGwPNpG56IpId777033r6vry9BQUGJjl+rVq1aeHk5bxmNGjWifPnyjB07Nl6C5e/vn+w1ACZNmhRvPyQkhAsXLjB8+HCOHz9OUFDQdc8dOnRovP169eqRM2dOunbtyq+//kr16sl9B5Q6//tf0sc9PZ3WrM2b4cFrll2PjIQVK2D7dihUCB57DAIDbzoMERERyaJcSbBGAg8BK4AdOMnVGGNMAaAwzsyCk65/uohkF15eXlStWpVly5alyfXy588PgLe3d4aem5TcuSEmJumymBjIlevq/p498J//wMmTcOGC0+r18sswY4ZzXERERG49qe5PE7ug8EPAi8BF4BJQBmfa9peAptba63wsEZHsZs+ePQQmaKr59ddfCQgIwNvbm0qVKjFjxozrnh8VFUV4eDgrV65k9OjRdOjQgYBU9r2LioriwoULrF+/ntdff52QkBAqVap0U6/niqefdsZeJVzBIiIC/P2halVnPyYGWrSAw4fBw8NJzLy8nPFaHTvC/v1pEo6IiIhkMS4NWLDWRllrx1hrg621uay1Oa21la21o6y1UekVpIi4X3R0NFFRURw9epQhQ4awceNGWrVqFVf+wAMPMHbsWJbfOgOwAAAgAElEQVQuXcrChQspXbo0nTp1IiwsLNG1tm7divf/t3fv8VLV9f7HX2+uigJeQEVRERGh1LLI1DqJHTU1xTQ5RaiZmqWpYXkpLSRvKCeviHnMcwI8Ul5K0o7pL0vwLqB5twwFLyiChch1y2Z/fn9818AwzN57Nntmz96b9/PxmMfsWeu71nzX7DUz6zPf7/fz7dyZ7t27c/DBB3PwwQdz8803l1SPpUuX0rlzZzbbbDP2228/dtxxR+6+++6yHecxx8A++0BtLdTUpPsVK1IXwZtuWjse68kn4Z13oGCoGp07p20mTSpblczMzKwNaUoXwXpJ6hoRNeXYl5m1TpvkZX3o0qULo0aNYuzYsWuWXXzxxeuUP+qoozj66KO57LLLGDVqFJtvvvmadQMGDGDmzJksW7aMxx9/nLFjx1JbW8ttt93WaD26devGzJkzWblyJX/961+57LLLOPLII3nwwQfXjBFrjs6d4Xe/g1tvTV39PvgA9tsPzj4b9thjbbk33kitXMXyatTVpVTvZmZmtvEp+WpE0mHAZyNiTN6y04ErgG5Z8otvRsSqstfSzKruySefpGPHjmy55ZbstNNOJY15GjFiBFOnTuWFF15gv/32W7N8k002YciQNHn6AQccQJ8+ffjWt77FmWee2WiSjA4dOqzZ9vOf/zx77rknBx54IHfddRdf//rXm3GEa3Xpkrr5nXxy/WV23DElvYhI9/kkGDiwLFUxMzOzNqYpP/eeCyzIPZA0GLiOlL59DvA1YAZwbdGtzaxN+/SnP93kFqLIBjKpMAIpkAuYZs+e3WiA1dC2LWn//VPWwLfeWjele21tGot14oktWh0zMzNrJZoyBmswMCvv8ddIyS72iYjDgNuBb5axbmtIOl1SZLf6czibWasyZcoUNt10U/bcc88Gy02fPh2AXXfdtcnP0Zxtm6NDB7jrLujVK3UJXLYsJcKQ4Be/gILpv8zMzGwj0ZSfo7ckZQzMOQj4S0R8mD2eBhxepnqtIWl7YCywFNi8keJmVgWPPPIIV1xxBccccwz9+vVj8eLFTJo0iXvuuYcrrriCzbLc5s8//zznnHMOw4cPp3///tTU1PDwww9z3XXXcdhhh63TjfDkk09m0qRJ1Nam/DmLFy/m0EMPZeTIkey2225IYsaMGVx99dV84hOf4Jhjjmnx495tN3jhBfjDH9J9nz4pSUbv3i1eFTMzM2slmhJgvQ/sDCCpO/AZ4MK89Z2BjuWr2hoTgNeBF4HjKrB/M2umPn36UFdXx+jRo3n//ffXpGmfMmUKI0aMWFNu2223pVevXlx++eXMnz+fbt260b9/f37+859zyimnrLPP1atXs3r16jWPN9lkEwYPHsz111/PvHnz6NSpE/369eOHP/whZ511Fl0L0/m1kK5dU7r2r361Kk9vZmZmrYyicLKX+gpKdwKfB84EDgNOBPaMiJez9dcAX46Isg3tlnQ0cBewH3A6qQti74h4v8ENgSFDhsSsWbMaK2Zm1iy1tfDggylr4DbbwJFHQo8e1a6VmZmZNUTS0xExpBL7bkoL1kXAQ8Ad2eNJecGVgKOz9WUhqQdwA/BfETEjy1hoZtZqzJ2bAqqFC2HlytSadc458KtfwaGHVrt2ZmZmVg0lB1gR8XKWOfBzwOKIeDhv9RbANaRxWOVyJSkJx49L3UDSqcCpADvttFMZq2Jmtq4IGD4c5s1LWQS7dUvLV61KGQRnzYK+fataRTMzM6uCpmQRJCL+FRH3FgRXRMSiiLguIp4rR6Uk7Q98B/hBRCxuQv1ujoghETGkt0eZm1kzrVwJixalYKrQU0+lFO2FQ786d07dBidNapk6mpmZWevStEltWJPV70igf7bodeAPETGvifvpCBRGQSuy2y+BByPi102tn5lZc737Lpx/Ptx3X3rcuzdceCGMHLl2UuE5c1Lg1aHIz1R1dfDSSy1XXzMzM2s9mhRgSfop8BNSxsB84yVdFhE/a8LudiRNUJxvEvAcMAj4oaQBeeu6Z/e7SOoREa834bnMzErywQfwxS/C/PmpdUpKY6zOPjslsli5EmbPhp49UyDVocPaoCtHggEDiu/fzMzM2reSAyxJZwA/A2aSxlu9DAj4GHA2MFrSPyPihhJ3OR84uGDZO6QxVB2AP9az3QxgGZ4Ty8wqYNIkeP992HTTtcu6dIGlS+GKK6B797WtVh9+mMp17762bG0tdOqUxmGZmZnZxqcpLVhnkoKbz0dEbd7y5yTdBTyWlSkpwIqIlcCDhcsl/Qp4tMgm3wOGAicBi5pQbzOzkv3+96llKt/q1bBsWfq7U6cUcEHqIrhkSQqyamrS+KuOHWH8eOjfHzMzM9sINSXA2gm4sSC4AiAiVkm6DbiiuRXKEmWslyxD0hHZn/eWMg+WmVlT5BJZdCwyXfqKFWl9YVfATTdNQdXhh8Py5dCvH/zgB7DddhWvrpmZmbVSTcki+CZrx0EV0z0rY2bWZrz+OpxwQkpksfXWabxVXd26mQPzH3fuvO7yDz6A3/4WHn0UJk9O81+9+GLLHoOZmZm1Hk0JsG4AviOpT+EKSTsA3wXGl6tihSLixIiQW6/MrFzmzoUDD4R7701d/7p2TcuWLk0tUrW1a7sLStCjx7qtWIsWpTK5LoMSvPkmHHFEWmdmZmYbn3q7CEo6oWDRYuA94G+S/hf4GxCkJBcjgVeBDytUTzOzshs7dm2iipxu3VKg1LNnul+yBD7zGXj11XW7Cn70UZpUuGPHtXNhSWnS4WXL4Lbb4IwzqnNcZmZmVj2KYjNoApLqSAGUihYoLiKiyAiGljdkyJCYNWtWtathZq3Y9ttDbe1qOnRYSYcOm61ZHpECqDlzUqsVpADr61+Hd95JgdTy5Sng2mqr9efCWrkydRWcMqUFD8bMzMxKJunpiBhSiX03lOTiwEo8oZlZa7B06VKWLr2FZcuuJuJf9O79Nzp27LtOmfxsggMHwtNPw8yZMG9emifr4ovXT3wBKUDrs15najMzM9sY1BtgRcT0lqyImVlLWLBgAePHj2fChAksWZIGSnXq9EmktTl8amrg4x+HLbZYd1sJ9tkn/f3RR2lerGXL1o7BghSUde4Mxx1X6SMxMzOz1qgpSS4AkNRNUh9J3SpRITOzSpg9ezannXYaO++8M5deeimLFi3iU5/an622+j2bbfY0Uk8iUve+zp1T8NSQLl3SpMSdO6eArKYmdRmsq4Mzz4S9926Z4zIzM7PWpaQAS1JvSeMkvQYsAd4Glkh6LVu+TUVraWa2gWbOnMnw4cMZOHAgN910EytXrmTYsGE8+uijPP30Yzz66DC++MUO1NSk4OpTn4KpU+Fzn2t830OHwhNPwGmnwZAh8NWvpomKf/rTih+WmZmZtVL1JrlYU0DaF5gKbAOsAv5OyijYA9gd6ELKLviViHiqorVtAie5MNt4RQQPPPAA48aN46GHHgKgc+fOHH/88ZxzzjkMHjx4vW1WrUqtT7mMgGZmZtZ+VSvJBVnL1L1Zue8BEyNiRd76TYFvApcD90raIyIWVKKiZmaNWbVqFbfffjvjxo3jhRdeAKBHjx5897vf5ayzzmKHHXaod9v8CYTNzMzMNlSDARZwDqmlar+IeKZwZRZs3SRpBvA48EPg/LLX0sysAUuXLuWWW27h6quv5q233gKgT58+jBo1iu985zv07NmzyjU0MzOzjUVjAdaXgVuLBVf5IuKZbPLhI3GAZWYtJD8j4KJFKSPgoEGDOPfccxk5ciRd3d/PzMzMWlhjAVY/4JoS9/UUMKJZtTEzK8Hs2bO56qqrmDhxIitXrgRg//335/zzz+eII46gQ+HMv2ZmZmYtpLEAazVQ6siETll5M7OKmDlzJuPGjeO3v/0tuQQ9w4YN47zzzuNzpaT9MzMzM6uwxgKsfwAHAr8oYV9DgdnNrZCZWb5cRsArr7ySadOmAY1nBDQzMzOrlsYCrKnARZIOjYj76ysk6UvAMcDPylk5M9t4NScjoJmZmVm1NBZgXQucBEyVdDVwS0S8nlspqT9wCnA2afLh6ypVUTPbODgjoJmZmbVlDQZYEbEka526F/gRcL6kJaydaLgHIFLXwGERsaTC9TWzdmrBggVcf/313Hjjjc4IaGZmZm1WYy1YRMSrkj5Jaqk6Fvg40Af4EHgE+B2pZWt5JStqZu3XLbfcwhlnnEFNTQ3gjIBmZmbWdjUaYMGaCYXHZzczs7J67LHHqKmpcUZAMzMza/OUS3Xc3gwZMiRmzZpV7WqYWQlqampYsmQJvXr1qnZVzMzMbCMg6emIGFKJfZfUgmVmVkldu3b1GCszMzNrFzy4wczMzMzMrEwcYJm1QxMnTkQSs2evP/d3bW0tkhgzZgwA06ZNQ9I6t+22247DDz+cGTNmrLNtU8rW54ILLuCQQw5h6623RhITJ05s7uGamZmZtRoOsMwMgOuvv54nnniCxx9/nPHjx7NgwQIOOugg5syZ06yyhcaPH8+KFSs44ogjKnEYZmZmZlXlMVhmBsDgwYPZd9991zzee++92W233bj//vs57bTTNrhsocWLF9OhQwdmz57N5MmTy3sQZmZmZlXmFiwzK6pHjx4ArFq1qqxlPa+VmZmZtWduwTJrx1avXk1tbe16y4qpq6ujtraWiODtt9/mggsuoFu3bhx55JHNKmtmZma2MXGAZdaODRo0qOSyX/rSl9Z53LNnT+6880522WWXZpU1MzMz25g4wDJrx+6++2769u27zrLVq1evM34qZ8KECeyzzz4ALFy4kEmTJjF8+HDuu+8+DjjggA0ua2ZmZrYxcYBl1o7tscceDBgwYJ1lhV0GcwYOHMiQIWsnND/00EPZa6+9OO+883jqqac2uKyZmZnZxsSjzc2sKEkMHjyY559/vqxlzczMzNozB1hmVlRdXR0vvfQSvXv3LmtZMzMzs/bMXQTNDIBXXnmFzTffHEjjqiZPnszLL7/MuHHjNqjsG2+8wa677sro0aMZPXr0muXTp09n4cKFzJ8/H4BZs2at2dexxx5bseMzMzMzawkOsMwMgLPOOmvN31tuuSW77747U6ZMYcSIERtUNiJYvXo1dXV162x70UUXMX369DWPJ0yYwIQJE9ZsY2ZmZtaWqb1e0AwZMiRmzZpV7WqYmZmZmVkrI+npiBjSeMmm8xgsMzMzMzOzMnGAZWZmZmZmViYOsMzMzMzMzMrEAZaZmZmZmVmZOMAyMzMzMzMrEwdYZmZmZmZmZeIAy8zMzMzMrEwcYJmZmZmZmZWJAywzMzMzM7MycYBlZmZmZmZWJg6wzMzMzMzMysQBlpmZmZmZWZk4wDIzMzMzMysTB1hmZmZmZmZl4gDLzMzMzMysTFp1gCXpy5IelLRI0nJJr0q6odr1MjMzMzMzK6ZTtStQH0kXAWOAB4CLgOXATsBeVayWmZmZmZlZvVplgCXpIFJwNToiLqlydczMzMzMzErSWrsIXgAsAMYCSNpcUmutq5mZmZmZGdAKAyxJmwFfAJ4CTpY0D1gCLJX0G0nbVrWCZmZmZmZm9WiNXQQHAB2BfYFDgCuA54B/A74P7CVpSEQsL9xQ0qnAqdnDGkkvtkyVrRXrBbxf7UpY1VXzPPA52Dr4/2Dg88DM1tq9UjtWRFRq3xtE0ueBR7KH346IW/LWjSElvDg9In7RyH5mRcSQilXU2gSfBwbVPQ98DrYO/j8Y+Dwws7Uq+XlQtS6CkjpK2q7g1hNYkRWpA24t2GxSdj+0peppZmZmZmZWqmqOwdoReLfgdh3wdrZ+UUTUFGzzbna/ZYvU0MzMzMzMrAmqOQZrPnBwwbJ3IuI9SW8CO0rqVjDWqm92v6CE/d9cjkpam+fzwKC654HPwdbB/wcDnwdmtlbFPg9a3RgsAEmXAhcCP4iIa/KWXwX8ABgZEVOqVT8zMzMzM7NiWmuA1YOUpn0gKbp8Dvg8MBL4C3BIRKyuXg3NzMzMzMzW1yoDLABJvYBLgKNIaVXfBn4NXBIRK6tZNzMzMzMzs2JabYBlZmZmZmbW1lQzi2CzSRojKeq5nVOkfAdJZ0v6m6SVkt6SdJWkzapRf2s+JcdJ+o2k2ZKWS3pT0j2SPlvPNvWdM0tbuv5WGdV+r0vaStLPs3NypaSFkh6S9G8t8fwbE0kDJV0s6cnsdV4i6VlJFxb+v5v6nWFtS1M+2yXtLmmqpEWSlkl6RNIXq1FvM9twkn4s6U5Jr2fv97mNlP+spAez74oPJd0v6ZP1lN1e0uTsu2WFpFmShpdSr2pmESyns1l/Zvani5S7BjgLuBu4ChicPd5b0kERUVfRWloldCXNl/Ys8BtgDtAH+C7whKQTIuJ/i2z3COtnj1lVyYpai6rae13SzsA0YHPgv4FXgZ7AXsAOlXrejdhJwPeAe4DbSO/jA4FLgf+QtG9ErCjYptTvDGt7Gv1sl7Qr8DhQC4wDFgPfBh6QdFhEPNgSFTWzsrgc+BfwDLBFQwUl7Uv6fp4HjM4WnwE8Imn/iHghr+xWwKPANsDVpKFK3wDukHRSRPyqwedqy10EJY0BLgJ2iYi5jZT9OPACcHdEfDVv+ZnA9TgzYZskqRPwuYiYXrB8W+AlYDXQJ/+CWlIAkyLixJasq7WMar/XJT0C9AP2iYh3GyluzSRpCPCPiFhcsDyXjfbMiLghWzaGEr8zrO0p9bNd0h3AV4FPR8Sz2bLNSd8ZK4FB0ZYvjsw2IpL6R8Tr2d8vAptHRL96ys4ABgGDI2JetmwH4BXgyYg4JK/sOOBcYFhE3Jst6wg8AewK7BwR9fZ8atNdBPNJ6pFdbNdnBCDg2oLlvwSWA8dVqm5WORFRWxhcZcvfA6aTfnnYpti2krpkX6rWvlTtvS7pC6SMp+Mi4l1JnSV1q9TzGUTErMLgKnN7dr9Hse1K+M6wNqqhz/as2+gwYFouuALILpRuIWUv/kyLVNTMmi0XXDVG0gDSe/vOXHCVbT8PuBM4SNJ2eZt8A3gtF1xlZVcD44GtgMMber72EmA9T2riXynpcUmHFSnzGaAOmJG/MMtI+Cz+QG2P+gIfAR8UWXcs6WJ7iaQFksZL6tmitbNKqeZ7PfeB+6ake4EVwDJJr0ryjzgtKzcx/XtF1pXynWFtU2Of7XuRupY/UWTbJ7N7Xw+YtT+593V9730BnwaQ1IfUpf/Jesrm76+otv7r3QekvtaPA4uA3YFRwP9l/SMn5pXdHng/ImqK7GcesL+kLhHxUYXrbC1A0uHAPsCtRdL6zyD9WjEb6EG6KD4DOCDrg+tkF21bNd/ru2f3vwT+AXyTdDH3A+BWSZ0b67dtzZd14xhNGmOT3x20Kd8Z1vaU8tm+fVZ2XpHtc8s8VtKs/WnKe7/ZnxNtOsCKiMIuQEj6H+BF4BpJd+VdLHcDil1wQepznSvjAKuNk7QbKfHFPOCHhesjojC74GRJzwOXAd/P7q3tquZ7vXt2vwQ4MBfESbobeB24XNIkJ9SpuGuBfYELIuLvuYVN/M6wNqbEz/Zcl91inxH5nw9m1r405b3f7M+JVt9FUFJHSdsV3OrtyhUR/wRuImUS2T9v1XLSL8nFbJJXxlqhUs8DSbsAfwYCOCwiFpb4FP9JuuD+cvlqbVVSzfd6Llvdr/NbyCJiESnL3XasbeWyCpB0CanV4uaIGNtY+Qa+M6x9KPxsz733i31G+FrArP1qynu/2Z8TrT7AAnYE3i24XdfINnOz+155y94Bekkq9mLtQOpS5Nar1qvR80BSP+AhUnrsg/PTbTYmIlaRnSPlqa5VUTXf629n9/OLrMtlFNyyQs+90cuyBP4E+BVpqoZSzc3u/f5vZ4p8tr+T3Rfr3pNbVqxbkJm1bU157zf7c6ItdBGcDxxcsOydYgXz7Jbd5w9ungkcQhqX80huoaRNgE8CDzevmlZhDZ4H2dxDD5HmGzooIv7alJ1n50Ffig9otLalmu/1GaQL+75F1uWWLajg82+0JF1ESsE+GTiliWm2i31nWDtQ5LP9BVK3n/2KFN83u5/VAlUzs5Y1M7vfj5QxNN++pJ5PTwNkWYDnsfYzobAsNPI50epbsCJiZUQ8WHB7WVKnerqI7QicBvyTNJA553bSizeqYJNvk/pR3lahQ7AyqO88gHUmdt0SOCQi6p0wVNLW9ay6hPSDw731rLe2o5rv9amk8VfH5aeJzjISfYU0X9PsCj7/RknSaGAMaezlt4qNcduA7wxrQ0r9bM/G2N0LDJX0ibztNwdOISWnmVFkP2bWhmXfvbOA4ZJySSzI/h4O/CUi8nuf/BrYVdKReWU7AmeSEibd19DztdmJhiVtAcwhXdC8wtqMUKeQuoiNiIg7C7YZT+qbfzfphRkMnAU8BnzRA8/bHkndgeeAXUhzExT7YvxTNi8Wkq4h/frwEPAm6Vw5HDgQeIqUmGBFkX1YG1LN97qkU4H/Ik1a+j9AF9IFfB/giIj4f5V67o2RpO8BN5Dezz8lpejP915E/GlDvjOs7WjKZ3s2H84MYBVwDfAh6QeYPYEvR8QDLX4AZrZBJB0P7Jw9PJP0nXtV9viNiLg1r+z+pM+It0nXjLlttgU+FxHP5ZXdmtSitTVwNalL4AhgKKmXxH83WK82HGB1BSYAnyU1/28OvE+6gBoXEetdaGeR5yjgVKBfVv52YLQzR7VN2birOY0UOzAipmXljwJOJ00+ujWwmvSL5R3A1UVSulsbVO33uqRjgPNIF2x1pHk3fhYRj1X6uTc2kiaS0uHXZ3pEDN2Q7wxrO5r62S5pMHAFcADpguwZYExEPNiS9Taz5pE0jfQ+LmZ6RAwtKL8fcCnpuyBIPRd+HBHPFNn3DqTPicNI3xkvA1dGxO2FZdfbtq0GWGZmZmZmZq1Nqx+DZWZmZmZm1lY4wDIzMzMzMysTB1hmZmZmZmZl4gDLzMzMzMysTBxgmZmZmZmZlYkDLDMzMzMzszJxgGVmZmZmZlYmDrDMzNoYSZFNsFtq+bnZZIztQlOPv4n7niZpbiX2bWZmGwcHWGZmTSRpaHaRn39bKulpSd+X1LEKdRoj6Sst/bxtkaRRkk6sdj2KkdQv+19+stp1gTXBef55/lG27BZJOzaw3TNZ+Zsa2f9Rkv4saZ6kGknvSHpM0pWSti7/EZmZVZ4iotp1MDNrUyQNBR4Cfg3cBwjYHjgRGAT8MiJOreDzbwKsjohVecsCmBQRJxYp3xWIiPioUnVqSQ0da4nbzwXmRsTQIuu6kL4ba5pTxw2Vd259KyImVqMO+bLXqiPw42xRd2AoMByYD+wVEe8XbPNJ4K/Aa0BvYLuIWFFk31cBPwCeA+4A3gN2APYGDgP2jYhny35QZmYV1qnaFTAza8OeiYj/zT2Q9AvgFeAUST+NiPcq8aQRsbKJ5asSLDRGUveIWFLteuRrL0FomS3OP8+BX0haAJwBfAv4z4LyJwOLgW8CjwLHArfmF5DUBzgbeAL4QkTUFqzfAliFmVkb5C6CZmZlEhEfki4YBfTPLc+6fd0q6b2sG9Rrki6X1C1/e0lbSbomW79S0j+zbofnFpRbMwYp23euK8I387tz5ZUvOgZL0ley7lhLs9tjko4qUm5uNjZpkKT/k7RE0mJJd0narpTXJje2SVL/bLt/AR/mrZek07LjXZ49x0OSDixx/1+TdI+kN7PX+H1JUyXtVfjaATsDBxR0feuXX8+88rdn3eJ6FXnO3bNtry1Sl0ezY1gu6SlJx5ZwDCeSWq8AfpVXt2l5ZTaTNDY7R2okzZc0WdLOJb5OY7J9flzS9dn2K7I6/nsp+8g8kN0PKNh/V2AkcEdEPAY8Twq4Cu1Kep88XBhcAUTEBxGxrAn1MTNrNRxgmZmViSSx9oLz/WzZzsAM4D9IXQrPBp4mdbn6o6T8ngR3kloF/gicCVycbTu0gaddCByf/f1I9vfxecvqq+vpwN3AVsClwCXZ31MlFeveuAMwDXgTOBeYAhwDTG7oeQpsDkwHaoELgTF5624FbgBmA+dl63oCf5I0rIR9nwEEcDPwPeCXwL8Bj0naLa/c8aT/zd9Y97VaWM9+JwGdga8XWXdCXhkAJF0K/AZYAvwU+BGwHLhT0vcaOYaHgcuzv2/Oq9tl2b47kQKbHwHPkM6lX5POrack9W1k//kmA/sCVwJjgb7A/ZIOKnH73Gv6fsHyY4AtWfuaTAK+IGnXgnKvZ/dHZq1ZZmbtR0T45ptvvvnWhBsp4AlgNNCLNM5kL9JFfQBP5JW9LVt2eME+/jNbfnL2uGf2+MYSnj+AiY0ty1s3F5iW93hLYCkpmOmRt7wHadzMEmCLgu0D+I+C/U7Ilg8qoc7TsrKXFll3dLbu1ILlnYBZwByyMcMNHP9mRfY7GKgpfE0LX48i9Zyb97gj8C4wo6CcgDeA5/OWfSqr2+VF9juV1GLXvcRz68Qi676drRtXsPzL2fJbS/g/jMnKPgV0yVveNzsnXinyWr2Snee9gF1I3QI/IHXh26Og/J+A2XmPt83KXVakLr/I6lJDCrzHAV/NP/d8880339rizS1YZmYb7meklo8FpIH6JwH3AF8BkNQBGAb8NSLuK9h2LFBHCi4AVpAuND+b665WQQcDmwHXR+rWCKzp4jie1NJU2JLxTkTcUbDsL9n9AEr38yLLjiMFdVMl9crdgC2Ae4F+rG0xKSqy7mRZV8Me2fYLgb8Dn21C/Qr3u5oUJH9G0qC8VUOBnchrvSJ1jQtgUv5xZHW5h5QgYr8NrQvpXKkjnTv5dfw/4FngqOycK8U1kTfeLCLeJh3nIEmDC8oOIr2WC0ktT/9Dark6KiJezBXKztt/J+81iTQO8X5S99XC7JqnkxLDPEH6H50L3AW8q9SF1tcoZtYmOcmFmdmGu5nUrS+AZcCrEfGvvPW9ScHKS4UbRsS/JL1LNlYrIj6SNAq4Dpgj6WVSADM1Iv5c5iq4CdQAAAVQSURBVHrvkt2vVy8gd8Hcv2D564UFgX9m96Wm014YER8UWT6YFHw0lBRkW+DV+lZK2pvUzXEoKXjMN6fE+tVnEvBDUpfAC7JlJwC54CtnMKll628N7GvbZtRjF1Kgu6jIupeAT5JamRaUsK9Xiix7ObvvX7B+Lqn1DOCjrA6zi2z/LdLxPy4pP+j+M3AE8CVS1k0gpbUkvbaTlLI3fiIrM4rUhXYR6yfQMDNr9RxgmZltuH9ExIMNrFdTdhYRN0n6PanL1wGk7GtnSLo9IoqNAdpQTapXZnUZ9re8ge0XAt9oYNsX61shaSfS+KUPSUHW30kBbwDXkoLcDRYRL0h6FjhO0oXApqSubP8vIuYXHEeQUozX93oVC2pLtSH/t/oUm6Olvv0va+Q8z7XWnpg9rK/sSeQFWOtUJrWmzQRmSvod6XU6GQdYZtYGOcAyM6ucBaSubx8vXCFpS6APqWvXGhHxLnALcEvWpepWYISkqyJiZpnq9Vp2/3FS60K+j2X3xVqsKuUfwEDgyYhYugHbH00KooZFxEP5K5Qmqy1MU78hE0BOAq4BDiT937qzbvdASMdxKPBmRBRrISpFQ3V7DThU0hZFWgI/RgowC5NO1OdjpAx/+XJdAzfkf38QqcvkVcCTRdaPBIZJ6hUF82YVioiXJX1ISqxiZtbmuH+zmVmFREQdaQzR3pIOLVj9I9Jn8N0AkrqpIG17Nv4ndxG8VSNPt7SEMjl/IrXwnCmpe25h9veZ2b7+VOK+ymEy6bUYW2ylpMa61eVai9ZpgZH0baBYGvmmvFY5U0jZD0/IbouB3xeUyc31dHmR8UZI2qaE58kFmMXqN5X0Ov2oYL+HkSbnvSc750pxdtYtL7ePvqQWxL9vYHB4Mun1GRsRdxXeSBkiO5Nlt5S0vaRPFNtRlpq/B2u7LJqZtSluwTIzq6wLSEklpkq6kZS57wvA10jd2nKtIAOB6ZLuJnWHW0RqUTiNNIbokUae50ngIEnnk1KpR0T8pljBiPhA0nmkLIBPKZtTi9TFawDwnYhY3PRD3TARcZekX5G6Q34K+AOpJaYvKSnEANYfE5bvj6Tuh7dKuoH02n0OOJzU6lP4XfckcLKkS0hjjeqAe6OBeZciYoGkP5K6bW4C/HcUTPgcETMlXURKfvKspDuBd0gtXp/O6tOFhr1MavU8XdJyUra+BRHxF2AiafLe87OEEg+TXpvTSePXLiiyv/p0Ah6R9GtSa9x3SV0fz2rCPoA1rYRHkTIz/rOeYtNJY/ZOJrUE7gQ8IelJUivqHKAraRzZSNJYr6Ycj5lZq+EAy8ysgiLiDUmfJc1pdRwpM97bpNaaS2PtJKtvkbKzHUjKQtgVmEdK/X5lRNQ3finndFLAdCHpghnSfEz11evGLMnGucBF2eLngKMjYmqTDrIMIuIkSQ8Bp5ISHHQB5pPme/pxI9u+lrXiXE66KF8NPEYax3YDKQthvgtJLUTfI/0/REog0djEtpOAI7O/i87/FREXS3qaFKiMIiXcWEAKmr/fyP6JiBWSvk6am+xa0nkwHfhLRKyS9CXgJ6QA/RhSAHYn8JOIeKux/ec5gRRU/Yj0GjxPSg2/IS2Xx2X1/F19BSKiNhtfeJKkfUiB5BmkHx++QUr+0YkUkP4OuCoinq1vf2ZmrZlSEh8zMzNr7ySNIQXUu0TE3OrWxsysffIYLDMzMzMzszJxgGVmZmZmZlYmDrDMzMzMzMzKxGOwzMzMzMzMysQtWGZmZmZmZmXiAMvMzMzMzKxMHGCZmZmZmZmViQMsMzMzMzOzMnGAZWZmZmZmVib/H/EDMOHbjqOdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Conflicting ClinVar variants\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "save_figs = False\n",
    "\n",
    "#All variants\n",
    "print(\"All human variants\")\n",
    "df_to_use = human_variant_df_filtered\n",
    "\n",
    "figsize=(12, 6)\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'position_delta_all'\n",
    "plot_position_delta_scatter(df_to_use, pred_column=['mean_delta_logodds_pred'], min_pred_filter=0.0, figsize=figsize, fig_name=fig_name, vmin=-0.5, vmax=0.5, fig_dpi=150, annotate=None)\n",
    "\n",
    "\n",
    "\n",
    "#Filtered on prediction >= 0.1 (log)\n",
    "print(\"All human variants with predicted log fold change >= 0.1\")\n",
    "df_to_use = human_variant_df_filtered\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'position_delta_all_pred_ge_01'\n",
    "plot_position_delta_scatter(df_to_use, pred_column=['mean_delta_logodds_pred'], min_pred_filter=0.1, figsize=figsize, fig_name=fig_name, vmin=-0.5, vmax=0.5, fig_dpi=150, annotate=None)\n",
    "\n",
    "\n",
    "#Annotate pathogenic variants\n",
    "print(\"Pathogenic ClinVar variants\")\n",
    "bg_df = human_variant_df_filtered\n",
    "\n",
    "pathogenic_df = human_variant_df.query(\"significance == 'Pathogenic'\")\n",
    "\n",
    "gene_blacklist = [('RNU4ATAC.4', 200.0), ('HBB.3', 200), ('HBB.4', 200)]\n",
    "\n",
    "keep_index = []\n",
    "for index, row in pathogenic_df.iterrows() :\n",
    "    blacklisted = False\n",
    "    \n",
    "    for filter_gene, filter_pos in gene_blacklist :\n",
    "        if row['gene'] == filter_gene and row['snv_pos'] < filter_pos :\n",
    "            blacklisted = True\n",
    "    \n",
    "    if not blacklisted :\n",
    "        keep_index.append(index)\n",
    "\n",
    "pathogenic_df = pathogenic_df.loc[keep_index]\n",
    "\n",
    "annotate = {\n",
    "    'annotate_right_list' : ['F2.1', 'FOXC1.2', 'RMRP.2', 'HBB.2', 'HBA2.2'],\n",
    "    'annotate_right_down_list' : ['FOXP3.1', 'RNU4ATAC.4'],\n",
    "    'annotate_left_list' : ['HBB.3', 'HBB.4', 'TMEM107.4', 'SERPINA1.5'],\n",
    "    'annotate_left_down_list' : ['HBB.1', 'TP53.3', 'ARSA.3', 'RPL11.3']\n",
    "}\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'position_delta_pathogenic'\n",
    "plot_position_delta_scatter(pathogenic_df, pred_column=['mean_delta_logodds_pred'], min_pred_filter=0.0, figsize=figsize, dot_size=50, dot_alpha=0.9, vmin=-0.5, vmax=0.45, show_stats=False, fig_name=fig_name, fig_dpi=150, annotate=annotate, bg_df=None)\n",
    "\n",
    "\n",
    "#Annotate conflicting variants, stat. significant only\n",
    "print(\"Conflicting ClinVar variants\")\n",
    "bg_df = human_variant_df_filtered\n",
    "\n",
    "conflicting_df = human_variant_df.query(\"significance == 'Conflicting' and delta_p_val < 0.05\")\n",
    "\n",
    "gene_blacklist = []\n",
    "keep_index = []\n",
    "for index, row in conflicting_df.iterrows() :\n",
    "    blacklisted = False\n",
    "    \n",
    "    for filter_gene, filter_pos in gene_blacklist :\n",
    "        if row['gene'] == filter_gene and row['snv_pos'] < filter_pos :\n",
    "            blacklisted = True\n",
    "    \n",
    "    if not blacklisted :\n",
    "        keep_index.append(index)\n",
    "\n",
    "conflicting_df = conflicting_df.loc[keep_index]\n",
    "\n",
    "annotate = {\n",
    "    'annotate_right_list' : ['TYMP.1', 'TAF1C.1', 'YARS2.1'],\n",
    "    'annotate_right_down_list' : ['C2.1', 'AGXT.1', 'DNAAF1.1'],\n",
    "    'annotate_left_list' : ['APRT.2'],\n",
    "    'annotate_left_down_list' : ['HBA2.2', 'MOCS2.6', 'GYS1.3']\n",
    "}\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'position_delta_conflicting_significant'\n",
    "plot_position_delta_scatter(conflicting_df, pred_column=['mean_delta_logodds_pred'], min_pred_filter=0.0, figsize=figsize, dot_size=50, dot_alpha=0.9, vmin=-0.5, vmax=0.5, show_stats=False, fig_name=fig_name, fig_dpi=150, annotate=annotate, bg_df=None)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_figs = False\n",
    "\n",
    "df_to_use = human_variant_df_filtered.set_index('master_seq')\n",
    "figsize=(6, 8)\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'count_region_all'\n",
    "plot_count_regions(df_to_use, no_denovo=True, plot_frac=True, count_vs_all=False, annotation_height=0.1, significance_level=0.01, delta_threshes=[0.3, 0.693, 1.3863], delta_linestyles=['-', '--', ':'], figsize=figsize, fig_name=fig_name, plot_start=-50, plot_end=100, fig_dpi=150, pred_column='delta_logodds_pred', true_column='delta_logodds_true', snv_pos_column='snv_pos')\n",
    "\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'perc_pos_all'\n",
    "plot_perc_positions(df_to_use, no_denovo=True, significance_level=0.01, percentiles=[0.5, 0.75, 0.90], percentile_colors=['blue', 'orange', 'red'], figsize=figsize, fig_name=fig_name, plot_start=-50, plot_end=100, fig_dpi=150, pred_column='delta_logodds_pred', true_column='delta_logodds_true', snv_pos_column='snv_pos')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# UTRs = 729\n",
      "# Variants = 6783 (6276)\n",
      "## USE Variants = 2386 (2386)\n",
      "## DSE Variants = 3890 (3890)\n",
      "# R^2 = 0.73 (0.41)\n",
      "\n",
      "Significance filter = p < 0.0001, delta > 0.693\n",
      "# Significant variants = 1065 (596)\n",
      "## USE Variants = 137 (137)\n",
      "## DSE Variants = 459 (459)\n",
      "# R^2 = 0.73 (0.62)\n",
      "# % Significant = 15.701017249004865 (9.496494582536647)\n",
      "## % USE Significant = 5.7418273260687345 (5.7418273260687345)\n",
      "## % DSE Significant = 11.79948586118252 (11.79948586118252)\n",
      "# Significant? AUC = 0.877 (0.792)\n",
      "# Direction? AUC = 0.983 (0.963)\n",
      "# Direction? Accuracy = 0.956 (0.923)\n",
      "# USE Direction? AUC = 0.989\n",
      "# USE Direction? Accuracy = 0.942\n",
      "# DSE Direction? AUC = 0.957\n",
      "# DSE Direction? Accuracy = 0.917\n"
     ]
    }
   ],
   "source": [
    "p_thresh = 0.0001\n",
    "delta_thresh = 0.693\n",
    "#delta_thresh = 1.386\n",
    "\n",
    "#Calculate summary variant statistics\n",
    "\n",
    "#df_to_use = human_variant_df_filtered.copy()\n",
    "df_to_use = human_variant_df_filtered.query(\"pooled_proximal_logodds_ref >= -3.0 and pooled_proximal_logodds_ref <= 3.0\").copy()\n",
    "\n",
    "df_to_use['delta_logodds_pred'] = df_to_use['mean_delta_logodds_pred']\n",
    "\n",
    "delta_pred_thresh = 0.05\n",
    "df_to_use = df_to_use.query(\"delta_logodds_pred < -\" + str(delta_pred_thresh) + \" or delta_logodds_pred > \" + str(delta_pred_thresh))\n",
    "\n",
    "\n",
    "df_gene = df_to_use\n",
    "df_gene_nopas = df_to_use.query(\"snv_pos < 50 or snv_pos > 55\")\n",
    "\n",
    "df_gene_signi = df_gene.query(\"delta_p_val < \" + str(p_thresh) + \" and (delta_logodds_true < -\" + str(delta_thresh) + \" or delta_logodds_true > \" + str(delta_thresh) + \")\")\n",
    "df_gene_signi_nopas = df_gene_nopas.query(\"delta_p_val < \" + str(p_thresh) + \" and (delta_logodds_true < -\" + str(delta_thresh) + \" or delta_logodds_true > \" + str(delta_thresh) + \")\")\n",
    "\n",
    "df_gene_signi_use = df_gene_signi_nopas.query(\"snv_pos < 50\")\n",
    "df_gene_signi_dse = df_gene_signi_nopas.query(\"snv_pos > 55\")\n",
    "\n",
    "n_variants = len(df_gene)\n",
    "n_variants_nopas = len(df_gene_nopas)\n",
    "n_variants_signi = len(df_gene_signi)\n",
    "n_variants_signi_nopas = len(df_gene_signi_nopas)\n",
    "\n",
    "n_variants_use = len(df_gene.query(\"snv_pos < 50\"))\n",
    "n_variants_use_nopas = len(df_gene_nopas.query(\"snv_pos < 50\"))\n",
    "n_variants_use_signi = len(df_gene_signi.query(\"snv_pos < 50\"))\n",
    "n_variants_use_signi_nopas = len(df_gene_signi_nopas.query(\"snv_pos < 50\"))\n",
    "\n",
    "n_variants_dse = len(df_gene.query(\"snv_pos > 55\"))\n",
    "n_variants_dse_nopas = len(df_gene_nopas.query(\"snv_pos > 55\"))\n",
    "n_variants_dse_signi = len(df_gene_signi.query(\"snv_pos > 55\"))\n",
    "n_variants_dse_signi_nopas = len(df_gene_signi_nopas.query(\"snv_pos > 55\"))\n",
    "\n",
    "r_val, _ = pearsonr(df_gene['delta_logodds_pred'], df_gene['delta_logodds_true'])\n",
    "r2 = round(r_val * r_val, 2)\n",
    "r_val_nopas, _ = pearsonr(df_gene_nopas['delta_logodds_pred'], df_gene_nopas['delta_logodds_true'])\n",
    "r2_nopas = round(r_val_nopas * r_val_nopas, 2)\n",
    "\n",
    "r_val, _ = pearsonr(df_gene_signi['delta_logodds_pred'], df_gene_signi['delta_logodds_true'])\n",
    "r2_signi = round(r_val * r_val, 2)\n",
    "r_val_nopas, _ = pearsonr(df_gene_signi_nopas['delta_logodds_pred'], df_gene_signi_nopas['delta_logodds_true'])\n",
    "r2_signi_nopas = round(r_val_nopas * r_val_nopas, 2)\n",
    "\n",
    "significant_labels = np.zeros(len(df_gene))\n",
    "significant_labels[(df_gene['delta_p_val'] < p_thresh) & (np.abs(df_gene['delta_logodds_true']) > delta_thresh)] = 1\n",
    "significant_auc = np.nan\n",
    "if np.sum(significant_labels) != 0 and np.sum(significant_labels) != len(significant_labels) :\n",
    "    significant_auc = round(roc_auc_score(significant_labels, np.ravel(np.abs(df_gene['delta_logodds_pred']))), 3)\n",
    "\n",
    "significant_labels_nopas = np.zeros(len(df_gene_nopas))\n",
    "significant_labels_nopas[(df_gene_nopas['delta_p_val'] < p_thresh) & (np.abs(df_gene_nopas['delta_logodds_true']) > delta_thresh)] = 1\n",
    "significant_auc_nopas = np.nan\n",
    "if np.sum(significant_labels_nopas) != 0 and np.sum(significant_labels_nopas) != len(significant_labels_nopas) :\n",
    "    significant_auc_nopas = round(roc_auc_score(significant_labels_nopas, np.ravel(np.abs(df_gene_nopas['delta_logodds_pred']))), 3)\n",
    "\n",
    "direction_labels = np.zeros(len(df_gene_signi))\n",
    "direction_labels[df_gene_signi['delta_logodds_true'] > 0.0] = 1\n",
    "direction_auc = np.nan\n",
    "if np.sum(direction_labels) != 0 and np.sum(direction_labels) != len(direction_labels) :\n",
    "    direction_auc = round(roc_auc_score(direction_labels, np.ravel(df_gene_signi['delta_logodds_pred'])), 3)\n",
    "\n",
    "direction_acc = float(len(np.nonzero(np.sign(np.ravel(df_gene_signi['delta_logodds_pred'])) == np.sign(np.ravel(df_gene_signi['delta_logodds_true'])))[0]))\n",
    "direction_acc /= float(len(df_gene_signi))\n",
    "direction_acc = round(direction_acc, 3)\n",
    "\n",
    "direction_labels_nopas = np.zeros(len(df_gene_signi_nopas))\n",
    "direction_labels_nopas[df_gene_signi_nopas['delta_logodds_true'] > 0.0] = 1\n",
    "direction_auc_nopas = np.nan\n",
    "if np.sum(direction_labels_nopas) != 0 and np.sum(direction_labels_nopas) != len(direction_labels_nopas) :\n",
    "    direction_auc_nopas = round(roc_auc_score(direction_labels_nopas, np.ravel(df_gene_signi_nopas['delta_logodds_pred'])), 3)\n",
    "\n",
    "direction_acc_nopas = float(len(np.nonzero(np.sign(np.ravel(df_gene_signi_nopas['delta_logodds_pred'])) == np.sign(np.ravel(df_gene_signi_nopas['delta_logodds_true'])))[0]))\n",
    "direction_acc_nopas /= float(len(df_gene_signi_nopas))\n",
    "direction_acc_nopas = round(direction_acc_nopas, 3)\n",
    "\n",
    "direction_labels_use = np.zeros(len(df_gene_signi_use))\n",
    "direction_labels_use[df_gene_signi_use['delta_logodds_true'] > 0.0] = 1\n",
    "direction_auc_use = np.nan\n",
    "if np.sum(direction_labels_use) != 0 and np.sum(direction_labels_use) != len(direction_labels_use) :\n",
    "    direction_auc_use = round(roc_auc_score(direction_labels_use, np.ravel(df_gene_signi_use['delta_logodds_pred'])), 3)\n",
    "\n",
    "direction_acc_use = float(len(np.nonzero(np.sign(np.ravel(df_gene_signi_use['delta_logodds_pred'])) == np.sign(np.ravel(df_gene_signi_use['delta_logodds_true'])))[0]))\n",
    "direction_acc_use /= float(len(df_gene_signi_use))\n",
    "direction_acc_use = round(direction_acc_use, 3)\n",
    "\n",
    "direction_labels_dse = np.zeros(len(df_gene_signi_dse))\n",
    "direction_labels_dse[df_gene_signi_dse['delta_logodds_true'] > 0.0] = 1\n",
    "direction_auc_dse = np.nan\n",
    "if np.sum(direction_labels_dse) != 0 and np.sum(direction_labels_dse) != len(direction_labels_dse) :\n",
    "    direction_auc_dse = round(roc_auc_score(direction_labels_dse, np.ravel(df_gene_signi_dse['delta_logodds_pred'])), 3)\n",
    "\n",
    "direction_acc_dse = float(len(np.nonzero(np.sign(np.ravel(df_gene_signi_dse['delta_logodds_pred'])) == np.sign(np.ravel(df_gene_signi_dse['delta_logodds_true'])))[0]))\n",
    "direction_acc_dse /= float(len(df_gene_signi_dse))\n",
    "direction_acc_dse = round(direction_acc_dse, 3)\n",
    "\n",
    "\n",
    "print(\"# UTRs = \" + str(len(df_gene['gene'].unique())))\n",
    "print(\"# Variants = \" + str(n_variants) + \" (\" + str(n_variants_nopas) + \")\")\n",
    "print(\"## USE Variants = \" + str(n_variants_use) + \" (\" + str(n_variants_use_nopas) + \")\")\n",
    "print(\"## DSE Variants = \" + str(n_variants_dse) + \" (\" + str(n_variants_dse_nopas) + \")\")\n",
    "print(\"# R^2 = \" + str(r2) + \" (\" + str(r2_nopas) + \")\")\n",
    "print(\"\")\n",
    "\n",
    "print(\"Significance filter = p < \" + str(p_thresh) + \", delta > \" + str(delta_thresh))\n",
    "print(\"# Significant variants = \" + str(n_variants_signi) + \" (\" + str(n_variants_signi_nopas) + \")\")\n",
    "print(\"## USE Variants = \" + str(n_variants_use_signi) + \" (\" + str(n_variants_use_signi_nopas) + \")\")\n",
    "print(\"## DSE Variants = \" + str(n_variants_dse_signi) + \" (\" + str(n_variants_dse_signi_nopas) + \")\")\n",
    "print(\"# R^2 = \" + str(r2_signi) + \" (\" + str(r2_signi_nopas) + \")\")\n",
    "print(\"# % Significant = \" + str(100. * n_variants_signi / n_variants) + \" (\" + str(100. * n_variants_signi_nopas / n_variants_nopas) + \")\")\n",
    "print(\"## % USE Significant = \" + str(100. * n_variants_use_signi / n_variants_use) + \" (\" + str(100. * n_variants_use_signi_nopas / n_variants_use_nopas) + \")\")\n",
    "print(\"## % DSE Significant = \" + str(100. * n_variants_dse_signi / n_variants_dse) + \" (\" + str(100. * n_variants_dse_signi_nopas / n_variants_dse_nopas) + \")\")\n",
    "print(\"# Significant? AUC = \" + str(significant_auc) + \" (\" + str(significant_auc_nopas) + \")\")\n",
    "print(\"# Direction? AUC = \" + str(direction_auc) + \" (\" + str(direction_auc_nopas) + \")\")\n",
    "print(\"# Direction? Accuracy = \" + str(direction_acc) + \" (\" + str(direction_acc_nopas) + \")\")\n",
    "print(\"# USE Direction? AUC = \" + str(direction_auc_use))\n",
    "print(\"# USE Direction? Accuracy = \" + str(direction_acc_use))\n",
    "print(\"# DSE Direction? AUC = \" + str(direction_auc_dse))\n",
    "print(\"# DSE Direction? Accuracy = \" + str(direction_acc_dse))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "save_figs = False\n",
    "\n",
    "#All variants\n",
    "df_to_use = apadb_variant_df_filtered.query(\"native_usage > 0.0 and native_usage < 1.0\")\n",
    "\n",
    "figsize=(12, 6)\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'position_delta_all'\n",
    "plot_position_delta_scatter(df_to_use, min_pred_filter=0.0, figsize=figsize, fig_name=fig_name, vmin=-0.1, vmax=0.1, fig_dpi=150, annotate=None, pred_column='delta_psi_pred', true_column='delta_psi_true')\n",
    "\n",
    "\n",
    "\n",
    "#Filtered on prediction >= 0.1 (log)\n",
    "df_to_use = apadb_variant_df_filtered.query(\"native_usage > 0.0 and native_usage < 1.0\")\n",
    "\n",
    "fig_name = None\n",
    "if save_figs :\n",
    "    fig_name = 'position_delta_all_pred_ge_01'\n",
    "plot_position_delta_scatter(df_to_use, min_pred_filter=0.05, figsize=figsize, fig_name=fig_name, vmin=-0.1, vmax=0.1, fig_dpi=150, annotate=None, pred_column='delta_psi_pred', true_column='delta_psi_true')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pathogenic vs. Benign AUC score (based on predicted APA fold change) = 0.936\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df_to_use = human_variant_df_filtered\n",
    "df_clinvar = df_to_use.query(\"variant == 'snv'\").copy()\n",
    "df_clinvar.loc[df_clinvar.significance == 'Likely pathogenic', 'significance'] = 'Pathogenic'\n",
    "\n",
    "#Re-annotate variants that are pathogenic for other reasons than APA\n",
    "df_clinvar.loc[df_clinvar.gene == 'SPRTN.10', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'RMRP.2', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'RNU4ATAC.4', 'significance'] = 'Pathogenic UTR5'\n",
    "df_clinvar.loc[df_clinvar.gene == 'RPL11.3', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'SERPINA1.5', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'TMEM107.4', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'HBB.3', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'HBB.4', 'significance'] = 'Pathogenic other'\n",
    "\n",
    "\n",
    "patho_vs_benign_labels = []\n",
    "patho_vs_benign_delta_pred = []\n",
    "for index, row in df_clinvar.iterrows() :\n",
    "    if row['significance'] == 'Benign' :\n",
    "        patho_vs_benign_labels.append(0)\n",
    "    elif row['significance'] == 'Pathogenic' :\n",
    "        patho_vs_benign_labels.append(1)\n",
    "    else :\n",
    "        continue\n",
    "    \n",
    "    patho_vs_benign_delta_pred.append(row['delta_logodds_pred'])\n",
    "\n",
    "patho_vs_benign_pred_auc = roc_auc_score(np.ravel(patho_vs_benign_labels), np.abs(np.ravel(patho_vs_benign_delta_pred)))\n",
    "print('Pathogenic vs. Benign AUC score (based on predicted APA fold change) = ' + str(round(patho_vs_benign_pred_auc, 3)))\n",
    "\n",
    "f = plt.figure(figsize=(14, 6))\n",
    "sns.stripplot(x=\"significance\", y=\"delta_logodds_true\", data=df_clinvar, jitter=0.15, size=3.5, order=['Missing', 'Benign', 'Likely benign', 'Undetermined', 'Pathogenic', 'Pathogenic other'])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "#APADB-scaled dPSIs\n",
    "df_to_use = apadb_variant_df_filtered.copy()\n",
    "df_clinvar = df_to_use.query(\"variant == 'snv' and native_usage > 0.01 and native_usage < 0.99\").copy()\n",
    "df_clinvar.loc[df_clinvar.significance == 'Likely pathogenic', 'significance'] = 'Pathogenic'\n",
    "\n",
    "#Re-annotate variants that are pathogenic for other reasons than APA\n",
    "df_clinvar.loc[df_clinvar.gene == 'SPRTN.10', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'RMRP.2', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'RNU4ATAC.4', 'significance'] = 'Pathogenic UTR5'\n",
    "df_clinvar.loc[df_clinvar.gene == 'RPL11.3', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'SERPINA1.5', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'TMEM107.4', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'HBB.3', 'significance'] = 'Pathogenic other'\n",
    "df_clinvar.loc[df_clinvar.gene == 'HBB.4', 'significance'] = 'Pathogenic other'\n",
    "\n",
    "\n",
    "f = plt.figure(figsize=(14, 6))\n",
    "sns.stripplot(x=\"significance\", y=\"delta_psi_true\", data=df_clinvar, jitter=0.15, size=3.5, order=['Missing', 'Benign', 'Likely benign', 'Undetermined', 'Pathogenic', 'Pathogenic other'])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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