{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "nbpresent": {
     "id": "b58a0159-cecc-4d7a-ab65-b8d88e0a8929"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import scipy\n",
    "import numpy as np\n",
    "import scipy.sparse as sp\n",
    "import scipy.io as spio\n",
    "\n",
    "from scipy.stats import pearsonr\n",
    "\n",
    "import operator\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "import matplotlib as mpl\n",
    "from matplotlib.text import TextPath\n",
    "from matplotlib.patches import PathPatch, Rectangle\n",
    "from matplotlib.font_manager import FontProperties\n",
    "from matplotlib import gridspec\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "from sklearn.metrics import roc_auc_score\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.collections as collections\n",
    "\n",
    "import isolearn.io as isoio\n",
    "\n",
    "from analyze_aparent_designed_mpra_helpers import *\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Load collapsed designed MPRA data</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 39833\n",
      "Avg read count (avg over barcodes) = 431.92676310713546\n",
      "Pooled read count (pooled over barcodes) = 3656.5562880452626\n",
      "n (variants) = 21734\n"
     ]
    }
   ],
   "source": [
    "#Load designed MPRA data (Collapsed over experiment replicates)\n",
    "seq_dict = isoio.load('../data/prepared_data/apa_array_data/apa_array_data_master_seq')\n",
    "print(\"n = \" + str(len(seq_dict['array_df'])))\n",
    "print('Avg read count (avg over barcodes) = ' + str(np.mean(seq_dict['array_df'].query(\"n_barcodes >= 2\")['mean_total_count'])))\n",
    "print('Pooled read count (pooled over barcodes) = ' + str(np.mean(seq_dict['array_df'].query(\"n_barcodes >= 2\")['pooled_total_count'])))\n",
    "\n",
    "#Load variant dataframe\n",
    "variant_dict = isoio.load('../data/prepared_data/apa_variant_data/apa_variant_data_master_seq')\n",
    "print(\"n (variants) = \" + str(len(variant_dict['variant_df'])))\n",
    "\n",
    "#Load predictions\n",
    "model_name = 'aparent_theano_legacy_30_31_34_pasaligned'\n",
    "pred_dict = isoio.load('predictions/apa_array_data_legacy/' + model_name + '_predictions_master_seq')\n",
    "\n",
    "#Join mpra dataframes with prediction table and calculate cut probabilities\n",
    "seq_df, variant_df = append_predictions(seq_dict['array_df'], seq_dict['pooled_cuts'], variant_dict['variant_df'], variant_dict['pooled_cuts_var'], variant_dict['pooled_cuts_ref'], pred_dict['array_df'], pred_dict['cut_prob'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "351b32bf-479a-44b0-b387-807cac6b18ac"
    }
   },
   "source": [
    "<h2>Summary SeqProp Target/Max Cut analysis</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of Max Cut sequences = 1274\n"
     ]
    }
   ],
   "source": [
    "unique_experiments = seq_df.query(\"experiment == 'max_cut'\")['subexperiment'].unique()\n",
    "\n",
    "seq_df_filtered = seq_df.query(\"mean_total_count >= 100 and n_barcodes >= 5\")\n",
    "\n",
    "cut_df_filtered = seq_df.query(\"experiment == 'max_cut' and mean_total_count >= 10\").copy()\n",
    "\n",
    "#Map and evaluate sequences\n",
    "def eval_logloss(cut_prob, target_pos) :\n",
    "    target = np.zeros(cut_prob.shape[0])\n",
    "    target[target_pos] = 0.8\n",
    "    target[target_pos - 1] = 0.10\n",
    "    target[target_pos + 1] = 0.10\n",
    "    \n",
    "    ent = -np.dot(target, np.log((cut_prob + 0.001) / np.sum(cut_prob + 0.001)))\n",
    "    \n",
    "    return ent\n",
    "\n",
    "start_pos = 58\n",
    "end_pos = 108\n",
    "\n",
    "cut_poses = np.arange(end_pos - start_pos) + (start_pos - 56)\n",
    "\n",
    "true_cut_column = 'cut_prob_true'\n",
    "pred_cut_column = 'cut_prob_pred'\n",
    "\n",
    "avg_position_true = []\n",
    "avg_position_pred = []\n",
    "cut_probs_true = []\n",
    "cut_probs_pred = []\n",
    "log_loss = []\n",
    "for index, row in cut_df_filtered.iterrows() :\n",
    "    \n",
    "    cut_prob_true = np.ravel(row[true_cut_column])\n",
    "    cut_prob_true = cut_prob_true[start_pos:end_pos] / np.sum(cut_prob_true[start_pos:end_pos])\n",
    "    cut_probs_true.append(cut_prob_true)\n",
    "\n",
    "    cut_prob_pred = np.ravel(row[pred_cut_column])\n",
    "    cut_prob_pred = cut_prob_pred[start_pos:end_pos] / np.sum(cut_prob_pred[start_pos:end_pos])\n",
    "    cut_probs_pred.append(cut_prob_pred)\n",
    "    \n",
    "    avg_pos_true = np.dot(cut_prob_true, (np.arange(cut_prob_true.shape[0]) + start_pos))\n",
    "    avg_pos_pred = np.dot(cut_prob_pred, (np.arange(cut_prob_pred.shape[0]) + start_pos))\n",
    "    avg_position_true.append(avg_pos_true)\n",
    "    avg_position_pred.append(avg_pos_pred)\n",
    "    \n",
    "    cut_pos_caught = False\n",
    "    for cut_pos in [60, 65, 70, 75, 80, 85, 90, 95, 100] :\n",
    "        if str(cut_pos) in row['subexperiment'] :            \n",
    "            log_loss.append(eval_logloss(np.copy(cut_prob_true), cut_pos - 55 - (start_pos - 56)))\n",
    "            \n",
    "            cut_pos_caught = True\n",
    "            break\n",
    "    \n",
    "    if not cut_pos_caught :\n",
    "        log_loss.append(0)\n",
    "    \n",
    "\n",
    "cut_df_filtered['proxcut_prob_true'] = cut_probs_true\n",
    "cut_df_filtered['proxcut_prob_pred'] = cut_probs_pred\n",
    "cut_df_filtered['avgpos_true'] = avg_position_true\n",
    "cut_df_filtered['avgpos_pred'] = avg_position_pred\n",
    "cut_df_filtered['loss_logloss'] = log_loss\n",
    "\n",
    "cut_snv_df_filtered = cut_df_filtered.query(\"variant == 'snv'\").copy()\n",
    "cut_df_filtered = cut_df_filtered.query(\"variant != 'snv'\").copy()\n",
    "\n",
    "print(\"Total number of Max Cut sequences = \" + str(len(cut_df_filtered)))\n",
    "\n",
    "\n",
    "df_human = seq_df_filtered.query(\"experiment == 'clinvar_wt' and variant == 'wt'\")\n",
    "human_cutprobs = np.array(df_human[true_cut_column].values.tolist())[:, start_pos:end_pos]\n",
    "human_cutprobs = human_cutprobs / np.sum(human_cutprobs, axis=1).reshape(-1, 1)\n",
    "\n",
    "human_cutprob = np.mean(human_cutprobs, axis=0)\n",
    "\n",
    "objective_poses = [5, 10, 15, 20, 25, 30, 35, 40, 45]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "575dd048-45e3-4408-a96f-8478e3a8cf38"
    }
   },
   "source": [
    "<h2>Objective cut precision per subexperiment</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "nbpresent": {
     "id": "5f86438e-6e2b-4863-9908-8cd48f40d8df"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/numpy/core/fromnumeric.py:56: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n",
      "  return getattr(obj, method)(*args, **kwds)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 972x432 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "save_figs = False\n",
    "print_verbose = False\n",
    "\n",
    "cut_to_experiment = {}\n",
    "\n",
    "pos_shift = 55\n",
    "for cut_pos in [60, 65, 70, 75, 80, 85, 90, 95, 100] :\n",
    "    cut_to_experiment[cut_pos - pos_shift] = []\n",
    "    for unique_experiment in unique_experiments :\n",
    "        if str(cut_pos) in unique_experiment :\n",
    "            cut_to_experiment[cut_pos - pos_shift].append(unique_experiment)\n",
    "\n",
    "#Detailed view per subexperiment\n",
    "\n",
    "fig, ax = plt.subplots(1, len(cut_to_experiment), figsize=(1.5 * len(cut_to_experiment), 6))\n",
    "\n",
    "subexperiment_blacklist = ['ent']\n",
    "\n",
    "cut_pos_i = None\n",
    "cut_pos = None\n",
    "\n",
    "obj_pos_i = 0\n",
    "for obj_pos, _ in sorted(cut_to_experiment.items(), key=lambda kv: kv[0]) :\n",
    "    \n",
    "    cut_result_dict = {}\n",
    "    \n",
    "    total_n_obj_pos_seqs = 0\n",
    "    \n",
    "    for subexperiment in cut_to_experiment[obj_pos] :\n",
    "        n_subexp_seqs = len(np.nonzero(cut_df_filtered['subexperiment'] == subexperiment)[0])\n",
    "        if print_verbose :\n",
    "            print(\"Objective position = \" + str(obj_pos) + \", subexperiment = \" + subexperiment + \", # of sequences = \" + str(n_subexp_seqs))\n",
    "        total_n_obj_pos_seqs += n_subexp_seqs\n",
    "        \n",
    "        blacklisted = False\n",
    "        for subexp_keyword in subexperiment_blacklist :\n",
    "            if subexp_keyword in subexperiment :\n",
    "                blacklisted = True\n",
    "                break\n",
    "        if blacklisted :        \n",
    "            continue\n",
    "    \n",
    "        keep_index = np.nonzero(cut_df_filtered['subexperiment'] == subexperiment)[0]\n",
    "        prox_prob = np.array(cut_df_filtered.iloc[keep_index]['proxcut_prob_true'].values.tolist())\n",
    "    \n",
    "        sort_index = np.argsort(np.ravel(cut_df_filtered.iloc[keep_index]['loss_logloss'].values))[::-1]\n",
    "        prox_prob = prox_prob[sort_index, :]\n",
    "        \n",
    "        cut_result_dict[subexperiment] = {}\n",
    "        cut_result_dict[subexperiment]['cut_probs'] = prox_prob\n",
    "        cut_result_dict[subexperiment]['loss'] = np.mean(cut_df_filtered.iloc[keep_index]['loss_logloss'].values)\n",
    "    \n",
    "    if print_verbose :\n",
    "        print(\"Objective position = \" + str(obj_pos) + \", Total # of sequences = \" + str(total_n_obj_pos_seqs))\n",
    "\n",
    "    cut_probs = []\n",
    "    cut_label_coords = []\n",
    "    prev_label_coords = [0]\n",
    "    cut_labels = []\n",
    "    \n",
    "    objective_pos = 0\n",
    "    for subexperiment, vals in sorted(cut_result_dict.items(), key=lambda kv: kv[1]['loss'])[::-1] :\n",
    "        prox_prob = vals['cut_probs']\n",
    "        \n",
    "        objective_pos = int(subexperiment.split('_')[-1]) - 55 + 10\n",
    "    \n",
    "        prox_prob = np.concatenate([np.zeros((prox_prob.shape[0], 10)), prox_prob, np.zeros((prox_prob.shape[0], 10))], axis=1)\n",
    "    \n",
    "        cut_probs.append(prox_prob[:, objective_pos - 10 - cut_poses[0]: objective_pos + 11 - cut_poses[0]])\n",
    "        \n",
    "        cut_label_coords.append(prev_label_coords[-1] + float(prox_prob.shape[0]) / 2.)\n",
    "        prev_label_coords.append(prev_label_coords[-1] + float(prox_prob.shape[0]))\n",
    "        cut_labels.append('_'.join(subexperiment.split('_')[:-1]))\n",
    "    \n",
    "        ax[obj_pos_i].axhline(y=prev_label_coords[-1], color='black', linewidth=2, linestyle='--')\n",
    "\n",
    "    cut_probs = np.vstack(cut_probs)\n",
    "\n",
    "    ax[obj_pos_i].imshow(cut_probs, cmap='Greens', vmin=0.05, vmax=0.3, aspect='auto')\n",
    "    \n",
    "    ax[obj_pos_i].axvline(x=10, color='orange', linewidth=2, linestyle='--', alpha=0.2)\n",
    "    \n",
    "    ax[obj_pos_i].set_xticks([0, 10, 20])\n",
    "    ax[obj_pos_i].set_xticklabels([objective_pos - 20, objective_pos - 10, objective_pos + 1], fontsize=8, fontweight='bold', ha='center', va='top')\n",
    "    \n",
    "    ax[obj_pos_i].set_yticks(cut_label_coords)\n",
    "    ax[obj_pos_i].set_yticklabels(cut_labels, fontsize=8, fontweight='bold', rotation=90, ha='right', va='center')\n",
    "    \n",
    "    obj_pos_i += 1\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "if save_figs :\n",
    "    plt.savefig('cut_subexperiment_map.png', transparent=True, dpi=150)\n",
    "    plt.savefig('cut_subexperiment_map.svg')\n",
    "    plt.savefig('cut_subexperiment_map.eps')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "ad8f7d09-bec9-48bd-be45-53889badbbba"
    }
   },
   "source": [
    "<h2>Summary Max Cut analysis (all subexperiments)</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "nbpresent": {
     "id": "d3e61f15-c6b3-4776-a249-50f9925ba181"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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y+lT2c/WpBl0XO6nrmqZVtuO+jIkHUdyDqOQWk65RyY1K11wwBiZCBlyyn63duPgLaqxYpGVrKuEc9zlh7CINq90+ZxkGQxgYAxMhja96xmQaDF0GY2BCwmsXaceD7bWp33/yrXypYzDEAmNgQsJrF+lPJ19oa+//5Bl50sbO5tZGV1+PipoCaGLoahgDEyE7941HAQRjTAyFwhiYVFRU5yzCq9rj5taUsZ3ZE4KuRS+3mHSNSm5UuuaAMTApkF5jI5G7dEO3tMezqioQka7FJLeYdI1KblS65oSIlOQLnbfX8zVr9kxJtDZKorVRZs2emXIc0DEu0dooE+rGpxw3bfrUjnHzF9anlTl/YX3H2GnTp6YcN6FuvO366WQyto9w0FDhoKEZ39NnjcuL4j2V4udUKu+pbuIE8fM7jHPKTENENLUlCq2CoYugPIP0SoCJk+pk/sL6rM9Xa18BCD/Zc45ye12wj6tvt88+BbYmEnc+VnkZlKryzM/rcb0H+ZJZbHKj0tWLffaawsuLFmdcUDRrMEXGmFHbuTstA5MKlTppoMEQKcbAFBkXHnSsq++mFxamPefTZBBcJ3bolTm7nsGQK8bAFBnf3vEkV99NXJz2nP5VA6NSx2BIizEwXYA2aS20CoYuijEwRcaG5nWBzxl64ZGuvsTN/wtDHRtelRW8kqEbug7GwBQZF9f/OvA5K69/KgJN3BhjYnBiDEwKpGZYLOXuNmiEq+/RhgzlSrJ0RYjrPciXzGKTG5WuuWAMTCp8VgnIt9xpO09z9Z235aa057STpa9TTO9B3mQWm9yodM0BY2CKjFmv3xr4HK/Hqlu//psw1DEY0mIMTCqShdTC/quQo9zzJ5zn6vtd91sAWLPF+1HpmikXZXWtuN6DvMksNrlR6ZoDxsCkQDV+DICE/GHlKvcH/77Q1TeiVtekTmVgait6ZnWtuN6DfMksNrlR6ZoLxsAUGXfd8aSrry7DORVl6VNEGAxRUdBoaqXUfkqpR5VSnyqlRCl1huP4HVZ/59eLBVI3FnQf0tP1ykSbtLleBkM+KPQMphZYAtxlvbx4Gji1U7s5aqXizJZP3M5sGc9pa3L1mTSahnxQUAMjIk8AT4CeraQYtkVEvsibUjHnj1dc4Oq75Yqfpz2noWWDq88YGEM+KPQMxg9TlFIrgfXA88ClIrKywDoVjO/udKqr7xbSG5jq8vgVRTd0DQIbGKVUDfBVYBvgaRGJsrrYPOAh4ENgJHAV8IxSaqKIbInwurHl0AdmBD6nxrjwGwpEIAOjlDoTuBbohc7NeTDwpVJqIPAx8H8iMics5UTkL52abyilXgaWA0eiDY9TvxnADIBhw3Nzm44qK1iucl+Y+5xHb2Xacza3Nrj6/MQNxfUe5EtmscnNRya7oPg2MEqp44FbgEeAx4C5yWMiskopNQ84BgjNwDgRkc+UUp8AO6U4Pid5/YmT6koyF+jPr3KHCvzqsj+lPWd1k/uJ0gQmGvJBkBnMBcCzInKcUqo/nQyMxSLg+6Fp5oFSagAwFPg8yuvEmea2lsDnDK0ZHoEmBkNmghiY3YB0PuefA4OCXFwpVQuMspplwHCl1HhgrfW6AnjQkj0S/Xi2Evh7kOtkg9q4FCD0WjO5yt2mpr+rb2xvbXRS1VzKNidvXO9BvmQWm9yodM2FIAamjfSOeUMAdxHk9EwCnu3UvtJ63QmciTZqpwF90EbmWeAEEdkU8DrBaY2otEeOcs/7qTtyuq5/+qfBrD15Y3oP8iaz2ORGpWsOBDEwrwGHAr93HlBKlQHfBl4KcnEReQ7S/nk9NIi8rkDDE2+5+vY7dZTHyK1sbnXbfeMHY8gHQQzMLOA+pdSv2Op1W6aUGgNcA+xK+kcoQxZ8uOldW/u11a8FlrGhea2rzxgYQz7wbWBE5H6l1G7ApdCRxn4eegaigMtF5J/hq9i12b6nfcPssD+40zVkip3t3z3Q0pjBEBqB/GBE5DKl1EPAycBYtGF5F/iziCyKQD+Dg2UXPObq2+fkkWnPeXfj266+XfuOD0slgyElgT15RWQxsDgCXQwRMaJ2h0KrYOiiBHG0uxG4Q0Rej1Cf2CDd3dvBcZBbfczOrr7hFemzbnQrS+/pm4q43oN8ySw2uVHpmgtBZjDnAj9WSr0B3AHcW9JBh1E5p+Uod8Z5x7n65lz7QNpzvOoVdS+vynyxmN6DvMksNrkxdKgMYmDGAqej119uBK5TSj2J9ll5VES6dJ6WfHHo9nu7+uaQ3sB45YNpbrd/XJVZznIMhnQE2UV6B72DdKlS6mtoB7hvogMP1yul/oJe7P1vJJrmm9bN+t+KkFMd5Cj3kO2OcPVVl+udpUSb96OSVwY7XwYlpvcgbzKLTW5UuuZAVvlgRORZ4Fml1FloI3MqOg5pRrYy44bauAwIP0I1V7nXLrrO1bdzH117evEab6MxtMZdrM0Pcb0H+ZJZbHKj0jUXcjIGIpJQSn2KduNvAuJjOkuUirIMVRw9KFMFTb1s6MJkZWCUUqPRj0inAMPQcUr/RK/HGCJkx77hlAd1PjaVq+CGy2DIRJBt6n7Ad9CG5StoJ7tXgd+hd5RWRaKhwUZTa/BEfps8cvL27NY7DHUMhvSIiK8XsAU9U/kM+C0wzu+5hXihM+55vmbNnimJ1kZJtDbKrNkzU44DOsYlWhtlQt34lOOmTZ/aMW7+wvq0Mhc8Nbdj7LTpU1OOm1A33nb9VOPqRiJ1B9QKBw0VDhqa8T191rjc13u68tyjpWllva/3NH9hve/31LSyvkNuWJ9TZ5lhfU7zF9Z3yA3jc+r8nppW1sv9t10Q6nevaWW9vPr83NA+p3TvqW7iBPHzOwzyiPR39CPQkyLSHuA8Qx646KQz+cb3rgDgj/8vfYa7vj4r/z2y4Cke+dGLevF4Y3ovhJb2LR3b4W3tpu6SQaOsv/Ylx8RJdTJ/YX3W56u1rwCEv3sQUK4zn26PitqcZfqh+rDR1PXXRiW5O5WY945tzNL1b9jaY/vs5kt2FPrG5fMqpNyodPVin72m8PKixRkzmZXElnIUSK8xsZDrZVBylenF/n8+3dX39vr0X49sd6eiuLdx+bwKKTcqXXMh5TdIKfUh0A6MFZEWpdQHPuSJiOwYmnaFJCpnpSjkhiDzr9+6xtYeec/XUjruJflis70e3ujeu/q7WEzvQdHLjZGDXZJ0f6KWs3VRB2BFp/8bYoxz18jPjtFba98MfJ29t9k38DmGrkVKAyMiB6RrlzyNK/S/YQeQRSHXITObLegjvneOq294jfYQXtHo/TVZt8XumbBN9VB/F8vDPeiScqPSNQeC+MEMB1aJiGdmYaVUNTBQRFaEpVwhUVvWACAhf1i5yvUqolYTgq4DJ4+wtVctWM6AKr1ZuCJFKnenQWltb3WNqShzf8WiuLdx/bzyKTcqXXMhyCLvh+iYo3tTHP+Gdcy4hEaIn0VfPyxaZY9JXbVguX3A4B7Qy1qD6eYjtQPexsTQtQnyjci0JVWGWaMpGiYN/Kqtfd9s+yLvSWdeAi2W78sab7env71/n6397R1PCk9BQ0kQ9E9OOgOyM7A+B10MBWRIzZDA54ztG79tUUO8SGtglFKno5NMJblMKeVVHrYfMI48VFw0RMOegyYHPmdA1UBbu93DwdtEcndtMs1g+gDbW/8XYCDulAwCNAB/QiekMnQRarv1srWb292BmFXl1flSxxBD0hoYEbkZuBlAKdUOnCsiqRZ5S4uKiH4YUcgNQaZXyMjm1vTLbuusXYskw/1WL4jpPSh6uVHpmgNBUmZ2mbluW3sr1FrlWK2t1/KQdkhyLUy+KvG5q29gBpnVh4129TnjipSyG5Pn77ojoy5+DMoTKx61tY8Y/o1IirNHVfC9mOTGqeh9kiB+MBOAySJyS4rjZwPzReTVsJQrFGEZkygYWL1t4HOcxsSLP70919Y++yfu1JxOOV8mPrW1B3TfxnXOEcO/4UdFQ4kS5Jd0OVAJeBoY4HDgQHSOXkOR4WVQMjGwym7szIKuwUkQA/MV4Pdpjj8P/NivMKXUxWhjNAadzOpF4GIRWdJpjEIbthlAX2AhcLaIBA+cCUhXC9N/7X77BuAeJx7nStfgZHWTPdhxULW/re643oNil5vPdA1+CWJgBgBr0xxfT+Y67J05ALgVeAntxPdL4Gml1C4ikrzOhcD5wBnAMuAXwFNKqTEisinAtQwZ2CaLR6+FX75oax890kxeDXaCGJiVQLp4/HGkN0A2ROTQzm2l1KnABmAf4DFr9nIu8GsRedAac7qlx3eB2wLobshAZZm/cIDO7NZ/9wg0MZQSQQzM08B0pdT/cz6iKKV2Ab4HPJSDLj3R4QbrrPb2wGDgX8kBVpmUF4DJGAOTE59v/tjW3uGbB9oH1FRAddvW/3swsueoKFQzlBBBDMxV6DWTl5RSf0JXFBBgAjANaAZ+lYMuN1syk1F4g61/v3SM+xLwmReg+Gltb7G1K8q6hSJ32x728iefPGxPL7rdsVOgyjIwje4oaXCXpPVV79qQFcVa6jeIH8z7SqkD0YXvz3IcfhOYKiLvZqOEUupGYAowRcRV59TpAaY8+pJyZqAXhBk2PJz6QYUmLIPixFkXabtjpwSWYQxK/igWg+IkkMOHiCwCximlxgM7oX/sy0TktWwVUEr9Dl1v6Wsi0jktZ3KLYjDQeT4/CPesJqnfHGAO6KTf2erUFXAWWjv70hNs7Vuu/ms+1TGUKNnWpn4V/TiTE0qpm9HG5QARWeo4/CHayByM3mlCKVUF7AtckOu1MyE10cyAopAbhkwvg7K8IX1qn/WOUIE+3fv7ulZc70Gxy41K11wIbGCUUvsBhwDbADeIyFKlVC1QB7wuIr5SNiilbkEnsDoWWKeUSq65NIhIg4iIUuom4FKl1FLgHeAydGBl9PFQPmsHxUJuCDIX3H23rT35lFNYsyW9gWkny/JYMb0HRS83Kl1zIEioQDn6h/0ttq6D3AcsBVqBh4HrgWtSyXCQXMf5t6P/SuAK6//XAdVo7+Gko90hxgcmd5xu/pNPOcXWHnt05i3oft0HZhxj6NoEmcFcBBwPnAfMA95OHhCRJqXU34Ej8GlgRCRj0SbRIb5XsNXg5I8tq/W/Yf9ViEJuFjKd+XTXPm5/4u131Hj6d9cLwR0zmbPtMp799F+29lcHu6sMeKZriMk9KDm5UemaA0EMzGnAXSJys1LK62H7bbSBKQlUo15XlpA/rKBy2xyJtL0CMcPQtalts6tvRK3DwDjYvf94W9tv7pco7m1cPq9Cyo1K11wIYmBGAjekOb4e/RhjCJF8RXYPOSZ4Rju/i7qGrkuQb+8mdGrMVIwCVqU5bigQAy/d39W36urn7R21Dn+bBruDnxfOrW6DwUkQA1MPnKKUcsX1K6X6or1554WlmMGb9c3ucK9M00aXMfEg8YA9QN0rSZVLlyy3qQ1dhyAG5mq0kXkG7c0LsIdSaifgZ0AN8OtQtTO46FPpNYlc7tEXPWKq1BgyECRUYJFS6pvAH4Hbre7r0VvWK4HjROSt8FU05AM/MxYnfWO0mGiIJ0FDBZ5QSo1Ee9fujDYu7wJPioh7G8IQW5ZYyYmS1NQNtrUbF9uTSXnx2ppFtvYe/SflrpihpFBe2eRLgYmT6mT+wvrMAw2e+EkU7nTWc/rWGEqXffaawsuLFmf0ZYtvdmtDXnl8+cOBz2loabC1t4lf1QxDgUlpYJRSz6DDAQ4VkVar7YdW9JrMPBG5O9NgQzyYsu1+gc8xi7yGTKSbwewAtLO16P0O+CtuX47O7XKSUmpHEbkyNxULg9qog7vDrjUThdwwZLY6EhoBjO2tfWGWbvDOSeO70JqDuN6DYpcbla65kNLAiMjIdO10KKW6oUvJTkUHLxYfrYnikRuCzPlfzHf19ahI//fk7mV32drTdp7u72IxvQdFLzcqXXMgkjUYEWlRSj2Czp1rKALG9Am+TX3CqBMyDzJ0bUQk8Atdy+hw6zUmGxlRv9CPc56vWbNnSqK1URKtjTJr9syU44COcYnWRplQNz7luGnTp3aMm7+wPq3MBU/N7Rg7bfrUlOMm1I23XT/te7r+gtDfU92eVVJ34kDhoKHCngMAGQCGAAAgAElEQVTTyqx/8QXf76lpZb00razP/J4CfE6dZYb1Oc1fWN8hN7TPyXpPTSvr5f7bLgj1u9e0sl5efX5uxvcUxnevbuIE8fM7DDSDUUp9HZgJjHX0LwX+T0ScuV0MRcwxkw/moksuQvpNYPHLr7DPXqnz9iqfVR1fefdNJv/oOCB1QbcknzR8xGtrFhn/miLGtx+MZVzmoasw3gO8hV4A3gU4CagCDhMRv7tNkZKrH4yp6BeN3OrDRtsqRvqpm+2HYroHUcnNZ2XHKPxgrkEn295bRGweVkqpX6FLv14NfDWIoobSpl2Cp9X8uOFDW3tY7fZhqWPIM0EMzO7ANU7jAiAinyilbgMuDk2zAiMRRQZHITfOupZ5PDqtbkr/OJWNQYnzPciX3Kh0zYUgBmYDOidMKjaik06VBjXDi0dujHX1msGsaIxg8zLG9yBvcqPSNQeCfNJ/QzvP3SIitjyOlt/LSdYYg6GDZkf1Rz982mhPPzG0ZkRY6hjyTLpQAac5/APar+UFq1jaUvSW1S7AT9AevH+ISM/802oFh1f0iL/cGOvqlfKzulzPahJt3o9KWRmUGN+DvMmNStccSDeD+Qg8y7YC/CVF/xK0oSl61MZlQAS7BxHIjbOu3TxKnu7cR0+AM21TByHO9yBfcqPSNRfSGZhf4jYwBkMgstlFMpQO6WKRrsijHoYSJZs1GEPpYPLBGCKlosw7EtvQNQgaKlAGnA4ch07fAPAB8BC6KJuZDxtstLZnLn9iKF2C1KauBp4A9kOvzXxuHToCOBI4TSl1hIiYOXEJ8Pa616ne9C4ACav+0c59M9erdjLqmmMCn+MMX1Eqo0e6IaYEmcFcBuyPriRwrYisA1BK9UF78F4AXAr8PGwlDbnhtdDq5WHbmZ377o4SXTpWsjAsSdas2xj4HGNQSocgBuZE4K8icmHnThFZD1yklBqBdrYrCQMjvcYUjdxMMjMZk2zlOkm0ugtLrLv+OVu775F78Pb68Jf+iunzikpuVLrmQpBPejv07CUVzwPH5qZOjIjKWSkKuTHRtdpjfJs1C+pMKge7nIjJPSio3Bg52CUJ8kmvB3ZKc3wUAWKRlFIXK6VeUkptVEqtUko9ppQa5xhzh1JKHK8XA+hsKDCbWjbYXoauRZAZzFPAWUqpf4nIk50PKKUOAc4kWCzSAcCtwEtoT+BfAk8rpXYRkc4FmJ8GTu3UdmenjoLGFfrfsAPIopAbY123/cberr7hNdqTN1XQo/NRy2tm5CLG9yBvcqPSNQeCLvIeCjyhlHoFSFZL3xWYAKwGfuFXmIgc2rmtlDoVHbG9D/BYp0NbRCRzmcGQUVZhdwn5w4pCbpx1XfO4vYJk/6MmMKBKLzqvaPQ+x5dBcRDne5AvuVHpmgtBalMvV0pNAq4FjgbqrEObgPuAS0RkRQ669EQ/sq1z9E9RSq1EP349D1wqIitzuI4hj7R4lEPJxPKG923tEbU7hqWOIc8ErU29AjhZ6X3EgViF7yWc+rM3A68C/+3UNw/txPchMBK4CnhGKTVRRLaEcE1DxPSu7Bv4nDVNq21tY2CKl6z2Cy2DEtosQil1I7pY2xSRrdsOItI5avsNpdTLwHK0Y99DHnJmADMAhg0fFpZ6hjwzsGpQoVUwhETBY5Gs3DLfAb4mIh+kGysinymlPiHFbpaIzAHmgE76HbauhuBkE01tcvCWDgU1MEqpm9HG5QARWepj/ABgKFvDFAwxZ3NrQ+BzPrRCFJJs3zOdd4QhzhTMwCilbkFvPx8LrFNKDbYONYhIg1KqFrgCeBBtUEaiF5hXAn+PXMGK6uKRG2Nda7v1cvVtbk0fCpBVgGSM70He5Ealaw4UcgZzlvWvs1jblWjD0gbsBpwG9EEbmWeBE0QkXfLxUIiqgHgUcuOsa3Obey1+6Yb0KRx26r1L4OvE+R7kS26cit4nKZiBEZG0f8ZEJIH2uzEUMZXl3QutgqGAZGVglFLdgQHAKhHJj2etoShZsvaVzIMcfLDRXu1xh16jw1LHkGeCJpyqQwc8TkEn9z4Y7ZcyCO1sd62IPB26lgXAlAwNR+44j3M7l471IhuDEud7kC+5+Swd65cgCafGA/9BhwTcBUxNHhORlVZCqtPRsUMGA6BrUQclq1gkQywJMoP5JfAZOu6oCpjmOP5v4ISQ9DLkmS2O5Nzdy6tCkbvqsUW29sCjJ2U8xxiU0iGIgdkX/QjUYK3BOFkBDAlHLUO+cRqULzZ/QmXTlwA0b/4EgME9tgss12ub2tB1CGJgqtDRzqkw36QSYnCP7VBNqwCQLAxLkmyCHQ2lQxAD8z4wMc3xrwNv5aaOodTodcS4zIMcbG6153HoUVETljqGPBPEwNwL/Fwp9VcgufcoAEqp84HDgB+Hq56hUHy46V2qNuvsG03daoHMLvthzVaMQSkdghiY69Hb0k+ytfD975RSA4HB6Ix3t4auYYGQmmiisaOQG4XM7XvuBMlUC90H+DrHqw71hn+8YWv3PnI3ljeEX768mD6vqORGpWsuBEk41ayUOhj4EXAy0ASMBt4FbgRuLqnCaz5/VLGQG2NdvTx512wJ38DE+R7kTW5UuuZA0IRTrcDvrJfBYMO51Q2mdGxXp+D5YGLLFiurWth/FaKQGxNdvXxnVje50yn3765ziqWayay2tseTDKjaJvPFY3IPCio3Kl1zIIgn72kZhgiQQPvDLLZmO0WLavwYAAn5w4pCbhQyP21cTuV6nde9uc+uAAytGRFYztX/m+nqG1Gb3sBsaLZXv/FjYIrp84pKblS65kKQGcwdWLtGFsloaGefAGuUUpeKyP/LTT1DoRhaMwK1RVePkSwMS5Lf7Xe1rf2HazJXttkxhhUKDVkiIr5ewIHoGkbvo+tQf8N6XWj1LUQnjzof+ACdz+V4v/LDfqENnedr1uyZkmhtlERro8yaPTPlOKBjXKK1USbUjU85btr0qR3j5i+sTytzwVNzO8ZOmz415bgJdeNt10/7nq6/IPz3dOrR0rSy3td7mr+w3td7omc3qTtxoNSdOFA4aGj69xTgc2paWd+ha1if0/yF9R1yQ/ucrPfUtLJe7r/tglC/e00r6+XV5+eG8jllek91EyeIn99hkBnMPkB3YDcR6RyN9qhS6lZ0NYBxInKVUuo24DXgPHRGOoMBgAk77cqCmbMAkH4TqPbh81J92Gj4JEURJYvJPzoOsCK03zVVbeKC8ltxRCm1HPi9iNyQ4vj5wI9EZKTVvhw4X0QKEkIwcVKdzF9Yn/X5Jky/uOTuc/JIYGsKiMS8d9KM9k8x3YN8pmvYZ68pvLxocfrcpwRbgxmEzgGTTlbn1bjPAso3GDy55527bO2z5t7mGpMpIGFTs7tses/KPrmoZfBBEAPwDvA9pdQfRGRj5wNKqd7A94Blnbq3J8TaSYauy8mj7RuY09cGd8P6dPPHrr6xxsBETtB8MH8FlimlbkcbHIAxwBnoGc6JAEqpMnQ5kvmhaZpnoppmRiG3mHTNRu5/v3zB1i7r7fYOXvyJd3a8JNv2GBromknicg8KJTNXgoQKPKiU+i46LOBnjsOfA6eIyANWuxw4HFgVipaGLk1re5ut3f5euqwh3vSu7BeWOoYABA0VuF8p9QA6bcP2aL+XD4FFjpKvLdgflwyGrNl326/Z2olH3naNySY1pyF6Ai/CWobkf9arZFEbdaHJsGvNRCG3mHQNQ+5vF7s3Msf21sXaMtVcCkpc70G+ZOaK2eVJRWuieOQWk64hyF2y6lNXX48Kf+4WgYnpPcibzBwJWrZkH+BiYC+gL1vDBZKIiBijZQiVt9e9bms/9d/XXGO2zyBjo8c2dS+zixQ5QYId90OXJNmADgs4AngGqAX2BN4AFkego6GLM7bPbrb2utXuRd5MBub1ta+6+qYMPiAHrQx+CDLbuBS9WzQJHY+wErhGRJ5RSh0CPMDWetMGQ2g8uvwhW7v/oL7uQetWp5WxW7/dw1TJ4JMgBmZP4EYRWaWUSu75lQGIyL+UUn8GfoVO/m0whMZ3zrrE1k484d6gTIYKpMJsUxeGIAamO5BcXdti/duz0/FXgVPCUMpg6IzToOz/59MLpIkhKEEMzOfAdgAi0qiUWo8OAfm7dXw7oKiTTHVGuvcvGrnFpGsYcr+35wGuvqsf/k9OMlMR13uQL5m5EsTAvIRO2ZDkX8BPrCjrMuAc9OKvL5RSZwM/AEZaXW8CV4nIP6zjCrgcmIHesVoInC0ibwbQOXtqhheP3GLSNQS5Ts9egBWNEW1exvQe5E1mjpQFGPtHYLVV5B7gEnSKzDuAP6Efmy4MIO8T4CKgDr1w/AzwsFIquRp3ITp51Y+Ar6AXlZ9SSvX0kGXoQjS0bHa9DPEkSCzSU+jaR8n2B0qp0ehMd21AvYj4DhIRkUccXZcqpc4EvqqUegM4F/i1iDwIoJQ6HW1kvgu44/XDptX60oZdiD0KucWkawhyDx9xkKvvivLfA5Bo8/6b+cFGd36YHXr5CC+I6T3Im8wcyWleKSKNwKO5KqGUKge+jfapWYB2axiMfgxLXiuhlHoBmEweDIzaqBcWQ080FIHcYtI1G7nOKgO7/+xU15i6Pnr5L5lwyokvY+JBXO5BoWTmShBHu8Xox6H7RCSUKGml1G7oVJtVQANwnIi8oZSabA350nHKl0B2cfeGouWV1S/bOxqC7yU0tbnd6KvKqz1GGsIkaEa7m4DfKqX+CdwJPG5FTmfLMmA80Ac4HrhTKXVAp+POABPl0bf1oFIz0IvCDBsevzKahuw4cOhhtnbPEde5B32Y/un8k8blrr5RMQoKLFWCGJhhwEHAaejqAUcD65RSfwHuFJGXgl5cRJqB96zmIqXUV4CfAMlaF4OBzqnIBuGe1XSWNweYAzonb1B9DPGk5nC7IfDKt5vJ0c4Yk8LgexdJNE+JyKnoH/40dOWAHwIvKqXeVko5E1Flo093dI6ZL4CDkweUUlXAvug1GoPBUARktchrLe7eiX6kGYqe1VwEXAX82o8MpdSvgX+gZyg90btDBwBHiogopW5C7ywtRafnvAy9TnNvNjobipewKgQY8k9Ou0hKqR3QxuUUoBcQZD1mMHC39e8G4HXgcBF50jp+HVAN3MJWR7tDRGRTLjobig9ntjpjcIqHwAbGqiBwItqwfBW98Po62inuHr9yROSMDMcFuMJ65R2JqHxpFHKLSdeo5L69PhpP3mK6B1HpmgtBtqmPQhuVo9DbyiuBm9ELvO4MQMVOVM5KUcgtJl2zkOucsdy17Hb3mBQOdjkTk3tQMJk5EsTsP4oOB3gMvf4yr3Oib4MhX5w2Zqqr7wdcWwBNDJkIYmDOAv4iIu7cg6VI4wr9b9gBZFHILSZds5C7dP0btvanjZ+5xgyv0c53qYIev0y48/huU+3DZzMm96BgMnMkSCzSH6JUJG6oLWsAkJA/rCjkFpOu2ch9e91SW/vsO91fxe2r2gFY0egtY0DV4AAabiUu96BQMnMlm0XecmAsemfH9eArIi+4TjIYcmBg9UBb+57vX+Qac9mFM9LK+NyjdOx2NSNtbWc4gQklyJ2gVQUuQld17JVmWHlOGhkMDpzJua9Z5MvVysZgH49DxqCET5BdpOnAtcDz6Cjnq4HfoX1fvgd8ANwagY6GLo4fP5h/kP4JvqIs3IJsBn8EmcH8EHhRRL6mlOqPNjD/sKoK3IzOyWtmL4bQ+fzRF23t6v/b0zWmLl/KGAIRxMDsjHbXh60RzRUAIvK5UmoO8GN0djuDITQ+3PievaO1PbCMdVvcZU36dh+QrUoGnwQxMG1Aco0++W/nWhAfATuFoFM8qIjoeTwKucWkaxZyJ59iL1bh9Yg04cT0pdeyNiYxuQcFk5kjQQzMCqwCeiKyRSn1MTq6+S/W8a8Aa8NVr3BEVUA8CrnFpGs2cv3EHoVd9D5JXO5BoWTmShAD8wJwJLo2NcDfgHOtJOBl6IBH83hkMBg6CGJgbgZeU0pVi0gCXVJkNJCsgvUv9Ba2oYvS0LLR1VfbLZ1HQ3Z87V53qEAmFnzxvKtv8uD9w1DHkIYgnrzL0Ckuk+1G4BtWdHWbiDREoF/BUGtfASJI9hyB3Ljo6teYBJW7xBqf5PU33neNqevfDKRO+r1H/+z2meJybwslM2dEpCRf6J0uz9es2TMl0dooidZGmTV7ZspxQMe4RGujTKgbn3LctOlTO8bNX1ifVuaCp+Z2jJ02fWrKcRPqxtuun/Y9XX9B+O/p1KOlaWW9r/c0f2G97/fUtLK+Q66fz2lT8wa5+dab0o6tO3Gg1J04UDhoqNCzW8pxR518hDz/2VPy/GdP+XpPSV1D+5ys99S0sl7uv+2CUL97TSvr5dXn54b2OaV7T3UTJ4if32FQT95y4GTgEGAb4EIReUUp1Redo/ffIuKOKjMYcuD+9+5l0cr/pR2zYKauYCz9JjB5z314ZfGrnuMGVW/DnoN00YrFH7/iOSbJPj86jjprc2pxfYogJ0NalPXXPvNApXqg11kmo7epewAHW4525ejUl38SkcvSiMkbEyfVyfyF9Vmfb6bG8ZX7yEcPuvqO7bVDWpnN7c2uvsoy++PU+xuX2drjTjja9ejl3NFauNL+Hdtr0JR0qndQTN8DL/bZawovL1qsMo0LMoO5Al3i9Th04u2O7P4i0qaUegg4lK3OeAZDJBwz8nh359r0sxGnMfFixywywvk1KGHT2Ope8qwtgB6ZCGJgvg3MEZFHrFABJ++hU2kaIuSzZM6PTphKdNnx9CfzbO3taoPfyXaxexWXqYgy6zmoqYijOXETxMAMQZcpScVmdHUAQ4QM8cr1YeUBKTTOHyzAQdsd5jEyGKsSn9vaA6u3zVkmwE597I7nvbr1trX3OmUyY1gHQDf6esp49KOHbO2jRhzrGlNRFk2+4GIgyDtfQ/o/lrsC7lRjRYrURFMZMgq5cdHVrzEJKren44cfhkyAEbU72tqDf/F1W3vD/z7hve46K+yaLVYcrz1qgf2G7G9r+zUmxfQ9yIUgBubfwFSl1PXOA0qp7dGF2P4clmIFJ6pAuCjkFpOuWcit8pPMOgRdv/jlM7Z29WGjtxqWFPTrPjDt8ZREcG/bKq1ZlpUqu1wVPrlBEANzJbAIeAm4D70ffphS6mB0KoctYDIvG+KJM68vwOzX7rO1b97/msByVzR8YGsPr90hsIywiINBcRLEk/c9pdSB6HijX1rdP7X+XQKcKiLuvIQxZGXC/iQ3qHqIe1AyvD/svzRRyI2Jrr5DBQLKffHL/9jae2+zb2CZY/vs5uq7eX97351LHaF0/avoX2k9IjV7/3izNijF9D3IgUCrTyLyMrCHUmocOj+MAt4VkfR7hDHD06A4UI3aVkrIH1YUcuOiq+9QgYBy737rH7a2l4HZZ9okILW/ijPfLrhTZJ6008m29sjfDqfXJp2LZmPPUb509UsxfQ9yIdva1EvQsxaDIXIWvb/c3vE195jOnrxeeOXbdZYyWdtk3407bNpZGR3tfM2GuzBdd//MEDotHt6y3Xw4uGXiwZMyJ/me/cYcAD7trsuT/GrvyzOe46yL9NiHTwTWrao8ftUU40RKA6OU+iDVsTSIiOyYeZihFAnDmHjxn8/tazDfGTXCNebM3XTZklzc5M8Ye4at/SN+m/GcXpV9sr5eVyDdDGYF4C9QyWAIkfc22gutfWeU3fnk4L9Od53z9EFn53zdX79s98D46ulTGGMlaexuyw67FWe9pW17xM8XpZCkNDAickAe9TAYOhiVIfXjUyfMdfW1r3kZALFc9/247G9oXmdr962yL1L/9856tjjzzJxkl9G/+6CM1+nKFGwNRil1NvADYKTV9SZwlYj8wzp+B1uz5SVZKCJ750tHQzzwEyqQNCgSIBZonSPE4tgdjrK1f8rNGWU87IjsPnb7b7nG+Am0LFXSpmuw0jBcDXyUrja1UupMYBhwqfjM/6CUOgZoBt5F5/Q9HbgQmCgir1sGZihwaqfTmkXEV2LxXNM1GAzOgm/gLwF5Jpw/EaUyZj3gNy9fZ2tfNPHCnPXIhbDSNZwCXAC4K13Z+R8wC711fa8fBUXkEUfXpZah+irwutW3RUS+8CPP0LX5uOFDW3tYbfoyJl7sPfekzIMcrG760tYeULVNxnP8GBQnhTYo2ZLJwJwAPG052KVERF5WSj2JfkL1ZWA6Y82Uvo1OabGg06EpSqmVwHp0ydpLRWRlUPmG0ue9De/a2n4MzKeNdv+auh3skeqvkfZrD0CvSu8oa4Mmk4GZCNzgU9azwHlBLq6U2g34L1AFNADHiUgyaGQe8BDwIXqd5irgGaXURBHZEuQ62aCsnYywa81EIbeYdI1K7td7Dg8sc2iNfbv71q//xta+/bq/M7Z3C5C67lK26ytR3INNq/8LQGtPnYYiDpUrMxmYfoDfGcMqSLGXl5plwHigD3A8cKdS6gARWSIif+k07g2l1MvAcnRtpofcokApNQOYATBseI7bha1u1/JQiEJuBpnVJ45z9SXu9+GIXUL3wA/OgMhRh+3CmAodX9Xa6h0GkW3KzCjuQa+yKqC4QgU2AX617Y+ehfhGRJrRmfAAFimlvgL8BPiex9jPlFKfkKY8rYjMAeaAXuQNoksp48uYGFwBke/Ne4te1jb1e8lt6nPt5+QrZWb1MTvb2olH3s7LdXMlk4F5E11BwM9j0sHW+FwoA7p7HVBKDUDvKn3uddxQOrS2t9jaFWX2x5NdbzzGdc5bZ1yR83VnL7nV1u45aQg1VbqaQM+mGs9znE6BmXx4sqVYDIqTTAbmIeAGpdQxHrs+HSilvoE2ML7XYJRSvwb+ga5G0BP4LnAAcKRSqhadZPxBtEEZic41sxL4u99rGIoTp0Fx8uZ5Hl/FDEm/vfj3p0/a2jXd7AGRmxZ9RqM1g9m0ZoOnjCHGczctmQzMbcCZwF+tTHb/T0Q+Sh5USo0EpqPzwrxjjffLYOBu698N6K3pw0XkSave9W7Aaej1mc/Ri8gniMimANcwlCAfbHT7omQKgFu8eqGrr3elfV3lwDGH2to/8JE/TRxJvw120hoYEUkopY4EHkcXvf+ZUmoTsBE96+iFzgmzDDhKRJr8XlhEzkh3XXQJFIPBVVfaq6Z0wlpsbWvRf39qutnzz9cN2Mt1jtPhzat+tSE3MoYKWJnsxgPfB76FTu49GG1k/oN+jJlrGYWSQbp7VWaJp9xi0jUbuS2ONRkvqpLVFrp5F7bwKrx2+9v2DHb7DZnsGrO6KX3ogdOQ+aWYvge54CsWyZqZzLReXQOv8iBxlVtMumYhd/8hB+Us08tfZe/Bk2ztnfvu7hqzojH9T+SJFY/a2kcM/0ba8R0U0/cgB0zCKUNB+ckLl7r6frff1Xm59h797QbGuXvlB98GJSDPf/a0re3LyMYQY2BS0bpZ/+unZEah5RaTrg65foyJr+qJIejqtXtVXa6vnWgLuWJjBn2dBmXyn+z5ghdMuyewzEJgDEwKlFUIPfTC7xHILSZds5Fbc7jdt8QrojkMXe9/z/2j3blPK9ApH4yDNU12R/f+Vf7ywwTV19Og5CgzHxgDY4g9YaRI8OK/X75ga9/47OOBZWxubbS147fMWliMgTF0CT5rXOHq+9syu6Pdwu/bC7FVP+jOB+PEqxyKYSvGwHQB/NQEijPvbbC7yY/qvbNrzBMrHgNg9erXADh19Bm240M8dlhudKz/XDT/F/YB3cqgomzr/z3YxpQpSYsxMF2AOBsTP1njvAyKkyOGHw3ktv7wm31+aWs/ceDrDLOiqTemiKaOqqqA09g5dSsWjIExFJSw1leSs7Q2a02kR4V3cGI6qs+caO/4cFPGaOrGVnsCgZqK2sDX9aJYDYoTY2AMsee1NYtsbaf/CsDXr5gKwOINOhg/cffrrjGZePEqeyjdba/9jREtepdoj27eu0MrNtnLh3k563VljIFJgfQaUzRyi0nXbOTOeMieLcS5GAsw/2YrmjqAD4hzi7mqvMrWvv26v7v8YJxZ7wZWZ1e2pJi+B7lgDEwqonJWikJuMemahVwvg+KkI8rWcjar8nENp8/K1277gWtMJge7bmWe6YsyU0zfg1wQkZJ8oatSer5mzZ4pidZGSbQ2yqzZM1OOAzrGJVobZULd+JTjpk2f2jFu/sL6tDLnL6zvGDtt+tSU4ybUjbdd37yn/L4n9hwoHDRUv4b2SDlu1z12kfc2vCXvbXgr9u8prM+pbuIE8fM7NDOYQpCIoBLLFl/looLR0gCNK8IPokv6pIQpNwKZ0886hrE76h24e66v55VPvZNaVZZXdiQQf/qTeRnljr7uKIaWN9H42pdpx7257tWO//uqNta4gu4t8aryk7bwWjGTa+E1ZWVIC91NPgK5xaRrVHLjrKtzKz4x752iugdehFV4zWAoCZqSgYCdcK7ThLHl3NCy0dV30w32TLLV35tAXU+9arR4UxWJP7pnRs5Cct0cgZiDe2znOmdTy3oAWq2SuH1ikB/GGBhDl8DPom8YPiy13dwOecftYE/pcGH/P9PNUqey0luvY+6yV3L880n2tBZ9Kt0Vgnp2005/cUo8ZQwMcOX/7C7jl+/pzlESF9ZtWe3qC1qMqityzzt3ufpOHn2are2c5fgxSn7o192+W/Xhrx6mm1WDqcVRKiXJghl3BtZlS5ueFbVZ76M6BrtKxsAQb4PixKtaX5s1nW5v16kFKsqCf6zZph0oFpzGBOyLqAC79h0fybWdn8fra16l1yZdDmxjWxsHDDnYdU42xq275ccjMTAsSbqkgfFadCtmypX+GMuyMCxJSs2g+CEKg+IntuqAIQej1uo/FHHK3RIFXdLA+DIoFREFCEYht5h0jUpuFjLf3fCWrb1T711ylrvsAfc29abm9bb2Ta/eysBm/ai7qvKf/HzPS1znvLF2sa3tLPHW8eoAACAASURBVOiWaLPnoQH4ZL1+P5tb9GL13tvsG0DzaOiSBsYPYRd8j1JuMekalVynzPXWTkoSrx0Vp0FZ4ije9pXvnug6J9MfpwFV27j6Ptr0nq3ds7IHTZXaXydVTYLd+tWlvY7X+kq/HU72GFlYjIExlCTZbNGOczyuZPPo7BXFPfGkb+csNypeX/uyrb17v4kpRm5lddMXvkrJgDEwBkOXxo9BcTKgarDLLycVxsCkIM6eofmQWWxyi0nXqORGIXP4L907XCt+8ZTv842BiTl+yqaWOk6v1mG122c8Z/aSW23tM8edFapOQXA+EjW1JShvt3xW2hKxzjgYxJh4YQxMzOmKBsWJH4PiJAyDsrm1gfI27bTWZoUR9Mjg7eus4QRw5cKrbO3rrribOitT3uI1lZ5rMisTn9nag4o0968xMD5xbjX2jCgXa77wis3pzCeNy6myZg5NlgOXn9y4xYSzbMlXt9nP1k60bqab5R3bYt2vTAbGqyjcyTsfb2v/5JGzqVivM+619vHOgFesBsVJbAyMUuoS4GrgFhE5x+pTwOXADKAvsBA4W0TezLd+xW5QnGTyFB3Ve2eU9eOSEjAszj8Q4DYoze3Ntnb/qkEoK+ZHfDoiehnuV61KB0lOv/gE6vpsAWDx+u4k/ur+Oi+1QgmSDHRsf3s5RiasfMRtLZsAqOmWahM8f8TCwCil9ga+DzgTqV4InA+cASwDfgE8pZQaIyKb8qpkgWi13P+TeMXUnDGotL1Bm9u22NqV5cGzyPn5A1FZ5l29MQhehvuEHb9rax9xz1GUr9NGp63vHp5ydnCkv1zTZM8d4xWTtnS13nJe37QOgMOtSguFpOAGRinVG7gH+B7agCT7FTqH+69F5EGr73RgJfBd4Da3tNLDGcdy6pgz3IPWvebuy4Cz0Pv6ZnvCKi+HsUKRjUHJF996/Bxb+w8HXeYaM6BqsK39t/f/xoDNOkHW6rXvMHXs91znOI3dtj2GZdRl8mA9I4tT+EHBDQwwB3hARJ5RSnUuBrM9MBj4V7JDRBJKqReAyURsYKQm8wdaCLlez/jZyHQWevcyKHG9B/mSue+dp9IbPXvagDZy/zn9z7Yxtx9iX8Btk7aMcp/5aAk9rV2kTWUbmerh2Oz0RHbK9XpEiurzyoWCGhil1PeBUcCpHoeTZt+ZV/BLYGiUegHgEbUcB7leGQhVTHXNq9wIZDqNiRfORy9nWABAN8cM7IGb/mFr//mw37nOcT5q+drKjurzyoGCGRil1BjgGmBfEWlOM9T5i1IefV0G/eRoyMSG5nW2du/Kvnm57sieo1x9f3p7rq3986umBZbrfIT9uOEj1xjnY9WYPuMCXydsCjmD+SowAFjS6UdTDuynlPohsKvVNxj4uNN5g3DPagBQSs1A7zgxbHiO08XkIlrYfxWikFtMukYl1yEzNIMSUFc/6Rr8yHXOWJztPv080oxF9XnlQCENzMPAIkff7cC76JnNO8AXwMHASwBKqSpgX+ACL4EiMge9psPESXU5zXJUo7ZpEvKHFYXcYtI1KrlOmf9c8ZjteDY7Kj/9z2UMa9Z/yz6u1GtU1+97VbpTaPznUlffBxvtBuZXL97G9q2rAPiwYiC3H3KD65xNLRts7TJVbmt7pfeUhuX6X2tr3Wu9Lt8UzMCIyHrA5pyglGoE1orIEqt9E3CpUmop2uBcBjQA9+ZZXUOREcYW7fX7XhU4vsfrR73rCUfZ2n6qCvTs1juIqrZrSwDDEnXytTjsIqXjOqAauIWtjnaHdBUfmHzifMb3SiodBV4OcKXm1Oj80e5ywzcY101XH1jS0ou3zn80sMyWdveyZTZePFGnjoiVgRGRAxxtAa6wXoYIyZdBcVJIY+L0BXJu3fvBWabkg03vusbsfZU9Lmrbgf1oRjtQbmn2zqvijGlyzoy6heAUmA9iZWAMhnziNChrt6yytft1H5hRhrNMybYeMUTXnm735P3ZxbcyuJ+egXy2thIudsv9pPEjW3tID3vFymwSuxeC4tDSYMgDfgyKE2cYw/Dj3NHvzseQHz/x44xrMMNrdwisSxwxBsZQkiQcQYdR1Qja2GJfQ/r9jee7xjgrRg688EDqeiQAWLy5ms03LnTLdaxNOWdKXovJyVlPk/Ved3TEMxUCY2BSEFU8RxRyi0nXqOQ6ZToNyv9WLnCds+egybb2ve/aPXe/u9OpGXV1hlicNuZ015gHP/ibrd2zpgfv0sP6v7fcNrEHuTa1JWxtr9y/2wwtfHCjE2NgDF0CpzHx4rs7eUWsBGNFwweuvoO2O9DWfuH8zAZ2wRfzbW2nB3evSneJ2htfesDWfujoWRmvEzXGwBi6BF5F6Z2PHc6t32c/daeLPGTYkWmvsyqxytXnLI8y4kd2GYm59nIpAIc6ruNnUXfK0QdkHJNvjIFJgdqoPTLDruEThdxi0jUquZlkehWld+Lc+j1k2JGBdR0/wJ2l35nI6tmrf0+PRp2uYXPNcNd4gA0Ov6RbX7fHM43s496t+s/r/wRghdJOevOOn+NL5ygxBiYVrYnMY+Iit5h0jUpuCDKdybxOHn1aYLleKTXH/e5YW/v9J9/KmJPXmY7Bq/qjk9MG6ORVJh+MoSRwupnfdcuVrjHf3vGkfKmTMyePPi0SuUt+8rC94yfRlUPJB9Un7w4ffOJrrDEwJcDkHx0H6L+GkL/KgXGqUFhqOEM3nDMjr/Sedy29G4Avqp4B4II695Z5GCTueZ199pria6wxMCXAgpl/B4rzr2FXIJuAwmxCN04bewoQ7HvQ2GIP6ws7UbgxMIai45GPHnT1HdvL7vk69V/2v95eKRGiYItViaEzzhQOj3z0IH0bdUmYdRs/4JiRx7vOcaZ46OHw6/FKmfmxtSCddDF01tr2IurKA8bAGIoOrx8ka+1bvfkyKE66WzWkOuM1g8m0BrNDL3fiqkzsaO10xWkmawxMCqR7/6KRW0y6RiU3G5mDf/F1W/uLXz5ja//lvbupsZJvN67VtYu+M+oU2xhnHaREm7su0h9n/tzW/vbjP2Jguw4fWFVWy9+OmhlYdy+i+rxyQkRK8oXO2+v5mjV7piRaGyXR2iizZs9MOQ7oGJdobZQJdeNTjps2fWrHuPkL69PKnL+wvmPstOlTU46bUDfedn3znuL/njhoaEm8J3p2Ew4amvJzqps4Qfz8DrvkDOacP1zOOfOu142PTO6qsBhyhXaJb3zZ7S7fVUjMe4dqjzihziTjirySRkVNc3tTx/XbHEX9OjNhp11ZMG9+yuN+UV5lMEqBiZPqZP7C+qzObW1vgeTU11pcyyYZkbdwu9zYygxJ7iur/2drTxiwZ5e7B2HIdRqDco/QgX4/HA9Aol1HWifmLLYd/+1i97rUgB72hF9eReC82GevKby8aHHGEhddcgaTiYqybigraC3sBTO1cVnocqOQmY3cQx+Y4ep78ltud/VSvgdRyd3QYi/D4pW7ZudNOsVD0h/KyXkTznX1lTuSiYeNMTCG0PAyJgY31YeNzhgq4KRc2X+qXo9Xd1x1NQCbU+SB8dpCry63z6DCrrvVJQ3Mq2tesrXH9/9KgTQpLe5c+idX3+ljgxcZK3XW/+N1yta9CkB73/G+znHWefLyBbruskuB1B7dXrOVqAv5dUkDYwxKNBhjAjXn7+3qa7zhRVu7e3kVqkyXkxUPvxkvvthsj/0ZWOWuKTXpm/p73bvMe7t6ZeJzV18/R20q48kbAs6popdzlCE4nzYud/UNrRlRAE0Kh9OYhIXzOzp58P6uMXM3/gaAde3eGxI/fd5dA/u3+9vXZYyBCQFjUKKhqxkTL7zWOcL4vjnlnvnMRa4xy97UBv7VBquysmND6P4jf5+zHkHpkgbGEA29LtjH1bfxt7n7UhQTfoxJY2sD5ZbHb1trg2cZWCfOZFizv/4b15hrW7RhGVfhjlMC+Hzzx66+gVWDbe3Q3DGS8kKVVkJIRBnZo5AbF139GpNSvgfONAvgjoyuqaiFvtb2tE8/mOc+e9bWPn6HE11j+m6zOwA9UxRlW9HgfoTd4ii7Mqx2e1s7121sY2BSEVGZi0jkFpOuUcnNINNZKRF8FocPqKufNAtvWjtISXb1sZPkNCjPf/a0a8x5d91va59z4zm29lcGuhOf+7oHDtqlHb/+ucbAGELDmXISossSF5RsfkjZ4MeQDasZmVHOKseOz/KGj2ztJWuWuc657LvHpZUZ1j0oU2X43d02BiYVVlJmUiRlLpTct9e97uo7dob+Yq1o1B9n4gn3ly8oG5rXUWZtjbb32A5w+2I48W1MOt0D5/YrwGDreoGIyefl50fcq7JPRrkDq7dN25408Kvuk6K6BzlgDEwKlBWmLyF/WLnKHdFzR1ffO7fpejhhurP3ruyLsv5qSgbDEpTO9yArY5JBZphEIfeJFY/SxwpFWV+7A0cM/4bnmKBcffH/AflPnZoOY2CKDK+Kfobi4ojh38iYcMppdJxe0l5OjVfzf2mve9VL17r6fjDuDFvbOVPKldgYGKXUJcDVwC0ico7VdwdwumPoQhFxu0saDDFgQ/M6V5/z0bJ6+gTqemq/lsWbqjwLrznx4yVdsaOOjK7Y1nth+uvD3Iu8HycfqyxK0sAopfYGvg+4FxjgaaBzTc/8J9EwGHySaZ0KoGHOS5St00alva/3DGZT83pb+4NN79nae/Sf5DqnNdGi/23c4joG8NQKd/qSE3ay17N2XrdnpT2dQ1AKbmCUUr2Be9B+h7/wGLJFRL7Ir1YGQ3gccPcZtvZzp9yBsqKjVYqSsM4ftpdBcdGgDQwbvBeaxw9yV6d0rumF/QhecAMDzAEeEJFnlFJeBmaKUmolsB54HrhURFbmVUODIQeeO+WOnGWM+NUhtvafp7tDBc6b9i0AVlZ7L5wP7rGNq2/tFnstbacnr1f9pSAU1MAopb4PjML+CNSZecBDwIfASOAq4Bml1EQR8Z4H+uD9jfZt3B29vDUrqrMVn54o5MZEV2eNHUgRPFfC9yAquUsu+qut7VWidtK50wFYukEbiTPnnWU7viqx2nXOgCp74qpcDYqTghkYpdQY4BpgXxHxXFcRkb90ar6hlHoZWA4ciTY8WeFpUJzXDrnge5Ry46Kr30jcUr4HN7xyo6vv/Ann5Sz3U0cc0dg+u7nGJA1LKobVumc2G5s3BNIjKIWcwXwVGAAs6ZT0phzYTyn1Q6DGOUsRkc+UUp8AO3kJVErNAGYADBs+LCq9Y88GRzyM15fIGXNiCAcvY9LY2mBr+wludOJlUFz0SP9zrvIIxBwVkWFOUkgD8zCwyNF3O/AuembjmtUopQYAQwF35hxAROag13SYOKmuNLOZ+6C3Ix7G2Y6KBV887+r79m2/srU/vdweQ1N9+h6ucxJ3vhb42lGXQM2FbAxKNiQeeivt8TF9xuVFj84UzMCIyHr0wm0HSqlGYK2ILFFK1SqlrgAeRBuUkcC1wErg77lc2xnx6hWglskRKluikBsXXccPmOjqcxoUp9xsjIkXtdY2bqHvQVhyk6VFkvznc3s09d1vuu9r07s6iPLNll4ALPnJwznrmStx2EVKRRuwG3Aa0AdtZJ4FThCRnIoZZVNY3JAZr4VHg5tl65dQbRnERFk3z5lFVbl9Ebh7eXdb+4b93btIx/x5LwDeT1YV+In9+D+WP5JRtyNHHJNxTBBiZWBE5IBO/08AhxZOm3iwubXR1jahAsXPmD7jUO3aZ0VSPLY4P/dJA304r4vjXwdfG3qQq++5z/6d9rq5ft9iZWAMbkrdoDgLw0N2QXptoguTtVsFyipSOLAVC9l87k/eeDsArX129zz+2pqXXX0HDDkw5+umo7g/BUPRE1bEb7JuUFmRGxa/NLRsdPW9tW4JABta9PrNwdsdYTv+9TOmu845+5ITbO2f73W+re0n9CEdXePTKHH+ueJxANasfgOAflX2L8U3r73Cdc66Wfa4FOczfzbcvvSPrj6/pUgNwajt1svVt9egKUDqhePEP/OfvsEYmBLg8OFHAWm+WLOP9uwPG2NM8ofXo+Wkr+g/Eos363+dJVQuXnC565xrJ18ZgXZb6ZIGZsAl+9naq695wTVGaqJx1ItCblx0HT/reFffq+e4KxCW8j3wQ0t7M6paZ/OX9mZXxQBPPRxJcL0eLRsbPtRju3sXXovamHjRJQ3M8l8+kXlQd3flvFCIQm5MdH34dHcpjTDkFkxmRHK7lVVChrwrzjpIziDEu5be4TrnrHPt999ktCsQ+fKs7GqM7Dmq0CqUDE4D8/vXbrG1L6izL8YCnEV6A7+pxR0y4pw9hbEW15kuaWB8scWKPA37L1gUcotJV4fcJWvd2dzGZeM1W8T3wItejnwwl99tj6aetos7AcGNV+mk64kUW81ejpDt0pZR1VwwBiYFqlFHr0rIX6wo5O5jrSkt3qSD2RJzFociNx/3ICtjkkFmmMRF7nM/s9eVvvX1ua4xvTbpwmqfVbrzvoB3EbVcC6tlwhiYEmDBpfcA4cfLBGVNkzsPWP8q7zKmXZnqw0ZT11/H8i5eU+lrrWR8f3uc156D3Pl1p995JABLxYpj2jdHRUOg5A1Mm+XZ2ZnyEJyxnHL9yFzd9AXdmvXUuKXpCwY46gIXO8VmTF5bYw/mH+dRYbHM4SGczXfH+V1JzHvHFuy4usmdEdb53fAz07jh0HMBaPGT2sHCee2wv5Mlb2C8vhCJ1s22dnUWpUyz+aINqBqMqtSZJqTEjAu4FybBXzH4QuEnz22m3Ll+aGi1x+Y+/tFj9N+sH2fWrH7Ds2CdM4fMRke1gkHVQ1znzHlD52db0e0ZAGYe4C5T4iTqP3Ilb2C8yMagGDITZ2OSL1788j+uvr23sT+rnDz6tIzpGpw7nX52Ph++QwcuJguvOQ3MMY+c5TrnvK9806HrFFs718+0SxqYrkZo5VkNGXEaE8iu2H029N1d+9YM3OJtjL45xj1j272/XZfQ/0iISEm+0EHrnq9Zs2dKorVREq2NMmv2zJTjgI5xidZGmVA3PuW4adOndoybv7A+rcwFT83tGDtt+tSU4ybUjbddP+17uv6C8N/TqUdL08p6X+9p/sJ63++paWV9h9ywPqfOMsP6nB5/4WH5/GP9OumME8P5nGbPlNVNX8q6z/8lv7vux74/pz0m7JHxPU382Y7y/9s78yA7qioOfz8IhGXYJBAhKJMYdkRCRBQhhLAVBKQgCirbiMSwlEgEQdDSoWQLCSAaKAmIEyggqCgFCBgQR1bZBCEIYUuK1RDCEpYsBI9/nPuSTk+/ZV53ZzLhflVdb959t0//uqf79F3P3WHMJjVtbnLSTjZ4wl42eMJetvZOA6rm227IdvbmvP9WPacdhg6xRp5DpYcgryhImo0HCM9DP6BrKPb8lGG3N2kty25v0lqW3bK0ptnUzDaol2mFdTBFIOkRM2tgxauet9ubtJZltzdpLctuWVqbJXsJuEgkEimA6GAikUhpRAdTm0m9yG5v0lqW3d6ktSy7ZWltitgGE4lESiOWYCKRSGlEBxOJREojOphIJFIa0cGkkNQuyVJb1+mu9e0Mk3STpFeDjbbU7wrHek3SPEmdkrbJabMjQ/s/q5ir7HO6pIclzZU0W9LNkrZN5WlGayN2m9F7gqQngt25kh6QNDKn1no2u60z4xhnhP0m5tHaoN3ceosiOphspgMbJbbG578voQWYBvwAmJfx+6nAycD3gR3xNbfvkFRr1fZ6NgHuTGnfr0q+CsOBS4GdgRHAIuBOScn1dZvR2ojdZvS+ApwG7AB8EbgLuFFSZbWxZrTWs9mMzsVI+jIwGngi9VMzWhuxm0tvofT0nKHlbQPagWkF23wfaEt8F77W9k8SaasD7wFjmrEZ0jqAW3JqbcHXBT+gKK1ZdovSG+y8BYwpSmvSZl6dwDrAC7iT7QQmFnFdq9kt8roWscUSTDaDQjVkhqQpkgYVbH8g8GlgaiXBfC3uu/E3fh52kfSGpGclXS6pu1Gg1sJLtpUAJEVpTdvNrVfSypK+iTuv+4vQmmEzr85JwB/N7K5Uel6t1ezm1VsoMVxDVx4E2oBngA2BnwL3S9rGzOYUdIxKlJ9ZqfRZwIAcdm8H/gTMAFqBs4C7JA01swUN2rgYeBx4oGCtabtN65X0+WBnNbwkd5CZPSmp8mB2W2s1mzl1jgYGA10jdOe4rnXsNq23DKKDSWFmtyW/h8axF4GjgAuLPlzquzLSGjdmNiXx9UlJj+IzykfiN1xNJF0I7ALsYtYl3HzTWqvZzaF3OrA9sC4wCpgsaXhOrZk2zWxaMzolbQGcA+xqZgtrHLdbWhuxm/c+KJJYRaqDmb0PPAVsVqDZSq9UOl7hhnR9ozWNmb2GN2DW1S7pIuBbwAgzezHxUy6tNew2rdfMFprZ82b2iJmdjpeMxubRWsNmszq/godOmCZpkaRFwG7A8eHvSmm4u1pr2pXUt0m9pRAdTB0krQZsiTfIFcUM/GHYK3WcXVm63p8LSf3w4nZN7ZIuBr6NO4FnitJax27TejNYCeibR2sNm83qvBHvfdw+sT0CTAl/P9uk1np2u5RqclzX/PR0K/PytgET8DfCQGAn4BZgLh5gpzt2WlhyA3wI/Cz8/dnw+2nB7sHAtvgN8hqwVjM2w28T8DdcK95N/AD+5qpl85KgYwT+Nq1sLYk8zWitaTeH3vPwh7AVf9DOBf4H7JtDa1WbzeqscpxOlu7t6bbWenaL1FvI87SsD7i8b4l/8kLgVeAGYOsm7AwnOxxhR/hdeJf468B84B/Ats3axLs4/4qPpViI17k7gM/UsVktbGJ7Ik8zWmvazaG3I+RdEPa9E9gnp9aqNpvVWeU4ix1Bs1rr2S1SbxFbnE0diURKI7bBRCKR0ogOJhKJlEZ0MJFIpDSig4lEIqURHUwkEimN6GAikUhpRAfTg4QAQzN7WkekcbQkIFlrg/nbQv7hpQpbTokOpmAkrSHpJEn3SHpL0keSZkm6NdxscYLpCoak4cHxrNvTWpY34kC7ApE0GPgLsDk+GnQqvk7whsCeYRtvZqeG/J1Aq5m19oTeSPcJL4g+wAKrDMeV2oGfAwPNbGYq/8rAKsBCM/vfslXb88S3aUFIWh2ftzQIGGVm6Wnx4yTtiIdGjPRSzGwRHv6z0fwf45H8Ppn0xPyEFXHD46oacF439ukEZmakbwZcjc9RWQjMBMYDa6bybYnHvX0KD7X4IfAoMDqV77ig7WsZx1oJnwj3eCJtb+B6PA7OPOAdvDS2W5XzGAX8G59P8xL+Nt8zHLMtlbcvcEbQPD/YvhkY0uA1aw92twF+hc9InocHCtujyj7HAP8K+d4N57JLRr6R+HygN0Pel/D4KZtnHL81fO+g9pyrtvB9eOpY/fAJoS+H//HL4fv6qXyV/UcAp+BhMhfgs7GP6un7vt4WSzDF8fXwmWvpTklD8aDT7wCX4RMuvwCcCHxV0m5m9lHIPhwYhpecZgBrAt8AJknqZ2bnhnxTgIuAI4GbUofcA5/Kf0EirQ34FHAV7nwG4A/p3yTtbmb3JPQeClyH3/hn4m/3o4ADMs5tFTza2s64A52Ix5YdDdwnaZiZPdLgpboKLxmMw8NxjgFul7Svmd2ZOOY4PLj2Q7hjWwv4HvB3SQea2a0h327h2jyJz6Z+B9gYd5SD8Qc6i8uAtYGD8Pgxb4b0rEDcFU3r4CEZBgNX4s5vCP4iGCHpS2b2Xmq3c/CJjJfhDuY4oEPS82Z2X/XL1MP0tIdbUTY8gNDcbu7TSaoEg5cEniE1tR6/gZcqEZAq0YS0lYLdd4FVEul/wEsM66XyXw18BPSvY7c//vDcmkjrgzvAWUm7eMiAFzP0jg1p+6Rsr42XFjobuGbtwcaDwKqJ9E3wUJdPJ9K2wMMu3JvKuzHuQGYCK4e0C4PdDRs8fmuttMRvbaRKMMDZIe34VN4TQvovMvZ/LHUOA3BHc11P3/u1ttiLVBxr47E9mibEhd0OuBboK6lfZcMfkg/w6gsAZvZBYt/VJK2PlzymBj1bJsxPxqsnhyb2acEd1+1mtjiKWspuS7D7Mf5Q75SwORR/WDvM7O3E/u8Dv8k4xcNx5/lo6txWBe7AA1WvXv9KAXCRJUJGmtkrwDXAlpK2CskH4iERzk/lfQ2v2myKlxzAHTLAqGXQ03cQMJuupd3LcCd+UMY+l6bO4VW8VLXMo9R1h+hgimMuXvzOQ+XBOBO/AZPbG3gVqH8lc3j4J0h6CW8zeDPkPTtkWS9h+/Zg48hE2qhgc3JShKTPhdUU3sbbdip290vZHBg+p2ecS1baVrjTS5/bbOBoYGW8baIRns5I+0/4rKwCUdH3VEbeaam8E/FSwqXAW2FYwYmSNmhQT3cYCEw3bzBeTPg+PaEpSVa40TnA+sXLK47YBlMc04BhkgZZndizNVD4vAB3CFkkl/24FtgffxPeja/lswh3BGNJvEDMbJGka4GTJA02s+dxZ/M23sjqArxUczfueH6Jt0m8h1c1TscbG9N6u3N+TwI/rJFndoO2ssZXpPU0rM/M5oRevl3xMJbD8HarMyXtZ2YP1DRQPtV6orr7P1imRAdTHDfgN+UxeGNiMzwXPj+2RENlFmFQ1/7A1WZ2bOq3PavsNhk4CThS0iS8kXiSLb2UxR54tedoM/tdyu5ZKXszwucWGcfKSnsO2AC4y/KPCdmarg2plRJgxcG/ED63Sfyd3D+ZF/Mu5c6wIV/Z8VF86ZqRVKe7g8leBLaQ1CdZiglVs83JLq30SmIVqTiuwIu3p0g6MCuDpKGSjq9h4zG8JHSsMhZ7k9RHS5ZerbzRlMqzEe7kumBmj+MP5eF46WUlUtWjGnb3Zun2F/Bg068DbZLWS+RtAY6lK1fhcXkzSzCS+melV2GspFUT+26CBxifbmaV6tNN+MP/o9CDVcm7tCYCTQAAAmhJREFUEfAdPJzkYyEtq2r2DF71TC93m+b98FkvX4UbcUeb/j+NDul/btDOck8swRSEmX0oaX98JO+NkqbiDZdz8Jtmd2Af4PwaNkzSEXg39ROSrsTbD9bAuzQPxqspHWb2XjjG4ZLmAQ/jjZZj8JJFtbr5ZLwKdhrwrJmlF0W/Fx9bckGYb/MKHlj8CLx6s3id7lDtOgVvXH1I0m/xKlpbOO+BLP12vxivfoyXNCKc51w8aPkeeC/X7tWuT4o+wD2SrsPbvo7Fu3FPTOibLmk83k19t6TrWdJN3QIcZkvWabo8OKmpuONZHW8QXwt3jLWoXMNxkq4J5zHNzKZVyX8+PpzgEkk74E5uCPBd/CVV9R7pdfR0N9aKtuHOYCz+oL6NdwHPwh3PEYRu0ZC3k+yBdpvivTAz8UFYc/Ci+rkkgjfjDaJX4EHK5+MOYDRVBneFffoHTUZiXeRUnu3wNqBKI28n3jbR4bdMl/yH4CWjBSwZaFfpVj8klbcP7gQexnvFPsCrTtcAezdwfdtZMtDu17gznI+Pc9mryj6j8Yd4Pu7Q7sAXLkvmORgv8bwSzmM2PuhuVJXjt6bST8WrNpVr2x7SM/8X+Evn0nC8j8LnJUC/VL5a/8vM+2d52uJcpEgpSDqZsHyGdS0l5bHbTpV5P5Hlj9gGE8mFpFXDhL5kWgs+aGwOPko18gkltsFE8jIIuE3SFLztZyN8qsBA4DirvS5zZAUnOphIXmbjjZyH4WEpFuFtQT82s9/3pLBIzxPbYCKRSGnENphIJFIa0cFEIpHSiA4mEomURnQwkUikNKKDiUQipfF/bME9YeJ48k4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "#Mean statistics over all subexperiments\n",
    "\n",
    "cut_df_to_use = cut_df_filtered.loc[cut_df_filtered.subexperiment.str.contains('GGCC') | cut_df_filtered.subexperiment.str.slice(start=-2).isin(['60', '65', '70', '75', '80'])]\n",
    "\n",
    "plot_cut_profile(cut_df_to_use, cut_to_experiment, cut_poses, objective_poses, human_cutprob, figsize=(8, 5.5), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=None)#save_fig_name='cut_profile_all_subexps'\n",
    "plot_cut_map(cut_df_to_use, cut_to_experiment, cut_poses, objective_poses, human_cutprob, figsize=(4, 6), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=100)#save_fig_name='cut_map_all_subexps'\n",
    "plot_position_scatter(cut_df_to_use, cut_to_experiment, cut_poses, objective_poses, human_cutprob, variant_filter=\"variant == 'wt'\", figsize=(5, 5), save_fig_name=None, fig_dpi=150)#save_fig_name='avgcut_pred_vs_true_all_subexps'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "87b7b8da-fe1d-43ef-a7da-866c16325cca"
    }
   },
   "source": [
    "<h2>Summary Max Cut analysis ('A' subexperiment)</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "nbpresent": {
     "id": "5c0f479e-acfa-4439-b201-0748c8fb09d9"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cut profile\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max cut profile\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cut map\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max cut map\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "#Mean and Max statistics over A subexperiments\n",
    "\n",
    "cut_nt = 'A'\n",
    "aruns_objective = ''\n",
    "ggcc_objective = '_GGCC'\n",
    "cut_to_subexperiment = {\n",
    "    5 : [cut_nt + aruns_objective + '_60', cut_nt + aruns_objective + '_ent_60'],\n",
    "    10 : [cut_nt + aruns_objective + '_65', cut_nt + aruns_objective + '_ent_65'],\n",
    "    15 : [cut_nt + aruns_objective + '_70', cut_nt + aruns_objective + '_ent_70'],\n",
    "    20 : [cut_nt + aruns_objective + '_75', cut_nt + aruns_objective + '_ent_75'],\n",
    "    25 : [cut_nt + aruns_objective + '_80', cut_nt + aruns_objective + '_ent_80'],\n",
    "    30 : [cut_nt + ggcc_objective + aruns_objective + '_85', cut_nt + ggcc_objective + aruns_objective + '_ent_85'],\n",
    "    35 : [cut_nt + ggcc_objective + aruns_objective + '_90', cut_nt + ggcc_objective + aruns_objective + '_ent_90'],\n",
    "    40 : [cut_nt + ggcc_objective + aruns_objective + '_95', cut_nt + ggcc_objective + aruns_objective + '_ent_95'],\n",
    "    45 : [cut_nt + ggcc_objective + aruns_objective + '_100', cut_nt + ggcc_objective + aruns_objective + '_ent_100'],\n",
    "}\n",
    "\n",
    "print('Mean cut profile')\n",
    "plot_cut_profile(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(8, 5.5), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=None)#save_fig_name='cut_profile_subexp_a_mean'\n",
    "print('Max cut profile')\n",
    "plot_cut_profile(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(8, 5.5), save_fig_name=None, fig_dpi=150, plot_mode='max', n_samples=5)#save_fig_name='cut_profile_subexp_a_max'\n",
    "\n",
    "print('Mean cut map')\n",
    "plot_cut_map(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(4, 6), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=100)#save_fig_name='cut_map_all_subexp_a_mean'\n",
    "print('Max cut map')\n",
    "plot_cut_map(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(4, 6), save_fig_name=None, fig_dpi=150, plot_mode='max', n_samples=25)#save_fig_name='cut_map_all_subexp_a_max'\n",
    "\n",
    "plot_position_scatter(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, variant_filter=\"variant == 'wt' or variant == 'sampled'\", figsize=(5, 5), save_fig_name=None, fig_dpi=150)#save_fig_name='avgcut_pred_vs_true_subexp_a'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "8168c396-7c83-4655-aefa-a503b8bb4fd7"
    }
   },
   "source": [
    "<h2>Summary Max Cut analysis ('AT' subexperiment)</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "nbpresent": {
     "id": "13f5157f-d871-4093-8837-d6eee2b83665"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cut profile\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max cut profile\n"
     ]
    },
    {
     "data": {
      "image/png": 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NjSUhIYHnnnvO1eG4LVleLoQQQtyBFi1aRGNjo6vDcHvSoyOEEEKIAUsSHSGEEEIMWJLoCCGEEGLAkkRHCCGEEAOWJDpCCCGEGLAk0RFCCCHEgCWJjhBCCOEis2fPZuXKld+4TH9QSpGXl3fb2/m2SaIjhBBC9LOLFy+yfPlyIiIiMBgMhIeHk5KSwoULF3pdV35+Phs2bOi32JKTk1mwYEG3+3V1dSQkJPRbO4588sknPP3004SHh6OU4v3333cYn1LK7po5c2af25RERwghhOhHZ8+eJSoqioqKCrZv305NTQ0ffPABlZWVTJ8+ndra2l7VFxwczKBBg25PsJ2EhITg4+NzW9toampi0qRJ/OpXv8JoNPZYbu7cudTV1dmuffv29blNSXSEEEKIfpSamoqHhwcFBQXExcUxatQo5syZQ0FBAR4eHqSmptqVb29vZ9WqVQQFBREUFMSrr76K2Wy2Pe86dNXa2srrr79OREQE/v7+TJ8+nY8++siuzpMnT/L0008zZMgQAgICiI6Opry8nHXr1rF9+3b27t1r6y0pKioC7IeuoqOjeeWVV+zqbGxsxGg0smfPHqfj6OrJJ59k/fr1/OAHP8DDo+cUxMfHh5CQENsVHBx803pvRo6AEEII4TYmb5/sknbLXyx3qlxDQwMHDhwgMzMTPz8/u2d+fn6sWLGCtWvXcvXqVYKCggDIyckhOTmZw4cPc+LECVJSUggNDSU9Pd1hG0uXLuX06dPs3LmTiIgI9u3bR0JCAiUlJTz00ENcunSJmJgYHn30UQ4ePEhgYCBHjx7FZDKxZs0aqqqqaGhoYMeOHQAOk4ikpCTWr1/Ppk2bbAnJ7t27MRqNPPXUU07F8U0UFxczfPhwAgMDmTVrFm+++SbDhw/vU12S6AghhBD9pLq6Gq01EyZMcPh84sSJaK2prq5mxowZAISGhrJlyxaUUowfP54vv/ySt99+22Gic/r0aXJzc6mtrWXUqFEArFy5koKCArZt20Z2djZZWVn4+/uza9cuDAYDAJGRkbY6jEajrcekJ0uWLCEtLY3CwkLi4uIAS0L2zDPPYDAYnIqjr5544gkWL17MmDFjqK2t5Sc/+QmxsbEcO3asT0NrkugIIYRwG872rLiaUsrhfa11t+czZ860ex0dHc3atWtpbGxk8ODBdu8vKytDa83EiRPt7re0tBAbGwvAF198QUxMjC3J6YuhQ4cyf/58cnJyiIuLo66ujsLCQjIyMpyOo6+WLFli+/XkyZOZNm0a99xzD3v37mXx4sW9rk8SHSGEEKKf3HfffSilqKysZNGiRd2eV1VVoZRi7NixfarfbDajlKKkpARvb2+7Z9bJvdZk6ptKSkpi+fLlZGdnk5uby8iRI4mJiXE6jv4SFhZGREQE1dXVfXq/TEYWQggh+klwcDDz588nOzub5uZmu2fNzc1kZWURHx9vNy/myJEjdsnJ559/TlhYWLfeHIApU6agtaa+vp5x48bZXeHh4QBMnTqV4uJiWltbHcZoMBgwmUy3/CwLFy4E4MMPPyQnJ4fExERbz5MzcfSXK1eucPHiRUJDQ/v0fkl0hBBCiH60detW2tvbmTt3LocOHeL8+fMUFRUxb948tNZs3brVrvylS5dYvXo1p06dIi8vj02bNpGWluaw7sjISBITE0lOTiYvL48zZ85QWlrK5s2byc/PB2DFihU0NTXx7LPPUlJSQk1NDbm5uRw/fhyA0aNHU1FRwalTp7hy5QptbW0O2/L19WXx4sVkZmZSVlZGUlJSr+JwpKmpiePHj3P8+HHMZjPnzp3j+PHjnDt3zvZ8zZo1HD58mNraWoqKikhISGD48OF873vfc/43oTOttVxyySWXXHLdcVdpaal2V+fOndMvvfSSDgsL015eXjo0NFQvW7ZMnz9/3q7crFmz9Msvv6xTU1P1kCFDdGBgoE5PT9ft7e12ZVJTU22vW1tbdUZGhh4zZoz29vbWI0aM0AkJCbrz96uiokLHx8drf39/HRAQoKOjo3V5ebnWWuvLly/refPm6YCAAA3owsJCrbXWgN61a5ddfB9//LEG9NSpU7t9Rmfi6KqwsFAD3a4XX3xRa611c3Ozfvzxx/WwYcO0t7e3HjVqlH7xxRf1uXPnbvr97mjT4Z8jZflsQgghxJ3l2LFjetq0aa4Ow+Wio6OZNWsWGzdudHUod6xjx44xbdo0hzPAZehKCCGEuAO1tLRQWlpKZWUlkyZNcnU4bksSHSGEEOIOtH//fmJjY0lISOC5555zdThuS5aXCyGEEHegRYsW0djY6Oow3J706AghhBBiwJJERwghhBADlksTHaWUh1IqTSl1Uil1Qyl1Xin1llLK38n3Byil/kkpVa6UuqaUuqKU+kwplax62n9bCCGEEHcNV8/R+QXwI2AP8BYwoeP1FKXUXK21uac3KqU8gP3AI8B24B3AD/gh8F5HXa87E8R3vvMdPXr06L5/CuGWampqABg3bpyLIxFCOLJt2zZXhyAGAJclOkqpB4B/BPK11t/vdP8ssAVYAuy8SRUPAzHAL7XWti0klVLZwEngZZxMdEaPHk1paWmvP4Nwb5LoCHFnO3bsmKtDEAOAK4eufggo4Jdd7r8LNANJ3d5hz3oIyKXON7XWrcAV4Ho/xCgGMOu5LEIIIQYuVyY60wEzcLTzTa31DeB4x/ObOQr8FXhNKfWMUmqUUup+pdQGYBqwrv9DFkIIIfrP7NmzWbly5Tcu0x+UUuTl5d32dr5trkx0woArWusWB88uAt9RShl6erPW+irwNNAA/B74E5Yhq1Tg+1rrd/s/ZDGQbN26tdvhekII0R8uXrzI8uXLiYiIwGAwEB4eTkpKChcuXOh1Xfn5+WzYsKHfYktOTmbBggXd7tfV1ZGQkNBv7TiyYcMGpk+fzuDBgxk2bBgJCQlUVFTYldFas27dOsLCwjAajcyePZvKyso+t+nKRMcPcJTkANzoVOZmmoAKYDOwGHgJqAF2KqXm3eyNSqnlSqlSpVTpX/7yF+ejFgPGRx99xEcffeTqMIQQA8zZs2eJioqioqKC7du3U1NTwwcffEBlZSXTp0+ntra2V/UFBwczaNCg2xNsJyEhIfj4+NzWNoqKilixYgWfffYZhw4dwsvLi7lz59LQ0GAr8/Of/5y33nqLd955h5KSEoYPH868efO4du1a3xrt6bTP230B5cCfe3j2eywnmhpu8v7JwFfA/+hy3w84A9QCns7EMm3atJueiioGpgULFugFCxa4OgwhRA/c9fTy+Ph4HRYWpq9fv253//r16zosLEw/+eSTtnvW08t/9KMf6cDAQB0YGKjXrFmjTSaTXZnOp5e3tLTo1157TYeHh2s/Pz8dFRWlDxw4YNdWVVWVTkhI0IMHD9b+/v565syZ+sSJEzojI6PbyeGOTi+fOXOmTk9Pt6vzb3/7m/b19dX5+flOx3Er165d0x4eHvrf//3ftdZam81mHRISojMzM21lmpubdUBAgP71r3/dYz03O73clcvLLwETlVI+uvvwVTiWYa3Wm7w/DfAFdnW+qbVuVkrtBVYCo4HT/ReyEEIIV6oaP8El7U44WeVUuYaGBg4cOEBmZiZ+fvaDEn5+fqxYsYK1a9dy9epVgoKCAMjJySE5OZnDhw9z4sQJUlJSCA0NJT093WEbS5cu5fTp0+zcuZOIiAj27dtHQkICJSUlPPTQQ1y6dImYmBgeffRRDh48SGBgIEePHsVkMrFmzRqqqqpoaGhgx44dgKXHqKukpCTWr1/Ppk2b8PCwDP7s3r0bo9HIU0895VQczrh27Rpms9n2vTh79iz19fU8/vjjtjJGo5HHHnuMzz77jJdfftmpejtzZaJTAjwOzAA+td5USvkC3wU+ucX7wzu+ejp45tXlqxBCCHHbVVdXo7VmwgTHCdnEiRPRWlNdXc2MGTMACA0NZcuWLSilGD9+PF9++SVvv/22w0Tn9OnT5ObmUltby6hRowBYuXIlBQUFbNu2jezsbLKysvD392fXrl0YDJaprpGRkbY6jEYjPj4+hISE9Pg5lixZQlpaGoWFhcTFxQGWhOyZZ57BYDA4FYczVq1axXe/+12io6MBqK+vB2DEiBF25UaMGMHFixedqrMrVyYCvwP+CVhNp0QHSMEy/JRjvaGUGgt4a61Pdir3/2FJlJKBn3cqGwgsBK4ivTlCCDGgONuz4mo9bc5vGSGyfz5z5ky719HR0axdu5bGxkYGDx5s9/6ysjK01kycONHufktLC7GxsQB88cUXxMTE2JKcvhg6dCjz588nJyeHuLg46urqKCwsJCMjw+k4biU9PZ3i4mKKi4vx9LTvs+j6/dNa9/g9vRWXJTpa63KlVBawUimVD+zj652R/4j9ZoEfA/dg2XfH6pfA3wMblVKTgf8EgrEkSqFAqta6/bZ/EOG2NJqv2r76Rn+BhBCis/vuuw+lFJWVlSxatKjb86qqKpRSjB07tk/1m81mlFKUlJTg7e1t98xoNAJfJ1PfVFJSEsuXLyc7O5vc3FxGjhxJTEyM03HcTFpaGv/2b/9GYWEh9957r+2+tZepvr6ekSNH2u5fvny5Wy+Ps1x9qOdqYA3wAJCFZTfkd4AF+ibHPwBorf+EZdhrBzCn431vAOexLC93rt9M3LVMQSb+y/xf7D2719WhCCEGiODgYObPn092djbNzc12z5qbm8nKyiI+Pt5uXsyRI0fskpPPP/+csLCwbr05AFOmTEFrTX19vW3TU+sVHm6Z0TF16lSKi4tpbXU8zdVgMGAymW75WRYuXAjAhx9+SE5ODomJibYfCp2JoyerVq1i586dHDp0iPHjx9s9GzNmDCEhIRw8eNB278aNG3z66ac88sgjt4zZEZcmOlprk9b6La31/VprH611uNY6XWvd1KXcaK11tx+5tdantdYvaq0jtNbeWuvBWuvHtNb5396nEO7qsdTHCE0M5XzjeVeHIoQYQLZu3Up7eztz587l0KFDnD9/nqKiIubNm4fWutv+XZcuXWL16tWcOnWKvLw8Nm3aRFpamsO6IyMjSUxMJDk5mby8PM6cOUNpaSmbN28mP9/yX9+KFStoamri2WefpaSkhJqaGnJzczl+/DhgOfaooqKCU6dOceXKFdra2hy25evry+LFi8nMzKSsrIykpKRexeFIamoq7733Hrm5uQQFBVFfX099fT1NTZb/9pVSrF69mo0bN5Kfn09FRQXJyckEBATw/PPPO/+b0FlPy7HupkuWl9+d/uen/1NPen+SfqvkLVeHIoRwwF2Xl2ut9blz5/RLL72kw8LCtJeXlw4NDdXLli3T58+ftytnXV6empqqhwwZogMDA3V6erpub2+3K9N5eXlra6vOyMjQY8aM0d7e3nrEiBE6ISHB7vtVUVGh4+Pjtb+/vw4ICNDR0dG6vLxca6315cuX9bx583RAQECPy8utPv74Yw3oqVOndvuMzsTRFV2WtluvjIwMWxmz2awzMjJ0SEiI9vHx0Y899pgt9p7cbHm50v00lufOoqKitBzqefdJL0rn4J8O8tz9z/GTmT9xdThCiC6OHTvGtGnTXB2Gy0VHRzNr1iw2btzo6lDuWB1/VhxOtnT1HB0hXGb3j3fzp1/8ia/av3J1KEII0U1LSwulpaVUVlYyadIkV4fjtiTREXctk9kyGU8SHSHEnWj//v3ExsaSkJDAc8895+pw3JZsqCfuWiZtSXRutN+4RUlxu2mzRnnIEn8hOlu0aBGNjY2uDsPtSY+OuGtJj86d4frfWnjv9WKO/PsZV4cihBiAJNERdy1rj44kOq515XwTX11r48LJhlsXFkKIXpJER9y1JNG5M7S1mDq+3nSPUCGE6BNJdMRdyWQ2YTZb/mOVRMe1Wm9YTmppa731Tq1CCNFbMhlZ3JVumG4QHGfZgl0mI7tW2w1LgtPeIomOEKL/SaIj7krX264z6MFBgPTouFpbi/ToCCFuHxm6Enel5ravD9u7YbqB+eZnyIrbqLVTj47s1C7uNrNnz2blypXfuEx/UEqRl5d329v5tkmiI+5Kze3NXDtxjWsnrgEyfOVK1snIWoOpXRJOMTBcvHiR5cuXExERgcFgIDw8nJQQh++eAAAgAElEQVSUFC5cuNDruvLz89mwYUO/xZacnMyCBQu63a+rqyMhIaHf2nFkw4YNTJ8+ncGDBzNs2DASEhKoqKjoFp9Syu6aOXNmn9uUREfcla63Xafh4wYaPrYsaW5ub77FO8TtYp2jA9AuK6/EAHD27FmioqKoqKhg+/bt1NTU8MEHH1BZWcn06dOpra3tVX3BwcEMGjTo9gTbSUhICD4+Pre1jaKiIlasWMFnn33GoUOH8PLyYu7cuTQ02G8vMXfuXOrq6mzXvn37+tymJDrirtR1Xo706LiOddUVQGtL+01KCuEeUlNT8fDwoKCggLi4OEaNGsWcOXMoKCjAw8OD1NRUu/Lt7e2sWrWKoKAggoKCePXVV22rQqH70FVrayuvv/46ERER+Pv7M336dD766CO7Ok+ePMnTTz/NkCFDCAgIIDo6mvLyctatW8f27dvZu3evrbekqKgIsB+6io6O5pVXXrGrs7GxEaPRyJ49e5yOo6uPPvqIpUuXMmnSJCZPnsyOHTv4y1/+wn/+53/alfPx8SEkJMR2BQcHO/Gdd0wmI4u7Uuc5OiATkl2prUV6dITzsv7HIZe0m/rrWKfKNTQ0cODAATIzM/Hz87N75ufnx4oVK1i7di1Xr14lKCgIgJycHJKTkzl8+DAnTpwgJSWF0NBQ0tPTHbaxdOlSTp8+zc6dO4mIiGDfvn0kJCRQUlLCQw89xKVLl4iJieHRRx/l4MGDBAYGcvToUUwmE2vWrKGqqoqGhgZ27NgB4DCJSEpKYv369WzatAkPD0ufyO7duzEajTz11FNOxeGMa9euYTabbd8Lq+LiYoYPH05gYCCzZs3izTffZPjw4U7V2ZVLEx2llAewCngZGA38Bfg98FOt9fVbvHcdkHGTIu1aa+/+iVQMNF2HqiTRcZ3WTkNXsvJKuLvq6mq01kyYMMHh84kTJ6K1prq6mhkzZgAQGhrKli1bUEoxfvx4vvzyS95++22Hic7p06fJzc2ltraWUaNGAbBy5UoKCgrYtm0b2dnZZGVl4e/vz65duzAYDABERkba6jAajbYek54sWbKEtLQ0CgsLiYuLAywJ2TPPPIPBYHAqDmesWrWK7373u0RHR9vuPfHEEyxevJgxY8ZQW1vLT37yE2JjYzl27FifhtZc3aPzC+BHwB7gLWBCx+spSqm5Wt90KUw+UOPg/oPAq8B/9HOsYgC53mafR0ui4zr2PTqS6Iibc7ZnxdWUcnxIrXVlYefnM2fOtHsdHR3N2rVraWxsZPDgwXbvLysrQ2vNxIkT7e63tLQQG2v53nzxxRfExMTYkpy+GDp0KPPnzycnJ4e4uDjq6uooLCwkIyPD6ThuJT09neLiYoqLi/H09LTdX7Jkie3XkydPZtq0adxzzz3s3buXxYsX9/qzuCzRUUo9APwjkK+1/n6n+2eBLcASYGdP79danwBOOKh3W8cvf9uvAYsBRYau7hxtneboSI+OcHf33XcfSikqKytZtGhRt+dVVVUopRg7dmyf6jebzSilKCkpwdvbftDCaDQC9Ns2DUlJSSxfvpzs7Gxyc3MZOXIkMTExTsdxM2lpafzbv/0bhYWF3HvvvTctGxYWRkREBNXV1X36HK6cjPxDQAG/7HL/XaAZSOpthUopPywJ0kXgwDcNUAxcXYeuZDKy63Tu0WmTHh3h5oKDg5k/fz7Z2dk0N9v/O9Pc3ExWVhbx8fF282KOHDlil5x8/vnnhIWFdevNAZgyZQpaa+rr6xk3bpzdFR4eDsDUqVMpLi6mtbXVYYwGgwGT6dZ/1xYuXAjAhx9+SE5ODomJibaeJ2fi6MmqVavYuXMnhw4dYvz48beM48qVK1y8eJHQ0NBblnWkV4mOUipaKZWjlDqqlDqtlDrT5Trdi+qmA2bgaOebWusbwPGO5731LDAYeE9rLf9iih5db7vOPWn3cE/aPYD06LiK1tpujk679OiIAWDr1q20t7czd+5cDh06xPnz5ykqKmLevHlordm6datd+UuXLrF69WpOnTpFXl4emzZtIi0tzWHdkZGRJCYmkpycTF5eHmfOnKG0tJTNmzeTn58PwIoVK2hqauLZZ5+lpKSEmpoacnNzOX78OACjR4+moqKCU6dOceXKFdra2hy25evry+LFi8nMzKSsrIykpKRexeFIamoq7733Hrm5uQQFBVFfX099fT1NTU0ANDU1sWbNGg4fPkxtbS1FRUUkJCQwfPhwvve97zn/m9CJ04mOUurvgWLg+4AvcA74U5frXC/aDgOuaK1bHDy7CHxHKdXbAcZlgAb+by/fJ+4y1sTGx9MysU320XENU5sZbf76J1np0REDwdixYyktLeWBBx7ghRde4N577+X5559nwoQJlJSUMGbMGLvyiYmJmEwmHn74YVJSUli2bFmPiQ7Ae++9x9KlS3nttdcYP348CxYs4JNPPuGeeyw/uIWHh/PJJ5/Q2trKnDlzmDJlCu+88w5eXpbZKikpKUyYMIGoqCiGDRvWbWl3Zy+88AL/9V//xdSpU7tNsL5VHI5kZ2dz7do14uLiCA0NtV2bN28GwNPTk/LychYuXEhkZCQvvvgi999/P4cPH+7zXkLK2bE8pdQpwATM1Vpf6lNr9vWdBry11qMcPPtX4AUgSGv9Vyfrux84CXystZ7rRPnlwHKAUaNGTfvTn/7Um/CFm0srTKPgXAEj/Ebw5+Y/s2rqKl6a/JKrw7rrNDe28t5rxbbXMxfdy7QnRrsuIHFHOXbsGNOmTXN1GC4XHR3NrFmz2Lhxo6tDuWN1/FlxOAO8N0NX9wD/pz+SnA7NQE/rxHw7lXHWso6v/+JMYa31b7TWUVrrqGHDhvWiGTEQNLc3U5dTR+2OWsB9h650ayuN+/bRfvWqq0Ppk649OO2tso+OEFYtLS2UlpZSWVnJpEmTXB2O2+pNonOBnhOTvriEZXjKUZ3hWIa1HM+k6kIp5QX8PdCAZam6EDd1ve06rZdbaf2z5Y+Yu05Gbjx4kIvpr/Df237j6lD6pK3LTsgydCXE1/bv309sbCwJCQk899xzrg7HbfVmefmvgUSl1C/6aaJvCfA4MAP41HpTKeULfBf4pBd1JQAjgF/1MOdHCDvWOTlenpa/Au7ao9Ne/2fL18uXXRxJ33SeiAyyvFyIzhYtWkRjY6Orw3B7vUl0jmGZiHxUKZUFnMUyZ8eO1trZBOV3wD8Bq+mU6AApgB+QY72hlBqLZT7PyR7qsg5byd45winWfXS8PSz7P7hromO6ZvlH0NzsnpOp27okOrJhoBCiv/Um0fm406//Bcvqps5Uxz1PnKC1Lu9ImFYqpfKBfXy9M/Ifsd8s8GMsc4S6TTRSSoUBTwBHtdblzn0UcbezJjpeHu7do2O+ZlmS6a6JjvVAT+Wh0GYtQ1dCiH7Xm0Rn6W1ofzVQi2X101PAFeAdLGddOTsrMRlLcuXUJGQh4OuhK28Pb0yY3DfRabpm+eqmiY41sfH19+Kra22S6Agh+p3TiY7Went/N94x1+etjutm5Ubf5Nl6YH3/RiYGsnZzOy0my1QuTw9PTJjcdjKyqdHNE52OoSsff2++utYmGwYKIfqdK4+AEMIlrL03QQ8FEfV3UXb33I35mpsnOh2rrnz9vTtey/JyIUT/6u0REP5Kqf+llDqhlGrquE4opdYppfxvV5BC9CfryeX3xN/D9//Bcp6suyY6JjdPdKyrrmyJjvToCCH6WW+OgAjGci7VWiAE+KLjGgH8FMtqrOCeaxDizmCdn+Pr5ev2R0DYenSuX++3E4u/TdahK98Ayyi6rLoSd5vZs2ezcuXKb1ymPyilyMvLu+3tfNt606PzM2A8sBII1Vr/ndb677CcWZUK3A+s6/cIhehnX7VZem9MfzHxl3N/sdxz8x4dTCZ0DycV38lauw5dSY+OGCAuXrzI8uXLiYiIwGAwEB4eTkpKChcuXOh1Xfn5+WzYsKHfYktOTmbBggXd7tfV1ZGQkNBv7TiSlZXFgw8+yODBgxk8eDDR0dHs3bvXrozWmnXr1hEWFobRaGT27NlUVlb2uc3eJDpPA/+itc7uvGGg1tqktf4/WA7SXNTnSIT4lliHrqreq2LLui2Ae+6MrM1mzB0n/oJ7Dl+1dRm6am8xuWXPlBCdnT17lqioKCoqKti+fTs1NTV88MEHVFZWMn36dGpra3tVX3BwcJ8PtOyNkJAQfHz68wCE7iIiIvjnf/5nysrKKC0tJTY2lkWLFnHixAlbmZ///Oe89dZbvPPOO5SUlDB8+HDmzZvHNesPdr3Um0RnBJahqp6UdZQR4o5mHabyUB54KA8UijZzG+3m9lu8885ibm6GTkmB+bobJjodQ1UGX088PBVaW040F8Kdpaam4uHhQUFBAXFxcYwaNYo5c+ZQUFCAh4cHqampduXb29tZtWoVQUFBBAUF8eqrr2I2f/33oOvQVWtrK6+//joRERH4+/szffp0PvroI7s6T548ydNPP82QIUMICAggOjqa8vJy1q1bx/bt29m7dy9KKZRSFBUVAfZDV9HR0bzyyit2dTY2NmI0GtmzZ4/TcXS1cOFC4uPjGTduHJGRkbz55psMGjSIw4cPA5benF/+8pe88cYbfP/732fSpEls376da9eusXPnzpvW3ZPe7KPzZ2DKTZ5P6SgjxB3Nulmgp7Lsbenr5ctX7V/xVftXDDLc/p+a+ou5y9bw5ubrLoqk76yTkb28PfHy9qDVZKKt1YSXwal9R8Vd6K3nug+5fBte+d2HTpVraGjgwIEDZGZm4ufnZ/fMz8+PFStWsHbtWq5evUpQUBAAOTk5JCcnc/jwYU6cOEFKSgqhoaGkp6c7bGPp0qWcPn2anTt3EhERwb59+0hISKCkpISHHnqIS5cuERMTw6OPPsrBgwcJDAzk6NGjmEwm1qxZQ1VVFQ0NDezYsQOw9Bh1lZSUxPr169m0aRMeHpY+kd27d2M0GnnqqaeciuNWTCYTu3btoqmpiUceeQSw9IbV19fz+OOP28oZjUYee+wxPvvsM15++eVb1ttVbxKd/wBeVkqVAe9aN/RTSnkALwH/AGzrdQRCfMs69+gA+Hj6uGWiY7rWZPdau+XQlaUXzcvHE0+DJ9ww0dZiwhjg4sCE6KPq6mq01kyYMMHh84kTJ6K1prq6mhkzZgAQGhrKli1bUEoxfvx4vvzyS95++22Hic7p06fJzc2ltraWUaNGAbBy5UoKCgrYtm0b2dnZZGVl4e/vz65duzAYDABERkba6jAajfj4+BASEtLj51iyZAlpaWkUFhYSFxcHWBKyZ555BoPB4FQcPSkvLyc6OpobN24QEBDAnj17mDx5MgD19fUAjBhhP0A0YsQILl682GOdN9ObROenwDwgG/hfSqlTHffvB4YBNUBGn6IQ4ltknaNj7dGxrrxyt3k65mtde3TcMNHpGLryMnjg5W1JPNtlLx1xE872rLiaUt1OLAKwzUHr/HzmzJl2r6Ojo1m7di2NjY0MHjzY7v1lZWVorZk4caLd/ZaWFmJjYwH44osviImJsSU5fTF06FDmz59PTk4OcXFx1NXVUVhYSEZGhtNx9OT+++/n+PHj/PWvf2X37t28+OKLFBUVMWnSJFuZrt8/rXWP39Nb6c3OyP+tlIoCXscy6Xh6x6MzWI5f+LnWWo5ZFXc8W4+Ox9c9OuB+K69MXSbmma6739CVNdHxNnjaEh1ZeSXc2X333YdSisrKShYt6r4+p6qqCqUUY8eO7VP9ZrMZpRQlJSV4e3vbPTMajQD9NqE/KSmJ5cuXk52dTW5uLiNHjiQmJsbpOHpiMBgYN24cAFFRUZSUlPCLX/yC3/72t7Zepvr6ekaOHGl7z+XLl7v18jirVxsGaq0btdb/U2v9gNbar+OapLX+iSQ5wl1Yl5d7Yt+j426JTucVV+B+Q1da66/n6Bg88DJYe3Qk0RHuKzg4mPnz55OdnU1zl7+Tzc3NZGVlER8fbzcv5siRI3bJyeeff05YWFi33hyAKVOmoLWmvr6ecePG2V3h4eEATJ06leLiYlp72HLCYDBgMt3679nChQsB+PDDD8nJySExMdHWq+JMHM4ym820tFiO5RkzZgwhISEcPHjQ9vzGjRt8+umntnk8vSVHQIi7jnXo6ntrvsfrma/j4+Wemwaauk1GdrP428xos8bDU+Hh6YGntyXxlB4d4e62bt1Ke3s7c+fO5dChQ5w/f56ioiLmzZuH1pqtW7falb906RKrV6/m1KlT5OXlsWnTJtLS0hzWHRkZSWJiIsnJyeTl5XHmzBlKS0vZvHkz+fn5AKxYsYKmpiaeffZZSkpKqKmpITc3l+PHjwMwevRoKioqOHXqFFeuXKGtrc1hW76+vixevJjMzEzKyspISkrqVRyOvPHGG3z66afU1tZSXl7Oj3/8Y4qKikhMTAQsQ1arV69m48aN5OfnU1FRQXJyMgEBATz//PPO/yZ00uPQlVLqMQCt9SedX9+KtbwQdyprQjNyzEhGRYzC57/dtEeny2Rkd0t0vu7NsSQ4tqEr6dERbm7s2LGUlpbys5/9jBdeeIHLly8zbNgwnnzySX73u98RERFhVz4xMRGTycTDDz+MUoply5b1mOgAvPfee7z55pu89tprXLhwgeDgYGbMmMGcOXMACA8P55NPPuHVV19lzpw5KKWYPHkyv/nNbwBISUmhqKiIqKgompqaKCwsZPbs2Q7beuGFF3j//feZOnVqtwnWt4rDkfr6epKSkqivr2fIkCE8+OCD7N+/n/nz59vKvPbaa3z11VekpqZy9epVHn74Yf7whz/0eS+hm83RKQK0UsqotW61vr5JedXxXNaFijuadXm5r6cv4L6TkU0dk5GVwYBubXW7fXSsB3pah6wk0REDyciRI3n33XdvWc66hw3QrafHqqWlhYCAr5cient7s27dOtatW9djvQ888AD79u1z+GzYsGH84Q9/6Hbf0dye2NjYHuf8OBNHV++///4tyyilel3vzdws0fkHLIlLW5fXQrg1a4/OH3/3R2oCavCZ7t49Op7BwbTX17tdj07nicgAntZVVzJ0JQRgSXDKy8uprKzstsmgcF6PiY7W+v2bvRbCXVl7dCr/s5Ja71qmz7QsIHS7RKfJsurKXROdzhORLV875uhIj44QAOzfv5+///u/JyEhgeeee87V4bit3pxe/lOl1KSbPH9AKfXT3jSulPJQSqUppU4qpW4opc4rpd5SSvn3oo5gpdRmpVRNRx1/UUoVKqX+rjexiLtHtw0DvdyzR8fUaEl0vDpWb7hbotPWwxyd9lbZR0cIgEWLFtHY2EhOTk63JdzCeb3ZMHAdlk0BK3p4PgnLhoE/60WdvwB+BOwB3gImdLyeopSaa919uSdKqXuwzB0KAH4LfAkMAR4Eere+Tdw1rD061kTHOlfH3RIdc8c+Op5Dh1peu9k+Oq3WXZGtiY5B5ugIIfpfbxKdW/EFnD4VUSn1APCPQL7W+vud7p8FtgBLgFud4PUBls/woNa6rtcRi7vS9faBsTOydcNAt+3Rsc3RsSQ4srxcCHE73DTRUUoNBgI73RqqlBrloGgwkAic70XbP8SyUuuXXe6/C2wEkrhJotOx3D0G+JHWuk4p5Q14a63d61978a3r2qNj8LRsk+72PTruluj0tLz8hiQ6Qoj+c6s5OmnA2Y5LY0lKzjq4jgFzgV/3ou3pgBk42vmm1voGcJyvj5joyZMdX88ppf4D+Aq4rpT6UimVdJP3ibtYm6mNNnMbHsqj29CV220YaO3RcddEx7q83Md+ebmsuhJC9KdbDV0VdXxVWA713AOc6FJGA03A51rrz3rRdhhwRWvd4uDZReARpZShYw8fR+7v+PouUA28CPgA6cAOpZS31vq9XsQj7gLWZMboZWTkGMs5Ku44GVm3taFv3AAPDzwDLZ2u7pboWFdddV1eLnN0hBD96aaJjtb6j8AfwTbx99da6yP91LYf4CjJAbjRqUxPiY51i8RrwBxrQqSU2oPloNH1SqntPU1oVkotB5YDtiPmxcBnHbby8fThjTffAODEXyy5uzslOqaOc648/PxQvpYeKXdLdGxDV972k5GlR0cI0Z+cWl6ulAoA7sGysqq/NGPpgXHEt1OZnlj/V8rt3Oujtb4K/DsQwte9Pt1orX+jtY7SWkcNGzbM+aiFW7P26Ph6+druueNkZHPHOVcefn54uGmi09ptZ2TrPjqyvFzcPWbPns3KlSu/cZn+oJQiLy/vtrfzbXMq0dFaN3HrOTO9dQn4jlLKUbITjmVYq6feHIALHV/rHTyzrsAK+gbxiQHI2qNj9DTa7rnj6eWmjl2RPfz9Ud7e4OUFbW2Yezit+E5k69Hx6TJ0JT06YgC4ePEiy5cvJyIiAoPBQHh4OCkpKVy4cOHWb+4iPz+fDRs29FtsycnJLFiwoNv9uro6EhIS+q0dR7KysnjwwQcZPHgwgwcPJjo6mr1793aLTylld82cObPPbfbm9PLjWPa56S8lHe3P6HxTKeULfBcovcX7rZOYIxw8s967/E0CFAOPdWm5r5cvqc+nkvp8qlsmOuZrX/foAF/36rjRXjpdl5fbhq5kjo5wc2fPniUqKoqKigq2b99OTU0NH3zwAZWVlUyfPp3a2tpe1RccHNznAy17IyQkBB+fngZa+kdERAT//M//TFlZGaWlpcTGxrJo0SJOnLCf/jt37lzq6upsV0/ndjmjN4lOBpCilOr5WNLe+R2Wicyru9xPwTI3J8d6Qyk1Vik1vku5/xfL/JykjqE1a9lQYBFQrbWu6adYxQBhO9Cz89CVG05Gtq648vC3bCJunaej3Wj4qvvp5XIEhBgYUlNT8fDwoKCggLi4OEaNGsWcOXMoKCjAw8Oj27lV7e3trFq1iqCgIIKCgnj11Vcxm78ewu06dNXa2srrr79OREQE/v7+TJ8+nY8++siuzpMnT/L0008zZMgQAgICiI6Opry8nHXr1rF9+3b27t1r6y2xHizaeegqOjqaV155xa7OxsZGjEYje/bscTqOrhYuXEh8fDzjxo0jMjKSN998k0GDBnH48GG7cj4+PoSEhNiu4I79wvqiNxsGJgHngAKl1H9h2YW467+qWmu9zJnKtNblSqksYKVSKh/Yx9c7I/8R+z10PsYyR0h1ev9VpdQaYBvwuVLq/wIG4P/p+Hr7BzSF27HN0fH8OtFxx52RrQd6qk49Oibca55OW9edkTsNXWmtUUr1+F5x97rwxqcuaTdio3OnCjU0NHDgwAEyMzPx6/j7aeXn58eKFStYu3YtV69eJSjIMrsiJyeH5ORkDh8+zIkTJ0hJSSE0NJT09HSHbSxdupTTp0+zc+dOIiIi2LdvHwkJCZSUlPDQQw9x6dIlYmJiePTRRzl48CCBgYEcPXoUk8nEmjVrqKqqoqGhgR07dgA4TCKSkpJYv349mzZtwsPD8ndz9+7dGI1GnnrqKafiuBWTycSuXbtoamrikUcesXtWXFzM8OHDCQwMZNasWbz55psMHz78lnU60ptEJ7nTr7/bcXWlAacSnQ6rgVosq5+eAq4A7wA/vdXxD2CZUKyUugK8BvxvLPvyHAae11r/Zy/iEHcJRz061g0Db7TfcJv/YE1dhq7cceWVtefGOmSlPBQengqzSWNqM9sSICHcSXV1NVprJkxwPNNj4sSJaK2prq5mxgzLzI3Q0FC2bNmCUorx48fz5Zdf8vbbbztMdE6fPk1ubi61tbW2FcMrV66koKCAbdu2kZ2dTVZWFv7+/uzatQuDwfLvW2RkpK0Oo9Fo6zHpyZIlS0hLS6OwsJC4uDjAkpA988wzGAwGp+LoSXl5OdHR0dy4cYOAgAD27NnD5MmTbc+feOIJFi9ezJgxY6itreUnP/kJsbGxHDt2rE9Da04nOlrr3gxzOVunCcsZV2/dotzomzzLB/L7NzIxUDlKdLw8vPBUnpi0iTZzmy3xuZOZO01GBtxy5VXXfXTA0qvTajLR1mqSREc45GzPiqv19AOT1rrb85kzZ9q9jo6OZu3atTQ2NjJ48GC795eVlaG1ZuLEiXb3W1paiI2NBeCLL74gJibGluT0xdChQ5k/fz45OTnExcVRV1dHYWEhGRkZTsfRk/vvv5/jx4/z17/+ld27d/Piiy9SVFTEpEmWhd1LliyxlZ08eTLTpk3jnnvuYe/evSxevLjXn6U/z7oS4o7naOgKLInP9bbrfNX+lVskOu7eo6O17tajA+Bp8IQbJtpaTBgDenq3EHeu++67D6UUlZWVLFq0qNvzqqoqlFKMHTu2T/WbzWaUUpSUlHQ70dxotKwmtSZT31RSUhLLly8nOzub3NxcRo4cSUxMjNNx9MRgMDBu3DgAoqKiKCkp4Re/+AW//e1vHZYPCwsjIiKC6urqPn2OXvfSKIupSqkfdFxTlTv09QuB4x4dcL8l5rYeHTdddWVqM6PNGg9PhYfn1/8M2Y6BkL10hJsKDg5m/vz5ZGdn09zlB4/m5maysrKIj4+3mxdz5MgRu+Tk888/JywsrFtvDsCUKVPQWlNfX8+4cePsrvDwcACmTp1KcXExrT1sN2EwGDCZbj3pf+HChQB8+OGH5OTkkJiYaOt5ciYOZ5nNZlpaeto/GK5cucLFixcJDQ3tVb1WvUp0lFJPAKexLA3/XcdVAtQopeb3KQIhvkWdl5f/cNkP+eGyHwJfJzruct6VuanLqquOn6DcpUen64orKy/ZS0cMAFu3bqW9vZ25c+dy6NAhzp8/T1FREfPmzUNrzdatW+3KX7p0idWrV3Pq1Cny8vLYtGkTaWlpDuuOjIwkMTGR5ORk8vLyOHPmDKWlpWzevJn8fMssjhUrVtDU1MSzzz5LSUkJNTU15Obmcvz4cQBGjx5NRUUFp06d4sqVK7S1tTlsy9fXl8WLF5OZmUlZWRlJSUm9irghjzMAACAASURBVMORN954g08//ZTa2lrKy8v58Y9/TFFREYmJiQA0NTWxZs0aDh8+TG1tLUVFRSQkJDB8+HC+973vOf+b0InTQ1dKqUex7Dh8HdgCVHQ8egDLROV/V0rN6eV5V0J8q2w9Op6+xMTF2O672+7IpsaORKdbj457JDptXXZFtrK+liXmwp2NHTuW0tJSfvazn/HCCy9w+fJlhg0bxpNPPsnvfvc7IiLst39LTEzEZDLx8MMPo5Ri2bJlPSY6AO+99x5vvvkmr732GhcuXCA4OJgZM2YwZ45l95fw8HA++eQTXn31VebMmYNSismTJ/Ob3/wGgJSUFIqKioiKiqKpqYnCwkJmz57tsK0XXniB999/n6lTp3abYH2rOBypr68nKSmJ+vp6hgwZwoMPPsj+/fuZP9/SV+Lp6Ul5eTn/+q//yl//+ldCQ0OZM2cOv//97/u8l1Bv5uj8FMsuxA9rres6P1BKbQKOdJR5ok+RCPEt6HyoZ2fuN3Rln+i42xwdRxORATw79tKRTQOFuxs5ciTvvvvuLctZ97ABuvX0WLW0tBAQ8PWkNW9vb9atW8e6det6rPeBBx7ocZO9YcOG8Yc//KHbfUdze2JjY3uc8+NMHF29//77N31uNBpvuRdPb/Vm6Oph4DddkxyAjnvvAn3fo1mIb8FXbZZExsfLh+KPiyn+uNj2Gtwn0em6YaC7rbqyHf/QtUdHhq7+f/bOPE6K+sz/76f6mkuOwUFuQaLrgTEa8Fj5ZQU0GpWEaDzBLK6B5CdulHj+NCprvNYjp7gqmmgUWBXJ7iYe8cKgWY0QYhQiBBCUU0Fgrp7p8/v7o7q6a3r6qKruma4e6v169YuZquqq7zA91U8/z+f5PB4eaSKRCCtXrmTNmjXpjiQP+9gJdILoTsT5aEkd4+HhWtpjKY2Or4bFjy1m8WOLAS+j09tkOq7yaHSqMKNTrk4XDw+DF198kcmTJzN16lQuuOCCSi+narFTuvoQuFBE5iul4uYdIuIHLkgd4+HhWnJNL4fqCnSUUpmMjqHRqToxsn4LCYSyS1eprqsqy+jEYzGevP77HDRmLGf+6zWVXo5HH2HatGm0tLRUehlVj51A5z+AR4DXROQe4G+p7UcB16KXtmaXd3keHuUln0bH8NWpBjGy6uiARAIJBvXJ5ZgyOlXSXp7LQ0f/vjrnXTV/uoM927YQbmmu9FI8PDyysOOM/KiIHApcA0zMcci9Sqncbj8eHi7BXLoyY5gEVkNGJ5HloQNVrNEJ5C5dxaPV5aPTvm8vANFwe9WMEfHw2F+w5YyslLpeRB4DvgGMQR+yuRH4H6XU33tgfR4eZUMplRYjdytd+avHRyeZckUWU6BTbRodo3TlD+VpL++sroyOEegkEwnikQiBmpoiz/Dw8OgtbI+ASAU09/bAWjw8epRYMkZcxfFrfvxa15d+NU0wz+64AnNGp7pKV/nay6ut68oIdAAi4XYv0PHwcBGOZl2JyD8Ah6S+/Ugpta58S/Lw6BnMZoHZVJNhYHbHFVSfGDlWzBm5yjQ6XQOdMA2Ngyq4Gg8PDzO2Ah0RmQz8Ajg8a/ta4PtKqdfKuDYPj7JiHv8AMH/R/PS+6tLodM/oGKUrVSXOyNF8zshV2nUVbt6X/joSbqvgSjw8PLKx7KOTCnJeAkahmwPOBX4APAqMBF5MHePh4UoKZXSqqXSVPdATqliM3K101TcyOh4eVjnllFO44oorSj6mHIgIS5Ys6fHr9DZ2DAPvBD4FDldKfU8p9XOl1M+UUt8FjgQ+A+7oiUV6eJSDfB46UF3OyImUGNkc6OD3g8+HisVQeSYWu4nMCIjcYuSqy+hkaXQ8PLZt28bs2bMZMWIEwWCQ4cOHM2vWLLZu3Wr7XEuXLuWuu+4q29pmzpzJ2Wef3W37jh07mDp1atmuU4w777wTEekWxCmlmDdvHsOGDaO2tpZTTjmFNWvWOL6OnUDni8DDSqlt2TuUUluBh4Fj7FxcRDQRmSsia0WkU0S2iMj9IlJf/NkgIirPw8sdVxsfvw1bVvToJdKt5alA5+6b7ubum+4GqsswMJ3RMZeuRKoqqxMzuq66aXQMH50qay83l66qxMvIo+fYtGkT48ePZ/Xq1TzxxBNs2LCBp556ijVr1jBhwgQ2b95s63yNjY2OB1raYciQIYRCoR6/DsA777zDggUL+OIXv9ht3z333MP999/PL37xC1asWMHgwYM57bTTaG0tNJwhP3YCnWaKj4DYV2B/Ln4C/BjdfPBfgWeB7wO/FRGra3sTuCTrcZnNdXhUkkQMnjoXFp4LPWijn24tT5WptmzawpZNW4DqEiPnzOhQXS3mxUdAxLs9x60kkwk6TO61XkbHY86cOWiaxquvvsqUKVMYNWoUkyZN4tVXX0XTNObMmdPl+Hg8zpVXXsnAgQMZOHAg1157LclkJtjPLl1Fo1Guv/56RowYQX19PRMmTOg2CHPt2rV8/etfp3///jQ0NHDSSSfxwQcfMG/ePJ544gmef/55RAQRSQ8WNZeuTjrpJK6++uou52xpaaG2tpbf/OY3lteRi+bmZqZPn85jjz3GwIEDu+xTSvHTn/6UG264gXPPPZdx48bxxBNP0NrayqJFi4qeOxd2xMjPAhflGQERAC5KHWMJETkKPbhZqpQ617R9E/Bz4ELAyk/1kVLqKavX9XAhnc0Qa4cYEG2HUEPRpzihYOmqyjM6oOt0ElRXoJNduvIZPjpVZBjY0dKCUpn1Rjvc//9fzdiZlF2J6+7Zs4eXXnqJ22+/nbqsDyN1dXVcfvnl3Hzzzezduzf9Jr9w4UJmzpzJ22+/zfvvv8+sWbMYOnQoP/jBD3Je49JLL2Xjxo0sWrSIESNG8MILLzB16lRWrFjBMcccw/bt25k4cSInn3wyr7zyCgMGDODdd98lkUhwzTXX8OGHH7Jnzx6efPJJQM8YZTNjxgzuvPNO7r33XjRN/7t87rnnqK2t5ayzzrK0jnzMnj2bb33rW0yePJnbbruty75Nmzaxc+dOvvrVr6a31dbW8pWvfIX//d//5bvf/W6xX0E37AQ6DwH/CCwXkZ8AawGFrs+ZC/iAh0RklPlJSqlP8pzvInTDwZ9mbV8A3A3MwFqgg4gEgaBSyitZVSMdpkRgZ3PPBTqxvhHo5M3oVFGLeTRve7n+fbyKxMhmITJAp1e62q9Zv349SimOOOKInPuPPPJIlFKsX7+e448/HoChQ4fy85//HBHh8MMP5+9//zs//vGPcwY6GzduZPHixWzevJlRo/S32yuuuIJXX32Vhx9+mAcffJD58+dTX1/Ps88+SzCod5Qedthh6XPU1tYSCoUYMmRI3p/jwgsvZO7cuSxbtowpU6YAekB23nnnEQwGLa0jFwsWLGDDhg3pICubnTt3AnDQQQd12X7QQQexbVs35Ywl7AQ6q9EDGwH+M2ufmI7JxpdjG8AEIAm8a96olOoUkfdS+63wLfSgyCciu4CngR8qpbyhM9VCp+lX1bkP+g/vkcuk28tz+ehUkRg5V9cVVE/nlVLKpNHJ3V4eiyaqZpRCdqAT9UpXPUqlMjp2yffaNabcm/efeOKJXb4/6aSTuPnmm2lpaaFfv35dnr9q1SqUUhx55JFdtkciESZP1huf//KXvzBx4sR0kOOEQYMGcfrpp7Nw4UKmTJnCjh07WLZsGbfeeqvldWSzbt06brzxRt58882ia8v+/yvlfmAn0LkNPdApF8OA3UqpSI5924B/FJGgUqpQC8m76OWyDUA/4EzgCuCfROQfvQxPldCZldHpIQpldKqrvby7YSBUj0YnHkuiFGg+QfN1DXREEzSfkEwoErFkt4yPGzECnUCohlik09Po7OcceuihiAhr1qxh2rRp3fZ/+OGHiAhjx451dP5kMomIsGLFCgKpob4GtamsriqT1nHGjBnMnj2bBx98kMWLFzNy5EgmTpxoeR3ZvP322+zevZtx48altyUSCZYvX85DDz1Ee3t7Osu0c+dORo4cmT7us88+65blsYqdoZ7zHF0hP3VAriAHoNN0TN5ARyl1QtamX4vI++ht7ldSoN1dRGaTmrZupN08KoQ5uOmwq2e3Tr7J5dDVMNDtmYRchoFgyui4vHSSz0PHwB/QiCYSxKKJqgh0DLPAfk2D+XzrJ16gs5/T2NjI6aefzoMPPsjcuXO76HTC4TDz58/na1/7WhddzJ/+9Kcu95133nmHYcOGdcvmABx77LEopdi5cyeTJk3KuYbjjjuOp556img0mjNzEgwGSSSKl4e/8Y1vMHv2bH73u9+xcOFCpk+fnl6jlXVkM23aNMaPH99l26WXXsqhhx7KjTfeSDAYZMyYMQwZMoRXXnmFCRP0wk5nZydvvvkm997rbPqUna6rchMG8vWx1ZiOscu96MHRWYUOUko9opQar5Qa39TU5OAyHmWjlzM6hh7n5Mknc/LkkwHQRCOg6Z9KOhPu7rwqmtFxuTuy0VEVCOW+/RjBTbWYBhoZnX5NgwHPMNADHnjgAeLxOKeeeiqvv/46W7Zs4Y033uC0005DKcUDDzzQ5fjt27dz1VVXsW7dOpYsWcK9997L3Llzc577sMMOY/r06cycOZMlS5bw0UcfsXLlSu677z6WLl0KwOWXX05bWxvnn38+K1asYMOGDSxevJj33nsPgNGjR7N69WrWrVvH7t27icViOa9VU1PDOeecw+23386qVauYMWOGrXVkM2DAAMaNG9flUV9fT2NjI+PGjUt3gV111VXcfffdLF26lNWrVzNz5kwaGhq4+OKLbf8uwP4ICA34Z+CbmGZdAUuBXytz60FxtgNHikgoR/lqOHpZy7bzmVIqJiLbgQPtPtejQmRrdHqI7NLVxd/p+kdT46shlozREe/ImfVxAyqR0DM2ImnxsUG1aHTyCZENqs0d2Qh0+jfpafVq9tFJtEUhCb5+zrUdHjB27FhWrlzJbbfdxiWXXMJnn31GU1MTZ555Jk8//TQjRozocvz06dNJJBKccMIJiAiXXXZZ3kAH4Fe/+hV33HEH1113HVu3bqWxsZHjjz8+nVkZPnw4y5cv59prr2XSpEmICEcffTSPPPIIALNmzeKNN95g/PjxtLW1sWzZMk455ZSc17rkkkt4/PHHOe6447oJrIutwynXXXcdHR0dzJkzh71793LCCSfw8ssvO/YSshzoiEgt8ALwFXStzo7UrjPRsyffFpEzlVJWPw6vAL4KHI/uhWNcpwb4ErDc6tqy1lkDjADecfJ8jwrQJdDpwYxOgdIV6ILk1lirq3U6yTZddia1tYiWpW+pkkAnXboK5MnoGPOuqsQ0MNwto1OdgY5Sis8eeA8VSzL0xhMQn3vLt9XAyJEjWbBgQdHjDA8boFumxyASidDQkOlGDQQCzJs3r6Aw+6ijjuKFF17Iua+pqYmXX3652/Zc2p7Jkyfn1fxYWUcxzD+/gYiUfF4zdkpXPwT+CbgfaFJKjVRKjUTPnNwHnALcZON8T6MHTFdlbZ+Frs1ZaGwQkbEikj1INN944B+hB3C/tbEWj0pi1uX0gkbHEB5/8tEnfPJRxv0g3WIec2+gk8jTcQXVM8E8mscV2cAfzHReVQNGRueAQXoSOdrZgUpWR5BmJhmOk9gXIdkeI9mRu5Th0btEIhFWrlzJmjVrugh4Pexhp3R1AfCMUuo680al1D7gehE5GN0b52YrJ1NKfSAi84ErRGQperboCHRn5D/Q1UPnNeBgMm3sAD8UkROBZcAnQAN6dmkS8Cf0Kese1UAvZXSyR0D8+w//HchMMU+7I7tYo5PM46ED5oyOuzMKabPAUL7SVXV56Rhi5Np+/TOdVx1haup7xg+qp0jsyygIkh1xfA1e+arSvPjii3z7299m6tSpXHDBBZVeTtViJ9AZgZ65yccfgO69dIW5CtiM3v10FrAbPUC5xYLe5w10s8J/BgYBCWA9elbpxzZKaB6Vprc1Ojl8dKA6TAPzdVxB9Wh0MuMfCpeuqiGjE4/F6GxvQzSNUG0dgRo90ImGqzDQ2Zu5ZSY7qmcER19m2rRptJjGi3g4w06gsw84tMD+L2Bz1pVSKoFeCru/yHGjc2z7b+C/7VzPw6X0VtdVgREQUB2BTr6OK6hCjU6B9nKoDjFyuFkvW9U0HIBoGsGaWsLN+6pSpxPPyuh4ePQV7Gh0XgEuF5HTs3eIyFeB/wsUn+bl4ZFNb/noFDAMhIw7shEQuRFLGR2Xd/1E87giGxgBULwKMjqGPqe2Qe8GCaR0UtXYeWXO6Cgv0PHoQ9jJ6PwQOB14QUT+AqxJbT8KOBa97HRLeZfnsV/QCxodpVQ3MXI21SBGzjf+AaovoxPoA+3lhj6n5gDd2C0Y0n8HkY7qC3S8jI5HX8WOM/LHIjIeuAuYChyX2tUKLAZuLDDA08MjN0plDfXsmYxOJBEhqZIEtAA+LfcbrBEAuVmMnG+gJ2QyOsrlgU400ndKV+mMTsrfI1CTyui4/HeQiy5i5LAX6Hj0HWwZBqYCmemie0A3oXdBfabKNVjDY/8j1gHJGPgCkExAtA0ScfDZemkWpZg+B7qOgXAr6YxOjtJVenp5lTgj5y9dVY+PTqZ0lcropEtX1TdmL7HPEyN79E0svZuISAPwP8BCpdRjqcDmsx5dmcf+gVGqCh6gBzyRVn1bfT6bJGekW8tNZavrb7++yzHVIEa2ktGp/tJVagREVWh0UqWrlJlbIPU7qLaMTjKaINmeCW68QMejL2FJjJyaAj6hh9fisT9ilKpCDXqwY95WRnIJkUcdMopRh2QGuhr7qkKjkyujUyWBTrERENVUugqnS1epjE460KkujY65bAVeoNObnHLKKVxxxRUlH1MORIQlS5b0+HV6GztdV++hG/p5eJQPI6MTOkAPdqBHAh0jS1OodFUNGZ2ChoGBAGgaKhpF5RnS5wZixbqujBEQ1ZDRyRIjZzQ6VRboGB1Xmu7J6jkjl862bduYPXs2I0aMIBgMMnz4cGbNmsXWrVttn2vp0qXcddddZVvbzJkzOfvss7tt37FjB1OnTi3bdYpx5513IiLdgriZM2emB3wajxNPPNHxdewEOrcCs0SktGldHh5m0qWrBlOgU/7Oq1ylq0WPLmLRoxkD7mpwRjZGQEiuQEekKrI6sWJi5GAVZnRS7eXBKhUjGx1X/kHG68fL6JTCpk2bGD9+PKtXr+aJJ55gw4YNPPXUU6xZs4YJEyawefNmW+drbGx0PNDSDkOGDCEUCvX4dQDeeecdFixYwBe/+MWc+0899VR27NiRfuSb22UFO4HODPRRC6+KyCoR+U8R+WXW4zHHK/HYPzE6roIN+sO8rYzkEiP/8fU/8sfX/5j+vjoyOvl9dKA6dDrpERB5MjppjU4VBDqGGDndXl5TnWLkxN5UoNOkr9/z0SmNOXPmoGkar776KlOmTGHUqFFMmjSJV199FU3TmDNnTpfj4/E4V155JQMHDmTgwIFce+21JE3z0rJLV9FolOuvv54RI0ZQX1/PhAkT+P3vu9rYrV27lq9//ev079+fhoYGTjrpJD744APmzZvHE088wfPPP5/OlhiDNc2lq5NOOomrr766yzlbWlqora3lN7/5jeV15KK5uZnp06fz2GOPMXDgwJzHhEIhhgwZkn40NjYWPW8+7LS2zDR9/aXUIxsFXOZ4NR77H+bSVTKVLu9BjU6+yeWQCXSqwjAwR0YHqkOnY1Wj4/bSVbSzg1ikE58/QCD1KdgQI0dd/P+fi3iq48p/YKpzz8WBzmuvj63IdadM3mjpuD179vDSSy9x++23U5f1d1pXV8fll1/OzTffzN69e9Nv8gsXLmTmzJm8/fbbvP/++8yaNYuhQ4fygx/8IOc1Lr30UjZu3MiiRYsYMWIEL7zwAlOnTmXFihUcc8wxbN++nYkTJ3LyySfzyiuvMGDAAN59910SiQTXXHMNH374IXv27OHJJ58EyBlEzJgxgzvvvJN7770XTdP/Jp977jlqa2s566yzLK0jH7Nnz+Zb3/oWkydP5rbbbst5zFtvvcXgwYMZMGAA//RP/8Qdd9zB4MGDi/zv58aOj46d7I+HhzXMpat0oFP+0lUxs0DIOCO7W4xcONBx+wRzpZRljY7bMzqZbM4B6I4b1azRSWV0GmtAQMWSqHgS8Xu3fbusX78epRRHHJFb0nrkkUeilGL9+vUcf/zxAAwdOpSf//zniAiHH344f//73/nxj3+cM9DZuHEjixcvZvPmzYwapTdTXHHFFbz66qs8/PDDPPjgg8yfP5/6+nqeffZZgkHdNuOwww5Ln6O2tjadMcnHhRdeyNy5c1m2bBlTpkwB9IDsvPPOIxgMWlpHLhYsWMCGDRvSQVYuzjjjDM455xzGjBnD5s2b+eEPf8jkyZP585//7Ki0Vl6zEg8Pu5i7rpKpT5E9ULoyNDpGMJMLt5eukpEIKhoFvx8J5p4snRkD4c5AJx5LohRoPkHz5SldGRqdqLt9dMKp1nJDnwMmH51qC3RSGh3fAUEk5EN1JvQJ5ge4b4K51cxKpTGC32wM2znz/hNPPLHL9yeddBI333wzLS0t9OvXr8vzV61ahVKKI488ssv2SCTC5MmTAfjLX/7CxIkT00GOEwYNGsTpp5/OwoULmTJlCjt27GDZsmXceuutlteRzbp167jxxht58803C67twgsvTH999NFH8+Uvf5mDDz6Y559/nnPOOcf2z+Io0BGRfwAOSX37kVJqnZPzeHikA52gKdDpiYxOkcnl5n1uFSObszn5bqJuL10VG+gJ4E9pdOJuz+g0d20tB3N7uTv//3OhEkkSLXqgozUE0Gr8JFwc6LidQw89FBFhzZo1TJs2rdv+Dz/8EBFh7FhnJbhkMomIsGLFCgKBQJd9talAu1wevjNmzGD27Nk8+OCDLF68mJEjRzJx4kTL68jm7bffZvfu3YwbNy69LZFIsHz5ch566CHa29tzZmyGDRvGiBEjWL9+vaOfw1agIyKTgV8Ah2dtXwt8Xyn1mqNVeOy/pDU6DbozMvRoe3khjY7bnZGL6XPA/WJkwxU5EMpfEkmXrqIJlFJ5g7pKky5dmTI6vkAQ0TTi0QiJeAyfP5Dv6a4h0RwFBVp9APFpSEgPNN2s03EzjY2NnH766Tz44IPMnTu3i04nHA4zf/58vva1r3XRxfzpT3/q8lp/5513GDZsWLdsDsCxxx6LUoqdO3cyaVLuJujjjjuOp556img0mjNzEgwGSSSKf5D4xje+wezZs/nd737HwoULmT59enqNVtaRzbRp0xg/fnyXbZdeeimHHnooN954Y94sz+7du9m2bRtDhw61dJ1sLBdgU0HOS8AoYAEwF/gB8CgwEngxdYyHh3XMGp1gL7SXm7quRo4ZycgxI9PfpzU6Lg10iulzwJTRcen07GJCZADRBM0noCARc2/5KmzS6BiISNW1mBujH7QD9KBM8wKdknnggQeIx+OceuqpvP7662zZsoU33niD0047DaUUDzzwQJfjt2/fzlVXXcW6detYsmQJ9957L3Pnzs157sMOO4zp06czc+ZMlixZwkcffcTKlSu57777WLp0KQCXX345bW1tnH/++axYsYINGzawePFi3nvvPQBGjx7N6tWrWbduHbt37yaWx3erpqaGc845h9tvv51Vq1YxY8YMW+vIZsCAAYwbN67Lo76+nsbGRsaNG4eI0NbWxjXXXMPbb7/N5s2beeONN5g6dSqDBw/mm9/8pu3fBdjL6NwJfAqcqJTaZt4hIj8C3gHuAE5ytBKP/ZMOs0Yn0XVbGcklRr7hjhu6HGPsc6sYOVGktRyqIKNjIdAx9kc74sQiiaLHVgrDLNBcugK98yoSbicSbqeuX/9KLM0W8b0ZfQ7gZXTKwNixY1m5ciW33XYbl1xyCZ999hlNTU2ceeaZPP3004wYMaLL8dOnTyeRSHDCCScgIlx22WV5Ax2AX/3qV9xxxx1cd911bN26lcbGRo4//vh0ZmX48OEsX76ca6+9lkmTJiEiHH300TzyyCMAzJo1izfeeIPx48fT1tbGsmXLOOWUU3Je65JLLuHxxx/nuOOO6yawLrYOJ/h8Pj744AN+/etfs2/fPoYOHcqkSZN45plnHHsJ2Ql0vgjcmR3kACiltorIw8D/s3NxEdGAK4HvAqOBXcAzwC1KKVsfSUWkDliTOs98pVTP+2V7lE6X9vJE121lJNcIiGwCWgBBiCajJJKJvFPOK4WtjI5LxbDRVMdVPg8dA39AI9qhd17V9rxPmiPas8wCDYzOq2ppMTcLkQG0Gv1tIRn23JFLYeTIkSxYsKDocYaHDdAt02MQiURoSM1TAwgEAsybN4958+blPe9RRx2V12SvqamJl19+udv2XNqeyZMn59X8WFlHMcw/P+j6HitePHaw0zvYDLQW2N8C2P0o/hPgx8DfgH8FngW+D/w2FQTZ4TbgQJvP8ag0OUtXPdd1VSjQERFXuyNbyui4vL28mCuygc+k03Er4SyzQAOjdNVZJaaB8b1G6aprRsczDaw8kUiElStXsmbNmi4CXg972AkmngUuEpFuWSARCQAXpY6xhIgchR7cLFVKnaOUWqCU+gG67mcScGHBE3Q913HAVehjKjyqhWTSFOjUdx0BUaauAYP0rCtT6WrOxXOYc3FXh1I3t5gnW+xkdFwa6KRLV8UzOgDxiHs1Ou052ssh03lVtRkdr3TlGl588UUmT57M1KlTueCCCyq9nKrFTqDzEHqpa7mInCciR4vIOBE5H1gO+ICHRGSU+VHgfBcBAvw0a/sCIIw+cqIoIuJLPeclILcCysOdRFsBBYE60PzgC4IvpLeZR8tbesk1AiIXbjYNTLRZ77pSLn2TtZrRSc+7cmlGRylFuLl71xVk3JE7w9WR0ckEOroY2dPouIdp06bR0tLCwoULu7VweOs/XgAAIABJREFUe1jHjkZnNfqIBwH+M2ufmI7JJt8dbQKQBN41b1RKdYrIe6n9VpiL3u5+rsXjPdyCuWxlEDoAwhF9X6gh9/McYEWjA+4eA5FMDfQsVLpye0Yno9EpVrpyt5dOpL2dRDxOIFSDP6slNlhFGh2lVHr8g5bW6KQCHW+wp0cfwU6gcxt6oFMuhgG7lVKRHPu2Af8oIkGlVDTfCURkDPBvwG1Kqc0iMrqM6/PoacwdVwahBgjv1nU6/YeX7VK5ppfnws0anWRrC5B7crmB5vL2crulK7dmdNpztJYbVNMYiGRbDOIKCfnQUsGnhFJiZC+j49FHsDPral6Zr10H5ApyADpNx+QNdID/ADahC5ptISKzgdlAek6HRy9j7rgy6AEvnaRKZjQ6FjM6btToJOxkdFw6AiJqt3Tl0oxOuuPqgO6GbkbpKuLSYNNMtj4HPI2OR9+jkhPbwkC+wUM1pmNyIiIzgK8C31NK2e6DVEo9opQar5Qa39TUZPfpHuUgZ+kq9XUZvXQ6450oFCFfCK1IM1860HGhRifZomd0qtoZuchATwNjDIRrA508+hwwz7ty5+/ATKbjKqP/kBov0PHoW1Qy0NkOHCgiuYKd4ehlrZzZnNRzfgy8AOwUkS+IyBeAg1OH9E9tG9ATC/coE+Y5VwbB1BtHGTM6ViaXG7jZHTnRlsroFOq6qpL28uIanVTXlUtLV+E8HjqAyRnZy+h4eLiBSk4vX4GekTkeeNPYKCI1wJfQO7nyUQs0AWelHtnMSD2uBe4r03o9yo15zpVBqPxeOoYQOXty+UWXXdTtWDeXrpJ9wBnZyggIMGl0XJvRye2KDNWl0TEyOl2Gd/o10ATiSVQsgQTcZZzp4WGXSgY6TwM3ovvfvGnaPgtdm7PQ2CAiY4GAUmptalM7cF6OczYBD6K3mj8GvF/+ZXuUjXxdV+Z9ZcDI6GQP9Jw4ZWK3Y908wdzKUE+3d11ZLl0F3e2jk2vOlUFmgrn7Ax0jo6OZAh0RQavxkQzH9QnmXqDjOkSEZ599lm9961uVXkpVULHSlVLqA2A+cI6ILBWR74jI/eglqT8Ai0yHvwZ8aHpuTCm1JPsBvJg6ZGNq29976cfxcEKujE6w/BqddGu5ldKVSzM6KpkkaaV0FQyCpqEiEVTcfaWHdOkqZK293O1dV7UN+TM61dBentjbvXQFnpdOqcycORMR4fbbb++y/Y033kBE2L17t+XznH322d2279ixg6lTp5ZlrfsDldTogJ7NuQY4Cj3ouRD4BXC2UsqdH+U8ykdHDo1OD2R08o1/eOu1t3jrtbe6bAv69Bu+ERy5hWQ4DMkkUlOD+ApM/hZxdVYnXboKWGwvd2vpqmBGJzUCogoyOnFDo9PPC3TKTU1NDffccw+7du0q+7mHDBlCKJSvl8cjG0eBjoiERGS4iASLH50fpVRCKXW/UuoflFIhpdRwpdQPlFJtWceNVkpJvvOYjtuslBJvoGcvsOVdeP5qiJTg/lqwvbyMGZ1U6crI1hgsfmwxix9b3GWbEQy5LaNjZaCngZt1OpnSVXW3l4ebc49/gEx7eTTcnncYohtIdsZRnXHwS7rTykAzvHQ800DHTJo0idGjR/OjH/0o5/5EIsFll13GmDFjqK2t5dBDD+Wee+4hmdQ/48+bN48nnniC559/Xv8AI5IegCkiLFmyBICTTjqJq6++usu5W1paqK2t5Te/+Q0A0WiU66+/nhEjRlBfX8+ECRPKPjjTzdjS6KRmSt0HTER3PD4NeF1EBgOLgbuUUq+WfZUe7uOtn8C6F+Dgk2HcOc7O0Uvt5UZ2Jlujkwu3lq6s6HMM3JrRUUplRkAUKV35Xdx1lUwmCDfrr91c7eU+vx+fP0AiHiMeiaQDH7eR7rhqCCLS9XOk21vMC5Vt5syZwxlnnAHASy+9xPz58/Me+9vf/jb99VVXXcXGjRuLHmcVTdO4++67mTZtGldeeSVjx47tsj+ZTDJ8+HCeeeYZmpqaePfdd5k9ezaDBg3isssu45prruHDDz9kz549PPnkkwA0NjZ2u86MGTO48847uffee9E0/e/mueeeo7a2lrPO0nt1Lr30UjZu3MiiRYsYMWIEL7zwAlOnTmXFihUcc8wxtn+2asNyRkdEvoQuGh4L/Nq8Tyn1GXon1D+XdXUe7qV1h/5v26fOz9GZwxm5BwwDrc65Avc6IzvK6LjMNDAeS6IUaH5B0wonaH0u9tHpaGlBqSSh+nq0PGXEQK37O69ydlyl8FrMy8OZZ57JySefzE033dRtXyAQ4LbbbmPChAmMHj2a888/n+9973ssXqxnmRsaGqitrSUUCjFkyBCGDBlCMNj9d3XhhReya9culi1blt62cOFCzjvvPILBIBs3bmTx4sU888wzfOUrX+GQQw7hiiuu4Mwzz+Thhx/uuR/eRdgdAbEdOBbd0O9fsva/BpxfpnV5uJ22z/R/20uoP+cqXaU1OhUWI7vMMDBhobXcwK0ZHWP8QzEPHXB3Rietz8mRzTEI1tTQ2dpCJBymoXFQby3NFrk6rgzcrtGxmmE544wz0tmdYvz0p9nzpcvDPffcw4knnsg111zTbd9DDz3Eo48+yscff0xHRwexWIyDDz44x1nyM2jQIE4//XQWLlzIlClT2LFjB8uWLePWW28FYNWqVSilOPLII7s8LxKJMHnyZOc/WBVhR6Pzf4AFKf1MrsLzJ+jzqzz6OkplAh3jXycUKl1VOKPjttKVM42Ou7IJUYut5eBuMXK4QMeVQSBktJi7d4J53Oi46td9KnY6oxO2bTrvkcWECRM499xzuf7667tsf/rpp7nqqquYOXMmv//973nvvfe4/PLLiUYLTT3KzYwZM3juuefo7Oxk8eLFjBw5kokTdfuMZDKJiLBixQree++99OPDDz/kl7/8ZVl+RrdjJ6NTAxR698n/V+/Rt+jYC8nUDbDdWptkNxIxiLaBaBAwaWcCdfq2aJt+jK/7TdguVieXg3udkftSRqeYEBnAZ4iRo+5rvjTMAnN1XBlUwxiIxL78pSup0d8alEszOtXGnXfeyZFHHslLL72U3vbWW29xwgkncMUVmd6ZbI1QMBgkkSge7H/jG99g9uzZ/O53v2PhwoVMnz49rbs69thjUUqxc+dOJk2aVKafqLqwk9HZCHy5wP7JwN9KW45HVWDO4rQ7zOh06nObCDbogY2BaCadTouzc2dhdXI5uDij06IHOoUmlxtoxhgIlw2VjFkc6AmZWVdxF2Z0Cg30NKgGd2TDQydX6crT6JSXL3zhC8yePZuf/exn6W2HHXYYq1at4sUXX2T9+vX86Ec/4g9/+EOX540ePZrVq1ezbt06du/eTSyWO8NWU1PDOeecw+23386qVauYMWNGl+tMnz6dmTNnsmTJEj766CNWrlzJfffdx9KlS3vmB3YZdgKdRcAlInKqaZsCEJGrgTOAJ8u4Ng+3YhYgO9Xo5JpzZVDmFvN8pav5i+Yzf1HXjgzXipHbqr/ryihdBeyUrqIJ17Voh5vzz7kyCFbBBPN4oYyOF+iUnVtuuQW/P1NE+e53v8v555/PxRdfzIQJE9i8eXO3NvFZs2ZxxBFHMH78eJqamvjjH/+Y9/yXXHIJf/3rXznuuOM44ogjuuz71a9+xaWXXsp1113H4Ycfztlnn83y5ctt64GqFTulq/vQ28l/D6xFD3J+IiJNwBDgFfTxCx59HXNw07ZL1+xIUZujruTquDIINUArPR7o5MLI+rhPjJxyRbZQunKrj46djI5oguYXknFFPJa0JGDuLdr3pUpXBQIdt2d0VDxJsjUGAlp9AY2OF+g44vHHH++2bfDgwbSmStAGjz32GI899liXbbfcckv666amJl5++eVu58oV/E+ePDnvh4JAIMC8efOYN2+ehdX3PSxndFKTxE9DdzLuADqBw4DdwHV4bsb7D+aMTrxD19PYJdf4B4Mye+nY6boynJFdV7pq1ct4dsTIym2Bjg2NDri3fGWldGW4I0c73PU7MEh3XDUEkByt/oZGxwt0PPoCtgwDlVJx4Ceph8f+SrZ3Tvuuri3iVsjVcWUQLO8YiHxi5LtvuhuAG+64Ib3Nrc7IdjI6bi9dWem6Ar18Fe3QM0G1Nl9ePUnYghjZMAnsdGnpqlDZCrpmdJRS3QwFPTyqiUpOL/eoVtp2df++8RB758g158og1DManWxn5C2btnQ71q/58YmPuIoTS8QIlKHrqxwkW2xkdNJiZHcFOumBnhYzOj6TTsdNFBroaZDO6Li0dFVIiAwgfg18AgmFiiURF5UOPTzsYjnQEZFvFzlEoZe0PgFWpbI/Hn0RI6OjBfQ2cyeC5EKlq57K6FgoXYEuSA7Hw3QkOlwT6CQsTC43cGtGJ1O6sp7RAYhH3FMRj8didLa1IppGqMDvwu0anfQwzzyBDuhZnWQ4TrIjjuYFOh5VjJ2MzuN0NQo0cpnZ2xTwuYjcpJRaUNryPFyJ0V4+cDR8vt5Zi3m6dJUj/V9ujY4NMTKYAp1YB/2C7rCHStrw0XGrGDlqQ4ysH+e+jE66bFXfgGj5A7agy0dAJAqMfzCQGj+E4/pgz/6Vm5SdTCbTM5w8PHKREmHnbc+08+o5DVgFbAZuAKalHv8vtW0lcA66MLkNeEhEznWwZg+3YwQ2g1LlKiemgQXFyOXL6CSSibTexhAaF8ONXjqOhnq6TB8SS7eXV68YOaPPKRwAp9vLXRZsGmTGP+TPWBo6HdVROXfkYDBI2KX/hx7uIRqNomlaXuM1O4HOyUAIOFopda9S6n9Sj3uAY4A6YJxS6n7gi+jBzw+cL93DlSQTmVKVoctxMgail3x0DD+cGl8Nmlh7ubvNHVnFYqiODtC0dBBTCNdmdGyWrtLuyC4KdDL6nMLq6IDLfXSslK7c4KUzfPhwNm7cSFtbG8mke0qYHu4hmUzyySefhJVSj+Q7xk7p6jLg50qpbndPpVSbiDwO/Ctwe+r7XwNXZx/rUeWEPweVhFA/qDtQ31ZK6SpXt1YZ512lXZEtlq3AfRkdsz7HSveLGGJklwU6sYjRdWU1o+O+0lWmtbxwoBN0sUZHJVU6o1NMowOVDXQaGxsB2LRpk6MZUB77BUmfz7dKKXVzvgPsBDqDgUJ3KD9wkOn77cXOLyIacCXwXWA0sAt4BrhFKVXwDiEi/wDcAhyHPkw0gC6EfgG4Vym1o9DzPRxiCJHrGvUHlFa6KpTRKYNGp5AQ+eTJJ+d8TtodOe4Od2Q7Az3BvRkd+2Jk/XbjpoxO2MLkcgB/aqhntLMDlUwW1PP0NsnWKCQVUuvXu6vyIDWVD3RAD3aMgKevolSSZW8cjlIJvnzcs2hapqS47u//RkvLXzjmmMc4cNAplVtkDyIif1ZKje+p89sJdP4OXCYiDymlutTCRKQ/esZnnWnzGKDYR/2fAN8HfgPcDxyR+v5YETm1iAHhCGBo6rlbgThwNDAbuFBEvqSUKmG0tkdOjDJVXSPUDOi6zQ4dhZyRy6fRKSREvvg7F+d8Ttod2S0ZHZuBjmu7roz28pC99vK4mzI6zcXNAgE0TSMQChGLRIh0hKmpz/E6rxCZslXhjkItlDINDHsNtD1NPN6KUgl8vrouQQ6A36+/duKx8nSh7o/YCXRuQ8+2rBORX6EHPgD/AMxEz/hcAOlMzYVA3sEcInIUeqlrqVLqXNP2TcDPU89flO/5SqnXgNdynHd5ap0zgXus/nAeFjGCmtpGqBuof11Se3mOT8Zl1OjYmVyevnxKtGwESZXGyOhYGegJIMEgiKA6O1GJBOJzR2tw1LYzsvs0OuF9xc0CDQI1tcQiEaJhdwU6VjquwB0anf2FWGwPAH5/99eV33dA6pi9vbqmvoSdERDPARcDSfSuq1+mHtents1QSi1JHe4DvoYeyOTjIvR29J9mbV8AhIEZ3Z5hjY9T/w50+HyPQhilq9pGXacjmh6QxG3WzwuVrswanRIHOqYzOjlKV5989AmffPRJ98u7TIycsNFaDiAimaxOhzt+Bsh0XVkuXQXd56OTzugUMAs0cKtOJ76vsFmggeaS0pVddu7cyZo1ayq9DFtE04FO99eVEfzEvIyOY+yOgHhaRJYAX0YvTQmwCViplEqYjovRtYyViwnoAdK7WdfoFJH3UvuLIiI1QANQAxwJ/Htq1wtWnu9hEyN7U9eoBzk1A6BjD4R3Q79h1s4R64BERDcczNXy7QuCL6QfE23PXd6ySKGMzr//UH+p5Jtg7pZAJ9lir3QFuk4n0dFBsr0dX0PlswlKKVtDPcGk0XFT6crQ6FjK6Liz86qvZ3SeffZZPv/8cw466CAOPPDASi/HErGo/rry+/t32+dLla5icS+j4xTbCjmlVEIp9a5S6mml1H8qpf5kDnJsMAzYrZSK5Ni3DThQRKwYn3wHXcS8BX2y+gD07NKbDtbkUYx0RieVMDPKV3Z0OmYPnXxdRGmdTmnlK7tmgZDJ/rhGjNxmP9DJeOm4o/wWjyVRCjS/oOUYIpkLnwtLV8bk8mLt5WDK6HS4LNCx0HEFJo1OFQU6LS0tfP755wDs3Vs9gUHB0pWX0SmZSs66qgNyBTmgT0Y3jilWE/kvYC16VudY4OtAU7GLi8hsdOEyo0aNsrBcD6Br1xVAjQOdTqGylUGoQc8SdTZD/xH215ki3V5ucfwDuG+CeaLFXukKTPOuXCJINjqurJoFgskZ2SWBTqyzk1hnB5rfnx7xUIjMGAh3/A4M4nuLmwVCputKVVGg8/HHH6e/bmnJ6x/nOqIp/U0gR0bH70tldDyNjmNsBToicjK6E/IJ6BqY7I9mSill9ZxhdAFzLmpMxxREKbUVvesK4L9E5DlghYjUKqXuKvC8R4BHAMaPH1+aEGR/wixGhkxmx06gU6jjyqBMLeZOxMiuK12VktFxiT4kM7ncRqDjsq6r9uZMNseKn1HaHbm9rUfXZQelFIkik8sNMj46lXNGtssnn2Q0d9UU6MQsaHS8rivnWC5dichXgGXoQc6fUs9dBqxAD3hWA0/auPZ29PJUriEqw9HLWrYdopRS7wN/AS63+1wPC5jbyyET6DgpXRXL6JiPdUi+yeWFMIIitwQ6idaUYaCdjI7LWszteugA+Fzmo5MxC7Q2/yxQ676MjuqIo6JJJKClNTj5MGt0VIlNAb1FtWZ0YlELpat4eWb/7Y/Y0ejcBOxAF/zOTG27Uyl1InAGujj5URvnW5G6/vHmjSlx8ZfQZ2c5pRbo2w5TlSAe1YXHoukdV+Aso1OotdwgWCaNTiqjY2RprOA+w0D9hu0ko6Nc8iZr1xUZ3JfRCdsQIoN53pU7smpgLlsFi2alxKeBX4MkKJcEm4Xo6Ojgs88yH7haU92K1YBRuvIHcpSuDDFyzAt0nGIn0DkeeFQptQu9Wyr9fKXUy+jZnB/ZON/T6NNGr8raPgtdm7PQ2CAiY0XkcPNBIjIk10lFZBIwDnjHxlo8rGAEMzUDQEu9YTnx0ik058qgTKaBTsTIbitd9YWMTjSt0bF+y3Gbj067RVdkg4AL28utlq0MqqnF3ChbhUL6329VZXQKlK58vnpAiMdbcNb342FHoxNC74aCjIjY/Bf/Hja8b5RSH4jIfOAKEVmK3g5uOCP/ga5mga8BB9NVE/QfIjIUeB3dO6cGve39QqAVb85W+WnPKluBQzGyBY1OqMwanRxi5Otvvz73pV0W6CRbnGd03DLB3G5rOZiGekbd4aOT0ehYK10FXShGNjI6xVyRDSTkg7aYHui43JnMCHTGjBnD2rVrqyvQiRpi5O6vLREfPl89iUQbsVgzwaBXrLCLnYzODvSxC6TmUO1Dz5wYjEAfw2CHq4BrgKOA+ehByi+As4uMfwBYDHwOXAL8DLgbPev0MPBFpdR7NtfSa/z7S2s5/SfLaY+4/1NSF9JCZNMdL91e7qTrykrpquc0OqMOGcWoQ7p33LnOMNA01NMqbsvoxGy6IoP7Zl2FLQ70NAi4UIycsGgWaOCGwZ5WMfQ5o0ePRtM0Ojs7q2YQaCHDQH17SpAc9wTJTrCT0VkBmKcgvgzMFZGP0QOmK9BFypZJ+e/cn3oUOm50jm3PoI96qDp+s2obO1s6+WBbMyceMqjSy7FOdms5ZOZd2ZlgbqXrKlSeMRClTC932wgIO6Urt00wN7qunJSu4tEESilLnU49ieGKXGNRjGxkdKIu+R2AdbNAA0OQ7PYW81gsxvbt2wEYMmQI9fX1tLa20trayqBB7r7HJpMREok2QMPny/1hxu9vIBLxdDpOsZPReQzYLSLGR+MbgQ7gcfRREBHgurKurg/SGUvwaat+s9m+zx0ZA8tkt5aDSYy8G5IWSwwV6LrKFegsenQRix7tPk7NTWJkpZTtoZ5gyui4xDDQSelKNEHzCyjdcLDSpLuuqlijE7doFmig1VTHYM+tW7eSTCYZNGgQwWCQ+tSHgmooXxnBi9/fD31MZHcy8668QMcJdmZdvaKUmq6U6kh9/xFwGDANmAocoZRa3TPL7Dts29eRHt+0bW8fCHR8AT1gUQnosGhoZanrquc1On98/Y/88fXuc2fdNL1cdXZCPI4Eg0jAmq4C3DfBPOqgvRwy5au4C8pXdsY/gDu7rgwxstXSVbWMgTDKVkOG6D0q1RToZMwC82cKfX4v0CmFkpyRU1qd/ynTWvYLtuzJvPFsb678G6ktcpWuQM/qRNt0QXK9hTSxpYxOeTQ6RrDiZHq5GwIdwxXZ6uRyA9dpdBxkdEAvX0U79OfXWosvegSlFOFm6+MfAIIu89FJRhMk2+OgCVq9tVt/tWh0DCHy0KFDgeoKdGJRfWRFLg8dg3SLueel4wg7hoGrROT7IlJ0vIJHfraYsjjb9lW+NGKLbLNAg3T5yqJOx0rXVbByGh2zYWCljdKcuCKD+zI6sbRGx16gk553VWEvnUi4nUQsRiAUwh+05snkCwQRTSMejZCIV95dODPjKmBZ7yRV4I6cSCTYsmULUJ0ZnVgBDx0Dv5fRKQk7eeTBwE+BrSLyXyLyTRGxnkv3AGCrKaOzba873oQs056jdAX2TQPNQz3zUYaMTjwZJ5KIIAhBzVqqHkATjYAWQKGIJPKNY+sdEg5ay8Gs0XFH2SRdugrZLV2lBMmRymp0Mh461oTIACJCIGSUryr/t57uuGqw8bdQBYM9d+7cSSwWo1+/ftSl/k6MQKcaTAOLdVxBZt6VNwbCGXbuOiOB09E7naYAS4AdIvKAiEzoicX1RT4xl672dVY8Y2CLXO3l5u+ttJgrZa10FajVHZijbZBw9mnSXLay27HjFkFy0kFrObgwo+PAGdl8fKzCVgx2XZENMuWrygeccZsdV5AZ7OnmQCdbnwNVltEp4KFjkMnoeIM9nWBHjKxSguRLgCHAvwB/Bb4HvCMiH4rIDT20zj7DFlMWpyOWYG/YvSnhLsQ6INICmr+7iNhO6SrSCioJ/hr9XPkQzVS+cnazcjK53MAtpoFOWsvBvdPLjQyNVdLuyBU2DbTbcWUQcFGLecZDx3oivho0Otn6HKiyQMcoXVkJdDwfHUfYu+ukUEq1K6WeUEpNQXcs/iEwFLi9nIvri2zZo79xDqjTbzZV02Ju7rjKzo7YKV1Z6bgyKFGnU2z8w8gxIxk5ZmTOfW4JdAwxsuPSlQveYCEjRg4UGSSZjeGOXOmuq7QQ2aKHjoHRedXpAtNAux464P6uK6VUzkDHKGG1tbWRSFS+Y68Q0VhxMbLPZ8y78jI6Tiip60pEDgG+jT76oR9QJemJytDcEaO5I0bIr/GFpgZWfryXbfs6GDc8vwjNNaSFyDl84O2UrqyUrQxCDfowD4eBTkdMD1LyTS6/4Y78CUi3uCP3FTFy1IEzMpgzOpV9s7LbWm7gJtPAtIdOPxsanZSPjlsNA3fv3k04HKauro4DTL8bTdOoq6sjHA7T1tZG//7uvcdmMjpWxMheRscJtjM6ItJfRGaLyFvAeuAWoA19tlTuj8ceQKa1fHC/Ggb309+IqsZLx2gtzxYig82MjoWOK4MS510ZGR07k8vTl3aJO3I6o2OzdCXBIIigOjpQLvhEa3RdOfXRqfQYiPZ99uZcGQRc5KWT2Gtv/AN0zeiopPv0hGZ9TrYOr1rKV7FoSowcKF66invt5Y6wnNERkbPRszdnow/Q/Ax9xtQTSqm/9szy+hZbU/qcIf1CDD5AfyOtntJVHg8dgFobYyDsZHRKnHflpLXcwD1iZIcZHU1DQiFUZyfJjk58DfYCpXKilHLso+MzjYGoJOnxDw41OpUOdFQiSaIlldFpsGE8qQkS0FCxJCqSQGpLKgKUHaNsZRYiG9TX17Nr1y7XBzqWDAN9dYBGPN5KMhlHK6Rv9OiGnf+t/0Ef8/Bb4AngJeXNjLeF0XF1UL8amhr0N9Jt1RLoGNmanBmd1Lb23cXPY0ejU+K8K8MVOV/pas7FcwCYv2h+90u7RaPTmuq6spnRAV2nk+jsJNneXtFAJx5NohT4/BqaZq/7LV26qrRGx8joOCxdVTrQSbREQYFWH0B89rJqUuNDxZIkO+JoLgt0jIyOWZ9jUA0ZHaWUqXSV/7UlouH31xOPtxKPNxMMunt+l9uw84q/HBiqlDpfKfW8F+TYxxAiH9SvpmwZHaUUD76xgWVrbQzVdEK6dJVDoxOoBV8IYmGIFBFdGmWoXsjopMXI1dx15dBHB8w6ncq+yUYdlq3Mz6l0oGN3oKdBZoJ5hQOdvfY7rgzc2nnV3NxMc3MzwWCQgQO735eqIdBJJNpQKoam1aBphUvsPm/elWPstJc/pJTy/odLYEu6dFVD0wFGRqe00sjfdrRwz0vruGHp+yWvryD5XJFB78JKl6+K6HSsmAUalKjRMUpXhrDYDm4RIyfaSsjouKTF3GnZCtwx6yqZTKS7rmrqLbxuTbhlDER8n/2OKwNuj+UQAAAgAElEQVQxTANdZoVhZHMOOuggNK37W1k1mAZGo8XNAg0yLebe27BdbOchRcQHHA4MJEegpJRaXoZ19UnMpasBdUF8mrC7LUJnLEFNwP6bAMBHu/Q3809bInzW0pkWOZedQoEO6OWrtk/1QKdxTP7zpDU6VkpXRkanZ9rLC166D2V0VKUDHYcDPcE8AqJyPjqdra2oZJJQXT0+v71bpmtKV3vtTS0349aMTq62cjPVkNGx4qFjkJ535WV0bGPrr1ZErgduQG8lz4ezd+w+TjKp2LrXKF2F8GnCgQ1BPm2JsKO5kzEHOtNQbN6duYF+sK2ZKT0W6BTouoJMRqetSAnNTtdV2kfHWekq3V7uy63RKYRR7qq0GNnI6Ngd6gnu8dIxXI3tzrkCd5SuMuMf7E8VdUvXVcYs0EFGx6XuyLkckc1UR6CjZ3QKCZENMmMgvEDHLnaGen4HuAt4D90gUNBnX90L7AFWorslW0ZENBGZKyJrRaRTRLaIyP0iUvRdX0QOE5HbROQdEdklIq0i8p6I3GTl+b3NrrYI0XiSfjV+6oJ6fJkWJJfQYr7p88wN9P2tPeSxoFRXw8BcWG0xt+ujAyW3l1d1RsehMzK4x0snWkJGx++Crqv2ZmdCZHBPRidTuuobGp1wOMyuXbvw+Xw0NeWeM20uXbl11E56zlWB1nIDz0vHOXbuPN8D3lFKTQIeSW17Xil1A/BFYDT2szk/AX4M/A34V+BZ4PvAb0Wk2Nr+BZgLbARuA64F1qG7M/+viNj/GN+DmMtWBoMP0L8uRZCcndHpEaJtEO/QxzYE8vy32g10LGl0KtdeHvTpn3wr6aOjEonMrKsa+z+DazI6Ds0CAXwu8NEJOxjoaeCGERBKKWKf6tf39bevVzM0Om4yDTTKVoMHD8bny/268vv9hEIhEokEYRcYNuYiZkOj4/PmXTnGTunqCPRMDoARHvsBlFI7ROQR4Ergl1ZOJiJHoQc3S5VS55q2bwJ+DlwILCpwiiXAXUop87vgQyKyHrgJuAx4wMpaeoMtOQKdjCDZeaDz8eeZP+D3tzajlLI9wLIohcY/GPRERqfUERCxwl1XF112Ud7nGsFRJTM6xuRxqatD8tzMC5HO6LRXunRVihjZBRkdY86Vo4xOqgRawYxOojlCsiWKhHz4BtgPdDQXlq6Kla0M6urqiEQitLS0pDM8bsKeRsebd+UUOxmdBGD8tRr/musYm4FDbZzvIjLlLzMLgDD6WIm8KKVWZgU5Bk+n/h1nYy09jtFaPqSMgU5LZ4zP26ME/Rr1IR+72yJ8mjIFKytps8AcreUG6TEQRTQ6HXackcvUXp4nozNxykQmTpmY+9IuKF05nXNloLmsvTxQpe3lmfEPpWR02itWPol+rL+OAkPqHH0IcuO8q0JGgWYaGvT7jFt1OlbMAg383rwrx9i583wCjAFQSkWALcD/Me2fgK7VscoEIAm8a96olOpE1wFNsHEuMyNS/37q8Pk9Qq7SVVOJXjpG2WpY/xoOHawHBe9v7QGhWjEhMpgyOkVMA50M9ezYp+uEbJLO6FSpM7JTV2QDMdrLqzqjU/nSVWZyub3WcgCf34/PHyCZSBCP9sCHEAtEP9Hf5ANDnGU03BboRKNRduzYgYhw0EEHFTzW7YJkQ4xsJ6MT9zQ6trET6CwHzjJ9/yzwXRH5pYg8DnwHeMHG+YYBu1NBUzbbgANFxFaLQKr1/RYgTuGyV69jeOgc1C+TOi410NmUCnSG9q9lbJN+E+4RnY4xrDNfazmYAp0CGZ1EHKKtgEDAwpu3L6DrglQCovazEsUMA9967S3eeu2tnPvckdFx3loO7tHopMXIoepsL0976DjQ6EDlTQMjnxgZHWeBjmb46Lgk0Nm6dSvJZJJBgwYRDBZ+izCmmLs20PF8dHoFOxqdnwF/FZFapVQHcCtwGPDPqf0vo7eeW6UOfaRELjpNx0RtnPOnwInAjUqpdYUOFJHZwGyAUaNG2biEM7amMjpD+psyOg1GoNNJMqls2+Mb+pxhA2o4dHBPBjoFXJENrJSuIqmbTbAeimrNUwQbIN6p63SslLtMFMvoLH5sMUDO8pUbAp20ENlpRsclgU6ss4T2cpNGp0f0ZxbIaHScBTrB2lo621qJhMM0NPaudb+KJYlt119H/oMcvo6MjI5LDAOt6nMgU7pyq2lg1IZGx+f56DjGjjPyOqXUw6kgB6VUu1Lq6+g6nf5Kqa8ppeyUrsJAPmVcjekYS4jIj4ArgEeUUncVO14p9YhSarxSany+9sRyEY0n2dHSiSaZ4AagJuCjX42faCLJ7nb7ae3NpozOF4xAJyVILitWSlc1/fTgpXMfxPPEpnY8dAxCzr10Smovd4Ezcimt5eCejE66dOXAFFM0QfMLKIjHej+ro5Sibe/ngDMfHYBAyPDSKTIepQeIbmuFhMI3qAbNQaAJ7hMjW9XnQBVkdAwfHSvt5T6vvdwp9nPJWSilmpVSTv6Ct6OXp3IFO8PRy1qWsjkiMg+9I+xX6G3wrmLbvg6UgkENIfxZA/XSgmQHXjqGh86wAbUMPiDEASE/n7dH2d5cZl1Ju4XSlWhQ01//OpxHp2PHFdkg6NxLJ91eXqWzrkoVI7slo1NK6QoqOwZi36c7iLS3E6qvp8aBRgfMXjq9/3uIlli2ApBUgKQ6E6hkZf1oEokEW7duBexldNwY6CSTMeLxFkDD5yv++zEmmCcSbSSTdgodHrbuPCLiE5Fvi8hTIvKKiByb2j4wtX24jdOtSF3/+Kxr1ABfQjcgtLKmW9HLaL8GvqNc6AyVbi0/oHtMl/HSsR+cmMXIItIlq1NWrJSuwDTFPE+LuZ2OKwOHnVexRIxYMoZPfAQ0+yZpbnBGLlWM7J6MjjHU01lGoZITzLet/RsAgw8+xHHZLFBbOdPA6MeGENnZawj0rJqkut9UZ2WzOjt27CAWi9G/f/90tqYQbs7oGCUov78BXV5aGBEx6XTc9/O4GTvOyHXAH4DHgW8Ak9HnXQG0AHcD/9fGtZ9G9+O5Kmv7LHRtzkLTtceKyOE51nQLMA94ErhUKVU5xWIB0sM8+3fPLDgVJDeHY+wNxwj5NRrrdUFeOtDZVuYabrE5VwbpMRB5Ah07HjoGDr10zGUrJ29QbihdpTM6DktXGR+dyraXG4aBTtrLobIt5kag0zT6EMfnCFZIjKyUKlmIbJAZ7FnZQMeOPgcgFArh8/mIRqN0dlZ2nEs2djquDIx5V94YCHvYESPPA8YD3wT+F1P7tlIqISJLgdPJmAoWRCn1gYjMB65IPfcFdFPC76MHVOauqdeAg9F9dwAQkTnAv6G3vb8KXJz1hvapUuoVGz9fj5GrtdzAqZfO5s8NfU7mjdwIdMo6CsLK+AeDYqaBdlrLDRxmdAwhslGCsouRBepMdJJUSTSr4ukyUnJGxyXTy6MlOCODufOqEoHOGgAGlxDoBCo0BiLRHCHZ6two0IxW4yPZWnmdTrFBntmICPX19bS0tNDa2kqNA4fxnsKOWaCBz+cJkp1gJ9A5D13o+98ikqt1YANwgc3rX4VuNDgbvXV9N/AL4BYL2RnDZ2cU8ESO/X8AXBHobN1jDPPMEeg0lBboDBuQGcnwBVPnVdk6VDr2QjKmd0r5i9ws06WrPJ1XRlbGTkbH4byrUoTIAJpohHwhIokInfFO6qy0w5eZRGuq66rUjE6lS1edpZauKqPRCTfvY++ObfgCARqHjSj+hDwYGp1oR+/+Hko1CjTjBi+dZDJpS4hsYAQ6LS0teediVYKojYGeBpl5V16gYwc7gc4w4K8F9ocBW20JSqkEcH/qUei40Tm2zQRm2rlepUiXrgpldGyKkTel9TmZQKepIUT/2gD7wjG27u1gZGMZ3pytZnOg+ARzO3OuDIKlZXQKTS6fv2h+wXMYgU44Hq5IoJNM6QqcTC4HN2l0nA/1BJNGp5e9dLat08tWB44cjeZgBIeB4aPT2culq1KNAs24YbDnrl276OjooK6ujgNsjONwq2lgLGo/o+MFOs6wc+f5HL0bKh9HoXdSeWRRqHQ12NDoNNsLdAwPnaEDMucUkfIbB6bHP1gJdIq4IzvR6IRK1+g4pdLuyIlSfXRC+vpVOIxKVka+ppQqyRkZwJcKkHo7o5MWIpdQtgJTRqeXS1fl0ueASaNTwUDHnM2xk6Fya6ATdaTR8UwDnWAn0HkNuDQlSu6CiIxBnyb+UrkW1ldo7YyxLxwj6NMYWNe9+6d/bYCAT9gXjtEesX4TyZXRAdLGgWXT6Rh6G0sZnSLuyI66rpz56JQyuTx96QoLko2MjuPSlaaly1eqozI/QzyaRCnw+TXbhpgG/gppdMqhz4HKaHTKYRRoJuOlUznTwE2bNgHW9TkGRqDjNtPAtBjZgoeOgd/T6DjCTqDzb+hdVivQu6sUcIaI3AWsQnc5LmrUt7+xJa3PCeX8FCIiJodk629GuTQ6kNHprC53RqdYa7n5mGJiZCddV041OgU8dO6+6W7uvunuvPtDWmUDnVIzOlB5nU40rc9xLuauxLyrWGcnn27aiIhw4KiDSzpXuuuqFwOdchgFmqm0RicajbJ+/XrAvpO9WzM6TsTIXteVM+w4I28ApqDPkboNvQPqGuB69AGfU5RSW3pikdVMobKVweDUPquC5H3hKPvCMWoC3bNEmYzOvvI4JDspXRVrL+/FrqtCGZ0tm7awZVP+l2zFMzolOiODSadToRbzWIkdV/pze7+9fMeGdahkkoFDh6edjZ0SrO19w8ByGAWaSWt0KtRevm7dOmKxGIMHD7alzwEXBzpRQ4zc3/JzfKmgKBb33JHtYEeMjFLqz8AxIjIOvRVcgPVKqb/0xOL6Alv3Fg907HZebTb0Of1ru2WJGuuDDKjTBcmf7Alz8KASb3RtdkpXKTFyeDckk6BlxdGOuq6MQMdmRqeEyeXpS1dQo5OMRlGRCPh8SJHBhYWotCC5VCEyZNrLe1OjUy59DpiGevZmRqcMRoFmpEZ/q1AVyuisXr0agLFjx9p+rlsDncycK+uBW6Z0tbdH1tRXcXT3UUqtVko9q5R6xgtyCmO4IufquDKwaxpodkTORkT4QjkFyXYyOr6gHsQk47kDE0ddVz1XuipGJcdAmLM5pbQGV7p0ZbgiOxnoaVAJjY7RcVWKUaBBWqPTS1m1choFGlSy66qjo4MNGzYAzgKd2lr9A2E4HCYed8e8LnBqGOjNu3JC77ug7WdkSlf5PWgygY61zEFaiDwgd+v0oeUcBZFuL7eg0TEfl6vF3IlGJ1Cnz9GKtUPCuhCyHBkd47mVCHQShhC5BH0OVD6jkzELLF2j01sZnWQiwfa/rwWg6eAxJZ/PKH1FOzt6pfstsa98RoEGldTorF27lkQiwbBhwyyNfchG07T089wiSFZKmQId66Urv9/L6Dghb+lKRD5ycD6llLIfcvdhtuzNbxZoYNdLx+yKnIuyOiTbyeiAHug0b0kJkk1TO2KdEO8EzQ92gg8RPTCKtOiBUv2Blp5WjvbyoBbscq7eJNms/+5KDXQqntFJD/R0ntHx9bKPzq6PNxHr7KCh8UDq+ll/E8qHpmkEQiFikQiRjjA19c6Gg1olo88p3SjQoJITzEspWxnU19fT3t5OS0sLAwda/NDWgyQSYZLJKJoWxGfDvd3I6MQ9jY4tCml0PkHvrPJwiFIqM9CzkBjZ5hgIQ6OTL6NjeOms3tZMMqkct/WSTGQmkVvO6KR0Otkt5uZsjt2bb8h+oFPK5PL0ZSsoRu5Yo7c2B4YNK+k86TEQ7ZXtuiqpdNXLYuR0W/mY0stWBoGaWmKRCNFwbwQ65TMKNKhURqe9vZ2PPvoITdMYM8Z5ds1tOh0nZSsATatFxJcKlCJoWnkydn2dvIGOUuqUXlxHn2RXa4RIPMkBIT/1ofwx5YEpMfLOlk7iiSR+X+E0/+Y8HjoGgxpCNNYH2dMe5eM9YcYc6PCGF/4cVBJC/fRMjBXSYyCyTAOd6HMMHOh0jCxMrT+/M/LJk08ueI5KTjDv+POf9TUceWRJ56l4RscQIwdKKV2lxMi9pNExTywvF8GaWsLN+3pFkFxufQ6ApAJVFUmgEkmkyD2qXPztb39DKcWIESNKmlPlvkDHfms56BpMn6+BeLyZWKyZUGhwTyyvz+FpdHqQLRY6rgACPo3GuiCJpOKz1kjBY/e2R2nuiFEb8DEghwGhgSFIfn9rCX4LdstWkH8MRDqjY681FHDUedUR07MwoQLzuS7+zsVc/J2L81+2QmJk9f/Ze+/wSM4q7fv3VFVntXLWKMyMJnuC7bHHOIMT64jtXYNZwksyvPDtkkxa2F12194XlvUSDEswwUSDAzbGGBtHPPZ4ctZk5RxbarU6VtXz/VHqVmukllrqlsZwzX1dfbXUXfVUdXeF89znPveRkuBuK9BxrFmT0VhnvLw8Q1dkWFwfHSllkhA5c31OHLZF6mCebaPAOIQQZ4TVyUbaCt54poHzcUWO42wbiLljxkBHCKEKIb4ihPjILMv9XyHEf4psJYT/SpAwC0yhpUlGupVXzdN0LZ8O9dkQJMeDlTkFOilMA8PzcEWOI87ozCHQ+UtOXcU6OtD7+lC8XmxL5t9MEs48o5MQIzsyKC9fxNTVcG83Y8M+HB4PucXZmy0nKq9CCxvoZNsoMBmLrdPx+/20traiqip1dXUZjfWGY3Sicxcix3E20Jk7Zrv6vAv4DJYb8kzYiWUceGc2duqvBROl5bPnUYvT1Om0xgOdFPqcOFaUZqHEfC4NPeNIGejMo+IqjnmYBqYjRm5raqOtqS31Zs8Qo5Ngc1avzlhMeqarrmLZ0OgsYuoqOW2VzXmb3bk4poHZNgpMxmIzOg3jOrXq6mrsGXhJwRsw0BlPXdnm4KETx4Qg+Wygky5mC3TuAJ4fNwpMifH3n+VsoDMJ6bgix5GuILl5YFyIPAtLtLx0siB5Xki0f5hHoDMldZUFRifLGp2vfumrfPVLX035/hkLdPbsBsCZYdoK3kCMzl9I6ioe6GTDPycZiTYQY4Gsjns6sm0UmIx4Y8/FMg3MVtoK3niBTkapq4Rp4NnKq3QxW6BzPvB8mmO9BGzObHf+upCuRgeS3JFnKTFvmcVDJ44Ct53iHDtjUYOmgXnS5XFWJhupq9A8XJHjmAejk5XU1RlyRg6NMzrZCHQSVVdnWoycBWfkxSgvj+tzsuGInAzbIrSBWAijwGQspmmgz+ejs7MTTdPm3NtqOsR9dAKBAOYieBnNhkTqyjb31JV61ktnzpjt6lMIpGhFPQX948ufxTjiGp2ZXJHjKM1NT6Mzm4dOMjJu8JkJo5MqdTUfRscxN42OlDIhRs5GC4jFZHT0gQGiLS0IhwN7BuW0cUwwOmdKjBxv6pmd1FVW+relQHBkGF9XB6rNRmFlZtqo07EYjT0XwigwGYup0YmzObW1tdhsqYsu0oWmaTidTkzTZOwMCfOTEZtH+4c4Ehqds146aWO2QGcUSM+4BIqAOfGyQghFCPFJIcQxIURYCNEuhLhPCJHWdEQI8QUhxCNCiCYhhBRCtMxl+wuJmGHSPRJCMCE0ngkTHcxTswdSylldkZMxUXmVYaDjnoPBls1ttYKIBSGadEHJpOoqIUZO73PEzBi61NEUDS3dsvhpcCackYN79gLgWLkSoc1/3+M48xodi9GxZcDoCEWgaAIk6LGFm43H2Zzi6joUNbtC3oQYeQEDnWT/nIWoCxGL2Ngzm2mrON5I6at46mouDT3j0NS4GPkso5MuZrv6NADXpjnWNePLzwVfB/4HOAL8A/AI8I/A74UQ6VwZ/xN4C9AIvKF+9a7hEKa0PG1saXhOlCRpdFLNWn3BGKNh3Sotd80+y6kvtU6IQ53zFK3NR4wsxPQ6nUw0Oo65aXQS7R8ySFsB2FVLALm4gU729DmQxOicMcPAzDU6kKTTCS+cTiebjTxPx2KIkZMdkRcCcY3OQjM6/f399Pb2Yrfbqa6uztq4b6RAZ74+OtY6Z/tdzRWz3YF/C1wthLhlpoWEEDdjBTqPpbthIcQ6rODmt1LK26SUD0gpPwV8Cngz8I40hlkupSySUl4DdKW77cVAorQ8jYorgByHhsumEojo+MPTX0gm2JyZS8vjmEhd+THmI0ieT3k5JKWvkkwDF7Hqakwf1+dkkLaCidTVYraACGXJPyeOCY3OGUpdhTNPXVnrL3zl1ULpc2DCRye6gL/DQupzYPE0OnE2p66uDjWLzNobM9CZT+rqrEZnrpgt0Pk+cAp4WAhxrxCiLvlNIUSdEOIe4GHgxPjy6eJOQADfOO31B4AgVmn7jJBSzqcf16JgLhVXYBlyFc/S8youRK5I4Yh8OvJcNkq9DkIxg6b+OVZ76FEIDVkNNR1znHVM1wYiodHJJHW1uIzOYjsjG4EA4WPHQFVxrFyZlTHPeNVVJPPUFSR1MF+gyqtYOExfc6N1HtbUZn18+wJ3MF8oo8BkiEXQ6EgpE4FOfX19VsdeSNPASKSPAwc/zMDAS7MuK6Ux7oEj5hXoqGf7Xc0ZM159pJQh4AagGfgC0CiEGBZCtAkhfFgpo38af/9GKeVc7ggXACaWB0/yNsPA/vH3/2IRr7hKR4gcx4ROZ/pAJ+6hk44+J47l89XpxMXEznxQ5jiriqe6klNXi1h1lW5Dz8/d8zk+d8/nUm92kcXIoX37wTSxL1uG4siOmDSu0ZFnIHUlpUwEJmqGjM5E5dXsgY5hmAx2zi2w7z51HNMwKKioSnQbzybmqtHpOnGUH3z0fTTtnc3CzMJCGgXGMcHoxBZkfICenh4GBwdxOp1UZtjn7XQsJKPT3HI/AwPPc/TYFzCMmc81K8iRqGoOQsz9t5rQ6Jz10UkXs06zpJSngE3Ax4FXAR0oBwxg6/jr50kpG+e47UpgQEo5Xc+DTqBYCJGZS9QZRDrNPE9H3Euna2T6G2vzYHoeOsmYt3Hg2DzTVjBz6ipTH500qm4SpeWzBDo1y2qoWZa6dFVTNBShWOJmc+EFmAl9Tob9rZIhxo3WzFAIuchltXrUBAmqpsy/sew44hodPQ1GZ+eTzfz6P3Zycndv2uMvpD4H5l51tffpJxkd7Gf373+b1vILaRQYR1yMvJA+OnE2Z9myZShKdjsULVSgE4n00939KADRaD9t7T+ZcfmEENk2d30OJKeuzgY66SKtI0lKGZZS3i+lvEJKWSyltI8/Xzn++nymvG4gVWOncNIyCwIhxF1CiN1CiN39/f2zrzBHTAQ66c/MS9JMXc2F0amfb6AzX30OTE1dSZmZRke1geYEaUyu5EqBRGl5hqkrIcSisjrB3dkVIgMIVUU4HCAlMry4fkBxVsXhybx6TEvTS0eakmPbuwE49npP2uNP9LdamEDHNgcxsh6N0rTPOhY6jjYQ9M9+7i6kUWAcygKLkZPTVtmstopjoQKd9vafYJpRnM4qAFpbfzCjfiYWnb8QGUBRnAihYZphDGPxGw7/JeJMNvUMAqmiAGfSMgsCKeUPpJSbpZSbS0pKsj5+uy99D504ZnJHllImaXTSHzOeumroGkE35jCjT3jozKG0PI5EB/PxADI6ZgUpmtMKWuaDOXjpdAQ6APDYZp7d/uqHv+JXP/zVzJtdpEDHjEYJHzxkbXPVqqyOfaZ0Ose2W4HGktXzOIZOQ7zf1WyMTk/TCMGRKAAdx4aIBGdPs5iGQdeJYwCU1GavkWcyNLsdoSjo0QiGPvM+tR7aTyxsHW9SmjTu2THj8gttFBhHQqOzQOXlHR0djIyM4Ha7KS8vz/r4yRqdbPkx6fooHZ2/BGBp3cfJzd2EYQRoafluynUyESKDNQGb8NI5y+qkgzMZ6HRhpaemC3aqsNJa0UXep6wgENEZGotiUwUFnvSzbyUzBDpDY1FGIzpuu0peGqXlceS6bJTlOgjHTE7NRZA8H7PAOBIdzMcDnXAG+pw40vTSkVLyxKknADi/7PwZl33txdd47cXXZlxmsdyRw4cOIaNRbDU1qN75XQBT4Ux0MNdjBqd2WcdQ3TlFGY+Xrhi5ce8EO2sakpaDAzMsbaG/tZlYOEROYTHu3Ln7mqQDIURC+zMbq3Ny5zYAvMXWBOzUztdnXH6hjQLjEDYFhCV8lnr206DJbM5C+ADZ7XZsNhuxWIxwltjNjo5fYhgBvN715OSsZMmS9wDQ3vEzwuHpC4GjsUFgfg0941DH20DoZ0vM08KZDHR2jW//wuQXhRBOLE3Q7jOxU9lAPG1V6nWizOGEnUmMHHdErsxzzfkikPDTmYsgOTCP9g9xnO6OnIk+J464IHkWL50D/Qc4NXyKPEce55WdN//txTe7SIxOcJ5tH8K6yU+PjtA7wyxbnIE2EC0HB4mEdPLL3OSVZp5OSafflZSSxn1WurRmnXXcnto7e1q685hl/1W6dGHSVnHY0xAkm4ZB4x6rPmPLrXeAELQe3DdjcLTQRoFxCCEWrLGnaZqJJp4LkbaKI5vpK8MI095h6XEqym+3xncvo7DwMqSM0dR0ekGxhUw8dOI428F8bjiTgc5vAAl84rTXP4Slzfll/AUhxHIhxOpF3LeMMB8hMljmgoqAvtEI0dNmTPFmnhX5c9edxB2S56TTyYjRiQc64xqdTPQ5caRZYv7oCUsUeMWSKzJyRY7DoS1SoDMuRJ6rf863Dw7zlT0+PrW1PyUdfybckY/vsNJWtVlgc2DCR2emqqu+llECvggur40Nb7ZaOLQfGSKawpcqjuSO5QuJeL+r6Ay/Q8fRBsKjfnJLSilftoLS2qUYuk7z/tTzvmjr7EaBfUP9NJw6mnHKZqF0Oq2trQQCAbxeLwshJYhjroFOOBzmpz/9KY888giDg4OT3uvufoxodAC3exm5uRsTr1dVvhMhVLp7HicQODFlzEw6l8dxVpA8N5yxQEdKeQj4DnCbEOK3QurnRMYAACAASURBVIgPCiHuw3JK/jOQLJ54ATh6+hhCiHcLIb4khPgSUALkxf8XQrx7ET7GtEjoc+agpQFQFUGhx4GU0DMymVpNCJHT9NBJRrzyak4l5pmIkR25lv9OyAdGbIKFyQajM0PqajQ6yrMtzwLwlpq3zH9byZtdBNNAaRiE9u4D5sbo9AV1fnHcusnt7Y/wTNv0+7jYGp2gP0rb4UGEmGBWMkW8vHwmjU7jXuuYrVpVgMtrp2hJDoZu0npoMOU6UsokIfLC6HPiiFdehWfoYB5PW1Wv2zDp+eQM6atIEqMzHUzT5OE/Pc7vXn6aY81Tb7xzwUJ56Sx02iqOuQY6Bw8epLm5mYaGBr7zne/wzDPPEAqFME2d1rYHAIvNSd5np7OCkuJrAZPGpvumjJlo6JlB6uqsRmduOJOMDlhszt3AOqyg5x3A/ViePOkkgT8A/Mf4oxTIT/r/Awuxw+kgweik0ePqdKQSJCdSV/NgdOKC5CPdfmLpCpLH5tH+IQ5FBef4STw2kF1GZ4bU1dNNTxM2wqwrWke5JztixsVIXUVOnMAMBNBKS9GK0mdA/vfQCBFDUuiwTuP79vqITPP7KnNoAyFNEzOU2Wc9uasX05SUL8vD6cm8ISMkV11NH+gkp63i4uclq6zneAA0HUZ6exgb9uHweMgtLs3KvqZCPHWVitGRpsmpXVZAU5MIdNYD0Lx3F3p0qmRRxgxiXda1IZVR4PGWk/gDVkD8yp5tGXXvnos7cqw/SPf/28HIc60zLmcYBkeOWMHmQqatYKKLeTqmgVJK9uyxUsrl5eWYpsn27dv51re+xbbX7yccbsfhqKSg4KIp61ZW3oGiOBgYeJ7h4clsXLy8fL5iZDjrpTNXnNFAR0ppSCnvk1KuklI6pJRVUspPSSkDpy1XJ6WcEuaPl7eLFI8rF+2DnIb5pq4gtSA5WaMzV+Q4NSrynER1k5O9aQqSM2F0YHL6KhNX5DhmYXSklDx60kpbXVVz1fy3c/pmF0GMHNfnOFann51tG43x2KlRFODfz8ulLkelc0znZ8emXsDnwuj0/OuXOXHxJQT37k17X05HIm21PjtpK5jdR2egPYB/IIzTY6O4ygqKl6yyRPGtDYMptT0dcX1O7bIFZRJgog1EKo1OT+NJAkODuPPyKayyejzlFBRRWLmEWCRM66F9U9aJdgbAnNkocFeD9VsKIRgcGeLwqSPz/gxz0eiMvtyBMRJl9IU2xvak9jRqamoiFAqRn59PYWF2GMBUyMmxjo10GJ3Ozk56e3txOp3ccMMN3HbbbVRUVBAKBRkctJQVmvpmpruN2mwFlJXdDMCpxq9NShnG4oGOLQMxshYXI58NdNJB5iKGs5iChCvyHFNXML0g2Sotj2t05h7ogOWn0z0S5lDnMGsrZxHBxUIQ8YNimz8LkyxIzmrV1fQn9pHBIxwbOobX5uWC8vRMtauXzt4wMO7Fkw6j0zTSxFBoiM3lm9PafhzBPXMXIn/7wDC6hKsqHdR6NT6wysM/7/Hz/cPD3Losh2LXxE0vXY1OtKOT4cceA9Ok8+67Wfb446h5c7sYD3YG6G8bxeZQqVyRP6d1Z4I6i49OIm21Mh8xbk7oznNQWOFhqHuMtoZBlp83lbGJ63MWyj8nGbO5I58cZ3Oq122YFHRVn7OBoa4OTu54neXnb5m0zmxGgd39PXT0dmHXbJy/7lxeP7CTrXtfZ+3y1Wjq3C//itNaR85Stm8EogQPTDBpvsdPYitzY18ydbKzc6clvq6vr1/wYHMuqas4m7Ny5UpUVaW4uJgbb7yRpqbfEY35iERcvLpVcuTIq1xxxQZKSiafKxXlt9Lf/wwjI7sZHHyJ4mIrnR730bEtkhhZSpMjR+5mxL9vPOCSIE0kpuWvhYmVQLHeq6p6J8uXfWre+/ZGxJlOXf3VQUqZ1NBz7oFOae7UQGcgECUQ0fHYVXKd84tN44LkHc1Dsy+c6FpeYHUjnw8SHcz7s1R1NXN5eZzNubz6cmxpevV8/t7P8/l7Pz/jMul2MA/pId7/zPt537Pv47XOmUvWkyGlnBAip+mIfMIX5amWMTQBdy63qPhNRXYuKLYxFpPcf2CyWVm6jI7v5z8D0wQh0Lu66f7yl+csXj0+7p1TvaYAVcve5SUhRp6GmbHSVlZ11emePfH/4++fjoVs5Hk6Zqq6klJycod13MTTVnFUr7X+b9yzA9OY+PzSkAmmxFYxfaATZ3NW1NWzsq6e/Nx8RgJ+9h87NK/PkC6jM7azB3SJvTYX57oi0CWDPz+CMTo5/dbT08PJkydRVZU1WTTKTIV0A51wOJzQDa1OYlqFEKja8+N/X4rN5qCtrY9f/OJ5nntuL6HQhAeuqrqpKP87IM7qWL9dNBtVV2r6Gp2Bgefp6f0doVAb4XA74XAH4UgXkUgPkWgv0Wg/sdggsdgQsZiPlpbvEgw2z3vf3og4G+hkGQOBKKGYgcehkuOYe1ASZ3SSU1fxHlcV+XMvLY/j/NoCFAGP7+tkd8sswU6maSs4jdGJa3QySV2l1ugEY0GebnoagLdUZ0eEnNhsmlVXj554lMGwJXr9123/ij+antgx1taG0T+AkpuLLc3ePt884EMCb612UpbE3LxvlQdVwKONAU74Jm4o6fjoGH4/w49YwWLJpz+NcDoZ/eMzjPw2vRYEAKYpOb4znrYqTnu9dDBTeflQ1xjDvUHsLo3imsnHWNW4Tqfl4AB6bPK6Qf8Ivq4OVJuNwsolWd3f6TCRupoacA62tzLc043DkzOFXcorLSO3pJRwYJSOo4cTr4/t6kbvDaJ47Tjrp7JngWCAI03HEQjWLF2FIhTOW2NVB722fzvR2Nx7VqWj0ZGGSWDcndq9sQTv5VXYKjwYI1EGf3l0kgfPq6++CsCaNWtwuebHVs8F6Tb2PHz4MLFYjIqKCvLzJ77bYPAgodABFMVNff0t3PK2C1m1yjpvDx1q5pe/fJH+/onJWGnpW7HbSxgbO0FPz+8wjBCmGUIIG4oyf+f2CUZndl+xuHlhVeU7WX/Od9mw/vtsWP8DNmx4gI0bfsTGDT9m08afsGnjgxQXvQUwaW7+9rz37Y2Is4FOljGfZp7JmE6j05xBxVUctUUebj9vCVLC3Y8cIDRTc8RMXJHjSG4DkY2qK3tqjc4zLc8Q1IOsKlxFlbdq/tuYBumkriJGhAcPPwhAgaOA3mAvX9v1tbTGT/jnrF6dVhC7vz/Mix0hHCrcsXSy+LTao/E31U5MCV/ZM5RgY5Q0fHSGH3kEMxjEuX49nosuouhDHwKg5557iTSlN7vrODZEcCSKJ99BUVV2HXrjYmR9muM2OW11ek+tnAIH+WVuYhGD9iOTA/y4f05xdR2KujCNMJMxUwfzeFVV9dpzpvR4EkIkVV9ZVVlmSMf/J0vkm3NJJWIa9mzP0QOYpklNxRK8HuvcqylfQnFBEWOhILuPzF2HlQ6jEzo8gOmPohY4sFXnIFSF3LfWoXhsRFv8DP/eaos4ODhIQ0MDiqKwYcOGlONlE06nE0VRCIVCRKcRd8cRT1udzjINDlnFwF7vW1AUJ06njQu3rOCmmzZTVOTF7w/y61+/TFOTFegpip2qyjsBaGr+BpGINRHQtNyM0nQT5eWpW00A+Hzb8I8eRNNyKSu7BaezAoejDIejFIe9BLu9CLu9EJutAJstn8rKtyOERk/vk4yNnZr3/r3RcDbQyTIyESLDRKDTNRxK3KhaEoxOZr2b7rywhtpCNy2DQb76zLHUC8YDnYwYnXgbiCxVXc3QAiLunTNXEfLH3vkxPvbOj8282TTEyE+cfIK+UB+1ubV86aIvYVNsPHHqCf7c/udZ9yGuz0knbSWl5Bv7rc9/c42LAsfU0/fOZW5yNMHrPWFe7rSCs4nU1fSMjozFGPr5LwDIvekmADyXX47n0kuRoRCdd38ac4abQhzxtFXd+qKsay3UGVJXqdJWcaRKXy10I8/TYXelTl0l9Dlrp7/hx9NZp3a+jjRN/C+0YQZ1bJUeHMun6qh0XWff0QMArF0+cbMWQnD+2k0AbD+wi3BkbiJ7JY3y8sBrliOwe2NJ4jhQPTbyrl8KqmBsRw+BHd289tprSCmpr69PiIQXGkKIWVmdrq4uuru7cTgc1NXVJV4PR5oIBF5DCDu5uZOvNXn5Hq69biN1dSXEYjpPPLGN3btPIKWkqOgKXK4awuFOmlsspiQTfQ5MMDqzOSO3tFpsTlnpTajq7FXADkcZxcVXYbE692e0j28knA10soxMAx23XcPjUAnHTIbGrJtLXIicCaMDYFMVPnH1SlRF8OC2Fl5vTOEvEnc0nk9peRyJNhB92XVGPo3ROT50nEMDh3BrbrZUbJlmxcwwW3l5zIzxo8M/AuDW+lup8lbx9lVvB+DfXv83RiIzX4gSHcvT0Cds6wmzozeMRxPcVjf9sZBrV3jHuG7na3uHiJlyVjGy/5ln0Ht6sC1ZgmuTdRMUQlB0111opaVEjhyl/3++PuO+RUM6TeOBRLZMApORitHx9Ywx1DWGzalSWjt9ajReZt58YABjPG0SCoxyfNsrwMI7IseRqupquLeH/pYmbA4H5fUrp123sKoad14+Ad8Q3XuPEthmBRM5l1VNG1Q2NB0jGA5RmFdAWdFkA77KkgoqissJRyNsPzQ3A3oxi2FgtH2UaNsowq7gXDU58LSVufFeaRUAdD7ZwP79+wHYNH7MLRbiJeapdDrJImRNm5AfxCutcnIuRVWnHmuapnLpZWvYuKkOgFdeOcSf/rQH0xQsqXoXAD09T4wvmzrQMQyTY8fa2bbtCLHY9N+zmtDo+FLq6EZG9uHzvY6iuCgt/ZuU2zsdFeV/ixAavX1/mNbw8C8RZwOdLCMuRJ5v6gqs1hEAXcPWbCsTD53TUV+awx3nW3qEzzx6gLHINCdSVhid5PLyeNVVBhqdFD46j518DIDLllyWCEqyidkMA59qfIrusW6qcqq4sMLqZnL9sutZVbCK/lA/X9n5lZRjx/r6iLW2IZxO7Ekzx+kgpeQb+yya+valLnJsqU/d66udVLoVmv06vz4xOqMYWUrJ4E8sG/vcG29EJKVNFLeb4k98AhSFoQcfJLB1a8ptNu7rQ4+ZFFfn4FmAfkupNDrx3laVK/JR1Om/E2+Rk9wSF9GQTscx68bw/APfIeAboqR2KWXLVmR9f6eDzTE9o3NqPB1VtXodqja9ri85fTX6bDuYEufaQmwlU71zpJTsOmylpdYtXzNtIHTeWkurs+vwXgIztKQ4HQmNToqWI/EAzLm2CGGbmg50rSnEtbGYQ6IN0zRZWl03SQOzGJhJkByJRDh0yBJqJ4uQo9Fu/P7nAYW8vOtSji2EYMOGWi6/Yi2qqtDQ0Mqjj27Fbt9ATs7EZEazTQ10otEYe/ac5Mc/fpann97J9u1HefXVw1OWAyslJoQN04ximtOzci2t3wOgtPT6RKorHTgcJeOGh5Lmlr8OVudsoJNlxDU682V0IFmQHJzUtTxTRieOOzZXs6zYQ4cvxH8+PcVwenLV1XwxXeoqE0bH5rbclmNjltsyFsvyVNNTQPackE/HTGJk3dT54aEfAhabowjrdFKEwkc2fgS7Yueppqd4oe2FaccOxdNWq1YhZtGIPNce5PBQlAK74KbqmY8DmyJ4/0rrYv6dg8MExyvH5DSGgcGdu4gcOYqSl4fn8sunvO9cuZL8t1sMVdfnv4A+MH2TzOS01UIgVXl5wiRw1czHasI8cF8fR7e+xIntr6LZHVx8x99P0cQsFOwpWkAk9DnrZtap1KzbQJmrDs+oB2FT8GypmHa5tu4O+ob6cTmcLK2qnXaZ0sISqsuXENNjvH5gZ9qfYSZnZGM0SvBgPwhwb0gtRlfOK+SY1gnARl/VgjQInQkzpa4OHz5MNBqlvLycgoKJY2po6NeAicezBU2b/RivrS3hurduwuWy09k5wEMPvYQ35/bE+8mMTiAQYuvWQzzwwB/5858PMjoaJDfXhRCwb18jXV1TmfdJHcynKTEPBI4zMPA8QtgpL7tp1v09HRUVtyOEjb6+pxkNzCBz+AvB2UAny2hLpK7mP6udcEcO0x+IMBa1qri88ywtPx2aqvDJq1eiKYJf7mhj68nTSm+zUXWVcEbutzx5wApW5gshpnQwf671OUajoyzPX05t7vQX9Ewxk0bnmZZnaBtto8xdxpsq3zTpvYqcCt655p0A/Pvr/44vPFU0mG4jT8OUfOuAdTF7+zI3Tm12/cuFJXY2FNoYiZo80mEFhtMxOkNxNuetb0Wx26cdK+9tb8O5bh3G4CBd//RPyNOcdf0DITpPDKNqYtaAY77QklpASNOi6kf6gwy0B9DsCmVLZ9Y8xHU6p3af4oUfWzPdC266DW9hdqvDZkKiBUQSgxLwDdF18hiKplG5cubjoLhmKecVX239s8qBmsJ1eleDdVytWmr5v6RCvAJr79EDjATSqxKcqeoqsL0bDIl9aR7qDNe/Pcf2o2NQRRHFA07kSwNp2xhIOfdKsdMxE6MTT1slszm67mN4xJpQ5eW9Ne3tFBV5uf6G8ygq8jIyEuSJJzqx26xg1m4rYmBghGef3c0Pf/hHdu06QSQSo7QsjyvfvI6bb7mAtWutNN9zz+3FmMbxfKZ+V62t3wegpORqbLa5M2Z2exGlJRZz1dz8zTmv/0bD2UAni9ANk+6RMIKJ9NN8kKi88oVoHZzQ52RT4FlX7OHOC2sA+NyjB/GHky4gmTT0jENzgN0D5vgF0e6xWkNkgtO8dB47YaWtsumEPGWT44HOkZ6BSZomU5o8cNDqdfO2+rehTvPZrq27lrVFaxkKD3HvjnunvJ+uUeDvm8doHIlR6lS4dkl6x5UQgg+u8iCA33VYv8Hp5eWRpiYCL7+MsNvxXntt6rFUleJ//EeUnBzGXtmK7+c/n/T+ifGS8sqVBdiyFIxP2QdFJHx59Jh10U+krerzZ/XsyS12klNgJzDwFNFQkOp1G1h2/oULsq+pYEu0gBhL3Ngbd28HKalcsRqbY5bJ0fEwuVoRgdgwzaHpUxo+/zAnWhtRFIXVdTOn5ArzCli2pA7DNHh1b+peWpOgKaAI0E1kbOLmK3WTsR3jJeUzsDmRaJTd494+GzZuQKrA0VE4MFuZtEFX939y/MRb8Q0/md6+pkCqQKe7u5uuri7sdjvLlk3otoZ8jyJlFJdrI3b73Ko63W4H1163kdraEqJRnVe2rkKPXcOOHV5+9rPnaWhoRUpJbW0Jb/2bc7nuuk1UVxdbKbCNtXi9TgYH/ezePVUrk8pLJxRqo6f39wihUl72tjntbzIqKm5HUez09/8J/+j0x9tfCs4GOllE90gYw5QUeuzYMzBLS668SpSWz9MReSbcft4SVpbl0DUS5p6nxm3hpUxKXWVox56c+pql4qqhP8aJwVlma0k6nabhJvb27cWpOrm48uLM9jMFYrrktzutlJUvFODOB7bzjh+8zs7mIZ5vfZ6mkSaKXcVctuSyadePp7AcqoNnW57lmZZnEu8Zfj+R48dB07DX16fch6ghuf+gxQb9fb0bm5J+sLvUq3F1lYPR8WDtdEZn6MGfAuC54opZHZC1oiKKP/pRAPr++z7C472JpJQci6etFkCEnIxE+mpcpzNbtVUyhBDY7QeReieaPYctt94BIROzK5JxR+90oWoaqmbDNAz0qGUsl27aSkZMzN1WqmX/0Es0Htk17XK7j1htIpZV1eFyzn7N2LTacmE+eLKBwZHZzUSFENOWmAcPDWAGYmhFTmxVqc/1/ccOEo5GKC0soayuErnFYhvk1kHk/mGkPvW3kFLS0/PfjIz8ESmj9PR8jYGBn837d0sV6EwnQo7pA/h8lpdUXt7189qepqlcdvkaNmysJRZ18vrr5TQ1+VE1hVWrKrnlbRdy+RVrKSnJnbLelosscfr27Ufx+San2tQUqavW1h8AJoWFl+NwzL9/m81WQEmJJWJubv7WvMd5I+BsoJMm0jmp2jKsuIojEeiMhJL0OZkLkU+Hqgg+cdVKbKrg4d0dvHisF6IB0EOgOcGWYXCVHOik0OeEYiZf/vMINzzUz/UP9fNwwwzuvYnKq+GECPmSqktwavP7bu78wJ3c+YE7p32v36/z2Ye6ee2YdTH3OE08DpXtTUPc8f1tfPHlbwBw8/Kb0ZTULEapu5R3rbUqLu7dfi8DIUvjEtq3D6TEsXw5ygwz+UdOjdI1ZlDtUbmiYu7p0HfXe8BhfT+xwASjow8NMfK73wGWCDkduC+8EO911yFjMU784C5aG79PT5OPkb4QTo+N0lnSR5ki7o6sRw38gyH6WvyoNoWyZbNvd7Cjme4TVmd7u/c67BEH+mMDGE8NYbw8Mu0NdiGQqLwaGyMUGKW94SBCUViyZt2M65l7RiEioUilV29loKuVkYHJ/aMi0QgHjlsz77XL0+ublpeTS331UqSUPPGHh3n8u//BH3/2DaLh1OfhRIm5NTGRUhJ4zdLcuJJKyk+HbujsOGxVeW1YuQ4hBLLGhbnGY3UleGUQ+bM25GE/0pCJsfv6vs3wyFMIYSM39xpA0D/wAL193yS93s+TES9lT9boRKNRDh48CEykrQxjlPb2uzHNAE7nGpzO+TccFUKwcWMdl1++luJiL5s21XH7bRdx4ZYVeL2pr7MVFQUsX16OYZg899zeSfchbZp+V5FIL13djwKCivLb5r2/ie2X3zrenPQF/P6DGY93pnC219UskFLy/VeauP+Fk3gcGvWlOawozaG+NIf6Ui/1pTkU59gRQiRKyzOpuIIkMbIvlOShszCuodWFbt61pZafbGvh848d4oX3LsELFpuTaarMmczoTK242tsd5dPP+WgeNuJsOJ99YZiWEZ273+RFOX3744FONDjAk40WfZ2JCPnSqy6d9vUDrSG++vt+RkImBbkOdMBpN/jWey7gyf2d/O7k84RFO2bMy593raHGHmF1Zeog5Oqaq9nZvZNDA4e4Z/s9fP3Kr0808pwhbRXUTb53yLqIvbvejTqP36PAoXBjvcXWyFCIruEgXqeN0C9/hYxEcJ1/Pvaq9On4/He/m+7irfgv6aa/9b8g9BpC+XtqzimbYtaXbWhJjE77UYt9qFiel6jISgU9FuW1X/8v0jSw55yLm1pivx9EiYzfTE+GMIZ11GsLEJ6FNQ60OZ2EA6NEgkF6Du3HNAzKl6/E4Z5ssBgMhens6aa6shJHSMUcnwCoG7xUja6h9fh+Gg/t4rw3TwSpB080EI1FKSsqpSg/NRtrmga+7nb6W0/S13qK/p52qF1Nb3CM0fZm1EiIkYFebv7Q53B7p+o7Tmd0om2jxDoCCKeKc2Vqdu3QySMEgmMU5OazpGzimJMbvBhFdpRDo4gRHfliP+z2wZZC+oseZsj3MKBSUvJR3O71OBzL6e//IT7fYxjGCJUV/4QQ6bV9gckdzA3DQFVVGhoaiEajlJWVUVhYiGmGae/4PJFII5pWTknJXWmPPxNq60qorSuZfcEknL95GZ2dg3R0DHDoUAsbNiwFpndHbmv7EVLGKCh4Ey7X7L38ZoPNlk9p6fX09DxOU/M32bTxRxmPeSZwNtCZAaYp+fenjvDgthYAxqIGfaMRtp3mP5PvtlFfkkNgvFQ7EyEyQIHHjqYIBseiHOuxZh3ZqriaDrdsqmJ78xBHu/08+NwO/gHAnQVRqXt6RieiS765c5Tv7QlgSqjLU/jsFhfHhgy+vSfM/+4O0Dqic981BZOFt+Opqxf69zIcGaYut45lednzQJFS8ttdfh58xYcpYXWFjTsuLuHrRyBihMlxaNx5YQ2H2U5LAMzhK9g/YLC/pZvNy1y865J8VpRP/e2FEHx444f5zJ8/wwttL/B089OsS0Of84tjfgbCJityNS4qnV4onA5uXuohotpwGDHefM+zmELws2cfJB/4l7wttD/ZQY5NwTP+qPSovHd1HlU5ky8PUho0R3+A/5JhMEBEQbpeY8llQ1QvndlnJxuYqLwyEp496Yif9z79ECN9neQUlFBbfzX1fQIlIhHFNpR1boxdo8j+GPrjA6jXFKCUzf+7ng3J/a5O7ZqctpJS0t3XT8PxEzS1WeXXLqeTS+xrqZMFiDoHIl+jesU544HOzkSgY5pmIm21bho2J+gfpv3oXvpbTzHQ3phIncXhDo4SzMnDs+5CbE0N9He28Oi3/41b7voCeUWT0x9K3EtnvMQ8weasK5rWoTm+f/Hqrg0rz5nM+ggBS5yYVQ5EWxhxeBTh1xk88VMGV/0GpKCk5C7c7vUAeDybURQPfX3fxu9/HsMYYUnVPShKesUOiqLgcrkIhUIEAgHy8vImiZCl1Ons/BdCoYOoagHl5Z+c1jdnseBw2Ljggnq2bj3K1q2HWLasnJwcV5JGx0ptx2I+OrseAqCi/PaU480V5WW30tf3RwYHX2ZkZB95eedmbezFwtlAJwUiusGnHj7AHw52oymCT169kpXlXjqGgrQNBenwhcafgwwHY+xunaiqqSrIoLoIUISgOMdBjz9MU3/2PHRSwUphreAff72PoydPgZ3M9TkwrUbnSH+MTz3n49iAjgDuWG3nvesd2FXBikKVco/CPa8F+cPJMF2jAzxwYyHF7vFZ9jij89iAdUF/S81bMhJov/qC1Wfn0qsuJRg1+eYzA7x63Jo5X7PexfUb3UhhUeMRM4yUkkNDu2gJHMWjefnIldfx6jGTV46F2N1kPS6qd/H+KwqpKpw8wyx2FfOete/h+we/z3+9di/fOxQAIXCsnj7FsKs3zI+OWBqC96xwZ/Q5HapAOp0wFqPCLjmndT/50TFO5VXxincp+KdW0Dx8MsD71uTywXV5eGwKhoxwYuRr+KI7Edio8l1Dz7NDhG87gqfsKH2nbsF5/LO4Ln/bJC+ebCLO3Iz0BuluHEHVBOXT0oZ7TgAAIABJREFUuAIno/P4AY6/9ixCUTj/ijsoOaKgKjBkSoov8iJsCuqV+Zg7R5EDMYzfD8LleSgrMzuHUyEe6AR8gzTvt0S5ZStWcfjYcRpOnGRoeCIN4XG7GQsGeT68l6X2Mi5bfiFuoLJuNYqq0dN6kjG/D09uAY3tzfj8w+S4PVRXTO7b1X5kL3ueeRg9yQXZnVdIYUUthRU1FFTUgmbjmT2v0h8a4/q/uZPDL/wWX18nj377X7nlri9QXFGTWDeZ0dFHIoQOD4AA1zmpRchHm48zPDqC15NDXWXN9AsJgax1Iaud+Lt+R7/7NwCUN3wAb/hCjM0mZq20tuVaQ3n5Z+jt/SZjY7tobfsE1Uv+C01Lr8LI4/EQCoXw+/2EQiE6OjrGRchL6er+fwTGXkdRcigr+2Ra5eQLjdq6EpqaeunsHOKllw5w000XTWF02jt+jmEEyc09F48nte5vrrDZcikrvZHunkdpav4m5256MGtjLxbOBjrTwB+O8eGf7eH1pkFcNpUv3rCGjUusE6g818nmuokgQEqJLxijfShIuy9IVDe5eHnmJ0aJ1wp0AHIcGl5n+tTsfFCZ7+Kj5+dQsMfy1ek188jTZVqlzCmRFOiY9hy+u2uUb+wYJWZCZY7gM1tcnFMy+RC8oELjG1d7+OIrQfb1xLj14QF+cnMh9YU2sOfQpmnsCHdjV+xcWjV96ildPPQja/ZTd+4W7n2ij7bBGA6b4F2X5LChJs7MqKhCw5A6uozxRIsl4L24/BoK3C5uOg/evNbFiw0hth4Psf1UiN1Nndx0Xi53XpyPJ6lNw5XVV7KzZyfh3XshZhCqKiLgkCTfqrvGdL62d4hnWq2A67wiG5uKMmcYNKcTxka5/5aVqP9sVYtV3nw9Pz63kJAuCY4/QrpkW1+EV3qifO/wCI81Bvj0JhvLCr7OqH4UVbipy/kgnoI6Gk45GXjRx7JL7yVWGaS15z8o+exDeG/9GPaLr8h6G4h46ur4TkubUrYsD5sjdaopPOZn28NWme05m6+n9LgXJSYZMiXb/DqXDekUldkRDgXlklzMQ2PIprCl2RnUUbZ4EVlOx9nGvXSOb9tKVFFR69fx6J9eIKZbwabDYWdpdTXLaqpx2R10/qmZ3UYjzUov3Tuf5ZK151FfUUNl3Uo6Go/QdHg36y++hp3jlUxrlq1K+Dnp0Qj7n3uMloMWk1K8ZBnly9dRWFGL0zOVoaivrOFYRzO7m49z1c3/h13P/JrejkZ++51/58b3303lMisoTy4xH9veDSY46vNRvdMfp1JKtu239mH9inWz+haNxl6iz21ZABQG3oHXdzFKSKD8ScUslhibTMw6icNRR0XF5+nt/Trh8FFa2z5GTfX/YLOVzfo7eDweBgYG8Pv9tLZaPcPq65czOPRd/P4/IYSDsrKPY7en12h3oSGEYMuWFTz55G5Onuzk1KkuCosm+l3peoD29gcBqKz426xvv7z8Fnr7/sDQ0FaGh3eTn7951nWCwVaGfK+hKHY0zYum5ljP4w9V9abVliIbOOOBjhBCAT4OfBioA/qBh4F/kVLOatmZ6fqno88f5r0/2cXRbj8Fbhtfvmkdy0pSVxEIISj02Cn02NlYnT2Hz7ggGRaOzdGCfXi6t+Ppfh1P93bWjzQmjogfN3r5yaluNpTZ2Vxp54JKO+dX2Ml3zmG2nhTo/PqkwtdGrDTcTfU2PrTRics2/U1kab7K/dd4+OdXgpz0Gdz2yADfu76Qix05POa1tAxvqnwT7hl8eaK6iW6CwGLGE89CJP6WwPCYwSd+3kUoKinLU/nAlV7K8iafFjbFjmHo7B/czrHhA7hUN1tK35x4P8epcPP5Hq5c6+LpfWNsPxXh8d1+XmwI8O7LCrh2fQ6qIhBC8KENH2Lrkx8HQrxcPsTPDtzF+d51XJZ3Ie09q/jlEUnYkDgUuH2pm1tTtHqYM8YFz+KVlxBtLcj8QuwXbqFkGp+VS8od3FAd44fHx+iPDBAV32VU70bKfJbn3oVTLSccEvS0a0AJxbZP4B/7DrHyEXrfcQr9/s/ifGgN7vd+BNvmi7IW8MTFyB3j+pyZ0lZSSnY89iPCo8NUVq5j9eg5KGGJkavQrpoYfuhsDVM0nqYSikDdmIOZq2EeCFhBz1AM9eoCxDQ9xeb9GRwOYrmF7O8ZwFg2LkDWdYoLC1leW0NVeVkiELCfMjgnWM0SZzGv5B2jb2SIFw5sp7G7nZq6NXQ0HqHx4E7KVm+itasNTdVYUWPN5H09Hez43U8JDPWjqBqrLrqaJas2zfhbrKyspbmng76RIR7d/gIbN12C5nTReeowT3z/P/mb936CpWvPS5gGGqNRgrutijvXxtRszqn2Jvp9A7idLuqrZ041B6Lb6B37GiDJddyCO/dSQmVBtGYbtmM2lAEF5XkVM1dibDCxrSyjvNwKdqLRNlpa/y811ffhcCydcTvxyquhoSEOHLB6gtXUHMbnexTQKC392KxjLDY8OU42nVvH7l2NvPjifm6/3QrC9NgInV2/RtdHyPGsJidn9r55c4WmeSkvu5mu7t/Q1PwNzjv3F9MuZ5oR+vr/RFfXb/D5ZrcsEMI+J9fm+eKMBzrA14F/BB4H7gPWjP9/rhDiajm7rD7T9RNo7A/w3h/vpMMXoirfxb/dtJIC23ECAzvRI8fRHKtx5FyO5liNEAtbsDYp0JlFnxMOjqHZbGi2mWf+WrAfT892K7jpeh3nyOTutKbqxF+whj/H1vFK6GpiftjdHWV3d5TvWSlsVhVpVuBTYWdNiY2ILglEJYGoSSAqGYtJRsf/LhzR+OD42CcCTkpcgk9d6GJzxeyHXZFL4b6rPHz19RCvdeq858ku7l7bxxNe66RIFiEbpqR1IMbx7gjHuyIc747QPhhjtjqavkaLNSmNSjbV2rnz4hyc07RWsCsOwkaQhxt/AMCbyq7GqU79TXJdCu+42Mslq1w8vitAY5/Ot/80yB/2+fnwVUWsr3ZS6CzkxsBy4DDB5RVIBtg5eoido4eQUqBU1XKZWcE/2HXWjjWinyhgtPACAgXno9sz0E2NV/soj1j9esw3Xw1q6t9hbYGNr2wZo8/4JnZtkK5AGf+z56NsLs3j4/UgGxystKuE8qN4XPm4xCfpM39CtKCVwU/rFH77CMaXPgFr1uO89U5cm85HyctsIqDaFDTnMCgGilAoWVpFTB8YPxcVBOq4gF6hac822g7vIs9ZwsW5NySCnPA6B8V+g5bmGJ0tYdZf4J1081eWOhFeFWOHH9kZRX98AOWaAkS+hqLOL2CTUtI3OMixU40cDxoYVeM3e8OgtqqSlStXkOedzLAooxLnUauMXlvh5tLi82jp6+Rgy0la+jrp0mwo+cW0Nx5h+7j2ZUXNcuw2Gyd3vsyhl3+PaRjkFJSw4c23kFMwuwDWptm4Yv0FHGo5Sbevn92NR/B4CyhaewFDR3bxh5/cx9Vv/wg1jlUABPf0Yo7paCUubOXTd6u32JwdAKyrXzOjgWEwtoeewL2Aidd+HbmOa6w3VNDrY+h1MbQWG7aTNhS/gvKqitwtUc8poHz15+gbuZ9I5CQtrR+juvq/cLvOSbmteKCza9cuIpEIK1Z0MRZ8ARCUlHwQlyv7wUI2sGpVFS3NfQwMjHLwYA85XohEe2lrs0TCFRV/m3UmNY6yspvo7XsKn+91fL4dFBRM9BYcGztFZ9dv6Ol5PNFRXVHs5OVdgKLYMIxg0mMMwwhhGEGkjBKLzW5rkCnEYnlITLtxIdYBh4DHpZS3J73+D8C3gL+XUv5qodaPY/PmzfKB3z7HBx7cgVtp44q6Zq5a1o6M7AM51RFXUYqw51yGI+cybO4taYvg5oJnG3r49ktWIPLOC2sS5n4Ahq7T391Bb2cLve2tjI4MIRSF4rIqypbUUr6kjkJHDPfgYVyDDbgGDuMcPIx9rHvSNkzVQahoLaHiDYSK1xPOr4ekUunRqOTIgM7hfoOGAYNjgwaxOVRz1oluXnZ8GoAf5/1/nHvJdeTY0zsJpZS0hbvY42/g6e7DDNKMENaFf6Uh+HD+u/AP+gj5fBiBYbxylAICFIgABYziFUFGyKFTFtNJMZ1myfhzMZ2yiB4K6XrkHhQheP+9X+Et61IbMn7j0BcZCFvpEofi5O6NX8WlTX9hT97/hqM+9m1txTvQT1Wgn42Kj5X6ELamFoRh0vLlL3J/u41h43U83n0MeIbQk3ZhQzjCeeEItXqMuphOmW0J9vwLCBRsJpi7dtJvNRuU+/8b5ahVeiwdTox77wN36s8Q4xTD/BeSADJaTeeed+Ad9uLQJD4tQJfiI4ZOsemlUDiQDhvNHicVdb+mKvcoRkzF84CTwsMT3kj+smq0czZRvPlC7Bs2oRbP7PEhpSQSa2IstJex8B6Gh3chtPQvirGAndzochyBSjSjAspq0JQqFLOQ154fIxKWvPnGIgpLpk4QwoMxzJ1+7GFJTEoOhw2MMjtFy12UL3XhLdJmvaEEQyFONDVz7FQjvpGJyhglNIZtuJ98TeWy/zNRzaOMSmydJrYOE23Eui7H8iFwrkhUQAYjYfY1HqVn2LIpUAMjSG8+ppTccPFVnHj59/Q0Wh5H1WvOY+WFb0HV5p727hsZ4mDLCUbGLBbWoyiYTUfQQgGuvewuCjomgm7v1TW4Vk+v6WvtbueXf3gYh83O3113K7YU+xKKHaZr9J+QRMixX0me4/bU368JaqeG7YQN1WcFTlKT+JaGaa76Ljn2g0gpGDXq0Rxvorb0copyV04a78SJE7z88ssAFBe3sGbNqyAkRUXvxuu9Yq5f16LC5wvwh6f2YrONseWixxKvu1x1rFv79UmfU0rJ8HCA7u4hYjEDj8eJx+MkJ8eJ2+1ETdEfLhU6u35DV9dD5OdfyKaNP6av7490dv2GkZGJ5rAuVx0lJdeS67kIPSzw5OeiTBPgSimRMophBCkuvmKPlHL2fNg8caYDnXuALwKXSym3Jr3uBAaBP0spU7o0Zbp+HKtWVcq7vnwRywsa8doDk96zB6rwDK7F4a8jlH+KsZID6M6ki62pYQ9U42j24twVQWsehqISZGk5lJUjS8ugdOKZgkJIQ6y5r83HvzzZAMCnrl7B+WUqPR2t9Ha0MtDTgWlMNDdUhcCUJpKJA9xLgHpaWE4zS0U7qogw6HDjy19KIL+Osbwqgu4idHR0GUE3IxgyiiGjIGN4VDs5qh2PasepKAh0dDOKLxxhKBRlJBIlGDMJG7lEjAKiRj4mBUgKUEQubptKgRLk48ffDUDXln9mbJbu4mNGkAOjx9g32sA+/xGG9GS3VIEjVMIHwif4O3+A4tPaEEgJelghFtCIjanEQiqa3cSWo2PzGNjcBskknI7KDb+JoSsOfvSRTSgKqMIyfRWKghQTj49p3TQKq5P828083mcUABIME+nXMf0x9BGD2KiG7pcowwHwhWG8KkUKiXSD6QHTLTFzIFCax2C9m3WilWLpR5EQlrDH4eAVdy677SpBBAZgyPEH4DEltbEYNbqkQi2lxL2SAu9mPLZiPKi4pMCOiTBj1kNaz7Ff/h7zSLN1vLxpPbYbLgMUpFCJ6RpjIQdjQTvBoI2o/Tiu1T9FaDEifasYbLiBfhHAr0zfwT0ZdqB+5TaKyhsxTIUTL52DZ3uUFb5uciMRNMNMHKWhojJs688l77zN2M7ZhCgsIBxrYiy2n2BkP2ORfRjmZDM0M+rG1J1oDolqk0jTwDR161ka1oEgJIoqSUW6CmlHD5UxNliK111GcZkdiUk4ZBAMxAiO6UTCBoqQFNnAo4AwNdRoHkbYSzDsJaTnouYVkbe0nNLaQhyu8XSOYdDa2cmxU420dXYlfE8cdjs1VZXYR320bbV6ny2/6HJWbrgMW4fE3mmi+ieuxVKFaDGE6gXSMfmGL6Wkrb+bfY1HMMbHL/HmQcMuwmN+bA4n6y69gdK66TuhJ48TMyFkWOnSsGH9rQnLliBPg47BHhpaTxI1gjido3hkN+VamLqicoRhx6FXUnzFFtyOWuxa6ZTg5KE/PkpzZyubVm/g3NXx6jIT3RwgZrYTNaxHIPIiJkHctosocL5zVsZcSkm7H7qbVao6bKwKWwGULnT2r/wV7upXUJUJkX0oUkhobBMu80IqHecRCY3w7LFXyC/oYt26l1AUkwL7beTlXm8dxDZAgIiFUEPDSNWG4cqf0+RiIbFvXzNHGpq45NKHEq8tW3Y3eblvorfXR1fX4PhjiFAoknIcp9OeCHziQZDL5cDlsuN02nG5HDidNpxOB06nHdMMcvDQhzGMAIrixjTH/ZZMG4Z/KYG2SkbaYWzITyRoXS8UTSW/vJTCqjIKqsooqCyjsKqcnMK8ROFCXt6Gv+pA51ngasAtpYyc9t5rwEopZUrONdP141i1yiH/97tWpYIM56L7lhIeqiHgq2Q0KggTIaoYCKmgouDKGSG3qJXcojbcuX2T7GZCQS9GzIE0VDBUMDQwVIShIXQVRVcRpg1FKqBYN0EUiVSsC7QUpvW/kBjSwFANDE1HqgaKYj2EMLEJAw3roSgGUjGRqkQq1vpCSIQwM7bCmQ+kKYhFXUQjbqIRF7GYAyEFQgoUaYljFFOgSFBNMf63AAS6kJgCDAGmAlKI8Yd1o5eYgAAThKkgJAgTGH+I+ENKpGaCzUDYdITNQGgGiqYjNB1V1bn33hMIIfnXL9cgRPw8kOPfWVLYKCRIgWmqSFPFNFVMQ7OeTRXT1BKvISQ2LYJmi6DZwmi2CKoWzdrvIKVAmgIpVaQpMKWKNBUM3YauO9B1O0bMjqHbE3/ruh0l5MCM2VAVA+k0UFUTTTVQVQNFNVDVGKoaQ9Gi5JSdQigmvT3LOHnyTUhpXYxUU+CIRNFHe9ECIwhDx3R6cOVUorjzGbNJQkoMkCxbtpuqJceQEvp6lyJNFQUDBRMFE1WaqBgo0kTFRFV01KIAwjG5AswMezB8NegjtUSHq9GDRQgECgpIiZQmpqljSivYMWQMacQodJbi8ISJ2lsZUfZiyx3D4Q1jzw2juTLvlzTpNzE09KgLPeokJgVSjB87QqJJgSoF6rg3qyQGMowmHNjxokobQmoIUwNTIWqYhHWdqB5LBEnCOjUsiImHxCCsRZCqhhgNIiMmmP9/e2ceZ1dV5fvv71bqVioJFRICCXOIjCKTOMETZBIfQ4sMoi2giIEGtRVangJNQ0SFBp5iN4oN8iBAgwM0plGR2WiARgYJg8xDQcIQICSVoYZU1V3vj7UvOTl17q1bSaruqcr+fj7nc+7dZ5991jpr33PWXXsaDYWJlEqN9PQW6C410NMruntFT0moVAArQMl/YKLgv81SASFkBUY1raBpvaU0rbfkvX2xucpEnoHengY628fR2TGOjo4WOjpb6OhqoXFUBxN7FzC6ZRlNLcsotiynMKpvaLht3ka88aBPJOg/R1EIDdCFcAMMaO8RHT3QYyJkY0LDBHYaswPTmrakoAKlhk6WT/wbyzd8jGUbzqW3aeUsyOotUly4Pc8sa2CLLR+noaGXCa2fYsPnPo/K17ES3dZFT6mTHuuiZN2UrJcSRslK9FKi14wSJXot8TlsJZU8r8JnGaVC6b3nPBgNpvd0C4M7/bOZy2FJe2tlU7xECeNvzZ3svtf1NDT0sqK9hace/AzLZFjqWdNoBVpKRRqtwAr1soKS71WCAT6XGkrG5ps/yebvmwvAsrYNeOe197HojS0p9SaidSsfnhiGBduV1QqvgfDPUvzL984bVEen3u7pJsA7aScl8Bqwp6Sima0YpPMB6Okp8sLzH2Hx4il0dLSw0krtqTvUC/SytGMMb83fAebvQGNjBxMmvs7EifOZMOENmscsBfquijvYJJ+FaUqlgr8grYCVCpSs4C/t8j6kWakhHCusfHlnbb2jKIWXX7HYQVOxnWJTO01N7RSL7RSLXRRHt1Mc3f/DsZ40NJRHuvQfqVhTuruL7oh0F+nuacJKBVQoUVAJFUpIvRQyvruzWvJjhZI7sA2Ge3aDx7x5OzLvpd1Zv3sUheVtdC5+FXUuQ0AD0FMo0dVYore3g+VL36Z3uWGFAps0bc2GzdNofPZwFq34ExOm3c/kKS/XfN3OzrG0tU2mbfFk2to2orNzPVbW7E4Iq173x4vMhx6gZyywFyQCtQ0NK2ges4QxzUsoFjv8gWty19aCi5v63lDoobHYSWNjJ8XGzpWfix00NPTQ2LyUxual1N51fDndvEuWyzWK2h/M7zU+rtIK+GbNUtSK9Tawon0iHZ1jaV/RRGfnOAoNPTQ3L6V59FJGNy+hWOxibEsbY1va8MdvZbrbG+ha3ETn4iJdi5voeLeJZa+NqVn2YtjKrGA+j7Q9wVMN67Fty+5MbNqY0rINsFf2oZm96Bn/Gj1Tnqd3ygvYhAV0bfQ4W4V7Vpr3AXh8T9oK71AsNNFYGE1joUhRzRQLgzd/2SqsxjyVG3cv4u2em2hoaKd1/vtZWnBXaEJpLJNL45lcWp/JNp71rPk9By5JCaOTFXRoBe3qol0raKeLLnXTqW66WLnvUjdd9NBbEK2v7cjy7rG0L1+f5ctDk2Vj2HJKvSM6LwKNZtZnYgVJ1wLHARPMrO/yrGt4vqSTgHID+XbAs6utyOoxCXhniK+5tok65IeRoEfUIR9EHfLBSNChVraspfVldal3RKed1H+RBKMTedb6+WZ2BXBFfwIOFpIeHsxQ3VAQdcgPI0GPqEM+iDrkg5GgQ16o96KerwOTJGXNGrQp3ixVrdlpTc+PRCKRSCQygqm3o/NQkOEjycQwampX4OGsk9bi+ZFIJBKJREYw9XZ0foV3vj41lX4iMAa4vpwg6X2S0gsD1Xx+Dqlbs9laJOqQH0aCHlGHfBB1yAcjQYdcUNfOyACSLgW+js9sfCsrZza+D9ivPLOxpFa8w5JW5/xIJBKJRCLrHnlwdBrwiMxJ+FpV7+CRmnPMbFkiXyvZjk5N50cikUgkEln3qLujE4lEIpFIJDJY1LuPzjqFJKuw5S7yJOlMSTdKeinI2NpP/o9KukvSUklLJN0madchEreSTDXrIGlmFfscNYRip+XaVtJ5kh6Q9Ha4v3Ml/bOkPotVSdpO0ixJiyQtlzRH0n5ZZQ8VA9FB0owqdji9jjpsJ+l6SU9LapPULukZST+StHGF/HmzQ8065NUOWUgaI+nlINtPMo7nzhZpqukwnGyRV+o9j866yBz6djJbu3PSrx3OB94F/gpUXXZa0seA2fh0qOeE5K8DcyTtaWZPDKKc1ahZhwTHZaQ9uNYkGjgnAF8DbsE713cD+wLfB46W9DEz6wDvsA/cj88JfBHQhnfMv13SQWZ2Vx3khwHokOA0+k6W9shgC1qFzYCN8b6A8/F7vBPeZP55Sbua2VuQazvUrEOCvNkhi/PwyfX6kGNbpKmoQ4LhYIt84iuIxm0oNnyE2Mx6y1GjrNMSn58EWqvkfRBYAmyaSNs0pN0xTHSY6T+H+t/7lFwfAsZnpH8/1KevJ9J+ja9TsmsibRzwCj7zt4aBDjNC2tR63/sadftskPfbebfDAHUYFnYAPog7Mf8U5P1J6njubVGDDsPCFnneYtNVHZBUlDSu3nJUw8xeqiWfpK2BDwM3mtl7C9yEzzcCB0iaMjhSVqdWHZLIaVF/yycPEWb2sJm1ZRz6Vdh/ACA0AX0amG1mcxPnLwOuBLbF7TTk1KpDmmCHvEedXwn7CZBvO1RhFR3S5NUO8oEoPwduA27OOJ57W/SnQ0b+XNoi7+TiYb6OcRS+LMVSSW9JulTS+HoLtQaUHxT/k3HsAXxFxt2HTpw1pi1sHZLulPTRegtUgc3CfkHY7ww0UdkOkL8XbFqHJI/jduiUdL+kg4ZOrMpIGi1pkqTNJB0IXB4O3Rr2ubdDDTokyaUdAqcB2+PN5Fnk3hb0r0OSPNsi10TPcGh5EI9yvAC0AAfjFfwToS9L7jol18AmYZ+1XHE5bdMhkmVNeBO4BG/zXg7sgk9bMEfSwZaftvzyv8Bz8HD3DSF5WNmhgg4Ai/E+bPcDi/AFd08Ffi/pBDObOcSippkOXJr43goca2ZzwvfhYIf+dICc20HSVsB3gfPMrFXS1IxsubZFjTpAzm0xHIiOzhBiZunowLWSHgd+AHwz7IcbY8K+K+NYZypPbjGzM1JJsyTdAMwFfgZsM/RSVeTHwMeAs8zs2ZA23OyQpQNm9uN0RklX4X2sLpF0U53/EMwCnsH7eeyGN40kV10eDnboT4fhYIefAS8DP6qSJ++2qEWH4WCL3BObrurPxcAK4JB6C7KalFeHz1pYtZYV6HOLmT2Pd2bcWtK29ZYHQNL38CjgFWZ2QeLQsLFDFR0yMbOFwH/gI+f2HGTx+pNlvpndZWazzOxc4EvAhZLODFlyb4cadKh0Xi7sIOlY4EDgZDOrNmI1t7YYgA6Z5MUWw4Xo6NSZUMlfp/+hhXnl9bDPCgGX07JCx8OF1rCvu30kzQDOBq4GTk4dHhZ26EeHarSGfd3tkMTMHgceBb4akoaFHZJk6FCN1rCvix0kNeERkFuBNyVtHQZEbBmyjA9p65NTWwxQh2q0hn2ufhN5JDo6dUa+0vpmZHfIHA48FPZ7ZBz7GD4scjjP9VBusqqrfSSdC5wLXAtMN7P0lOZP4CH6SnYAeHjwJOyfGnSoRi7sUIFmYGL4nHs7VCCpQzXqbYdmvJntEOD5xDY7HD82fJ9Ofm0xEB2qUW9bDB/qPb59XdmADSqkX0xqDou8bfQ/B81D+Jw5myTSNglpd9Vb/v50AMYCozPSd8MflE/VWfZzQh25FihUyXcjPmfILom08pwhz1HHOUNq0QHvM5g1387mwEJ8srTmOsk/pUL6vuGe3513O9SqQ87t0IiPXE1vp4T69Yfwfdu82mIgOuTZFsNpi52Rh46zwwzCfwRUEWQAAAAQFklEQVRexX9sB+MPmb+w6iiIuiPpOFaGUjcEipLODt9fMbPrEtm/ies1R76aPMA/4hHDbw2FvFkMQIdtgD9ImoX/kyqPujoBf0ieNHRSr4qkr+EjM14F7gK+IK2yru0CM7szfD4T2B+4Q9IluKN5Ih6mP8TCE3KoGYAO44CXgx2eZuUIk+nh2N9b3xmUh4qfyZdJuAd/SY7Gp034PLCUVet5Lu1A7Trk1g7mTf03pdMTI5ZeNLPk8dzZYiA6hOarXNpiWFFvT2td2YDDgNvxNuFO/GU6FziLjGhCvTc8jGoVttkZ+fcA7gaW4Q/N24EPDgcdgCnAdfhIlCX4EgWvAtcA29dZh5lVdOhjC2AH4L/xIantwL3AAcNBB7zT6JV4k8OiYIc38JfCR+qsw9HA74F54ffbEerLpcAWGfnzaIeadMizHaroNpWMWYXzaotadRiOtsjjFlcvj0QikUgkMmKJnZEjkUgkEomMWKKjE4lEIpFIZMQSHZ1IJBKJRCIjlujoRCKRSCQSGbFERycSiUQikciIJTo6kUgkEolERizR0YlEIpFIJDJiiY5OJDdImi2ptd5yRGpH0gxJlpjVtb/8x4f8+wyqYP3LMUnStZJeD/LMrqc8eUfSPuE+HT8IZe8r6QFJSwfrGpF1m+joRAYVSWMknSppjqR3JXVLWiDp1vDSi8uQjDDCS3FGDasv15MfAp8D/gM4DvhBfcVZN5E0AbgZX2/uW7gt/lzDeZtKukjS48FB6pLUKuk/Je2fyjte0tmS5kpaLGmZpJclzZI0PZV3ZnC2Km1XrkX1I0NEfMlEBg1JW+NTzm+Lr3F0Ab4I3UbAAcDVwPuBb9dLxsga833gX/HFT8vsg69SPhOfdj/JdcAvgRVDIFs1Pgncbmbn1VmOdZ0PA+sDXzGzm2s5QdIhwC/w5RFuBK7Al7OYCnwGuEvSIWZ2q6QWfNHhafiyCVfhdW8aXge+iS+xkOYUfDmbNC/UrFkkN0RHJzIoSGoGfoc/UI7MeIhdKOnD+IMuMkwxsx6gZwD5e/GFUuvNFODdWjJKWs/Mlg6yPOsqU8K+VlvsiDs37wKfNLOnU8fPAY7B1/ICX8BzG+BUM/u3jPI2q3Cpm8zsnVpkiuSf2HQVGSym46vs/rDSPzUze8jMLuuvIEnbSLpO0huSVoQQ9cWSxqbybS/pMkl/C+HsdkmPSDoxle+UEIb+dMa1CpLmS5qbSDtQ0q8kvSSpI4S/75D0iQryHinpMUmdkl6VdK6kA7L6H0hqknRWkLkzlP1bSbv1d1/C+eU+MjtK+ndJbwYZ/5IO4SfOmS7pryFfW9Dl4xn5DpH0J0nvhLyvSrpZ0rYZ158avs/Eozngqy6XQ/4zwvHMPjryPjM/lTQv2Hhe+L5BKl/5/P0knS7pxdBs8ZykL9V6vwABX0rId3w4bqH5Yn9J90paBvw2cf7UUBcXhOu+KOl8SWMq2OX9kn4c6u5ySXdL2i7kOSJhh1ZJJ/Unf6J8hXr8SKjnSyX9UdK+qXxTy/df0qGSHgr17A35b6jPn11Jh0l6NOSbJ+k8oLFW2UIZO0v6jaSFoZynJH1bUkMiTyu+cC7AH8u26Kfo84BmYHrayQEw5z/N7J6QtE3Y351VmJnNH4hekeFJjOhEBoujwv6KNSlE0u7APXgTyOX46u+7AN8A/pekT5hZd8i+D7A3Hkl6GW/3/yxwhaRJZnZByPdL4BLgi8AtqUvuD2yK9+EoczwwEbgWmB+OTwfulrSvmc1JyPs5PKz+IvBdPNrxJeDvMnRrBG4D9sSbdH4CjMf/hd4naW8ze7jGW3UtHim5EFgP+AfgNkkHmdldiWteiDcVPgicFfKehL9oDjOzW0O+T4R78wTe5LgY2ARvctwaeK6CHJcDLcDhwGl4UyXA45UElzQeuD+UexXwV2A3vPlgP0kfyYionI+/8C7Hm81OAWZKesHM7qt8m7gZb364DpjDyvp5fyLPh4AjgZ+z8kWMpC3x+zYe+Bl+D/YBzsTr4v4hwpXkGrwJ5HxgQ7wfyu2S/gW4KJRzFfAV4HJJT5nZvVXkL3Md8Pd4c8zVeDPOMcCdko4ws3S9Phj4Kt4n6SrgMOB0fEXs8xM6Hg78F9CKOxU9wJeBQ2uQqVzGh4A/4Stt/xR4E6//F+K/3WNC1lOBg/D6dz7Qx3FJlTsaOASYZ2a31SjOi2H/ZUnfybBPJSZKykpfYmb1bnaNDJR6L58et5G5AQvxh8JAzpkNtKbSHgOeAdZLpR8OGHB8Im1sRpmFUG4b0JhIvxEPb09I5b8Of0BP7qfcyfhL/NZE2ijcEVuQLBcYB7yUIe9pIe1TqbJbgFeB2TXcsxmhjL8AxUT6ZvgL9ulE2nZACbg3lXcT3JFpBRpC2o9CuRvVeP2p1dISx44Px/ZJpP0gpH01lfdrIf17Gec/mtJhU9zh+UWNdc2AmRXSDTgg49j14djBqfSLQ/pXMu7BbwEl0r8R0pcCWyTSNwz1sV/5WVn3T0qljwIexp18hbSpIe/ylI0EPAm8kUhrCPXuHWBSIn088Eq6/laR7z7cQdo5db1fhzL2r1YfqpS7U8h7Sy02DudMCDoZ/ru8CfgO8HGgkJF/ZqIOZG1H1XrtuOVni01XkcGiBViyJgVI2gnYGbgBaArNG5MkTcJf1suBA8v5zWx54tzRodljInBHkGf7RPHX4P+CP5c4Zxz+ErnNzBZUKHdcKLcXdy4+mihzd9xpmGlmixLnL8P/Sac5FnfiHknpVgTuBD4u7+tUC5dY4p+meUj+emB7STuE5MPwF85Fqbyv4w/4LfFICrhjCHBkVvPGWuZw4G36Rv8ux1+6h2ecc1lKh9fwCMs2GXkHymOWiIKBN2kCnwYetRD1SnAB7kBmyfnvFt6ggXL077/N7NVyopm9DTxLbfIfiztKs1L1Zn3csZqaUc4sM2tNXM+APwJTQr0Hr7+bA1dbon+KmbWRXX/7IGkjPEJ5i5m9F8UL1ytHjrLuUy20hH3Nz5XwO9wdjya14ZG6f8Xt8KKkAyuceiTeWTm99TsiLJI/YtNVZLBYgjeLrAnlF/R3w5bF5PKH8MCeARyNP7DTTEh8vg14C2++Kj/Ej8Sbu65JniTpfXjU4VP4yyRJ8iW2Vdg/m3HtrLQd8OaXtzOOlZkEzKtyvExW2P+psJ8Wjpfl+1tG3icTeR/Gm9EOAy7DO47fi9+zX4SX8tpkK+BhSzUrmFmPpGeBD2ac81JG2kLcWVtTsprlNsQjc33unZm9K+kN/N6lSctZdoBfzsi7iNrk3wH/bS2okmcyq+pR6X4BbIBH/8ryP5OR96mMtCyq1bGncIcw6z7VQtnBGdBzJdTXM4Azwp+UPfBnxLHAbyTtYmbp0VR/ttgZecQQHZ3IYPEksLekaWaW9ZCthXIj+Q/xl2wWixKfb8D7ElyB//N6Fw+hH4w3E70XwQwv0RuAUyVtHR50XwzlJTufjgtljQV+jPdZWYo/sM8E9suQdyD6PQH8U5U8tToVWZ040/LULJ+ZLZSPitsL/ye7N96v6buSDjaz/6m1rEGi0sitgdogi/a1WG4lOddEfuH14gtV8jyZ+l5tpJtS+1rqUn9lDQbP482Tu65uAWa2EO/D9ztJ8/B+ap/Hp0mIjFCioxMZLP4LfzlOxx8mq8PzYd+bbkpII5+c7lDgOjM7OXXsgAqnXYN3iPyipCvwjqVXmFlyTpj98eaoE8zs6lS56Ydj+V/6dhnXykp7Ho8U3GNmpQoy1sr76dvhtxwRKzua5Y6ZOyY+J89P5sV8KPjssCFpZ+AR4Gy8U2gl+hs5k+YlYDtJo5JRndBkti3Z0Yih5i3cwd0xfUA+6d3GwNz0sUHiefy+PBCaRdcW5TqxQ8axrLQsyrbqc5/wpuMCq2lPM+uUdCtwuKQDzeyO1SknwQNhv+kalhPJObGPTmSwuBJvrjld0mFZGSTtLumrVcp4FP9nerKkPuFuSaMkTQxfy/9YlcqzMe5s9cHM5uLOwbF4NKdAqtmqSrkHsmr/HPAmnzeA48PLr5x3HHAyfbkWn0ckM6IjaXJWegVOk1RMnLsZ/o//WVs5DPcW3An5P2HEVznvxvjImlfwe07o85HmGXxitokZx5KUX7795SszC3f40nY6MaT/psZyBo3giP4W2E3S/04dPgOvO0Ml57XhehdkHRxgvUnyCD6q8MtJ+8sn3cuqv30ws7fwEWx/J+kDiTKER0Bhze7TOXgdvFJhmH4aSV+QtF/4vIcqz9D9mbCvtVkuMkyJEZ3IoGBm7ZIOxWdGniXpDryD7UL85bUv3ufloiplmKTj8OHlj0u6Cm/7H4MPRT4Cf3jONLOl4RrHSurAZ0PdEh9m/TLeDyGLa/Cmse8Az5nZA6nj9+LDY38onytmPh46Pw5vdtopIW+PpNPxTsAPSvp/eNPZ8UHvrVg12vFveLPQxeHBfA/eD2ELPJLUGe5TLYwC5kj6Bd6H4WS8/883EvI9K+lifHj5nyX9ipXDy8cBx4QoDsDPg7N0B+4ANeMdt9fDX7TVKN/DCyVdH/R40szSzSllLsKnAfippA/iztZu+JDrZ6lSR4aYs3B7zZJ0GT5MfW/8vvyZvk7yoGBmN0m6Gvh6uF+/wzttb4b3P9ma1egHY2a9kk7DR0c9KOnneP09Aa+/W9RY1Dfx4eVzJJWHlx+K/95vMLPMOW1qlPFJSZ/Fp3B4TNKv8UEBHfjv/TB8CPtB4ZRjcMft9/jUAAvxZ8HB+G/rKXy4fZqj5HMopXlrLUSSIkNNvYd9xW1kb7hTchruMCzCh24vwB2g4wjDmUPe2aSGl4f0LfEOw6349O0L8X+fFwCbJ/JNwiNJr+Mv1yfwqMDxVBjCinfa7A7H/7mCDjvjfYQW4c0Xs/G+KzMJA0pS+Y/GI0Vd+NDWc1k5JPjoVN5RuDPyED6KbDneNHE9cGAN93dGKHdH4FL8pdKJP9Q/WeGcE3FnohN3rO4E9krlOQKPAM0PeryNv7yOrHD9qan0b+NNFOV7OyOkZ9oCd34vC9frDvufkhjmXO38avWnwj2oNry8T3ri+Fb4FARvhbr4Ej6aaEyN92Vq8n6srvwh/3H46KElwZat+DxBn6vxepVkPAJvhuvCO8J/D3fwahpeHsrYBY/UvRvKeTrUiYZUvor27Kf8TfFh/U/gEcQu/A/Ndaw6dcEH8P439+HPhRX4b/jRoH9LqtyZVB9efu9A5IxbPrbyXAuRSGQQkfQt4P8Ce1jfqNGalDsDd6S2ssTw4UgkEok4sY9OJLIWkVRUYpr7kDYOn/xuIT7rbyQSiUSGiNhHJxJZu0wD/iDpl3gofWN8CYitgFMsTh8fiUQiQ0p0dCKRtcvbeGfcY4CN8M6cTwBnmNmv6ylYJBKJrIvEPjqRSCQSiURGLLGPTiQSiUQikRFLdHQikUgkEomMWKKjE4lEIpFIZMQSHZ1IJBKJRCIjlujoRCKRSCQSGbFERycSiUQikciI5f8DGfj8omWcUloAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cut map\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max cut map\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "#Mean and Max statistics over AT subexperiments\n",
    "\n",
    "cut_nt = 'AT'\n",
    "aruns_objective = ''\n",
    "ggcc_objective = '_GGCC'\n",
    "cut_to_subexperiment = {\n",
    "    5 : [cut_nt + aruns_objective + '_60', cut_nt + aruns_objective + '_ent_60'],\n",
    "    10 : [cut_nt + aruns_objective + '_65', cut_nt + aruns_objective + '_ent_65'],\n",
    "    15 : [cut_nt + aruns_objective + '_70', cut_nt + aruns_objective + '_ent_70'],\n",
    "    20 : [cut_nt + aruns_objective + '_75', cut_nt + aruns_objective + '_ent_75'],\n",
    "    25 : [cut_nt + aruns_objective + '_80', cut_nt + aruns_objective + '_ent_80'],\n",
    "    30 : [cut_nt + ggcc_objective + aruns_objective + '_85', cut_nt + ggcc_objective + aruns_objective + '_ent_85'],\n",
    "    35 : [cut_nt + ggcc_objective + aruns_objective + '_90', cut_nt + ggcc_objective + aruns_objective + '_ent_90'],\n",
    "    40 : [cut_nt + ggcc_objective + aruns_objective + '_95', cut_nt + ggcc_objective + aruns_objective + '_ent_95'],\n",
    "    45 : [cut_nt + ggcc_objective + aruns_objective + '_100', cut_nt + ggcc_objective + aruns_objective + '_ent_100'],\n",
    "}\n",
    "\n",
    "print('Mean cut profile')\n",
    "plot_cut_profile(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(8, 5.5), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=None)#save_fig_name='cut_profile_subexp_at_mean'\n",
    "print('Max cut profile')\n",
    "plot_cut_profile(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(8, 5.5), save_fig_name=None, fig_dpi=150, plot_mode='max', n_samples=5)#save_fig_name='cut_profile_subexp_at_max'\n",
    "\n",
    "print('Mean cut map')\n",
    "plot_cut_map(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(4, 6), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=100)#save_fig_name='cut_map_subexp_at_mean'\n",
    "print('Max cut map')\n",
    "plot_cut_map(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(4, 6), save_fig_name=None, fig_dpi=150, plot_mode='max', n_samples=25)#save_fig_name='cut_map_subexp_at_max'\n",
    "\n",
    "plot_position_scatter(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, variant_filter=\"variant == 'wt' or variant == 'sampled'\", figsize=(5, 5), save_fig_name=None, fig_dpi=150)#save_fig_name='avgcut_pred_vs_true_subexp_at'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "a3db16e2-ca19-488d-9a91-f4b9192a43e0"
    }
   },
   "source": [
    "<h2>Summary Max Cut analysis ('Punish A-runs' subexperiment)</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "nbpresent": {
     "id": "928af7ad-1a99-4a7a-b4e2-9cefbe878271"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cut profile\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max cut profile\n"
     ]
    },
    {
     "data": {
      "image/png": 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VFUVsbCxLlixxdjguS6aXCyGEEPeguLg46uvrnR2Gy5MWHSGEEEIMWJLoCCGEEGLAkkRHCCGEEAOWJDpCCCGEGLAk0RFCCCHEgCWJjhBCCCEGLEl0hBBCCCeZPXs2K1eu/MZl+oNSipycnLt+n2+bJDpCCCFEP7t06RIrVqwgNDQUg8FASEgISUlJXLx4sdd15ebmsmnTpn6LLTExkQULFnQ7X1NTQ2xsbL/dx57PPvuMhQsXEhISglKKjz76yG58SimbY+bMmX2+pyQ6QgghRD86d+4c4eHhlJaWkpmZSWVlJR9//DFlZWVERERQXV3dq/oCAgJ44IEH7k6wnQQGBuLl5XVX79HQ0MDkyZP55S9/idFo7LHc3LlzqampsR579+7t8z0l0RFCCCH6UUpKCm5ubuTl5REdHc2oUaOYM2cOeXl5uLm5kZKSYlO+tbWVVatW4e/vj7+/P6+++ipms9l6vWvXVXNzM6+//jqhoaH4+PgQERHBgQMHbOo8deoUCxcuZMiQIfj6+mIymSgpKWHDhg1kZmayZ88ea2tJQUEBYNt1ZTKZeOWVV2zqrK+vx2g0snv3bofj6Op73/seGzdu5Ic//CFubj2nIF5eXgQGBlqPgICA29Z7O7IFhBBCCJcxJXOKU+5bsqzEoXJ1dXXs37+ftLQ0vL29ba55e3uTnJzMunXruHbtGv7+/gBkZWWRmJjIkSNHOHnyJElJSQQFBbFmzRq791i+fDlVVVXs2LGD0NBQ9u7dS2xsLIWFhTz66KNcvnyZyMhInnjiCQ4ePIifnx/Hjh2jra2NtWvXUl5eTl1dHdu3bwewm0QkJCSwceNGtmzZYk1Idu3ahdFo5JlnnnEojm/i8OHDDB8+HD8/P2bNmsWbb77J8OHD+1SXJDpCCCFEP6moqEBrzcSJE+1enzRpElprKioqmDFjBgBBQUG89957KKWYMGECZ86c4Z133rGb6FRVVZGdnU11dTWjRo0CYOXKleTl5bFt2zYyMjJIT0/Hx8eHnTt3YjAYAAgLC7PWYTQarS0mPVm6dCmpqank5+cTHR0NWBKyZ599FoPB4FAcffX000+zePFixowZQ3V1NT/5yU+Iiori+PHjfepak0RHCCGEy3C0ZcXZlFJ2z2utu12fOXOmzWOTycS6deuor69n8ODBNs8vLi5Ga82kSZNszjc1NREVFQXAV199RWRkpDXJ6YuhQ4cyf/58srKyiI6Opqamhvz8fNavX+9wHH21dOlS67+nTJnC9OnTefDBB9mzZw+LFy/udX2S6AghhBD95OGHH0YpRVlZGXFxcd2ul5eXo5Ri7NixfarfbDajlKKwsBBPT0+bax2DezuSqW8qISGBFStWkJGRQXZ2NiNHjiQyMtLhOPpLcHAwoaGhVFRU9On5MhhZCCGE6CcBAQHMnz+fjIwMGhsbba41NjaSnp5OTEyMzbiYo0eP2iQnX375JcHBwd1acwCmTp2K1pra2lrGjRtnc4SEhAAwbdo0Dh8+THNzs90YDQYDbW1td3wtixYtAuCTTz4hKyuL+Ph4a8uTI3H0l6tXr3Lp0iWCgoL69HxJdIQQQoh+tHXrVlpbW5k7dy6HDh3iwoULFBQUMG/ePLTWbN261ab85cuXWb16NadPnyYnJ4ctW7aQmppqt+6wsDDi4+NJTEwkJyeHs2fPUlRUxFtvvUVubi4AycnJNDQ08Nxzz1FYWEhlZSXZ2dmcOHECgNGjR1NaWsrp06e5evUqLS0tdu81aNAgFi9eTFpaGsXFxSQkJPQqDnsaGho4ceIEJ06cwGw2c/78eU6cOMH58+et19euXcuRI0eorq6moKCA2NhYhg8fzve//33Hvwmdaa3lkEMOOeSQ4547ioqKtKs6f/68fumll3RwcLD28PDQQUFB+sUXX9QXLlywKTdr1iz98ssv65SUFD1kyBDt5+en16xZo1tbW23KpKSkWB83Nzfr9evX6zFjxmhPT089YsQIHRsbqzu/X6WlpTomJkb7+PhoX19fbTKZdElJidZa6ytXruh58+ZpX19fDej8/HyttdaA3rlzp018n376qQb0tGnTur1GR+LoKj8/XwPdjmXLlmmttW5sbNRPPfWUHjZsmPb09NSjRo3Sy5Yt0+fPn7/t+91+T7s/R8ry2oQQQoh7y/Hjx/X06dOdHYbTmUwmZs2axebNm50dyj3r+PHjTJ8+3e4IcOm6EkIIIe5BTU1NFBUVUVZWxuTJk50djsuSREcIIYS4B+3bt4+oqChiY2NZsmSJs8NxWTK9XAghhLgHxcXFUV9f7+wwXJ606AghhBBiwJJERwghhBADliQ6QgghhBiwZIwO8A//8A969OjRzg5DfMsqKysBGDdunJMjEULYs23bNmeHIAYASXSwrBJZVFTk7DDEt0wSHSHubcePH3d2CGIAkERH3LckwRFCiIFPxugIIYQQTjJ79mxWrlz5jcv0B6UUOTk5d/0+3zZJdMR9a+vWrd021xNCiP5w6dIlVqxYQWhoKAaDgZCQEJKSkrh48WKv68rNzWXTpk39FltiYiILFizodr6mpobY2Nh+u489mzZtIiIigsGDBzNs2DBiY2MpLS21KaO1ZsOGDQQHB2M0Gpk9ezZlZWV9vqckOuK+deDAAQ4cOODsMIQQA8y5c+cIDw+ntLSUzMxMKisr+fjjjykrKyMiIoLq6upe1RcQEMADDzxwd4LtJDAwEC8vr7t6j4KCApKTk/niiy84dOgQHh4ezJ07l7q6OmuZn//857z99tu8//77FBYWMnz4cObNm8f169f7dE9JdIQQQoh+lJKSgpubG3l5eURHRzNq1CjmzJlDXl4ebm5upKSk2JRvbW1l1apV+Pv74+/vz6uvvorZbLZe79p11dzczOuvv05oaCg+Pj5ERER0+6Pt1KlTLFy4kCFDhuDr64vJZKKkpIQNGzaQmZnJnj17UEqhlKKgoACw7boymUy88sorNnXW19djNBrZvXu3w3F0deDAAZYvX87kyZOZMmUK27dv569//St/+tOfAEtrzrvvvssbb7zBD37wAyZPnkxmZibXr19nx44dvfgu3CKDkYUQQriM8gkTnXLfiafKHSpXV1fH/v37SUtLw9vb2+aat7c3ycnJrFu3jmvXruHv7w9AVlYWiYmJHDlyhJMnT5KUlERQUBBr1qyxe4/ly5dTVVXFjh07CA0NZe/evcTGxlJYWMijjz7K5cuXiYyM5IknnuDgwYP4+flx7Ngx2traWLt2LeXl5dTV1bF9+3bA0mLUVUJCAhs3bmTLli24uVnaRHbt2oXRaOSZZ55xKA5HXL9+HbPZbH0vzp07R21tLU899ZS1jNFo5Mknn+SLL77g5ZdfdqjeziTREUIIIfpJRUUFWmsmTrSfkE2aNAmtNRUVFcyYMQOAoKAg3nvvPZRSTJgwgTNnzvDOO+/YTXSqqqrIzs6murqaUaNGAbBy5Ury8vLYtm0bGRkZpKen4+Pjw86dOzEYDACEhYVZ6zAajXh5eREYGNjj61i6dCmpqank5+cTHR0NWBKyZ599FoPB4FAcjli1ahXf/e53MZlMANTW1gIwYsQIm3IjRozg0qVLDtXZlSQ6QgghXIajLSvOppSye15r3e36zJkzbR6bTCbWrVtHfX09gwcPtnl+cXExWmsmTZpkc76pqYmoqCgAvvrqKyIjI61JTl8MHTqU+fPnk5WVRXR0NDU1NeTn57N+/XqH47iTNWvWcPjwYQ4fPoy7u7vNta7vn9a6x/f0TiTREUI43d//+jU+fgY8PN3vXFiIe9jDDz+MUoqysjLi4uK6XS8vL0cpxdixY/tUv9lsRilFYWEhnp6eNteMRiNwK5n6phISElixYgUZGRlkZ2czcuRIIiMjHY7jdlJTU/ntb39Lfn4+Dz30kPV8RytTbW0tI0eOtJ6/cuVKt1YeR8lgZHHfGjt2bJ8/bET/+dtfGvl43RHyPz7l7FCE+MYCAgKYP38+GRkZNDY22lxrbGwkPT2dmJgYm3ExR48etUlOvvzyS4KDg7u15gBMnToVrTW1tbWMGzfO5ggJCQFg2rRpHD58mObmZrsxGgwG2tra7vhaFi1aBMAnn3xCVlYW8fHx1lYVR+LoyapVq9ixYweHDh1iwoQJNtfGjBlDYGAgBw8etJ67efMmn3/+OY8//vgdY7ZHEh1x33r33Xd59913nR3Gfe9vVyy/DP5+5WsnRyJE/9i6dSutra3MnTuXQ4cOceHCBQoKCpg3bx5a627rd12+fJnVq1dz+vRpcnJy2LJlC6mpqXbrDgsLIz4+nsTERHJycjh79ixFRUW89dZb5ObmApCcnExDQwPPPfcchYWFVFZWkp2dzYkTJwDLtkelpaWcPn2aq1ev0tLSYvdegwYNYvHixaSlpVFcXExCQkKv4rAnJSWFDz/8kOzsbPz9/amtraW2tpaGhgbA0mW1evVqNm/eTG5uLqWlpSQmJuLr68vzzz/v+DehM631fX9Mnz5dCyGc40xhrd768qd6x//80tmhiHtMUVGRs0Pos/Pnz+uXXnpJBwcHaw8PDx0UFKRffPFFfeHCBZtys2bN0i+//LJOSUnRQ4YM0X5+fnrNmjW6tbXVpkxKSor1cXNzs16/fr0eM2aM9vT01CNGjNCxsbE271dpaamOiYnRPj4+2tfXV5tMJl1SUqK11vrKlSt63rx52tfXVwM6Pz9fa601oHfu3GkT36effqoBPW3atG6v0ZE4ugLsHuvXr7eWMZvNev369TowMFB7eXnpJ5980hp7T9rvafd3vNL91JfnysLDw7Vs6imEc5R/cZlD/+8pBv/DIF5I61vTtBiYjh8/zvTp050dhtOZTCZmzZrF5s2bnR3KPav9Z8XuaGXpuhL3rdjY2Lu+3Lm4s5amNpuvQgiLpqYmioqKKCsrY/Lkyc4Ox2VJoiOEcCprotNsvkNJIe4v+/btIyoqitjYWJYsWeLscFyWTC8XQjhVR6LT2tz2jdbKEGKgiYuLo76+3tlhuDxp0RFCOJW1y0pDa4u06ggh+pckOqJvtIYb/+XsKMQA0NppbE6rjNMRQvQzSXRE3+RtgC1joebPzo5EuLjOg5BlQLIQor9JoiP65sp/ABr+etrZkQgX13kQckuzJDpCiP4lg5FF3zTfaP/a4Nw4voGUlBRnhyCAlqZW679bm2SMjhCifzm1RUcp5aaUSlVKnVJK3VRKXVBKva2U8nHw+b5KqX9RSpUopa4rpa4qpb5QSiUqmbpxd3UkOM2Nty93D3v66ad5+umnnR3Gfa/lZqeuK2nREUL0M2d3Xf0CeAf4D+B/ADuBfwb+oJS6bWzt1/cB/wsoBF4B0gB34ENAlpC8m6wtOjecG4dweTZdVzJGR9xnZs+ezcqVK79xmf6glCInJ+eu3+fb5rRERyn1CJbkJldrvVhr/YHWeg2wBpgDLL1DFY8BkcB7Wut/0lr/Wmv9LvCPwDng5bsYvuhIcFpcN9HZv38/+/fvd3YY9z3britJdMTAcOnSJVasWEFoaCgGg4GQkBCSkpK4ePFir+vKzc1l06ZN/RZbYmIiCxYs6Ha+pqbmrq8Wv2nTJiIiIhg8eDDDhg0jNjaW0tLSbvEppWyOmTNn9vmezmzR+W+AArpuH/0B0AgkdHuGrY796y93Pqm1bgauAq77G9gVDIAWnfT0dNLT050dxn2v87gc6boSA8G5c+cIDw+ntLSUzMxMKisr+fjjjykrKyMiIoLq6upe1RcQEMADDzxwd4LtJDAwEC8vr7t6j4KCApKTk/niiy84dOgQHh4ezJ07l7q6Optyc+fOpaamxnrs3bu3z/d0ZqITAZiBY51Paq1vAifar9/OMeBvwGtKqWeVUqOUUuOVUpuA6cCG/g9ZAJY1dAbAGB1xb5Dp5WKgSUlJwc3Njby8PKKjoxk1ahRz5swhLy8PNze3bhMhWltbWbVqFf7+/vj7+/Pqq69iNt/6A6Br11VzczOvv/46oaGh+Pj4EBERwYEDB2zqPHXqFAsXLmTIkCH4+vpiMpkoKSlhw4YNZGZmsmfPHmtrSUFBAWDbdWUymXjllVds6qyvr8doNLJ7926H4+jqwIEDLF++nMmTJzNlyhS2b9+B3StHAAAgAElEQVTOX//6V/70pz/ZlPPy8iIwMNB6BAQEOPDO2+fMWVfBwFWtdZOda5eAx5VShvYWmm601teUUguBfwP+b6dL14EfaK3/v9vdXCm1AlgBMGrUqL7Ef/9qvQm6/T+hC8+6Es5nbjPT1nrrA71VWnTEHaT/90NOuW/Kr6IcKldXV8f+/ftJS0vD29vb5pq3tzfJycmsW7eOa9eu4e/vD0BWVhaJiYkcOXKEkydPkpSURFBQEGvWrLF7j+XLl1NVVcWOHTsIDQ1l7969xMbGUlhYyKOPPsrly5eJjIzkiSee4ODBg/j5+XHs2DHa2tpYu3Yt5eXl1NXVsX37dgC7SURCQgIbN25ky5YtuLlZ2kR27dqF0WjkmWeecSgOR1y/fh2z2Wx9LzocPnyY4cOH4+fnx6xZs3jzzTcZPny4Q3V25cxExxuwl+QA3OxUxm6i064BKAV+D3wBBAApwA6l1CKt9cGenqi1/jXwa4Dw8HDdu9Dvc527q1qkRUf0XdeNPKVFR7i6iooKtNZMnDjR7vVJkyahtaaiooIZM2YAEBQUxHvvvYdSigkTJnDmzBneeecdu4lOVVUV2dnZVFdXW/9IX7lyJXl5eWzbto2MjAzS09Px8fFh586dGAwGAMLCwqx1GI1Ga4tJT5YuXUpqair5+flER0cDloTs2WefxWAwOBSHI1atWsV3v/tdTCaT9dzTTz/N4sWLGTNmDNXV1fzkJz8hKiqK48eP96lrzZmJTiPQU3o2qFMZu5RSU7AkN6la6191Op+NJfn5QCk1Vmstn5z9rXMrjguP0RHO13lqOcg6OuLOHG1ZcbaeVjjRWne7PnPmTJvHJpOJdevWUV9fz+DBg22eX1xcjNaaSZMm2ZxvamoiKsry3nz11VdERkZak5y+GDp0KPPnzycrK4vo6GhqamrIz89n/fr1DsdxJ2vWrOHw4cMcPnwYd3d36/mlS2/NRZoyZQrTp0/nwQcfZM+ePSxevLjXr8WZic5lYJJSystO91UIlm6t27XmpGJJiHZ2Pqm1blRK7QFWAqOBqv4LWQC2yY0kOuIb6NpVJYORhat7+OGHUUpRVlZGXFxct+vl5eUopRg7dmyf6jebzSilKCwsxNPT0+aa0WgEbiVT31RCQgIrVqwgIyOD7OxsRo4cSWRkpMNx3E5qaiq//e1vyc/P56GHHrpt2eDgYEJDQ6moqOjT63DmYOTC9vvP6HxSKTUI+C5QdIfnh7R/dbdzzaPLV9GfJNER/aRrV5V0XQlXFxAQwPz588nIyKCx0bZTorGxkfT0dGJiYmzGxRw9etQmOfnyyy8JDg7u1poDMHXqVLTW1NbWMm7cOJsjJMTya3HatGkcPnyY5mb7bQUGg4G2tjv/X1u0aBEAn3zyCVlZWcTHx1tbnhyJoyerVq1ix44dHDp0iAkTJtwxjqtXr3Lp0iWCgoLuWNaeXiU6SimTUipLKXVMKVWllDrb5ehN68nvAA2s7nI+CcvYnKxO9x2rlOr6bvxH+9fELjH6AYuAa0hrzt0xQLqu/vCHP/CHP/zB2WHc1zqvoQMyGFkMDFu3bqW1tZW5c+dy6NAhLly4QEFBAfPmzUNrzdatW23KX758mdWrV3P69GlycnLYsmULqampdusOCwsjPj6exMREcnJyOHv2LEVFRbz11lvk5uYCkJycTENDA8899xyFhYVUVlaSnZ3NiRMnABg9ejSlpaWcPn2aq1ev0tLSYvdegwYNYvHixaSlpVFcXExCQkKv4rAnJSWFDz/8kOzsbPz9/amtraW2tpaGBsvvlYaGBtauXcuRI0eorq6moKCA2NhYhg8fzve//33HvwmdOJzoKKV+BBwGfoCly+g88J9djvOO1qe1LgHSgcVKqVyl1EtKqbexrJT878COTsU/Bcq7VPEuUAdsVkptV0r9d6XUvwBfAUHAT7TWrYj+J4ORRT9paR+T0zE8QVp0xEAwduxYioqKeOSRR3jhhRd46KGHeP7555k4cSKFhYWMGTPGpnx8fDxtbW089thjJCUl8eKLL/aY6AB8+OGHLF++nNdee40JEyawYMECPvvsMx588EEAQkJC+Oyzz2hubmbOnDlMnTqV999/Hw8PSydHUlISEydOJDw8nGHDhnWb2t3ZCy+8wJ///GemTZvWbYD1neKwJyMjg+vXrxMdHU1QUJD1eOuttwBwd3enpKSERYsWERYWxrJlyxg/fjxHjhzp81pCytG+PKXUaaANmKu1vnyn8g7W6Y6lRWcFlvE0V7G09PxUa93QqVw18KDWWnV5/ljgp0A0MAL4GssaPO9qrXtOKbsIDw/XRUV36ikTVn/+LexuX3haucFP6279phKiFyqPX+HAB6UM8vXkZkMLgQ8N5gevhTs7LHGPOH78ONOnT3d2GE5nMpmYNWsWmzfLzkY9af9ZsfuLqDdjWB4EXu2vJAegfUbU2+3H7cqN7uF8FbCsv+IRDurcdaXN0NoEnoN6Ln+PWr3a0mv67rtdF+cW35aOrqtBPh7cbGixtvAIISwzmEpKSigrK+u2yKBwXG/G6FwE7u7a0MI1dB2X46LjdKqqqqiqkmFcztSR2Hh5W2ZtyKwrIW7Zt28fUVFRxMbGsmTJEmeH47J606LzKyBeKfULWZvmPtc1sWm5AQx1SijCtd1q0bEkOrKppxC3xMXFUV9f7+wwXF5vEp3jWAYiH1NKpWPZIbzbp5LW+rN+ik3cqwZIi45wvtbmjhYdy0eRtOgIIfpbbxKdTzv9+9+wTA3vTLWfs7eujRhIuu5vJRt7ij7qWBm5o0WnpakNrXWPq8oKIURv9SbRWX7XohCupVuLjmzsKfqmo+vK08sdN3eFuU3T1mLGwyB/Lwkh+ofDiY7WOvNuBiJcSLcxOtKiI/qmY1NPD4Mb7p5umNvaaGluk0RHCNFvZIsE0XsdLTiDhsDNv7vsGJ358+c7O4T7XscCge6ebnh4utFys42WpjaMvk4OTAgxYPQq0VFK+QCvAd8HOnbhOgvkAlu01q75G0/0TkdiY/R36URn5cqVzg7hvteR6HgY3PHwdAdaZAdzIUS/6s0WEAHAMWAdEIhlq4WvsKxI/FMss7ECeq5BDBgdiY13gO1jIXrJmuh4uuFusHwcycwrcT+ZPXv2Hf/ocqRMf1BKkZOTc9fv823rzYKBPwMmACuBIK31P2qt/xEIBlKA8cCGfo9Q3HusLTqunehUVlZSWVnp7DDua7YtOpaPI1lLRwwEly5dYsWKFYSGhmIwGAgJCSEpKYmLFy/2uq7c3Fw2bdrUb7ElJiayYMGCbudramqIjY3tt/vYk56ezne+8x0GDx7M4MGDMZlM7Nmzx6aM1poNGzYQHByM0Whk9uzZlJWV9fmevUl0FgL/prXO6LxgoNa6TWv9v4H/A8T1ORLhOjrG6HQkOi2umeikpqbeduM8cfe1dmrR6Uh0pEVHuLpz584RHh5OaWkpmZmZVFZW8vHHH1NWVkZERATV1dW9qi8gIKDPG1r2RmBgIF5ed3cDhNDQUP71X/+V4uJiioqKiIqKIi4ujpMnT1rL/PznP+ftt9/m/fffp7CwkOHDhzNv3jyuX7/ep3v2JtEZgaWrqifF7WXEQNd5jE7nxy6m1dzKXxr/QqPMGnOaWy06btaZVrKDuXB1KSkpuLm5kZeXR3R0NKNGjWLOnDnk5eXh5ubWbd+q1tZWVq1ahb+/P/7+/rz66quYzbfGqnXtumpubub1118nNDQUHx8fIiIiOHDggE2dp06dYuHChQwZMgRfX19MJhMlJSVs2LCBzMxM9uzZg1IKpRQFBQWAbdeVyWTilVdesamzvr4eo9HI7t27HY6jq0WLFhETE8O4ceMICwvjzTff5IEHHuDIkSOApTXn3Xff5Y033uAHP/gBkydPJjMzk+vXr7Njx45efBdu6c1g5L8AU29zfWp7GTGQtTZDWzModxjU/heGiy4YeKnhEtV/r+b3Vb9n6YSlzg7nvtTReuPh6Y57R9eVtOiI23h7Sfcul2/DK7/7xKFydXV17N+/n7S0NLy9vW2ueXt7k5yczLp167h27Rr+/pY/FrOyskhMTOTIkSOcPHmSpKQkgoKCWLNmjd17LF++nKqqKnbs2EFoaCh79+4lNjaWwsJCHn30US5fvkxkZCRPPPEEBw8exM/Pj2PHjtHW1sbatWspLy+nrq6O7du3A5YWo64SEhLYuHEjW7Zswc3N8n9z165dGI1GnnnmGYfiuJO2tjZ27txJQ0MDjz/+OGBpDautreWpp56yljMajTz55JN88cUXvPzyy3est6veJDp/AF5WShUDH2itzQBKKTfgJeCfgG29jkC4lo5uKk8jeBgt/3bRBQOb2poAuNJ4xcmR9J25uZnr+/bh84//iIedD6t7mbnNTFuLGRS4eahbXVcy60q4sIqKCrTWTJw40e71SZMmobWmoqKCGTNmABAUFMR7772HUooJEyZw5swZ3nnnHbuJTlVVFdnZ2VRXVzNq1CjAMoM0Ly+Pbdu2kZGRQXp6Oj4+PuzcuRODwQBAWFiYtQ6j0YiXlxeBgYE9vo6lS5eSmppKfn4+0dHRgCUhe/bZZzEYDA7F0ZOSkhJMJhM3b97E19eX3bt3M2XKFABqa2sBGDHCtoNoxIgRXLp0qcc6b6c3ic5PgXlABvA/lVKn28+PB4YBlcD6PkUhXEdzp0THsz3RcdGun1azZVXexlbXjB/g+h8Pcvn1NwhY9iNG/PjHzg6nV6yLBXq6odStREdadMTtONqy4mw9bWOite52febMmTaPTSYT69ato76+nsGDB9s8v7i4GK01kyZNsjnf1NREVFQUAF999RWRkZHWJKcvhg4dyvz588nKyiI6Opqamhry8/NZv369w3H0ZPz48Zw4cYK//e1v7Nq1i2XLllFQUMDkyZOtZbq+f99ka5jerIz8X0qpcOB1LIOOI9ovncWy99XPtdayzepAZy/RceExOgA3XHQwNUDrXyy9xa1//auTI+m91k4zrgDcPWWMjnB9Dz/8MEopysrKiIvrPj+nvLwcpRRjx47tU/1msxmlFIWFhXh6etpcMxotn8kdydQ3lZCQwIoVK8jIyCA7O5uRI0cSGRnpcBw9MRgMjBs3DoDw8HAKCwv5xS9+wW9+8xtrK1NtbS0jR460PufKlSvdWnkc1ZvByGit67XW/4/W+hGttXf7MVlr/RNJcu4THd1UNl1XrpkoDIREp63BMguh7YbrvYbOa+iAZUAyyKwr4doCAgKYP38+GRkZNDbathY3NjaSnp5OTEyMzbiYo0eP2iQnX375JcHBwd1acwCmTp2K1pra2lrGjRtnc4SEhAAwbdo0Dh8+THNzs90YDQYDbW13/n+2aNEiAD755BOysrKIj4+3tqo4EoejzGYzTU2WoQRjxowhMDCQgwcPWq/fvHmTzz//3DqOp7d6legIYU1qPFy/RWd84ngCnw906a4r83VL4ml25USnPcGRdXTEQLF161ZaW1uZO3cuhw4d4sKFCxQUFDBv3jy01mzdutWm/OXLl1m9ejWnT58mJyeHLVu29Lj0RVhYGPHx8SQmJpKTk8PZs2cpKirirbfeIjc3F4Dk5GQaGhp47rnnKCwspLKykuzsbE6cOAHA6NGjKS0t5fTp01y9epWWlha79xo0aBCLFy8mLS2N4uJiEhISehWHPW+88Qaff/451dXVlJSU8OMf/5iCggLi4+MBS5fV6tWr2bx5M7m5uZSWlpKYmIivry/PP/+849+ETnrsulJKPQmgtf6s8+M76SgvBiibrqtBln+76Bgd81AzXj5eLj293Ny+roT5huu9hlstOh1dV9KiIwaGsWPHUlRUxM9+9jNeeOEFrly5wrBhw/je977H7373O0JDQ23Kx8fH09bWxmOPPYZSihdffPG2a3x9+OGHvPnmm7z22mtcvHiRgIAAZsyYwZw5cwAICQnhs88+49VXX2XOnDkopZgyZQq//vWvAUhKSqKgoIDw8HAaGhrIz89n9uzZdu/1wgsv8NFHHzFt2rRuA6zvFIc9tbW1JCQkUFtby5AhQ/jOd77Dvn37bPYefO211/j6669JSUnh2rVrPPbYY/zxj3/s81pCtxujUwBopZRRa93c8fg25VX7ddl2eCBrHjizrq43W5IE1+66cv0WnY4EpyPhabkpiY5wfSNHjuSDDz64Y7mONWyAbi09HZqamvD1vbXTraenJxs2bGDDhg091vvII4+wd+9eu9eGDRvGH//4x27n7Y3tiYqK6nHMjyNxdPXRRx/dsYxSqtf13s7tEp1/wpK4tHR5LO5nncfodLTouOA6Ok1tTdT8sQaAG3GulyR0uNWi43qvoaXLYGSZdSWEraamJkpKSigrK+u2yKBwXI+Jjtb6o9s9FvepzmN03DwtCweaWywLCXr0fSrjt+1683UaSixJW+MzrpeodegYjOzSiU57gmPd1FPW0RECgH379vGjH/2I2NhYlixZ4uxwXJbD08uVUj8FcrXWpT1cfwT4gdb6Z/0VnLgHde66UsrSqtN8w9LS4+E6C9Z1dFuBa3dddQxG1jdvoltbUR69WRrLuXoajCxjdISwiIuLo75eJjR/U72ZdbUB+M5trk9GFgwc+Dp3XXX+6mIDejsnOs3mZlrM9mcd3OvMnTa5Mze61vego4vqVteV5aurzrr6r4sXuPG3a84OQwjRRX9OLx8EtPZjfeJe1LlFB1x2LZ3OiQ7gkjOvtNbWwcjget1X3bquXLhF5+aNBra/8c/kbt7g7FCEEF3ctp1bKTUY8Ot0aqhSapSdogFAPHChH2MT96KuiY6LrqVjL9EZ4jXESdH0jb55E1pv/W3hsonOAFhH5/p/XaWtpYW/X6l1dihCiC7u1KGfimWPK7DMuHq3/bBHAa/1U1ziXtXRddXRkuPRMfPKtX7J1jfb9nu74jidtuu2yZqrJjodWz/cWhnZ/I32tXGGm+2Dwpsbv3a52IUY6O6U6BS0f1VYEp7dwMkuZTTQAHyptf6iX6MT956eWnRcrOunoaUBw/Bbs8RutLpWkgBgbrBdv8hVE52Olhw3dzeUm0KbNeZWjbun6yQLHYmO1mZamm5iGHT7vX6EEN+e2yY6Wut/B/4dQCn1IPArrfXRbyMwcY/qsevKtRYNvN58naD4IOtjV2zRMXdp0XG1/a66dl11/LvlZhstzW3WMTuu4OtO34vmxkZJdIS4hzj0SaKU8gUexDKzStzPug1Gds1FAwfCYOS2611adBpcNNHxvLWYunWKuYuN0+lo0QFo+tr1fpaE88yePZuVK1d+4zL9QSlFTk7OXb/Pt82hREdr3QBE3OVYhCvoaXq5i47RcVeWX7Iu2aLT4NpjdG5NL7/1MeTuoqsj37xxK+lsdrFp/uLuuHTpEitWrCA0NBSDwUBISAhJSUlcvHix13Xl5uayadOmfostMTGRBQsWdDtfU1NDbGxsv93HnvT0dL7zne8wePBgBg8ejMlkYs+ePd3iU0rZHDNnzuzzPXvTNnwCmHjHUmJg67wyMtxq0XGxROF683X+8xf/ycVfWj50XDHRGSiDkTvW0YFO+11Ji45wYefOnSM8PJzS0lIyMzOprKzk448/pqysjIiICKqrq3tVX0BAQJ83tOyNwMBAvLy87uo9QkND+dd//VeKi4spKioiKiqKuLg4Tp60Hf47d+5campqrEdP+3Y5ojeJznogSSnV87akYuAbYNPLPd09AWhsdb1fTuauXVeulujctB2M3PnfLtei03mMjiQ6972UlBTc3NzIy8sjOjqaUaNGMWfOHPLy8nBzc+u2b1VrayurVq3C398ff39/Xn31VczmW1uhdO26am5u5vXXXyc0NBQfHx8iIiI4cOCATZ2nTp1i4cKFDBkyBF9fX0wmEyUlJWzYsIHMzEz27NljbS3p2Fi0c9eVyWTilVdesamzvr4eo9HI7t27HY6jq0WLFhETE8O4ceMICwvjzTff5IEHHuDIkSM25by8vAgMDLQeAQF9X3m/N+vFJwDngTyl1J+BM0DX/9Faa/1in6MR9zZzW/vsKgUe7Vm/dcFA1/pwb2jvgjO4WWZeuWKLTkfXlZuvL+aGBtdLdG7TdeVq+13ZtOg0utb3wdVcfONzp9w3dPM/OlSurq6O/fv3k5aWhre3t801b29vkpOTWbduHdeuXcPf3x+ArKwsEhMTOXLkCCdPniQpKYmgoCDWrFlj9x7Lly+nqqqKHTt2EBoayt69e4mNjaWwsJBHH32Uy5cvExkZyRNPPMHBgwfx8/Pj2LFjtLW1sXbtWsrLy6mrq2P79u0AdpOIhIQENm7cyJYtW3Bzs/y/3LVrF0ajkWeeecahOO6kra2NnTt30tDQwOOPP25z7fDhwwwfPhw/Pz9mzZrFm2++yfDhw+9Ypz29SXQSO/37u+1HVxqQRGeg6hiw6zkIVPsvJxeedQVgcLckOq48GNl96FDXTHSs6+jYzrrqfM1VdE50mhu/dmIkwtkqKirQWjNxov2RHpMmTUJrTUVFBTNmzAAgKCiI9957D6UUEyZM4MyZM7zzzjt2E52qqiqys7Oprq5m1CjL+r0rV64kLy+Pbdu2kZGRQXp6Oj4+PuzcuRODwfIZFxYWZq3DaDRaW0x6snTpUlJTU8nPzyc6OhqwJGTPPvssBoPBoTh6UlJSgslk4ubNm/j6+rJ7926mTJlivf7000+zePFixowZQ3V1NT/5yU+Iiori+PHjfepaczjR0Vq7zlxPcXd0HZ8DlqQHXG4dnest7V1XbpauK5ds0WnvLvEYOpSW//xPl0p0zGZNW4ul1cbdo3PXlWuO0fm682Bk6bq6qxxtWXG2nhaN1Fp3uz5z5kybxyaTiXXr1lFfX8/gwYNtnl9cXIzWmkmTJtmcb2pqIioqCoCvvvqKyMhIa5LTF0OHDmX+/PlkZWURHR1NTU0N+fn5rF+/3uE4ejJ+/HhOnDjB3/72N3bt2sWyZcsoKChg8mTLxO6lS5day06ZMoXp06fz4IMPsmfPHhYvXtzr1+I6Wx0L5+s6Pgdccq+rlrYWvm79GpQl0TFjdskxOm3trQjuQ4cCrjVGp7XTGjqdP+BddtbVdRmMLCwefvhhlFKUlZURFxfX7Xp5eTlKKcaOHdun+s1mM0opCgsL8fT0tLlmNFo+jzuSqW8qISGBFStWkJGRQXZ2NiNHjiQyMtLhOHpiMBgYN24cAOHh4RQWFvKLX/yC3/zmN3bLBwcHExoaSkVFRZ9eR69baZTFNKXUD9uPaUrWO78/dJ1aDrdadFwo0elozfFQHri7ufD08vauK4/2/nVXSnTsraFjeex6XVctzU20NjdZHzfLGJ37WkBAAPPnzycjI4PGLksNNDY2kp6eTkxMjM24mKNHj9okJ19++SXBwcHdWnMApk6ditaa2tpaxo0bZ3OEhIQAMG3aNA4fPkxzc7PdGA0GA21td/4/tmjRIgA++eQTsrKyiI+Pt/5h4kgcjjKbzTQ1NfV4/erVq1y6dImgoKAey9xOrxIdpdTTQBVQCPyu/SgEKpVS8/sUgXAd9lp0XHDWVcf4nAdjHuR7Cd8DXDXR6dKi40K/YO2tigydEh0XatFp6rIVR9PXMkbnfrd161ZaW1uZO3cuhw4d4sKFCxQUFDBv3jy01mzdutWm/OXLl1m9ejWnT58mJyeHLVu2kJqaarfusLAw4uPjSUxMJCcnh7Nnz1JUVMRbb71Fbm4uAMnJyTQ0NPDcc89RWFhIZWUl2dnZnDhxAoDRo0dTWlrK6dOnuXr1Ki0tLXbvNWjQIBYvXkxaWhrFxcUkJCT0Kg573njjDT7//HOqq6spKSnhxz/+MQUFBcTHxwPQ0NDA2rVrOXLkCNXV1RQUFBAbG8vw4cP5/ve/7/g3oROHEx2l1BPA7wF/4D1gRfvxy/Zzv1dKPd5zDcLl2e26cr0WnY4ZV6MiRvF4lOVH1hUTnbb2X7Ae7YmOK20BYW8gMoC7wfV2ML/ZZeFGGaMjxo4dS1FREY888ggvvPACDz30EM8//zwTJ06ksLCQMWPG2JSPj4+nra2Nxx57jKSkJF588cUeEx2ADz/8kOXLl/Paa68xYcIEFixYwGeffcaDDz4IQEhICJ999hnNzc3MmTOHqVOn8v777+PhYRmtkpSUxMSJEwkPD2fYsGH86U9/6vFeL7zwAn/+85+ZNm1atwHWd4rDntraWhISEhg/fjzR0dEUFhayb98+YmJiAHB3d6ekpIRFixYRFhbGsmXLGD9+PEeOHOnzWkK9GaPzU6AWeExrXdP5glJqC3C0vczTjlaolHIDVgEvA6OBvwL/F/ip1tqhT22lVADwL0AcEApcB0rb63DOPMSBquvO5eCSm3p2rIps9DAyyN2SqLnirKtuLTo3XOc13Jpa3rXrqn0wcrPrTC//uj3RUW5uaLNZppcLAEaOHMkHH3xwx3Ida9gA3Vp6OjQ1NeHr62t97OnpyYYNG9iwYUOP9T7yyCM9LrI3bNgw/vjHP3Y7b29sT1RUVI9jfhyJo6uPPvrotteNRuMd1+Lprd50XT0G/LprkgPQfu4DoLdrNP8CeAf4D+B/ADuBfwb+0J4E3Vb7RqPHgWVADpAMbASqgd51Eoo7u23XletML+/ourr252v8+fM/A663e7nW+laLTqcxOv01CPFu67pzeQfrgoEu2KLjM8SyJopsASH6S1NTE0VFRZSVlVlnJIne602LjgFLa0lP6tvLOEQp9QiW5CZXa/2DTufPYekaWwrsuEM1H2N5Dd+xl4CJfnbbWVeu8+Hekeic+eQMXz/wNcS7XteVbmqClhbw9MTN2xs8PKC1Fd3cjLrLS7j3B+uqyF3H6Bhcb4zOzfaE0zcggIZr/0WzjNER/WTfvn386Ec/IjY2liVLljg7HJfVmxadcmCpUqpbctR+bkl7GUf9N0AB73Y5/yM9rQ0AACAASURBVAGWFZcTuj3D9p5PApHAz7XWNUopT6WU9+2eI74he7Ou3A2WxQPbmqCt1Tlx9VJHouPu5o6bcsNdudNqbqWlzf6AvHtRR7eVW/vKq26DLF1wrjLzyrqhZ5dZV+7tj12yRcff0rImY3REf4mLi6O+vp6srKxuU7iF43qT6PxvLN1XnyqlnlFKjWk/FgCftl/reSnE7iIAM3Cs80mt9U0sG4jeabf077V/Pa+U+gPwNXBDKXVGKXXbJEn0kb0FA5VyuY09u+5cPqg9fldq1elYFbkj0VHt61a4SqJzp64rV2rR6Rij4+NnSXSavm5Em11njJEQA11vVkb+N6XUw8BaLC0pXW3RWttf7ce+YOCq1tre5PlLwONKKYPW2v5CADC+/esHQAWWcTpewBpgu1LKU2v9YU83V0p1zBqzLl8t7sBe11XH45ZGy/VBQ779uHqpoaV964T2RMfoYeRGyw1utN7ADz9nhuYw6z5XHS06RiNtuGCi09P0chds0Rnk64uHwUBrczMtTTcxGKWBWYh7Qa9WRtZav66U+g2wCBiDpeupCvi91vpML+/tDfS0QtDNTmV6SnQ65pldB+Z0JERKqd3AWWCjUipTa233Tyut9a+BXwOEh4e7xghOZ7PXdQWdppi7RpN9564rcNUWHdfuurqV6HTpuuqYXu5Cs646Eh0vbx88vQbR2txM09eNkugIcY/o9RYQ7QnNln64dyPQ01akgzqV6UnHiL/szq0+WutrSqnfAz/C0urTm3FD4nZu16IDLjPzyprodHRdueAUc/MA6brquo6OK+511TEY2WD0xnPQIL6+Xm+ZedV9Q2ghhBP0aa8rpdR44KH2h2e11qf7UM1lYJJSystO91UIlm6tnlpzAC62f621c61jBpZ/H+ISPekp0fFwrY09OxIdDzfLj7+xfcyRK7Xo2Ou6AhdKdHpcR8f19rq6ed0y5svL2xtPL8v/hSaZYi7EPaO3W0BEKaXKsKx780n78R9KqTKlVHQv713Yfv8ZXe4xCPguUHSH53cMYg61c63j3JVexiRux95gZHC5bSA6BiP/7Dc/I31Huot2XVlaEZSrJjo37Q9GdnfBMTodO5d7efvg2d6FKDOvhLh39GYLiChgPzAKywDgVCwDf/8NGAnsay/jqN8BGv5/9s48Tory3Pfft3qZ6ZlhGxkEWRRRDiLRaEDlys1h0WhUotFoVDAHj4HkiOdE43pNVI7BJWp28bomGgWOinhPosaoEeNyNIJoFKIICLILyDJrr/XeP6qruqenl6rqnum3xvp+PvORqaquftvuqX7qeX7P7+HynO2zMbQ5C7Oee5QQYkzOcf8PQ58zUwjRkHXsEAyX5LVSynUO1uNTioIaHW+WrupD9YBHMzo5Gh3hWY1O50uQFhAIAXpKkkp5Q6djanTCET+j4+OcyZMnc9lll5V9TCUQQrBkyZJuf56exklG51bgM2CMlPL7UspfSyl/JaX8HjAWI3tyi92TSSk/ABYAZwshlgohviuE+BmGU/Jf6WwW+BdytDZSyr0YHWBDgbeEED8UQlwHvIVhXNj9n4ovGiU1Ot64uJtdV3VBI0iwNDpJb6wfIFWgdOWVeVeFfHSEEATC3vHSScbjJGMxtECAYDjsZ3R8LLZu3cqcOXMYNmwY4XCYoUOHMnv2bLZs2VL6wTksXbqU2267rWJrmzVrFmeccUaX7du3b2f69OkVe55S3HrrrQghugRxUkrmzZvHQQcdRCQSYfLkyaxevdr18zgJdI4C7pNSbs3dIaXcAtwHHO3w+S/HCFaOxAh6zgd+A5xRqFsq53nvB84BWoGfAD8C1mB0YXUd5OFTHgUDHe8M9kzqSdoSbQgEv7rpV9z+o9utjI4vRu45CvnoZG/zQvkqO5sjhCBc4wc6PrBhwwbGjx/PqlWreOSRR1i3bh2PPfYYq1evZsKECWzcuNHR+RobG10PtHTC4MGDqekhZ/W33nqLBx54gKOOOqrLvjvuuIOf/exn/OY3v2H58uUMGjSIk08+mZaWYsMZCuMk0NlP6REQ+5w8uZQyJaX8mZTyn6SUNVLKoVLKH0opW3OOO0RKKQqcY6mU8gQpZb2Uso+U8mtSysKjWH3cU1CMbA72VP9L1ixP1YXq2LJxC5s3bPakRqeLGLmXlK7Am4FOTZ1RBjUzOn7p6ovN3Llz0TSNl156iWnTpjFixAimTJnCSy+9hKZpzJ07t9PxyWSSH/zgBwwYMIABAwZw9dVXo2eZTuaWruLxONdeey3Dhg2jvr6eCRMmdBmE+dFHH/GNb3yDfv360dDQwMSJE/nggw+YN28ejzzyCM8++yxCCIQQ1mDR7NLVxIkTufLKKzuds7m5mUgkwtNPP217HfnYv38/M2bM4KGHHmLAgM49Q1JKfvnLX3LddddxzjnnMG7cOB555BFaWlpYtKjUVKj8OOm6ehK4QAixQErZyetfCBHCGOnwpKtV+KiPlFnTy2s77/OQGNkUItcF69AxLiRe1OjkOiNnxMje+ILNtJcHuuwLhLzjpWO1lqffh5CV0fHOZ8lrOJmUXY3n3bNnD88//zzz58+nrq6zl1JdXR2XXnopN9xwA3v37rW+5BcuXMisWbN48803ef/995k9ezZDhgzhhz/8Yd7nuPjii1m/fj2LFi1i2LBhPPfcc0yfPp3ly5dz9NFHs23bNiZNmsSJJ57Iiy++SP/+/Xn77bdJpVJcddVVfPjhh+zZs4dHH30UMDJGucycOZNbb72VO++8E00z/iafeuopIpEIp59+uq11FGLOnDl861vfYurUqdx8882d9m3YsIEdO3bwta99zdoWiUT46le/yv/8z//wve99r9Rb0AUngc69wP8CXhVC/AL4CENMPBZDmBwA7hVCdLIZllJucrwqH/VIRkHqxmwrLedjE/KOYWC2ELklnaA0Mzpe0uh0ESN7tXTl8YxOR1s6o5M2BwzVGu9DrN0f7PlFZe3atUgpOeKII/LuHzt2LFJK1q5dy3HHGU3HQ4YM4de//jVCCMaMGcPHH3/Mz3/+87yBzvr161m8eDEbN260XP0vu+wyXnrpJe677z7uueceFixYQH19PU8++SThsDFre/To0dY5IpEINTU1DB48uODrOP/887niiitYtmwZ06YZTdULFy7k3HPPJRwO21pHPh544AHWrVtnBVm57NhhOMYceOCBnbYfeOCBbN3aRTljCyeBziqMwEYA/5WzT2Qdk0vXWzYf71GobAWe6royA526UF0m0Al4r3RVSIzslUAnWTTQSZsGesBLJ5oOOK2MTq2hb/A1Ot1HtTI6ThEir9oCKWWX/SeccEKn3ydOnMgNN9xAc3Mzffv27fT4lStXIqVk7NixnbbHYjGmTjUan999910mTZpkBTluOOCAAzjllFNYuHAh06ZNY/v27SxbtoybbrrJ9jpyWbNmDddffz2vvfZaybXl/v+TUhb8f1oKJ4HOzRiBjs8XkUKt5ZDJ6HhAzNuafh31wXprmxdLV3quj46HNDq6LkkmjLJUIJgn0DHHQHggo9NFo2O1l6v/Pvh0D4cffjhCCFavXs1ZZ53VZf+HH36IEIJRo0a5Or+u6wghWL58eZeJ5pH0DY8ZTJXLzJkzmTNnDvfccw+LFy9m+PDhTJo0yfY6cnnzzTfZvXs348aNs7alUileffVV7r33Xtra2qws044dOxg+fLh13M6dO7tkeeziZKjnPFfP4NM7KGQWCJ7U6ESyAjardOWBQM3Ey6Urq7U8rOW9Qwt4aIK5FeikS1fhdOnKz+h8cWlsbOSUU07hnnvu4Yorruik02lvb2fBggV8/etf76SL+dvf/tYpY/HWW29x0EEHdcnmABxzzDFIKdmxYwdTpkzJu4Zjjz2Wxx57jHg8njdzEg6HSaVK/32deeaZzJkzh2eeeYaFCxcyY8YMa4121pHLWWedxfjx4zttu/jiizn88MO5/vrrCYfDjBw5ksGDB/Piiy8yYcIEAKLRKK+99hp33ulu+pQjZ2SfLzC2Slfqf8lma3ROnHoiJ0490XMZHT0WQyYSEAwi0hcxL5WuCs25Mgl6yEensBjZ1+h8kbn77rtJJpOcdNJJvPzyy2zevJlXXnmFk08+GSkld999d6fjt23bxuWXX86aNWtYsmQJd955J1dccUXec48ePZoZM2Ywa9YslixZwieffMKKFSu46667WLp0KQCXXnopra2tnHfeeSxfvpx169axePFi3nvvPQAOOeQQVq1axZo1a9i9ezeJRCLvc9XW1nL22Wczf/58Vq5cycyZMx2tI5f+/fszbty4Tj/19fU0NjYybtw4qwvs8ssv5/bbb2fp0qWsWrWKWbNm0dDQwIUXXuj4vQCHs66EEBrwL8A3yZp1BSwFfm/H+8bHoxQtXXko0EmkNTrBOs797rkA7Gw3JoV4RYycnc0x7668lNHJjH/IL9/LiJHVv5zkZnSs9nI/o/OFZtSoUaxYsYKbb76Ziy66iJ07d9LU1MRpp53G448/zrBhnScXzZgxg1QqxfHHH48QgksuuaRgoAPwu9/9jltuuYVrrrmGLVu20NjYyHHHHWdlVoYOHcqrr77K1VdfzZQpUxBC8KUvfYn7778fgNmzZ/PKK68wfvx4WltbWbZsGZMnT877XBdddBEPP/wwxx57bBeBdal1uOWaa66ho6ODuXPnsnfvXo4//nheeOEF115CtgMdIUQEeA74KoZWxxyceRpwOvAdIcRpUsqoq5X4qE3RjI53NDq54x/AexqdVE7ZCrI0Ou3tZYn2eoJEvLAQGbxVuupozREjp83W4r5G5wvP8OHDeeCBB0oeZ3rYAF0yPSaxWIyGBmvSEaFQiHnz5hUVZh955JE899xzefc1NTXxwgtdPXXzaXumTp1aUPNjZx2lyH79JkKIss+bjZPS1Y+BfwZ+BjRJKYdLKYcDA4G7gMkYzsQ+vRFbGh1vdV1t+mQTmz7Z1MkZuVIivu5Eb+3soQMgAgGjjCUlUnGzumKuyNnbvVG66ixGDmaVrqSufkbKR21isRgrVqxg9erVnQS8Ps5wEuh8G3hCSnlNes4UAFLKfVLKa4EnMEwDfXojxUpXQW/66Pz0xz/lpz/+KUEtSFALkpRJ4nq8yissTa4Q2UR4ZN5VprW8UOnKQ+3lpkYnXbrSNI1gOJ3VifrJbZ/y+NOf/sTUqVOZPn063/72t6u9HM/iRKMzDCNzU4i/YkwN9+mNFCtdeUmjE89odLKJBCK06C20JdqoCfTMrBe35Loim2iRCPr+/crrdEpldAKebC/PvBeh2lqS8Rix9rZO2318nHLWWWfR3Nxc7WV4HicZnX3A4UX2H4bDWVc+HqKoRicdGCQ7QFf7yym7dJVNTfo1eEGnY865ErmBjuWlo3ZmLVEyo+MNjU4ykSARiyKysjgAYX+CuY+PUjgJdF4ELhVCnJK7QwjxNeDfgNLTvHy8SbFAR2ieESTnEyMDnppgnk+MDN7pvLKr0VG96ypbn5Mt/g75E8x9fJTCSenqx8ApwHNCiHeB1entRwLHALuBGyu7PB9lsAZ65ne8JBQx5mHF26DGXQtgT1CodOWlCeZ6kdIVeCfQCZToukoqntHJV7aCbHdkP9Dx8VEB2xkdKeWnwHiMOVejgYvSP4cDi4EJ6WN8eiPFMjrgCdNAXeq0JowgIbd05aUWc721QEbHI2MgrPbygj46aTGy4hodM9AxhcgmIb905eOjFI4MA9OTyGcII0/bhDHMc6f0Qk+uT3mUCnQ8IEhuS7QhkUSCETTROcY3B3t6wTSwmBgZPBDoFBnomb1d9UAn10PHxDIN9DM6Pj5KYCvQEUI0AH8AFkopH0oHNju7dWU+alGsvRw8Mdgzt2x17fxrrX1e0ujk89EBDwY6hbquPFe66qz38jU6Pj5qYat0JaVsBSZ081p8VMZ26Upd08BcIfKIQ0cw4tARQC8pXXkk0Cnto+ONjI7poVOTW7ryNTo+Dpg8eTKXXXZZ2cdUAiEES5Ys6fbn6WmcdF29BxxR8iif3kkxZ2TIZHQUNg00J5fn6nPAW2LkgqUrr2h0SnZdecMwMFqidOVndL7YbN26lTlz5jBs2DDC4TBDhw5l9uzZbNmyxfG5li5dym233Vaxtc2aNYszzjijy/bt27czffr0ij1PKW699VaEEF2CuFmzZlkDPs2fE044wfXzOAl0bgJmCyHKm9bl4016gRg5N6Oz6MFFLHpwEZCV0Umqu34T0xlZ1HcumVilK8XnLJXS6GhBAQL0pERPqdtiHm3pPNDTxMuBTnJPlORuf/J6uWzYsIHx48ezatUqHnnkEdatW8djjz3G6tWrmTBhAhs3bnR0vsbGRtcDLZ0wePBgamp6xjD1rbfe4oEHHuCoo47Ku/+kk05i+/bt1k+huV12cBLozAQ2AS8JIVYKIf5LCPHbnJ+HXK/ER21sa3TU/ZLN1ei88fIbvPHyGwCWG7IXNDqpAhodr5SurPbyAl1XQogs00CFA50CGp2wVbpS+33IRUrJznv/zmcL3kMqHGB6gblz56JpGi+99BLTpk1jxIgRTJkyhZdeeglN05g7d26n45PJJD/4wQ8YMGAAAwYM4Oqrr0bPmpWWW7qKx+Nce+21DBs2jPr6eiZMmMCf/9zZxu6jjz7iG9/4Bv369aOhoYGJEyfywQcfMG/ePB555BGeffZZK1tiDtbMLl1NnDiRK6+8stM5m5ubiUQiPP3007bXkY/9+/czY8YMHnroIQYMGJD3mJqaGgYPHmz9NDY2ljxvIZx0Xc3K+veX0z+5SOAS16vxUZde0HVltpbnmgWCxzQ6BQwDNY/MuiqV0QGjfJWM6yRjKWoijppDe4xoW6nSlbcyI3pbAr3ZmPWmtycJ9AlXeUX5+cvLo6ryvNOmrrd13J49e3j++eeZP38+dTmfjbq6Oi699FJuuOEG9u7da33JL1y4kFmzZvHmm2/y/vvvM3v2bIYMGcIPf/jDvM9x8cUXs379ehYtWsSwYcN47rnnmD59OsuXL+foo49m27ZtTJo0iRNPPJEXX3yR/v378/bbb5NKpbjqqqv48MMP2bNnD48++ihA3iBi5syZ3Hrrrdx5551omvG3+tRTTxGJRDj99NNtraMQc+bM4Vvf+hZTp07l5ptvznvM66+/zqBBg+jfvz///M//zC233MKgQYNK/N/Pj+0riJTSSfbHpzeRjEMqDiIAWij/MVbpSt2MiKnRieQJ1rwS6Mh4HBmLgTmtPAuv+OgkS/joQKbzSmVBckfOQE8Tq+vKY2Lk1L6Y9W+9PaFsoKM6a9euRUrJEUfkl7SOHTsWKSVr167luOOOA2DIkCH8+te/RgjBmDFj+Pjjj/n5z3+eN9BZv349ixcvZuPGjYwYYTRTXHbZZbz00kvcd9993HPPPSxYsID6+nqefPJJwunrxOjRo61zRCIRK2NSiPPPP58rrriCZcuWMW3aNMAIyM4991zC4bCtdeTjgQceYN26dVaQlY9TTz2Vs88+m5EjR7Jx40Z+/OMfM3XqVN555x1XpTU1b5V81CKRlc3JsrrvRMhDXVfBrhkdU4ysuo9OdtlK5LwXmfZytV+DrYxOWP15V5ZGp5CPjsc0Op0CnbZkFVdSHLuZlWqT+/dpYtrOZe8/4YQTOv0+ceJEbrjhBpqbm+nbt2+nx69cuRIpJWPHju20PRaLMXXqVADeffddJk2aZAU5bjjggAM45ZRTWLhwIdOmTWP79u0sW7aMm266yfY6clmzZg3XX389r732WtG1nX/++da/v/SlL/GVr3yFgw8+mGeffZazzz7b8WtxFegIIf4JODT96ydSyjVuzuPjEUqVrSAz60rh0lWhgZ7gHR+dQmWr7G2mz46qJKLFu66y96k8wbygj06t8VmKe0yjk8zJ6Pi44/DDD0cIwerVqznrrLO67P/www8RQjBqlLsSnK7rCCFYvnw5oVDnDHskfbNTKQ/fmTNnMmfOHO655x4WL17M8OHDmTRpku115PLmm2+ye/duxo0bZ21LpVK8+uqr3HvvvbS1teXN2Bx00EEMGzaMtWvXunodjgIdIcRU4DfAmJztHwH/IaX8i6tV+KiNnUDH3KdwoFBooCd4p728UGs5eKN0peuSZMIQWQaKBDoBxSeYF5pcDlk+Oh7T6KT2Rq1/6x3qZnRUp7GxkVNOOYV77rmHK664opNOp729nQULFvD1r3+9ky7mb3/7G1JKK6vz1ltvcdBBB3XJ5gAcc8wxSCnZsWMHU6bkb4I+9thjeeyxx4jH43kzJ+FwmFSq9N/WmWeeyZw5c3jmmWdYuHAhM2bMsNZoZx25nHXWWYwfP77TtosvvpjDDz+c66+/vmCWZ/fu3WzdupUhQ4bYep5cbOtu0kHO88AI4AHgCuCHwIPAcOBP6WN8ehulOq6y93koozN85HCGjxwOeEejU8gsELzhjGzqcwIhrWBqHzL6naSiE8xjbWmzwDwlxFD6Yp2IdqDragZq+cjV6Pi45+677yaZTHLSSSfx8ssvs3nzZl555RVOPvlkpJTcfffdnY7ftm0bl19+OWvWrGHJkiXceeedXHHFFXnPPXr0aGbMmMGsWbNYsmQJn3zyCStWrOCuu+5i6dKlAFx66aW0trZy3nnnsXz5ctatW8fixYt57733ADjkkENYtWoVa9asYffu3SQS+d/v2tpazj77bObPn8/KlSuZOXOmo3Xk0r9/f8aNG9fpp76+nsbGRsaNG4cQgtbWVq666irefPNNNm7cyCuvvML06dMZNGgQ3/zmNx2/F+Aso3Mr8BlwgpRya/YOIcRPgLeAW4CJrlbioy6lzALBU6UrU6Nz3S3XWfusWVcKZ6QAUqaHTr6MTk0NaBoyFkMmk4igehI8O/ocyHJHVjSj09FiCNtzhcgAQtMI1dSQiMWId3RQW9/Q08tzRXbpKtXuZ3TKYdSoUaxYsYKbb76Ziy66iJ07d9LU1MRpp53G448/zrBhwzodP2PGDFKpFMcffzxCCC655JKCgQ7A7373O2655RauueYatmzZQmNjI8cdd5yVWRk6dCivvvoqV199NVOmTEEIwZe+9CXuv/9+AGbPns0rr7zC+PHjaW1tZdmyZUyePDnvc1100UU8/PDDHHvssV0E1qXW4YZAIMAHH3zA73//e/bt28eQIUOYMmUKTzzxhGsvISdXwqOAW3ODHAAp5RYhxH3A/3G1Ch+1cVK68kCgU9QZOdnWKYWsGnqx0pUQiNpaZHs7elsbgX79enp5Jcm4IhfuuAIIKD7Ys5A+xyRUG0kHOu2eCXQ6i5H9jE65DB8+nAceeKDkcaaHDdAl02MSi8VoaMh8jkKhEPPmzWPevHkFz3vkkUcWNNlramrihRde6LI9n7Zn6tSpBTU/dtZRiuzXD4a+x44XjxOctIzvB1qK7G8G9pW3HB8lcSJGVjgj0pIoHOgEtSAhLYQudaKpaJf9qlCsdAXqj4FwmtFRdbCnOecq10PHxGst5no81Sm40f2MjhLEYjFWrFjB6tWrOwl4fZzhJNB5ErhACNElCySECAEXpI/x6W040uio2fEjpezijDz3wrnMvTDjUOoFQXKqSNcVqK/TSZaYc2VizbtSPaOTp3QFEEp3jnhlsGdqf6zT775GRw3+9Kc/MXXqVKZPn863v/3tai/HszgpXd0L/C/gVSHEL4CPMJyQx2IIkwPAvUKIEdkPklJuqtBafaqFHY1OSG3DwPZkO7rUqQnUENTyf+wjwQgt8RZDp1PkpVaTYqUrUH8MhO3SleKGgR3mQM9CgY7ZYu4RL53UXiPQEbUBZDTlZ3QU4ayzzqK5ubnay/A8TgKdVRiBjQD+K2efyDoml+JXNB/1sVW6UlujU6y13MQSJCtsGpiyWbpSdQyEKS62XbpSNNCxMjr1hTQ63jINNPU5waY6Eptb/IyOT6/CSaBzM0ag4/NFw07pKpj2Ekm0g66DptbEEHP8Qz59jokXWsytjE6BL1ivZHSKeeiA+s7IpUtX3ppgntxn6NJCTZF0oJNUWpTv4+MEJ7Ou5nXjOnxUxk5GRwtAoAZSMUh2QLhw5qQatKaDtXzjH0y8oNEp5owM6o+BsFyRw8UTvRmNjpo+OqXEyGEzo+MVjU46oxPoXwNBDZI6MpZC1KpnUeDj4xS1brt91MTS6NQWPy5keumod3Ev1lpu4oUxEOasq3w+OqC+GNlu6SqgfNeVkSGsiRQoXXkto5PW6AT6hNFqjSDT1+n49Bb8QMenNHZKV9n7Fey8skpXwcKBTm/I6Kg+BiJht+tKcR+djlLt5bXeai9PpUtXWqdAx9fp+PQO/LykT2nslK5AaUFyPjHyBZdc0OkYL2h0SoqRFc/oWO3lJUtXqmd08k8uN7HmXXkg0JG6JLU/DkCgIWSVq/yMjk9vwc/o+JTGbqATUtc0MF/patK0SUyaNsn63ey6akuqGSRA6fZy1QMduxmdgPI+OumMTqHSVa13SlepljjoEq0uiAhqaFag42d0VEUIwZIlS6q9DM/gBzo+pbHjowNKl65stZcH1Z53JRMJZDQKmmbMtcqDd0pX9jI6KnZdpZIJEtEOa6ZVPjITzNX8LGVjCpG1BmMYqa/RKZ9Zs2YhhGD+/Pmdtr/yyisIIdi9e7ft85xxxhldtm/fvp3p06dXZK1fBKoa6AghNCHEFUKIj4QQUSHEZiHEz4QQjlt2hBB1QogNQggphMg/MMTHHXY1OkF1TQNbE8ZryNbovP6X13n9L69bv6teujKFyFqeidkmnsnolPLRCZs+Oup1XZnZnHyTy00yGh0134dsUnsNfU6gTwggq3TlZ3TKoba2ljvuuINdu3ZV/NyDBw+mpkCQ7dMVV4GOEKJGCDFUCBEu8/l/Afwc+Afw7xgjJP4D+KMQwunabgYGlrken3zYLl2pq9HJ56Oz+KHFuPOZagAAIABJREFULH5osfW7ldFR1DCwlBAZeo+PTkDhjE60hCsyZLWXd3T0yJrKwZxarvXxMzqVZMqUKRxyyCH85Cc/ybs/lUpxySWXMHLkSCKRCIcffjh33HEHum4E9/PmzeORRx7h2WefNQb2CmENwMwuXU2cOJErr7yy07mbm5uJRCI8/fTTAMTjca699lqGDRtGfX09EyZMqPjgTJVxJEYWQhwL3AVMwnA8Phl4WQgxCFgM3CalfMnmuY7ECG6WSinPydq+Afg1cD6wyMG6LgeuAX5m+wX52MO2GNnU6Kj3JeukvVzZjI6NQEf1jE4ybk+MHAgagU4qoaPrEk1Tx7iuo8TkcvBWe7nloZMOdMyMTkrhjE6xss3cuXM59dRTAXj++edZsGBBwWP/+Mc/Wv++/PLLWb9+fcnj7KJpGrfffjtnnXUWP/jBDxg1alSn/bquM3ToUJ544gmampp4++23mTNnDgcccACXXHIJV111FR9++CF79uzh0UcfBaCxsbHL88ycOZNbb72VO++8Ey1t1PrUU08RiUQ4/fTTAbj44otZv349ixYtYtiwYTz33HNMnz6d5cuXc/TRRzt+bV7DdtZECPFl4DVgFPD77H1Syp0Y04H+xcFzX4AxOuKXOdsfANqBmTbXFUg/5nlgqYPn97GDnsqIi0v66Kib0bE0OjYMA1XV6JhC5EIeOpA1vVzRkoldMbIQQlkvnWhL6YyOl9rLM4GOUbryMzqV47TTTuPEE0/kRz/6UZd9oVCIm2++mQkTJnDIIYdw3nnn8f3vf5/Fi40sc0NDA5FIhJqaGgYPHszgwYMJh7sWUc4//3x27drFsmXLrG0LFy7k3HPPJRwOs379ehYvXswTTzzBV7/6VQ499FAuu+wyTjvtNO67777ue/EK4XQExDbgGKAW+Nec/X8BznNwvgmADrydvVFKGRVCvJfeb4crgDHAOaUO9HFBdpBTqpoY9LhhYEDtjI5eorUcMqUrZWdd2dTogBEMpRI6iViKsEIOvaXGPwAEwzUgBIlYFD2VQguoO/IvuTfjoQN4ouvKbobl1FNPtbI7pfjlL3PvuSvDHXfcwQknnMBVV13VZd+9997Lgw8+yKeffkpHRweJRIKDDz7Y0fkPOOAATjnlFBYuXMi0adPYvn07y5Yt46abbgJg5cqVSCkZO3Zsp8fFYjGmTp3q/oV5CCc6mP8NPCClbCX/zKtNwEEOzncQsFtKGcuzbyswsJQGSAgxEvhP4GYp5UYHz+1jF7tlq+xjPNp1pX7pqnhrOXhgBIRNHx3jGEUzOqZGp1jAKYTVkRVXXKdjZXQaOpeu/IxOZZgwYQLnnHMO1157baftjz/+OJdffjmzZs3iz3/+M++99x6XXnop8Xjc8XPMnDmTp556img0yuLFixk+fDiTJhnWGbquI4Rg+fLlvPfee9bPhx9+yG9/+9uKvEbVcXKbVAvsL7K/r8PnrgPyBTkA0axjir3r/xfYgCFodoQQYg4wB2DEiBFOH/7FwUmgE1TTR0dKSUsindGx4YysbukqndEpMNATOmt0VBzKaLd0Bep66UTbzK6r4s2hoZpaEtEo8Y52ahsaemJpjtE7ksZMq5CGSJestBrfGbnS3HrrrYwdO5bnn3/e2vb6669z/PHHc9lll1nbcjVC4XCYVKr05//MM89kzpw5PPPMMyxcuJAZM2ZYf/vHHHMMUkp27NjBlClTKvSKvIWTjM564CtF9k/F6J6ySztQqD+uNuuYvAghZgJfA74vpXT8FymlvF9KOV5KOb6pqcnpw7842G0tzz5GMY1ONBUlqScJaSFCgVDB46wREIoaBpZyRQYQoRAEg5BMIl3cGXYnUpck40ZHSamuK8jy0lGsxbyjxejgK6bRgYxOJ6aoXgqyOq4aQtYXo0gHOjKaQqbyJe99nHLYYYcxZ84cfvWrX1nbRo8ezcqVK/nTn/7E2rVr+clPfsJf//rXTo875JBDWLVqFWvWrGH37t0kEvm/6mprazn77LOZP38+K1euZObMjMR19OjRzJgxg1mzZrFkyRI++eQTVqxYwV133cXSpV8MWauTQGcRcJEQ4qSsbRJACHElcCrwqIPzbcMoT+ULdoZilLXyXqnTj/k58BywQwhxmBDiMMAsbvZLb+vvYD0++bBrFgh5A52XP/qMu19ei5TVu2AWKlstWLSABYsyHRmmM3J7or2q6y2E5YocKf5eaIqaBpqt4oGQZivTZI2BUC2jk+WjU4xwrfE+qWwamPHQyagEhCasYEfv8LM6leLGG28kGMwUUb73ve9x3nnnceGFFzJhwgQ2btzYpU189uzZHHHEEYwfP56mpibeeOONgue/6KKL+Pvf/86xxx7LEUcc0Wnf7373Oy6++GKuueYaxowZwxlnnMGrr77qWA/kVZyUru7CaCf/M/ARRpDzCyFEEzAYeBG4x8H5lmNkZI7D6OYCQAhRC3wZeLXIYyNAE3B6+ieXmemfq9Pr9nGLo9JV10DnP//4Dz79vJ1Txw3msEF9umGBpbEjRAYIaAHCWpi4Hqcj2VHy+J7GjhgZ0oLk1lYj0MnTjlotnJStQF0vnaiN9nIgS6OjcKCzv7OHjolWGyQVS6G3Jy3tjo99Hn744S7bBg0aREu6/Gzy0EMP8dBDD3XaduONN1r/bmpq4oUXXuhyrnw3YlOnTi14gxYKhZg3bx7z5s2zsfreh+2MTjq7cjJwFdCBoaMZDezG8K85Q0rpJMf8OEawdHnO9tkY2pyF5gYhxCghxJisY9qAc/P8XJre/3z69z84WI9PPtyUrtIaF12XbNtnCDE/ay4kx+p+7LSWm5iCZBVNA1M22stBXS8dux46JuZxyml0SkwuN7G8dBRuMU/u7eyhYyL8CeY+vQhHPZtSyiSGm/Evyn1iKeUHQogFwGVCiKUYZagjMJyR/0pns8C/YJSlRPqxCaDLRDMhxCHpf66XUvoTzyqBo64rs73c+CLY3Rojka7x72yJFnpUt5PPFRng9h/dDsB1t1xnbasN1rI/vp+2RBsDI2oZbdtxRgaFS1cOMzqqTjDvaDU+T8XaywFCZulK4UAnta/z+AcTq8W8ze+88vE+1TanuBzYiNH9dDpGdug3wI0Os0M+3YUTjU5O6Wrb/kxws6ulehmd1nTglavR2bxhc5djVW4xtyNGBnXHQCSi9j10IFuMrFagYzuj44EJ5ql9hUpXfkbHp/dgO9ARQnynxCESo6S1CViZzv4Uf4CUKYyRDUXHNkgpD7GzxrSXjlr9tF7HUemqs2Hg9n0Z/5BqBjqWRqdIa7mJ1XmlYKBjiZGLtJeDuqWrbDGyHQIK+uh0nlxe3CncCxqdwqUr30vHp/fgJKPzMJ2NAs2AInebBD4XQvxISvlAecvzqTquDAONx2xXJKNjeejYEBdbGh0FvXRsl65UDXQcmAUCBC0fHXWSu1Y2J1J4crlJWPHSlUzq6C1xEKDV55SuIupkdHRdt2Y4+fjkIy3CLtgq6yTQORm4HWgE7gXWpLePAb6HUXa6DWMW1lzgXiHEHinlU86X7aMMrgwD20BKtu/Pyui0Vi/QMTU6xVyRTVTO6KRaSzsjAwhFNTpJlxodlbquMh1XpYNm1Qd7Wh1XDSFEztBUS6PTUd2MTjgcpr29nQZFDRd91CAej6NpWnOh/U7C5BMxDP6+JKW8U0r5h/TPHcDRGJ1S46SUPwOOwtDe/ND90n2UwEnpSgtCIARSh2RUGY2O3fZyyHjpqGYaKBMJZEcHaJoVyBRCU3TeldOMTkBBHx1zcnkps0DINgxUM9BJ5ox+yMby0WmrbkZn6NChrF+/ntbWVnRdncyejzrous6mTZvapZT3FzrGSUbnEuDXUsouf7VSylYhxMPAvwPz07//Hrgy91gfj+FEjGwel0pAvF05jY6d9nJVx0BY2ZxIpGTJRFUxcrxXZHTsjX+A7IyOWu+DSWpvfiEyZDI6qSprdBrTPlAbNmxwNQPK5wuBHggEVkopbyh0gJNAZxBQ7FYsCByY9fs2h+f3UREnpSvzuFgzxFs7aXT2tieIJ3XCwZ6vtZtdV7kZnROnntjlWFU1OnqrPQ8dULe93HHpKp35USmjY2dyuUkmo6PmUM9CreWglo9OY2OjFfDkY9u2bdx///00NjbyrW99y9q+fPly3n33XSZPnszkyZN7YKXl09KymreXf4NIZAR9+xzNZzv/yGGHXcfBI2ZXe2ndihDiHSnl+O46v5NA5GPgEiHEvVLKTrUwIUQ/jIzPmqzNI4Gd5S/Rp6o4DXTSGZFktJXPmo0LaZ/aIC3RJJ+3xRjSz+Z5Kkih0tWF372wy7GqtpfbFSKDuhPM3ZaulMromHOueoFGxypdFcnoeKHrav9+Y9Z0ro6nNh1otitaOsxHNLoVgHB4EKGQMcEoHt9dzSX1CpwEOjcDTwBrhBC/wwh8AP4JmIWR8fk2gBBCA84HCg/m8PEGTjQ6Wcft278PXUL/uhAH1IdpiSbZ1VKdQMcSIzsoXamm0TFdke0EOqqWrhLpgZ7OfXTU0WaYk8udaHRUDXQKeehAdqCTQEppazZZtWhuTv9959gueDPQ2QZAODyQoBnoxPxAp1xsBzpSyqeEEBdiDNO8Lmf3dmBmlhtxAPg6sKsiq/SpHi4zOnv27gNgYEMN/SMhoK1qOp1CGZ1Nn2wCYMShI6xtkYCiGR2bZoGgcnu5kR2w66OjojOy3TlXAGHFxcipIhkdEdIgICAlkXHdEierSO/K6BiBTo2f0akoTkdAPC6EWAJ8BaM0JYANwIq0+Z95XILOZSwfr+JUjJwOiPbv3wsMoKmhhoYa42O2s8qBTm57+U9//FOAzhPMVRUjOyldKarRyTgj2y1dBTo9TgU6bE4uBwiEwgghSMZjpJJJAkF1JItSSpJpjY7W0FWjA0ZWR29LoLcn0BQOdHpTRqfDKl0NJBRMBzoJP9ApF8d/eemA5u30j09vx40YGWhp3g8M4ICGMJH0F1Y1MjqxVIy4HieoBQlp+S/o2air0fF+6coa6mlbjKywRsdG6UoIQaimlni0g3i0g0hDn+5enm301gQkJaImgFYg8NRqA+lAJwkDeniBDuhNGZ2YWbqqyWR0YjG/MFIuvt2kT2GkdK7RMTUurcbFp6mhhgF1Rmq8GoFOdmu5HZ2BqoaBvaN05W7WlVpdV/YzOpCl02lX672wylZ9u5atTESWTkdlzIxObqATSf8dtLW1mc65ymNmdGrCTQSD/QBIJPaSVTDxcYGjQEcIcaIQ4hkhxC4hRFIIkcr5UV+i72OfZNQw/wuEDDNAO6QDomi7cfEZ2FDDgPrqBzoRm4GaVbpKqnUX2CvEyGlRsTnaoRSWYWBCR+pqfFFF2+xrdEBd08BSZSvIHuyp7mVd1/WCpatgMEggECCVSnnCgyeVipJIfI4QAUKh/mhakGCwD6ATT+yt9vI8je1ARwjxVWAZcDzwt/RjlwHLMbQ6q4BHu2GNPtXCqT4n69hYu/HFPLBPDQPqjItpNcZAODELBIXFyGmNjiMfnfZ2pe5kTTGy3dKVEEK5FnNTjGynvRzUbTFPFRjmmY0XMjotLS1IKYlEIgQCXQNoL5WvYrHtAIRDAxHCeC1BU6fjl6/KwklG50cY3VVjMdrJAW6VUp4AnIohTn6woqvzqS5Oy1ZZx6aixhfCwIawEqUrO+MfQGExslm6KjG5HEAEAohwGKREKnSBd+qjA9mdV9VvMU8lE8Q77E0uN8kEOmqZBhbruDLxQkanUNnKxEuBTrYQ2cTvvKoMTgKd44AHpZS7APOqowFIKV/AyOb8pLLL86kqToXIACFzsGc7AmisC9PfzOi0xHo8w1Co46oQ2aUrXVb/y9XEiRgZMpkfleZdmT46dtvLs49NKKDTyUwuLz2GwyRTulLnfYCMWWA+Dx0TzQMZHVOInFu2MvFSoJMtRDbxA53K4KTrqgbYmv63eWue3UbwHjCzEovyUQQ3gU66dFUnowyoDxMMaAQ0QU1QoyORoi2estrNewLTLDBfRufa+dd22aYJjZpADbFUjI5kh+0Aqbtx4owMRvlKRx2djtSl4xEQ2ceq4KXjZM6ViaqmgcXGP5gIP6PTo2QLkU2sFvO4X7oqBycZne3AMAApZRuwDxiXtX8YoO5fhI9zXJWujAtLRMRoaqgBDK1FtcpXrQnjNeTT6Iw4dEQns0ATFVvMraGedgMdxcZAmBqbQEhDaPZddk3hshoZHfuTy03M0pVqYmR7pSvvZ3TMzisvBDqZ8Q9ZgU7I6Ov3Mzrl4eTWejmQPQXxBeAKIcSnGAHTZRgiZZ/eghsxcjooqifKwIbMRXRAXYgdzVF2tcQYObDnsiRONTqQLl/F1Ap0nGZ0VOu8MjU2TrI5AAGFvHQ6HAz0NAnXGu+DShkdPZYysjQBgYgU/gpQZYJ5MXpTRicz/iE70DFazOPxz6uypt6Ck6vOQ8BuIYT5rXc90AE8DPwWo5x1TUVX51NdXJWujAtLnYgxMJ3RAarWYl4s0Fn04CIWPbioy3YVJ5g7zuhY7sit3bYmJ1gdVzY9dExU8tJx2nEFEKox/gZUyuhYZauGcFGtkUoTzAvRmzQ61viHmnwZHb90VQ5OZl29CLyY9fsnQojRwDQgBbwupdxf+SX6VI0yuq7qiDKwT1agky5d7WyJVmx5dig20PONl42Zs7lTzGsDapkGymTS6J4SAlFrr9tHNdNA00MnYNNDxySoUHu5kzlXJipqdDLDPIs7hVulqzZ1MzqFXJFNvBLoSJkiFtsBdO66Cvpi5IpQlio0rdX5Q4XW4qMa5YiRycnoZHVe9SSuS1eoE+jo6WyOiEQQmk0PGuUCHedCZMgERkkFJphnuq4cZHRqTV8pdb5okzb0OYA1yFNGk8iURATUmmCeTCZpa2tDCEFdgSybVwKdWHwXUiYIBvuhaZnrpilGjvmBTlk4MQxcKYT4DyFEU+mjfXoFZWh0jNJV5kLav0piZKft5ZBVulLEHdlp2QpUzOiUV7pSSYxsd/wDqGkYaEeIDCA0YQU7elS9rI6pz6mrq0MrcAPglUAnnxAZIBjsCwgSiT3ounrvgVdwctUZBPwS2CKE+H9CiG8KIUpPSfTxLq58dDKlq6aGrqWrnnZHbk2X3zyd0XEoRAasEpcqgU7S4fgHE5UGe3aU0XWlVKCzNz3+oUTpCrJNA9XT6ZQSIoOXAp2u+hwgawyEJOGPgXCNk0BnOHAK8ASGLmcJsF0IcbcQYkJ3LM6nyrjQ6MQwgps6YvSPZC6kVS9dBe1/OakmRk65CHR6S0YnoKAY2VFGp9b4e1Ap0LFbuoLsMRDqZRNKCZGhc6Cj69UvfxYiX8eVScZLxy9fucX2VUcavCilvAgYDPwr8Hfg+8BbQogPhRDXddM6faqBi4zOjg6NuAwQEimCZO4Cq9Z1lXBeurLEyEk1ggS9jNKVKs7ICZft5WqWrux/lsIKanRSNlyRTayMTps3MzqaphEOh5FSEo32bCOEEwqVriDbHdnvvHKLs6tOGillm5TyESnlNOBg4MfAEGB+JRfnU2VcBDrbWlN0pLM6WiIz36dfOrvzeVucVA9Nok6kEnQkOyy341yGjxzO8JHDu2xXzTDQVelKtYxO1PmcK8gyDFSgdGWJkd1odBQJdGRKkmpOZ3SKTC438UJGp1igA94oX1mlqzyBjt95VT5ldV0JIQ4FvoMx+qEvoF7Y7+Mes3TlQIy8vSXFwdTSj3a0ZBspjD/SUECjT22QlmiSve3xTh1Z3YWVzQnW5/ULue6W/AlI1QZ7psw5VzYGeppoiml0nE4uN1GrdGVkEJwYBgZCIYSmkUzESSUTBILVlTWmWmKgg1YXRARKvxcqa3TslK7ACHSam5sVD3TSGZ2sOVcm/ryr8nGc0RFC9BNCzBFCvA6sBW4EWoErMXQ8Pr0FFxmd7a0pOqSZ0el8YenpMRBuWstBwYxOazkaHTUu7tZAT6ddV5YYubr6ilQyaUwuF8L25HKg0/EqlK9Se+2XrSB7DIR6GR07pSvwWkZnYJd9vkanfJy0l58hhHgCY+bVvcBhwK+AY6SUX5ZS/kJKubOb1ulTDVwGOm0YFxYtmRvo9Kwg2ey4cjqYU7muK9NHx8ulK8tHx2XpqsoZnVhbpmxl18vIJGMa2FHiyO7Hbmu5iVB43lVvKV0lEs2kUq1oWi2BQJ8u+/2MTvk4KV39AWPMwx+BR4DnpZTVzyf7dB9uAp2WbI1OdTM6pitypEDpbe6FcwFYsGhBp+2qOSNbpSsPd11Zk8vdjoCoskbHTWu5iUot5klrarndjI6apat4PE40GiUQCFiBTCFUD3QyQuSBeUvsfqBTPk4CnUuB/5JS7uuuxfgohov28m2tKdqkmdHp/CVrdV71kJeOG7NAyARGHcnq34FD7/DRcZvRsYZ6VjmjE21xPtDTJFyrjiDZ7vgHE1VLV9n6nGLzusADgU7MLFt11edAJtCJ+V1XrnEy6+re7lyIj4K4cEbe3pqivWBGx7i47mxWW6OjWukqVZZGR43XUPZQzypndKJt5kBPZ0EzZDI6sY7qvxfJvU5LV2ZGR61Ax9TnlBIigwcCHUuInH/oQNDX6JSN464rIUQAGAMMII/GR0r5agXW5VNtknFIxUFoELB3UexI6OyLSjpChTQ63sroqBLo6C5KV6KmBjQNGYshk0lEsKwGy7JJxNz66Kih0TFby52YBZqElMzoOBUjq1W6sqvPAQ8FOnmEyAChUD+MMRB70fUkmlbdv2Uv4uj/mBDiWuA6jFbyQjjLTfuoSSJLn1MiNWyyvTXdGROsAVlMo9Mzxl2mRseJKzKoN+vKTdeVSE86l+3t6G1tBPr1667l2cIqXTn00QmE1Oi6sswCy9DoxKosRpZSkrI0OvZKV+asq5RiGR27reXghUCneOlKiADBYF+Syf0kEnuoydOC7lMcJ11X3wVuA97DMAgUGLOv7gT2ACsw3JJ9egMuO66yH5Ob0enf011XCXddVzWBGgSCjmQHKb36ens3YmRQy0vHNPxz64ycjKeQsmeMJvPR0WKWrtxndGLt1X0fZEcSGdcRIQ1hM+AUIQ00AUkdXQHTRhO7reXgnUCnUEYHzKyOX75yi5OrzveBt6SUU4D709uelVJeBxwFHIKfzek9uNDnbGsxLoQBM9DxqI+OECJjGqhAVseNGBnU0umYGR2nPjpCE2hBARKSiepldTIZHRcanVo1uq6SWR46pQS8JkKIrM4rdbI6bkpXbQr8HeQjE+gUztSEggMAfwyEW5xcdY4Ankz/27y1CgJIKbdjBD8/qNzSfKqKi44rM6Njpupzu64aaoMENUFzNEk00f13h6UGel5wyQVccMkFefep0mIuUykjUBHC8saxi0peOm67rrIfU013ZDPQcZXRUaS93KmHjomKXjpOMjo1NTUIIYjFYqRS6mSlAHQ9Rjy+E9AIhxsLHuePgSgPJ4FOCjCvmOZ/s9+ZjcDhFViTjwq49NCBzCDD7FlXAJoQVvlqdw8IkkuJkSdNm8SkaZPy7lNlDIQZpIhIxLFRnVm6qvZgT6lLq2vKaekq+zHVFCRH29yLkcNW6arKGR2H+hwT1bx0pJSONDpCCGpqjE5Q1cpX0eh2AMLhAzD6fPLjl67Kw8lVZxMwEkBKGQM2A/87a/8EDK2OT2/A5UBPgIgZ6OSZ/t2/B8tXlhjZYekK1BEkuy1bgToZnWRCBwmBoIbQ7JVMsskIkqsX6HS0GJ+lsJvSlWIZHbsdVyaqeelEo1ESiQShUIhw2N5rUVWnkylb5W8tNwmFjNJVzA90XOGk6+pV4HTg/6R/fxK4XAgRwQiYZgK/rezyfKqGC43OjnSgUx8xMzpdv2B7cgxEqYzO6395HSBvVkcVL51UqzshMqgz7yrh0hXZxBIkx6qp0fF+e3lvKV05MQs0UT3QyTe1PBt/3lV5OAl0fgX8XQgRkVJ2ADcBo4F/Se9/AaP13DZCCA1D1/M9DDHzLuAJ4EYpZdFvGCHEaIzg6mvAKKAWWI8RgP2y1ON9SuDGFTldumqoNzU6Xdtpe9JLp5RGZ/FDi4H8gY4qXjrlZHRUESNbQmQXZSvIGuwZq15GwRIjuwp0jPchVnUxsrPxDyaqiZGdCJFNlA10YnYzOn6gUw5OnJHXAGuyfm8DviGE6AekpJStLp7/F8B/AE8DP8MQPP8HcIwQ4iQpZbFbuH8F5mLM4FoIJIApwHzgPCHECemAzMcNDktXrXGdlrgkHIBIrfFlkD+j0zOlq6SepD3ZjiDTQeUEVcTIqXJKV4q0l7v10DEJmKaBVfLSMSaXtzueXG5ila4UyejYHf9golrpyokrsomygU4JV2STTKDjd125oWyLRSnlfjePE0IcCfw7sFRKeU7W9g3Ar4HzgUVFTrEEuC3n+e8VQqwFfgRcAtztZm0+OA50TCHywIiGDOZ3RoasMRDdHOiYAUpdqA5NOM8kWBqdaouRK1K6qrJGpwwhMmQyOtXqurIml0ecTy6HbMPA6n2WZEJHb02ABlqds0BHKCZG7lUZnXSgU7J0ZQU6n3f7mnojjv5qhRABIcR3hBCPCSFeFEIck94+IL19qIPTXUDGdDCbB4B2jLJUQaSUKwoEWY+n/zvOwVp8cnFYujKFyIPqBHowv48OZA327OZAx60rsoml0ckjqO5JysnoqBLoJKKV0ehUS4xczuRygFCt0fFTTTFycn86m1MfdiwIVzWj0zsCHXulq2CwL5kxEGoEnF7CiTNyHfBX4GHgTGAqxrwrgGbgduDfHDz3BEAH3s7eKKWMYrgvT3BwrmyGpf/7mcvH+4BjMbIpRG6q09AD6aGeeTM6PRPouJ1zZaKORscIOEVvKF258NDJfly12svLESIDBIIhtECAVCJBMlGdL6nUXnet5aBuRsfrpSsp9az28uKBjjkGAiSJhN9LiJulAAAgAElEQVTc7BQnt1jzgPHAN4FDMbIxAEgpU8BS4BQH5zsI2J1uVc9lKzBQCOFINZceOHojkKR42cunFA5LV6YQualOIItldHo40HHTWg4K+ei4mHNlokxGp8zSVaDKE8wzZoHuguZsbU+1sjpuO67Az+h0F/H4bqSMEwz2IRAorf3yBcnucXLlORe4X0r53xiZmFzWYXRO2aUOKPRtF806xgm/BE7A6NpaU+xAIcQcIcQKIcSKXbt8gVcXHJauzIGeTXUaUgsh0dD0OOSkWa15V62xbp1dZGV0gu6+nHqFGFmVQKdC7eXVy+i4H+hpUm1BctKlhw6oZRio63qvCXTslq1M/BZz9zgRIx8E/L3I/nagj4PztQOFhnvUZh1jCyHET4DLMIKx20odL6W8n/TMrvHjx1dvWqCquBQjN9UJEAI9WEsg2Y6WaEevyUzOrg0FiIQCdCRSNEeT9Is4T6XbwU5GZ8GiBQX3qWMY6H0xcqa93GXpKlxdH51yxj+YVHuwZzkZHctHpyOJ1KUr08dK0d7eTiqVoqamhmDQ/teXmoFOuuOqyIyrbMyMTszvvHKMk1usz4FiYuMjgW0OzrcNozxVk2ffUIyyVtzOiYQQ8zAmqv8OY/ioT7k4LV1laXSArM6rfF463W8aWKnSVdUzOuWUrkyNTpWnZpeb0cm0l1c5o1OBQKdqpau0RsdpazkYg1VFWANpBDvVxE3HFUAkHfSrNNjT9NCpKTK1PJug33nlGidXnr8AF6dFyZ0QQozE8LV53sH5lqef/7icc9UCXwZW2DmJEOImDPPC3wPfld1ZD/ki4UCMLKW0BnqagY6eLv3k9dLpgc6rlkRxs8BSKNNeXkZGxyxdVXvWlddLVx2mGNnF+AeTTIt5z1t7yZROfKvxGoIDnPsAgTruyG6EyADBYJBAIEAymSQet3X/3O24zej4pSvnOLny/CdGl9VyjO4qCZwqhLgNWImhtylZMsri8fQ5Ls/ZPhtDm7PQ3CCEGCWEGJN7AiHEjRgi6UeBi0sYDPo4wYFGpzkuaU9IaoPQkL5htFrM85R++veAO7Kdrqvbf3Q7t//o9rz7VMnoVMYZucqOvGV3XVVZjGzOufJoRie+uQUZSxHoX+OqdAVZguQqZ3Tc6HPAEISrVr6yNDo19jI6vmmge5w4I68TQkzDmGd1c3rzVen/rgIuklJudnC+D4QQC4DLhBBLgefIOCP/lc5dU38BDiar00sIMRcj+NoEvARcmDP35DMp5Yt21+OTg4PSVUafo1mzZ2Qw3WKet/NKjdLV5g2FP66qtJebs67ctJdna3SklLbnAlWaTHt5eV1XVRMjm5PLyxAjh2uqp9GJrt1nrGG4EwllZ1QZA+G2dAWGTqetrY329nb69+9f6aU5JjPnymZGxxcju8aRM7KU8h3gaCHEOIygRABrpZTvunz+y4GNwByMgaG7gd9gdE2Vys6YPjsjgEfy7P8r4Ac6bnES6Jhlq0jmi1QPGI8L5DHc64kWc9Mw0K2PjtVeXnUxchldV6EQBIOQTCLjcURNPjlc92O1l7stXYW93V4O1R3sGVuXDnRGuA90rNJVW3VLV27GP5iol9ExS1c2u67SE8z9QMc5rkZASClXYWRxyiLtv/Oz9E+x4w7Js20WMKvcNfjkQU+BmYmxMSdqW0tnfQ6Ans7oiCIZnZ0t0S77KkVruvRWrkanmhkdqetWx5SZnXGKVluL3tqK3taGVq1Ap2KGgdXtuipLjFwlHx09miS+uRk0CA11ngUx6Q0ZnZr051+FQCeZbCGZbEbTwmkjwNL4Gh33uLvF8undZAc5NuZEZYTImYyOtDI61TENLLfrKqyFEQhiqRhJvToXd72tDaRE1NYiAu6CBBW8dModARGo4giIVDJJ2z4jI1KJrqtYD3/JxtbvAx1CB9ajuRyqCtmmgd7N6JidVyoEOtkeOnZLysFgH0Dzx0C4oGBGRwjxiYvzSSnlqDLW46MCTj10WvNldMyuqyJi5B4IdNyWroQwpp53JDtoS7TRL8sLqKcop2xlokUipKhyoBMv00fHFCNXQaOzY93HJOMx+jYNcj3rCqqX0bH0OWWUrUCNMRCpVIqW9N+E10tXTs0CITMGIpncRyKxh5qaA7treb2OYqWrTRhdUT5fNFybBeYJdPJodBrT7eW7e6Drym3pCozyVUeyg45kR1UCnVQZreUmmgLzrrzcXv7pB4b8cMhh/1TWeayMTg8HOrG1e4HyhMigxhiIlpYWpJTU1dURcJHh9HqgA0b5KpncRyy+yw90HFAw0JFSTu7BdfiohOPxD5nJ5SbS8tHp6hvSLxJCAJ+3xUmmdIKBylZQdanTmkhrdIqUrk6cemLR81S7xbycOVcmKpSukuV2XYUzhoE93T326QeGGfzgw0aXdZ5qtJcn90RJfh5FhDWCg9x/hkCNjE45ZStQLdAxhMg1jgOdfnR0+Dodp7gSI/v0chyaBZpi5IE2MzoBTdAvEmJfR4I9bXEG9XVnYlaI1kQrEkkkGEErojG68LsXFj1PJFBdQXI5c65MVBgDkcnouCtdaZpACwj0lCSV0F2fxymx9na2r/0IoWkceOhhZZ3LMgzswS/ZqJnNGdan7LENKmR0yhEig5qBjvOMjt955Yait1hCiIAQ4nYhRNGxCkKIfxNC3CqqZdThU1kclK72RnViKagLQX0oq728yARzyAz33NkNOh2z48qtPsek6hmdFvceOibVDnSklGVPL89+bE8Kkjf/4wOkrjNw+MGEa911vZmEq6DRqURbuYkKgz17VUYnZpoFOgx0TC+dmB/oOKHUlWcmcDWGG3Ix3gauBS6oxKJ8qoyD0tW2FqPld1Bd54+SDKQNAwv40AzoRndku/qcTZ9sYtMnmwrur/YYCKt05fLCDtUvXSUTOkjQgqKsrIJVvupBnc6mD94Dyi9bAYTSgVJP+ehIXRJNBzqhMvU5kD0Cws/oVIKMWaCzQMead5XwAx0nlAp0zgNeShsFFiS9/8/4gU7vwEFGZ0ee1nIondHpzhZz0yywVGv5T3/8U376458W3G9ldPKU33qCioiRqzzvymotd9lxZZLpvOo5L51P36+MEBk6t5f3xDi+xNZWZEcSrW+YYL/y/ZNESANNIBM6MlEdP6PNmw0n87597fnO5JId6FRzJKKuJ4jFPgM0QqEDHD3W99JxR6lA5ysY4xXssAwYX95yfJTAgUYn44rc+aNkDfUsECQMqO++MRDltpabVNs0sCLt5VXuukqW6Yps0tOlq5bPd7Nn2xZCNTUMHH5w2ecLBINogQB6Kkkq0f3ln2iFuq1MhBBVLV9t376d7du3Ew6HGTZsmKtzBAIBQqEQuq4TjXafWWkpYrEdgCQUGoCmOZPJZkpX/rwrJ5S6+jQCO22ea1f6eB+v46h01VWIDCCDhbuuoHu9dLa1GmnhPuHyLvLV1uikekHXVblzrkwCPeyl82m6bDXo0MPQXJo15tKTnVdWoFMBfY6JWb5KVaF8tXLlSgAOP/xwgkH3PTQqlK/cdlxBVkYn8XlF19TbKXX1aQHsjVaFA4DW8pbjowRu5lzllq5KZXS6MdB5fdvrAIw9YGxZ56lNv4aqaXQqWLqq1gTzcjuuTHo6o2OVrUaVr88xCdUY70V3D/bUYynim1pAQHiY+7EPuVQroxOPx3n//fcBGDNmTFnnUiPQcSdEBr905ZZSgc5q4Gs2z3Vy+ngfr+Mg0DEzOrli5GLOyNB9E8w7kh0s325o549uOrqsc1li5CoN9qxE6aq3ZHSCPShGlrrOplWGf86Qw8vX55hkMjr5s5yVIrZhP6QkwUF1aDWVcxARVRoD8Y9//INYLEZTUxMHHOBM05KLGoGO2Vpub2p5Nv4YCHeUuvosBU4SQpxZ7CAhxDcwAp2nKrUwnyrioHRVSIxsla56uOtq+Y7lxPU4o/qNKtvNuPqlqwo6I7dWJ9laqYyOVbrqgYzO7s2f0r5/H3V9+9G3qXLus6H0UMnu9tKJfVz5shVUb7CnWbYqN5sDqgQ6ZseV3WJJBnMMBPjlKyeUCnTuA9YBTwghbhFCHJK9UwhxiBBiPvAE8HH6eB+vY1OMrEuZFegUECMXCBK6q3T1+lajbPXlQV8u+1yqiJG97KNjBjqBcjM61hiI7u/4MctWgw8bXVEXZtOLp7s1OtF1lRUim1RjsOeuXbvYtGkTwWCQUaPKH6OoUqDj1CzQxC9fOadoXlNK2SGEOB14Bvg/wHVCiBagGegD9AUEsAY4Q0pZPSm7T+WwWbr6vEMnrkOfsKA2mJPRCdQgEWipGOgp0Drf0dfXBAgFBK2xJO3xJHXh8lPsUkpe2/IaYC/QuXb+tUX3mxmdaml0epUYuUJdVz2R0TGFyJVoK88m447cfe9Fcn+M5M4OREgjdGB5XYe5WGMg2nouo/Puu0bQedhhhxEOh8s+nxKBTiwtRq5xXroCI9Dp6Eh3XlU2lu21lLz6SCnXAV8GfgC8DiSBwUAKeC29/Vgp5fpuXKdPT2Iz0MkM88xz1ytE0fKVEMLK6uxuiZex2AyfNn/KltYt9An1YVT/0nd/Iw4dwYhDRxTcX/2MTiXFyNXW6JRbuuoZjU4yHmfLh6sAGFzpQKcHuq7MIZ6hoQ2IQGWN6ns6o5NMJnnvPSPorETZCqof6EgpK5DRMcdA+KUru9i6jU5nan6T/vHp7djU6GwrULYy0QM1aMkOtGQ7ep5W7wF1YXa2xNjVGmXEAeUNHYRM2eqopqOKzriyixXoVMEwUOq6pavpFT46ZYuRe6bratvHH5GMx+k/eAiRPpW9Xe4JMXJ0bXrsQ4XLVpCl0enomYzOmjVraG9vp7GxkaYmd0FBLtUOdBKJz9H1GIFAA4GAu7EioaChPfRLV/ap7Nhon95BJTI62J93VSmdzmtb7ZetABY9uIhFDy4quL+a7eV6eztIiaitRZTh4yLMQKe9Han3vKOt5YxcqdJVN2d0Pv2gcm7IuXR36Urqkti67hEiQ8+PgcgWIVdKK1XtQCeTzXEuRDbJaHR800C7+IFODyOl5Jn3t/Hb1zdU1Ya8ENv2ddDaYsyUKSVG3lHAFdlEBmx2XlUg0OlIdrBixwoEwnZb+Rsvv8EbL79RcH81S1eVaC0HEIEAIt3to7d3b1tzPipXuuqZjM6n73ePPgcygU53la4S29vQ25JoDSEC/csf+5BLT5au9u7dy/r16wkEAhx2WHmT47NRJdBxq88Bf4K5GypnsuBTks172rn+6Q94ba3xAT34gDqmHVG59tVy2dkc5fz73+KZWCsIWN8SYlQRv7FtrUaGoHBGp1TnVeUyOlZbef9R9K1xNwsnl2qKkVMVCnTAECTLWAy9rY1AQ2UFqqVIVGoEhOmjE+2+QKejtYXPNqxDCwQYNPLQip8/e95VdxDL6raqZLeYiajpOcNAU4Q8cuRIKzipBJG0Zq2tB0u5Ukra29ezb/877Njx34B7fQ5kBnvG/IyObfxApwdI6ZJH39zIHX9eQ3s8hQAk8NTKLcoEOvvbE3znt2+zaU8b9TVG89z5f2zjt2fV86VB+bsdMqWrAhodS4ycP5MwoL5yXjqvbnkVgC83ld9WbhLSQmhCI67HSegJQlqoYucuRXSV4b2puRxgmI1WW4tOdXQ6Xuq62rzq7yAlTQePJBiufEYk3M1iZEuf0w1lK+jsoyN1aWsavR5LIsIBR4FXKpWyAp1KiZBNzM6taDRKKpUiUKHxHtmkUlGaWz5g/7532L//HfbtX0kyua/TMfX1h7s+f0ajY1+MvH370yQSexky5BxCofL8xbyIH+h0M+t2tnDNkvdZucn4oE86bCDnHDuMHz7xHi/9Yyf72uPW3Kdq0R5P8q+PLOejHS2M7BcgEJPECbErqnHB0s/57fRGjhva9cK/vYQYWZbw0qnUvCspZUX9c0yEEESCEdoSbbQn2ss2ILSLTKX4/P77AegzdWrZ56tm51XS8tGp0AiIbvTR6c6yFWRrdCof6OjxFLGNRsk5PKx7Ah0R0BAhzZhgHk0i6ooH/vHNLey89+/UTxjMgLPsl5/Wr19PS0sLffv2ZciQIeUuuxOaplFTU0MsFqOjo4OGhsqMyIjHP2fT5t+yd+/faGlZhZSds16hUCMNDWNoaDiCPn2OpL7OfcbQaemqrW0d//jwKgA+2fALhgw5lxHDLyYSGe56DV7DD3S6iXhS576/ruc3L68jntJprAvz/cmjmHioYWH+5eH9eXfzPv74/nYuOqH86cjlrPPfHlvJO5/uZWBDmP88dRj8N2ihWr7aFOTVzUm+8997uO/0AfzzwZkUckqXBV2RTfSS7sjGhXJnmYHOxuaNbG3dSp+wvbZyJ9QGamlLtNGWaOuxQKflz38mvnEjwUGDqJ80qezzVdNLp1IZHau9vBszOp+uMgKdwYdVbr5VNt3ZXh7f2AxJSbApghbpvsu6qA0iE3H09iRaiUCn5bUtkJK0vbWd+q8caLsT7J133gEqK0LOpra2llgsRnt7e9mBjpSSzz77Ax+v/QmJxN70VkEkcggNDWPo03AEDQ1jCIcHVey1mGMgksl96HocTSt+o7x16+L04/qRTO5ny5ZH2LLlUQYNOpURwy+hX7/K3Ryqih/odAPvb9nHNUve56Mdhs7ilLEHMuvEkTRkzZ2ZOmYQ727ex1PvbKlaoJPSJVc++Xf++vEu+tYGufnMcQwKGncJMhjh+okR6kJRnv8kwXf/uIdfnzqArx9mfGnubtdJSehfIwgX8OvIuCN3rxjZNAk8uunoirSVZ9PTgmSp6+z+v/cC0O+b30SUManZxGox7+ZhkvmIV0iM3N1dV/s+28H+z3YQjtTROLR77nS7M9CxppV3Q1t5NlptAL0FUu3/n73zjrOjKhv/95mZW7b3bMom2Ww6CSWhhxpAlCJFAV9e4CciooioqK+iLwoWsLfXgqBIBEWl95YACQHSe++bsr2322fO74+Zu7m7uXf3bstu8H4/n/nM7pkzM+fMmTvzzPM853nCGCSerGC2hfBvPmxaaX5pD0W3n9jry76trY2dO3eiaRrTpg2NwOn1emlpaRmwQ3IgUMn2HffQ0LAEgOysExg9+ioyMqZjGEPnCyei4XLlEA43EQo14PUm1nqZZoCq6mcBmDb1e4hoVNe8QGPjUmprX6W29lVyck5h4oRbKSy8EBnk5+dIISXoDCKBsMmvFu7kL0v3YikYne3lSxdM4cSS3CPqnlFWQJpLZ/3BZnbXtjNl1OBlGU4GpRT3vriZlzZUkubS+f4Vsxmfl47WaP/4LcOLrglfO9VLhkt4ZkeIO15r4mcXKa6ZmR4TQyfxg0tFp5cn0OhEp5fXtwexLIWWhM0/Hp1mqz7654yf1PsL7Wjnu2p76y2Cu3ahFxSQef75g3LMvpiuIk1NhPbtI23OnEH5Ao0MWlLPoZ111Zn2YfJUNG1oHvZDaboKDrF/ThQtySnmHauqwVK4xmdhNvgJHWjDv76O9Dk9zzZav349SikmTpxI+iA44sdjoDOvlLI4VPF39uz5BabZga5nMH78LRQWXDAkGqh4uIxcR9Cp71HQqa19lUiklfT0KWRk2NrusklfpWTcTdTUvkJd3eu0tKxm46bVpKWVMmHCZxkz+hPo+uA5gI8EUoLOIHLXv9fz2uZqNIGr54zjv0+bgDfBl6zXpXP21EIWbq3hmbWH+NbHBtfprjd+tXAnf19+AJcufPeymZ2Clu680KMxcESEz5/kIcMlPLY5yDcWNtMeshiVbvcrkX8O2AEDIbGPjsfQyXDrdIRMWvzhTufkvuAL+1hdY08rP2HUCX3a9+777+61TmcG86Mw80opRf2DDwKQc9VViGtwnJ+TNV0ppTh0x5fwr13LqLu/RcHNNw/43INnuhpajc6BTUNrtoKu08uVUoP2UjTbQoSrO8AQXGOGdlZdZxqIHmZeKUvRsbIagPQ5RVgdYdreOkjLa/vwzipAS5Dg1bKsQU3gmYjozKv+CDrtHbvYvu3btLTagnFe3jwmTvhcp9/M0cJw5YK/dz+dikrbbDWq6KNdyt3uAsaX/D/GjrmWuvpF1NS8iN9fzo4d36W66lnmzv0Hmjb4DvnDxYdTTzUMvL65mtc2V5Pm0vn5NSdyy1mTEgo5US6cYX/dPLe2AtM6ejF1HnlvH797ezeawDc/OoPjYzROUaEkmr4BbGHnptkevjDHvvHvW9LK71bZZrnCHjQ6vQUMhBiH5H7OvFpZvZKwFbanlbsHZ1p5LJ0anaMQHbnj3XcJbt2GlptL5iA4IUdJVqPjW7YMv/Oiqf3Zz2lfsmTA5w4PVmTkzjg61qDHn7IskwObNwBD54gMoBsGuuHCMk0i4cFJewIQ2O1oc8ZmIvrQPtKT0egEtjdiNgfRc9y4x2fhnZGPMSoNszVE2+KDCfcrLy+nqamJjIwMSkpKBr3tUfqi0QkEAjzxxBO89tpL7NnzW1au/DgtretwufKYMvlupkz+5lEXciC5xJ7t7TtoaVmLpqWRnx/f10/X0xhd/HFOOP5PTC77Bi5XAS2t69i56/4hafdwkRJ0BoHWQJjvvWDnx/l/Z05kWnFy6uPjxmQzOttLdWuAD/YcneBPz6w5xA9f3grAly+YyhmOc3SU6FRwK0548k9O9/C1U70IsK3eftD1pNHpKddVlPyMgfnpDMVsq1iOlo+OUor6PzranCuuQPMM3teUJJkGInp+14QJYFlUfO3rBHft6vd5lVKHs5cn+IpPFk3XEE1QlsKKDK6gU7t3D4GOdjLzCsgq6H/EWtUcQfl61ji5vPa4hgbRfBXNbzXUZitITqPTsaIKgLRZhYgIIkLWObbg0vZuBZHG+Lmfo9qc6dOnD5n5EPom6HzwwQdUVn1AOHIf5fv/D6XCFBV+hNmzfkde3hlD1sbeSEbQiWpzCgvO7zXdhIhOfv7ZTJlyNyIGFRX/oKrqucFr8DCTEnQGgZ++tp3atiDTi7O4ZHby0yFFhAscrc7Taw4NVfM6Wbi1hm8+sxGAz549KW4MH63TdBXfRnvJZDffmZdG1P+4uEfTVc/OyDCwoIGx08rnjJrT5/2vu/zznHPOZ1lXnjhi8NFKA+Fbtgz/hg1o2dlkXXzxoB47GY2Ob9UqfKtXo2VkMOaHPyR93jysjg4O3v5FIo2N/TpvJGyBAs2QfvtfxTJUfjrRbOWjp/bfbKUaw0SeriPyfAMqnHgK/GD76SilhjS/VXd60+hEGvwEdjaBLnhn5neWu8Zk4JmaCxGLltf2HbGfz+dj27ZtwNCarSB5Qae9vZ0NG17hxBPfICOjGb8/i927Lic9/QYM4+j6VHbHZfQcNNA0fZ2CSlE3s1VPZGZMZcKEzwGwfcc9tLVvH2BLRwYpQWeArCpv5B8rDmBowp0XTEHv4wM9Kui8saWatsDQRRz9YE89dzyxFtNSXHfKeK46aVzcelrkSNNVd86f4OLH56dz1TQ3Z4xL7ObV2/RyGFgsnX0t+6horyDbnc2knEl92nfR5nb21YUIhCx+8UodLQm+xDujI/fQhygLNi/gnvfuoT2aFLUPRLUp2Zdf3jlLarCICjpmD4JO1Dco69JL0TIyKLzjDtyTJxM+dIhDd34ZK9R3U8vBLbaA5PYOjivg4Vg6QyPo9NdspZTCXNYKFtBuYm1IfJ0HOw1EpMaH1RZCSzfQ84fegbS3NBDtK6tBgXdKLlqaQSQS6TQ1Zs4bC4bg31RPcG9Ll/02bNiAaZqMHz9+0GLbJCJZQee995YyYeIyNM3C6z2FA/v/m6qqPP71r8Xs3FkxpG3sjd40OjU1r2Ca7WRkTCc9vbRPxy4qvJiCgvlYVoBNm75IJNI20OYOOylBZwAEIyZ3OxqST55cwsSCvjsCFmd7mT02m0DY4tVNVYPdRADW7G/i1r+tJhSxuGT2aG48fULCulHti9VLnqs5xQZ3zPWSZvQ066rngIEQM8W8Hz460SSefc1W/u72Dn77uv2AcOlCs8/iDwsb4vp+JGu6Wla5jF+u+SUv7HmBr77zVUJm8oJBrDYl+2MfS3q/ZOnNGdm/fj0dHyxD0tLIvuwyADSPh1Hf+hZ6fj7+NWuovve+PvnGtNT5eOsx+wt92mmDE/1bH4LoyOFggModW0GE0WX9i1arDgRRFSFwrHPWhnZUe/w2urz2WAyWoBPYObRpH7ojMdGRu6MiFr7VthNy2vGFHKg+xC8f/z0/W/BbHn5mAc8tf411YyrZoVey9dmVtLW2oZRCKXVUnJCjJCPoNDc3s2fv0+Tm1iCSQVHRTVz0kZMpKysmEjF5+eXlLF++bdjyFfYm6Bx2Qu67dlhEmDjhC6SlleL372fr1v8ZkXkZ+0JK0BkAf3hnD3vqOhiXm8Z1J/c/9kbUhPTMmsH/Sthc0cLNj67EFzKZP72IL5w3OeEDUQu2kLPvZQBM18C/qqJ+PolSQMDATFf9MVst29XBz1+uw1IwKkdnUpELjyG8v9PHkm1HCgLJTC8PRAL8cPkPAdBFZ0X1Cu5eejemldwLORo3J+vSSwclt1V3tF58dOocbU72xz6GHvM1beTnM+ruuxG3m5bnnqPxr39N6nyRkMnrD28m5I8wdlruoAk60Vg8g6nRqdi2BTMSIX9sCZ6Mvn+oKNPR5gDarAxknBtMMFe0xq0f9dEZjAzmoUNttC46AIC7dHAc8ZvbWmhsaUq4vSeNjn9TPVZHBKMwDSvfxSvvvoFpmpimSX1TAzv372ZN3VaWurbxQvv7/PJXv+THP/4xDz74IHV1daSlpTFhQuKPsMEiGUFnyZJFlJauAiAv7yp0PQNd15h31nTmnmxHNf7gg6288spKwuGjk809FqMHQaetbSutrRvQ9XTy8voXcFTXPUyZ/C10PYO6+oUcOPDwgNo73KQEnX6ys6aNBxfvBuDOC6bgNvp/KedNLsBjaOfW2csAACAASURBVKwsb2R/w+A5ve6saeOmR1bQFogwb3IBX7lwGloCIUf3N1D26n+RXreBcFoRbRMuHPD5LaPn6eXQ/6CBvrCPNTVr7GnlRclNK1+9z8dPXrKFnItmp1GUpeMy4OpT7RfcHxc10tDe9aGVjEbn4Y0Pc7DtICVZJfzgrB+QbqSzcP9C7l9xf69fQv4NG+j44IMu2pTB5rCPzpEPdv+WLXQseRfxeMi+/PIjtnvKyij88pcBqP3FL2l7++1ez7f0yV3UH2wnI9fDqZeVDl5E2CHQ6JR3mq36559jbe6AVhOydGSSF212Bmig9gSwqo/U6h02XQ0sk3y4zkf9o5tRIRPPtDw8U46M1dVX9h4q56GnH+XPz/yNqvqauHW0HjQ67csdJ+TZBby75n2aWpvJy87l+kuv5ePnX8J5p5zNnBknMDl/AkVWNm4MQqEQtbW1gO2EPBS5p7oTFXQSJfasr6+nvuFfeL0d6PpYsrLO7dwmIsyaNZ75F8zG5dLZufMQTz65hLa2o5v412UkTgMR1eYUFMxH1/s/qcHrHcOkSV8BYPeeX9DUtLzfxxpuUoJOP7Asxbef3UTYVHx01mhmjR1YaoB0t8G8yfbsp2fWDo5Wp7y+gxv/soImX5hTJubxjYunJ/QfMjqqKXvlOtIathDKGMOhc35KJK3/s0+i9BYwECAvI5oGIv5MjESsqFpB2AozJXcKWe7enTA3HvBz//N1REw4d4aXy+cc1pycMcXDzHEuOoIWv329qwmrN2fkXU27eHTzowB87vjPMTl3Mv9z6v/g0lw8tfMp/rD+Dz22q9M3p5s2ZTDpyXTV8CdHm3Txxeg58e/jjDPOIPf660EpKr7+DQI7diQ81/ZlVWx9rxJNF868evKg+efAYdPVYOa7OuAEChwzte/+OcpvYq21/bG04zMQTZB0HZnqXO8PWo8QdN2O6Wogzshma5D6RzZjdURwT8gi+8IJAxYm9x4q56mFz9saGMvk+bdfJhg68uNDEmh0wtUdhPa3Ii6Nulw/q7asRUQ4e+6ZeN0eCnMLKCsp5aQZJ3DuOedwRfY8bgqcy41TL+PKK6/k4osv5uSTTx5QH5LF5XKhaRrhcJhw+EjN1OLFzzF+/CYACguvR+RI4aukpICPXTKHzEwvNTXN/OOJd6iq6p/Tfn+wnaE1IpEWLOvwOEUiHZ0Z0rvHzukPebmnMWb0JwGLTZu/TCBYPeBjDgcpQacf/GPFftbsbyI/3c3N80oH5ZgXzrDV+8+uPYQ1wJg6Fc1+bvjLCmrbgpwwLoe7L5mBK0F8DVfbIcpeuRZv8y6CWRNsISe95+ilyZLMrKu+OCMHwiY/f2M7f353L4vK7RgvyUwr31oR4PvP1hKKKOZN9fKJUzO6vBhEhOvPzCTdLazZ5+eNjYediXvS6FjK4gfLfkBERbho4kVMz7dfljMLZvKVuV9BE42HNj7EP7b9I267/Fu20L5kSUJtymCRaNZVYMdO2hYuQtxusq+4osdj5HziE2Sccw7K7+fg7bcTqT/yS7Khop0lT9hC0NyPTiBv9OCa4TpnXQ2S6aqjuYm6A+XoLhdFE/rmzA5grmqDsEKKXWjFh4NdatPSwauh6sOonV01N50anX6arixfmLpHNmM2BzGK08m5pBRJkIIlWWKFnGkTp5Cfk0dTazOvLn3zCEFN3JqtsQpZqMhhgTOqzTGmZfPqsoUAHD91FoW5XcNX2AcRrLk5gODdEmCUO4/S0tJB0+aYZivBYHnC7SKS0HxVWVlJKPwkuh7B4zmJtLSZCY+Tm5vBpZfOpbg4B19HgCefXMLSpZuorW0ecp+WaBoI6JrFvKbmJUyzg8zMmaSlDY4ZcNy4/yY76wTC4QY2b74Tyxq6STNDRUrQ6SNVLX5++rr9ML/t3LIu+asGwvElORRmejjU5Gdlef+/DGpbA9zw5+VUNPuZMTqLey47Do8R/wHibtlL2cvX4GndTyBnMofO/jGmNz9u3f6QzKyrbK8LTaDJFyYUSfylHjYt7vznOv7wzh7uf3UrL+x8C4AMcyZWDw+VXdVB7n26hkBYcWqZh2vPOCzkXHr9NVx6/TUA5KTrXHO6rVH5yzuNVDfbP+aeAgY+vfNp1tetJ8+Tx/Uzru+y7ZTRp3DbCbcB8JOVP+GVva8csX/Dnx4CetamDAaJ4ug0PGRrczIvvBAjr+egZyJCwe2345k2jUhlFYe+dCdW8LBwGvJHeO2hTUTCFqXHF1B6wsA1gt0ZbB+daJDAUaVl6H2MQq3qw6jtfhBbmxOLGII2yxbyzJVtqNDh+7rTR6cfzshWyKT+b1uJ1PjQ8zzkXl6GDDCHWKyQM710KvNOOp3zTz0HwzDYtm8na7dt6FJfRBBPV62OFYzgW2ubn1bLHhpbmsjNyuGk6ccnPnG+C1WWBhaopQ2J6/URf2AHe/beyN59N9HcfORvLkoiQefddxdQXLwXpXQKCz/V6/k8XhcXfeQEpk0bg2larFq1k7///S0WLHiT99/fQn19S6/H6C/xsphHzVZF/XBCToSITlnZ1+xggi1r2b37J4N27KNFStDpA0opvvv8FtqDEc4oy+80Nw0GWkxMnWf6GVOnsSPEjY+soLzBR1lRBvd+fBZpCQK1eRp3UPbytbg7KvHnz6Ti7AewBjk7t3Lsw3rEByq+EKNrQk6a/ZJp6Iiv1bEsxTef3sjCrTVkegyOLw0grmasSCa/e9nL5/9SwVMrWmjq6PoCLK8L8d2navCFFCdNdHP9vMwuPkpzzzmTueecefj/UjcnTXTjDyt+/Vo9llIJU0DU+mr59ZpfA/DpWZ8mw3WkI+v548/nhpk3AHDPe/d0Ok8DBHbupG3hQsTl6lWbMlDiaXSCe/fS+trrYBjkXHVVcsdxuxn1zW+iFxbiX7+eqm9/GysQQCnF249vo6XWT86oNOZ8dOCmlHgMpo9OJBxm23uLgb5PK++cTg5ImRfJOvJjR8Z7IM8Av4W1/rCGsL+zrpRp0fjEdkL7W9EyXeReMXnAWcr3Hirn6Rgh58wTT0NEyMnM5qyTTgdg0YrF1DTUdtmvu5+Ob10dKmTSOCrE6j0bEGyTVW8aGnVCFsoQKPeh9g/cx6WjYzUH9t+JadrO1FXVP6Wl5Y24deMJOvv27cXjfR6AzMyP4HIVJXVeTdM4/YxpXPzRE5k2bSwer4umpnZWrNjOY48t4m9/e5Nly7bR2Di407SjsXSiGp3W1k20tW1G1zPJz5s3uOdy5TJl8jcRMTh4aAE1NS8P6vGHmpSg0wde21zNom01pLt1vnBu4tlL/eWC6bag8+qmKnyhvnnytwbC/L+/rmBnTTvj89P5wRWzE2qbvPUbKXvlWlz+OnxFJ1Ix74dYcV7UA0a0znxXEknsg9OTQ7JSiu+9uJnn1lU4yUdncdbx9hdMsXsmuekGlc0RFrzbxKf/dJAHXqhlXbmfAw0h/vfJatoCFrNL3Nx0dlavMY5EhGtPzyTLK2w+FOSFNa2H4+h0E3R+svIntIfbmTtqLqePOT3hMT8++eNcXnY5ERXhrsV3saHO/kKOanMyL7qoV23KQBGPBzQNFQyiIvZ91fDQQ6AUmfPnYxQkL7DrubkU33034vXS+upr7P34Fax65F32rK3DcGucefXkAWcqT3juQTJd1Zbv5Ynv3EVgeyOz88+hZOrsPu2v9gVQVSFwC9qM+OY5EUE/wf5NWRs7UK32de+PM7JSiqZndxPY3oh4dXKvmIye1fe8cLFEhZxINyEnSlnJJKaVTsE0TZ57q6u/TuzMK6UUHcuriGCyOLIJpRSzps6kKC8JjZ5XR82ytajq3XqU2X9zT0vrIg4c/B8s5Scj43Ryc68EFJVVD9DaeqQDfXdBRynFipX/R3Z2A5aVSUFB303JxcW5nH7GVK655kwuuugEpkwZjdtt0NDQxrJlW1mw4E0ef3wRK1fuwO8feAoQo9N0ZQcNPBwJef6Q5KnKzJzO+PGfAWDb9m/T3Lx60M8xVKQEnSRp8YW598UtAHz6zFIKMgf/RhqXl8aM0Vl0hExe35y805cvFOEzj65ic0UrY3K8/OjK2Z1aku6kV6+i7JXrMYLNtBefSuUZ9/YYHHCgRP109B5mLfXkp/OzN3Z0ST46rTiL9Q229//80jnc+4k8brsgm9klbiwF7+/0cc9TNXzxr5U0+yymj3Fx83lZGHH8GNYuXcbapcu6lGV6Nf7rTPvh+7d3m2hotV/asaarJQeXsHD/Qjy6h1uOv6VXgfeGmTdwXsl5BCIB7lh0B7s3LKH1tddsbcqVV/a472AgIl3MV6EDB2h5+RXQtKS1ObG4S0sZfd99uCZMoL7FYPVK+6F9yvwisoYwaN3hfFf9E3Qs02T5s//mn9/5H0raJ3Pu6GuZlTOPtCW2KSoZVERhrrC/zLXj0m2flQRIvsvW7FhgLrf38TjhA8o3rqV8/Zqkztnyejm+NTVgaOReXoYxwGu8rxchJ8rpx59CXnYuja1NvPbewk6/k9hYOqH9rYSrO1jv3U+jr5mczGzmzDgx6baoaRmoTB2awqgnD6HWN6N6yYzencbGJ6ms/D4QITv7IxQWfpbc3I+Tk/NxwKKi8vu0tb3bZZ/ugs727evJzl4EQEHBNWha/6+xpgljxuZx5rzpXHvdmVxw4WzKJhfjcunU1bXw3nubefTRN9i4ce+A/DFjTVeRSBs1NS8Bg2u26s6ookvJzz8X0/SxZu2nWLP2eurq30Il0NiPFFKCTpL85PVt1LUFmTkmm4/NHj1k5+k0X61Nznx1qMnHLQtWsWZ/E4WZHn505ezO/FHdyah4j0mv34gebqNt3DlUnf6/KH1gX4a9ERWi8nb+G6z4D7BEsXT+uHg3Dy7eg64Jd39sJseX5OKP+NjebKvHp+Qch6YJs0rcfO6CbO77ZB6XnpTOcen13Ka/xH/lb+bW87NwJXDWfPWfT/PqP58+onz2eA+nT/YQNuGhhbaAE3VG9oV93L/CTnh33fTrKExidpqIcNsJtzF31Fza/c0s/9Fdtjbl/PMxCgfflyUesbF0Gv78ZzBNMs87D1dx32PcWCpE07hdhO45jW1n3IrSdMYffIuM+28h8NoLKGtoHnpRTVFTlQ/T7Ns5GioO8s/vfoP1z7zI/OJPMS3nFBAgQ4NWk8gL9ZhbO3p1IrU2dUCbCdk6MrH3l6E2Kx10UOUBrMogoydPY/TkaQTa2njmx/ey+PFHMCOJhay2dw/RvuQQaJBzSSmu0f3TvFbu28GW5W+zedt6nkpCyAEwdIP5p56DoRts3buD9TvsmUhRjY7pC9OxvIp6aWUD5QCcNedMjL44FeuCdWoOyiVQF0K924B6ZD/WC1WoHW09ptNQSlFb+yA1tb8DIC/vWvLzP4U4wUNzc68gJ+cSwOJQxb20tX/QuW+soGNZFps2/xyPx49pjiM7e/DMPpqmMW5cAWedNYNrr5vH+fNnUVycQyAQYtGidTzxxNtUVvbPR+lwGoh6qqtfxDR9ZGXOIi2t/zHdekNEmFR6B6NHX42up9PcvJKNG29j+YqPcqjiCUyzb7NnjxaDN/ezn4h9V34F+DxQCtQBTwLfU0r1OjVhoPsnQinFgUYfK/Y1snxvPW9s3IWhZfCl+VMSxqIZDM6ZWsSfl+7lgz0NVDT7GZcbP0JxWyDMHxfv4ZH39hGKWOSlu7j/qtmMyj7y4Wv4aijc+DAFW/+GZoVonXARNXPuhDjTJgeb9jFnkLfnBUav/hm5e16gYt6P8HUz9cRL7Pn48v387PUdCHDXRdM4bVI+ltnE/uo/cU6mnzRjFFmRbSgrEyQTpWVSpFl8zXqaSbyA7oqAD1re+Re7pl9H5fjzUFry/b361Ax2VofZVW2RnacTsSKEzBC/X/97qjqqmJQziY+VJhnF2LLQN+7gG4uzCC2EdJ8fU+CzU97Fv2ENWXoGmXo6WXoGWUYGWXo6mbq9Pi5jMidnzcIY4FhpaWmYQHD3bpqfe97W5nziE306hqXC1PoXcsj3FCHLfjiP/diL+PZdztT63aj2Vjp+8wDBha+Q8ZW7MSaWDajN3cnMt7Woe9bW0ljZzlnXTGXi7J7NbsqyWPvaSyz9598Y7Srlo+M+g0vzQLqGfmoW5Bi2aak8gPVeK6oqhH5OThdNTUt9CDOsyM3SsdY508lPsKeT94ak6WjT0rG2+TCXtWJcXcgFt3yBrUveYsOi11jz8nMc2rqJy778P+SN6ZqWpWNNDS2v2nmhsi+cgGdi34MC1lXuZ9kr/2L/9vVEMrLxl0wBTWOUx8vM0fHTwMSSk5XDvJNO59017/PmsrcZWzSaDEejE6nz07apliWubSgUsybPoLggOb+WLhR7sK4shsoAWrkfqoLIfsdvxyWoyRnIjCwoSeu85kpFqKr6KS2trwM6hYU3k5l5ZpfDigi5uZ9AqQitrQupqLiHkpKfkJlxWhdBZ+PGt8jLs4MDjhlzU6egNNjousb48YWUlBSwf38da1bvpba2mX/9azEzZ07gnHNmk5nZc0T6WFwxpqvm5pXA0Gpzomiah/Eln2bsmGupq1tETe1L+Hx72bHju+zd+2tKxt1ISckNuN1H5yMuGWS4QzuLyG+BLwPPAa8BM4E7gaXARaoXndhA9wc45ZRT1MqVq9hd186KfY2s3NfIpoP7KXRtYlbBDmYVbKcgrYmglUd2zhm400/FnX4quqv3B0V/+Nkb21m6q55vXDyNL13QNSx9xLT456qD/GbhTho6bJPBuVOL+PS8iYzK6irkuNorKdz4J/J3PIHmpCRoKruC+uNvhSH6Mccjo3olhRsfxu2zzXHNk6+i6rTvEMmwNWNPrtvGPze9zbwpmXzhrFPYfED48UvVKMvNHedP5oKyCvwtzxJsfwtUzyYGzVS4IhaiPOS0BCmu7yCvKUQwrZg9067hwKSPYjpaph998esA3PPHX8Y91o6qEH9c2ErW1O+THvHx68se4va3vwgK7j/n/t7za+3Zj7z5HixcitQcnhlRO8rDv+dZLJ2Z3G8v18hifu7pXJR3BnOzjkPvx9hV3n03od278c6aRWDLFjLOPpuir341qX0tFaEu8BYHO54kZNn+AP6GdMyQInOM7WsSbkujdf1EwisDuIIhXJYiqySL/PEm+QW55M65gtCEj0AvqUV6o2JnExveOkRHsy0UT5iVz1mfnEr+2CM1HS211bz+4G+o3LqNE/PPt7U4gIxxo83N7CLMWAcDthBjAjk62gW5VNSF2bOunYYK+1yn5hiMFcEscuE5O3nHfWUqzEVN4LPQz8lBm2mbr+oOlPPevx6jo6kRl8fLhZ+9nZnnzCdS0UHH6mo6VlWDBZnnjCP9xL4JEK2NdSx//Ul2rH0fSzdQuYX4C8eiRHA11eKpPmArtHILGDt1NmOnn0DhuElIgqzh761bxq79e8jPyeNTEy8mvLIe8eisNnexzthHVkYWV82/DMMYhG/noIUc8CPlfqQh5veeocOUTFShRYXnJ3REViHioajodtLTE/tZKaVobHyCtrZ3EHEzvuQXVFVl8fbbbzNjxgzcnr+Sk7MHyzqRsrI7B97+JAmHTTZvPsDWLQexLIXLZXDGGTOYO3cqeoJwILG0tGxg56570fVcTLMZw8jixBP+iqb1bQbhQFHKpLHpA6qrX8Dns4Poapqb0aOvZnzJzaSnl6FpPd8XIrJGKXXKULVxWAUdEZkFbAKeU0p9Mqb8TuD/gBuUUk8M1f5RiiYdpybe8gsK3Ds5zhFsJmYfRJPD10ZhIHQ1vWjG2E6hx5V+KrrRj6+ZOKze38j3X9rKpMIM3v76eYiIPbNley0PvLqNPXW2omrmmGw+e9Ykpo/uGjDP1XaAog1/JG/nU2hOzIP2MfNonP4pgrmTB6WNfUXMEHm7niFv51OYVog1mTksmnAWK/Qg5e27jqifoSnmZRjMywqRp9svGgXsCnqoDJnMzZ1CuqbwBGpxhxoxdUXYEFScr2yxIK8lREFDiOx2D1Xjr2TflCu4967vA/EFHfH7SV+/haqF6xhVvYU008DCosUbJpSZhadgGuG8AsIFeURGFWGOKsIqyMPd1ETO+8soWraM7MrD5se2zFy2TDuJdWVz2J87Fo8OhWlhctMCZHv9ZHj8eN0B0Pz4rAAdVoCWSDvrfTuoDB8WkvKNHC7IO53zs05ldKSYupYWGlrbyEzzUpSTQ1F2DjkZGUeYI6rvu4/A5s1O54Sxv/oV7vE9q7htAecdDrb/i5ByBJxGD9WrC2nZZ99z2RPbGXt6Ld48W5Bur06jcvkofDVdnXTTtRCTM1sonVFG4SnXEBl/HvTTbGpGLHavqWXb+1WEgyaiwexzSzjt8kl4M11Ylsnmdxay+LFHcEfcnDX6avJcxfZU8NkZyGRvXHONaosQWd6KtFuYSrHRb3IgpDBcQp4b5rkMTKV4uy1C+ig3E6ekMa7Ui8vV+0vJOhTEWtUGXg3jU0WIx94nFPCz4rknqdmyk4mZs5gx6nS8kcPXLv3UYjJPH5P0tfG3t/LBwmfZuGkNkbR0zIxsLPfhD6DSUWMZ7/ZQf2AXtQd2EfIfVnp70jMZM2UWxZOmk1VQTFZ+EbrLHqNIJMJL775Oc2szMwrLOOtQKY3SzvPuVShRXHL2RxhdODipPrrQFrEFnv1+pN0k4mqjYu6vCeTsRQ9lMXbjV/FqZagchcoBla3sv7MAN502C6UsGhoep719KSJpeL3f4s039pCXV8Ps49/ENA3Gj38At3vwwmsk3cU2P6tX7eHQIVtLmpeXyfz5J1Jaan8ImqZFc3M7DQ1tNDa20tjYRmNjG37/AU6a80LncZqb5qLrVzBqVC7Fxbnk52cnJTANFkop2tu3Ul39PM0tq7ps0/VMDCMLl5GNYWRjuHIwjCwMIxuXkc3kyXd9qAWdHwH/C5yrlFoaU+4FGoAlSqlLh2r/KFMmZ6oH/zQWTT/s5KiUjssowxWejLtpFEa9h0huiHBeHWHvISJqD90tY7qrFFf6HHRjLJpRhGYUoRuj0IwiREs+6Z5pKT6zYCVNvjDP3D4Pr0vj/le28cEe+4cwJsfLp88sdaa3WyizGYWFp62Gok2PkL/reTRlohDax51N47RPEcopTercvaGUhVIBLOVHEUZwIeJBxO38HecFohRVoVrWtW5lY/N6Nnfsxh8jRBroBNrLcJPFpMxDzMut4cRMP9F8oc0RYXmHzvIOg2ZTI8NI55eFH2HGiudwldfjb3DT3pSBr1HD9OiEs3XC+UJ4mok5PYQaH7b9MaLn8wmeJjd3/aqZoFHEHXd/A9Pvw2pqwWxoIeQLERSNoMeDSvCFG0UsC9000UwTzTIRy0JTCrEUGsp+0LoFZYDdCAUICkVECT7lplmlUatyqLDyaZYsctIMRqULo9IU2R5FWCppCe8gEKzDG3STG8olK5yFEP9+0nXBm+HCk6FjpAuSYTHtqSWMXVcOgO/k6fDlWyhw5ZBv5BC2dHxhRUfEwhe28EciRKx3CYb/je6xYzoFmtxUry6ieW8+hqeMrGyLUUVrKdF2khkWAqNc1E82MD2OaeFgBh2vZ+Gv12nMTMPvPvyV6TJNxpntjM/OoHjm6RjHnYc2bgJaegZoOmha55JIwwAQ9IXZvPgge9buwIzUokkdaZkt+JorCAcDjEufxhnFl2Pg6jRVSf6RX7tKKeprQuzZ5qNmf4DZXp2JjiDSki1Yp6WTtcaP0WRR6YI1jWGiacx0Qxg30cvEKWkUjXEn/I0rpTCXtkBDBI5Lxzo5EyIKdTCI7PUjlaHO8QxaflRJOp5ZY1GZbpRSWCYoBcoESymUBcpSWKYiZIZo7Khi195V1DTXY3q6anYN3aAoO5cx+UWUjhrX2UZlWbTUVVKzfye15TvwtzV3a7WQnpNLVn4xWQWj0LNzWVdTjWlZnBWezna9ggatnSnjJjJr3EQCHW0EfW0EO9oI+NoJdrQR9DmmPt1A0/Wua03v/Fs3DNKyckjLziPdWQy3galaMK0mIlYTZmsDTda/CRuVGMFCStZ9HU9rz0Kg0hS4QblBuS1qJj1CW94HiOVl3cbzmDplBRmZzUjHxZQWXodKA9KAnpQiCgiB+AEfSEDsdRCUF1Q2kOUIW32wOFdUNLJ61W5aW20t6ejR+QSDIZqb4/uOGUaAM+c91fn/6lVX4vcfNm/qukZhYU6n4JOVlY6IoGn2Yv+txS3TdXttL4KuH/47mfeYP1BBTc2LNDUtc7Kf9yxnXHTh3g+1oPMGcBGQrpQKdtv2PjBNKZVQTTLQ/aNMn+5Rf3ywhI6OXJqaxtDcNIaWllFoIYP0oEm6P0xaIAwKlCZYIihdoee34i2uI62ojvSCejQj8WwBy9SJBNIwg+mYgXSskBfL0rEsHdPUO/+2TB3T0omYOpGIjugmLncAwx3E5Qng8gRxe/wY7gCG24/uDiLSdQyVAmXpKMtAmc46+rfSQGkoJWAJSmnOIihLQAkKQdPD9mKE0IxwzNLzjAgrotnnMXVUxF5bpmYf27LXytLA0hCnDEuwlIZndAOurA6nD4KvZgwtB6bS3jAOCx27eQJKYaEwBSIamNElgdOxYQTIy68kP7+CvLxKXC5b+3DP/1ajlPDd75URDnuIhD2EI54uf1tBN2bIQ8QyMPQwruj1cNnXwzDC6EYYQw+hG2E0zTx8PWPXlvM39v/2uBuH16aBadlrZepIxICwC1O3UK4Immai6xE0PYKuRdB1+1y6hNF1E9FM+z7QFCIKEeuItYYFloYlgtXZrsP3QPR+yMquJy3DniUUaM+kavdMmqomE3K5aE8L4Hf5AIUShRILSywsFIaYTB19kGnF+zB0E8sS2vdPhO2FaEGTMILPbRCOOquKfbOmhyJkhEK4LQ3RXGiay1Z1ay50zQWaG113IZq9RMQiQoQQFiExiagIphXBJIKF3OUCvQAAG8NJREFU/X+2q5AibwmC0BFpoja0BxMTpdlCpkJQAkplY1olgJN+Q1no1FKg+yn2TkTQMa0AuubFtIJUti3FUhDWiglqYzG1wxoATQXQVCuIjkLDEg0lGqChRHCLzkSPoETRqAJ43EEsPYipB4joAcJakIh0gBFCDIWmWViWhmUZWKaOZRmYlo4VvW+ccqU0e3w1C9FMNExclo7H0vFaJh4VQtcCaBICzb4HEZxrEP3b1uBFIn5MM4wZjmCGTZQpKFOwTPv5EPbmEMwbh2XZgqBHWRiVO5xzq24LiO7cj87/nfdndHtMfcNrYqSZGGkRe/HG9zoINWdRvfRkzKAbAzfpWhYZWlbnOkPLxqul4xIXWjffNoVF1fEP0TZmBUoJIoqQP4vj3v8lunVYwxhRYUIqSJAAIRVAEx23ePHgwY3niOPGQylFAB8+1YFPteOz2vGpdvzKhyDooqOLgYaGho4hBohQ7QpxwOXDjD7XFXiVTrrSSbN00iwNr9JIMwXPRx9ENAurvoS2NVfj0yzatQhtepgObWgiGIuyf7qG0jCUYCAYluBCMCwwFOgWGJZCd+pihNFcQcQdQlz2orlCiBFCXEGu+PwzQyroDLcz8ligvruQ4lABzBMRt1IqUdCBge4PgOYvwP3uPQTCBobmw5AOdOkgbJi0GgatGQa2mN+dLGgcB40gYpGZVU9WZgNujx+324fH48Pt9uN2+zGMMO6Mdshoj3OcgREOe1BK0DTTWSxEN0E3e/4y6SeRiAvTdGFZunO+6IvYRDMsMCygfz+yYDCd6qopVNdMIRR0/C66uF9Ehbr4Qo1L6bgwcCkdHQ1B0ELZSHUxLdVzaUORll1DekE5VuQNNCOE19uB1zt4yVQ/DPj9WRzYfwK1taWA1jkGHtOLx0w826hhdwlrDpzIhIkbGD16D9mTymFSeef2vkYMMrutY3E7SyKiDwUdSN74c5h4kW4Ouz5v6scRbaTLcY41DgFbuhbNHZozKQsiAZ2I3yDi1wn7DUKtbmo35mOFDicd7WnOki4GLs1jL+Ksa4vJPrcE9wTbtBzZchY17Qfw6hl49HS8WgaG5sIQF+nEzz8XsoIEzQ4Cpo+A2UHQ9BG0/Hj1DDKNHDKMXNKNbNIkgzTJoIBRSWt3ZlngCwap01rJVF5yVDpGvJ112BN6goi3iXEVHydbTrYfj6a9hIjQIG3Ua200aG0ECGFhC3tKwHJE/ug6+reF6vx4sZfDf9sfN45SSyxCMW3pHQ9YHvuHecQb+5nkLk4/GW6Nzh7ApZQ6IimHiDwG3ATkKaW661QHvL+I3Abc5vw7HUicqXBoKASOTBh0bJHqw8jhw9CPVB9GBqk+jAw+DH1IlonJWF/6y3BrdHxAogyS3pg6g76/Uuph4OHeGjhUiMjqoVTVHQ1SfRg5fBj6kerDyCDVh5HBh6EPI4XhDhhYCRSKSLwww+OwzVI9mZ0Gun+KFClSpEiR4kPMcAs6q5w2nBZb6MyaOgnoLZnGQPdPkSJFihQpUnyIGW5B59/Yfk3dI5d9DkgH/hEtEJHJIjKjv/uPQIbNbDaIpPowcvgw9CPVh5FBqg8jgw9DH0YEIyEy8u+AL2FHNn4VO7Lxl4H3gQuikY1FpBzbYUn6s3+KFClSpEiR4j+PkSDo6Ngamduwc1XVY2tqvqeUao+pV058QSep/VOkSJEiRYoU/3kMu6CTIkWKFClSpEgxVAy3j85/FCKiEiwjTvMkIt8WkadEZK/TxvJe6p8uIotEpE1EWkXkdRE56Sg1N1Gbku6DiCzoYXyuOYrN7t6uaSLyAxFZLiJ1zvVdLyL/KyJHZLIUkeki8ryINIlIh4gsFZELhqPtMW1Kug8icl8P4/CNYezDdBH5h4hsE5EWEfGJyHYR+ZWIHBGPcISOQ9J9GKnjEA8RSReRfU7bfh9n+4gbi+701IdjaSxGKsMdR+c/kaUc6WQ2NLG6B8YDQCOwFsjtqaKInAEsxo5G/T2n+EvAUhGZp5TqfxjZgZF0H2K4KU7ZykFrUd+5BbgDeBHbuT4MzAd+BFwnImcopfxgO+wDHwAR4GdAC7Zj/hsicolSatEwtB/60IcY7uLIYGlrhrqhPVCCHWD5OezwwBHgeGyT+X+JyElKqVoY0eOQdB9iGGnjEI8fYAfXO4IRPBbdSdiHGI6FsRiZKKVSy1FasGeILRjudiTZ1rKYvzcD5T3UXQm0AuNiysY5ZW8eI31YYP8chv/ad2vXKUBOnPIfOffTl2LKnsQOAH9STFkmsB878rccA324zykrHe5rn2TfrnXa+82RPg597MMxMQ7YCSgiwNec9v6+2/YRPxZJ9OGYGIuRvKRMV8OAiLhFJH4SlRGCUmpvMvVEZApwKvCUUqoiZv8K4CngIhEZPTSt7Jlk+xCL2GSLyIj4bSilViulWuJs+rezng3gmICuABYrpdbH7N8O/AWYhj1OR51k+9AdZxxGutZ5v7POg5E9Dj3QpQ/dGanjIPZElD8DrwPPxtk+4seitz7EqT8ix2KkMyIe5v9hXIOdlqJNRGpF5HcikjPcjRoA0QfFsjjblmPnMDz56DVnwLQ4i19EForI6cPdoASUOOtodsMTAA+JxwFG3gu2ex9i2Yg9DgER+UBELjl6zUqMiHhFpFBESkTkYuAhZ9OrznrEj0MSfYhlRI6Dw13ADGwzeTxG/FjQex9iGcljMaJJSYZHl5XYWo7dQDZwKfYNfp7jyzLinJKTYKyzroizLVo27ii1ZSBUA7/Gtnl3ACdihy1YKiKXqpFjy49+BX4PW939hFN8TI1Dgj4ANGP7sH0ANGEn3P0q8IqI3KKUWnCUm9qdW4HfxfxfDtyolFrq/H8sjENvfYARPg4iMgn4PvADpVS5iJTGqTaixyLJPsAIH4tjgZSgcxRRSnXXDjwmIhuB+4GvOOtjjXRnHYyzLdCtzohFKXV3t6LnReQJYD3wIDD16LcqIb8BzgC+o5Ta4ZQda+MQrw8opX7TvaKI/BXbx+rXIvL0MH8QPA9sx/bzmINtGonNunwsjENvfTgWxuFBYB/wqx7qjPSxSKYPx8JYjHhSpqvh5+dACLhsuBvST6LZ4eMlVk0mA/2IRSm1C9uZcYqITBvu9gCIyA+xtYAPK6V+HLPpmBmHHvoQF6VUA/An7Jlz84a4eb215ZBSapFS6nml1L3Ap4Gfisi3nSojfhyS6EOi/UbEOIjIjcDFwBeUUj3NWB2xY9GHPsRlpIzFsUJK0BlmnJu8kt6nFo5UKp11PBVwtCye6vhYodxZD/v4iMh9wD3Ao8AXum0+Jsahlz70RLmzHvZxiEUptRFYB3zRKTomxiGWOH3oiXJnPSzjICIebA3Iq0C1iExxJkRMdKrkOGW5jNCx6GMfeqLcWY+o38RIJCXoDDNiZ1ovIb5D5rHAKmd9ZpxtZ2BPizyWYz1ETVbDOj4ici9wL/AYcKtSqntI803YKvpE4wCweuha2DtJ9KEnRsQ4JCANyHf+HvHjkIDYPvTEcI9DGraZ7TJgV8yy2Nl+o/P/rYzcsehLH3piuMfi2GG457f/pyxAQYLyn9MthsVIW+g9Bs0q7Jg5Y2PKxjpli4a7/b31AcgAvHHK52A/KLcOc9u/59wjjwFaD/Wewo4ZcmJMWTRmyE6GMWZIMn3A9hmMF29nPNCAHSwtbZjaPzpB+Xznmr810sch2T6M8HFwYc9c7b7c7txfrzn/TxupY9GXPozksTiWlpQz8tHjHieC8DvAAewf26XYD5kVdJ0FMeyIyE0cVqUWAW4Rucf5f79S6vGY6l/B7tdSsbPJA9yJrTH8+tFobzz60IepwGsi8jz2l1R01tUt2A/J245eq7siIndgz8w4ACwC/lukS17bGqXUQufvbwMXAm+KyK+xBc3PYavpL1POE/Jo04c+ZAL7nHHYxuEZJrc6265XR0ZQPlo8KHaahLexX5Je7LAJ/wW00fU+H5HjQPJ9GLHjoGxT/9Pdy2NmLO1RSsVuH3Fj0Zc+OOarETkWxxTDLWn9pyzAlcAb2DbhAPbLdD3wHeJoE4Z7wVajqgTL4jj1zwTeAtqxH5pvAHOPhT4Ao4HHsWeitGKnKDgA/A2YMcx9WNBDH44YC2Am8AL2lFQf8B5w0bHQB2yn0b9gmxyanHGown4pnDbMfbgOeAU46Px+/c798jtgQpz6I3EckurDSB6HHvpWSpyowiN1LJLtw7E4FiNxSWUvT5EiRYoUKVJ8aEk5I6dIkSJFihQpPrSkBJ0UKVKkSJEixYeWlKCTIkWKFClSpPjQkhJ0UqRIkSJFihQfWlKCTooUKVKkSJHiQ0tK0EmRIkWKFClSfGhJCTopUqRIkSJFig8tKUEnxYhBRBaLSPlwtyNF8ojIfSKiYqK69lb/Zqf++UPasN7bUSgij4lIpdOexcPZnpGOiJzvXKebh+DY80VkuYi0DdU5UvxnkxJ0UgwpIpIuIl8VkaUi0igiYRGpEZFXnZdeKg3JhwznpXhfEtmXh5NfAp8C/gTcBNw/vM35z0RE8oBnsfPNfR17LN5NYr9xIvIzEdnoCEhBESkXkb+LyIXd6uaIyD0isl5EmkWkXUT2icjzInJrt7oLHGEr0fKXQex+iqNE6iWTYsgQkSnYIeenYec4+jF2ErpRwEXAo8BxwDeHq40pBsyPgJ9gJz+Ncj52lvIF2GH3Y3kc+BcQOgpt64mPAG8opX4wzO34T+dUIBf4rFLq2WR2EJHLgH9ip0d4CngYO51FKXAVsEhELlNKvSoi2dhJh8uw0yb8FfveK8O+B76CnWKhO7djp7Ppzu6ke5ZixJASdFIMCSKSBryM/UD5ZJyH2E9F5FTsB12KYxSlVASI9KG+iZ0odbgZDTQmU1FEspRSbUPcnv9URjvrZMdiFrZw0wh8RCm1rdv27wE3YOfyAjuB51Tgq0qp38Y5XkmCUz2tlKpPpk0pRj4p01WKoeJW7Cy7v0z0paaUWqWU+mNvBxKRqSLyuIhUiUjIUVH/XEQyutWbISJ/FJEtjjrbJyJrRORz3erd7qihr4hzLk1EDonI+piyi0Xk3yKyV0T8jvr7TRE5L0F7PykiG0QkICIHROReEbkonv+BiHhE5DtOmwPOsV8SkTm9XRdn/6iPzCwR+T8RqXbauKK7Cj9mn1tFZK1Tr8Xpy9lx6l0mIktEpN6pe0BEnhWRaXHOX+r8vwBbmwN21uWoyv8+Z3tcHx2xfWb+ICIHnTE+6Pxf0K1edP8LROQbIrLHMVvsFJFPJ3u9AAE+HdO+m53tyjFfXCgi74lIO/BSzP6lzr1Y45x3j4g8ICLpCcblOBH5jXPvdojIWyIy3anziZhxKBeR23prf8zxxbmP1zj3eZuIvCMi87vVK41efxG5XERWOfdZldi/oSM+dkXkShFZ59Q7KCI/AFzJts05xgki8pyINDjH2Soi3xQRPaZOOXbiXIB3omPRy6F/AKQBt3YXcgCUzd+VUm87RVOd9VvxDqaUOtSXfqU4NklpdFIMFdc464cHchARORl4G9sE8hB29vcTgS8DZ4nIeUqpsFP9fOBcbE3SPmy7/7XAwyJSqJT6sVPvX8Cvgf8HvNjtlBcC47B9OKLcDOQDjwGHnO23Am+JyHyl1NKY9n4KW62+B/g+trbj08DH4/TNBbwOzMM26fweyMH+Cn1fRM5VSq1O8lI9hq0p+SmQBXweeF1ELlFKLYo550+xTYUrge84dW/DftFcqZR61al3nnNtNmGbHJuBsdgmxynAzgTteAjIBq4G7sI2VQJsTNRwEckBPnCO+1dgLTAH23xwgYicFkej8gD2C+8hbLPZ7cACEdmtlHo/8WXiWWzzw+PAUg7fnx/E1DkF+CTwZw6/iBGRidjXLQd4EPsanA98G/tevNDRcMXyN2wTyANAEbYfyhsi8l3gZ85x/gp8FnhIRLYqpd7rof1RHgeuxzbHPIptxrkBWCgin1BKdb+vLwW+iO2T9FfgSuAb2BmxH4jp49XAM0A5tlARAT4DXJ5Em6LHOAVYgp1p+w9ANfb9/1Ps3+4NTtWvApdg338PAEcILt2O6wUuAw4qpV5Psjl7nPVnRORbccYnEfkiEq+8VSk13GbXFH1luNOnp5YP5wI0YD8U+rLPYqC8W9kGYDuQ1a38akABN8eUZcQ5puYctwVwxZQ/ha3ezutW/3HsB3RxL8ctxn6JvxpTZmALYjWxxwUygb1x2nuXU/bRbsfOBg4Ai5O4Zvc5x1gBuGPKS7BfsNtiyqYDFvBet7pjsQWZckB3yn7lHHdUkucv7aksZtvNzrbzY8rud8q+2K3uHU75D+Psv65bH8ZhCzz/TPJeU8CCBOUKuCjOtn842y7tVv5zp/yzca7BS4DElH/ZKW8DJsSUFzn3Y6/t5/C9f1u3cgNYjS3ki1NW6tTt6DZGAmwGqmLKdOe+qwcKY8pzgP3d798e2vc+toB0QrfzPekc48Ke7ocejnu8U/fFZMbY2SfP6ZPC/l0+DXwLOBvQ4tRfEHMPxFuuSfbcqWXkLCnTVYqhIhtoHcgBROR44ATgCcDjmDcKRaQQ+2XdAVwcra+U6ojZ1+uYPfKBN532zIg5/N+wv4I/FbNPJvZL5HWlVE2C42Y6xzWxhYvTY455MrbQsEAp1RSzfzv2l3R3bsQW4tZ065sbWAicLbavUzL8WsV8aSpbJf8PYIaIzHSKr8R+4fysW91K7Af8RGxNCtiCIcAn45k3BpmrgTqO1P49hP3SvTrOPn/s1ocKbA3L1Dh1+8oGFaMFA9ukCVwBrFOO1iuGH2MLkPHa+X/KeYM6RLV/LyilDkQLlVJ1wA6Sa/+N2ILS893um1xswao0znGeV0qVx5xPAe8Ao537Huz7dzzwqIrxT1FKtRD//j0CERmFraF8USnVqcVzzhfVHMW7TsmQ7ayTfq44v8OTsbVJLdiaup9gj8MeEbk4wa6fxHZW7r70OiMsxcgjZbpKMVS0YptF/n97ZxtrR1HG8d8fGxKxmoho04DArURSyovgp36giahVm5pq0WpoSwqRpBqjVlHrS7TED0SQRGPoh4LSQihKNDSKSmpCmlJjgxDQXivXJgUDkXCb2yYSoRXw8cN/1m737Dk99+Vc8Pj8kpM9d2Z2dnZ2zsyzz8vc6VAt0DeUTxvzqi9lwt4ErMITdpM3174/AIxj81U1iV+JzV3b6idJegfWOnwALyZ16ovYSDmOtVy7LW0hNr8casmrOAN4ukd+RZvaf385Lij5Vfv+3FJ2tFb2EWxGWwFsxo7je3Cf3VMW5ZlkBHgkGmaFiHhZ0hhwWcs5B1vSJrCwNl3azHJvxZq5jr6LiMOSnsV916TZzkoAfrKl7BH6a/9C/Nt6rkeZeZx4H936C+AtWPtXtf+JlrL7W9La6DXG9mOBsK2f+qEScCY1r5TxuhHYWF5SFuM5Yg1wn6RLIqIZTbU70hl5aEhBJxkUo8ASSQsiom2S7YfKSH4LXmTbOFL7vh37EmzBb16HsQp9GTYT/VeDWRbR7cAXJJ1XJrqrS31159O5pa43AN/HPivP4wn7a8AVLe2dzP3tA77Yo0y/QkWbE2ezPX23LyIm5Ki4y/Gb7BLs13SDpGUR8ft+6xoQ3SK3JvsM2nhhBuvt1s7ptF94XFzVo8xo4+9ekW5qHPsZSyeraxAcwObJd021goiYwD5890t6GvupfRJvk5AMKSnoJIPi53hx/BSeTKbCgXJ8pWlKaCJvTrccuCsi1jfy3tfltG3YIfJqSVuwY+mWiKjvCfNebI66NiLuaNTbnByrt/TzW67VlnYAawoejIh/d2ljv1xAp8NvpRGrBM3KMXNR7Xv9/HpZwqHgu8oHSRcDjwLfxE6h3ThZ5EyTg8D5kubUtTrFZPZO2rURs804FnAXNTPkTe/mA4838wbEAdwve4tZdKaoxsTClry2tDaqZ9XRT9h0fApTfJ4RcVTSr4GPSloaETunUk+NveV45jTrSV7jpI9OMihux+aa6yWtaCsg6d2SPtOjjsfwm+l6SR3qbklzJJ1e/qzeWNUoMx8LWx1ExONYOFiDtTmn0DBb9ah3KSf654BNPs8C68riV5WdC6ynkzvxPiKtGh1J89rSu7BB0qm1c8/Cb/xjcTwM9xdYCPlyifiqys7HkTV/w31O8flo8gTemO30lrw61eJ7snIVO7DA13xO15X0+/qsZ2AUQfSXwKWSPtjI3ojHzmy1885yvRvbMic5buo8iqMKr6k/f3nTvbbx20FEjOMItg9LurBWh7AGFKbXT9/CY/B2lTD9JpKuknRF+b5Y3Xfo/kg59muWS/5HSY1OMhAi4gVJy/HOyDsk7cQOthN48XoP9nm5qUcdIWktDi//k6QfY9v/aTgUeSWePLdGxPPlGmskvYh3Qz0Hh1k/if0Q2tiGTWNfBf4aEXsb+XtweOwt8l4xz2DV+Vpsdrqo1t6XJV2PnYAflvQjbDpbV+57hBO1HT/AZqGby8T8IPZDOBtrko6WfuqHOcBDku7BPgzrsf/P52rtG5N0Mw4v3y3ppxwPL58LrC5aHIDbirC0EwtAr8eO22/EC20vqj78rqS7y32MRkTTnFJxE94G4FZJl2Fh61Iccj1GjzEyy3wdP68dkjbjMPUluF920ykkD4SI+JmkO4DPlv66Hzttn4X9T85jCn4wEfGKpA04OuphSbfh8XstHr9n91nV53F4+UOSqvDy5fj3vj0iWve06bONo5I+jrdw+KOke3FQwIv4974Ch7B/qJyyGgtuv8JbA0zguWAZ/m3tx+H2TT4m76HUZHwGNEnJbPNqh33lZ7g/WCjZgAWGIzh0+zksAK2lhDOXsrtohJeX9HOww/BTePv2Cfz2eSPw9lq5M7Am6e94cd2HtQLr6BLCip02Xyr53+hyDxdjH6Ej2HyxC/uubKUElDTKr8KaomM4tPXbHA8JXtUoOwcLI3/AUWT/xKaJu4GlffTvplLvIuCHeFE5iif193c55zosTBzFgtVvgcsbZVZiDdAz5T4O4cXryi7XP7eR/hVsoqj6dlNJb30WWPjdXK73UjneSi3Mudf5vcZPlz7oFV7ekV7LH8FbEIyXsXgQRxOd1me/nFvvj6m2v5Rfi6OH/lGe5VN4n6BP9Hm9bm1cic1wx7Aj/HewgNdXeHmp4xKsqTtc6vlLGROva5Tr+jxPUv+ZOKx/H9YgHsMvNHdx4tYFF2L/m9/heeFf+Df8WLn/NzXq3Urv8PI9k2lnfl4bn2qvhSRJBoikLwHfAxZHp9ZoOvVuwoLUSNTCh5MkSRKTPjpJMoNIOlW1be5L2ly8+d0E3vU3SZIkmSXSRydJZpYFwG8k/QSr0ufjfwExAnw6cvv4JEmSWSUFnSSZWQ5hZ9zVwNuwM+c+YGNE3PtqNixJkuT/kfTRSZIkSZJkaEkfnSRJkiRJhpYUdJIkSZIkGVpS0EmSJEmSZGhJQSdJkiRJkqElBZ0kSZIkSYaWFHSSJEmSJBla/gPJTC4aGLot3QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cut map\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max cut map\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "#Mean and Max statistics over A aruns subexperiments\n",
    "\n",
    "cut_nt = 'A'\n",
    "aruns_objective = '_aruns'\n",
    "ggcc_objective = '_GGCC'\n",
    "cut_to_subexperiment = {\n",
    "    5 : [cut_nt + aruns_objective + '_60', cut_nt + aruns_objective + '_ent_60'],\n",
    "    10 : [cut_nt + aruns_objective + '_65', cut_nt + aruns_objective + '_ent_65'],\n",
    "    15 : [cut_nt + aruns_objective + '_70', cut_nt + aruns_objective + '_ent_70'],\n",
    "    20 : [cut_nt + aruns_objective + '_75', cut_nt + aruns_objective + '_ent_75'],\n",
    "    25 : [cut_nt + aruns_objective + '_80', cut_nt + aruns_objective + '_ent_80'],\n",
    "    30 : [cut_nt + ggcc_objective + aruns_objective + '_85', cut_nt + ggcc_objective + aruns_objective + '_ent_85'],\n",
    "    35 : [cut_nt + ggcc_objective + aruns_objective + '_90', cut_nt + ggcc_objective + aruns_objective + '_ent_90'],\n",
    "    40 : [cut_nt + ggcc_objective + aruns_objective + '_95', cut_nt + ggcc_objective + aruns_objective + '_ent_95'],\n",
    "    45 : [cut_nt + ggcc_objective + aruns_objective + '_100', cut_nt + ggcc_objective + aruns_objective + '_ent_100'],\n",
    "}\n",
    "\n",
    "print('Mean cut profile')\n",
    "plot_cut_profile(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(8, 5.5), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=None)#save_fig_name='cut_profile_subexp_aruns_mean'\n",
    "print('Max cut profile')\n",
    "plot_cut_profile(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(8, 5.5), save_fig_name=None, fig_dpi=150, plot_mode='max', n_samples=5)#save_fig_name='cut_profile_subexp_aruns_max'\n",
    "\n",
    "print('Mean cut map')\n",
    "plot_cut_map(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(4, 6), save_fig_name=None, fig_dpi=150, plot_mode='mean', n_samples=100)#save_fig_name='cut_map_subexp_aruns_mean'\n",
    "print('Max cut map')\n",
    "plot_cut_map(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, figsize=(4, 6), save_fig_name=None, fig_dpi=150, plot_mode='max', n_samples=25)#save_fig_name='cut_map_subexp_aruns_max'\n",
    "\n",
    "plot_position_scatter(cut_df_filtered, cut_to_subexperiment, cut_poses, objective_poses, human_cutprob, variant_filter=\"variant == 'wt' or variant == 'sampled'\", figsize=(5, 5), save_fig_name=None, fig_dpi=150)#save_fig_name='avgcut_pred_vs_true_subexp_aruns'\n"
   ]
  },
  {
   "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
}