{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import os\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "import scipy.sparse as sp\n",
    "import scipy.io as spio\n",
    "\n",
    "import isolearn.io as isoio\n",
    "\n",
    "from scipy.stats import pearsonr\n",
    "\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load plasmid data\n",
    "plasmid_dict = isoio.load('../data/random_mpra_legacy/combined_library/processed_data_lifted/apa_plasmid_data_legacy')\n",
    "plasmid_df = plasmid_dict['plasmid_df']\n",
    "plasmid_cuts = plasmid_dict['plasmid_cuts']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load plasmid test set predictions\n",
    "\n",
    "model_name = 'aparent_theano_legacy_30_31_34_pasaligned'\n",
    "\n",
    "test_pred_dict = isoio.load('predictions/apa_plasmid_data_legacy/' + model_name + '_test_predictions')\n",
    "test_pred_df = test_pred_dict['plasmid_df']\n",
    "test_cuts_pred = test_pred_dict['cut_prob']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Join dataframe with prediction table and calculate true cut probabilities\n",
    "\n",
    "plasmid_df['row_index'] = np.arange(len(plasmid_df), dtype=np.int)\n",
    "test_pred_df['row_index'] = np.arange(len(test_pred_df), dtype=np.int)\n",
    "\n",
    "test_df = plasmid_df.join(test_pred_df.set_index('seq'), on='seq', how='inner', lsuffix='_true', rsuffix='_pred')\n",
    "\n",
    "cut_true = np.array(plasmid_cuts[np.ravel(test_df['row_index_true']), :].todense())\n",
    "\n",
    "cut_pred = np.array(test_cuts_pred[np.ravel(test_df['row_index_pred']), :].todense())\n",
    "\n",
    "#Calculate isoform proportions and log odds values\n",
    "\n",
    "iso_true = np.ravel(test_df['proximal_count'] / test_df['total_count'])\n",
    "iso_pred = np.ravel(test_df['iso_pred'])\n",
    "iso_pred_from_cuts = np.sum(cut_pred[:, 60: 60 + 30], axis=-1)\n",
    "\n",
    "lib = np.array(test_df['library'].values, dtype=np.object)\n",
    "lib_index = np.array(test_df['library_index'].values, dtype=np.int)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set n = 124608\n"
     ]
    }
   ],
   "source": [
    "print('Test set n = ' + str(len(test_df)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def safe_log(x, minval=0.01):\n",
    "    return np.log(x.clip(min=minval))\n",
    "\n",
    "def plot_isoform_logodds_scatter(iso_true, iso_pred, lib_index, included_libs, x_label='Predicted Isoform Log Odds', y_label='Observed Isoform Log Odds') :\n",
    "    #Filter on included libraries\n",
    "    included_libs = np.array(included_libs)\n",
    "    \n",
    "    keep_index = np.array([True if lib_index[i] in included_libs else False for i in range(lib_index.shape[0])], dtype=np.bool)\n",
    "\n",
    "    #Filter nan-logits\n",
    "    keep_index = keep_index & (iso_true < 0.9999)\n",
    "    iso_true = iso_true[keep_index][-len(included_libs) * 8000:]\n",
    "    iso_pred = iso_pred[keep_index][-len(included_libs) * 8000:]\n",
    "    lib_index = lib_index[keep_index][-len(included_libs) * 8000:]\n",
    "\n",
    "    logodds_true = safe_log(iso_true / (1. - iso_true))\n",
    "    logodds_pred = safe_log(iso_pred / (1. - iso_pred))\n",
    "    \n",
    "    #Compute isoform log odds pearson r correlation\n",
    "    r_val, _ = pearsonr(logodds_pred, logodds_true)\n",
    "\n",
    "    print('Isoform Log Odds Test Set R^2 = ' + str(round(r_val**2, 2)) + ', n = ' + str(iso_true.shape[0]))\n",
    "\n",
    "    f = plt.figure(figsize=(5, 5))\n",
    "\n",
    "    plt.scatter(logodds_pred, logodds_true, s = np.pi * (2 * np.ones(1))**2, alpha=0.05, color='black')\n",
    "    min_x = max(np.min(logodds_pred), np.min(logodds_true))\n",
    "    max_x = min(np.max(logodds_pred), np.max(logodds_true))\n",
    "    min_y = max(np.min(logodds_pred), np.min(logodds_true))\n",
    "    max_y = min(np.max(logodds_pred), np.max(logodds_true))\n",
    "    plt.plot([min_x, max_x], [min_y, max_y], alpha=0.5, color='darkblue', linewidth=3)\n",
    "    \n",
    "    plt.xticks(fontsize=14)\n",
    "    plt.yticks(fontsize=14)\n",
    "\n",
    "    plt.xlabel(x_label, fontsize=14)\n",
    "    plt.ylabel(y_label, fontsize=14)\n",
    "    \n",
    "    plt.axis([np.min(logodds_pred), np.max(logodds_pred), np.min(logodds_true), np.max(logodds_true)])\n",
    "    plt.title('R^2 = ' + str(round(r_val**2, 2)), fontsize=24)\n",
    "    plt.show()\n",
    "    plt.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluate test set of libraries TOMM5, Alien1, Alien2, ATR, AARS, SOX13\n",
      "Isoform Log Odds Test Set R^2 = 0.88, n = 72000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluate test set of libraries HSPE1, SNHG6, WHAMMP2\n",
      "Isoform Log Odds Test Set R^2 = 0.54, n = 24000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This test shows that cumulative cuts correlate with isoform prediction\n",
      "Isoform Log Odds Test Set R^2 = 0.94, n = 72000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluate test set isoform prediction performance over all random libraries\n",
    "\n",
    "print(\"Evaluate test set of libraries TOMM5, Alien1, Alien2, ATR, AARS, SOX13\")\n",
    "\n",
    "included_libs = [2, 5, 8, 11, 20, 22, 30, 31, 34]\n",
    "plot_isoform_logodds_scatter(iso_true, iso_pred, lib_index, included_libs)\n",
    "\n",
    "print(\"Evaluate test set of libraries HSPE1, SNHG6, WHAMMP2\")\n",
    "\n",
    "included_libs = [32, 33, 35]\n",
    "plot_isoform_logodds_scatter(iso_true, iso_pred, lib_index, included_libs)\n",
    "\n",
    "print(\"This test shows that cumulative cuts correlate with isoform prediction\")\n",
    "\n",
    "included_libs = [2, 5, 8, 11, 20, 22, 30, 31, 34]\n",
    "plot_isoform_logodds_scatter(iso_pred, iso_pred_from_cuts, lib_index, included_libs, x_label='Predicted Isoform Log Odds', y_label='Predicted Isoform Log Odds (from cuts)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def safe_log(x, minval=0.01):\n",
    "    return np.log(x.clip(min=minval))\n",
    "\n",
    "def plot_inidividual_library_scatters(iso_true, iso_pred, lib_index, included_libs, n=8000) :\n",
    "    for i, li in enumerate(included_libs) :\n",
    "\n",
    "        iso_true_lib = iso_true[lib_index == li][-n:]\n",
    "        iso_pred_lib = iso_pred[lib_index == li][-n:]\n",
    "\n",
    "        f, ax = plt.subplots(1, 2, figsize=(8, 4))\n",
    "\n",
    "        #Evaluate isoform proportions\n",
    "        r_val, _ = pearsonr(iso_pred_lib, iso_true_lib)\n",
    "\n",
    "        print('Library test set = ' + included_lib_names[i])\n",
    "        print('Isoform Proportion R^2 = ' + str(round(r_val**2, 2)) + ', n = ' + str(iso_true_lib.shape[0]))\n",
    "\n",
    "        ax[0].scatter(iso_pred_lib, iso_true_lib, s = np.pi * (2 * np.ones(1))**2, alpha=0.15, color='black')\n",
    "        ax[0].plot([0, 1], [0, 1], alpha=0.5, color='darkblue', linewidth=3)\n",
    "\n",
    "        plt.sca(ax[0])\n",
    "        plt.axis([0, 1, 0, 1])\n",
    "        plt.xticks(fontsize=14)\n",
    "        plt.yticks(fontsize=14)\n",
    "        plt.xlabel(\"Pred Proportion\", fontsize=14)\n",
    "        plt.ylabel(\"True Proportion\", fontsize=14)\n",
    "        plt.title(included_lib_names[i] + ' (R^2 = ' + str(round(r_val**2, 2)) + ')', fontsize=14)\n",
    "\n",
    "        #Evaluate isoform log odds\n",
    "        iso_true_lib = iso_true[lib_index == li]\n",
    "        iso_pred_lib = iso_pred[lib_index == li]\n",
    "        keep_index = (iso_true_lib < 0.99999)\n",
    "        iso_true_lib = iso_true_lib[keep_index][-n:]\n",
    "        iso_pred_lib = iso_pred_lib[keep_index][-n:]\n",
    "\n",
    "        logodds_pred_lib = np.ravel(safe_log(iso_pred_lib / (1. - iso_pred_lib)))\n",
    "        logodds_true_lib = np.ravel(safe_log(iso_true_lib / (1. - iso_true_lib)))\n",
    "\n",
    "        r_val, _ = pearsonr(logodds_pred_lib, logodds_true_lib)\n",
    "\n",
    "        print('Isoform Log Odds R^2 = ' + str(round(r_val**2, 2)) + ', n = ' + str(iso_true_lib.shape[0]))\n",
    "\n",
    "        ax[1].scatter(logodds_pred_lib, logodds_true_lib, s = np.pi * (2 * np.ones(1))**2, alpha=0.15, color='black')\n",
    "        min_x = max(np.min(logodds_pred_lib), np.min(logodds_true_lib))\n",
    "        max_x = min(np.max(logodds_pred_lib), np.max(logodds_true_lib))\n",
    "        min_y = max(np.min(logodds_pred_lib), np.min(logodds_true_lib))\n",
    "        max_y = min(np.max(logodds_pred_lib), np.max(logodds_true_lib))\n",
    "        ax[1].plot([min_x, max_x], [min_y, max_y], alpha=0.5, color='darkblue', linewidth=3)\n",
    "\n",
    "        plt.sca(ax[1])\n",
    "        plt.axis([np.min(logodds_pred_lib), np.max(logodds_pred_lib), np.min(logodds_true_lib), np.max(logodds_true_lib)])\n",
    "        plt.xticks(fontsize=14)\n",
    "        plt.yticks(fontsize=14)\n",
    "        plt.xlabel(\"Pred Log Odds\", fontsize=14)\n",
    "        plt.ylabel(\"True Log Odds\", fontsize=14)\n",
    "        plt.title(included_lib_names[i] + ' (R^2 = ' + str(round(r_val**2, 2)) + ')', fontsize=14)\n",
    "\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "        plt.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluate test set of individual libraries\n",
      "Library test set = TOMM5 1\n",
      "Isoform Proportion R^2 = 0.6, n = 8000\n",
      "Isoform Log Odds R^2 = 0.57, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = TOMM5 2\n",
      "Isoform Proportion R^2 = 0.65, n = 8000\n",
      "Isoform Log Odds R^2 = 0.6, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = TOMM5 3\n",
      "Isoform Proportion R^2 = 0.8, n = 8000\n",
      "Isoform Log Odds R^2 = 0.7, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = TOMM5 4\n",
      "Isoform Proportion R^2 = 0.78, n = 8000\n",
      "Isoform Log Odds R^2 = 0.78, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = Alien2\n",
      "Isoform Proportion R^2 = 0.85, n = 8000\n",
      "Isoform Log Odds R^2 = 0.85, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = Alien1\n",
      "Isoform Proportion R^2 = 0.86, n = 8000\n",
      "Isoform Log Odds R^2 = 0.83, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = ATR\n",
      "Isoform Proportion R^2 = 0.5, n = 8000\n",
      "Isoform Log Odds R^2 = 0.47, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = AARS\n",
      "Isoform Proportion R^2 = 0.78, n = 8000\n",
      "Isoform Log Odds R^2 = 0.76, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = HSPE1\n",
      "Isoform Proportion R^2 = 0.59, n = 8000\n",
      "Isoform Log Odds R^2 = 0.64, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = SNHG6\n",
      "Isoform Proportion R^2 = 0.46, n = 8000\n",
      "Isoform Log Odds R^2 = 0.46, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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YUBQRBgYG6Ojo2PZ6/H4/ly5d4oUXXqC1tRWzWSnnnp6exuFwsL6+ztvf/nYcDgc+n498Ps/S0hJtbW1MTEyQTCbJ5y2k090YjUYymQxSFoHr5HIRcrk7TqnbEJ2Hnt08y/eDzc0Cf/7n45rWjdVq4sMfHsHnc9z3cz8I6MZJ59ihGhuHw8H09DQ+n4/Tp0/vOqpSKBS071mt1jvKTBs5QMCOTlEj7uZIqdfy+uuvE41GqVQqzM7OMjg4uO31CCE4e/Ysy8vLpFIpyuUykUgEh8OhnWd6eprh4WF8Ph9ms5mOjg6uXbtGJBIhl7OQy51FSiPFYq7q3LyJsjrckMqOF6mj8wCy10nSbp7lgyabLfL88+PEYsqsw2Qy8BM/cY7u7pb7et4HCd3B0Tl2qMYmk8lojkGlovwdvpvRCQaDzM/Pk8vlePPNNzl37hxSSqSUmoHbrhx7r9obu9HrSCQSSClxu90kEglWV1eRUrK4uMiFCxcYGRnRlFBVgxwOh+np6SEcDhMIBCgUCkQiEcxmM+l0mnK5TCaToVgsYjabiUQirK6uks/byWbPUakYKJeLQBF4A0js5rbr6Bwb9hqROWztnUKhzF/8xRTBYAYAg0HwwQ+epb/ffV/P+6ChOzg6xw7V2EQiEaSU+P1+HA7HrmZVCwsLRKNRhBDEYjGi0Shzc3Na6SnsrLOxF+2N+uP4fD4CgYC2HNXf308+n2d9fZ1cLkcwGCSTyWAwGDh16hRjY2MAWCwW1tbWmJqaolgsEgwqOjVer5dIJMLw8DDBYJBbt25pycbr60qi8PLyMplMBvCyuXkGJSBT4bZzk7zbZRy7HBwdnb1GZA5Te6dUqvC5z02xvHz72fyxHxvi7FnvfTvng4ru4OgcO1TjYjAYEEJgt9v3NKsSQpBOp7HZbFitVpxOJ/F4HGBLyLre4DXS3tgp1F2r1yGlZGJigldeeYVcLofL5WJ2dha3283g4CBvvPEGRqMRp9NJNpslHo/j8/kYHx+nvb2dz372s4TDYWw2Gy0tLbjdboQQrKysEAgECAaDpFIpYrEYoVCIUqlENpulXC4jZTuVyiC3K74LwFUgtavbtaubqqPzALHXiMxhae9UKpK/+ZsZ5ubi2rb3vvc0jzxyNMUMm43u4OgcO1Rj4/f7Neeip6dnV7OqgYEBwuEwQgg2Nzfx+Xyk02lMJtM9JRHuFOqudX4KhQJvvfWWFqkJh8Pk83lGR0dpb2+npaUFq9WKxWJhZWUFm81GPp/HYrHwne98h5WVFQqFAtFoFCklxWKRbDaLyWSiXC7j8XgwmUxsbm5SqVTI5/MUCgXADzzCbT8lj6LIkNnzfdfROS4cRTVkKSUvvDDP+HhY2/bcc708/fTRbEVxFNAdHJ0jwf0os2w0q7rbeTo6OnjqqaeIx+MUi0UsFouW/1Ifsq51oLYb806h7lrnZ2pqCovFQj6f59atW+Tzedra2rh+/TqJRIJkMsna2hqXLl3C5XLh8/lwOBx84xvf4MqVKwSDQSwWC0tLS+Tzea37t91ux2g0bnHaMpkM5XIZ6AQuctu5yaE4N9m93ObSXnbW0XkQOIpqyN/4xhJXr25o759+upt3vrO3iSM6+ugOjs6R4KDKLO/mwOw2ouLxeBp+F26HrHcz5p1C3bXOT0dHB4FAAJvNRqVSobe3lwsXLjA/P8/y8jIGg7J8ND4+zuDgIG1tbUQiEQKBAOVymXQ6TSAQIJvNYjAYyOfzSCnJ5/OUSiWMRiMGg0FzfBRNzQs1I82gLEvdWQd+F/QlKh2d+8wrr6zy8ssr2vtHHvHznvcMPDACpM1Cd3B0jgQHVWZZ63QEg0FCoZAWhantlm2325FSMj8/rzlDUkrm5uYaOiyNQtbqeXaK6vh8vi39oWorslwuF9PT01QqFYQQdHd3k0gk6OvrY2FhgbW1NaxWK+VymWAwyPr6Oi6Xi2g0itvtJpfLEYlEKJfLOJ1OUqkUnZ2dpNNpMpkMpVJJUxw2GAwYjcZqK4cuKpWzNXctjeLc5O/th6ejo7Mtu41Ob7ffG28E+NrXbmn7nT3r5f3vv/fO4A+yUvte0R0cnSPBdpGO/ehRRCIRxsbGOHfunHbs2vOsrCgzIrvdTigUwmAw4HA4yGQyhMNhDAaDdr76vJ7Z2VkKhQKpVGrLmBtFdYQQVCoVnE7nHRVZ6udCCMxmMz6fjxs3bhCPx7VtDoci2lUoFDAajaTTaWKxGIFAgKmpKXK5HOl0GofDoeXahMNhLWpTKBSq6sRQLHYBtc5NCmVZqnivPzrdhujo7MBuo9ON9guHDXzxi3NICZlMmvZ2A9/3fW376gy+n2j5g+Yc6cZJ50iwXVLffvQowuEwHR0dWyIsg4OD2v99Ph82m037PJvNsrKyQiQSASCZVMowa0X11E7bhUKBYDBId3c3NpsNk8lEIpG4Q1RP3abmwKjl6gA3btzA4XDQ09PD2toa4+PjzMzMkMvlcLvdnDhxgrW1NSqVCslkUhMhbGlp4fr161o5uBrRMRqNnDx5Uus/tbm5ST5/OypTLJ4AhmruVhIlcqOn0ejo3C92G52u3++tt9b4zneySCnJZNIIkeIHfqCfxcV5zGbDPecH7Sda3izF5ntFd3B0jgTbJfXtR49idHSUeDxONpvVIiy153G73czOzmpl4WfOKH1epZQYDAbC4TDBYHCLSKBa8RQIBDAajWxsbNDe3q6NMxxWKhx6e3u16qtQKMTi4iKTk5OcOHGCRx99lJmZGZLJJOPj45w8eVLLlVGXlcxmM5VKhZ6eHrLZLMFgECEEqVSK1dVVXC4XmUyGRCKh9ZRyOp2srKzgdDrxeDykUilticpsPkexWJuQGEdRKNadGx2d+8luS85r91tYiPLaaxUsFhsANpvkh3+4H4+nhWzWuC+l5P2IEjZDsXk/6A6OzpFmP3oUteFUVUgvGAxuyY+BrVEjdTlJjeLUiwS63W7eeOMNDAYD0WgUh8PB+Pg4w8PDWjRofn6eTCbD+fPnSSQSxGIxrdHlxsaG1vNpZWWFfD7P9evXuXDhAuvr64TDYaSUeDwe+vr6+KEf+iEuX75MqVTC7XazsbFBLpejUqmQTqdxOp2srq5SqVQwGAwEAgFtiSqnNY4aqnNuYijOTfkgfkR6qwYdnR3Ybcm5un1+PsjVqxKzWXFuXC4rP/qjpwgGl8hmjftWSt5PCfxhKzbvF93B0Wk6O3XnjsfjuN1uLBbLnh/G+qhQMBhsGF6tnYHcTSTQ7/dz4cIFXnnlFfL5PFarlUKhwMrKCg6Hg6tXr2K327FarVy/fh0pJTdv3iSdTtPa2orFYmFsbIzx8XFaW1ux2+2YTCa+/e1vUy6XicfjrK6uMjw8TH9/P0tLSzidTsxmMy0tLZjNZgwGA5FIRMuvAUXN2Ol0AsqSVS6Xq0ZvzgJ9NXclAlzjAP0SXclYR2cHdltyruTcuXjllUWMRqUTuMNh5qMfHaG93Y7LZTkQXZ79lMDXOkddXV1IKZmZmTmy+Ti6g6PTdO7WnTudTjM4OLjvUGg8HtcSco1GI/F4/I5j3k0kUAjByMgIm5ubBINBfD4f2WyWaDRKNpvVHvpMJkMymaSrqwu3200qlWJlZYXW1lZcLheFQkEL96oJzpFIhEQigRCC6elp4vE4b775JhcvXqS3t1eLzpTL5S2Cfk6nk1wux8bGBuVyGYvFglK9fR44WXN1QeAtDjjocrQsmo7OA0oqVeD55yfY3GzcGfwo6PLUOkfbTRiPErqDo9N07rU7d6VSYXJykrW1NXp6ejh//rymF9OIYrHIzMwMXq+XaDSqPaR3a6NQjxCC06dPUyqVmJqa4saNGzzyyCP4fD5CoRBra2ua0rAQglOnTuF2u1laWiIYDFIoFLTGlzMzM/T29tLT00MsFqNQKJBMJjEajayurtLa2spLL73E6dOnGRgYIJ1Os7S0pEVoVG2bQqFApVLBaDRSLksKhSEUrRuVAIpzc+ABl2MfwRFC/BrwO8B/klL+k2aPR2d/HMVKoFyuxPPPTxCNKiKbamfwnp7mdAbfzT16EPJxdAdHp+nca3fuyclJXn75ZbxeL/Pz8wCMjo5uex6LxcLw8DDFYhGfz8fm5ibJZPKeZiB+v19zblwuF0tLS0gpKZVKdHV1YTabteoqKSWDg4PYbDZisZgWcbFarbS2tmoVU9PT0ywsLGCxWIhGo7S0tBAIBKhUKiwtLVEsFrUk5nK5jMlkolQqacnEQgjKZUm5PISiUqyyDoxzn3yR7T3KY4AQ4hngZ4AbzR6LzsFw1CqBCoUyn/3sJIFAGlA6g3/gA8N77gx+kI7bfkVMjwq6g6PTdHbbnbv+AV5bW8Pr9eJyuQBYW1vb0cFRH0iv10s6ndbKtutnILsxFEII8vk8IyMjmi7NW2+9xTve8Q7m5uaw2WyaKnFLS4uWZPzYY49pERq1VL1QKHDlyhUcDgf9/f1EIhHsdjv5fJ50Oo3FYqFQKBAKhahUKpqmTS6Xo1wuVxtmSsCIok7sR1k5ksAKMHkwP6jGHNsIjhDCDXwW+CngN5o8HJ0D4qAjD3t1LGr3b2lp5etfj2zpDP7+9w9y7lz7nsdxkI7bbu7RUezXVY/u4OjcF/by0G+3HFS/rX7N12q1Eo1GASWxdmRkZMfxqEs62WxWKwmfm5sD7owcNTIU9dfU3d3N7OwsUkoWFxc5c+YMxWJRE/87ffo04XCY+fl5lpaWMJlMFItFWltbCYfDWK1W1tbWCIVC2vdSqRSlUgmTyaTlH6nKxNFoVKvyKhaLGI3GGrViA3AJUA2jBJaA6d3/0HTq+TTwBSnlN4UQuoNzTNhv5KHeDuykgN4I1b7Y7Q4+//lJ4nGbViDwnvcMcOnS4evb1LObe3QU+3XVozs4OveF+xEGrn+AbTYb7e3trK2tMTIywvnz57fsX9+tOx6P09LSokVvVKerfgaynaGov6bTp08zOjrKtWvXuHTpEjMzM4RCITY3N2lvb6erq0trkhkOh8lms9rxnnrqKYxGIzdv3tScm5s3b2oRJavVitFoxOFwUKlUiMfjlEolDAaDlmsjpaxq9BiBtwFtNVd/C5ip5uQcSDn4dhzLJGMhxM8Ag8BHdrHvJ4BPAPT19d1lb51mUGsLXC4XZ86cIZlM3lPkod4OGAyGXTsWansYRTDUxPJyEbNZeYQeeaSF06dN2nLzbq9HnUDWtn4xGAw8+eSTe7quWh6E6Mxu0B0cnQOj9qFTl1katT24VxrNKjo6OrZdlqo1RNPT0/j9/jv6Ru32POp31FYOapl2V1cX73znOwkEAgQCAcLhMKdPn6ZYLGpl5KoCsros1dXVxcyM4nxMT09jsVi0Cq9yuUwmkyGXy2EymYjFYoCyHFUqlbS2Dul0ujpaE/AY4OH2stQcoOQk3Wfn5lgihDgLfBJ4h5SycLf9pZSfRon28MQTTxzbJbsHmXqnZHBwkKGhobt/sQH1EyBVSFRKycrKCj6fb9uodSgUIhwOc/lyiKmpAg6HHY+njc7OIhcvOpidnQUaR4xrj7dd5SlwIAnTD0J0ZjfoDo7OgSWn1T504XCYeDxOuVxGCIHBYCAUCu3rgdnrrKLWEKkif2r+zU7dwLfTeigUCiwvLxOLxbRZVmtrq6ZYLKXE7/djtVppa2vj4sWL5HI5vvvd75LJZNjY2KC3t5dQKEQmk9GaX25ubgJgNps1BeNcLqdFXzKZjFb+nc/na5wWM4pz46q+l8AMSvTm0DiOHtSzgA8Yq3kOjMD3CSF+FnBKKfXOpA8Q93P55syZMwghtEIHm822xVGpH0ck0kIo1IrdnsHhcHD+vId3vMODw+HQIsqNIsa1x9uu8rS3txe73U42myWZTNLZ2cnDjO7g6BzYclLtQ3fy5EkymYzmXNjt9n0n8+11VlFriKxWKxcuXNgiGDg7O7uluWY8HmdwcJBisYjZbMbj8WxZX0+lUhiNRjweD36/H5vNRjKZxGAwYLfbed/73sfU1BSRSIRYLEY+nyeVSuHxeKhUKkgptSWnbDZLa2srPp+P+fl54vF4Vb9GqfZSG2WqDk+5XKZYLNY4nhbgcaC2jHQKWL7n+7tXhBDsJsLxAPK3KB1Ia/mRvMmRAAAgAElEQVRTFO/xk8BxvOZjzW7zbnYz2Ws00VIdE7vdjt1u3+Ko1LK0VOLb397AbLbgcNh5/PFT/NiP9bOwMK9FZmsjxts5ZfdaefqwoTs4Ogc2u6l96DKZDKOjo9qyTjqdpqen50DHfTe2M0S1452ammJ+fp7FxUXy+TyPPfYYxWKR4eFhbWmt9t4YjUYqlQoOh4Pl5WXNaZmbm+PEiRN0dXURDAbp6upicnKSdDqN2WwGIJ/Pk0wmaW9vx+12YzAYWFtbw2Kx0NnZicPhYGlpiZaWFqSU5PN5stmsplas/ms2t1IsXgScNVc7Aaze93tai9lsplAoHLsycSllHKVZl4YQIg1EpZRjzRmVzn7YbfR3N5O97SZad3OiJicjvPRSFK/XSy6X59y5Tn7qp57AbDZiNBruGNt2x2tUMLFd5eleOIr6QPtFd3B0DkzPoN6I+Hw+wuFw0xLV7hbx8fv9GI1GLQE4m83yrW99i9OnT2O1Wjl16pTWqgFuh6MBFhYWtGWm1dVVbt26xc2bN8nlcjidTq3Td7FYZHFxkY2NDZLJJOVyma6uLtra2pidncXtdlMul7Vojdr7yufzaQmD1UhJddQ2isVHAEfNlYyhaN00hdzdd9HRaS67jf7uZ7K3kxM1Px/nC1+4CSgCpmfOdPCxj40Sj0c1h2JwcHCLQ7Hd8UKhkBZVVgsm1O/tJ2/mqOkDHQS6g6NzYBnzjYxIMxLVdjsTEULg9XppbW2lUCiwsbGBzWbjlVdeIZfLEQqFeN/73qd1EVfvjapH4/P5ePnll8lms1VNixYmJiaIxWJ4vV68Xi/nzp3jxIkTGI1GOjs7aW1txWq1kkgk6O/vp1Qqkc/nWV9fx2w2k8vlOHHiBMFgUFMovu3g2IEnAJt6pSjqxIFDu7e1VCM4qaac/JCRUj7X7DHo7Mx2z/1Ove7q993PZG+7Rr+ZjJkvfWmDcllpkeL12vnwh0fY3Izt6FBs55QlEglt+dtsNh+YgvCDoEy8V3QHR+fYZMyr7GUmMjAwwOzsLOFwmBMnTpDNZunt7SWZTJJIJPj2t7/Nu971LtxuN5VKhVdffZWlpSUMBgOtra309PTw6quvArC0tEQymaRSqRAKhejp6eHMmTPaGAKBgFZWWqlUcLlcxONxQqEQQgiMRiMWi4WZmRnK5bLWl0opBXegODfW6sglcB0I3XlRh0S1LYbzbvvp6BwG2z33jbZLKXn99de3lFR3dnZuabfS09ODz+e7p6Ub9Zz5vJkvfOEWDocbp9OJy2Xlox8doaXFwvr6vTkUhUKBmzdvbmk5cxDsxbl7UJazdAdH59jRaCZS2zyz9oHs6Ojg3e9+N16vl9XVVXK5HDdu3CASiVAsFgkEAnR2dmK1WrWqsJWVFdbW1nj00UeJxWKcOXOGdDrNysoKhUIBo9FIsVhkdXWVubk5Ojs7aWlpoVAo0NraSiaT0TRtfD4fJpOJpaUlotEopVKJTCZDpVLRelmZTG1I+Rgmk4N8PofSLPMaSmfw5lEqlUC3ITpNpF6aopEyuWoPbDYbkUiE69eva21PvF4vkUiEhYUFOjs7tSV19Xtqa5TdTpjU8Vy/fp1cDl55pUi5bCSXy+PzufnIR0bweJQI7L1Gi9SlbNWuqTl++2UvkfwHZTlLN046TeegZwONDMd2D6QQgs7OTt7znvcwOTnJ+Pg45XIZo9GI0WjEarWyurrKwMAAqVSKnp4ezQHJZrMIIeju7mZoaIhMJkM8Hsdut7O0tMT6+jqvvfYaHo8Hl8tFV1cXAO3t7SwuLhKPxzEYDHR0dDA+Pr5F/0atzgIX5fIlzGYbRqMRpSr7TSC2v5t+AFTL1Y/etE3noaFemgKUUulah0G1B5FIhJmZGYaHh1lYWCCfz9PW1rbF1uym8W88Htc+206fplCAz352CqvVi8lkxOt18+EPj+D3386du9fUgGKxqLWcUVXQD4K9RPKbsZxV+3eCXfouuoOj03QOejbQyHDUl4TXCw+qM7fh4WHGx8dZXFykq6uL9fV1DAYDQgicTieLi4uEQiHS6TQulwur1crc3Jwm+jcyMsLrr79OKpXSjh2NRunp6dE0dW7dusX6+jrZbJZUKkUsFsNgMJDLKfm6mUwGKSXlcgtCvA0wVht55mhpuUkq1XznBqg6XLoN0Wke9dIUuVwOh8OxxWFQ/71+/TrDw8P09PRQqVSYnZ3FYDDg9XoZGBgAdld+bTKZdtSnMZlsXLmyidXaRqVSwe/v5Kd/+nFOnGjdMvZ7TQ0wm80MDQ1RLpdpb28/sAjOXmhGo83avxPcXqvfEd046TSdg54NqIbD7/cTDAZ59dVXiUajRCIRrWKpXniwNox94cIFstksJpOJU6dO0d/fzxNPPEE4HOaVV17B7/eTy+UwGAz09/cDykPe1dXF3NwcpVIJu93O5uYmsViMXC7H5uYmlUqFvr4+VldXiUajRKNR0um0lmujqh+bTCaUtgtvQ0pj9aqKCHGNfD6uJU6qJeu3K6wOF6fTSTabPY5CfzoPCG63m2AwSCQSIRwOMzo6ekc1koraAy6bzWKz2Xj729+u9Y0DNKFO2Lnx7072yuFo5TOfGSMSkZhMJtrb2/n4x9/G6dOeA7tmj8dDOBzWqqhUva7DzIlpRiuHuvte2c13Dt3BEUL8Y+CfAd3AOPCLUsqXdtj/J4FfAYaBJPB14JellBuHMFydXbKfB+xuswEpJcFgkIWFBUBJDFaXl3Yag5pIGA6HSSaTrKys0Nvby+OPP47D4dhimNQ+LrFYjPX1dc6ePcvq6iqjo6N4PB4ikQhra2uYzWay2SydnZ0sLy+Ty+WwWq088sgjOBwO3njjDfr7+1lfXyeVSmldxAHGx8c1hdFYLEa5XCaXy2ml4EajEbPZTLHoAh5FaaAJUMBimaJQ2Bq5aWYbBnWsHONu4jpHHzW3bmxsjI6ODi1pv3aCpM78HQ5leSiXyzE0NISUkmQyidPp1JruqgJ99TasPtKi2qtUKoXJZGJmZoaWlla++c0IhYITszmPwWDge77Hg9db3lV/qb1cM2x1Lg47J6YZhSm1fye4bRx35FAdHCHE/wD8IfCPgZer/35FCDEipVxqsP/bgeeBX0ZRF+0E/hj4LPCDhzVunbuznweskX5OMBi8w1GJRqNIKQmHwzz11FN3HD8YDG6pjGhvb9f+n81mtaqlfF5R2VeFB1XHaG1tjeXlZVKpFNFoFIfDQTgcJpVKMT8/T7lcZmJiglOnTmnVUDabDSkl2WwWKSWXLl3i1q1bWK1WXC4X+Xwem81GLpfDbDYzMTGhJudSKBSqS1FlyuVytUu4B6UruGIMhSgg5RWKxQLlclkT+GpW1EbF5XLh8/lYX18vNXUgOg81QggsFgvnzp3TWhTUTlzU5pbhcBi/38/JkydxOp10dHQwMzOzJRKzsLBApVLRbJjqlNQ7PLX2ymQyEY/HcTqdfP7zU8TjVq0z+NCQZGDAsm3bhv1cc71zcRg5Mc2unKq978CuWqUcdgTnl4DPSCn/pPr+F4QQ7wF+DvjVBvs/C6xIKT9Vfb8ghPgj4I/u/1B19sJ+HrD6BzYYDN7RrVdKidvt1sqmGx1/YWGBSCRCW1ub1gzTYDCwvr5OsVjE5/Ph9/splUqMjo5u0cOYmJhACEE0GmVjY0OrhlLzZmKxGG63m0AgoDXUczgctLS0cPr0aaLRKE6nE4/HQ19fn6ZmDLC8vEyhUCCZTGr3xmpVlpAtFgsOh6P6uQMY5Xbebg6D4RpSZimVpObUKGXjzcVms6mtJXQHR6dpSCkpFApMTU3R0dGBxWLR1MQTiQSFQoFQKEQ8HicWi9He3s5TTz0F3Bk5rlctr3d44HZhgmqvVCfp9dc3q53BlaXbixdbuHRp9x3Gd+M47LTfXnNi9lP63qzKqbq/E7uyO4fm4Agh1OY5v1v30VeB79nma68AnxRC/AjwJaAd+HHgy9uc4xPAJwD6+voOYNQ6u+Ugk84adetVZ1JSSq3VQSPU/BQhBG1tbZw+fRqDwcDKygpnzpzBZrMxNDR0x+zH5/OxtraG0+nEarXS29tLsVjE4/GQTqfJ5/NacnGpVCKZTOJyucjlckSjUbq6upifn+fq1auaM7SwsEBraytnz57l+vXrlMtlrfRbSqktXSlOWydCDCCl6rxkMBqv43QaqFQcZLPZI9MZXG0sOjAwwNWrV5vvbek0jWbP6lXnRV2mGR0dBW6XdU9NTeHz+TRV9fb2dq15rsvl4syZMySTSbq7u7W+c9DY4VGdlNprzufzvPDCNGNjGYSAnp4TPP54JwMDOcbHxzWnayd7uFvHoX6/2ghT/bX4/f49dyO/nyrPzeIwIzg+lI689bKrAeBdjb4gpbwshPgJlCUpO8p4vwZ8bJv9Pw18GuCJJ57QcwMOkYNMOmvUrXdgYGBLDk798aWUtLS0kMvltjg3nZ2dvPe9722oZKricrm06ohMJsOpU6e0Bpr5fB6Hw8HExAQmkwmn06ntt7GxQTwe5+LFi0gpmZiY4ObNm1rin5o0vLm5Wc2tUZp4lkolTCYThUIBi8VCPN6CEMOokxKzuYjJNEFbm9IlPBAIHBnnRsVms6ld0I1321fn+NLsWb2qIO73+2lvb8disWh5NXa7XRP68/l8tLe343K5tDYHoVCIwcFBhoaGACUyGg6HNZG/9vZ2rUN4fUWVes1f/eo0V69GqxFZwblzHp58spW5ucAWp2sne7gbx6F2qU0IgcPhuCPCVHstcGckHHbuRn63n1szKqf2SzOqqOodD9Fgm/KBECPAfwD+DfB3KInJ/x74r8BH7+MYdRqw04xgp6Szvc7ytutppUZuGn1fTUJW1+H7+vpIJpPamvndEuKEEPT29uJ2uzVtjFgsxszMDJVKheHhYRYXFxkeHiaTyTA9PU0kEsFsNvPyyy9z9epVTp48idvt1pKLu7u7cbvdJBIJurq6KJfLrK6uai0YlCW0UwjRR6VSqZZdb+J0zgCSUqmk7XdUHByj0YjNZsPj8dDb2wv6EtVDTbNn9Xcr67ZYLIyOjmpRlJ3Gq0pF+P1+FhYW2NzcxO12Yzabt0za1AbC16+H+Na3NjCbzVXnqcjJk3Fu3VKcjlqnayd7txvHIRQKEQ6Htyy1+Xy+He/9brqRSym1Jfe72eZmVE7tl8N0cMIoKmVddds72L6Zzq8Cr0kp/331/Y1qV9+XhBC/LqVcvj9D1WnEvc7W9vq9u+XkqN+vdZxmZmaIRCJ4vV5isRg3b97E4/Hccb5GzlYymaS3t1dzjtScmLm5OcxmMzabjc7OTtra2ojH40gpcTqdxONxstksZrNZUyF+5JFHtpR722w2isWillBsMpm0SFAy6aVQOEOxqAgHmkwZhHiDXE5itVopFosIIbToz1HAZDLhdrvp7OxUtUP0SOlDTLNn9bsp667/o1073tp8HbWEfHV1lbW1NaLRKDabTYvA1Oa7fP3rN/ja14KUy0ovuXR6DZ8vTDo9QrGY1yZM21WF1togn8+njVfN+ZuZmdnicCQSCU6ePEl7ezvhcBifz8fAwMCWJbX68+z0s1Hvkxqhstlsd02GfhBb+hyagyOlLAghrgLvBv6q5qN3A3+9zdccKE5RLep7XUH1kLnX2dp+Z3nxeJxcLkc6ncZoNBKPx+/oMaO2WWhra9M0agKBAJubm6TTaS5duqSFjGdmZsjn87z55puMjo5q/WfgtpDX2NgYNpuNlZUV0um0JusOcPLkSfL5PNFolGKxSKVSwW6309LSQqVS2VKdtbKygtVqxev1kkqlaGtrw+ttJ5Xyk0g4tbEKEcdkGgek5gBZrVYCgYBW9XUUcLlcOBwOLUkaPYLzUHOvs/qDyt3Z7o9uXcVNwwooNe9GtSFzc3Osra1htVq5desWhUKB/v5+xsbGtCgwQDpt4dq1MlarFY+njUIhgtF4g5YWpe+czWYjm80SCoU4c+YM7e3tW8a23YSvo6Nj28mc6qw4nU7a29s5ffr0Fuen0b3f6Wej3rdEIoHdbsdut2vHepAcmLtx2EtUvw88L4R4DSWB+GeBHuC/AAgh/hxASqkuP30R+BMhxM9xe4nqD4A3GpWV69xf7nW2tt9ZXrFYZGZmRusbYzKZEEIQiUTI5XKa46BWTqkCWIuLi8zMzPD0009rs5N4PM7GxgbLy8s4HA7eeustvv/7v5/BwUHi8Tgmk4m1tTVMJhPlcpmWlhbm5ua0yMX8/Dw2m41Tp06xvLxMsVjU8n+effZZYrEYgUAAq9XK5uYmuVwOu91OJBLBZrPh8/lZXDQTi3moVDLVZao4pdKbFItKbk6xWCSdTmuOnRCC1tZWhBBaJVYz6evr4+zZs6ojF2/2eHSaR72DoWpWqYmvAMlk8kCSXHeLmg83Pj6uSU7Abc2cWqdKHYPdbsflciGlEj0Nh8NYrVbK5TKdnZ2ao3Tz5gZf+UqI1lYPpVIFh0PQ0xPF4znD/Py8FmktFosMDg5qLRUuXLigjW+nCd92n92LI9nI+at3LFtbW5mentYSlp988sn93v4jxaE6OFLKzwkh2oF/ieKsjAHvk1IuVnfpq9v/M0KIVuCfAL8HJIC/RxH+0zlk7nW2ttfv1T+EZrOZ4eFhisUiRqORtbU1yuUyV69eJZFIcPHiRaLRKCMjI1rOTiaTYWlpiaGhIVpbW3E6nSQSCYrFIuPj49jtdjY2NmhvbyeZTGrGaGxsDJPJxNzcHMViEYvFgtvtxmg0srm5qeWg9PX10dPTg8Vi4cUXX6RQKCCEIJvN0tbWRigU0vrEqI5KKBSmUBggm/VjNJZxu92Uy0FgknxeAGZaW1u1JS1VdblSqWg6OU6nU/u8FnW/+008Hmd6epr29nY++tGPgh7B0amh1nGZnp4GlN5QB5HkupcxjI2NYTAYCAaDWqQC7myaWTv5MhgMtLW1aRHaYDBIsVgklUqRz+e5cmWSr341zuZmlrY2L319nVy8mCMW62FlZUUrBjAajbS2tmr25vLly4yOjm5Z4goGg0SjUYLBIBcuXNAcjO0mg42clUbRnnonTs1frNUUq02yVp262zYq1FBE9UHl0JOMpZR/jCLW1+iz5xps03Vvjgj3uga71+/Vz+7cbre2zBOPxzGbzQQCgWpLAwW1fYLb7cblcjE7O4vL5WJ8fJz29nacTqeWZHjhwgWWlpYwGAwsLy9z7tw5gsEg4+PjGAwGCoUCDocDk8lEa2srGxsb3Lp1S0sONplMmshXqVTSkv7eeOMN2traMJvNhMNh8vk8Ukqi0SihUJhicZB02ozNlsNoNNLeXqFSWaRQsON2t2g9qCqVCmazWXNsVCFBu92O2WzGarUSjUa33LPD0sYpFovEYjFWVlaYmZmBXfaEeZAQQvw88D8C/dVN48BvSylfaNqgHhBqHRdVoXunJFfYX+5Oo6Uu9TyBQACj0Ug4HObChQsNnarBwUHt/2o7lvX1dfr6+jTdLSEE6+sxvvnNBOWywGy2IESJn/u5txMK3eKllxZJp9NkMhn6+vpIpVIsLS1pRQKqQ6MuqycSCUqlEjdv3sRutzM/P4/P59PyClVh0jNnzuy5+gq2OnHq+Wo1xWq/s76+TktLC+l0GpvNxsTExAOXZ7MTei+qh5hma1hsR/2DazabGRwcJJFIMDo6yltvvYXRaMThcGAwGMjn82QyGbxer5act7i4yNzcHD09PRQKBTwej5ZrUygUaG1tZXV1lZGREebn55mYmNCMYT6fp1Ao0NnZycrKChaLBafTiRCCcrlMNpslEokQiUSoVCrE43EsFos2jq6uLq0beCwWIxqNUSqdraoUy2qZeIRMZg6jUWiVVlarVVvSSiQSmnMDyuzS4XBgs9m0dfNsNnvoPxu1fB7gy1/+MsDhd/q7/6wA/xyYQZGE/xjwt0KIx6WUN5o6siawFztRHxEBRcdquyTX/VbkNFrqcrlcpFIpisUim5ubPPvss1tEPeG2U1U7+QoGgySTSTo6OpiamtKUj6PRFH/1V7eIxwuYzRakLPGhD52no8NJPG7G7/czNTWF1+vF7/fj8/k0R8Xr9VIsFrly5QqnTp3StHHUPMDu7m6i0ahWAq5OyDKZDICWN9TofjdyEutt59raGh0dHVs0xdLptPadnp4exsbGMBqNlMtlLdqlOzg6DzzN1rDYDrUvlBq2feKJJ7TPfD4fFy5c0AxBJBIhm80yNDRET08Pq6urXL58mWg0qjkkqthWOBwmFotpScR+v1+Lhggh2NjY0LRquru7aWtrY3l5mVgsRmdnJ9PT05hMJqxWK0ajEbvdrnUCHxsbw+FwMDAwQCQSweVykUgkiMeTFApnKRbbUfPj8/lVhJijUJB4PB5yuZy2dj80NMTGxoYWNlZRy9YNBgMul0vVoDl01AgToCYaHzsbIqX8f+o2/Xo1D/BZ4KFzcPZiJ2odFzWfo1Z8TmWnqG6lUmFyclLTozl//rzmLNXTKIrhcrkQQuDxeBBCaBObeDyO2+3WSsbrnSpVuC+VSmE0Grl58yYLCyv8/d8ncblO0NbmpVQq8JM/eYlLl/oBJaI5NzeH1WqlVCqRTqd529veRk9PD6+//rq2TPXNb34Tt9tNd3c3lUqFQqFALpfTbFwsFtOiyrOzs4RCIfx+P+FwmCeffJLOzs4d73Xt9dSWf6tR6pMnT5LJZDhz5syWxGS1gkt1vKxW67Yiqg8ix8446eyeZmtYbIf6xz2VStHS0qKtIRcKBYLBIKOjo4yOjjIxMcHg4KAWHs7lcoTDYWw2G93d3ayvr5PP5wmHw4yMjHDlyhXGxsZIp9OYzWZWVlbIZDLY7XaGhoa0RMNLly5ht9tZW1ujVCrR3d3NysoKAIuLSrpYS0sLgUBAa8RZqVRwu93Y7XYtSbFUqlAqjSBlG6CWea8CExSLRk0sT13nB5iamtISlG02m5ZrYzQayefzlMtlIpHIIf9EFFSRQ3WZrFrd1fyQ331ECGEEPgi0AN9p8nCawl7sRCPHpdEf552YnJzk5Zdfpq2tjWvXrrG4uMgTTzzRMJKxXRSjVvbh1q1bWv5aOp1mcHCw4fgLhQLT09MYDAauX79OqSRZW+uiWGyhXFb6TX3gA8O0tVU0B8RisdDZ2UkymcTn89HS0qJVW+ZyOVZXV7XE5ZGREaSU9PT0YDabcTgc3Lx5EyEEXq8Xn8/H7Owsk5OTxONxent7iUajLCwsNLyHje51ffl3d3e3VmE6ODio3cPa74yMjGhLe42EUA+KZqwY7NnBEULYqOvkKaXMHNiIdA6NZmpY7PTLrua79PT0EIvFmJycxOfzaWvqExMTWiWP3W7XnBuHw8Ho6Cjz8/MsLCxocusjIyNa+Hd9fZ2VlRVOnDjByMiIVkoOaGXmDoeDdDpNW1sbo6OjLC0tEY/HmZ2dpaenh2QySUtLC11dXSwvL9Pd3c3a2hpGo1GbrV64cIlvfCMMlJBSTQheApTES7WTuMFgoFQqUalUqFQqmvJxvbjfUSgVl1JSLBaxWq2k0+nazr7HDiHEReAyYANSwD+UUr61zb7HukVMfUT1flfarK2t4fV6tdYmS0tLeDwe4M7IUW0UQ9WQiUQihEIhrVluqVSitbUVUJZorl+/rslGAJodUp2UyclJcrkC4+NGyuU8Pl8rUkouXDBgMITJZJwEg0FCoRCbm5usrq5y48YNLSJjMBgYGBjQNHby+TzFYpHV1VUtWvPOd75Tk7BwOBzEYjFisRiFQkGLIicSCXK5nLbktRtnoFH5d29vLw6Ho2EVmZpjdBh5N81YMdiVgyOEOImS6PuDgLPBLrpc+wNIM5Up7/bLXttTyulUDErtOjGgrSVnMhltVial0pRyfX2dwcFB2tra8Pv93Lhxg1OnTmnr8/F4nHQ6jcvlYmBgQOuO7XA4cDgcdHV1aVVQbrdbK3V1u914PB4tSqTqZKTTaSqVCul0mnJZkM8PVaug1GjLLZSUjtuoDozRaEQIgdVq3dJd/CihjlFdmuvu7ubUqVNwfKuopoFHAQ/w3wN/JoR4Tko5Vr/jw9IiptEf2fsxK+/p6WF+fp58Pk8ul6O3t1ergqz/g1irbaPmsZw4cYJEIqFVSS4uLmK327l165YWyXjxxRc1Day5uTkcDgdzc3PVdjCCQKCdzc08BoNSWXT+vJFCYYHZWaXYQa2AGhoaYnZ2lkQigdFoJJPJcO3aNSKRCPl8HqfTqXUXBzTV4MuXL9Pb28vZs2dJJpOkUilMJhOnTp1iYGCAa9euaX20IpHIHUnKe8mFUievO9ncw4iuNGPFYLcRnD9FUSD+RWANXb30WNAsZcpGfVVqf9kHBgYIh8NIKfF6vTz22GNEIhHGx8fx+/3arKeRjDpAKpXS1pftdjvJZFIzmm1tbXR1dWEwGDRBPqvVSmdnJ6lUSpvpqbLoFouFmzdvcvHiRV599VVtRnjmzBnMZjOvvfYa2WyWbDZbzRMwcf26kXh8klKphNlsBuYQYoNi0XpHJEZtuKmqHzcryVutCGuEOsuzWq1aZUw2m622luBoSCwfMFIJu81W314RQjwJ/M/ATzVvVM2hXuk7mUxqSybBYJDXX3+dSqWCwWDYNl9kL5w/fx5Q8kK8Xi89PT07RpjVP9zqM6u2dHG5XNjtdvr7+5FSsrS0RCqVIhQK4fF4ePnllzEYDFqFptpc91vfChCJWPF4lD/Ew8NmWlrCLC/frjpSsVqtxONxyuUyfr+fUqmkRWCklAwNDWkR4VgshtVq1b6TyWRYXV0lmUxy4sQJ+vr6NHuYTCax2WycPn2aSqXCwsICQohdR0DUvKO1tTUt70ctzlCFB2tt7mFEV5qxYrBbB+cZ4HullNfv52B0Hg4a9VV56qmntFlEMplkYGAAs9mMx+PZoiI6MTFBPp/n5MmTWplnbei1UCgQCoWIRvgBeu0AACAASURBVKPEYjG8Xi9PPfWUlky3trbGs88+S3d3N06nU1veUiuX1OTjQCBAOp1mfn6eUqmE3++nv7+fq1evkkwmmZubo1AoUCqVNBG/WGyTcPgMJlNFS1Q0mRYolxeq/Wi4o7dUbfhcSrmtk3G/2em8RqORjo4OXC4XNpuNS5cu0dvby9NPP82nPvWp3CEOs5kYOIYl8bthpz9M8/PzzM/PY7FYKBQKtLe379vBMRgMjI6OMjIyovWYUzVt1ERhuC0gqEYG1OUfdeKkRhxjsZi2zJNKpbTGubXSCoVCge7ubgyGIcplI62tGSwWC888cxKfL8jq6qrWJgHQ9LMmJye1iEQul6NSqWC1WrUk55GREU6fPk0sFmN8fFzL5VMrQNXjqhO1QqFAOBymt7eX9fV1Njc3yWazWl8rh8NBJpMhHA5jMBi2jbSEQiGtGee1a9dwu920tLRw8+ZNTXaitv/UYURXmrFisFsHZ4m6vBudB4ejVg6eSCQ4ceIEQggt01+dcaiziPpkQHX8NpuNdDrN6uqqpscyMjKidRVWw7rq8drb2zVxK7/fz/nz55mcnNRUTq1Wqyby9+KLL2pGcmNjgytXrmAymYhGo6yvr5PNZkmlUpTLZSYmJggGg2QyGaxWK5HIJsnkECaTGaMxXV2emqFSWaJSqeDxeCiVSpTLZYrFoubgqDk4TqcTKaW2Xq+Whx8F7HY77e3tnDhxgv7+fp555hm8Xu+hqJ4KIdoApJSx6vuzKEm/41LKv7lP5/zfgBeAZaAV+EngOeCH78f5jjo7/WGKxWLacxaJRIjFYns+vqp+rCwPKRFctYJoYWGBcDhcbW55ncHBQS1qOjg4SDAYxOPxaFFdtQlltU+aplc1NzeH1+vVWjOsrKxQLpcplUq0tLTQ0dHBd7+7RvL/Z+/Ng+PM0/u+z9v3faAbQANoECAO3nOQM5zd2dXqXMlZTVJRSVaiSsl27EQuS5U4tpw4luOkZDmR7fiqtR0lVspZl2XLsWOlLEeljaxY692da4dDDm8AxH02Guj7vt/80XieaWIAENwhOJxZPlVTxHQ3+n0B9Pt7n9/3+R4F9uIQ+jh3Lsz0dJP19a7R34MHDygUCoRCIc6dO8c3vvENDeS8fPkyLpeLTCZDqVRSpdTy8jIvv/wyn/vc5zh16hRf//rXWVxcpFarKdpjGAb1ep2lpSVefPFFhoeH8Xg8LC0tMTMzw7lz59SDa2Njg3Q6jWEYWCwWNebbX8vLy6TTacLhMFtbW5imyZkzZ4AuOi1iiPfee49oNIrf71ehw0mhK5/ExOC4Dc4vAr9qGMbPmaa5cZIn9LyefD1NctdxmqlgMMjc3JyG2XU6HVVKPcrC3DAMVlZWWFxcpFgs4vf7WVtb48qVK4r07O7uapMTCAR0xi4KiXa7rQ2QWKi//fbbVCoVcrkcy8vLrKysqDQ1HA6zvb1NPp/HNE3K5bI6lfp8PqrVDqXSOcCD1Wql02kD97HbM9TrXcdi8a+R1PBms6nNDXSlsS6XC6vVitVqPRaSI5EVIjEX3tKTLq/XS6PRwOfz4XQ6WVxclPHU06h/CfyfdCNb+ugqmbJAzDCMv2ia5t89gWPGgH+y92+erjT8K6Zp/t4JHOuZr6NuTOFwmIGBAex2OwMDA4TD4cd+/93dXa5du0Ymk6HT6bCwsEBfX58S77PZrPpcZTIZNjc3aTQaJBIJwuEwr776KpOTkxQKBUVrBcEQv6pSqcStW7c4e/as3vS3trYol8s4nU7yeQ+JRBTDSOJwOGi3k5RKJvPzfnZ3d5mZmcHlclGv13E4HFSrVeLxOO+99542M6dOneLFF1/k5s2brK93c6DPnDnDW2+9RSQSob+/nwsXLpBOpykWi6ytreHxeNR3y+v10ul0ePPNN3W9CYVCTExMEI/HsdlsagI4OjrK8PDwIxVtpmnidrup1WrUajWcTqeOGyuViv7O2+02oVDoUAn9p7WO2+D8E7o7mVXDMArsm7ubpvnJa4uf16H1NMldx2mmxAyr0+nQ39+v46GjoHB5ToIeDcPA5/PpznFhYQHDMNjZ2WFoaEiJsPKzy8UssvBoNMq5c+dwOBwUCgUdNzUaDWZnZ7FYLKpysNvtjI6Oqjuqx+Oh1WoRCoWoVDoYxgVarSyGYdJqNWm1bmK3pygUmsqtqVQqSooWbo7D4cBqterYqlAoaONznGbF7Xbj9XpxOBy6U5VQ0idZ4r+zvLzM+Pg4Q0NDBAKBp5WL9RLwp/e+/ilgFXgF+EngfwKeeINjmuZ/+qTf87NaExMTapNgsViYmJh47PeQUXWlUqHZbFKpVCiVSorICMJRqVT2RsFZ1tfXcTgc2uRMTEwQDAbJ5XLMzs4yMzNDo9EgmUyyvLxMMBik0+kwNzfHwMCAupXb7XYyGRszMxYslgKdTgefr0ki8QCHY0RDcnd2dujr68Nut+Nyubhz5w6tVksblXa7TTab1XP59re/jc/nU8fxf/pP/6mOeMX6IhaLsb29zcTEBIFAgEAgQK1WY3Z2Vh2QpcELh8MUCgU2NjZoNpvqddM72u/dVPbyGMfHxzl9+jROp1MDRhcXF/XvZrVayWQyWK1WPve5zz0TZq9Pqo7b4PylEz2L53Wi9TTJXcdppgzDUPKcEPCGh4ePhMJ7n/vCF77A7/3e77G+vk65XMbtdpPJZLh9+zbxeByLxUIoFNLj7uzssLS0xPb2NsPDw6TTad58800CgQBf+MIXyGQyrK6usrW1pb4UDocDp9NJIpHAZrPhcrkIBoOMjo5SqVSIx+M4HCHu3nUCNdzuGu12E6t1hk4nidcbUDdim82msLXM/U3TVP4AoIu7aZo4HA7dVR3V6MioS4JAC4XCE5GTywJnGIbuTnO5HG63m+vXrxMKhRgdHX1ahmAeQFwNfxT4bdM0zb3A3s+eJvtTVgMDA7z22msPhWuKm3gvensUsttsNtne3qZer7O5uUk8Hmd0dJRUKkW73aavr49IJEIgEFALCTHuvHTpEl6vl+vXr1MsFimVSty+fRuXy4Xdbmdzc5OtrS2q1Sr1ep1wOEypVNJrr9n0US4PIwwMp7OBz7eI1+tiaWmJ+fl5ms0mbrebtbU1YrEY9Xodi8XC/Pw82WwWwzDI5XIYhsG//tf/mlgsRiAQwOFwYLfb2draIp/P4/f7lWcneXnnzp3DMAxGRkaIx+Ps7u4Si8V0jJ/JZPYQpTY3btxQonetVmNgYOAjo/3eTaX8XQ76W8iIK5/PK6/IMIxDR16f1jpWg2Oa5j846RN5XidXT5PcdVQz1bvIBQIBhZVjsRidTofvfOc7wIcz+P2LYy6Xo9FosLKyQiKRYGtrC8MwGBsbU0KxBFHmcjlVa62srLC9vY3L5SKdTrO6uorX68XpdHLz5k0qlQoDAwPMzc2px0ul0iUZDgwMUKvVqFarqiT6yle+gsfTz82bNkZGKjidKUqlAoHACuVyk2y2q4zyeDwazlkoFB4aO8nu0eFw6LlKSYaVvK5Wq2Gz2VSGarFYsNvtWK1WarWaGgAKp+C4dZByShKUoRuR0Wq1sFqt+Hw+AoEA4+PjnDlzhqtXrz4tGHsReMMwjN8Cfgz4O3uPDwCffLT693jtjzo4DL3dfxOWm2w+n6dYLHLlyhUlB8tN12KxqOpH1oRisUhfXx9bW1u43W51PJYmpFAoEIlE2N3dVdSnWCwqcru+vs4rr7xCOBxmYWGHRCJGpwPBoB+nswPcodWqs72doVwuqyLK7/crqptOp9X93DRNGo0GgUBA14ilpSUCgYD6Yw0MDOjX0N1wxWIxJicnVeXUarW4c+cOhUKB+/fv67V85coVNTX1er3Mz89jGAaRSOSRo/3DxoryN5Prd2dn5yEk/Wk1OE+DG3psoz/DMOx0yX0X6MrE7wH/0jTNz6oPxmemnia566hmav8iNzU1xfT0tEpNhTyXSqV47bXXPrI41mo13n//fba3tykUCtokBAIBBgYGqFQqhMNhUqkUg4OD+p7JZFIll++99x75fJ6xsTH8fj/Ly8v09fVhs9mIRCIa5ZBMJrFYLAwODmojIk3Z9naJBw8sgAOXy4nX6+L7vs/H7q6VZNJPLpfT0ZPX68Xj8XwkWqFer2O1WnVM1dtoCNzvdDq1ERMnY+EhidW7y+VS/5zHQW/k/R0Oh6a0SxJyb+4WfLjjM02TWCxGPB5/mjD2/0h3RP73gG+bpvnO3uM/Ctx8WifxvB5dx+HQyXOi8PF6vTpKEXM7iU3x+XyEQiHcbjeLi4u6DmQyGZxOJ9VqlVarxezsrI5tJA5hdHSUWq3G+fPn9bNaq9UIhUIsLS2RyzXY2opjmpY9sm+RsbEstZobw/CoZFxQVbfbTTwex+v1srq6is1m0yRul8ulzsG9CK3T6dSsvI2NDZWGR6NR7HY7s7OzRCIR4vE46+vrrK2tkclkSKVS6v3l8/koFAqq0JIImIsXL6rfz3eL0B+GpD+tehrc0OMa/Z0Bvg4MAjN7D/9Z4K8YhvHjpmnOH/rNz+up1yepmjqqmTpsARTybTgcVqO+fD6v8u9bt25pEyBEXJ/Pp7P5YDBIu90mEAiwubnJlStXNI1bSI/JZJLbt29rbsxbb71FKBQiEokwMzNDMBik0Wgo9G2xWDBNUxUH9XqdUCjEzMwm+bwLm61GsVhkYKCPN94YoVj0Ua8HSKVSTE5O6m5OsquKxSKdTodWq6UwdaFQoFwuf6TBkZ2r0+mkUqnoc0Jy7H29LHzionrcslgsWCwWfD4fHo+HTqcrbZeQUeEfybkID6nRaFCtVllYWHj0QZ5Amab5zw3DeAcYAa71PPUm8DtP5SQ+w/W4a8VRrz8Oh06e6021jsfjbG1tsbi4SCAQwGazMTQ0pIGTbrcb0zR55513yGazhEIhHjx4QD6f19FToVBQLolcy9PT05w6dYpCoaCcne5a42Rra4harYPDYQJNDOMem5stVWTJ9etyuZTHMjw8rFL1QqGA3++n1WoxPT1NPB4nmUySSCQU1RH1k6C0yWRSGwoxMJX32tnZoVqt6oanVCrh9Xp5++23eeGFF8jlcmp2KkorMQ0MBAJMTEyoMELW0N6/42F/t0/S7PVpcEOPi+D8XeABcNU0zQyAYRgRujurrwI//kTP6nl9rHpWQzQPWwCDwSAWi0URnL6+Pn3twsICNpuNBw8eEI1GqdVqBINBMpkMXq+XqakpLl++TKvVIpFIMD4+/pBKSXKbPB4Pt2/fJhQK4fF4sNlsOvYpFApks1nGx8c1P8bj8dBoNGg0Gopq7Ow0MM2LtNsG5XIe02zids9QKDQpl8uUy2VsNpvyd6Abnnn79m1VRwkS4/P5VBUhKigpi8WCzWbT0ZOMpATRqdVqurOTkdz+aIejSlAvaZZ6HZVFeloul9VV2WKxEA6HabVa1Ot1bt++zYsvvqj8oZMu0zTX6FpV9D725lM5+Ge8HnetOOr1vTdLm82mYbH9/f0fuZEK0RVQhdRLL73EgwcP2N3dVb6cmEpubGxoGGY6nWZra4vd3V18Pp/y5KQRl7iThYUFyuUyhUJBjf4cDh87O8N0OnZarQr1egWL5QM6nYqilLIOOZ1ObDYb4+Pj/MzP/Ayzs7Ncv35dhQPlcplYLKb/1ut1stkszWZTA0MFUYrFYjgcDvXfKRaLOg5eWFhQubpYX8j65PP5yOfzOJ1ODcO8fPmySrpdLheLi4tKSPZ6vSwuLn4kb+qwv9snZfYKT4cbetwG50vA56W5ATBNM20Yxl8A3nriZ/W8PladdGd8kG+FXCxHVa+75vDwsJrv9ff3c/Xq1Y/4YMgFKc6bzWaTH//xH1dC8PDwMK+88gqDg4MsLCzoHFwQmFdeeYUbN26wubmpOyTxzZBIhgcPHlCtVlWBcfr0afL5PMlkUhEXt9uN3T5AqTRNKOQmk0nSalXweh+Qz9u5c6eqcHQymaTRaGC32+nv72dpaYlCoUC73VZ3067pX/d3JTC47GqF/Nc7PpKdLHQXtEgkQiKRwG63q6/O4yB0In/vSto75PP5h+TqolJrNpu0Wi2cTqdyiDY2NvB6vTSbzY9t6HZYGYbxa8d9rWmav3AiJ/E9Uo9aK/bv/HO5nL5eOG69qIB8r1y7QmDdzwnp5eBIw7OwsMD09DQWi4WRkREuX75MOp0mkUhgsVh4+eWXuXHjBsvLy5RKJY1W6XQ6VCoVHbUIBy8SifDgwQOgq1z0eAJsb49gmh6s1g42m4VO5xbtdpp6vYtobm9vK4IyNDREJBJhaGiId955h/n5eWq1mm5IZHxcLBYpFAq6EYnFYoreFgoFXY9isRjDw8Osra2xurpKIBCg3W6TSqX44he/SDabxW63E4/HcTqdnDt3DqvVSj6f5+zZsxpT43A49HdYrVbxeDxsbW2pmEFGfb1/x2cxWPlpoEfHbXDqdNN095cXaBzw+PP6BOukO+Ne3woZ4whn5igIWwhxMpZKpVLaGA0ODn7khhkIBJidnSWXy1Gr1Xj99dfp7++nUCgQj8cfagqCwSCzs7OsrKxQrVbVFXRjY4OlpSWuXbtGqVTS75fFY2VlhdXVVd2F/eAP/iCvvPIKd+7cYX19nVqtRi5npdkcAEpUKg2q1TyDgxt4PF3egOzKZOcqUvaBgQEymYz+fzKZ1OelsQmHwySTSbxer6ojoEsAbjabmnED3QVtcHBQlWO1Wu0hIvZxKhAIKPm5Xq9TrVY/QnKWm4/T6dTU43A4TCQS4eLFizgcDkzTPEmZ+PS+/3+NrsxFxuPngTbw3kmdwPdKPWqt2L/zDwaDakMgrrxut/shVOCwm+l+kYGUjFQk5+zzn/88Kysr/Pqv/zqlUonXXnsNp9NJq9Wi1WpRrVaJRCJKAj516pSOj0S5WCgUcDgcZDIZarUafX1RVlfDNBoWoILDYScc3qBYrFIud5GbWq1Go9HAMAzcbrdaR9y/fx+3200ulyOXyymSCbC5uYnb7aZUKuFwOPB6veqVIzw88c8S/k42m6VcLrOzs4Pb7cZms7G9vU0wGGRsbEw5dTabjcHBQcLhMKurqwwMDFAqlUgkEszNzVGr1chkMqowm5mZUa+g/b/vRqPxkJGfBIF+kuavTwM9Om6D83XgHxiG8cdN07y+d3KvAv8rXcfP5/UM1Ul3xnLBBoNBlRLLInYUhP3d7CLy+TyJRAK32607N6/Xq66hkgwcjUaxWq1Uq1VisRjZbJbV1VVKpRI3btygVCpRKnUdSU+fPk04HGZycpK7d++yu7urHjqLi4u88sorfOUrX+Gdd95hc7PO/LwXu92yh2iU6etbwu22EAqFdRHKZDKk02m8Xi9Wq5VQKKQjqEajQaFQUDn38PAwExMTuFwuheNFIVav11XtJTwcyacZHh4mFArRaDR0zt9oHLy/OEheLsaAYigmI679r6vVani9Xtrttvp2jI2N8eKLL+LxeNjd3WVwcFDGf8cWKhy3TNP80Z6f488BZeCPmaaZ33ssSDcf752D3+F5HbcetVbk83mNB0in0+p1IxuJSCSieWpyPfc2TRIiOT8/r8iKz+djbm4OgNHRUebm5uh0OjSbTa5du0YikdDIBZfLxdbWFj/0Qz9ELBajUCiosrFSqWC1Wnn99dd1AxEOh7l16xY2m01v8B6Pl9lZB5WKC8No7zXuCzSbG9rQSAnBXz776+vruFwuPB4PpmnqeXq9Xt3YiJ2D+GgJUpvNZpUfJy7m0qDJuiCokdPp5NKlS7z44os0Gg2KxSI2m41QKEQsFuPBgwfKk0skEop+WSwWpqe7+wGPxwPA1NQUdrud3d1d5ufnqdfr7O7uPuQPJojZcUeTz5ob/nHruIvTnwZ+E7hmGIZINRzAvwH+q5M4sef13ddJd8bS2EijI+F2cHQT87jIkhD5ZM6dy+WIRqOUy2UymQwPHjzQNF+Avr4+PZaQCsVLo1gsKuIh5lzQHXsNDw/jcrnwer1ks1kGBwdxuVxEoxdZWKgQiXQXU5utRTyeoVrt+uT09fUxNTXF1tYWpVKJarXK7u6ukgdHRkYYGRlRo0GLxcKFCxcolUoUi0VCodBD5EHZMcqC6HQ68fv9+P1+XfRkQeqNe5DdrTQvshsW4rFwAhwOB263W3ODXC6XmgMCiobZ7XbcbjedTkdHbeLhIYuy0+mUv/FJWxr/IvBj0twAmKaZNwzjf6C7/vyNEz7+Z7p614qDbmK9ruOC7Pn9fjqdDpFIRGXLYiIHB3NxpKkRObIQbeXru3fvsrS0xNbWFpubm8pXEcLv7du3VTkojcTExAQ/+ZM/yezsLO+++y5er5etrS0VGJimSSAQJJUapFYL0G53m5ly+SalUlf11EvKhS4/rdlsUqvV1FhUTDrb7baet/AGi8WiXhficxUIBPD7/ToSF8RrcXFR5e2ijAJ0lLe1tcXdu3epVqtcvHiRRCJBLpfj/v37LC8vMzU1pRuTVCqF3W6nWCzywgsvqIhBgn9DoZBylmR9SSQSnDt3joGBAebn5x9rs/ms8jofVcf1wUkDf8gwjBeAc4AB3DdN8+5Jntzzejarv7+fV199lRs3blAulxkfH1c+zVFNzP7dYjQaPRImDQaDFItFHjx4gMvlolgscvnyZQYGBrh169ZDfhfigyO+F2LkNTw8rIGazWZTDbXEyXR4eFhHRLlcjsuXL1MsFnnzzUXu3DGxWKx7nJkqpdIH7OzUcbvdWCwWxsbGGBkZYXV1VaFngdFlt1ksFhkbGwPQnazI2jc3NzWJWdRVgMq1G40GmUyGarWK1+vV9wZUYi4Imig+hDQsyIzsRqVxqdVqSsrsVWgB2hhZrVZ9P5Ght9tt5ubmiEQiFItFvalwAgjOvgoCB0GQ/XTd1Z/XE6qDbmIHuY6Lt0tfX58ipVevXtXXiTfN8PAwdrsdn8+nzfStW928ZmMvDFPSyVdWVjSbyefzUalU1AoCuuGW77zzDolEQjlnnU6He/fucePGDSUe1+t1crkcLpeLjY1NSqVhHI4+bUBarXngQ9GvEOvlGpL3lmtBrp1yuazPi1Rb0sqFd2cYhvrtiEqy3W7j8Xj0mm42m1SrVT0fOZb8PhYXF7Hb7Wxvb5NOp5mbm9MAYhlRp9NpHA4HpVIJv99PMpnkzJkzuh5Go1Fdaz/44AP9OQYHBz+CspmmqWqso5CZZ5HDc5x6rMXJNM07wJ0TOpfn9SkpIcKGQiFGRkZ0R9FrHnUQ5L0fWdpvDNZLPAwGg0SjUSYnJ9VTQsIxBwYGGB4e5saNG2xsbLC5ucng4CA/9VM/pfLT/v5+Njc32d3d5Yd/+IdZW1tjY2NDOTihUIipqSlN+5UF+Ytf/CL/4l+8xdpaEMhTKhVpNrMEg4uUyzXAUKg6l8tx7949EomE2sgXi0Xa7Tb5fF7VVBsbG3g8HlU8ZbNZzp49y8rKiqo+BIERdEUW1t5xlEDjApP37jwtFgsul0sRoN5GRxbw3giHYDCoKi0hK3u9XkVx5NjVahWbzYbf7ycSiaiXRw9fyHvCH7d/BXzNMIw/C7y799jngb8F/PYJH/t7qg67iR3klZLP50mn0+p8e+/ePaDbJL/11luEw2Fu3rzJyMiI8r52dnYYHR1VozuHw6HeVePj49y/f59wOKwj3mw2S39/P9PT0ySTSbLZLIlEAuhGRJimyfXr10mlUmr+2Wg0GBgYwGKxkMv1AWPaxBvGFr3NDaAqQRnJ9m4g2u02lUqFdrubJ1er1bBYLA8hL4LIynUr4ynxqJJNidPppNls6uhMjAlrtRo7OzvYbDYWFhaUOyjXZTAYxO/vems1m00SiQR9fX1YLBaNX/D5fJTLZer1OrVaDb+/2/f39/dz8eJF7t69y+DgIA6HQ5F2WZfFv8flcikSflDj8jTd8J9kHdrgGIbxPwN/2TTN8t7Xh5Zpmn/+iZ/Z83qm67DF8FGQd+/u4CjzL7mYpMHxeDyapBsMBtVlN51O43K5SKVSLC0tYbfbmZubo16vk0gkuHDhAj6fj5/+6Z8GYGZmRtO7K5UKa2trXLp0iS9/+csEAgF+8ze/zZtvZhVCNowyfv8c5XI3WLNYLLK9vY3H4+Hdd98lEomoj4+4CrdaLTX8EuRFxkeZTIbBwUFmZ2dJpVJ76g6P/o5CoRDr6+sKscuuVuBvGRHV63VtRGRU1Wu5fhDpWBodmeW3221Vf0kzFo1GaTab+P1+Rb1cLhdutxur1arhgOFwWLkXJ1x/iq5Nxf+F+OlDB/gNno/Hn2gddhM7CHlNpVLcunVLc52sVit3795Vm4d2u63+NIFA1x9qenoat9vNwsICc3NzTE1NaRSCbEqazSYvv/yyBtkKirm5uUm5XNax88bGho6vCoUC29vbVKtVrFbrntHmOM3miH7e2+0tTPPWgT+3IJ2iyJJNlvBm5Gd3OBw69pUxriBOknguY2ZZPyQyQtROwpuz2+3Y7XY9vrxnKpXilVdeUQ8vu91OLpej0+noJqxarZLP53G5XFy5coUrV66QTqe5e/euKjeLxSITExOcP3+e/v7+h9Zg+HCzmc/ncbvduN1ujZyQn/dZ8cv5OHUUgvMlwN7z9WH15OOLn9czX8fp6B81tz3K/Au6F9PU1JTu1GR+PT8/TygUot1uEw6H1VdC/CMkx2Z4eJh4PK6cmunpaV544QVM0+T+/fvcvXsXm83G/fv3aTab/O7v3uPf/tvuwtlVL5X5gR/wkcn4WFra0QZGiL02m43d3V3i8bi6FQtvRkZIYs4nc32bzcbOzo6iK7LjkwXP6/WqQ2q73dZGBD4cIcnrZSe4vw5TVPUSikUFIu/darU4deoUPp9PXVx3d3ex2Wz09/fTaDQ4f/48r732Gr/1W79Fs9mU8cFHT+AJlmmaJeBP7JGNp+mOxx+Yppk9yeN+L9ZhN7Fea//d3V31XXnxb15h7QAAIABJREFUxRf55je/+dAIpFqtsr6+rmjC6Ogo8Xhc7Rs2NjZ0pJPP58nn87p+SPzA2NiYojIzMzOKfMrGZHd3V9EaMfuUOIUu6hKg3R7CZrPucWq2MYxZwHbg9SKml5FIRFHiN9988yO+UnLdy3mIWkvy4KQpK5fL1Go1/X7hBkqzJdw7q9WqaEssFtONhYzZ3G43b7zxBvfu3eP+/fsMDQ0xNDTE4uIi5XKZvr4+Tp06RbFYpFgscubMGba2trh//z7Dw8O02+2PGP7tr/1rsCBJz5JfzsepQxsc0zRfP+jr5/W84HhKrUfNbY8y/5JFT1CKYrFIOBxWSNzhcPADP/AD/O7v/q6ScOPxOJFIRBeitbU1QqEQmUxGGxt5P4fDwdmzZ3nw4AG1Wo2vf/0B776b1fwau72C3X6XRGJYCbWimNrc3KTRaKgZXj6fV/dfCfMTIzBRWcguTdKFRRklXIJoNMrg4KDO6qWEhCk/U7PZxOFwEA6H1dDsuAZ/Ij3vLafTqSqRQCBAo9EgGo0SiURU7iruxhaLhf7+fn7+53+emZkZvF4vX/3qV4uHHO6J1l5D81wWfoL1qJvY/g3L5OTkR0Yg58+f59SpU7z99tsEg0EqlQrvvvsu8Xhcx5ter5eZmRlKpRJ9fX2sra2xsLCAy+VibGyMa9eu4XQ6yeVyFItFfD6f5rDJdSSNgIyYZETTaoWAaZxO2x4CmsYwbtNqNVQh1TvalZ+73W4TCoWwWq0kk8kjrymxhshmsyq0KJVKNJtNjWTpRX+SySTVapW+vj5VJUpDFovFgO61OTExQa1WY3t7Wzc5uVyO8fFxYrEY3/jGN3j//ffx+/2cPXsWu93OzZs3abfbuinb3Nwkm81qrIv8vIdtMvevwZ9Wrs1hddyohj8P/D3TNKv7HncBf9o0zSNHWM/rs1fH6egPk4v2Qp9HmX/1XnwDAwMkk0msVqvKlGOxGG+88Qb1el1dR9PptC44Y2NjbGxscPHiRXK53ENJuYFAgHfffZcPPrjJvXt18vk+RUwgSyCwiM8XwjAMzp8/z4ULF1hcXKRYLOJwODRR2OVyaZMiMm9BZsSN2G63K28F0Pl6oVDA6XTS19enqqdyuUwkElHoXQJEi8WiSlUFmg8EAqrOEoXHQX8ncy8vR0iO8GEchM1mY3JyUs3DZEw2NDTEwMAA29vbbG1t6WL9/vvv88Ybb3Dx4kXZGT7xLDrDMH73uK81TfO5i/p3WQf50hQKhUPJpvtvfoVCgQsXLnxkBGKxWLh48SLb29tcu3ZNm5HV1VU6nY6afQpXRUZMHo+H2dlZXnnlFWw2G3a7nWg0SrFYpNVq6UhFUFHhlUm8Q6lkA14E2MtXq9JovIPF0lau2/5rROTaVquVtbU1wuGwnttBJSaZgnZA14lZNiCHNUbFYlFtH0zTZHR0VPmE4kslpG2bzcbLL7+MYRi8++676gMk66GEfeZyOaamplhYWMDpdLK7u0symSSZTHL69Gnu3LmDy+ViZGTk0IbloHX808i1OayOSzL+q8A/Aqr7HvfuPfe8wXleH6nD5KKHyQwPa5qCwSA7OzsMDg6ys7PD0NCQvpfNZqOvr4/l5WWy2Sw7OzsEg0EuXLhAoVBQWWU4HCaXyz303tvbSZaWbOTzXlU29PdbyOXuUau1iMWiDAwMEA6H9ZiZTIZQKITD4cButytyk81m1QtDgjtjsRhLS0vqsiqLa6fTeWhE5PP5iEajVKtVwuGwhgsKV0aaKWmgRBFVKpUIBAKq8hASZK8axOvtcoB9Pp/O1+UcZMENhULKLxobGyMYDKqSSsiklUqFRCLBz/7szx5JRnxCtdnztQX4w0CGD7OoXgUidHk5T7wMw/gl4CeBs3RNTt8FfumzphrtRWR6fWkOuz4DgQBzc3O6Ebl69eqB16w0QoJG1ut1HUfZ7XbS6TShUIhUKqWjmkgkorlvKysr/MiP/IhaL+zs7KiTtiCW4hwsn9Nq1Qa8gNC0Op0yNttNDKMFGHq9Cd9MbBaEcyMWD4K4HjTKAh5CXd1uN+Vy+SNeVIdx4ISbJ9/baDTY2dlheHhYkeCdnR3C4bDyaKampvj2t79NX18fgUCAvr4+5ubmtCnN5XLU63Xq9TqpVIpkMonT6WR7e5vXX3+dvr4+FRccp2H5tHJtDqvjNjgGB3NtLgLPZ+Gf4fo4Bk+9i9/8/Dw+n+9IS/jD4h/2Izmbm5vYbDaVps/MzCjJUMY2shO6fv06V65c0TGLHOeb3/wm16+XSSZdQFelNDRkY2rKyubmGVqtFufPn+f8+fNYLBYqlQp+v18l00IQ9Pv9asrXbrc1XK9UKpHNZtW+Xfg3vaRg6DYamUyGSqXC8PAw9Xqd+fl5DeGURVhk47JAC+LSmyBut9tVdQVo3IMgSb27VyEcu1wuler39fUpwvbCCy/QaDQURhcfFI/Hg9frPVHo2jTNn5Ov9wQO/wz4BdM0O3uPWYC/D1QOfoePXT8I/BrdhsoAfgX4/wzDuGD2xNV82qsXken1pZHnDvv7PorX4ff7+f3f/33u3r3Lzs6OWg40Gg2Gh4c170wk08JbEaRTxjTj4+Osr69ruv3y8rIqj4SL1v38lqjXL/Hh7ayBaV7D7XbSbBoPfe7F4kGUUPLzAGqIJyjNQSXkf8PoJp4f1MhIDp2Mk2XjIY1Vs9lUd/ZSqYTH41HEV3hw5XIZp9NJo9GgUqmwubnJ2NiYvo9wjxqNhsrwi8Ui/f39GmMh1hPBYBCHw3GshuXTyrU5rI5scAzD2KXb2JjAfcMwev+aVroeFV87udN7Xp90PSmDp+NYwh8W/yAXHXQzbux2Ow8ePNAsllwux/Ly8kNJ47FYjFarxZkzZ3RktLW1tfcei/z+728xP1/TRiIabfPSSzbK5Q59fX2kUinlAZw5c4alpSVWV1dVri0KEbvdjsvl0kZEZKHBYBCv14vD4WB9fV39ZUS1JD4YouCwWq1q1iVjLnlegjZFOi7yVdm9ikpr/85RyNfSHPUu9BIZIblSgUCAUqnE6uoqDoeD/v5+AoGASls9Ho8arlksFi5dunTseIiPWX8c+D5pbgBM0+wYhvFV4G3gv37SBzRN8w/1/r9hGH8EyANfBP6fJ328T6p6r0m5qVerVcrlMoODg9y7d0+VO+fPn6dQKDA6Oqruwrdv3+all176yKZHCMJiOulyuRgaGtJRlcvlUnTy/Pnz7O7uqt8TQDab5Tvf+Q6ZTIZkMkkqldLz7LWTsFqt7OwUaLev0PWdhe7E9DpQpdEwPjKSMk1TeTK9JeMm+dfpdKodAzwsG5fm6qCyWCy43W51QvZ4PIo+RSIRHUPbbDaNdZB8PImeOHfuHJ1Oh+3tbW7evInb7WZiYoJcLqcCilwup7lXQ0NDqrISfyJAm1cRaxzVsH4aXYqPU49CcP4S3R3Mr9EdQ/WGzzSAFdM0v3FC5/a8noF63DC+wy6Ow4I2e4/TdR4NUCgU1Hyq9/3kXCR8UyDtUCjE5uamyjJfeuklwuEwzWaT2dlZzbQKBoOkUmnefrtAsejH6+0qlMbHnbz8sp1SqYDP52Nqakpln+12m29961uUSiU1E7Pb7SSTSbVDFy6O7NzExv3UqVPMzc1RrVax2+3qJGzu5ThJQ2Oz2Wi1Wsov6DX8A3S3Jo2Q7AjlvcR91TRNQqHQQ27IvYt0bwm5eGhoSBUu8j3SOL7++utks1lNZB8aGiKVSum4UW46J1w2uuaic/seP8eHsvGTLv/esT5TaHUvMnr16lWgy6sZGhpiZ2eHt956i76+PvVKERXVQS7ivWtCIpFgampKybL1ep1AIKA3/CtXrrCyskKz2VTunHxuxV/J7XZz584drFarfjahey0I6tHp2DDNyxiGB4vFpNNpAB9gtVZpt9GGqbd6g2t7q9VqqaRbRj6HlTQ4cv6yGTEMQ+NZwuEwhUJBN1xC4peRsLiqS+Mjppvnzp1jdnaWgYEB2u02u7u79PX1sbOzQzwe12vUarUSi8W4fPmyOrCLI7vD4WB0dPSha1sEAgetzU/SpfhZa5aObHBM0/wHhmHY6KI1v22a5sbTOa3n9TTrqA/l44bxwcEXx+7urvrcLC8vq2pISgyo7t27x+bmJsPDw+zu7j5EDBYuTiaTYWdnh1arhcPhIJvNEo1GyWazGlppsVhIpVLE4/EeT40W9+7ZWFmpaZClx5MhFOqwsmJq4yR262fOnOH27dt88MEHqujw+/06/zdNcy/CwUYgECASiWjjkcvlePDggS4uwsvp6+vD6XSSSCTY3d1VHo00LWIEBh+mfe/nDYg6Qnwyms0mmUxGF2lZLA9aWARxGh0dZWpqiqGhITKZDDabjcXFRSU8rq+vU6lUmJqaIplMqmHg0NCQkp/z+fxH3v8E6h8D/9AwjNM8bPT339H1wnka9VXgJodkXxmG8SeBPwlw6tSpp3RKj18HXef7xxGSJ/f+++9jsVhUxry1tcWFCxcAuHXrFtPT04yMjFCtVjVRXIjKMoKR0dS5c+dUQbi9va0jsWQyiWmabG5uqsmeWC1ILEO73cbtdqvhpHymK5UG8AKG4cYwTDqdFnALyNHpPF4ALaDvK5EM+6v3MRn5ChdHjiO+VcJZk6TxSCRCs9lkc3OT0dFRLl++zNLS0kPjLkF3JyYmGBgYIJ1OE4vFSCaTymGSpPWhoSHsdjvhcJhMJqMIzpUrV1hYWMDn85HNZrl//76a+8lY8KC1WcZlgmbv5yo+Tj1rkQ6P5OCYptkyDONvAL/zFM7neX0CddSH8jhhfI+SFYqPzb179/RiXF5e1gZHZJsWi+Wh44gBnuwcc7kc7XabnZ0d7HY7Kysr6pBaqVQ4f/68LjyiMmg0Gnup4A3u3LFjs8UYHR1lYWGRYLDA6Gid2dkFhoeHCQaDapEuBnf3799naWkJcy88rze6wGazaT6UEP68Xq/CzYlEQnd27XabTCbDqVOnGBwcxGaz4XQ6tfkS3o5hGGSzWTwez0OGfpI3FQgE1HlYFiSr1fqQsqTT6ejOsneRl3M/ffo0L7/8MhaLhXQ6rbC27DhN01RStt/vZ3p6Whu8xcVF4vE4Dx48eFoL1y8Cabpoct/eY1m6TcevnvTBDcP428D30R2THSiRMU3z14FfB3j11VefWV+w49x85DV+v5/vfOc7QLfhP3/+vHLkxNOpWq0+lCguROXh4WGWl5ep1+s6lkmn00rIvXfvnioCk8kkhUJB0Q9BTW02m6qbAB3PdkdOFgzjMqYZwDQ7dClZd+h+TA4n+R5VhmE8xMs5qiqVCj6fT1PFe93EZSQmqKnb7SaTySjfTZRaQ0NDxONxVlZWcDgcGpwpYodAIKAZUqJsPHfuHC6Xi5mZGcLhMNlsli9+8Ys4HA58Pp+Ovufm5mi32xrxMjk5ycjIyKHo+8LCAnfv3mV8fFyz+L7betZk5sclGb8HvASsftwDGobxC8B/AwwB94A/Y5rmt494vYPu4vZHgGEgCfxN0zT/7sc9l+fVraM+lAdJuXvzowKBwLEM/zY2NtRqXPJlep9fXFyk3W4zOjqK3W7HYrFw9+5dYrGYpnx7PB41/hKeiyxmvcRBh8Ohycdra2tkMnmKxSnabSuDgwb9/QM4HAlKpQ42mw/owuoCaZdKJex2O2+99ZZCyIlEQv1sBCIHlB8j6ger1Uo6naZer+Pz+chkMlitVlqtllqudzodstms7vCazSanT5/WnZqEi4pqSvgKwvGRcxTrfPiQ2CgokDRWQkz2er309fVpo/ad73xHyYfpdJpTp04Ri8W0WYrH4xiGwfz8PB6Ph3g8TiaTIR6PMz4+rjLek669puJXgF8xDGMAMEzTTJ74gQHDMP4O8DPAD5mmufQ0jnmSdZybj7zm4sWLQFfefPXqVSKRiHLk5OYpBGFJqZbPnHz22+02H3zwAQ6Hg6WlJWKxGBsbG+oh5XA4aLVaWCwWbXI8Hs9DYbDNZlMz3gBarTbwIqYZRnQvhjGH1ZrCND9EOh+3DrJYOKpEBSVNWK97OXRRHofDoY8ZhqEob7lcxu12UywWmZ6eJpvNMjo6qkiqz+cjGAyysbHB6dOn6evrU4R7eXkZq9WqiktB23d3d0mn0/o3ERRMDENFxNBb0twI8Xlra0vX3++2nrVIh+M2OH8f+FuGYQzTZXCVe580TfP+cd7EMIz/mO7O6xeAN/f+/fqeOmHtkG/7Z8AoXQh4HhgE3Mc87+d1jHqcD+VBZl9TU1MHIjyyQ7h165beXMU87vTp0/o6WVQFeSkWi+zu7nLhwgVFDiRaQXg8gUCAZDLJ4OAgVquV06dPq+W4mG79wR/8AZVKg/X1KG53hVDIQT5foNWaw+VaJ52uYRguhZ8rlYrO1UulErFYjGw2q9yZVqtFNBrF7EkPttvthEIhjS/weDzcvHlTx2cSbeDxeDSYTwiC4g1Ur9dZWFig1WoRDoc1T6ZUKj1kcGa1WlWa2mv1LiM5ibmQpkaQHBlnOZ1OneGnUikqlQrT09MEg0HK5TKf//zn1exrcHCQYDBIMBgkm80yPj4OQCgUYnBwkHK5TCgUetIfxQPLMIxpupJtk+4acOINzh6J+WeAHzRNc/akj3eSJddhKpVicXGRQCCAxWJR3k1v9a4FQ0NDfOlLX1IVpChy8vk8pVKJ0dFROp2Ojl5kbDs/P6/ZUW63W52wFxYWqFarZDIZXC6XBmcKgVeaGLk2emXVwN7zF4EBPhT1LtBur+j5HxeF+bglJp/igry/6vX6Q/wb8bESd2dRVZbLZU6dOkU2m+WHf/iH8Xq9rK6usry8rJL9WCyG1+tlZ2eHdDpNPB7X33ehUGBqagpAEXAZ4QsyK3lih6Hv2WyWarWK3+8nlUqpfP274dH0Iv6xWEw/D58UH+e4Dc6/2Pv31/b+lU+XyMetH/mOg+sXgX9kmub/vvf//6VhGP8e8PPAL+1/sWEYPwZ8GZg0TTO19/DKMY/1vI5Zj+N9cJDZ1/T09KG8m4WFBWw2G6lUiv7+ftrtNhcvXjwwskHcgjudDhcvXuTChQvU63VVdqTTaWw2GyMjIzSbTfWMkZtvrVYjFApx9uxZ3n77bVotg83NGJWKlVotS6VSIRjc5d69DXUJHRoa4uWXX6ZSqbC+vq45L5OTk0SjUQ3uW11d1dDMXC7HyMgI5XKZVqulC7JAxGLOV6lUCAQC6sUju1WLxaJ29X6/n2g0qpkw4sPhdDoZGxtjZWVFF3m5EcRiMZXFC+8GUOl4bxq43W7XRUVCRmWXLbb61WqV06dPa2Jxf38/pmmytrZGvV5nYmKCyclJxsfHMQxDiagn7ZFhGMYLwP8BXKG71gCYhmFcB/4zsxv+exLH/V/oIsY/AWQNw4jtPVXai454pupRxE65DqvVKolEQkeQB9Vha4Ggpfl8nkQigdvtJhqNKj+mWq2qi7g8n0gkSKVS+P1+dfUWRFJsHIQvJoiHNOeygeh19YYzdEF8qVVg+cn+Mo9ZYrBpGIY2OMKVk5/H7/czPDysDsnBYJDx8XEikQitVotcLqek5KtXr6psfHt7W1HhaDTKzMwMsViMra0tGo0Gy8vLek1OTk4CaJTG6dOnWV5eJpPJEA6HldNzUGMh626r1VLj1EgkQrFYpFAofFc8ml7Ef3+Y8uO8z5Oq4zY45z/ugfZGTa8Af3PfU/8G+MIh3/YTdL0oftEwjD9K12jw68BffBYXmk9jPQ7rXZALYfmLt8JhtV/11Gq1DpSVyg31+vXrVCoVRkZGdOTjdDqZnJzUhSQQCLC5uYnb7cbn82k6+M7Ojob1JRIJSqUGyeQojUYbm61L1B0YyNJsZsnnK6TTaaLRKOVyWV2SxVhM8qIkudtqtfKFL3xBZbPj4+OMjIyQTCYVbpamxOl0Eg6HVZ4NXZO9UqmkTsySrSPjNVE07e7uqqRbJOrSQImqQxZGWVz9fr8a+kkAaaPRwO12a1MFaJOUTCax2Wz6nzirSpighASOjY2pQ3Sz2SSVSuli+XFm9MctwzCmgG8BG8DPAffpNjkX6G6UvmkYxmumaS6cwOF/Ye/ff7vv8b8M/PIJHO9j1aO4NXIdlstlxsfHCQaDDA4OUigUPvK3PMwHpb+/n6tXr7K8vKymfNeuXWNra4tTp04xOjrK6Ogo6+vrTE5OKmlVfKnK5TJer5exsTGuX7+usSeZTIatrS1FMnsN+KCX3HsaGOs5oy3gwRP+TT5+Wa3Wh9LIZUTsdrsZHh5WpHN4eJgf+ZEf4dSpU/zBH/yBcpkkaFRGdru7u/T396tqSv52S0tLivoUCgW2trb48pe//FCwZn9/P4ODg8e+PqV5FXVmPB6nUqnoqPDj8mieBT7OsRoc0zT3SzS/m4rSRXr2w8tJuijNQTVBl+BXB34KCAF/j24b/4f3v/jTomZ4luo4xENpghYXF1lYWFDY8Qtf+MKRu/heuNvpdH4EuZESDxfJcmq1WvT399Nqtbh48eJDibaSQyONRL1eZ2lpicHBQS5fvozH4+H27TmWlvpwOjvY7V1/jbGxMnb7DsVija2tLVUFjYyMsL29TbPZxO12a/RCJBKhVCqpSkvMxaampnA6nVSrVY1xkPfY3t5Wv53+/n6q1Sr9/f2aPCw29b0mey6Xi8HBQUVGZAwgLrCSqCyoS7lcVgKyz+d7SGUlO0fZLXc6HarVqvoDCZojXj4DAwNKTkwkEqTTafx+v5KbJycnicfjGmS6X7Z/wvXLdFVT//4+cu87hmH8I7qih18GfvZJH9g0zU+VCcijbiRyHVqtVjKZjDb2j8OPMAxDb57b29t87Wtf49q1a2p4J0rGaDTK4uKiqnHW19dxuVxEIhFmZ2fJZDLKwZFxksfjUS+mfD5/gEQ7Dkz1/P8O3X73ky0ZUQtvTYjXLpdLUSsZmcu6MD8/TyqVYnt7m3K5zNTUlI60rVYr5XKZsbExHA4HuVyOaDTK5uYmfr9f+XqGYRCNRqnX62SzWUzT1IbwcRoIaWZFxJHP59VVeX8m4HdTzwIf57gIDoZhnAX+HN0dlEn3E/a3TNN83DZ6P739MJdk6HpPmMB/Yppmfu88/gvg9wzDGNxPNvy0qBmepTpOly1N0MLCAvPz80xPT+NyuVT1c1g97uirN2+q3W7z0ksvfSQ3ZXJyUsPj1tfXAbh06RLz8/PU63XW13f5nd9JMj+f2EM5YHQ0z0svDbG0lNd8G/Gc2dnZ4dSpU+zs7OixPR4PZ86cYWBggDt37pDNZsnlclSrVYWcZbcG3YtXuDoffPAB0OURCBIloyxpoGSXJAt5Pp/XpkMga1FHCdoDKAERUNdk4foI0iS7vF4H5Ha7rQ2a3+/XBkr8bmQ80Gw22d7eBmBkZISZmRmd6ft8Pnw+H6dPn34qCA7dTc9PHKRcMk2zbRjGXwH+76dxIs96PepGItddLpfTUExBax9VByG8KysrZLNZQqEQxWKRTCbD/fv3icfjTExM4PF4uHHjhiqpZmZm1Fun2WyqbFl4IkLWBXTk9WEN8vAAIUNXMfXsLO9y3QkvTrhx4qV1+vRpbe5kndje3iYUCrG8vIzH4+H69ev4/X7W19cpFAoaPCqBw7u7u3q99/X10el0uHfvHv39/eoVdJTXTW89yi5ApOsfN67hWYh9OG7Y5leA36ZLMH5z7+HvA+4YhvEfmqb5/x7jbVJAG4jte3yAw0mDCWBTmpu9mtn799QR3/e8jlnH6bJ7myCHw0GlUtGG6KjaH7MAHHoB7s+bunjx4oEEtd7F2mKxKAdlcnKSW7fm+Xf/rsjGRppCoYDH42JoKMWLLw4zPT1NIBBgfX2d/v5+9eAYGBjg+7//+3nzzTfVWt3j8ejiLeRMMdTL5/Oa/3L69Gk1xrNarczOztJsNllbW1Npd19fn7qVOp3Oj0QmuN1uPad2u02j0dAsqFqtppyEcDisJmiyW5RGplqtqltzr3pC7N/FT8ftdiukLkZjgtYAujsMh8M4HA7dzUHXvDCTySha9hQqRHc8dVit7b3me74edSP5OPb7ByG80L1eV1dXWVpa2stw6+e9994jl8uRz+dZWVmhXq9rkvbKyop6twwPD7O6uqoEeEDdhR9ubiJ086Wk8nTtiB5P8XSS1U0w/5Bb13VFj6rjsVzr0WiU7e1tKpWKqiXT6TRjY2MkEok9E9KUxsyUSiUajQYvvPCCNk+dToeZme7tTzhM8neR4x/mddNbj0Ltn1Rcw7MQ+3BcBOdXgb9tmuZf6H3QMIy/Rjds85ENjmmajT1y4I/ycEjejwK/dci3vQX8tGEYvh7OzZm9fz+2ZP15Ha/LliZITOq8Xi/hcJjTp08fyeExTZP79+9z7949otEoOzs7wMEwqoyflpeXGRvrztrn5+dpNBp88MEHSjqWJmd3d5fNzU1dPLPZBu+/b1IutykWi9hsFqamKnQ6dVZWVmg0Gg/tfgS1CYVCJBIJRUdknCSGezImyma7JrZOp5O1tTUdDYlcu1DouiBLKnC1WiUWi6mRn6jDXC6Xqk2cTqeSDyV7xjRNhoaGKJVKZDIZ3G63ymSFjyDOsCIbbzQa6hMC6OhO3FY9Ho/uJNPpbvMHqLxVdpWi3JImJhqNcvbsWbXX39nZ0d/DU6gt4BKHNzkv0N0Afc/XSd5Iejc3pmmqJ5REBqysrGCxWCiXy8zOzrK6usqZM2eoVqs8ePBAP7dyvdRqNbV6sNvtrK6uqlrqYZfhEF1nEtkMlYEP6O6Rn50SQ02JeDAMg1wuRzAY1AiXUql76woEAjo+FhNFi8VCJBJRVBpQH5xwOEwqlSIajTIyMkK9XmdjY4NMJsPly5fVEdlmsxGPxxkaGlLTxaP4lM8CN+Zp1eOQjP+jAx7/h8CfeYzj/W3gNwzDeI9u8/Kn6PJp/jcAwzD+MYBpmn907/W/Cfz3wNcMw/jJvCkKAAAgAElEQVRlup/6rwL/0jTNncc47vM6pI6zOPaiJrFY7CGI+6jdwO7uLnfv3n0Ijj7sYhIejkid7927h81mU8fh3/iN32BycpLXX3+daDTKvXv3VMK8tLTD3JyPZtOyF2kAtdp7rKy0VEGwtraGx+PBZrNx6dIl3G43drudgYEBstmszr3lBt5ut7lx44b6V0gwoNPpJBKJUCgUaLfbajZYKpVYWFjYs5DvEI/HaTQabG9v60y+2WxSLBZxOBy643I4HJTLZd39TU5OMjExof4hkp4svxdxPRUXZTFds1qt6vTq9XqJx+MA+rjD4VBjtXa7TV9fH7VajZ2dHc2kkhtNoVDQpjYYDOrvanBw8FD1zQnUbwN/3TCMa6Zppvd9VqJ0N1a//bRO5rNajxIZ9CK8YuoXj8fp6+vj/PnzbGxsMDc3h9PpJJlMqrQ5HA4rR6VUKqnlgcfjIRgMMjAwgNvt5v79+5rt9mH5gct8KM6t0h0ePL6/zdMoIUZL0+bxeEin0wQCAc2mE+S1Wq2qIEEk5E6nk3K5rHw9Ceg9e/YsZ86coVar8eabb7K2tkalUqFcLnP//n0mJiYYGRnB5XKRTqd1bOh2u/Vv1suvkb/vs8CNeVp13AZnl247Pb/v8Zf2njtWmab5zw3DiNA17hsC7gI/bpqmoDGn9r2+ZBjGl+kSi6/RdTD9V8BDSNLzOtk6qgk6ajewn1eTSqW4dOnSgceQ3WEqlVKU5u7du7hcLm7dukWxWFRS3aVLlxQRSqcb3Lxpw2brNlFut4MzZ0rs7toxTZs69JZKJYaGhtjc3CQQCCgXweFwcPHiRTY3NxkYGOBb3/oWiUSC+/fvq7Ox/GyDg4OkUimdhWcyGZrNJgsLCyrvlh1au90mkUjQarVYW1tTREh2epI5JQiMEAfHx8ex2+0MDw+TTCZ1dyhqJmkEJbBQTM2EkyOojBAfZbeYzWYpFArqqSPuqoIEFYtFTNNUj6KBgQGVzPv9fvXU8fv9OqM/4forwH8ALBqG8TVgli7x4iLwx+iOvH/lpE/is16PGlf0IryRSIRqtaoKw6GhIdrttsaFSOMfDAZJJpNcvHiRmZkZDZEUTlgwGFRjOfGs+rDcdF0BPkwGhxt0dSZPv+RnO24JYmXuBQb3BuyKfF4UlqJK9fl8jI2NEQ6HicfjtNtt/H4/rVaLjY0NxsfHFeHx+Xzq5L67u8sLL7zAmTNn2N3dpV6vE4/HH1qLTdPk2rVres2++uqrOpquVqtMTk5+ItyYp1XHbXC+Bvy6YRhjdBN8TbocnL8IPJajsGmav8aHfjr7n/vBAx6bA37scY7xvJ5eHbUb2M+ruXTp0qEXk3Bdcrkc2WyWvr4+XnrpJb797W+rMkEIidevX99bhIO8+26LarUNFHG5bHg8M4yNTTEy8rKqDrqNj1sXX/F48Pl8hEIhms0mY2NjvPPOO9RqNbLZrHJW4vG4StZHR0cVuYEulFytVtUTQ5yMQ6EQTqeTaDSqoZySq2O32/H7/Wr3Ls2K8HVCoRCTk5NUKhUikQiZTEYXSJm7Sxhgrx08oERgQWeg630j7qmScCy8HeHbyBisv79fSdDZbBafz6d+QVtbW3zpS1/SkM2ThrRN08wYhvE54G8A/zng3XuqTHfE/d+appk50ZP4jNRRKM1xo1bS6TQ3b95keXmZqakpOp0Ofr+fqakp9cFxu91MTk6SyWQ000y8bwC9FuVzK9fnh+Wk6yTSmwx+Azg4IPNp1EG5VAeVxWLRMXE6nVZlmORrye8DumaZEslgt9uZmJjAarUyOjrK4OAgU1NT1Go1dnd3MQyDe/fu4XQ6GR4e1iDSV155RcdfHo+HaDSqJoyGYehavLS0RCaT0edu3LhBKBRSabpsmODZC8p8EnXcBueX6eKEv8SHeTBp4K/TXYCe1zNcJ/nBPYrD0/tcr9z7oMrn84yMjOg4SRKGS6US6+vrikC43e69pOI67767gdcbpFJpUqnkmZ4u4naHdBwmi6lkRkUiEQ2OzOfzhMNhVWbNzc2ppPW1117jzp07ZDIZvF4vExMTStYVeH1wcFCl1YIuVSoVhZh783jkZ6lWq+pG7HK5HuInuN1unE4nAwMDmp4srsnCtRFpuwQZGnsZV16vV3eE0WhU3WGLxaJyadLptKq1DMPA4XDg9XrxeDxKZnzjjTdYWlrSGAlBzMRKPp1OEw6Hn9rMfm809ScMw/g5YGTv4S3TNFsnfvDPUB2F0vRuUGSM9O673UxTcRu/du0aS0tLXL9+XeMYrl69qpLvQCCgpPidnR0dv8qIShy0AW2YxZTyw7LRRW5EvNCmy7kpntwv5hh1nAgHuRZFPSXorDgYi8GikPfF5HNkZIR2u00ymeTll18mGo1y4cKFvRDgLq9ve3tb1xaPx6N/t6GhIVZXV4nFYmooarfbNX5F1mLhTInnVrlcZmRk5MCG9lkLynwSdVwfnA7dmfdfNQyjn24ezHMOzCdcx21cTvKDe9T46rDnes+70Whgs9lIJpPMzMzobm9zc5PV1VVmZmaUq7KxsbEXLjfEW2+VabVMIpEgTqeFQuEe9XqdWs1kenpa3VptNhsLCwsPGenl83larZZ6bnzwwQcUi0Xsdju5XI6rV69y6dIlNjY2VFa9urrK1taW+sZI1IGYAUrEgpCVbTYbFy9eZGlpSSFlp9OJw+HQOX00GiWRSFAoFHA6nepyWq/XNbVbPH8EKapUKiqpDQQCDyFAcoxsNqujskqlws7ODu12W8P0JD9HzjMQCOhN6uzZs+TzeWZmZigWi2xvb3Pu3DklNB41Zjyp2pOKHxbl8rweUUehNL3k/nw+rynXgF4vGxsbpFIpHdfU63UNiVxZWWFzc1OtEJaWlmg2m2rCKfwt4alAt2l4OFLBSre58e39vwncBnJP49fzscvhcKg5nnDtXC6XJqwL4bjXWdzr9Sr6IpYbw8PDnD9/nlQqxdLSEtVqFYfDoe7ldrudF198kUAgwMzMDMPDw1y4cIHNzU3S6TSjo6PqrSN/39OnT5NKpeh0OkQiEcbHx1VksB9x/yySj4/tgwNgGEYcOLf39YxpmpsnclbP61h13MblJD64Ilnc2trSC/OgTJajzrter/PgwQPl04jfzODgIGNjY9y+fVt5IkNDQ7hcLnI5G++9l8AwrHu7ySY/8RNx3n6764oaCAQ098rhcDAzM6PSU5GVS5CfjHskvXt4eJi+vj7sdjvf//3fT6PRoFQq8f+z9+ZBcuX3fdjn9X3f9zFH99wzwODGLpaHtkhRDBVFjoqWmLKlkp1EUZTbR1IuVyrllOPEKTtRLKciUZVYFkk7KktVirxciiIp7i5BYAEsFsBgDmB6eo6e7p6+7/t6+aPn+92ewQAY7GKAwe58qrZIvDn6Tfd7v/f9fb+f44c//CGKxSJMJhN3QoD+iIp2XJQ03mw24XQ60Ww2YTQaMTs7ywRDiqHQ6/WQy+VwuVywWCxYW1uDQqHgh8n29jbi8TgHfFIRRZwYegBR0jjt3oB+GN+gaoXIy0B/hEUSc41Gg3w+D6lUCo/Hg2AwyHL4aDTK4aP0byrIqBN3glcHTxojD5L7iTfmcrlgMpnY+4msD8iAU6fTwWAwoNFocJgjKf3IDZssDehaJz+mRyEBcAaAceDYIvoUq+MP6kQJgsAcubm5OXS7XV7ThoaGODS01WrBbDYzX44MP2dnZ5njR+tLMBhEKBTi93N0dJSLF6VSyXYdoihCFEUmG9+7d48d4x0OBy5dusSbYJvNxq+xv+P+KpCPaXOM/jzzqTisD44RwO8B+Kv4SLfXEwThTwD8J6Iovhql9qcMhy1cjuLCXVlZwdWrV2GxWLC+3g9apgTix2EwfJMUUhaLhUl39PAnLw0avVBkgETiQjrthtncg0wmh82mxec+p0EodJfJvxQK6PV6eSEulUrcGi6XyyxXNRqNaDQasFqtHOo5OTmJb3zjG6hUKnj48CF3TEi63Ww2oVar2c+mVqtBJpPxuIks1y0WCzY2NiCRSOD3+3Hu3Dmsra0hl8thamqKd12NRgO9Xg9GoxGLi4tIJpNoNBrI5XL8AOkrwyQc8DcoSdXr9Wg0GqyoovMiMjD9DCkrSA1FSi5yj6Zrw2QycYeHvHcoasPj8cBms33ia+cELxZPs4IYDLtVq9VIJBJ83ZnNZs41arVaOHPmDCwWC0ZGRvCd73yHeV3EtSGfl0ajwREfcrmc/ZT2QkDfCcAycGwFQOKI3onnh0E1o0wmYz4NRRyYzWbodDrE43HmAAJgFZXBYIBMJsPExARsNhtyuRw6nQ5vWGmzMT4+DgDw+/04f/78nmwwWtOpSI3FYlhdXYXD4cA777zD1hr7u+iP67gfB2O+p4E2x+hXxk/FYTs4vw/gNPpk3+u7x15HX930TRwsIT/BEeOwhctBF64oikilUtjY6IfVkXLmSdycwa7NwsICFyVmsxnxePyRAmf/CI0swKVSKXduyDp+eXmZDeSIRBsIBNhsTy4fgiCcwsiIBrlcHhoNEAwWEI32ux3VahVbW1twu93QarWYn59nwiwl5JbLZTbCo64HyVmJF/Pmm29y4Bx1PqiDQt2ffD7PYZWrq30jb/p5iUSCaDSKra0tKBQK5r/kcjn2vohEIsjl+vxY8s0g0nA6nYZGo0G320WpVGISplwu5xgJGlmRK7NMJsPm5iZUKhXP7uv1Oj90iBdEvyuXy0EqlaJUKrFHT6FQwBtvvIFutwudTsfFl9fr5Y5YLpfD2toajx5PcHzxOLfag44Pht2aTCaoVCrYbDa0Wi384Ac/YC+lmZkZTExM8KaBUsmJVAyASfhKpZItEUjV96gaaRp9p2LCGp7s7Xg8QBw24iORf0+lUtmzKZmcnIRarWYVmUQi4fVHr9fj8uXLmJqa4twp4sXROGtjYwMmkwlvvPEGZmZm9nTIB9d0SoVfWFhgIYZUKsXi4iJ/7of9u162Md/TQMU4Dun2eNgC5+cBfEUUxZ8OHPvRbvbT95/tFE/wvHDYivugCzeVSuHWrVvI5XIsabx06dITL27q2giCgPv37/PsmKTW+7F/hEbxBO12m1vdlNl0+vRp1Go1KJVKbG1tIRAI8NjGYpnDyooEfr8ArVYHhaKDiYkypFIt7t/vz/yz2b5VyubmJsxmM9bX13Hx4kXo9XqMjIxgdXWVCzsqdHw+H6uK2u02XC4XVlZWEA6H2TK+1+tx4VcoFDgbqp9MbuRQTJJtkpcM5UJ1Oh0MDQ0hk8nAaDSyU2kmk4FOp0O73UapVGJHVMqSarfb3A2iMRSNnYC+uoPa4+VyGVqtFjKZjH14isUivz6Rn+v1OvR6PUtNSbpLacfdbpf5S6dPn4YgCIjH4xzESd2sT8Ns/tOOx42vDzpO6wblDymVSo7paLVaKJVKKJfL7La7trbGG6P5+XkWAGi1Wh5pAWDvJRoF78U4PuKNA32K1ctJBv84IPECGf3RmGjwvdrZ2eFNkkwm46yq0dFRdgmXSqWYnp7G+fPnOZIhm83izp07vEHb3Nx8ZP0+aE2fn5/HO++8w/ey0+n81N2rA5v659rByaHvk70fJfS9aU7wEvBxK27ynCFuhclk4ofik35XPB6HxWJBpVLB9PQ0Wq0WbDYbhoaGMD39aOD8/hFaLBbD9vY2LBYLcrkc+2aIogiJRAK3243V1VXIZDKEQiFUKhWEwy2UyxKo1SqUy2XMzQ3jyhULBKFfZEQiEXz44Ydot9ss145EItyFUKlUAPrZSqurqzyr1uv1mJqa4oLHbDZDpVLh9u3bUKvV6HQ6nNN05coVJtgqlUqkUinu5pTLZe5wkCmfVCqFIAjodDqsPCIHZDLaA8C7YLVazcGflUqF+QzEXRBFEY1GA+Pj4xwKarfbIZFIcPfuXZanUgFJRmEUsEljNK1Wy3wgimgoFotIp9OYmZmBz+eD3+/fI+e/ceMGVldX0Wg0YDKZOEbjRUEQhMd1h0UADQBroiiuPOZ7PrN43Pj6cccdDgfW19dRKBRQrVYRDocRi8WgUCjY4oCM5nq9HiwWC0KhENsNyGQyFAoFzlIj0HhKLpfzdS+KwwBGBs42DuB55DkfPYjUT2smFYk0Nu71eqhUKqwUIwI/bZiKxSJ2dnY4JqZer+Ps2bN7cqDee+89AH0RwWHXZqBfqM7OzmJxcXFP5tinCQOb+OfawflHAP6pIAi/SuopQRAc6MvE/9GznuQJXi7Ic6bdbvPM1mKxIJvNPkJEG1RneTwerK+vQxAEZDIZTE9Ps0nV4/KlBkdoVER0u11YrVYkEglWU5AZoM1mg8PhwNLSElZWaohGtVCrqyiVShgbc2B6uopiscTxChaLBRMTExyJIJVKMTIywuohqVQKg8EAoH9zVCoV6PV6mEwmbG9v83lQmrEgCMjn81wwEbdleHgYrVaLuTG0K5VIJIjFYpDL5TxaI3KvUqmETCZjXx3yCiHFVqvVQqPRgMvlYnO0bDbLu0EiCFMeVS6Xw+zsLDqdDsvdqXABwEZqRBilAoc4QUNDQ3uKIKvVimw2i1arBYVCgeHhYZ75EwKBALrdLprNJiuoXvBs/jvokzX279h6u8chCMINAL+w3/H4s4zHja8POk5jq+3tbaRSKSgUChSLRSbKUkfCbDZzd5GSyfP5PLxeLxYXF9FqtZifRoGyADirqc/D8aLfvSEcj2Twp2Hwngb6cSj5fJ4LF4pekUgk8Pl82NnZQaFQwNTUFAqFAkZGRnDq1CncuHEDcrmcf7bRaGB5eZlTvYkHpVQqce/ePeh0Oh4LEh6nnhUEATMzM7Db7Xu+dli8Cj44A+PxQzk/HrbA+ZsAJgFEBEHY3D02gr7NpFUQhF+nbxRF8dIhf+cJXhKKxSLbrYfDYSbcqlQqrK2t8UVObWzyUZDL5Zienkaj0YDT6US9Xofdbn+s+dv+ERpxcMhkSq/XcxhfLpdDLBaD0+nE6dOnEYnI0O0GEQioEYvFIZNVMD2tw717HyCbzaLT6WB7exvT09Nwu91wuVzMJaGgO6/Xi06ng0wmg4mJCchkMqTTaXi9XsRiMeh0OnQ6HSiVSsRiMfZ+icfjPLqjhaNUKsFsNrOvBdDn3ej1emi1WiSTSUgkEmi1WjbbIvffWq2Ger3OvB2z2YxkMsm/g16rVCqx47FKpUKr1UKv1+MoBbVajUwmA61Wy7ELoijC5XIxGZsM+kqlEhMhgf5DJhQKYX5+Hi6XC51Oh2XoZrOZvX4WFxexsrICrVaLc+fOsdV7PB7HzMwMrFYr1tbWnnnx/AT4d9DfRP13AG7sHruMvm3FP0C/u/z7AP4JgL/xIk7oOOFxD6XHja8POk7jarIiyGazUCqV7BNFx7e2tiAIAqLRKGQyGer1Onw+HzttUyr4oOcNjab63RsngJmBsz9+yeCPA42HaeOwtbXFFg4UkaJWq6HVavk+7Ha7iMfj/B7q9XpcunQJ0WgU1WoV8Xic14Nd4iyvzUB/I0o2FYOgMaNGo8HDhw9hs9kQCAT4s3+ewaqv+njrsAXOD3f/O8GnALSL02q1CAaDkEgkUKvVUKvVzLugrBigLz2mLCSZTIYzZ86gWCyyTJFar/tvhv03GxUMtLj2ej1Eo9F9M/4sfvCDDeTzJhgMasjlClgswPy8Dr1eE+l0CVtbW0ilUjzvp13TmTNnEA6H2biO0sNtNhv8fj+PlBYWFqDRaFjqWqlUEAwGuZChhbper0Oj0TDBN5lMQqfTsblWqVRiJ2SyV6eCiBa0wcDLarUKjUbD7zf5YpC0VqVSYWdnZ09RQ50e4tCQA6pCoWAPoUHPG5lMxi7JOp0OvV4PoijyuE0qlWJ0dBTJZBJKpRKdToeVMqlUCu+//z4ajQYKhQKWl5dx6dIlSKVSOBwObG5uYnNzk/OGXhB+G8BviKJ4beDYjwVB+NsAvimK4qwgCP8NgD94ni8qCMIXAPwd9K11PQD+hiiKz/U1ngce91B63IPuoOPr6+tYX19ns75KpYJOpwOtVssjWBqVkLEljVWTySTzzqjbeLA53v5k8BKOWzL4YUGZU7VajXlGBoMBw8PDMBqNaLVaPLZuNpvM8TMYDIjFYmwn0Wg02Ei00Wjg3XffhVarZZuH8fFxjI+PQ61WY2Njg0faFGkjlUqRzWbR6/X4Pf8kBcln1gdHFMW/d9QncoLH43m3Dh/XWQH6bWuPx8NeDBQEuf/CNxgMePjwIcs/R0dHEQqFnnh+BxU8r7/+Or797W+jXq/DYDBCrZ5HNCqBy+WC2WyGRJLH7KwK0egWKpUKdnZ2eFdUq9VQLpf5fFutFqxWK1QqFRKJBLLZLP+bHHrz+fyePKZischKEpVKhUwmg0AgAKvVinA4DJlMhlwuh2QyiZGREaRSKQQCAY4+ILk3cVpogaNkcVJDWSwWmM1mtnEnYqJGo0G9Xke5XGaPm06nA7VaDavVCr1ej2w2i2azCa1Wi+3tbbTbbbRaLTYJI+Mu+iy63S5qtRrHMNB4gPx/6HdRMF+hUGB+DhWBRIa+c+cOTp8+DbVazaqRwevgBSCIx/P/Arv/fw39J+jzhA59Q5Y/3P3vWOLjPpQG15T19XUeea6vr8Pn88FqtcJoNHIcgFwuR6lUQqFQgF6vR7ncdxgeGhri2BMKdiUjyo9gxKPJ4B/iOCWD0/34JFBwJuW8CYKARqMBnU7H947VakWr1cLIyAii0ShWV1dhMBgQj8fhdDr5+0dGRjgapdls4oMPPoBKpYLRaGSLBolEgnQ6zREzarUaDx8+RKFQQK/X45y8iYkJaDSaT1yQvAo+OM+KZzX6u4J+j1EEsCSK4vtHclYn2IPn3Tp8WmdlvxnU/gKIjtHPlkolbGxsYGho6FDnN7i4fpS1JMWdO3XIZE24XE5YLGacOeODWl3D22+vQCqVYm1tDVKplIsJ2gGpVCpotVpWJJXLZej1esTjcbRaLZw+fRqbm5tMkiZl0aCCiN4Dl8uFnZ0dVloZjUY0m00YDAaMjo7yom+z2SCVSrG5uQmLxbLHDVgqlWJ9fR3lcpl9bqxWK2QyGfx+P4rFIpxOJ8rlMgqFAsxmM2KxGJumKZVKdic2GAwsK6VxU7Va5QRiKjo0Gg0vsqIo8viNOES006xWq8hkMixft1gs8Pl86PV6WFtbQzgcRrPZ5HBSv9+PVCoFi8XC5NF6vf4iF8APAfyvgiD8GnFshH5g7/+CfsQ0AIwBeK6mo6Iovg3g7d3X+4Pn+bufJz7uQ4nGUr1eD/F4HJ1OB4lEgo0ym80mNBoNzp07hzt37kCpVCKbzbIfFI1EzWYzzGYz7t+/j3a7fYAUXIe+SzElgzfQ/0iPTzK4UqnkkTJ1o54EiqGgJHCLxQKtVssuxtPT09Dr9chkMnC73TCbzSiVSkin05iamkKxWMTQ0BD0ej1OnTqFeDzOPDz6/VarlWNa6vU63G43bzIMBgNvIimb6nncj6+CD86z4rBGf04AfwzgDfQzqIA+9+YqgK+fxDYcLY66dXhQ2/pJBZDdbsfa2hr8fj/UajUePHgAAI+c3+M6T4MF2927d+F2e5BOO9BqpSCT9Q3lzp/344tfNOOP/mgTbrcb6XQawWAQzWaTZc5GoxFWq5XVR2RSlk6nMTs7y86s4XCYiY61Wg2JRAISiQR2ux1nz57l9jGd49WrV/HgwQPodDo4HA70ej3k83n2qPH7/cjlcsxP6vV6kMlkcLvdmJycxOrqKqLRKORyOTqdfmxSJpPhGIZz585BFEXs7OxAoVAgkUiwokyhULAjaiwWQ6vV4nBMo9HI/jftdhtKpZJfn9rg3W6XVVQ0arNarWi32wgEApyTY7VaWQVDEnedTsfdKerqkBmZUqlkv41SqfQiF8D/CMCfAYjt8v9E9Pl/2wD+vd3vMaNf8HwmMHhfGQwGBIPBZ/5MaCylUCiQyWRQLpfhdruxsLCAVCqFbDaLWCyG4eFhBAIBdvheWVmBQqHgIjybzWJtbY2L+UeTwc9jbzL4bfSLnOMD4teQHxapxvaDiMYAIJVK2R+LusmU+6ZQKDAyMrKHQ7OwsMB8PL/fj0QiAa/XC5vNBpvNhmazyVYXNCqktU2v1yOdTsNms/HrazQaBAIBmEwmKBQKeDyeT3w/vgo+OM+Kw3Zwfgf9q3VGFMUHACAIwjT6rdt/BuAbR3N6JwCeT+vwk4y5DrrwB8/pcTv7dDqNUCiERqOBcDgMn8+H8+fP7ynYPB4fvv3tuyiXtVAoFDCZjJiZseCXf3kK4fAahoaGUCqVYLfbsbS0xO7EtMuZnZ1FKpVimSq5sD58+JA5A9RaJkJupVKB3W5HqVRCLBaDxWJhc7Nut4uJiQnMz8+jVCrh7t27sFqtSKfTqNfr7P67vb2N7e1tDuC0Wq2w2+3IZDLI5XJcaABgnlCpVILf72d+A0nJu90uz+3z+TzGxsZgt9tZKTY7O4u1tTWWnJNnDrkkU3ioyWQC0C9AarUae+XI5XIeQbndbnQ6HcTjcVQqFZRKJe4EuVwujt1IJpNwu91cCJIJI4A9//+oIYriiiAIUwD+XfSFDgL6drff3c2ogiiKf/zCTugA7PqB/QbQH9kcNfZ3dMfGxh5Rv+3H/vufCnQytfT5fDh37hwEQcDq6iqazSaq1Sp2dnbg9Xpx+vRpSCQSWCwW/h2pVAqFQgHhcBiVSuXYJ4M/DrShILK0SqVi4v8gqLNDI2bq3lBHdXNzE9FoFG63G81mExMTE3C5XEgmk3C5XLBarTCZTBBFkb1wwuEwgsEgLl68iI2NDV47tFotQqEQgH6HaXZ2FgqF4sBNxnFTOh0nHLbA+TkAX6biBuCF5z8D8BdHcmYnYDyP1uHHGXMNuh2LosiqAZKS0zmNjIywuigYDO4532aziXA4zIthr9fDyMjILpeki5s3G5BKvdBomjAYjNIpZJsAACAASURBVLh40YM33jBCIhE4uXtubg6RSARf+tKX0G63EY/H0W634fF4oNfr2RPm7bffhtPphMFg4FgGkrZSDlSlUoHf78fQ0BCMRiNKpRJ701y7do1n6zKZDHNzczh37hxyudye9PCdnR0IgsAdGa/XC5/Ph1qtxmGFCoUC6XSapdzkezE6Ogq1Wo1YLMbvUaVSgcvlYi8cCtYj8nY6nYbf72dn516vh0wmw7vr9957D91uF7lcjonOtBMl4ieltVNIYrVaRaVSwcjICBQKBbLZLJNKW60WLl68CI/Hg0ajgVKpBKfTeWCR/CKwW8j8fy/kxT4GRFH8JvqO7rhw4cKRS4I+Tkd38P6ne5FIsDKZDKlUCrVaDSMjI0gmkyiVSigWiyiXy3v4W8QLu3//Pmq1GtLpNPL5/VZo+5PBezgOyeBPA5lrSqVSNtikmBPitRFxn9RUNMrL5XK8bqTTaayuruILX/gCLBYLfvzjH8Pn80EURWi1WiiVSubNkLBhfHwcTqcToVAItVqN16FOp4Px8fFHCpkXucl4lXHYAkeCfn9xP9o4pKPgCT4+nkfr8OMuirdu3UI2m2X7/4sXLz5SIJFkMRqN8vkScffOnTtoNBocLvmRIZ6Iq1cr2NlpweXqh1OeOWPDuXNqmEx9T5j19XXeqbzxxhtIp9N4++23WelFKdlut5tVC61WCy6XC0B/EaDFPJ/Pc/RAJpNh3ozD4UA8HsedO3ewvr4OnU6HCxcuoFQqodPp4Fd+5VeQyWTwp3/6p+wrk8lk0Gw2US6XYbPZ2AfHbrej0WiwY6lcLodarWb+i9ls5gwovV7PPkDU7vZ6vfzASafTbOC3vb2NQCCAL33pS9jZ2UG73YbZbMbc3BxCoRAsFgtSqRR6vR4KhQJzioi3Q4RknU4HjUbDO1VKLKcWt16vx8zMDLxeLyc+7+/I7S+SXwQEQfgS+jJx4v8tA/jHoij+5Qs7iWOEj9PRHbz/c7kcKpUKK+PK5TIbxPl8PuRyOR5fkvy7WCyiWCwiHA6zVxMVRXshBXAWe5PB7+G4J4OTKzEJKkiR6HQ64ff70Wg0WE1KI2mVSsUZd+RFRTwam82GRCLB+W6NRgNmsxmiKGJ2dpatJPZ/fvTZEl/uJPvtk+GwBc6PAfy2IAj/gSiKCQAQBMEF4J/ufu0ExxxPWhQfN74iVY/ZbOZdBQVk7ndGrdVqyOVyvLtJp9NQKBRwOp3Y2tpiXofZbEanI+L+fRlaLT0Mhr4q4ed+bgpnzmi4hUuFlSAILMFeWVlhhQ91cogcSD425OWi1WoxNjYGmUyGZDLJgZI099ZoNPB6vXjw4AEWFxe529RoNJBOp2EymTjDaWZmBpFIBNevX4fNZsPU1BSWl5cxPj7O5F7ixchkMiYok0Rcp9NBoVBgaGiIpfiJRIKzehQKBe8MKYmckpwlEgmcTieq1SpisRiazSZEUcTKygq2trZQKBSwvr6OZrPJSeESiQQ6nQ61Wg3T09PI5XKQy+U4d+4cGo0GEokENBoNuyXXajVYLBZcuXIFKpUKo6Oj/PnT6A84uEg+agiC8GsA/h8A/wZ97xsA+DyA7wuC8DdFUfzWkZ/EMQHdp4VCAUajEQqF4tAd3cH7P5VKYWxsDBqNBoVCARaLBbOzs1heXsb169fZyHLQDZsK9K2tLU4K73a7+8Y4EgDzkEptu9ywLoAlHLdkcPqbqFAhTx+yeCBejVwuh1KpZHNOlUqFTqfD1z3xjiwWC/N4SqUSB/2m02lEIhHe+FDe2/T0NNLpNDY2NiAIAm/CTCYTFzQUYEzeZMCr70nzMnDYAue/BPBdAFsDRL9RACF8Bs21XkU8acy1v31NxQlZ+ZPKQi6XQy6XH+iMSrs6upkXFxfhcDgQCoU4PK5QKKDR6ODP/zyJjY0CDAYD2u02fvZng/ilXzrNLdhQKMSFlSiKKBQKuH79OrsTr66usgcFycNlMhm8Xi8cDgei0SiazSaT9S5cuIBgMMgeOZOTkyy5JhIvecQA/UgJ4smsrq5iZWUF0WgU8XgcOp0OPp8PDocD2WwWQ0NDePDgwZ7cqmAwyOaF5G8TCARYOUXFDS2KTqeTfS3IX4cyuyhRXaPR4MaNG/weFYtFSKVSdqWmv4Ps4fV6PUtWbTYbq2SI9EikaaVSyd0bko8PXi+D6cZGoxHVahXAC5WR/n0Af1cUxf994Nj/KQjC39r92pEUOIIg6NBXZwH9J/eQIAhnAOREUYwcxWs+DYP3abVaxdjY2BMfeoPhuC6XCwaDATs7O3C5XOxjZbVaUa1Wsb29zZEnpCYkG4ZKpYJyuYxwOMybGEqt/wiUDG5Ft9vZPfYAwM7RvSHPAEo8Jwk7dValUimKxSL/3YPu4MTHyWQykMlk8Pl8LB4gvymJRMKFSbFYRDAYZOJwtVrlWBXi6M3MzOwppJrNJhYWFjA+Po5Mpl8I0sZRpVKhXq8jk8kwF+6Eb/NsOKwPzqYgCKfQD92cQv9qXgbwtiiKr55T02cQTxpzDe7Ms9ksFhcXMTU1hUikv457PB7UajVMTU3B4/Hs4V/Q/0okEuZ+RCIRyOVydinOZDK7zslOfOtbyzCZhgH0fSV+8Rdn8Qu/MLfnxjUajRAEARsbG9yRcDgcPAYiXopcLufohGaziVarhfHxcSgUCu70aLVadDoddlQlAzypVMrySqVSye7MUqkUbrcbY2Nj0Gq1SCQSuHnzJgCwqoniIcbGxlCtVnmhy2azOHPmDKampvDwYT9bh2IXKMvK7XZDJpPxe12tVtlRWKFQoF6vo9PpwOv1sgoM6KuwaARFsnHqlmk0Gh5FKZVKdiemMRfZwiuVSuh0OkxNTWFraws/+tGP2EcnkUjAaDTC4/FgbW0NmUwG8XgcUqkUVmvfYkYul2NsbOxFy0hHAPzbA47/GY42JuYC9nan/8Huf/8SwK8f4es+Fs86ZqZwXIvFgjt37sDj8eDUqVOIRCJsGuf3+2E0GnHv3j1YrVZsbW1ha2sLcrkcjUYDSqUSXq8Xd+7cQSaTYdXeo5jC3mTwMPpCt+MBtVrNsSlkxEmZc1T0UMdVq9XyxkKv1yMajaJcLnPXU6VSwel0QhAElMtlDg2enJzE1NQUd549Hg+7ogcCAQQCgT0bFK1Wi0qlAovFwsRi+kyNRiMePHjAa2CpVMLo6OgJ9+YZ8dQCRxAEOfouxv+xKIr/FgcvNid4hTHYvs5kMnA4HNxxqVarmJ+fZxvyQbXG4GhrdHQUo6OjKJVKmJubw/3797mI6HvlNHDzZheiaNj1m+jC5SohGJRwm5t+F2UlEZ+GFoVUKgWVSoVz586h2WxiZWUF7XabOxRk5CeTyWAymdBqtTA0NISRkRFe0EZHR3mcRYWSTqeDXq/H+Pg4gsEgVCoVotEoFhcXUSgUIJFIkEqluKtCBoEul4uT0cnUj3xEyNum2WzyjD6fzyMcDjOhkDK9qLNDZE3yE2m1WhgbG4Pb7UahUGDDwVKphHw+D6fTiVwuB51Ox7JwCvrs9XowGo0oFApoNpssjf/iF7+I+/fvs7MxtebJrIwiJe7fvw+5XI7l5WXMzMzA5XLB7Xa/DBlpFMCb6Jv5DeLN3a8dCURRfAcfOdMdCzwr9yYWi7HqjwwcqTgyGAyYnJxELBbjZHnijQ2OLynSgx7sg5sF4pM1Gn4AvoFXjgBYP4J34OOBzrter/NYTS6XI5vNsq8WycRlMhkUCgUH0pIPjUQiQbvdRrPZhMViYZ6b2WzmjDqpVIpr165xt9jtdsNkMqFWq8FkMu3ZENBnKZPJsLGxAZfLhWazySopWlMoq67T6eD27dsYGxtjX6vDqmFfhYypo8JTCxxRFNuCIMzgVfTUPsGhMDi+mp2dRaFQQCwWw87ODtRqNRNZL13aGzP2OLkqFSxLS0u7EQhK/OVfliGRaCGK1V1nzjiGhkbw3e9+F1tbWxgeHubuxOrqKjQaDex2O1uV1+t1WK1WTiPf3NxkjwiSdM7MzEChUKDX67GdeqvVwujoKIrFIhQKBTY2NtBsNjmt3OVywWKxYGpqCvPz89Dr9Xj48CHy+TxSqRSi0SgajQbvamkBzGQyqFarEEURiUSCix968JAfBu14iTAdDAaxsbGB+fl5nDp1Ch6PB4VCAYuLi8jn81ysVSoVaLVauN1ujI6O4v79+0ilUizpJu6O1+tlMjOFhAJggjIVcr1eD5FIBFevXoVKpYJOp+Nz7Xa7fA1QIUfvncvlQjQaxdTU1Msy/vptAL8jCMJpANfQH49/DsB/iH6UwmcGz6qmVKlUCIVCsNvtiMfjMJlMiEaj2NnZgUajQSwWwwcffMDXDsWl0Aiz0WigVquxypBIuKQK7D/0vRCEAD5q5O/guCWDE/GfzhvoW1pIpVJ2JqbjMpkMOp0OKpUKBoOBR8E0ZpdKpfD7/Wg2mxgZGcHs7CxWVlbQ7XY51oI6ob1eDxcuXOBx2GBRQZ9dOByGx+PZE6YJ9DvuFosFTqcTJpMJW1tbrGQLhUKYmJg4tBr205gxdVgcloPzHfS5Nn//CM/lBC8Jg+Mrqvbv3buHCxcu8AzaZrM9sqA+rmU+mGobi2Xw/vsyeL3N3bl9F3Z7Gl7vKIdtbm9vszcNkZhprEMGV+QNs7S0hGvXrkEURfbnuHPnDjY3N6HRaJhXQj4dUqmUzf7IZ8Lj8XDyt1qthtPpZMKf2+1GMplEPp/Hzs4OpFIpOyNTgUPk3sFAwlgsxjJrCqsURRFGo5G7M1qtds/7ePbsWSwuLgIAB5eeOnWKz0Wv10OtVmNzcxM6XV+VolQq4XA42ImZsmv0ej0nnEulUphMJoyNjeH9999n80CpVLonNoKcW41GIys9aAy1uLgImUwGvV6PYDD4yAL9oiCK4u8IgpAB8LfxEd/vAYBfF0Xxj174Cb1EPKua0uVy4fLlyzzeUKlUvBEhR2u32w29Xg+DwYBqtYp8Pg+JRMLxDBRAS+aRnU4Hbrd71zVcj3Z7GB/tfdPok4qPJ8h0E/jIvFSpVO4ZVxsMBo5cIcEDda3K5TLm5uZw6tQpqFQqVCoV/l7Kj1pdXYXH40Eul4NMJsPOzg4cDgc8Hs+ec6HPslgsQqPR8CaOLBmAfvwNjaaJx9ftdmGxWB4RezwJn8aMqcPiWaIa/nNBEL4M4AP0w0QYoij+t8/1rE5w5Hhc25JuvPn5eZZ/k2FdOp3e0958Wsu8UGjiT/4kgmazL700GHT4K39lDPn8Ct566y0m942MjEAQBPz0pz+FyWRCtVrF+fPn0Wg0HknKLZfL3CLf3NyE1WrFxMQEFAoFu/lSvhRFEMRiMVSrVayuru5RSMjlchgMBqysrDDJmIjHiUQCNpsNa2trvDDK5XJsbfUzsXq9HndGKNKAsqFWV1cxPz+PZDLJsm5yIQbAhn+JRILNBq9cucJqKDpHkqxWq1WsrKywmoWypYgcLZfLodfr4Xa7kc/nYTAYoNPp4Ha7MTc3h+9///tMaCyVSpyHFYvF+Ly73S7L+MmVmRZnKhhfFkRR/NcA/vXgMUEQ5IIgBERRPD6zkGMGk8nEfDLKlPP5fKjX66hUKtDpdNy9EUURwWCQjeparRa2t7fZVFKtVrOhZT+LSoN6XQOptLzr+psHsIBXIRkc+IgzSFEvJpOJYxpo00Oj35GREcTjcfapohgVUhpGIhEWZZjNZmxubsJoNGJoaAhLS0t7NjX7112DwfDYNdThcODSpUtMXqZxcy6XYxLzYYj+n8aMqcPisAXOZfRJxUDfwWkQr8YVfYI9eFrbkm7IJ8kVH9cyF0UR167dxe/93m0Ignp3zi3gF35hGLXaOiKRCCQSCTKZDLRaLTY3N3muTEonnU6H4eFhVmfRQ39xcREbGxvw+Xy78/8GhoaGUCwWkc/n2aPm9u3bsFgssFqtSCQSuHfvHvR6Per1Ora3t6FQKDA5OQm/3w9RFFGpVDhEsFarwWAw8KirXq/D6XRic3OTuQhAfxdG7XuazVNWTKVS4Rwr2gk3Gg3E43FYrVa8++67MJlMKBaLkMvlmJychNvtRiwWQyAQgFQqRSwWQ6VS4Qwu8iVxu93Q6XTcFdre3kYwGMTY2Bh3eJLJJKrVKvR6/R6ZOpmRpVIpjqcgI7NisYhkMsmE5Lm5uT2z/mOGGfStcaVP+8bPEp4U47DffsFsNmNkZIRDNK1WKyYnJ3Hnzh34fD52u6aNhUaj2SXz6xCJqFEqlXcJuq9eMrhGo4FcLmeeDNDnH7bbbTYwrNfraLVaEAQBn/vc5zA6OsodXQqpJb7O8vIyJBIJbDYbG2gODw9DIpFgfX2dR7z71126bwfX0P1F0NhYX8xHFgFOp/OZ7stPY8bUYXFYFdXrR30iJ3ix6Eu2G+zcWSgU9hQ4gy1UtVrN/i2D7c3HtcyXlyP43d+9jUZDhChWYDDoceGCDIKQRii0zrks8/PzSKVSiEQivKvY2toCAOzs7GBychJSqRROpxPhcBgmk4n9ZTqdDkZGRjA3N4dAIIDNzU3cvHkT1WoV7XabnYMnJiZw+/ZtOBwONJtNdu11OBwccGkwGDg1mciCOp2OOyo0+jGZTCgUCuh0Ovw6ZKZH3RatVsvE4larBb/fj2w2i+3tbe6ULC4uolKpcIGj0+nYbI3+Zvp9Dx8+hMFgQCgUYmMwhUKBsbExtsc3m83Q6XRc3Hm9XigUCsTjcSQSCR5Rmc1mPgciTWo0GlZyKBQKOBwOdLtd3r0ajUb2/fgskRNfVRz0AKXP0GAwwGw2s2GdRqPB1tYWSqUS2u023nnnHdjtdpaHy2Qy/lky6Ox0tCiXDeh2W7udzSr6+VKdp5zZ8QAldbtcLuj1erhcLs6CGoxHWFxchMViwc///M+zEOErX/kKx7Gsr/fXMSIaUyeGZOYffvghGo0GdnZ28Oabb/LmcP+4iFyMB+kB6+vrrDwd3Hx+XIL/pzFj6rA4jIrKA+BLu9/7E1EU96sZTvAKot1uM3mYoggOwmHbm3Rzrq0l8a/+1UMIggqiWIVcLsWZMyJ8PhV2dnawsbHBcQcAYLVa2X8nEomwsy8Reefm5iCTyXg+PjY2xsWZSqXiqIazZ89ibW2NOSbU7ZBIJAgEAqjVatjZ2UGpVILJZMLQ0BBUKhWMRiO+8IUvIJ/Pc/ciEAjg3r17TOaljK12u43h4WF0u13E43EAQCAQ4JY/PQwoPZx+NpvN8oydCgRKcdbpdHycirnr16/DbrcjGo1ienoaq6ur0Ov12NzchEQiQS6XQ6vVglarhclk4jEXGfstLS1hbm4OGxsbkEqlmJiYQDQaRTabhdPpxNDQECeP0xjKbrejXC4jEonAZrNhe3ubVST7F9oTHC8M7vhp/Eh5Su+++y40Gg1/hul0GisrK0ymt9lsPI4iFRB1bBqNBps99s39ZGg2+zyQPuekhn5xc3ySwZ8E8reh/61UKmg0GvB4PCwooLWHOredTgdms5n9ocLhMIxGIy5dugS9Xo9r165x9Emr1WJunNPpRK/Xg8fjgdvtZgn4k9ZTKk6z2SxyuRyvjZ8lzszzxhMLHEEQrgB4GwBRvFuCIPz1lx1ud4JPDoVCgYmJCZZZKxSKA7/vsO3NdDqN69eX8Jd/WUQuV4YoAiaTHmfPAj/zM/MQRRE/+MEP0G630Wg0oNFoOOrg9OnTCIfDfOPb7XakUilIJBKk02k4nU6YzWZIJBJoNBoOuBsfH0exWEQmk0EwGMTk5CQKhQLW1tag1+vRarVgMBig1WqRzWZ511oqlZiMHAgEcPHiRUgkEjYNvHr1KitGdDodz+a9Xi86nQ48Hg88Hg+2t7dRr9fZdFCv1/MCZ7fboVAoUKvV4PF4UC6XcePGDXZfJmdUkoLbbDZcvHgR6+vrqFQqqFQq6Ha7+OCDD1Cv1xGPx6FWq5mHo9frMTo6img0yq10KqxGRkaQyWSgVCr3hCDOz8+zuRnl4AQCAZw9e5YJ2jKZDBqNhhf3fD5/stAecwx2bcgsjkwq6bO0Wq3QaDRYXFxEu93mkW82m2XyPXUSaXNACqK+35IS9fo0er0m+qyENvp0zOOVDP440HVN3ZNkMslEfMqT0mg0TNynGAZSeLbbbdy6dQt+v5/NUOVyOV5//XUYjUYOFJZKpVAqlbh8+TImJycRCoV4JDi4fh60nlJ3RxAENuK02WyfKc7M88bTOjj/EMD7AH4L/Sv5HwL4JwBOCpxXHLSToGLhcSTSw7Y3V1Z28KMfFSGKkt207x6+8Y0JWCx95U40GoXX60U4HIbBYEAmk2G5JRnKnT17FpFIBDKZDJ///Oc5wdhsNnN8AHVg8vk87t+/D4/HA5vNhomJCVy5cgXvv/8+e13Y7XaMjIywQ7HH48Hq6ioikQi63S68Xi9MJtOev7HX6+Hu3buQSqWw2WwIhUIoFApwuVwwm83srmw2m1mlZTKZ4PP5YDQauUUdDodx6tQpfPGLX8StW7ewvb2NQqHA0RMGgwGiKGJ8fBxSqRQulwsLCwtYW1uDUqnE8vIyarUauxtTwUXSXalUiqmpKSYcAkA+n+cQT6lUCq/Xi2w2i1gsBrPZDIfDAZ1Oxx0soG98SEoOUqvRv2u1GgqFwktZaHetKZ6E4As5kWMOURR5pCEIArxeLxqNBiKRCLLZLJLJJF+jZAYpCAJarRa7Iefzec5FI/deKsD7akNAEObR68nRL26ObzL4QZBKpTz2rdfrMBgM8Hg8qNfruHfv3q7aM8ZKTeLTkcqK7CiIgJzL5bC0tITJyUlUq1XMzs6y8AEAd2PVajUsFssjQonHrae0JtMmbvDnTvDx8LQCZx7Am6RUEAThvwJQEATBJIri8U5Pe0XwJBOmozRoetJO4llfd329gD//8zSq1QbkcgWk0h5+8zcvwunU4ObNm3vCOkn2PDIyAq1WC4VCgUajgTNnzkCpVPJY6bXXXoPRaNyTXp7JZNhpeWVlBRKJBO+//z7kcjlbnUciEZTLZUilUuTzeRSLRZw7dw6hUAgbGxtIJpNs2y6RSDA2NrZHmpnJZGAwGDhvCgCbDfZ6Pezs7HAXpN1uY3R0FMFgEGq1GpVKBa+99hoikQjnO0UiEdy7dw/b29uw2+3smmoymeBwOODz+ZjovLa2xm6q5LBKJl8Uzke7bDJjo2gGGivZ7XbMzs6iVqvhzp07sFqtEEUR0WgUH374IXq9Hr7yla/AarXueV/3XwfHYKFdxJMFDMJTvv6ZAEV1UKCs1WplefFgB2d0dBSBQACf//zn8ZOf/ISLVoVCAZ/Ph263i0ajwSR06uIYjTaEw2YAGvRJxD30CcWll/p3Pw2DtgYUkEkqxkQiwRlxrVYLW1tb/HWz2Qy5XA4ALI1Pp9MolUqYmJhAvV5HKpWC3W5nHg1ZKxQKBRSLRej1egiCgHQ6jdHRUUxPT7MS9UkYXJMvXbp0wnl7DnhagWMGkKB/iKJYFgShtnv8pMB5DniSmullGTQ9y+uGQnn80R89gEKh3nX47OJXf3UG09N+3Lx5E9FolDkAsVgMhUIBgUAA8XgcHo+H1VI3b96E0WjkTKREIoHFxUWMj4/j4cOHzAfp9XrIZrOQyWTMD7hx4wbMZjO+973v8agmkUiwtDWTyXBhQpEOrVYL7XYb7777Ll5//XVOFi8Wi6zQCofDmJiYgNVqRT6fx8bGBtRqNTKZDHK5HPvefPDBB/B4PPD5fCiXy9w9ymazWFhYYHt4MjKk3V25XIbX62Wis0qlwvr6OorFIs/0G43+CIC6UKT8sFgs2N7ehs1mg9VqRbFY5B3o1tYWYrEY2u02F5P9BPculEolbt68yWTLixcvwul0Hqige8kL7fSLfsFXEXS9Wq1W9quikNhgMMiFCykTQ6EQRFGEzWbD+Pg4j2bHxsYQiUTYzbcfSKlCNGpHpyNDv7AR0ZeC51/uH30ISCQSNtpstVq8caDuVa1W40KGRrlbW1vc6RkdHWXLiU6ng8uXLyMQCECj0WBubo7DcIlHQ5wdoG9fkc1m4fV6eYR+mHX7s0wGPiocRkU1IQjCYGa7AGBcEAQ1HRBFcfnRHzvBkzBoqDeY9zPIczhKg6YnFTGDr0st8P3dHFEU8dOfhvDHf7wKuVwBjUYDvV6Br37VDrtdzYRGesh7PB4olUpUq1VEIhGYzWasr6/D6XSya2gsFoPL5eIwQIlEgvv37/PD2Ww2s4SapNPdbhdTU1P48MMPWR1Efjg0XqnVahgdHcXQ0BA2NjbQarVYshkKhRAIBHDr1i2cO3cO165dw49//GPo9XrYbDYkEgn+O8gH5M6dOyyZJX8M4vlotVo4HA7kcjnmztBYqtvtwmazsUGg2WxGIpHA+Pg4rl69yl2zXC4HpVLJPBmr1coxCkQMdrlceO2113jcFQqFsLm5iXg8jmg0CqVSidOnT8PpdLIEXq/XY3t7G+VyGevr6yyj308wPw4LrSiKx8sO95iCxhparRZWqxWBQAAAoNfrucitVCowGAzcwbTb7VCpVPB6vezoS6ogu92OarWKSqWGfH4I9boUQHf31ZbQN/M7XqDND6WEE3dOo9FwqGjfq6e/QaAREgA2McxmswD64otgMIh8Po9CocCGeltbWzh79iwA8KaCSP+D3lGVSgUKhYI7PxT5cNKNeTk4TIHz7r5/CwD+HP1yntrEh/aiEAThtwD8XQBu9O+Y/1oUxZ8c4uc+B+AdAA9EUZw77OsdV1CBIZPJsLq6CqDvNTPIczhKg6YnFU+DrxuN9uN+1Gr1nkLovfdW8a1v3YVMJke5XIFU2sLP/IwBSmUHa2tr/NCnEQmNjWh8Myihnp6eZvMsiUSCtbU1NpojJ2KyJieHUYVCgVQqxZwYv9/PsmciE545cwYLCwsIBoN4+PAhFAoFj3Xkcjk7+xKx95133sHCwgJ7/pw7dw5ms5l9RKgoMpvNTQqEIAAAIABJREFU6HQ67LFDlu61Wg3NZhMqlQoymQwrKyvsgpzL5Xh8RDL2oaEhlmXv7OwgEolwYUfmY8FgkBUfpVIJtVqNVVeJRAJer5dJyRSiSF4dnU4HBoOBC+hQKIRms4larYZGo4FUKsX5Vwfhs5xhc1xw0GcAfJTbtt/rhr7+5S9/GRaLBWtra/B6vZiZmUEoFILT6eRrnwpyhUKBWCyGdDqNfD6PbreHUmkYoqjdVUoB/fiF45EMvh8ymQydToeDZ8l9mTo0giBApVJBEASOZqC8N7PZDIVCAafTCbVaDY1Gw8VRuVyG0+lk/s3y8jK2trZQr9cxOTnJaqxbt27tCRvOZrO8zlE3OJ1On3RmXgKeVuA81zaxIAi/AuD/QJ+0fHX3f78nCMKMKIqRJ/ycGcAfAvgRAO/zPKeXBSowqHPT6XR4xAB8lEJNxLhgMPhcORBPKp5sNhvS6TR3J9xu955CKBYT8e1v30O1Wtslp2rw2msyuN1GlqfSAmyxWGAymZgfo9frOVCT4gOuX78Oq9WK4eFheDweSCQSbG9vw+/3s7GVyWSCXq+HRqMBAM6EWV5exk9/+lPYbDacP38etVoNt2/fRiAQQLPZ5ATwTCYDiUSC2dlZpFIptlavVCq4efMme9wA4EiGn/zkJ/D7/QgEArBarZxv1ev1MDIygq2tLR4NRCIRGI1GdDodaLVaHreRkorMAdPpNCvESAYPgNOEyfmYpKqUa5NMJtmcLZfLsQqGukmtVovf106nA1EU2QCQYh6Gh4dRrVYhk8mgUqm4i9Tr9bCyssJjQ+IMfJYzbI4LDvoMAByYATcIl8uFr371q7h69Sru3r0LoH9dm0wmaLVa/vkbN27gxo0bWFtb21UGKdDtjkMUzej1SCG1jn6A5tGCOrLPim63u4dIPBgISpEnNK7qdrtQq9XMudHpdJBKpfB4PBgbG8P6+jp0Oh0kEgl7Z/V6PRQKBSwtLUGpVEImkyGRSOBzn/scBEHAxsYG5HI5tFot5HI5p4HX63XYbDZ4PJ4Du+AnOHo8scA5gjbx3wLwB6Io/v7uv/8LQRC+CuA/BfD3nvBz/zeAf4l+x+jrz/mcXgoGCwylUonZ2dk9D490Oo1wOMxW/RSj8LzwJBfilZUVLC4uwuFwoNFoIBqNsgRVFH24dWsD1Wp1N324ifPnVRgf97NEe2lpCbOzs5xIbrPZWAkkk8m4a+FwOJiTkkgkMDk5CavVirW1NbRaLTSbTaTTaeRyORiNRszNzeHy5cvY2dmBx+Ph5PBSqYS33noL8XgcX//612G327G5ucnky3Q6DbVajfn5eUxOTiISiWBhYYEzryjuQKlUYmtri7sbZrOZx1DVapU9Lag7MjY2BqfTiffeew+pVAqdToe/RvETRBymNjWFftJ5NxoN6PV6OJ1Ofi80Gg2MRiPMZjNkMhnvFI1GIzQaDZLJJBcwyWQSer0e8XicZedUyNCYjfJsgsEgbDYbGo0GAoEAj/xWVlZw9epVWCwWdq6enZ39TGfYHBcc9BkAYClzJpPBO++8g6GhIYyOjnIWXK/Xw5/92Z/hrbfeglqtxvb2Nr72ta/BbrdjZWUF7XYbmUwGd+7cwfr6OqrVfvpOq+WHVOqHVCrZNfKLAAi/kL/14xQ39HP0s+QMTpsnys9SKpU8wqb1SKFQwO/3w2w2w2azweVyQaVSweFw8L0Uj8fZomJ5eRk+n487Z2SsmUwmMT4+znwnl8sFqVSKdDrNUTHAo13wExw9niWL6hNBEAQFgPPoy8wH8RcArjzh534LgAvAXwXw3x/ZCb5gPM1f5lkfLk9rZT/u2NjY2J7CKZ1OY2lpCRKJBMlkkoucvlpDg9u3I5BIBBgMBvh8Rly4IMHQkBPT09NYWVnB7du34XK5mBfg8/kgk8m4u3Lr1i32cSmXyygUCvB4PJyRFA6HEYvFWKociUQwNDSETqfDyqP5+Xk8ePCAzf5IbXX//n3Mzs5yx6LT6fDflkgkWMVELq0Oh4O/J5lMcpJysVjkrk00GuXkcL/fj3Q6jeXlZVagUCAlFSSNRoMVExaLBWfPnsXt27fZRZgKHI1Gw99PCeKURuzxeKBWqyGTySCRSBCNRtnHY2ZmhjkVxGUiDxuj0YizZ89yfAX5chAvaGZmhh2Kx8fH+ZqgYo8SjePxOGZnZz/TGTbHBY/7DEg99c477/D1m06ncfnyZTgcDqysrOC73/0uR4/QxoGUiolEgsMdy+XyLhF3CKI4il5vMBn8wcv5wz8ByKqh2+1CLpdDrVZDpVKh0WhAFEW2azAajZBKpXC73fjCF77A97NSqUQoFIJE0re8mJiYwOrqKq9DxMWbnZ3F0tISd2wikQiazSaUSiWTtWnNValUJxuFl4AXVuAAsKHP1UnuO54E8OWDfkAQhFMA/gcAr4mi2H1aB0MQhN8A8BsA2OfjuOJpRM6nPVz2FzSiKHLH53Gt7McdGzyHYrEIm83GHi/pdBrDw8NIJjVYWSmh2+2iXK7B5VLjl36pb/wVCARYtTA3N4dQKMTSY7PZzGoCSr9VKpVwOp148OABkskkOxN3Oh3I5XLuoLRaLd6dUfI4AG4NU2An5TxZLBZcu3aN03Z7vR4vYiSLrlQq0Gq1vKtSKpVstkehguR1sbOzg2g0CqfTycZ+KysrKBaLqFQq8Pv9bAxGbqW5XA65XA7lchkOhwPDw8OQSqVYXFxEPp/nxGa32w25XI5sNguDwcA2+kQATaVSHFHhdDrZ14ak6K1WC5VKBQsLC3A4HLBarTh79iwmJiYgl8sRDAbxwQcfoFwuQ6fTIZvNolwuw2g04vz583uIxW63G3fu3OGHwNe+9jUAxyvDRhAEHfreN8uiKL4Q69yPyxd8nnjSZ/Duu316pNlsRjKZZMJwMBjEtWvXAPSjAMiK4dSpU9BqtXwdrq6uchxJo2GBIExBJpPuZrDF0Ffqv5rodrscwGu32yGT9R91xJXR6XTsZyWKIoaHh+FwOBAKhXZdmxvQ6XTQ6XRIpVK8RtKY+o033sDMzAxsNhtv2pRKJTweDwfbBoNBXL58mceMFLUyuJaf8NyOFi+ywCHs96440M9CEAQlgP8XwN8RRXHjUL9YFL8J4JsAcOHChVfaI+NpD5f9s3ki9R7Uyn7ascECx2g08g2dyWQwOzuLhw87uHp1E51OF9lsFlNTLrzxhgqi2HcKXltbwwcffIBut4vNzU1sb2+j0+ngzTffhM/n40yjpaUlAMDY2Bjq9Tpef/11lMtl5PN5jg+IxWLcnSBZMyV6KxQK3Lhxg/08xsfHIZPJsLCwwCm/VqsV4+PjnBdFu9f5+XmWh+ZyORQKBXZrnZqaYrWVTCaDzWbjtr5er2eyYj6fR71e50Vuc3MT4+PjOH/+PEKhELrdLjKZDEwmEyKRCKrVKiwWC3w+HzY3N7G6uspGaul0Gs1mEx6Ph4mNarUaBoMBS0tLUKlU6HQ6PIZ6/fXXWdoqk8mYP6RUKtlefnR0FHa7nblcnU6Hu3FkXnYQyKk4m83CarUyL+w4qKkEQdAC+L8A/HX0tcoTANYFQfjnAHZEUfyfjuh1PxZf8JPioAfeQZ+Bw+HgRPpkMolUKoVarU8IpkDZer3Om4fR0VEOgux2uxgaGsL29jaUSiXKZQ3k8km0253d8VYWr1Iy+EEgPg51oEnYYLPZ+J622+3o9XqYmJhAuVzmMVY6nYbVauWsKaVSyV3PTqeD2dlZzMzM8P1Bid9GoxHLy8uwWq0c2CsIwhPX8hOe29HiRRY4GfT1hq59xx14tKsD9HdNMwD+hSAI/2L3mASAIAhCB8DXRFH8i6M62ZeNpz1c9o+wyJMBeLSVfZhjhMGbcXZ2Fnfv1rCwEIfFYkEikcTcnBt/7a/NoddroV6vY3NzE+vr69jY2OAFdXR0FJVKBclkEvF4nCXKKpUK9Xqdd0jVahUXL15EPB6HXC7H0tISKyJoBOR0OlEoFLiTk0qluIVeqVTw9a9/HbOzswiHw7DZbPB6vSgUCqhUKuzvolAomBS8vLyMhw8folarwWQyMffF4XDwg4UKAjIB7Evg+8F88XgcJpMJ1WqVs7C0Wi3m5uYQjUZZrtput5HNZnH9+nUeCdDozGAwMGemXq9zp4va4blcDkB/t0nW71arFXK5HMViEYVCgc9fFEXI5XKMjIxwJygcDnPBabPZcP/+fQSDQczOzmJnZwcLCwuYn5/n3eLW1hZ0Oh38fj/y+Ty2trb4ujgGO8z/GcAU+mPsHw4c/wsA/yOAIylw8PH5gp8Iz/LAGx0dRTqdZoM+v98Pk8nEwa3NZpPVi+Pj40xuX1xcRKFQ2PWSkqHXm4Eg9Hb5Knn0erfxKiWD7wdJwVUqFYfLkskoxZ2QtxVtPgqFAs6fP8+dU7rmyenbYDCwSrNcLvNr7V+nyaJiMP7mSWv5Cc/taPFMBc4naROLotgSBOE2gJ8F8G8GvvSzAP7kgB+JATi179hv7X7/vw9g81le/9OAwYcNjSiAfqESDAY57fugjJPDHAM+uhntdju+970N3Ly5A0Hod31ef30cc3Md9Hp9m3fyn6CwyXg8DqVSCYfDwQ9Wp9OJtbU1mEwmzM/PM/G2Xq9jYmICEokEarUaGxsb8Hq9zA2ghYniAgKBAJLJJMumadF5//33WWav0+kQCAQQiUQQiUTgdDpx9uxZflh4vV72zyECYSQSgcPhgMlkgtfrhdPphFar5dBKnU6HXq8Hv98Pn8+HXC6Hq1evQqFQQKVSQSqVIpVKQafTodlsol6vs4+Nw+HA1tYWqtUqj7WIEKzRaDA0NMSp3q+99hrnZ83MzPCDS6/XY3h4GNlsFgqFAsPDw9jZ2YFEIoHT6UQul4NCoWBrfSJXU0v8tddew9zcHJsdrq6uYnx8nNONB5PhRVF8pHg5BjvMXwTwy6Io3hAEYbClsAwgcBQv+HH5gs8Dh33giWL/rbDb7aw+ovT5Wq3G5pgmkwkulwvlcpkjSJxOJzKZDJLJOpTKy2i361CpJOh0SlCrV1EqifiYfN+XDkEQuMAhsrUgCLhy5QqrM8mOQq/XQxRF9q65d+8eDAYDkskkk5QFQWA+oslk4q7MQbLvw8bfDMJgMODhw4d87128ePGo3prPJA5V4DzHNvH/BuBbgiDcBPBTAL8JwAPgd3df5w8BQBTFX9stoPYMgQVBSAFoiqL46g6HPwEGHzaVSoX9YKhQoeJkEI9rbz/pIdXriXjrrTA+/PCjxtrUlAWf/7wJ29tbLFsHsLtQJjkCIZlMYmVlBRaLhbkjRqMRsVgMfr8fFosFtVoNOp0O7XYb+Xwe29vb8Hq9rEogt9VisYh2u425uTnI5XJO5jaZTHC73RBFEYlEAolEAlKplOWhNOoJh8NIJpOYnJzEmTNnsLS0BJvNhitXruDBgwfY2NhgtVOv14NKpYIoipiZmcHc3BzOnz+P69evM89Gp9PB5/NhdHSUDb4qlQq8Xi8bghUKBfb3oTEUdVlsNhtnXxkMBtjtdsTjcVy8ePH/Z+/NYiNLszOx78a+7/tGMhjcgrkUK5eq6uzqqm4JVW1Jo2kJ0IwanpFgwxCMmQf7xYaBEWA92I+GxsB4gOkBBh5BgsY9DajVkrqlrq0r1ZX7nsmdjCAjgrHv+379EHlOBZnMTGZVVuXSeV6YTJL3BoP3/vf83/kWnDp1CtevX8dwOIQoirBYLMhkMjAYDJxWrFAoMBwOWVU3HA6h0+mg1+sRDofRbrdRLBaRzWbRaDQgiiLu3buHcDiMxcVFrK6uMuGSCM8Oh4Ot/em8U1NT/Hd/DnaYdgDZQ/5f+xWe84n4gk+T+3dUYve4ytJgMGA4HLJj8Y0bN9jADgDLmEulEl9f3a4c0agZMpkcBoMcg0EDTmcFqZTwhdVMT7PkcjlbOTyuKFKBRtoSiQQymYwDRmlDQ/EplUoFtVoNEokE3W4XCoWCQ2kjkQh+7dd+jf+Ooiii2WwyCk0RDZVKhX2xCN2kTLgvwlk7bHPxqr58HRXBeSowsSiK/58gCFYAf4zRCOoeRqOm3fvf8nwzg59xHXzYKBSKB/wvvkyJoohMJosf/WgNu7sdDlwMBJQIhwfY2YlAq9Wy+Z9Op4PVaoXb7UahUEC324XJZILRaITf70etVkOxWGS3XaVSibNnzyKbzeKzzz7DYDDA6uoqS743NjZ4dLO3t4dqtQqbzYbd3V1otVr4/X60222YTCbY7XZsbW2xqR7JOIngS+MdURTRaDRgs9nYYr1WqzGMHA6H2XW4Wq0iFAohl8uh3+/DbrfD7XajVCphfX2d+UA6nQ5nzpxBqVSCKIoYDofo9/tYX1+HTqdjDk8sFkO5XGZ42+FwIBAI4J133sHFixfRbDaxuLgIj8eDH//4x9jZ2eG4B4PBgFqthnw+D6PRCIfDgVarxb+zQqHg4MxQKASlUolCoYCVlRUUCgWIosip52RoSI1PpVLB5OQk3njjDQB4gEcwvjA/B0qq6wB+A8D/c/9zQnH+ewAXv+JzH4kv+DS5f0cldo+vBeQ7RahpqVRipR6ZWlK46+bmJvb2ishmJ2A2u+8Ty6sIhYYwGidRrWZ4THzUIqTjSX7mcUUEYfKzIcTqYeen1wB87oujVCrhdrsxPT2NK1euQKPRoFwusxkmoT3hcBgSiQSpVAoLCwtot9uYnp7m4Fmj0YjhcIhr165xqOnp06exsrLCm6ZsdtSDPylnrVqtwu/3Q61W8xp00Fn8VX3xOmqD89RgYlEU/z2Af/+Qr737mJ/9EwB/8iTne5nqq37YpNMZ/Mf/eBnb2zVGWWZn9fjmNx1YW1uB3W5nW/NSqYRms4mZmRmo1WpIJBJoNBoMh0OcPHkSx44dw/LyMkqlEiNN5PVTqVQwOzuLXq+HxcVF5HI59Ho9Rjt6vR5n55C7aKPRwJtvvgmv18tBekajkcMm8/k8e/WUy2WkUinYbDYMhyNuQa1Ww8LCAvL5PM6fP4+JiQmk02nm68zPz0MQBJhMJshkMuzt7WF3dxeFQoEjEjqdDgKBADY2NtiMj4iHH374IeRyOfOFyIk4lUpxhhUANhlbWlpCs9nEiRMnsLe3h+vXr2MwGCAej0MQBLRaLQ4FJUWHRCJBqVTiUZzBYMCJEyegUCiQSqUQiURgt9sxGAx4HAaMFvytrS2kUik4nU5W29DDc5wjcJBz82V2pU+p/g2AnwqCMI/RevWvBUFYBPAugHe+onM+KV/wqdVRid3jawGFP9J1R0rBXC6HQCCAmZkZVg0ajQ7kcibI5eT2K2BysgSTSY54PM6ZaDT+Pkp9EcSHRqKHlVKpZFSF1E90DjJAPfj9FIlAWXO9Xg+ZTAZerxfFYhETExPo9XpIp9NoNpvweDzodDps9Fer1WC1WqHT6WC321GtVjEzM8N/B1JwEtKSz+eZwE+ijC+Cbj4HG4iXuo7a4DwLmPhVHagvIts9Kkm01xvgBz+4glu3kuj3e/eRkTTOnnVCq9XwLqXb7fI82mw2YzAYQCaTsWNuKpVCMpmEQqGAyWTC+++/z/JvpVLJ4Xe0KJBFer/fZ2O9XC4HvV6PXq/HHIPXX38dXq+XFyd6P86dOwcA8Pv9uHPnDnviUJOg1+uRSCTYzTiTyWB+fp6JxclkEqdOncLc3By2t7fR6XS4KdvZ2UGn0+G5vMlkwvz8PGZmZiCVSuFwOOB2u5HL5RAOhzm+gSIXBEGARqPh0UA8HmcXYXqQbG5u4saNGzAajSiXy1AoFIjFYnC5XJx4ns1moVarGTGyWCyo1+v4zne+A7lcjm63i1u3brGyikaDLpcL7XYbGo0G7Xab1SAGgwEWi4UfMo+zG3iWSipRFM8LgvAOgP8VI17e7wK4AeCcKIo3vqJzPilf8Guvg2sB3XMkVW40GrDb7XjzzTdx+vRp3Lx5E599dhm5nA8KhRydTg21WgXDYQS9Xgv5vI5VgF9HUWYcAPaNId4LXce93qNpnnK5HHq9ntHhdrvNPlSDwQDdbpfVksRXGw6HbPin0+lQLpc5xqHb7TI62u12sbm5yWvmQaQllUrB4XAgk8lAKpXucyV/knqerBhexjpqg/MsYeIXvp6WEuWLyHYPkkRpBzL+Wnq9IX7wgytYXy+wjHRqSopvfSvA0uF6vY5oNIpoNMqIDLkU63Q6Vhs1Gg2o1WrYbDaWafv9fibd5XI5lMtlnl8vLi4iFAqxZ0swGMTZs2fRbrdRKpVgsVhw4sQJzM3NoV6vw+Px7EMeCBUi7stnn30GqVSKYrEIl8sFnU6HcDjMCiQyPItGo4jH41hYWMDu7i5kMhkajQZ6vR78fj88Hg8HjVLgpVqtRrfbhdfrxRtvvAFRFHH16lWUSiWUSiVGaQKBANbW1jilmKTcrVYL9+7dg1wuh9PpRLVahcVigVKpRDweZ5fkYDCIfD6PXC7HPIROpwOn08kESHKi7fV6uHfvHh+DELaTJ09CoVCgUqlga2sL09PTbHKo1Wqh1Wo5myoajfL7SZLx50nVIYridQD//Gs+7SP5gs+6aC0QRRFra2ucfE18NSK9WywW6HQ6eL0BdLt19PsZtNs1VCplSCR3US4XkEq12H6APhqNRjQajceOnR6FxDyqxlEfOodUKmUH4YeVSqXiRkilUvGYlhqbXq+HwWAAURR5TOX1erG+vo5utwuXy4VyuQyTyQSbzQaZTMZcPFEUYbfbYTabUS6XodPpuMk/iLTQWF2hUCAej2NpaYnRziep58GK4WWuozY4zwImfmnqWSpRDvJ2otEok2az2Sz29tL4h3/IYmurAL3eAECATpfFqVM6fjCT2ohiDGKxGP8O+XweJ06cgM/nw507dzA/P8/ns1gsjCDQ7oQ4LHa7HVarlcdNwIjTU6/XMTMzA5VKhVAo9FAFSTabZSUVMFoo3njjDQSDQVy6dIlha4fDAaVSCZPJBABoNpvI5/PY2NiAIAjIZrPMYdBoNJiYmOB4hX6/j7m5OXQ6HXi9XqjVauTzedjtdtjtdp67i6IIrVYLu93OKeDkbCqTydBut+F2u5HP53nsRDwmqVSK48ePQ6/Xc+q5RqPB6uoqW83TOIkiJ3Q6HVwuF/x+PxQKBex2O3Z3dzn92Gq1suSeDAk9Hg9byFerVUSjUUxMTODy5cs8eiOJPD2wngfIXBAEzaO+Lopi81Ff/6J1BL7gc1HRaBSlUonRN6VSiffee49RilH4pBoXLzbQbo/uh3q9Dql0Df1+Cu325w0BqY8sFgsUCgWSySTq9fqhYyEA7PpL9hSPqkc1QkR8JoSx0Whw2jcVGYlqtVoMBgP2lzGZTLyOEJeOpPEkPFAqlZiensbOzg7m5+fZ6fj48eO4ePEiHA4HqtUqTp48yZxGGo8DozV0enqa8/k8Hg/m5+extraGvb09nDhxglGcV43K81VHanCeBUz8MtWXVaJ8GQTo4M6DDAFVKhVWVzfx4x9fhlLpQLVaQ7/fw+nTZmi1Eg6nPHbsGDY2NtBqtTg1ezAY4NatW1hcXGQrdLvdjnfeeQfNZhMbGxvY3NyESqVihAYYcQU2NzcRj8cRCoXQbDZht9uRz+ehVquZGEk5TzQWowe3QqF4YIyyvj6KS6MYhVAohHfffRdnzpxBq9Vi8qUoikwutFgsTDiuVqvodruczt1qtRiq/+53v8tBfOVymZO40+k0fvSjH7HnD43ZjEYjarUarly5gt3dXfT7fU43LhQKbD5GJGgiX29sbOCtt97C66+/jmq1iu3tbfa4MRgM2NnZgVwuh9frRSaTgdlsxszMDAKBEcJGhGxBEDizKhKJQKPRwOVyodls4tatWyyFX19fRywWY0SKVFmiKDJJnBbyL7IrfcpVx6Md56SP+NqXqkfxBZ/S8R/gO5ED+FHvc1IbkpGd1WplCbNCoUAwGMTf/V0MiUQbrVYbyWQSMtk2RHGP0Q5g1IB0Oh0IgoBms8mhlGRs+bBzk/KQTAYfVo9qcKi5GgwGHHg7jvDQfU+ND41+rVYrbDYbo1eNRoPT0QHwCEqr1d53Y8+gXq9jenoab731Fv++5HdD9w7woFcY/V2Ia0O2DfPz8/w+PQ9o56vaX0f2wXlGMPFLUUclkj2skfkyCNDBGS81B8lkHn/xFxsAdKjXixgM+pifl6LRuAuZzMiE2Xa7DYfDgXg8zm6f9Xqddzhk7me329FoNFiW2Ww2odVqcffuXQBgS3OSgt+8eZNRiHv37iGZTGJqagrFYhHz8/Ow2+1YWVnhkU42m8Xc3NwDrs0kIyVkRiKRYHJykr0lyO+CGiKSVisUClSrVXQ6HZhMJiiVSh75AJ+7PWs0Gk5hXl5eRrPZxPnz55kjFIvFsLS0hGKxCEEQcOXKFYbYB4MBkxjr9TqbjJHabGpqCv1+H06nE9PT0wiHw8hms8jn85DL5ZBIJPy+EC/o7bffZkflaDQKn8+HdrvNhoXAyACRLOiJMzUeC0EOyU6nkyWwwMjRmJpYWsifg13pf3PgczmAJQD/A17QbDq6zyORCPL5PHw+H3K5HN/7T3Kf6/V6tFotDIdDFAoFGI1GqFQq3L17FydOnMCHHybwySdrnDCv1+fQaKQ4BoWKUBGJRIJ2u41qtcojn4NF16YgCMx1eVw9Tu79KL4NqRQtFgssFguGwyG7NxOvxmg0slMxiRVUKhW0Wi2uXbsGj8fDwcXz8/N4++23WZhAnMBjx4491CuM1t/xTSp52BBX7pWHzfNXR/XBeSYw8ctSRyWSPayR+TII0MEZ72i31cdf/uV5qNUODIeD+0aBPXzjG34kkyPSn1qt5gA/q9WK7373u7h9+zai0ShLqYFRfEG328XS0hIAIJVKwWKxMPlWKpVieXkZgUAAw+EQFosFZrMZqVSK07FJwkq7WLlcjpWVFXz00UdQq9XcUJHXzLhrs0QiQblcRqlU4gV2oGzXAAAgAElEQVRaq9WyOkqn0zHvRK1Wcy7WcDjEzMwMK4qGwyE7G1Ow5dbWFudrKRQKzM7O4vz586y+8Pv97FgskUiws7MDnU6HUqmEYrHI7sXjTQw5IAcCAY5qGAwGMBqNEAQB1WoVOp0ORqORTQaHwyF8Ph9zZajZKZVKkEgkmJ6exubmJnv/kIye1GNarRZTU1PY2dlhcvf8/Dz0ej1Onz7NnCkKGn2eODiiKP7DIf/9t4IgbGDky/VnX/NL+tJF9zkp/oj3tLe3x1wwqVSKcrn82PdeoVDg9OnTGAwGSKVSKJfLbM3wH/7DRygUjFCplMjl8lAoMmg27yKbzbIRHqEqUqmUOTjkNE4RJQeLRkoAGHH5IiUIAo+RHlVkBupwOJgXRH5QtC6QlYRMJmOSMI3pSH79+uuvs8JKIpHwOlwul3kUDwALCwsP8GIO26TSe/DKv+b5raMiOM8MJn4Z6qhEsoc9XL4sAjRetVoXf/u3GahUVuh0AobDAebnh5ifd8BsNuPOnTsARk2Zy+WCTCZjDsj3v/995PN5bG9vY2trC6VSCYlEAh6PB//4j//II5dIJMJmgAaDgX9vIsAC4AVZq9Xuk2dvbW1hdXUVxWIRarWaIeZUKoVQKIRGo4FgMIhCoYBkMonJyUlOIrfZbFCpVLh06RJKpRJcLhf6/T4ikQinh9frdTSbTSwsLKBUKqHdbsNsNjMs3+l0GIG6d+8eZmZmOOuKDMIajQY6nQ56vR5L010uFzY2NhhOVygUPIYymUwoFouw2Wyc9dTtdqHX63lkVq1WmfS7sbGBTqcDq9WKTCbD5OfBYICVlRWYTCZGXpaXlzE/P89Eb+Ll9Ho9nDt3DtlsFul0Gj6fDxKJBC6XC+FwmEmU5II9fm2+ILLVawD+07N+EV+k6D4XBAGlUgn5fB5Wq/X+2HhkklksFuFwOJhr1u12OdONjtHr9Tgt3Ov1YmNjA3fv3oXBYMDduxUkEjooFB1otVrYbH3UauuQSiWcsi2Xy9FsNtkJmRqNdruN4XD4UGTmaRkByuXyxyqlzGYzAMDpdKLdbrPrMBldEpKkUqlYAUVmoo1GA8PhEB6Ph9WL1PADYB7P2toaPv30Uw63BYDFxcV9r+OwTerW1tYrD5vnvI7a4Lx0MPHzWA9rZL4sAkRVLrfxn//zMkqlNjQaLSQSAW+/bcGZMz4A4OTqZrOJXq+HQCDAHBu68YmEODExgcFggPn5eahUKqRSKUY8SqUSe+LMz88z/Ds5OYmdnR0Ui0WYzWZWKZDZ3vnz59FoNHhHpVar2aju3XffhdvtZg7O+BiFsmaazSa2trawvb3NBnyDwYCVSh988AGPrMrlMo+LpqenkUqlkMlkoNVqOcZAo9Hgxo0b8Hg8qFar8Pl8WFxcZAk5PaQEQWD0Zm9vj1PE+/0+tFot9Ho9ZmZmGJXp9/uoVCq4evUqwuEwFAoFms0mNBoNh4yOGxo2Gg02KzQYDJw91Gw24fP5IJVKodfrUavVkE6nIZfLcfLkSWQyGYTDYajVaoiiiKmpKZw5c2Zf7pbb7WauE8Hu09PTqFarz61s9X6Uwr/GiA/4whXd5+M8kmAwyB5KZEJZq9V4jEoRGxRLotFosLm5yaTYVCoFmUyGubk5fPrpJpJJA4bDPgaDAarVbeTzV6HRjBoAvV6ParXKZFupVMpjHXIDbrVakMlkLJ8GwNEsT6t6vR6jIAebHYlEwk2LUqm8n4WX5uaMpN10f1WrVeYWlkolTE1NodMZNXeTk5OMzM7Pz+P111/n8+RyOdy8eRO9Xg87Ozuw2WxIJpMPNDiHbVJfedg8/3VUkvFLBxM/j2W32yGKIqLRKKtZSNZ9VASo0+mgXq+zLJp+plBo4c/+bBmVysgZVCaT4A//cAnh8Ock0mg0CoPBAJ/Ph3g8jtu3b8Pv96NarWJlZQU//OEPIZVKOYrA6XQiFoshFApxM0ELt1qtZgnma6+9hkgkwg691WoVKpUKXq8XVqsVjUYD6XSaRyRkPW8ymZgUSJ4Xoijizp07rLLY2trigLybN29CFEVYrVasr68zGVGhUCCRSKDdbjMq0+12oVQqsbCwgFarheXlZbhcLuaraDQa7O7ushKFxl/Ey/H7/Ugmk+xTQ43LG2+8gXq9DrfbjWq1inw+D6fTCbPZDK/Xi2g0CqVSifX1dUilUuRyOX7ohEIhiKIIn88Hm82Gn/3sZ9DpdAgEAqyWEQQB7Xabs7yI3EmRDaRwE0URNpuN3aMPcymmGrf9J6L203TI/jIlCEIO+9FjAYAJQBfAHzyTF/Ula3zDcvbs2X1Iaz6fh9lsRiKRYGSHRrOkdqJGxGKxoN/vw+/3I5vNYmZmBjdv7qHbBXq93ftrSBGt1iU0GlU0GjJGbSwWC+fZtdttbjSoKTCbzdwAAWAEiSIgnrTROexn6JyEZNZqNW6w6Gtk+keIKJGRpVIpJiYm4Ha7mSRMVgp0P4XDYd4EBINBCIKAqampfeso/ezdu3eh1+uxsrKC06dPP/Hf8eBG4RkF076qA/Vl08RfWJj4eazxgDitVovt7e1D86UeVt1uFxsbGwxxk5Q5Gs3iZz/LQRQVEIRRc/PP/tkcZmctAD4fbcXjcVQqlfuRDRloNBpcunQJoiji8uXLkMvlaLfbWF5ehiiKmJ6ehl6vRzqdRjgcZrdPmufncjmcPXsWhUIBnU6H1R4keQbADqR2ux2xWIx3rKFQCCqVik0ANzY2sL29zWTCy5cvw2g0ctCn0+nEYDDgMRJ97a233mIn4b29PUxMTPCc3ul0wmAwYHl5GT6fDyqVis0MHQ4Hj3AoPbzdbmN7e5t3tLQLNhgMaDabeOONNzA7O4tarYZ+v4/XXnuNk4onJiaYLFkqleBwONBut6FWq3lUt76+jkajAblcjnw+j3Q6zbB6IpFgrpDZbIbP54Pf70exWMTKygo6nQ4cDgfC4TBqtRrUajWUSiXHPIxfQ9lsdh/SN07aBp497+ZA/fGBz4cAcgAuiKJ4mPnoc18P27DQAzMSiQAYkb43Nzdht9tRLBZhtVp5jSCvJ/KbcrvduHRpAxcu1NBud+43MHm0WjfQaIw2FJVKBf1+HzabDXq9Hi6XC2traw+4FlMuGzU01Nz0+32OP6Ei5IUUgoeNnB6moJLL5RwlQTYOFM3Q7/d5c2Gz2bihL5fL6Pf7aLfbsNvtMBqNTB5uNBrwer3MxfH7/VhfX8f29jZUKhWcTie/f1TEA5yfn0exWMSxY8eOPGY6+Hc8eF8BX3sw7as6UF+4wXnRYeLntb4oyZNk0PRzoVAItVoN0WgeH31UQa3WgsVigclkwPe/P49g0MQ/S6Mti8WCaDTKyim73Y5arYZLly6x3LjZbCIWizE5uN/vw+FwwOv14vd+7/dw9epV1Go1tNttnDx5ksdQ5KQ7bs6Vz+cRCASg0+mQzWZ550XyVgqBHA6HLJ8mR+RCoYBIJILJyUnI5XJEo1F0Oh1ks1lGT06ePIn5+XkAwCeffAJBEJBMJjE9Pc0oDDkoNxoNdhcOBAK8eFIMRaPRQCKRQL1eRyQSQafTgcvlgsPhgMfjwbFjx3gMNS5jJ8fgZDKJ1dXVfSZs9N643W44nU5G3sxmM/7+7/8eoiiiUCigUqmgXC7D6/VCIpFAqVTCbDazWR9dL1tbWzhz5gza7TZHRRwm8z54jY2TthuNBlwu1wPcDxqXfZ07UkEQZAB6AH4qimL6azvxMyp6YFYqFQ5FpYynubk5dqGmZPiFhQW4XC6YTCYkElX85CcxFAqjTYTDoQUQx9paGa1WC51Oh83wiMdDjT+NpKiUSiVkMhlMJhPK5TITds1mM5N0iZxPXlmEsNTrdSYh073a7/f3HZ9KLpdjOByyTxU1UxSvQiGZtVoNHo+Hr2k6Po2O+/3+/UytEbI5NTXFvDri5i0vLwMYcXnGBRckbqjValhaWoJKpWLez5PaczxvBP1XdXQV1UsHEz+vdZS57mE3Xi6XYwJvs9mEWq1GoyHDxx+XMRhIIJcrMBj08C/+xQImJoz7jkc3Ju0QC4UCj2Kq1SqOHz+ODz74gMdfNK4hVIZ8Zmw2G+bn51Eul5HJZNginRx7bTYbNjc3YbFYkEwm0Wq10Gq10O/3IZPJYDaboVar2QPGaDSiWCxid3eXHXw3Nzc5e8nlciEej6PT6WBqagrdbhfz8/NoNpvsj0HGd2TqFQqFoFAo4PF4oNPp2MSr3W4jn89jbm4OGo0GkUgEwWAQOp0O6+vrjIo0Gg1etImoK5FI9qVI00JI0HU2m8WVK1cwHA5ZFnz69GkoFAr23iEn4sXFRbaPLxaLEEUR8XicP9doRoLG48ePcxRFMBi8/5BLIJlM8oMwGo3CZrPB6XSyOWI0GmWVzbjDdL1e35cSv7W1hXa7jWvXrsHlcsFiseDMmTNfK4lSFMW+IAj/DsDC13bSr6Ce5EFJ0v61tTX2siG3bmCEElSrVdjtdiQSifsWCg386Z/+Etls8b5KsoRM5jwGgzo6nQ6TcRUKBSOm1AgUi0UoFAr0+30eSRE3qFarceNCH0nFSI0Xuf8Simk0GtFsNpnfRuc6rEiUYDabOSCWgj5pNJ/NZpmsT009xSjs7u6iWCzyaIoQ0WAwCI/Hg/Pnz0MQBOzt7fH4yev17lszt7a2oFQqAYzQo3Gp+JPac7zi5Dx/dVQE56WDiZ91PWzROwqhOJvN4urVq7wInDlzhkmwVqsV+Xwe/b4OV6/2UKu1IZcrIAh9/MEfLD3Q3AD7b0yVSoW3336bVUoLCwuw2+1QKBRYWVmB0+lEPp/nhVihUKDdbiOVSmF9fR16vR6NRgMymQzZbBazs7P43ve+BwCsMqhUKkyGvXbtGhwOB2QyGZOTyX2UVFLNZhMmk4nHUTSq0uv1vNDOzMxw5hN972AwYEffWq0Gm80Gv9+PwWDA0Dg1VeRj0+120Ww20W63USgUeByn1WohiiIUCgVsNhtMJhNnbKlUKkSjUQQCgUPzm7a2tnihJf6RKIpYWFiASqXCzs4OB46SqqbRaGBiYgKxWAyBQAD5fB61Wo2TjCcnJzkccDAYYHd3l3OEKGwRGO3SnU4ncrkcrl69yr4hMpmMnWDHFVXUmFFqPJkbEjfsGahErgA4CeC5chB+knrUg/KwLLCDUSYHvVm0Wi2jE4lEHn/7t1ns7RXu87kAleoeCoUUK6FIiu31ehn9IJ5XtVrl66jT6UChUGBqagonTpzA+vo6VlZWuBkzGAyQSCSMmJDikOTY1DyRGzEJFiqVygPvCaG5pFiUyWRotVqsSCK+jtPpZCSo3W5jZmYGa2trPJIihJH8qvb29vDJJ5+w43E6nYZUKkU8Hsfp06fRaDTwi1/8gk1KKfvObDbz/UUjtUgkgkKhwFy+xyEyr3Klnr96bIPzqwYTf131sEXvKIRi2oUTKTcajSIYDCKXy0Gr1aLT0eL69T4UCvX9EUkf//JfhnHs2MShx7PZbPtsyOlhJooi2u02LBYLpqam0Gw2EQqFcPv2bV7gms0mstkstre3MT8/j2vXrjHRV6lUMnfAaDQiFApBEARcunQJCoUCuVwO6XSaU67tdjv29vbg9XpRrVZhNptRrVYRDoexs7ODVCoFhUKBpaUl3LlzB4IgoNfrsSKL+DpOpxMSiQSRSATLy8uIxWKcy0TGaHNzczAajTCZTKjVajziu3jxIgd8djoddDodhuxpJEXBgKVSCUtLS+xXQw8d4hTRg6FcLkMikUAmkzGC0+/3UavVmFhOKItEIoHZbGZeTLfbZfNEqVQKn8/H5Ow33ngDU1NTiEajuHv3Lux2O5rNJjKZDDKZDFyuz8OwiVtFfjvAiOMBPGhLTw0vjQzUavWzJEv+OwD/lyAIHowy8fblAoiiuPJMXtUT1KNGFwfXAQqBPBhlQo1QoVBAPp+/b7AHfPppHaVS6/74uAadLoZ2O8/nUigUbMZXKpXgdrs5M46uV6PRiF6vh3K5jLm5OXg8HiiVSrzzzjuM/BFvjZomOi4A3szo9XoYjUYWSFSrVfZ4KhQK++Tl1EiMm2kCn/PagBExuVqtQq/X871PZHsyEqXRt1qthsFgQK1WQ6FQQKvVgslkwtzcHHq9Ht835M117949HDt2DPl8nps02nyRyjCfz6NYLHIm3tmzZx/5d36VK/X81WMbnJcFJn7e6nHz2sfB2oTeEHmPdgt37uzh2rUhlEo1BAFwOs34gz8I35/JH14HbcgJ+jUajdjd3UUymYTL5drHoSkWi2xtLggCZmZmOO07FovxYpFIJHhhAT7fuZLcuVarcQNlNBoxOTmJWCwGh8OBXq/H5ncA4HK5UK/X2a0UAIrFIsvUSf2RyWTQ6XSQyWQY3qYAwUqlAr/fj+npabZ1t1qtaLVa2NragsfjQaVSgUqlwvb2NsrlMqanp9lo7N1330Uul8PFi6OM2UQiAZ1OB4PBwNEP6XSaVRz0tyIPD7PZDEEQeLcYDAY5TJOkwEqlEktLS4jH4zCZTNjY2IBGo4HFYkEwGIRKpcLU1BQEQYDT6WRUZX19nX2I8vk8PB4PJicnAYD/TtToUNMJPOh7Mx5mKggC79ynpqae/EL/8vXD+x8pMoFG5cL9fz/3HlyPGl08jg9F30uNEI0oRVGKW7ckaLUk91OwFfD7C+h2q9yQdjodtFotiKKIRqPBeU39fp/dq2lzQzLrbDYLpVLJHlGdTgd6vZ49oghFJVSIODlkrkciAuL9EMI6vnYRSZrypzweD8xmM0qlEnZ2dtiIT6lU8tiMZOzUXBF/bTgccjCvRqOBTqfjaziXy0Emk8Hr9TJSpNFouJlRKBQIh8P47LPPoNFoUK/XOduuUqkwIk5xL68QmRevjjqieuFh4uetHjevfRSsPU6+tVqt/LArFCT48MMCGo0WBoMhXC4z/vAPF2GzfW5EfVj+TSQSwfb2Ngc3khfN1tYWIpEIwuEwZzfRrsvv9zMi4Pf70WqNEoknJiY4z6jdbnNzAIwWDbvdzu6jGo0GHo8HFosF6+vrCIfDcLlcCAaDWF1dRb/fx87ODkwmE0KhEEKhEHw+H2KxGM6dO8fjJ/KV2dzcRCAQgMFgYE8bhUIBtVqNQCDA8nWXy4VWq4VEIoHFxUWWd/b7fVau0UOAsqc8Hg9zIYhkTLtLMusjPoPRaMTy8jLsdjuGwyGi0SjS6TQkEgkrt+gBQk2UyWTCuXPnoFAomINUq9WgUqkQj8eZz2Sz2XDu3DkAwObmJje/dE1QinooFGJlCuV5TU5OMul4amrqobb0tBO12+2Ynp5+pMT8a6gXfmP1qNGF0WjkyIFsNssjqXEfIiKt0z0qihJcuzaEKOphtcrvE3NvIBZL84Ncr9cz0kGICvHmyByQxqwkDacm4t69e5DJZHz9V6tVbjLGP5J9AimoFAoFOp0OIpEIK7GI30IhtER0JhsJypEym82sqhIEgb9GyJFer8fu7i6GwyEUCgUrBCUSCXw+H6amppiArFAomNtjtVrZt2tjYwO3bt2C3+9n00RRFHl0d1BdRYg4+RS9kny/eHXUBueFh4mft3rcvPZRCI/D4djnbWKz2fDpp+v48z+/zWogiaSDf/JPFvY1N8CDjRN9vr6+DpVKhd3dXTgcDty8eRPJZJLHMbOzs7BarWg2m3jzzTc5U4ok3UajkYmFhE5MTU2xNDyRSMBqtSKVSmFvb4/dfIm46/V6kUgkYLfb4XA40O/3kc/n0e12US6Xcf36dYiiCLVajTNnzuCXv/wlGo0G+3jkcjlMTEwgnU7DZDJxQKZarYbT6WQTsLfeegsAsLy8DIfDgVKpxGqljz/+GO12G8AIYXI6nQgGg5DJZAiFQlAqlewZs7Ly+SW/sLAAq9WKer0OlUrFiNEvfvELxONxxGIx+Hw+bG5uQq/XQ6PRQK/X46c//SnLXPv9PsLhME6dOrUv+6Zer+P48eMQBAFKpZIbj3HfmvFr4vbt2wzHt1ot3Lhxg1EvpVKJmZmZByD0h8HqzxJyFwThPwH4n0RRXP/aT/6U61HvIyEN1BDTfT4zM7Mvs+rGjRtIpVLodvu4eXMAs3kOer0Is9mC99/347PPolCpZpFKpTAYDBCPx9n9mnKmqDEhN21SVlGKOPFgqBFqNBqMEA8GA0YaycTTYDDAYDCw8GC8xgnLWq0WWq0WrVbrftinjMN1iVuzurrKfD6yRiBTP7pHHQ4HN29erxflcpnTw3u9Ht5//33YbDbs7OxAFEXmlQHgsNsTJ04gm83CbDbDZrMx+d9ut0OtVjNP8LD1+bDNYS6X4wgV8th51Qg9P3XUBueFh4mft3rcw+NRCM/Bn/344zX8xV/cQrFYup+/JMV3vuPC7u4aTCblvvEWNU6kyrl69SokEglmZmbQbDZRLBaxvr7OiyKNOJLJJH7/938fw+EQH3zwARKJBABgdnYW09PTcDqd+3wgGo0GNyvk69FqtfDZZ5/B5XLxeIWQEprhp1Iptq0niNzn8yGZTOLevXv49V//dczPz2N3d5el07dv32Z0IpvNYm1tDZOTkwiHw+j3+wgEAowwLS8vQ6/Xs1pqb28PFy5cQDKZZPibTM7i8TgsFguPaIxGI8rlMiNn8XgcCoUC+Xwe3/jGN9But/HTn/6Us3IsFgsuXbqEarWKU6dOwe12o1ar8UcA2Nvbg0ql4sypwWCAYDCIWq2GfD4PjUbDnkbtdnufa+vB5tfhcODkyZOsgEokEkilUjCZTJxB9QJJV/8QwP8GoPasX8jTroMPSoVCgbm5uQdSqUlMsLe3h1QqBbvdjosX6+j3JVAqFZDLFThzxojXXjOjVjvB2WSxWAy9Xo+vQ/KvIV4XcVbIc4saYOKi9ft9VKtVllGr1WrY7XbOaiI3cJPJxORiUnASeZ8SvaVSKebm5uByuZBIJJg3UyqVUK1WEQgE0Ov1oFKpOCyT4kmkUin77JAgwOfzYXJyEsvLyxy7QnEN0WgUDocDb775JisXSYnY6XR4jG6xWPi+pTywUqkEq9XKPJvD1ueDPjfU3BAROZ/P4+zZsy/K/fUrUUdtcF54mPhFq6My8q9dS+Ov/moT/f7g/kLRh9G4gevXtzAzM4NOp8PyXpphr6+vMzGQ0AB6WFarVTgcDsRiMd7JkeEeVavVYmWVWq3G+fPn4fP5eL5PY6xIJAJBEHD37l0oFArs7e1hOBzi1q1bMBqNsFqteO+997C6urqP6KdQKBAKhTj2gGIJ/H4/KpUKCoUCTp06xU2BVCrdZ8jndDrx2muvwefzodVqYWNjA71eD9VqFSaTiV8HOcCq1WoYjUa4XC4Ui0We/9tsNkgkEthsNh7p5HI55vjQA6Xf76NQKCAej6NcLiOXy6HVasFqtaLf76PRaODGjRsso4/FYoxMkTutx+NBv9/H6uoq0uk0u6lqNBqEw2Ekk0k4nU4eZx3G0zh43dhsNmg0GmSzWUilUuTzeRw7duzpX6xfTb202+CDKCrJ9GlMdezYMSb6E8es0WgiEqmgUtFDJhuZ4C0sqHDsmI6DO61WK65du8ZxDwC4udHr9dyo6HQ65ncRitpqteBwOJDP5xnVabfbHMDZbDZhMBiYdK9UKll5RZshtVrNvBuZTAalUgmr1YqJiQkeA62trTEqZDAYIJPJMD09jUKhcH/8Ju5DgQkBIgM+n8/HPjl+vx+5XI4DfA9GuIyT6svlMrLZLCwWC98z4zybfD7/WJ7NQVSdEG469/j5X9XzUY9scF4mmPhFq6OMBy5dSuLv/z4KlUqJVKoBl0uLYLCLvb0S+v3R3LpQKOyTCpfLZdhsNly4cAGCIMBsNiMYDPKi43a7kc/n4ff70W63YbPZoNPpEAwGsbW1BYlEglAoxH4cV65cgd/vRzqdRjabZQdUrVbLxNvt7W0mO9JMv9vtsg28y+XCjRs3eDZORD+/38/eO5TGrdVqUalUEAqFeEx39uxZNj87d+4crFYrIpEIoxjdbvc+vN+FKIoIhUL7TAFpB0eNjtlshsvlQjQahc/nQ6lUYgVIrVbjSAfK6imVSlhZWUE6nYZarcbExATu3LmDRCIBt9vNtvhutxtnz57FysoKrl69CqlUyrtQksm73W72+yElDQA2HSQkKhQKHdr8jlsNFAoFNBoNVoWMe3y8IPWogN+vrARB+CMA38cob88IYEoUxZ2ndfyDD0oyUqQxFTXJAPghXalYsbvbh8Uig9PpxFtv+XDunIWN+EqlEjY3N9HtdqHT6dDtdrl5UalUsFgsPLaha6xQKHB6uFqtZl+abrfLTsJk6geM1FKEfmg0GhQKBRQKBR5R0firVCrxvQ2MwjuJzzeOSNLxaWREVgxqtRqlUomduwOBAILBIN59912OXfH5fIhEIqjX66jVakilUnC73eh0Orh06RKKxSKjrQCYoK9QKPbdM8SzsVqtj+XZHETVPR7PPgTHYrEwcf9VPR/1OATnpYWJX4Q6TEkFjG7Kjz6K4MaNKjQaLTQaDaamLFCrVzEcCuwDU61W992wlLtCkC4hGUqlEr/5m78Jm82Gn//859jY2EC73capU6cQCoVgt9vh8XjYKZS4INlslp2IV1ZWGF0wGAxIpVIIBoOcGbO1tYXhcAiNRgO32w2fzwe32421tTV4PB6cOHGCc3iAkXcMPQCkUilLmWn3dbABdLlcWFxc3Pd+yeVy2Gw2eL1emM1mLC8vQ6PRoNls8s/X63V+nRTRMBwOcf78eeYZnThxAmtra0in08jnRxLcer2OTCYDlUqFu3fvwmKxsKmZSqWC2+2GKIpQqVTMf3G5XKjVaiw5J0l4JpOBWq1mVVqr1UIqlcLOzg5arRYmJibYTp9+/0c1v+OKG9oFf/vb334Rs3HSj3u9oih+FeNxDYCfA/hrAH/6tA9+2Pi5Uqk8MKYi4vi1a1msrnbHvHUcqYMAACAASURBVKKqmJ31sCR6bW0Nq6urHGRrMBh4k0HGfKS6rNVq2N7ehlQqZVNPrVbLyiWVSsWoSL/fZ4SRohrq9ToT+2u1Gkcn0P3TarXgcrlgMBgQi8VQLpcRi8V4pNPr9dBut3k0S4ivSqXC3NwcOxpPTEwgHo+z0mpxcZHRnunpaWxubqLZbHIsi8PhYCf2YrEIAGzXQCrNg/yYJ/WtOSx7ymaz7ePgvGAbiJe+HtfgvFCr4YtUhxHWSK590GlznEwqiiJ++MMbWF5uodcbZSJ5vVq8+64TicTowTg5OYl8Po9MJsMJ1rQTzGaziEQiKJVK8Pl87CFDM/NMJsMcE61WC51Ox0TARqOB6elphnxlMhkuX76Mu3fvMsROLqQU2EmLeb/fZ4kmyc4LhQIMBgNn6szOznLsAvnJDAYDOBwO9qWhhuuw95Lk0V6vF3t7e5y5Q1wdclsGRlyBeDyO1dVVmEwmuN1uJuB+/PHHiMViLKtuNpssz240Gjh9+jSkUim/P7Tov/feewxVnz59Gq+99hri8TiSySTcbjcCgQBLbGOxGDqdDvr9PgwGA6NoxI8ijgQ5JptMpgd2nw+rcYTA7/dDo9G8qLD5HwEof90nFUXx3wKAIAhHS118wnrYg/Uwub5WO4Pl5RQjLa1WHNPTUvzsZxUEAgGUy2V8+umnaLfbTJCnsZFOp8O5c+dw4cIF9Ho96PV61Ot1JsOTQV4gEGCTP6vVylYDGo1m3wjt/nvCzRLJx8nvhkZHvV6PTS3JTZxQWxo300ZDoVCwH8/t27dx7tw5mEwm9Ho9vP766yiVSiwaGEdvAbB6ke53Mugk9SBxCx8WHPukJPrDvn/cpuFVPX91FA7OM4GJX/Y6TM1EDyZa6CqVCi8E+XwepVIJd+60sbbWvu9jIUKlamF2VkSxWGdODHlctFotHmXkcjlumlqtFucv6fV6mM1mtvYXRRF6vR4WiwWdTgdms5mlwmQcV6lUeMfndDrZaDAcDiMSifDoxuVyQSaTcb5LJpPhMNB6vY5er8dkWlI5SCQSNvUiRcXs7Cw0Gs1DH9T0XubzeTYEJCfjwWDAzQElN+dyOfz85z/HjRs3eNZPuz273Y6dnR1uDGKxGAaDAfR6Pfr9PpLJJDY2NjAxMcEImVarhdfrxeLiIiQSCRsmUlYQoSnEaxoOh3C73dje3oZSqYTFYsH09DTHVVBaNMnqKRH9qAnfL5Fl/N/8qjilk0onGo3yNXLhwiZ+/ONNTtCu1eJwOOJoNKyQSJyMYMjlcuaO9ft9aLUjVHdycpKJxZVKhZt1cvaWyWQYDAZQqVRMSiY+2OzsLHZ3d2EymTiCQSqVMoetVCpx5Ac5jwuCwOgTyc9lMhkjtxKJhHOriGtD7tmlUgkejwfJZJI5NcFgkINnyaV7HL2le5lEDBaLBdevX0e5XIbRaHw1MnpVR2pwnhVM/FLXYYQ1h8PxgKPs+vo6CoUCyuUyLl2qoFwePWg9HjfsdgGnThnQatVx+fJlhEKhfRwNQgKSySRu376NkydPQi6X4+zZs2g0Grh58yaGwyEmJycZBel0OojH42g2m3jttdcQDAZ51zKuIlhfX4fdbsfMzAxzBmSyET+g1+thOBwik8ngzTffRKvVwubmJmcqDQYDRoQoboGykMbTwCmLZ3w0BTyIfpXLZWi1WpRKJWSzWdTrdXS7XSY4HmwO7HY7K0mcTieSySS7HLfbbQSDQWxsbKDT6TCyRCiUUqlEt9tFKBRCKpVi2azf73/AMJE+J2v9YrHI1vUGgwELCyPu/uLiImZmZjgcM5/PIxKJQCqV7vvdj5pp9JJYxr8wG6v7nJ0/ArAvk+xhNb65yWaz9yMWFBwbIIoiPvjgGq5eHUKl0qBUKqHTySMQKCCXK8PjcSKdTqNeH2VNWa1WDIdDJJNJGAwG5sx5vV6k0+n7P99h4i2NlGjzkclkGKmVSqXQaDR4++238Vu/9Vv4yU9+gt3dXSb7Uk6a0WjkuIRxJJOaMwB8PIlEwj45NBpTKpWo1WrQ6/Xc2FutVlY8EWqrVquZ7Dw9Pf0A3+xgOCkwMv/0+/2vRkav6kgNzjOBiV/2OoywRpkt4xC1zWbDYDDEpUs1xGIigOp9KLiMf/pPX4deP1LJzMzMQCaT4fTp0/D5fDCZTNja2kKpVGKH3K2tLV6YaOELh8OoVCqcX0QjnOFwiKWlpX2IyXhTRpLsubk5Thl2Op0wmUzsCUMW8NTQkHlYvV7H1tYWlpaWWLE0GAygVqtRqVTYvdjn87H5ncfj4V3uysoKlpeX+TWQqoiOQbLTvb09GI1Gln6ONwhOpxN6vR7xeJz9aWhGT9LwQqEAq9WKc+fO4cMPP0S5XIbf78frr7+OYrHIHjm9Xg+xWAxra2vodDqcVj4ee0BhgmRUePfuXY5cmJycxOzsLL/P9HsC4IZLFEVcvnwZuVyOCZ6Li4vslnyw8RmH0slu/6ipyM9JPdUXKAjC/wHg3zzm274tiuIvnvTYoij+AMAPAOD06dOPbczG76NCoYB79+5hfn4eV65cuZ/DpMMPf7iJbnfEjzMYZAgE8jAY7JDJRPR6PSadU4NUKpXgdDo5D0qv10Or1XL22XjitiAIzK0BwE7GDoeDr0nazOTzeTidTh4VDYdDNBoN5uIRH0cQBMjlclgsFhYSmM1mtFotBAIBfj3D4RCxWIzdwqVSKYLBIL8fxWIRx44dQzgcZs4buXvTNXvwWh5fS9VqNd55550XdST7qp5yHaXB+ZWBib/OOoywRjv+cUfZyckpfPxxDru7o6yY0Uijg9lZPSyWUfQAwcCTk5NQKpUwmUx8/Nu3b2NmZobhX0rDjsfjcLlc6Ha7bPhFkQChUAgOh4MXFXpAbm5uIpFIYHp6mol/NM9fWlqCWq3G9vY2isUipqensbW1xXLVEydOYGVlhV2HKXaBFra5uTmsrq6y86kgCPB6vRwISJXL5XDv3j1IJBL2diFZOY2ZQqEQyuUyNBrNPunn+M5ZIpHA5XJhe3sbMzMzqNVq2Nvb4xyqc+fOQaPRsMLk7NmzrPRSKpWsEjObzdjZ2cH6+vr9ZOeRa/DU1BSPxAAwsZvGAWazGe12G1arlSX744GLZOTXaDRQKBQYEdrZ2eGd8IcffghgZLd/mPHf+Hv2JKnIz0OJoih5yof8twD+/DHfE3vK5zy0xh/I+XyekVuVSoVEooRf/rKCWq11n+TbhM2WhsczBY1GwxsIURRRr9c5S43SvicmJtiZmDYUPp8Pu7u7kEgkMJlMjJ7SSIu+j7h1yWQSer2ewybp+IlEAgsLC4jH45ybRflUSqWSJdOdTgeBQIDl5C6XC6+//jorNMnxu1arQavV4sSJE0wqpqysvb09SKVSqFQqNgollDudTsNutyObHT2WDltLX8CG/lV9BfW4BueFgYlftDqMsHbw88FgiE8/LaFUUkKrHeUdeb3A/LwcTufIzr1cLqNWq2F+fh5ut5ubGzo+Gb8lk0lsbm5idnbkdur3+9Hr9SCVSrG9vQ2XywWfz4dPPvmEZc0Oh4Olp5FIBMVika3Yv/GNb3DzYbFY8Omnn0IURdjtdpjNZmg0Gnzzm99kjg0pRZLJJL7zne9gdnYWOzs7UKlU+Na3vsVqhwsXLnBCsE438vig3Bngc1O7TCazz9uFZvJ6vR737t1jwrJer2fkanznTJ4Vx48fh91u5wU0EAhwMKDf70cikWCy8/Hjx1EoFGA2mxEKhXDt2jW2pDebzRw22Gq1uLE6yBe4desWXC4XVlZWGJWxWq3sT5LL5dh1lsjLpDiRSqX7xngGgwEXLlyAx+Nhq/nDUo8rlQofTy6X/0p6dYiimAeQf9avA9j/QF5cXGRHXrlcj62tJtrt9H3DSS00mhXI5aPv9Xg8LMW+fv06ut0uMpkMFAoFezhtbGwwYlKv13Hr1i00Gg0Mh0Mm3WcyGX4tlAlFaisaFQPA3NwckskkE94J9bRarXA6nWg0Guj3+6yITKfTUKlUOHnyJBwOB8rlMjcjZHYpCAJ0Oh1z2xqNBo/KFhYWOFuqWq2iXq8jl8shHo+j0+nA7Xaj3+9jdnaWnY3HTS7pms5kMrh69SqGwyEkEgn7gL2qX716paJ6TqvfH+K//td1rK+PQi0nJiYQCAhwOIpQq0cw9Pb2Npts1Wo1LCwsPPDgGkdyZmdnOS18fX2dOSuzs7Pwer1IJpOQy+UQRRGbm5sQBAHHjx/H1atXUS6X4XQ6mWNQq9WQSCSwt7eHWq2GTCbDCeIejwc2m+0Bu/lAIIC5uTlsbW2h3+9jenqa0SJgxEURBAH37t3jnRrtbkVRZDJhvV4/1NtFEASEw2G2vCczPWocaDwHjEIy5XI5kskkqtUqE4OHwyHS6VGmD6lSKC+HZKGUlzOe63Tr1i1sbGxwEGYwGATwIJzu9XrxwQcfoNFoIJlMwm6348KFC3j//ff599jb22MX5Wg0yhwHAPxwoHRyOr7dbn9o6nG322Vyd7FY/JVrbp60BEFwAXABoLlhWBAEE4CYKIrFp3B8fiDT/ZFKFRCJmGE0irBYOuj3O5iaKqJcHoWd+nw+Do6UyWQ4deoU1tfXeQ0gbo3b7WYPGWAkNOj3+7BYLJidncXS0hK2t7dRrVahVCpRLBZRr9fR7/dhMpn4frtx4wZ8Ph8WFxfR6XSYs7O+vg6n08lN0mAwgNlshlqtRjgcZkdiynDz+/3o9/v8uvv9PprNJnq9HvN3yMQymUxiYWGB7z+/349IJIJyuQy3282qrFQqBaPR+FDjSlJhms3mfT5gr+pXrx7Z4HwFMPGrOkL1egP8l/+yhu3tMkQRaDYbmJ/X4I033mBTLRob0b+HwyEikchDYVm9Xo98Ps9pxeVyGYlEAgaDAel0GisrK2zZTkZ+NGunDJloNAqv14tAIACpVIpMJoOPPvoIZrOZeS0WiwWFQgHHjx8HcDgRkOTP4XCYmymSytdqNWg0GvaPIfdRiobw+XyMVBw7dgxyuZwVYpR+TYjJ5cuXWV2i0Wj2GeRJJBJ4PB4YjUbUajUO/0un06zuAkZmg81mE6VSCVtbWwy5Z7NZaLVaJBIJtql3uVzodDr7XI8PkklJJUK5W5RDtb29DZvNhkajAbPZzGRst9sNvV7PRo2zs7NsVa/RaLCzs4OJiQnMzMw81I1VLpdjZmYGg8EAVqsVcrn867iMX+T6HwH872Of/939j/8dgP/3aZ5IEAQYjRb8+McplEqjbDe/34d33tGj3d5Duz36e3Y6HSb4bm5uotFoQKVSMWoaiUSgVCohiiOOztbWFrrdLiqVChtmkjfV7/zO7yAWi+H27dvsNUPX/7h5nVKpxHe/+100m03s7e3B6XRidXUVhUIBc3NzuHnzJoCRLD0WiyEcDrNzdr/fZ1dyi8XChHwaq9GYSqPRoNvtIplM4tixY9Dr9UyoHw6H7MAskUjYmkIqlaJUKuGb3/zmQ0nE43L2V/WrW0eNanhVX1N1On385V+uYWdnRDhuNhvw+/s4fVqHWq3GiEc2m0WhUEA+n2ePCSIU5nI5DIdD5PN5XLx4EZVKBSdPnoQoimi327Db7TCZTPzQ7/V6UCqVkEgkiEQiqFaraLVakMlkuH37NicbF4tF5PN5TE5Owuv1IpfLYXp6ml1+O50OCoUCFhYWmDBNjQfxDog7UKvV8Nd//dfodrvw+/2QSqXs31MsFlEqlWA2m3Hs2DEoFAo2yxuRMIcsUdXpdCwhPcg7GT8WIRv0PcPhENXqiLCt0+ng9/uZA0Qjojt37rApoUwmQ6PR4Fwsh8MBiUTCyii1Ws1ydjrGYWRS4vhQorjNZsPExAR8Ph+bII5zcDqdDgAwn2h6ehrBYBClUgnJZJKJnOQ6fZgbq8lkQj6fZ04P+YS8qsNLFMU/AfAnX/E57vPaIviHf8ii1VKj02lDoVDgN34jAK22hlxOi3w+j729PWSzWeTzeUSjUbTbbebekRdNt9tlKwlRFBlllEgkyOVyUKlUHHNy9epVbG5uYmVlhfk11Pjevn2bFYPlchkGgwF+vx9qtRomk4nzoDqdDudBUfNTKpWQy+VgMBg4MLdSqeDOnTs8MtZqtZiamuKATL/fD51OB61WC7lczs0cuS7XajUWEWg0GszPz3PDHw6HD21gyCCRRm9TU1Nf5Z/yVT3H9arBeQ6KYOpstogPPiigXAbovl1a0mNxUcNzcJo52+12nDlzBtevX0en04HJZMJgMECr1YJWq8WNGzdw7949JBIJXnjOnj0Li8XCCqvV1VX2vpicnITL5YJCocDq6iosFgv76USjUU7btdvtuHv3LiMR7XabM5IoWTgWi7GpIElgDQYDpqensb29jUuXLmFnZwe9Xg+CIOBb3/oWDAYDms0mbDYbms0mS7RpETMYDPj5z3+OmzdvsjT2nXfeYcXRQfRqPGcml8vtQzbGv7a1tYVWq8USdNoljsu9ibisUqmg0YzS2XO5HI/O/H4/CoUCcrkck4aJu0QGaUQmpREhoV4OhwNmsxmnTp1iGJ12npVKBWfOnAEAbjLpd6AEd6vVina7jcFgcKgJIvDSyMZfqsrlcrh8+Qp+9rMUUqmRp5Rarcbp01p0Oru4cWMZ4XCYfWzMZjM3tfTw7/f7iMVi+6TfhFyQYaRSqeSmdmlpCXK5HJubm7h16xaPYWUyGXta7e7uolKpoN1uQyKR4G/+5m/wve99D91ul8NefT4f9vb2WD1JCFGr1YJUKkWhUECxWIROp0MqlcLc3BwGgwFKpRJHibz22ms85iVLCmrUx695UglGo1Hk83n4fD423qTf9TAFIcW4jDvAv6pfvfraGxxBEP4VgP8FgBvAMoD/WRTFf3zI9/4uRnDxEgAVgBUA/6coij/5ml7uV14ke75+/Q5u3ZKiXB7CarVAq9XivfcmEQrJsbW1BVEUkUgkYLPZ+KZ1Op2ckNtoNHDt2jXcuXMHXq+XZZxGoxGpVAqFQgErKyuYm5uDKIoIBoOoVqvY3d1FIBBgLwy1Ws2LolarxezsLLRaLa5fvw6r1Yp0Og1RFJFOp9FqtXDs2DFWT6jVauTzeSSTSYRCIXS7XSwvL2Nubg65XI7VTaQEouanWCyykd7m5iZLTQ0GA+/QRFHE7du3sbq6yqZ5xWIRv/u7v8tmYWq1msnIhBiR9H0c2Rj/mlKpZMfWQCCAtbU1dLtdGI1Gjp0g0vXFixcZnbFYLPyRmhaLxYJcLodr167B5/OxfbxCoWAyabvdhlqtxm//9m9zE0PZWzSqOyjzBvAAhyAYDGI4HEKr1QLAPi7TwXpSx9ZX9dVXuVzG5cs1lEpSdLsNVCpVfPvbXthsbays7LDTd7/fR6/Xw/T0NPsjUVQIedbo9XokEgn0ej0YDAYeN9FaUa1WIZFIODMpFovxqHs4HKLT6XDuGSG4lBOl0+mYL7Ozs4PJyUkYDAZIJBIYjUa0223U63UmyVPmVSaTQb/fx9LSEts2yOVyHD9+HBaLBZOTkxAEAXfu3OHRGDU41WoVRqMRoVCI71ni3BHZ+jBl5LhC8NX1/qqAr7nBEQThnwP4vwH8KwC/vP/xZ4IghEVRPEyi+Q6AjwH8MYAigP8WwF8JgvDuw5qiF61yuRyuX7/7/7f35uFxnuWh9+8erdY22nfJiyRbsqQQE9kmISGh4JCQUgJhCVDi0K/loyyHqxx6vi60pRxa2tOWwjk9fEDOOSQxCQUKFBr2kC8JDontGNvBlhctXmRto30bzYyW5/vjnefxaDQjjWRJI8nP77rmsubd5n5fv+/93s/93Au//OUkQ0NTpmDd/v3ZVFc7vZSUUhw/ftxkNLS0tADOg6xf1lo56Eq4SUlJxrDR1XJ3797N+Pg4o6Ojc0qlZ2ZmMjIyYir79vT0kJKSwtTUFLm5uRQVFfGmN72JkydPkpmZaToGZ2dnk5qaSkNDA2fOnDEFvETEyKQ9P+Ao9c7OTlwul5lOCwQC5ObmkpeXR15enqlAHB4rouMCZmZm6O3txeVymXo6ZWVlpKammq7ZumaH7g0VXiAsPIvlN7/5jelmXlZWRktLC36/n9bWVnbt2sXU1JSZGtAtHO666y6Tkp+cnMzevXs5d+4czzzzDFlZWWaKrri4eE6wdXgZgPACirGmcS/klYm1IKAlPiil+PWvJ7h40R+sMt5PVZWLigpnqnfbtm14vV48Hg8+n8/UstKFIP1+vzGAtm7disfjYWpqykw15eTkUFJSYgLTx8fHyczM5MqVK1y8eNFMQefm5pKamkpNTQ1VVVWmfo2ImHo5Ov1bF+Xs6+vjJz/5CQ0NDcarqTOawIn3SkpKMn2uOjo6TPPMd77zndxzzz24XNdCO3WWp26MC8wZqOjjRjPSwwum3ogZgpborLUH5xPAo0qpR4LfPyYi9wB/CPxp+MZKqY+HLfprEbkPuB/YFAZOZ2c/L78MQ0POdE13dw/79qWTm1tgDBmdJZWTk2MCavWUjO5j9Pzzz1NSUkJVVRU+nw+Px0NTUxPPPfccKSkpJv5E94tKSEhgeHiYiYkJ4yFKSkpibGyMQCBAQkICXV1d7Nmzh5qaGvLz88nLy+NXv/oVV65cITk5mZSUFJMCmpGRQUdHB9XV1Xi9XjOiu3jxIufOncPlcrFt2zZSU1NNh2ylFAcOHOC2224jOzsbpRStra34/X5TYExP1wwMDDA6OkpfXx/j4+NUVFSwZ88eU7q9tbXVZAklJCTQ0tJi9t2+ffucF3x4FotSil/96lemSGBTUxNKKWMc6T5dlZWVJCUlmR5SeXl5pkqyx+Ph1KlTprKy2+2ms7OTO+64Y95vhhNJSesg5WhGykLH24h1bzYLukv9QkblL395lbNnvZSWlgXjUFzs2ZNCTk6OyRgCTJfwzs5OJicnTeXfyspK0tPTqa2txev14vV6KSoqIiUlxZR/uOuuu/D7/Vy6dInq6mqmp6dNiwU9ENK1rhISEpiYmDAZWTk5OYyPj5OWlkZZWRlpaWkm3sfj8ZhYnfLycm6//XbGx8cpLy+nsrKSl156yfzu5OSkyXo6cOCAmS7WnkudWACYLEVdfT3StHOk67mJ2pJYVoE1M3BEJBm4BfjHsFU/A25bwqEygaGVkiueDA/7+OEP+xgfx3huGhvhppvyTBE77QkIrf3S1tZGaWmpGem43W5TlK6lpQWPx0NxcTGZmZm8+tWvNoUAdY8jXZ9CB+1euXKFvLw8iouLmZqaIi8vj+HhYbZu3WpiRQDq6urIz8/n+PHjdHZ2UlVVxcTEBF6vl/LycjNl0tjYSH5+Ps3NzXR3d5vMKR2Mu3v3bjO/fu+99xqPj27a5/F4TNBic3MzycnJXLlyhUAgYGJ10tPTTU2YHTt2GOMkPz+f3t5efD4fWVlZdHR0MDk5yZ133kl+fj59fX1zuv/qeKbQWjIpKSlUVlaa5qKAUcq6MGJSUpKZJnjppZe4cuUKaWlppl/PyMgIBw4ciGn+P5KSvh4jxY5q48fs7Cytra1A5P+vY8e6eeaZK4hARkY6d999M7W1AaamArS1tVFWVsbWrVsZGxujtbXVeGf6+vpMsK8e1CQkJJgKxRkZGUxMTHD69Gl27dpFSUmJ6SauPZ1dXV0AJmZHJxf4fD5efvllxsbGmJ6eNplPDQ0NlJSUmOdKt0Dxer0mCLm6upri4mLjxXnrW9/KqVOnaG9vNwZOY2Ojqc1z8eJFoyfCp5Tcbjetra2ICB0dHaaHnohErWVj48ssC7GWHpx8IAHoDVveC7wxlgOIyEeAcuBQlPVL6gmzUixnSmBwcJLHHjvD1FQieXlOjMc995RSVISZagmt86Bf+h6PxxTW0t6X4eFh089IK4iZmRnOnDkTDFxsMumbFRUV5OfnIyL09vbi9/vJzc2lpKSEbdu2cfnyZWZnZ9m6dSvZ2dkMDAyYGBVwYkHuvfdec74DAwMm+Da0c3Vvby8vvviimVPXlVavXLlCTU0NWVlZbAs2A+zt7eXo0aMMDw9z+fJlamtrKS0tpbOzk9/85jcUFhZy4sQJlFLU1taSkZGB2+2mrKwMt9tNVlaWKTg4MTFBRkYGk5OTjI6O0tvba4KqtXGjYxH6+/vZt28fo6Oj5uWhOxLrjCatMPfu3TunGanuSdXW1salS5dMhtjWrVvp6elh3759c9ovLEQkJa2Nm+UYKXZUGz9089VI/1+/+U0fP/xhOxMTE/h8fmpr8zl48NUMDw/S3t5OSUkJZWVljI6OUlVVZXpJ6WabU1NT3HzzzWRmZlJRUQFg7rlAIMCxY8eora1FRDhx4gTbt2+nqamJgYEBXnnlFXJyckxZhKmpKerq6sjJyaG9vR2Px0MgEDABzEopsrKyjMdXZy7qwnyBQIBAIMD27dvZuXMnW7ZsYXR01LRVGBwcZGxsDK/Xy+zsLFlZWaZ6crT7OvQ50FPGs7OzjIyMRK1lY+PLLAsRjyyq8OrIEmHZPETkAeAfgAeVUpcjHniJPWFWiqWOtvv6vDz++BnGxgKIQFZWJu961y5ycpwgW23IhBaxg2sxI0opjh49yqlTp2hrayM1NZX+/n5uuukmhoaG2LZtG6WlpabyrW7YqPtdpaens2PHDvLy8hgYGMDr9ZKTk8PMzAz33HOPyfzR9THClVGoUgkddU1MTFBcXExvby8/+MEPOH78OOAUAysqKqKxsZHk5GSSkpKoqKhgdHSUlpYWWlpaTIzL+Pg4R48eJTc3l/7+fpKTk/F4PEYRa8/Mvn37qK6upr+/n7GxMaqqqkym0ezsLC+//DJXr16lqKiIqqoqU1BMB0TrqanQflGRArm1oVpUVDRPwba0tJjA4dzcXIaGHMfinj17KC8vp729HZfLNacnVCRDOJKSDjVSdEXj0CDkhQxoO6qNH0qpiEZlS8sQ3/ueU79mcHCQ8vJMGhpmaCyT3AAAIABJREFUGB4enFMnSmdLjo6OcttttzE8PGwM8qamJsrKyigpKSEhIYH09HQ6OjpITEzE5/OZ8gwXLlxgeHiYnJwc2traTBbk6dOnTWdvXW5geHgYj8dDVlYWlZWVxstbWFjIwMCA6fGmZfD7/ZSWlpqinlu2bCEtLc3oF3Cm6W699VY8Hk/wXMtpaGggOzubvr4+mpubTdmH0OsUWsOqpaWF3t5eEwhtsSyHtTRw+oEZnAqhoRQy36szh6Bxcwh4aD1mUC1lSqCnZ4JDh84wMeH0aEpKSuDBB2upqso2ze9GRkZMeqRuM6Aza8BRojpGJjEx0VS0PXv2LLt37zbpyjt27DBBsLq6cGi/q/CYl8bGRurq6oynY2hoiP7+flPsLpInIPxlqpTi2LFjNDc3m+7GU1NTJvNheHiYyspKvF4vk5OTpu9MX18fubm5JCYmIiJmGu7q1aum03BpaampByMic+JsduzYQVZWFu3t7SbtXRtwWgGXlJRw4sQJE9ukPUn6HHSl5NTU1AWnGTS6LcPAwACzs7NkZ2eTnZ1tvEGhaf2wNEM49LomJiYyNDREIBDgxIkTpslmNCPHjmrjh8vlmpeuf/nyCN/85jlmZxU+n5+iogweeGAHMzPO1FBSUpJ5HnRcjO6pJCKmVUdxcTHZ2dmmSGdzc7PxiGpj5sSJE4yPj5vSAUNDQ1y8eJHU1FST/aR7VoHT8bupqYnLly9TU1PD1atXKSsrMzF2nZ2ddHV1MT09baavrl69apITtm/fPs/bWVpaSnt7O7W1tQwODnL77beza9euOVW3Iw3gNH19faZxbk9PD6WlpbaWjWVZrJmBo5QKiMhx4ADw7ZBVB4DvRNtPRN4FPAYcVEr92+pKuTxinRLo6hrn0KEzeL3TeL0TzMxM8d731rFjhxuY+2JaKLNGpyfn5eWZrIeZmRm2bt1KQ0MDnZ2dTE9PU19fb0b7kbwH+lgjIyNG2fT19XHs2DFTnTchIcHUgYmkjMJfpi0tLczOzlJSUsLY2BhJSUnk5eWxb98+KioqKCoqIikpicHBQRNQWFVVxcjIiHGB5+XlMTQ0ZLoMa+NJV0LesmULPp8Pt9tNYWEhqampHD9+nKtXr5r2CqmpqezcudMYQnV1dSa4WWeF9PT00NfXZ+QPH0UvNi2Un59PUVGRSaFPSkqisLDQtIMIvxeWYgiHXlddU0dPXeqCgdaAWX+kpKTM+X/p6ZngySfPMT3teCGKirLYv9+FUk4Jha6uLrKzs2lpaaG2tnZO+xERob6+nvr6+jm/oUsRtLa2MjQ0xOTkJI2NjczMzOB2u0lMdNT65OQkV69eZWxszJSNyM3NNQUkL126RH5+Pvfddx89PT3GkOro6DAxfqWlpUxNTZnCkwkJCeTn55uCli0tLeYZ13E4dXV1AHR1dbF7927zfWRkhIyMDFJTU836goKCeR5JXX1Zx8xZY92yXNZ6iurzwCEROQq8gFPjphT4MoCIPA6glHoo+P1BHM/NJ4Hngz1iAAIr0RNmpYhlSqCjY5Svf/0sfr9j3IyPD3P//VsJBHro68tYcvqjnvu+cOECSimKi4tNh+rU1NR5dVG09yAtLY3z58+b2jDhL8qRkRFTmVj3m9Fp1pEMpfDA3YyMDEZGRkwtjdzcXGpra7nllltwuVxmP7fbTVtbG+AYAnV1dXR1dZGSkmIU4OzsLA0NDcZo0T2s9NSZrgPS0dFBd3c3Pp+PS5cu4ff7ycrKorW1lfLycgCGhoYoLy839TXa2toYHh7mhRdeMDWFlhq70t/fj9/vZ+/evUxMTFBZWWkanobeC/qa6crTulhZrLExbrebEydOmLiEoqIiGzi8ARgYmOTQoTP4/dMAZGQk84EP7GFmZpyRkRGSk5NN2wJtVNfW1poqxHCt4nFoYHxiYqLJbEpJSeHy5cts2bKF4uJiuru7SU5OZmJiwnTzTk9PJzMzk7GxMVJSUsxUqo6ROXHihOlS7vf7GRsbo6uri9TUVKqqqsy0tH52tZHklLi4lnCgY9oKCwsjGmb6+dJNQXXMIMz1ZC5Uw8piWQprauAopb4pInk4dW1KgNPAm0NiasIjgz+EI+MXgh/Nc8Bdqytt7Cw2JXDp0ghPPnmWQGAmuGSaBx7YRmVlNpOTkwwPD5s+Rdo1vdjLsLCwkLvvvpuamhoAUzgrvOItYFIudYr11atXKS0tNYZMuHIZGxvj1KlTJtjP5XKRlZVlpr9CPUsej4eTJ08ahZidnY2IsGvXLnJycqitraWpqQlgzn660WZ7ezsiQllZmZmiS09P58KFC6bKaXV1Nfn5+QwODtLR0WGCrAOBgJmySktLM8o2MTGRqakpY/Dpa6BHqK+88opxxfv9fhPAuNTYFe1uV0qRnZ3N1NSUaVgYek21N05XQfb5fFE9YuHoWCGdhl9TU0NycjJut3vRfS3xY3TUz6FDzWYqOjU1kfe/fzd5eWmAE4jf1dXFc889ZwpnVlZW0tHRYWLA8vPzOXv2LC+88IIJ1gdobGw0adu6P1V5eTl79+7F7XbzyiuvkJubS2FhIdu2bTOeE90H6ty5cwwNDVFZWWk8qtrDozt4+/1+03nc7XZTW1trPMva05mVlUVSUhIZGRkkJiaamLbFpl1PnTplCpTqthOh+9gYMstKseZBxkqpLwFfirLuroW+b0RaW4f413+95qJOT0/iHe+oZ3S00zS+HBkZMe0RTpw4QWlpqcmeivYyFJGIga+RMg10X6bLly9z7tw5srKyyM7Oxu/3R1QuVVVVdHd3k5GRYdo//PznPwcgOTl5jmdJx9okJyfj8/no6emhtraW2tpaE2NTWFjIkSNH6OvrY2hoyKSYauNM92EqLy/H5/ORl5dHQUEBY2NjxmukAxZ1qvbs7Cz79+83gc46OLusrMz0tPF4PKbXjtvtpqqqisnJSTNy1lWAwfEWnT171hiZOt13sRocOp1fZ7xFUsah3jh9juG9uqLR19dn4pF0gKj2vFnWJ17vFIcONTM87BjXSUkJvO99dRQVpc/ZThspXq+XiooK0xV8YmKCZ599luLiYrq6uvD5fCYmrrCwkMOHD5v4mLy8PFMY0+fzcfPNN5OdnW1KHmzbts1MmeomsNu3b+fw4cMEAgEyMzPJz883PasyMjJISkoiLS0Nt9vN7OysCfLVlb11zJBuxaKb/mZmZpqq3JHQA8HQ4n6RPKU2hsyyUtheVKvI+fODfOtb55mZcRREZmYyBw/Wk5e3hb6+LWaEcvLkSVwulymypztqh6ZdRyJ0ukgrFl3mPPTFqXsvTUxM0N3dzeTkJHAt9Tw8O6eqqsq0dtDpnkVFRZw5c4b6+vo5MSa6vcPk5CR+v990/tXGm67pog0sj8djmnzq7C641rU7tJnoyMgIfr+f5557jqmpKaanpykuLqanp8fEBsG1EV9CQgI5OTmkpaXR399PU1MTV69e5dKlS6YoX1paGgcOHKCtrQ2v10sgEADg8OHDNDc3k5eXZ4zMxsbGBYOBQ0eaoXET4YROfS1UrTUSocbRYveDJf4opXjiibP09XkBSEhw8e5376KiYv6Lf2RkhKSkJHbs2GGylNLS0mhra8Pn83H+/Hl2795t0q61x9Xn8zE4OGiK8FVUVJipV/2sT05O0trayosvvsi+ffvweh15dGbibbfdxpUrV/B6vSYg//jx44gINTU1pKenm07lVVVVXLx40dS7ampqQkRob2+nvb2drq4uiouLY/YqWg+NZa2wBs4qceZMP9/5zgVmZ51pF7c7hYMH68nNdTwfoSOUlJQUTp48SUZGhqnbMjk5uWh6cOh00fnz5wHHGxIeY6NfsImJiUxPT1NRUUFvby/FxcUMDw+TkZEx52WrG3mKCM8995ypi6EDabUi1Z4OXTzQ5/Nx6623murGoTVd9FQbON4SHbyoPRrhmRjauNGBtRcvXiQrK4utW7cyMjLCxMSEKQKor01o9d/GxkZmZ2cZGxtj69atDA4OUltba+Sprq4200apqakcOXLEuN1TU1MZHx9fNBg41pFm6DmFVmtd6NgaW9NmYzE46KOzcwxw7o+3va2a6uqciNvqasI6OL2srIy2tjZTLdjlctHf309NTQ2dnZ1cuXKFqakpUydnaGjIDIbe/OY3m/vo/PnzDAwM0NvbS2pqqmnAG1pkr6OjA4CdO3cyOjpKQUGBaVD56le/mrGxMYaGhkz7EmCOTtEeZD2NrAc5o6OjEb3Ioax3D41tdbJ5sAbOKnDqlId///dWE1OSm7uFgwfrcbtTIm6flJREaWkp09PTVFdXm9TLxMTEiAYIXIur0SM/7Ub2er1cvHiRzs5O48UQEVwuFzMzM+zfv5/Z2Vl8Ph9+vz9iILNWXk1NTaaDsd/vx+v1zosxUUqxf//+ecogVMnpl3R+fj5DQ0PGECkoKJjjtQklPLBWp5zqPjoiwuHDh9m5c6epYRMaCFlQUMCRI0cYGhrC7XajlGJ8fJz6+nqznTZu9Cj4zJkzplaH2+3m6tWr82p1LIeF6gYtdmw72t1Y+P0z5u/77ttBQ0P0/y/tuZmdncXlcnHLLbcgIgwPD5tAcpfLRVpaGu985zs5efIk3d3dpg+bLsMwNjZGf38/xcXFFBQUmP51uiyEfvZCi+zp2C797OsifaHPYeiLft++fRFf9FlZWZw/f948f7oT+EbGtjrZPFgDZ4U5fryHp55qN8ZNfv4WDh5sIDMzOeL2SimGh4dJSkoyGT95eXnU1NTQ0tJCRkYGKSkptLa2cuHCBfbu3UtdXR39/f309/czODjI0NAQLpeL7OxsMwKsrq5mYGCAX/ziFyQlOU07t2zZYrKkRIRAIMDVq1epqKiI+LIdHR2loaGBHTt2GLe5UorZ2VlTTye8Rk/4uYWOhPLy8kxQYyAQmFNQUCtITUFBAfX19Zw+fdrsozOtysrKTDaVbggaqQS8PraO44HoxkZhYSH5+fn09PSwc+dOSktL56TsrhRLNVjW+2h3syEiucBf45Sv2IpTv+sp4FNKqYFYj/OGN2ylqWluya9IngHtNdHfb7nlFmZnZxkaGsLv91NfX2/KGtx0003s27ePzs5OnnnmGRobG6mursblctHd3U1DQ4Ppvdbf3296zulpJqUUbW1tRuf09vYyMjJCdnY2+/bti3QtYr73wp/f1WY1vSy21cnmwRo4K8iRI938+Mft5ntRUToPPbSb9PTIxg3MLWrV29s7p6iV9ny0trZy5MgRampqOHz4MOAE+5aXl5sGdgUFBabpZkFBAdnZ2Vy+fJnR0VFTZCsvL4/z58/j9XqpqqqitraWqampedNDGv372nujXejauFlshBM6EpqYmJjjqfF4PIyOjpKenk5bW5tRphoRYffu3RQUFMxRYnqKScch5OfnRy0BrxX97OwseXl584qFRWuRoF3u+fn5c1J2VwJrsKx7SoEy4L8AzcG/vwR8A7g7lgPcdlsZt99eNm95NM9A6L1QWFjIvn37OHXqFGVlZSbTSMe0gVPj6e6776a5udm0I7nzzjvnGRl60LNjxw4KCwvNel3QMjk5me7u7uu6v0PbnMQ6RXW9KKVobm7m9OnTJl4PVs7LYqeFNw/WwFkhXnihk5///JL5Xlqawfvfv5stW5IW3G+holb6BaxrRuj2Bs3NzVRUVJg08vz8fFOv4o477uDpp5+mu7ubQCDArl27mJmZISEhgVOnTjE6OkpSUhLnzp1DKcXdd9+95LTOrq4uCgsLFx3hLDQSimWUFMkY0DJpN76OwdGjU7imlCKNkBc7vs6M0mn6ujXGjTAHb2MPQCl1Gnh7yKJWEflj4CkRyVJKjS60f0qKi23bAmbQEV7ALtI9H6nWzU033URbWxuTk5N0dHTgcrlMW4+qqirThVtXttZZUIWFhVGNDn2/6yaWWVlZRr7lGibxMAb6+vo4c+aM6WO30nWh7LTw5sEaONeJUornnuvg2Wc7zLKKiize9746UlMXv7wLFbXSCmnv3r0cPnyYsbExLl26RGlpqSmGF55GLiImnXN0dJSUlBQyMzPxeDy43W7TpE93E1/o4RUR02n79OnTiIhp+6DTnBdSatGUn1KKQCDAuXPnKCwsJDk5OWbFGM0DEhqDo5XScrwlOj5Ijw51jaL17nFZCePExh5EJQvwA97FNkxJmWVycpL+/n5g7vXT8So65kbHq4RWD9dNYPfu3WvqRIUW35ydnaWqqoqEhARKSkpwu93GkNEv+cV6q2VlZTEyMmJqV23fvn3ZdZXiYQzoYH2dgODxeOYVFbwerJd182ANnOtAKcUvfnGFw4evmmXbt7t5z3vqSE5OiLh9+EsoFgURWvq8oaGBkpKSqGnkkTpj5+XlUV9fj8fj4YUXXiAnJ8cEGEcaaYbS19fH8PCwefHX19ebGKDFlFrouRUXF6OUMm0HQoONdUuJ62GllJI24mpra+e9ONYzHo+HY8eOzXl5LnVEbmMP5iMi2cB/BR5RSk1H2eaDwAcB01IEFs6+C2VkZGReE1gd9Ku9Lbquje6uHWrIAKbRrS6v4Ha7TWHASL3VtNfT5/OZ+jjLvD7X9dwtxzCPtf6UxWINnGWilOInP7nIkSPdwe9QVJTA3r1JDA8PRHxQF5qDD89eCHdZ79692xgpra2tJpMiMTGRCxcuMDU1RXJy8pzg3fAMJd28r7m5mdLSUkpKShZtKqmroBYUFJhaMrpD9mJKLVpvrfPnz1NQUGBiiFY6zuV62Yhz8BcvXmRgYICcnBwGBgZMdealsBHPO1ZE5LPAny+y2euVUs+G7JMO/AfQiROTExGl1FeBrwLU1taq0BpQoUSbOnK73bhcLuPBycnJIRAImMEAOM+hLtWgvS3hg6PZ2Vlj5OqpaD2VHNpbbXR0lMrKSnbt2mUqGMfr+VuO1zDW+lMWizVwloFSiqeeauf48R6zrLQ0kbq6aaamfFGNBp2a7PV66e/vx+VyRTWEwl3WusdLeJfp4eFh/H4/LS0t7Ny501Tp1dM+oSMbl8tFfX09ycnJJpBW94eKplQivfSWM+rSdXImJiZISEigt7eX3Nzcdfki3ahz8DpbbLnKfqOed4x8Afj6Ittc0X+ISAbwo+DX31ZK+WL5EV12YKGgfZhrQOq6U6H93Nrb283/ZaiHJfTvcO/JSy+9xOCg06LvwoULps4VMKfcQWZmJkeOHGF8fJyMjAze+MY3xnJqq8JyvIZ2CskSK9bAWSKzs4rvf7+VU6c8Zll9fT6NjYLfP7ngg+p2u00RLl2bJlJ8RySXtVZU2qjQheoyMjLwer3k5uaalOnk5GTTBiESi43Uw9sWbN++ncuXL+NyuYx3SXcXjnXUNTU1RUtLC7m5uQwMDLB79+6oL4J4s9YKdCXiZ3TGmFKK3NzceRljsbCZXxxKqX6clO9FEZFM4MeAAPcopcZj/Z3ExMSoz140AzK87Yo2VHJychgcHKSgoIDXvOY1C/6uUorBwUGTFaW7mufn5zM9PT1nGri/v9/E33R1dZkaOvFgM3sNLfHHGjhLYGZmlu9+t4UzZ67pyVe9qpC3vrWa/v4+Wlud5dEe1PAiXLouTSRDKNRlnZubSyAQ4OjRo3NiLLRySEhImJMyfb3F486ePcvhw4fJzc2lvb2duro6EhMTTUp3pJTsxV6KycnJ7Ny5k0AgQEJCAn6//4bN1AlnJYJ7dXpxtIwxS2wEjZuf4QQW3w+kB6eqAAaVUoHrOHbMBuRSvXGh5Sb6+voQEfLy8khNTZ1XSLO7u5vt27ebRARdQycebHKvoSXOWAMnRqanZ/n2t89z/vygWXbLLcX89m/vMNlGsPCDKiLs2LHDNE2cmJigtLR03nbhLuvt27ebqsWhMRb79+8H5qdML7d4nPYkHDt2DJfLRWZmJgDt7e3s2bPHGDShNTliHXVlZWUxMTHB4OAgPT09NDU1LRr/c6OwEsG9m9n7ssbcAmh3yYWwda8Hnl1tAUK9cTk5OWRkZERt1wLXqporpaiqqmLr1q0kJSVRUVFBdnb2PH2g+9+lpKTg9/u59957V/uUomLvW8tqYg2cGJiamuGb3zxPa+uQWbZ/fwn33LN9Xkr3UgLkFjKEwjuFX7x4cd6obqWUgzZs2tvb6e/vJyMjg6NHjwLOdFVdXd0cg6aqqmpeSnasTE4603ipqamkp6fbTB2sm349EQwyjqtLMdQbFwgEorZr0ehmtkNDQ8bj29TUFPW5ys/Pp6SkhPHxcXJzc01NHYtls2ENnEUIBGZ48smzXLo0Ypbdfns5b3hD5bKmVpZrlESLsVjJ+if9/f0MDw9TVVXF/v37GRsbY+/evdTW1jIwMBCxxkys6AyS3Nxcjh8/ziuvvEJ5efmm6F1zvVg3vSWUUB2h27Us5N3THcRzc3NpbW1lcnIyYvsTzdjYGI2NjSaba2xszMTg2GKPls2ENXAWwOeb5oknztLRca146etfX8nrXle+5g+9HtUNDw+bjsLao7PUgN9w9BSJiDA0NMTAwAApKSmUlZVRUFAQc1r4QmgvxeTkJJOTk2RnZy/5GKuhfNeDQrdueks4+r7UFbXLy8vxer0RvXv62dItHSoqKiK2PwnfHuZ7DGOJB1sPz4zFEgvWwInC5OQUhw4109V1LYHiwIFtvPa183vMrAWhyipUAS0n4DccrfDS0tLIzc1ldHQUr9dLWloaLS0tQGxG00KKL7Ttw969eyktLcXn8y2pRPxqVNoNPabH46Gvr29OLJNV3JZ4oO/LtLQ0YH7F8lBCny3dKNbn881pBRH6XOopqUgew1jiwWzFa8tGwRVvAdYjExMBHn30zBzj5t57d8TNuAklVAGlpzvJHRMTEybwdzkl1wsKCqiuriY9PZ0dO3aQmJhIdnY2Ho+HQCBg2jIshlZ8Xq+X1tbWOV29tYH2qle9ipSUFFMTZynyhp97rHLFeky/38/p06cjym+xrCX6vtQVy/Py8igsLIxocIe2VPF4PHR1dTE+Pm6erfDnsr+/n8LCQmpqauYd0+12L6pPtGypqan4fD5OnTqFx+NBKbV6F8RiWQbWwAljbCzA1752mt5eJ6hWRHjLW6rYv399BH6GK6Dt27dTXV1NWlpa1BEeXKuO3NLSMk8ZaeOjpqaG5ORkCgoKTINO3cMqFmIxQLQxtZi8sZz7cvvnRDumVvwLyb/QdbRYVoql3uvhLVVCs6eWMjCI5fnUsnV2dtLS0kJiYqIdEFjWJXaKKoThYR+PP97M4OAk4Lz43/a2Gm66af0EfUYKSI0l4DdWt/L19HmJJRvoeuJNViMYN/SY9fX1DA8PE63UPlj3vGVtWOq9HqmlivbMLCVLL5bnc7EpMYtlvWANnCCDg5M89tgZRkb8ALhcwgMP7KS+fn2lUC7XQIi11sr19HlZKQMkWizPagTjhh4z9HejyW8bUlrWgoXu9UjPx0JGzEoPDEKnm1tbW810c3izTxvDZok31sAB+vu9PPbYGcbGnCKlCQku3vWuXezalRtnyVaOWEdx12NErJQBEi8vSSzy25o1lngT6flYyIhZrSy98N9USlnvpmVdccMbOL29Ezz++BkmJqYASEx08eCDtVRX58RZspVlI9VaWc9eko10HS2bk2jPx1qXGgg3nFpaWtbtc2u5MbmhDZyurnEOHTrD5OQ0AMnJCbz3vXVs23b9wavrjY1Ua2U9e0k20nW0bE5W+vlYqbo26/m5tdyY3LAGTkfHKE88cRafzzFuUlIS+d3fraOiIivOklk2spfEFkGzrDYr/Xys1JTwRn5uLZuTG9LAuXRphCefPEsgMAPAli2JvP/99ZSWZsRZMgtsbC+JzbKyrDYr/Xys1JTwRn5uLZuTG64OTlvbME88cc24SU9P4uGHG6xxY1kRVqMYocWymqxGfSmLZT1wQ3lwzp8f5FvfOs/MzCwAmZnJHDxYT35+Wpwls2wWbByCZaNhp5Ysm5UbxsA5c6af73znArOzTuVZtzuFgwfryc3dEmfJLJsJ+7KwbDTs1JJls3JDGDivvNLH977XYsrq5+Zu4aGHdpOdnRpnySybDfuy2PiIyCPAbwGlwDjwK+BPlFJn4yqYxWJZEps+BufXv+6dY9zk52/h4YfrrXFjsVii8TLwMFAHvAkQ4GkRSYqnUBaLZWmsuYEjIh8WkYsi4hOR4yJyxyLb3xnczici7SLyoVh/6+jRbn7wg1Zj3BQVpfOBDzSQlZVynWdhsVg2K0qpryilfqmUuqSU+jXwKRxvzo44i2axWJbAmho4IvJu4IvA3wJ7cFy/PxaRyijbbwd+FNxuD/A54H+IyAOL/db4+BQ/+lG7+V5amsHBg/Wkpydf93lYLJYbAxFJBz4AXAEuRdnmgyLysoi8bDtqWyzrh7X24HwCeFQp9YhS6qxS6mNAN/CHUbb/ENCllPpYcPtHgMeATy72Q6OjfvN3RUUWDz1UT1qa9TBbLJbFCXqax3FicO4F3qCU8kfaVin1VaVUk1KqyQaVz0UphcfjoaWlBY/HY7zpFstasGYGjogkA7cAPwtb9TPgtii73Rph+58CTbHOh2/b5uZ3f7eO1NQbIp7aYrFEQEQ+KyJqkc9dIbs8geM1vhO4AHxbRGw9iSWiC196vV5aW1uxHi7LWiJrZVGLSCnQCdyplHo+ZPlfAu9TSu2KsM8F4OtKqc+ELHsd8BxQqpTqDtv+g8AHg18bgNMrfiKrRz7QH28hlsBGkncjyQobS95dSqnMeAuxGCKSj3NdF+KKUsobYd9kYAj4kFLq0CK/0wdcXrag8WO17rkUnIH0bMi/ET1h18lGemYiYeVfGluVUou6S+Ph1gi3qCTCssW2j7QcpdRXga8CiMjLSqmm5Qq51lh5V4+NJCtsLHlF5OV4yxALSql+lq+AJfhZNDshFqW7HtlI91wkrPzxZb3Kv5YGTj8wAxSHLS9nKRvCAAAPWklEQVQEeqPs0xNl+2lgYEWls1gsNzwiUg08ADwN9AHlwJ/geB2eiqNoFotliaxZDI5SKgAcBw6ErTqAkyUViReBN0bY/mWl1NTKSmixWCz4gbuAHwOtwDeBMeBWpVRPHOWyWCxLZK2nqD4PHBKRo8ALOFlSpcCXAUTkcQCl1EPB7b8MfFREvgB8BXgtTgGu98TwW19dUclXHyvv6rGRZIWNJe9GknVRlFIdOFlTNxob/f/Ryh9f1qX8axZkbH5Q5MPAfwFKcIKA/0gHHYvIswBKqbtCtr8T+GegHugC/l4p9eU1FdpisVgsFsuGYs0NHIvFYrFYLJbVZtP3orJYLBaLxXLjYQ0ci8VisVgsm44Na+CsZdPOlWAp8orI20XkZyLSJyJjInJERH5nPcoatt/tIjItImtaYHEZ90KyiHwmuI9fRK6IyH9ax/K+V0ROiohXRHpE5OsiEl4+YTXkfJ2I/EBEOoOVfh+OYZ9GEXlORCaD+/2liMhi+1niw3Kf9XgjIn8qIsdEZDSoJ/9DRBriLddyEZE/Cz5j/xJvWWJFREpE5LHg9feJSHMwZnbdsCENHFnDpp3xkBenPPwzwH3B7X8EfG8tlM8yZNX75QCPA79YbRnDfnc58n4DuAen6vUu4J3AK6ssKrCse/e1wCGcHmz1wP3AbpxWAqtNBk4iwMeBycU2FpEs4Oc4da32Av8J+GOcHnSWdcZyn/V1wl3Al3Da/PwWTm20p0UkN55CLQcReQ3wB6yRDloJRCQbJxNacN5TdcDHAE885ZqHUmrDfYAjwCNhy1qAz0XZ/u+BlrBl/wt4cT3KG+UYR4F/Wq+yAt8F/gr4NHB6Hd8LdwMjQP5ayXid8n4SuBy27APA+BrLPQ48vMg2fwiMAltCln0Kp0WLxON628+C/1/XrZfWywfHGJ8B3hJvWZYotxtowzHSngX+Jd4yxSj33wIvxFuOxT4bzoMjcWrauVyWKW8kMnH64away5U1mPpfDHx29aSL+LvLkfd+4BjwCRG5KiItIvLfRSRjFUUFli3vC0CJiLxFHPKBB3G8euuNW4FfKqVCvT0/xal1tS0uElkisoJ6ab2QiTMjsao6chX4KvBvSqln4i3IErkfOCIi3xQRT3AK/aPrbTp6wxk4OE29Epjf3qGX+W0dNMVRtk9k8QZ818ty5J2DiHwEp2T8go3+VoAlyyoijTiem/cppWZWV7x5LOfa7gBuB16FU5L/ozjTVY+ujohzWLK8SqkXcQpbPgEEcNoHCHBw9cRcNtGeM73Osn64br20zvgicBKn+v2GQET+AKgG/iLesiyDHcCHgXbgTTjX/++Aj8RTqHDi0WxzpVi1pp2rxFLldTZy4oT+AXhQKbVWXYpjklVEUoB/BT6plLq4FoJFYSnX1hVc916l1AiAiHwU+KmIFCmlovVFW0lilldEdgP/HfivON6QEpz74SvAQ5H2iTPxfs4sS2NZemk9ISKfxxm03B6HQdayEJFdONM8dyinjdFGw4XTMulPg99PiEgNjoGzbgKlN6IHZ6M17VyOvIAxbg4BDymlfrA64s1hqbKW4AS8fi2YPTUN/CVQH/x+96pKu7xr2w10auMmyNngv6sdXLkcef8UOKqU+gel1CtKqZ/ijJzeLyIVqyfqsoj2nMEi97plzVm2XlpPiMg/43g4f0sp1R5veZbArThetNMhuvNO4MPB74t2ro8z3UBz2LKzrL4OXRIbzsBRG6xp5zLlRUTeBXwdJ7Dz31ZPwmssQ9ZOoBG4OeTzZZwmhTdH2WfFWOa1fQEoDYu52Rn8d1U9ZMuUNw3nRRSK/r6u5rtxnrM7RCQ1ZNkBnBYrl+IikSUiy9VL6wkR+SLwXhzj5ly85Vki/8583fkyjkf8Zpzp6PXMCzgZqKHsZJV16JKJd5TzMiO4341zA/w+TnraF3GyPLYG1z8OPB6y/XZgAvhCcPvfD+7/wDqV90FgCic9tzjkk7veZI2w/6dZ2yyqpV7bDKAD+DZO2vVrcVKhv71O5X04eC/8Ic6892txgqSPr4GsGVxTvl4c79zNQGVw/eeAX4Rs78bx4vwr0AC8HSer6j+v1f1gPyt3L67nD/A/g/fWb4XpyIx4y3Yd5/QsGyeLam9QL/05ThzRO3GyUz8Sb9nmyBlvAa7jAn8YZ1ToxxmJvC7sRnk2bPs7gV8Ht78IfGi9yhv8riJ8nl1vskbY99OsoYGzzHthF062iBfHC/U/gcx1LO/HgDNBebuBJ4HyNZDzrij34aPB9Y8Cl8L2aQSeB3xBWf8KmyK+bj8L3Yvr+RPlvlTAp+Mt23Wc07NsEAMnKO99wKngs34Bp+7VunrWbbNNi8VisVgsm44NF4NjsVgsFovFshjWwLFYLBaLxbLpsAaOxWKxWCyWTYc1cCwWi8VisWw6rIFjsVgsFotl02ENHIvFYrFYLJsOa+BYYkJETovIp+Mtx1ohIkpE3hFvOSwWi8Nm1UGxnJeIjIvIw2sj0ebBGjgbFBF5NPgSViIyJSLtIvKPIpIeJ3keDpFHiUi3iHxLRLbHQ55YCV7HpyKsKgH+Y63lsVg2CutUB43H6bdrReQbItIrIn4RuSgi/yQiOfGQx+JgDZyNzdM4L+IdwKdwqpL+Y7SNRSRpleXxBuUpxekRczPwAxFJiCJP8irLExURcUWTC0Ap1aOU8q+lTBbLBmS96aA1R0T2AUeBTOB+oAan+vi9wK9EJDuO4t3QWANnY+MPvog7lFJPAk/gPGCIyF3BkdWbReSoiASANwXXvUVEjouILzjS+JtQY0NECkXk+yIyKSKXReT3YpRHBeXpVkr9f8Bf4/Qkqg4eV4nIR0TkuyIyAfxtcPnrRORIUJ5eEfnnMHmeFZEvi8gXRWQo+PkHEXGFbJMjIo8F102KyNMiUh+y/uGgm/fNInIapwfPN4GDwH0hI9G7QmR9R8j+jcFjTorIYHD06g5Z/6iIPCUiHxeRzqAcXxORtBivncWyEVlvOigqIpIiIl8I6hifiLwkIreHbXOfiJwPrn9eRB4MnsO2KMcU4P8ALcDvKKVeVEpdUUo9hdPguRL4m6Wcl4hUB3WeLyjLb0fY5i+D+/tFpEdEHr+ea7NZSYy3AJYVZRIIHyH9PfCfcTp8j4nIm3CU0MdxegZV4nQATwE+GdznUWArzgPqBf4Z2LZMeQiT6a+APwv+lhKRMuDHwCGcxpJVwP8CZoNya94XlOtW4CbgEZxeR58PkXkX8FZgCEep/EREdiqltBypOKPM/xvoC+4/A+QC7w9uMxh+EkEj5Sc4TS73Bbd/BEexPRCy6R3BY74RqAC+hdOj5XNRr5DFsrlYbzoolP8GvAv4PaAd+ASOjqhRSnWLSCXwXZzedF/B6av2+WgHC3IzTtPe9ymlZkNXKKW6RORJ4D0i8lHl9EVa8LyCg7bv4eiwW4E0nCaoKSHbPIBznd4D/AYoBF6zxGtxYxDvZlj2s7wPzoPyVMj3fUA/8M3g97twms89ELbf88BfhC27H6eLsOC0vFfAa0PWb8UxBD69gDwPA+Mh38uBF3E6dycHlyngf4Tt9zc4is8Vdiw/kBb8/iyOoSAh23wKuBr8uyZ47NCmlW6c7ra/H3JMBdyy0HUMWa6AdwT//oPgsTJD1uvrWx1ynA4gMWSbR4Cn432v2I/9rMZnveugsHXpOF7bh0KWJQBtwGeD3z8HnA3TM38WlGVblOO+O7h+T5T1fxRcXxjLeQF3B79Xhmxze3C/h4PfPwGcB5LifQ+s94+dotrY3BOcdvHhGBPP48z9hvJy2PdbgD8P7jcuTlDekzgKoBiow/GeHNU7KKUuA10xyJMePOYEQcMGeLtSKrCAPHXAi2ru6OdwcN/qkGUvqeDTHeRFoExEskJkfjFE5hGc0c3ukH2mgZMxnEc4dcArSqmxkGW/Cv5m6PGblVLTId+7cBSbxbJZWW86KBpVOJ6lF0KOOROUWT/DtcCxMD1zJMbjR+taLSHrYzmvOqBTKXUlTIZQ/fhtHG/0RRH53yLyThFJwTIPO0W1sXke+CAwBXQppaYibDMR9t2FExvz7Qjb9nHtgVwOXhyX7SzQq5QK/+1I8gjRlUOsre4Xkjn0GP6gUlsqscoYfv0VNs7NsrlZbzooGqGGRjgqZJtYdY7mQvDfeiIPnupwppv6ie28Ft1GKdUhIruAN+BMdf0T8Fcisj+Kzr1hscp3Y+NVSrUqpS5HUSyR+DVQG9wv/DON46J1AXv1DsG56dIYjq2Cx2lfwoPWDNwaGjCM45IN4LiPNfuDAX2a1+Ao1NHgMVw4c9Za5iycOfTmRX4/gOOqXkzGV4lIZsiy24K/eXaRfS2Wzcx600HRaMV51k1QsThZlLdyTUecDf3NIPsWOe7J4H6fCNNhiEgpTuzgN4JeoVjOqxnHM10RJsOcYyulfEqpHyql/ih4vHrgtYvIesNhDZwbj88A7xWRz4hIgzj1G94hIv8NQCl1Hieg9isicquI3Iwz1z4Z/ZDXxZdwHvAviUidiNwH/B3wL0opb8h2pcAXRGRXMLvpj3EC9FBKtQDfD8p8h4g0Al8HRnFc3wtxCWgIHjdfIqexPoEzCn08mE31OpwgxO8qpVqXed4Wy43Kauogl4jcHPZpCA64/l/g74JZXXXB70U4OgicQOcqcWr57BKRt+MkJEAUz07QcPk9nASH7wflrQjqsaeByzjxgrGe19PAORxdc7OI3Iqj58zUtzgZob8f1EXbgQ/geNBaYrg+NxTWwLnBUEr9FLgPeD3OXPBR4E+A0Dnfh4GLwDM4xe6exDEEVkOeTpx6EXtwRkP/B/gGTnBfKE/geFqO4ATv/m+CBk6QD+Ccyw+C/6YB96hrGVTReARnZPUyjnt83igoaGi9CcgKHvv7OHP31526arHcaKyyDtoCnAj7PBtc9//gZDZ+DUfX3ISjI7qDcl3GyYr8HeAUToDwXwf39S1wPi/heFkmcHRDG04m1k+A25RSQ7GeVzAW8W047+YjwOPAZ3GSLjTDwP8F/BI4HZT57Uqpi4tcmxsOmRtPZbGsP0TkWeC0Uuqj8ZbFYrHcOIjIx3E8TjlhiRCWDYANMrZYLBaLBRCRj+DUu+rDifP7C+BRa9xsTKyBY7FYLBaLQzXO9HgecBUnLuczcZXIsmzsFJXFYrFYLJZNhw0ytlgsFovFsumwBo7FYrFYLJZNhzVwLBaLxWKxbDqsgWOxWCwWi2XTYQ0ci8VisVgsm47/H5BpZLgdHANfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = SOX13\n",
      "Isoform Proportion R^2 = 0.76, n = 8000\n",
      "Isoform Log Odds R^2 = 0.72, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = WHAMMP2\n",
      "Isoform Proportion R^2 = 0.59, n = 8000\n",
      "Isoform Log Odds R^2 = 0.47, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluate test set isoform prediction performance on individual random libraries\n",
    "\n",
    "print(\"Evaluate test set of individual libraries (n = 8000 per library)\")\n",
    "\n",
    "included_libs = [2, 5, 8, 11, 20, 22, 30, 31, 32, 33, 34, 35]\n",
    "included_lib_names = ['TOMM5 1', 'TOMM5 2', 'TOMM5 3', 'TOMM5 4', 'Alien2', 'Alien1', 'ATR', 'AARS', 'HSPE1', 'SNHG6', 'SOX13', 'WHAMMP2']\n",
    "\n",
    "plot_inidividual_library_scatters(iso_true, iso_pred, lib_index, included_libs)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluate test set of held-out libraries (n = 1000 per library)\n",
      "Library test set = HSPE1\n",
      "Isoform Proportion R^2 = 0.64, n = 1000\n",
      "Isoform Log Odds R^2 = 0.69, n = 1000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = SNHG6\n",
      "Isoform Proportion R^2 = 0.47, n = 1000\n",
      "Isoform Log Odds R^2 = 0.46, n = 1000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Library test set = WHAMMP2\n",
      "Isoform Proportion R^2 = 0.65, n = 1000\n",
      "Isoform Log Odds R^2 = 0.55, n = 1000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluate test set isoform prediction performance on individual random libraries\n",
    "\n",
    "print(\"Evaluate test set of held-out libraries (n = 1000 per library)\")\n",
    "\n",
    "included_libs = [32, 33, 35]\n",
    "included_lib_names = ['HSPE1', 'SNHG6', 'WHAMMP2']\n",
    "\n",
    "plot_inidividual_library_scatters(iso_true, iso_pred, lib_index, included_libs, n=1000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_cut_position_scatters(cut_true, cut_pred, lib_index, included_libs) :\n",
    "    #Filter on included libraries\n",
    "    included_libs = np.array(included_libs)\n",
    "    \n",
    "    keep_index = np.array([True if lib_index[i] in included_libs else False for i in range(lib_index.shape[0])], dtype=np.bool)\n",
    "\n",
    "    cut_start = 57\n",
    "    cut_end = 107\n",
    "    \n",
    "    #Filter nan-logits\n",
    "    keep_index = keep_index & (np.sum(cut_true[:, cut_start:cut_end], axis=-1) > 0.5)\n",
    "    cut_true = cut_true[keep_index, :][-8000:]\n",
    "    cut_pred = cut_pred[keep_index, :][-8000:]\n",
    "    lib_index = lib_index[keep_index][-8000:]\n",
    "    \n",
    "    cut_true = cut_true[:, cut_start:cut_end] / np.sum(cut_true[:, cut_start:cut_end], axis=-1).reshape(-1, 1)\n",
    "    cut_pred = cut_pred[:, cut_start:cut_end] / np.sum(cut_pred[:, cut_start:cut_end], axis=-1).reshape(-1, 1)\n",
    "    \n",
    "    mean_cut_true = np.sum(np.arange(cut_end - cut_start).reshape(1, -1) * cut_true, axis=-1)\n",
    "    mean_cut_pred = np.sum(np.arange(cut_end - cut_start).reshape(1, -1) * cut_pred, axis=-1)\n",
    "    \n",
    "    #Compute isoform log odds pearson r correlation\n",
    "    r_val, _ = pearsonr(mean_cut_pred, mean_cut_true)\n",
    "\n",
    "    print('Mean Cut Position Test Set R^2 = ' + str(round(r_val**2, 2)) + ', n = ' + str(cut_true.shape[0]))\n",
    "\n",
    "    f, ax = plt.subplots(1, 2, figsize=(8, 4))\n",
    "\n",
    "    ax[0].scatter(mean_cut_pred, mean_cut_true, s = np.pi * (2 * np.ones(1))**2, alpha=0.15, color='darkblue')\n",
    "\n",
    "    plt.sca(ax[0])\n",
    "    plt.xticks(fontsize=14)\n",
    "    plt.yticks(fontsize=14)\n",
    "\n",
    "    plt.xlabel(\"Pred Mean Cut Position\", fontsize=14)\n",
    "    plt.ylabel(\"True Mean Cut Position\", fontsize=14)\n",
    "    \n",
    "    plt.title('R^2 = ' + str(round(r_val**2, 2)), fontsize=24)\n",
    "    \n",
    "    sort_index = np.argsort(mean_cut_true)\n",
    "    mean_cut_true = mean_cut_true[sort_index]\n",
    "    mean_cut_pred = mean_cut_pred[sort_index]\n",
    "\n",
    "    ax[1].scatter(mean_cut_pred, np.arange(mean_cut_true.shape[0]), s = np.pi * (2 * np.ones(1))**2, alpha=0.15, color='darkblue')\n",
    "    ax[1].plot(mean_cut_true, np.arange(mean_cut_true.shape[0]), color='darkred', linewidth=3, linestyle='--')\n",
    "    \n",
    "    plt.sca(ax[1])\n",
    "    plt.xticks(fontsize=14)\n",
    "    plt.yticks([], fontsize=14)\n",
    "\n",
    "    plt.xlabel(\"Pred Mean Cut Position\", fontsize=14)\n",
    "    plt.ylabel(\"Sequences\", fontsize=14)\n",
    "    \n",
    "    plt.title('R^2 = ' + str(round(r_val**2, 2)), fontsize=24)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluate test set cut site prediction on Alien1 library\n",
      "Mean Cut Position Test Set R^2 = 0.82, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluate test set cut site prediction on HSPE1 library\n",
      "Mean Cut Position Test Set R^2 = 0.58, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluate predicted vs. observed mean cut position on test sets\n",
    "\n",
    "print(\"Evaluate test set cut site prediction on Alien1 library (n = 8000)\")\n",
    "\n",
    "plot_cut_position_scatters(cut_true, cut_pred, lib_index, [22])\n",
    "\n",
    "print(\"Evaluate test set cut site prediction on HSPE1 library (n = 8000)\")\n",
    "\n",
    "plot_cut_position_scatters(cut_true, cut_pred, lib_index, [35])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:aparent]",
   "language": "python",
   "name": "conda-env-aparent-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}