final_plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pickle\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot the best results for each classifier\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "def plot_results(baseline_results, metric, threshold=-1, figsize=(10, 5), title='Baseline Results'):\n",
    "    plt.rcParams['figure.dpi'] = 120\n",
    "    sorted_results = sorted([(k, v['macro avg'][metric]) for k, v in baseline_results.items() if k != 'Size'], key=lambda x: x[1], reverse=True)\n",
    "    plt.figure(figsize=figsize)\n",
    "    plt.title(title)\n",
    "    plt.xlabel(f'macro {metric}')\n",
    "    plt.ylabel(\"Classifier\")\n",
    "\n",
    "    # remove 50 and 100 from the names\n",
    "    sorted_results = [(re.sub('-50$', '', x[0]), x[1]) for x in sorted_results]\n",
    "    sorted_results = [(re.sub('-100$', '', x[0]), x[1]) for x in sorted_results]\n",
    "\n",
    "    sns.barplot(x=[x[1] for x in sorted_results if x[1] > threshold], y=[x[0] for x in sorted_results if x[1] > threshold]) \n",
    "    plt.xlim(0, min(max([x[1] for x in sorted_results])+0.07, 1))\n",
    "    \n",
    "    # put the scores on the bars\n",
    "    for i, v in enumerate([x[1] for x in sorted_results]):\n",
    "        if v > threshold:\n",
    "            # set fonr size\n",
    "            plt.text(v, i + .26, f'{v:.2f}', color='black', rotation=-90, fontsize=8)\n",
    "\n",
    "def plot_sizes(sizes, title, xlabel, figsize=(10, 5), is_ratio=False):\n",
    "    # set dpi\n",
    "    plt.rcParams['figure.dpi'] = 120\n",
    "    sorted_sizes = sorted([(k, v) for k, v in sizes.items()], key=lambda x: x[1], reverse=True)\n",
    "    plt.figure(figsize=figsize)\n",
    "    plt.title(title)\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(\"Method\")\n",
    "\n",
    "    if is_ratio:\n",
    "        sns.barplot(x=[x[1] for x in sorted_sizes], y=[x[0] for x in sorted_sizes])\n",
    "        plt.xlim(0, max([x[1] for x in sorted_sizes])+10)\n",
    "        # for i, v in enumerate([x[1] for x in sorted_sizes]):\n",
    "        #     plt.text(v, i + .25, f'{v:.2f}', color='black')\n",
    "    else:\n",
    "        # use a fixed color for each method\n",
    "        colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd']\n",
    "        sns.barplot(x=[x[1]/(1024*1024) for x in sorted_sizes], y=[x[0] for x in sorted_sizes], palette=colors)\n",
    "        # plt.xlim(0, max([x[1] for x in sorted_sizes])/(1024*1024)+20)\n",
    "        plt.xlim(0, 9.5)\n",
    "        for i, v in enumerate([x[1] for x in sorted_sizes]):\n",
    "            plt.text(v/(1024*1024), i + .25, f'{v/(1024*1024):.2f}', color='black', fontsize=8)\n",
    "\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "def plot_inference_time(inference_times, title, xlabel, figsize=(10, 5)):\n",
    "    plt.rcParams['figure.dpi'] = 120\n",
    "    sorted_inference_times = sorted([(k, v['infer_time']) for k, v in inference_times.items() if k != 'Size'], key=lambda x: x[1], reverse=True)\n",
    "    plt.figure(figsize=figsize)\n",
    "    plt.title(title)\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(\"Classifier\")\n",
    "\n",
    "    # remove 50 and 100 from the names\n",
    "    sorted_inference_times = [(re.sub('-50$', '', x[0]), x[1]) for x in sorted_inference_times]\n",
    "    sorted_inference_times = [(re.sub('-100$', '', x[0]), x[1]) for x in sorted_inference_times]\n",
    "\n",
    "    sns.barplot(x=[x[1] for x in sorted_inference_times], y=[x[0] for x in sorted_inference_times])\n",
    "\n",
    "    plt.xlim(0, max([x[1] for x in sorted_inference_times])+1500)\n",
    "    for i, v in enumerate([x[1] for x in sorted_inference_times]):\n",
    "        plt.text(v, i + .25, f'{v:.2f}', color='black', fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CheckThatLab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Approach 2/baseline_results_approach3_checkthat_lab.pkl', 'rb') as f:\n",
    "    baseline_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 1/VAE_CheckThatLab.pickle', 'rb') as f:\n",
    "    app1_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 2/proposed_results_approach3_checkthat_lab.pkl', 'rb') as f:\n",
    "    app2_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 3/proposed_results_CheckThatLab.pkl', 'rb') as f:\n",
    "    app3_results = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Approach 2/sizes_approach3_checkthat_lab.pkl', 'rb') as f:\n",
    "    app2_sizes = pickle.load(f)\n",
    "\n",
    "with open('Approach 3/size_all_datasets.pkl', 'rb') as f:\n",
    "    app3_sizes = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# open the files in another cell and manually copy the data into the dictionary\n",
    "sizes = {\n",
    "    'PCA': 2386000,\n",
    "    't-SNE': 200000,\n",
    "    'LDA': 47720, \n",
    "    'Original': 9162240,\n",
    "    'VAE': 1325600,\n",
    "    'rRF': 4041216\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # clean up results and make them more consistent\n",
    "# app1_results = {k.replace('_CheckThatLab', ''): v for k, v in app1_results.items()}\n",
    "# app3_results = {k.replace('Approach3-', ''): v for k, v in app3_results.items()}\n",
    "# app2_results = {k: v for k, v in app2_results.items() if 'ISOMAP' not in k}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge all results into one dictionary\n",
    "all_results = app1_results | app2_results\n",
    "all_results = all_results | app3_results\n",
    "all_results = all_results | baseline_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['Naive-Bayes VAE', 'KNN-50 VAE', 'RandomForest-100 VAE', 'MLP-(200, 100) VAE', 'SVM-rbf VAE', 'Size', 'SVM-rbf PCA-100', 'MLP-(200, 100) PCA-100', 'RandomForest-100 PCA-100', 'KNN-50 PCA-100', 'Naive-Bayes PCA-100', 'SVM-rbf t-SNE-50', 'MLP-(200, 100) t-SNE-50', 'RandomForest-100 t-SNE-50', 'KNN-50 t-SNE-50', 'Naive-Bayes t-SNE-50', 'SVM-rbf LDA', 'MLP-(200, 100) LDA', 'RandomForest-100 LDA', 'KNN-50 LDA', 'Naive-Bayes LDA', 'SVM-rbf rRF', 'MLP-(200, 100) rRF', 'RandomForest-100 rRF', 'KNN-50 rRF', 'SVM-rbf ', 'MLP-(200, 100) ', 'RandomForest-100 ', 'KNN-50 ', 'Naive-Bayes '])"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_results.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_results(all_results, 'f1-score', figsize=(10, 12), title='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_inference_time(all_results, '', 'Inference Time (s)', (9, 9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sizes(sizes, '', 'Memory Consumption (MB)', figsize=(9, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aspect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Approach 2/baseline_results_approach3_aspect.pkl', 'rb') as f:\n",
    "    baseline_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 1/VAE_Aspect.pickle', 'rb') as f:\n",
    "    app1_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 2/proposed_results_approach3_aspect.pkl', 'rb') as f:\n",
    "    app2_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 3/proposed_results_AspectSentimentAnalysis.pkl', 'rb') as f:\n",
    "    app3_results = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Approach 2/sizes_approach3_aspect.pkl', 'rb') as f:\n",
    "    app2_sizes = pickle.load(f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "sizes = {\n",
    "    'PCA': 865200,\n",
    "    't-SNE': 200000,\n",
    "    'LDA': 34608,\n",
    "    'Original': 3322368,\n",
    "    'rRF': 3230208,\n",
    "    'VAE': 432600\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean up results and make them more consistent\n",
    "app1_results = {k.replace('_Aspect', ''): v for k, v in app1_results.items()}\n",
    "app3_results = {k.replace('Approach3-', ''): v for k, v in app3_results.items()}\n",
    "app2_results = {k: v for k, v in app2_results.items() if 'ISOMAP' not in k}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge all results into one dictionary\n",
    "all_results = app1_results | app2_results\n",
    "all_results = all_results | app3_results\n",
    "all_results = all_results | baseline_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1680 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_results(all_results, 'f1-score', figsize=(10, 14), title='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_inference_time(all_results, '', 'Inference Time (s)', (9, 9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAAAAAAAAICDkLgJAAAAAAAAAAAAAAAAAADgICRuAgAAAAAAAAAAAAAAAAAAOAiJmwAAAAAAAAAAAAAAAAAAAA7y/wEttJSA5ggYYQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sizes(sizes, '', 'Memory Consumption (MB)', figsize=(9, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FEVER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Approach 2/baseline_results_approach3_fever.pkl', 'rb') as f:\n",
    "    baseline_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 1/VAE_FEVER.pickle', 'rb') as f:\n",
    "    app1_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 2/proposed_results_approach3_fever.pkl', 'rb') as f:\n",
    "    app2_results = pickle.load(f)\n",
    "\n",
    "with open('Approach 3/proposed_results_FEVER.pkl', 'rb') as f:\n",
    "    app3_results = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('Approach 2/sizes_approach3_fever.pkl', 'rb') as f:\n",
    "    app2_sizes = pickle.load(f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [],
   "source": [
    "sizes = {\n",
    "    'Original': 223409664,\n",
    "    'PCA': 58179600,\n",
    "    't-SNE': 200000,\n",
    "    'LDA': 2327184,\n",
    "    'rRF': 6865920,\n",
    "    'VAE': 29089800\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean up results and make them more consistent\n",
    "app1_results = {k.replace('_FEVER', ''): v for k, v in app1_results.items()}\n",
    "app3_results = {k.replace('Approach3-', ''): v for k, v in app3_results.items()}\n",
    "app2_results = {k: v for k, v in app2_results.items() if 'ISOMAP' not in k}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge all results into one dictionary\n",
    "all_results = app1_results | app2_results\n",
    "all_results = all_results | app3_results\n",
    "all_results = all_results | baseline_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_results(all_results, 'f1-score', figsize=(10, 10), title='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MDCT3kpKSxL/7+vpi6tSpOHfuHFq0aKHQz+bNm2FlZYXGjRtLyt3c3LB582aMHz9eUh4ZGQl3d3fs2LHjvWN/+/YtdHV1y9QmKSlJYZ7FqVixoiQBM3ToUNStWxerVq3C7Nmzoa6uju3bt2PWrFnw9PREZGQk1NXVxfrjxo3DoUOHkJOTI+lXLpcjMjISPj4+uH//PiIiIjB48OAyzYWIiIiIiOhzw5UVBAC4e/cubGxsCv0Ab2JiIv7d19cXAApdIXD58mXcvn1brFOQj48Prl27hlu3bollz549w7Fjx+Dj41PqOENDQyEIAmJiYhAQEAATExNUr15dUic5ORleXl7Q19eHkZERRo0ahczMTADAgwcPIAgCjh8/jri4OHFrx4kTJ0odAwDo6OigRYsWePv2LZ4/fw4AmDp1KgwNDbFhwwZJoiKfi4sLOnfuLCk7ffo0Hjx4gN69e6N379747bff8Pjx4zLFQkRERERE9LlhsoIAAObm5rh8+TJiY2OLrVezZk20atUKW7duRV5enuRefgKjsORDu3btUL16dUmSIyoqCnp6enB3dy9zvAEBAfj9998xbdo0TJw4UXLPy8sLmZmZmD9/Ptzc3LBy5Ur4+/sDAIyNjREWFgYrKyvJ1g5ra+syx3Dv3j2oqqrCwMAA8fHxuHXrFrp164YKFSqUuo+IiAhYWlrCzs4OXbp0gY6OTrHbbPIlJSUhLi5OciUkJJR5DkRERERERMqIyQoCAIwdOxbp6elo2LAhWrVqhQkTJuDw4cMK2xaAd6sr/vrrLxw9elQsk8lkiIqKQsuWLVGrVi2FNoIgoHfv3pIP4hEREejRowc0NTXLHK+hoSGOHj2KESNGYMKECZJ7NWvWxN69exEYGIiwsDAEBAQgLCwMN27cgK6uLvz8/FC5cmVxa0f+6+Lk5eUhOTkZycnJuHXrFkaNGoUrV67Azc0NOjo6+OOPPwAA9evXL/UccnJysG3bNvTu3RsAoK2tDQ8PD0RERJTYNjg4GLa2tpKLTzQhIgK6d+8OQRBw5MgRsSw0NBQ2NjbQ09NDnTp1sGHDBkmbiRMnon79+tDX10fVqlXRp08fhUOhBw8eDBsbG6ipqSmcy1SYAwcOwMnJCcbGxjAwMECzZs3wyy+/SOps2bIFbdu2hb6+PgRBQG5u7j+YORER0eeFyQoCAHTs2BFnz56Fh4cHrl+/joULF8LFxQXVqlXD3r17JXW9vb2hrq4uWSURExODJ0+eFLoFJJ+Pjw8SEhJw8eJF8c+ybAEpaMiQIVBVVS30XmBgoOT1N998A+Dd/3F8X7du3YKxsTGMjY1hbW2NoKAguLu7i/+H982bNwBQplUVBw8eREpKCvr06SOW9enTB9evX0dcXFyxbQMCAhAbGyu5du/eXfaJERF9Rn7++Wekp6dLynbt2oVRo0Zh/fr1ePPmDdatW4cRI0ZI/rdNEASEhoYiOTlZfEJTly5dJP00aNAAS5cuhYeHR6liefnyJYYPH447d+4gJSUF3333HXr16oVLly6JdSpVqoSAgAAsX778/SdNRET0meIBmySys7PDzp07kZ2djevXr2PXrl1YtmwZPD09ce3aNdSrVw8AYGRkBBcXF+zatQtr1qyBlpYWIiMjoaamBi8vryL7b9SoEaysrBAZGQkDAwNUqVIFjo6OhdZ99uyZ5HXFihWhra0tvq5Zs2aR49SpU0fy2tLSEioqKnjw4EFJb0GRLCwssH79evERo3Xq1JGc5aGvrw8ASE1NLXWf4eHhqFmzJjQ1NcUtHJaWltDR0UFERATmzZtXZFsTExPJ+ERE/3WPHz/GlClTcOrUKZibm4vlW7ZsQZ8+fdCqVSsAQPv27dGjRw8EBQWJiYf58+eL9TU0NDB+/Hg0atQIL1++RKVKlQAAI0eOBPDuIOnSrID4e/Le29sb8+fPx8mTJ9G0aVMA784yAlDmc5OIiIj+C7iyghRoaGjAzs4O8+bNQ0hIiLhdoSA/Pz+8efMG+/btQ3Z2Nnbs2AFnZ2cYGxsX27ePjw+ioqIQGRkJb29vqKgU/itYtWpVyRUVFSW5XzBxURJBEEpdtyi6urpwcnJChw4d0Lp1a4VEgZWVFQDg5s2bpervzZs3+OWXX3D//n3UqVNHvOrVq4f09HRERkZCLpf/47iJiP4L5HI5Bg4ciClTpqBGjRoK9/7+31OZTIYrV64U2d/hw4dhbm4uJio+hIcPH+L27dto1KjRB+uTiIjoc8aVFVSs/G9/EhMTJeUeHh6oUKGC+IjOly9fFrsFJJ+Pjw+mTZuGxMREhIWFFVkvOjpa8trGxqbUMcfHx0tWXiQkJEAmk8HCwqLUfZTVl19+ibp162LPnj1YsWIF9PT0iq2/c+dOZGZmIiQkBF988YXk3u3btzFlyhScPn0abdq0+WgxExF9LkJCQiCXy8XDlAvq1q0bhg0bBl9fX7Rq1QrHjx/H7t27Cz2TCQCOHDmCmTNn/qNHav/d69ev0b17d/Ts2RMODg4frF8iIqLPGZMVBAA4fvw4HBwcFFYh5J/zULduXUm5trY2unfvjqioKKSnp0NXVxddu3YtcRxLS0ssX74cGRkZaNasWZH1nJyc3mMW76xevRrOzs7i66CgIACAq6vre/dZGjNnzkTv3r0xePBghIeHQ01N+s/r8OHDyM7ORufOnREeHo5atWph2LBhCv1kZWXhhx9+QEREBJMVREQluHv3LmbPno1z584Vet/HxwcvXrzA8OHD8fTpUzRt2hT+/v4KK/YAYN++ffDz80N4eDg6der0QeJ7/vw5OnXqhLp16yI0NPSD9ElERPRfwGQFAXh3CGV6ejq6d+8OKysrZGdn48yZM4iKioKFhQUGDBig0MbPzw8///wzDh06BF9fX+jq6pZqrFGjRn3o8CXu378PDw8PdOrUCWfPnkV4eDh8fHzw1VdffdRxvb29cfPmTcydOxdXr15Fnz59YG5ujpSUFPz66684evQoIiMj8fTpUxw/flzc//x3mpqacHFxwbZt27By5Uqoq6t/1LiJiD5lJ0+eREpKCpo0aSIp79mzJ7y9vcUDNUeMGCHe6969Ozp06CCpHxERgYCAAGzdulU8S+KfevToETp27Ih27dphzZo1RW59JCIiIkVMVhAAYPHixdi2bRsOHDiAdevWITs7GzVq1EBAQACmTJkCAwMDhTaOjo6oWrUqEhMTS7UF5N8SFRWFadOmYeLEiVBTU8OIESOwaNGif2XsOXPmwNHREStXrkRISAhevHiBSpUqoUWLFtizZw88PDywdOlSyGQyhZPmC+rSpQt27NiBgwcPlvrkeSKi/yIvLy+F1XhmZmZYu3YtnJ2dkZqaigcPHsDGxgZpaWlYv349Tpw4gQsXLoj1V61ahalTp2Lfvn1o27ZtoeNkZ2dDJpMhLy8PMpkMmZmZEAShyMdv3759Gx07doSnpyeWLl1aaJ28vDzk5OQgOzsbwLuVdbm5udDQ0GBig4iI/vMEOU/xI/osxMXFwdbWFiemjIGVaZXyDoeI6F9Refg4hTJBEBAdHQ0nJyc8efIEbm5uuHfvHgRBQNu2bbFgwQLY2tpK6qupqSkkHg4ePCgmLxwcHBATEyO5b25uLj5pat68eYiIiBAfPT1gwACEhoYqrDr08/PDmjVrAAChoaGFrlzM35pJRET0Ocn/vBIbG1uqMwmZrCD6TDBZQUT/RYUlK4iIiEj5lDVZwTWGRERERERERKRUmKwgIiIiIiIiIqXCAzaJPjNf9B6IyqVYVkVERERERKSsuLKCiIiIiIiIiJQKkxVEREREREREpFSYrCAiIiIiIiIipcJkBREREREREREpFSYriIiIiIiIiEipMFlBREREREREREqFjy4l+swkho9Ghar65R0GEVGxaozcXt4hEBERkRLjygoiIiIiIiIiUipMVhARERERERGRUmGygoiIiIiIiIiUCpMVRERERERERKRUmKwgIiIiIiIiIqXCZAV9VmbMmAFBEJCcnFxi3dzcXIwfPx5mZmZQUVFBt27dPn6AREREREREVCImK0ji5s2b8PT0hLm5ObS0tFCtWjV07NgRQUFBAIArV65AEARMmTKlyD7i4+MhCALGjBkD4H8JBBUVFTx69Eih/ps3b6CtrQ1BEDBixIiPM7FCbNiwAYsWLYKnpyc2bdqE0aNHK9RJSkqCmpoa/Pz8iuwnNTUV2tra6NGjh6Q8ODgYgiCgefPmRbYVBKHIa9iwYe8/OSIiIiIiok+YWnkHQMrjzJkzaN++PWrUqIEhQ4agSpUqePToEc6dO4cVK1bgm2++QePGjWFlZYXNmzdjzpw5hfYTGRkJAAof8DU1NbF582aMHz9eUr5z586PM6ESHDt2DNWqVcOyZcuKrGNiYoKOHTtiz549SE9Ph46OjkKdnTt3IjMzU2G+ERERsLCwwIULF5CQkIDatWsXOkbHjh3Rr18/hfIvv/yyjDMiIiIiIiL6PDBZQaK5c+eiYsWKuHjxIgwMDCT3kpKSxL/7+vpi6tSpOHfuHFq0aKHQz+bNm2FlZYXGjRtLyt3c3ApNVkRGRsLd3R07dux479jfvn0LXV3dMrVJSkpSmGdhfH198euvv2Lv3r3o3bu3wv3IyEhUrFgR7u7uYtn9+/dx5swZ7Ny5E0OHDkVERASmT59eaP9ffvllsSs3iIiIiIiI/mu4DYREd+/ehY2NTaEf4E1MTMS/+/r6AvjfCoqCLl++jNu3b4t1CvLx8cG1a9dw69YtsezZs2c4duwYfHx8Sh1naGgoBEFATEwMAgICYGJigurVq0vqJCcnw8vLC/r6+jAyMsKoUaOQmZkJAHjw4AEEQcDx48cRFxcnbrs4ceJEoeN1794durq6hc43KSkJR48ehaenJzQ1NcXyiIgIVKpUCe7u7vD09ERERESp50dERERERPRfx2QFiczNzXH58mXExsYWW69mzZpo1aoVtm7diry8PMm9/A/0hSUf2rVrh+rVq0s+9EdFRUFPT0+yKqG0AgIC8Pvvv2PatGmYOHGi5J6XlxcyMzMxf/58uLm5YeXKlfD39wcAGBsbIywsDFZWVqhevTrCwsIQFhYGa2vrQsfR1dVF165dcejQIbx48UJyLyoqCnl5eQrJmYiICPTo0QMaGhro06cP4uPjcfHixUL7z8zMRHJyssKVnZ1d5NyTkpIQFxcnuRISEkp8z4iIiIiIiD4FTFaQaOzYsUhPT0fDhg3RqlUrTJgwAYcPH0ZOTo5CXV9fX/z11184evSoWCaTyRAVFYWWLVuiVq1aCm0EQUDv3r2xefNmsSz/Q33BVQmlZWhoiKNHj2LEiBGYMGGC5F7NmjWxd+9eBAYGIiwsDAEBAQgLC8ONGzegq6sLPz8/VK5cGRUrVoSfn5/4uii+vr7Izs7G9u3bJeWRkZGoVq0a7O3txbLLly/j1q1b4paRNm3aoHr16kWurvjpp59gbGyscBV3lkdwcDBsbW0lF59mQkSfuu7du0MQBBw5ckQse/XqFQICAlC1alXo6emhTp06OHz4sELb3Nxc2NnZQRAESfI2Ly8PkydPhrm5OSpUqIC6deti7dq1xcahp6cnubS0tCAIAq5evQoAOHDgAJycnGBsbAwDAwM0a9YMv/zyywd6F4iIiAhgsoIK6NixI86ePQsPDw9cv34dCxcuhIuLC6pVq4a9e/dK6np7e0NdXV2ySiImJgZPnjwpdAtIPh8fHyQkJODixYvin2XZAlLQkCFDoKqqWui9wMBAyetvvvkGwLv/g/k+nJ2dYWxsLJnv/fv3ce7cOfTp0wcqKv/7pxQREYHKlSujffv2AN4laby9vbFlyxaFlSgA0LVrV0RHRytc+e0LExAQgNjYWMm1e/fu95obEZEy+Pnnn5Geni4py87OhpOTE16/fo1Lly4hLS0Nx44dQ926dRXaz5s3D4aGhgrlwcHBWLduHfbt24fU1FSsW7cO3377baEJj3xpaWmSKyAgALa2tmjUqBEA4OXLlxg+fDju3LmDlJQUfPfdd+jVqxcuXbr0D98FIiIiyscDNknCzs4OO3fuRHZ2Nq5fv45du3Zh2bJl8PT0xLVr11CvXj0AgJGREVxcXLBr1y6sWbMGWlpaiIyMhJqaGry8vIrsv1GjRrCyskJkZCQMDAxQpUoVODo6Flr32bNnktcVK1aEtra2+LpmzZpFjlOnTh3Ja0tLS6ioqODBgwclvQWFUlNTg7e3N4KDg/HkyRNUq1ZNTFwUTM7k5eVhy5YtaN++Pe7fvy+WN2/eHEuWLMHRo0fh7Ows6bt69epwcnIqUzwmJiaSc0SIiD5ljx8/xpQpU3Dq1CmYm5uL5WFhYXj69ClOnz4trsAzMzNTaH/lyhX8/PPP2Llzp0ISIiEhAW3atEH9+vUBAPb29rCxscHVq1cV/ntcmIyMDISGhmLu3Lli2d+T8t7e3pg/fz5OnjyJpk2bln7iREREVCSurKBCaWhowM7ODvPmzUNISAhycnKwbds2SR0/Pz+8efMG+/btQ3Z2Nnbs2CGuQCiOj48PoqKiEBkZCW9vb8mqhIKqVq0quaKioiT3CyYuSiIIQqnrFsXPzw8ymUzcxrJ582bUq1cPDRs2FOscO3YMiYmJ2LJlC+rUqSNe+QkcHrRJRCQll8sxcOBATJkyBTVq1JDci46OhpWVFYYOHQpjY2PUqlULo0ePxtu3b8U6WVlZ+PrrrxEcHAx9fX2F/v39/XHnzh1cvXoVMpkMR48exd27d+Hq6lqq+DZv3ozc3Fz07du3yDoPHz7E7du3xZUXRERE9M9xZQWVKP9bosTEREm5h4cHKlSogMjISKirq+Ply5fFbgHJ5+Pjg2nTpiExMRFhYWFF1ouOjpa8trGxKXXM8fHxkpUXCQkJkMlksLCwKHUff9e8eXNYWloiMjISHTt2RFxcnOSbNuBdMsLExASrV69WaL9z505xJUpZEi1ERJ+zkJAQyOVy8RDkgpKTk3H8+HHMnz8fa9euxZMnT9CjRw+MHTsWISEhAICpU6eiefPmcHZ2LnT1XM2aNeHs7IymTZtCEASoqKhg+fLlaNCgQanj69u3L/T09Aq9//r1a3Tv3h09e/aEg4NDqedNRERExWOygkTHjx+Hg4ODwiqE/HMe/r5HWFtbG927d0dUVBTS09PFp2aUxNLSEsuXL0dGRgaaNWtWZL2ybo0oaPXq1ZLlvUFBQQBQ6m/SiuLr64tZs2Zh+vTpEARBct5GRkYGdu7ciV69esHT01OhrampKTZv3oy9e/fC29v7H8VBRPQ5uHv3LmbPno1z584Vel9fXx+VK1cWn/hUq1YtTJgwAd9++y1CQkJw5swZbN26FTdu3ChyjMDAQNy4cQO3b9+GpaUlbt68iW7dukFFRQXDhg0rNr4LFy7g0qVLCA0NLfT+8+fP0alTJ9StW7fIOkRERPR+mKwg0TfffIP09HR0794dVlZWyM7OxpkzZxAVFQULCwsMGDBAoY2fnx9+/vlnHDp0CL6+vtDV1S3VWKNGjfrQ4Uvcv38fHh4e6NSpE86ePYvw8HD4+Pjgq6+++kf9+vn5YdasWdizZw9at24tWamxd+9epKamwsPDo9C2LVq0gLGxMSIiIiTJijt37iA8PFyhfuXKldGxY8d/FC8RkTI7efIkUlJS0KRJE0l5z5494e3tjcaNG+PMmTNFtj98+DD++usv8QlUMpkMANCsWTOMHj0aU6dOxaVLlzBw4EDUrl0bANCgQQN069YNe/bsKTFZERwcjHbt2hW6su/Ro0fo2LEj2rVrhzVr1hS5pZGIiIjeD5MVJFq8eDG2bduGAwcOYN26dcjOzkaNGjUQEBCAKVOmwMDAQKGNo6MjqlatisTExFJtAfm3REVFYdq0aZg4cSLU1NQwYsQILFq06B/3W6dOHdjZ2eHixYsK842IiICWllaRCQYVFRW4u7sjIiICKSkpMDIyAgDx6R9/Z29vz2QFEX3WvLy8FFbRmZmZYe3atXB2dkZ6ejoWLFiAxYsXY9SoUUhMTMSiRYvEc4DGjBmDwYMHi20fP36Mli1bYu/eveI2j7Zt2yIyMhI9evSAubk5/vjjD+zZswd9+vQpNrYXL14gKiqq0BUTt2/fRseOHeHp6YmlS5f+w3eBiIiICiPI5XJ5eQdBRP9cXFwcbG1tET2xI76sqnjIHBGRMqkxcnuh5YIgIDo6WkxinD17FqNHj8bNmzdhZGQEb29vzJo1q9Czfx48eICaNWsiPj5eXEmRlpaGiRMnYs+ePXj58iWMjIzQs2dPzJ8/X3zCiJ6eHtauXStJQi9ZsgSLFy/Gw4cPoa6uLhlnwIABCA0NVVhN6OfnhzVr1rz/m0JERPQZy/+8EhsbW6rzCJmsIPpMMFlBRJ+SopIVRERE9Hkqa7KCGyyJiIiIiIiISKkwWUFERERERERESoXJCiIiIiIiIiJSKnwaCNFnpqrfMtQoxR4wIiIiIiIiZcWVFURERERERESkVJisICIiIiIiIiKlwmQFERERERERESkVJiuIiIiIiIiISKkwWUFERERERERESoVPAyH6zNzcGoh00wrlHYZSsRv6S3mHQEREREREZcCVFURERERERESkVJisICIiIiIiIiKlwmQFERERERERESkVJiuIiIiIiIiISKkwWUFERERERERESoXJCnpvFy5cgIaGBv7888/yDuWTkpOTAzMzMwQHB5d3KEREREREREqJyQolFRoaCkEQIAgCTp06pXBfLpfDzMwMgiCgc+fOknuCIGDEiBHF9u/g4CD2LwgCDA0NYWdnhw0bNkAmk5UqxsmTJ6NPnz4wNzcHAMhkMoSGhsLDwwNmZmbQ1dWFra0t5syZg8zMzEL7+Omnn2BtbQ0tLS3UqVMHQUFBhdZ78uQJvLy8YGBgAH19fXTt2hX37t0rVZyFSUxMxMSJE9G+fXtUqFABgiDgxIkTRdY/c+YM2rRpAx0dHVSpUgUjR45EWlqaQr2srCxMmDABpqam0NbWRvPmzREdHS2po66ujjFjxmDu3LlFvi9ERERERET/ZUxWKDktLS1ERkYqlMfExODx48fQ1NR8776rV6+OsLAwhIWFYerUqcjNzcWgQYMwadKkEtteu3YNR44cwbBhw8Sy9PR0DBgwAM+fP8ewYcOwfPlyNGvWDNOnT4erqyvkcrmkj7Vr12Lw4MGwsbFBUFAQWrZsiZEjR2LBggWSemlpaWjfvj1iYmIwadIkzJw5E1evXoW9vT1SUlLea+63b9/GggUL8OTJE9SvX7/EuXbo0AHp6elYunQpBg8ejHXr1qFXr14Kdfv374+lS5fC19cXK1asgKqqKtzc3BQSTgMGDEBycnKhP1siIiIiIqL/OrXyDoCK5+bmhm3btmHlypVQU/vfjysyMhJNmjRBcnLye/ddsWJF+Pn5ia+HDh2KunXrYtWqVZg9ezbU1dWLbLtx40bUqFEDLVq0EMs0NDRw+vRptGrVSiwbMmQILCwsMH36dBw9ehROTk4AgIyMDEyePBnu7u7Yvn27WFcmk2H27Nnw9/dHpUqVAADBwcGIj4/HhQsXYGdnBwBwdXWFra0tlixZgnnz5pV57k2aNEFKSgoMDQ2xffv2QhMP+SZNmoRKlSrhxIkT0NfXBwBYWFhgyJAhOHz4MJydnQG82xazZcsWLFq0CGPHjgUA9OvXD7a2thg/fjzOnDkj9mlgYABnZ2eEhoZi4MCBZY6fiIiIiIjoc8aVFUquT58+SElJkWwlyM7Oxvbt2+Hj4/NBx9LR0UGLFi3w9u1bPH/+vNi6u3fvhqOjIwRBEMs0NDQkiYp83bt3BwD88ccfYtnx48eRkpKCgIAASd3AwEC8ffsW+/fvF8u2b98OOzs7MVEBAFZWVujQoQO2bt1atkn+vwoVKsDQ0LDEem/evEF0dDT8/PzERAXwLgmhp6cnGX/79u1QVVWFv7+/WKalpYVBgwbh7NmzePTokaTvjh074tSpU3jx4sV7zYGIiIiIiOhzxWSFkrOwsEDLli2xefNmsezgwYN4/fo1evfu/cHHu3fvHlRVVWFgYFBknSdPnuDhw4do3Lhxqfp89uwZAOCLL74Qy65evQoAaNq0qaRukyZNoKKiIt6XyWS4ceOGQj0AaNasGe7evYvU1NRSxfE+bt68idzcXIXxNTQ00LBhQzFO4N2cvvzyS0lSIz9O4N12koKaNGkCuVwuWXFRWklJSYiLi5NcCQkJZe6HiIiIiIhIGTFZ8Qnw8fHB7t27kZGRAQCIiIiAvb09TE1N/1G/eXl5SE5ORnJyMm7duoVRo0bhypUrcHNzg46OTpHtbt26BQCoWbNmqcZZuHAh9PX14erqKpYlJiZCVVUVJiYmkroaGhowMjLC06dPAQAvXrxAVlYWqlatqtBvfll+3Y8hMTFRMtbfxy84dmJiYpnirFWrFgDg999/L3NcwcHBsLW1lVzdunUrcz//JVu2bEHbtm2hr68PQRCQm5sruX/jxg20a9cOurq6MDU1xYwZMyTnrPz111/w8fFB5cqVYWBggJYtWyImJka8f+DAATg5OcHY2BgGBgZo1qwZfvnll2JjkslkWLRoEWrXrg09PT3Ur18f+/btk9R5/PgxvL29UblyZejr66Nnz54f9XeeiIiIiEgZMFnxCfDy8kJGRgb27duH1NRU7Nu374NsAbl16xaMjY1hbGwMa2trBAUFwd3dHRs2bCi2Xf6hlvlnShRn3rx5OHLkCH744QfJao2MjAxoaGgU2kZLS0tMzOT/WdhBolpaWpI6H0NJ4xccOyMjo0xx5r9/73PuSEBAAGJjYyXX7t27y9zPf0mlSpUQEBCA5cuXK9xLTU2Fi4sLWrdujeTkZBw6dAg//vijpG5AQAAePXqE2NhYpKSkwNPTE507dxa38bx8+RLDhw/HnTt3kJKSgu+++w69evXCpUuXioxpxYoVWLVqFfbs2YPXr19j8uTJ6NGjB65cuQLgXTLDw8MD2trauHv3Lh4/fgxVVVV4eHgoHFhLRERERPQ54QGbnwBjY2M4OTkhMjIS6enpyMvLg6en5z/u18LCAuvXr4cgCOKjQwuudHj+/Dny8vLE13p6etDT0xNfl/RhKSoqClOmTMGgQYMwfPhwyT1tbW1kZ2cX2i4zMxPa2tpiPeDdI0ELq1ewzsdQ0vgFx9bW1i5TnPnvX8FzP0rLxMREYVUKFc/FxQUACn1E7c6dO5GXl4fZs2dDTU0N9evXx7hx47By5UqMHj0aAJCQkICBAwfC2NgYwLsDaceOHYv4+Hg0b94cvr6+kj69vb0xf/58nDx5stBtTMC71R7Dhw+HjY0NAKB3795YtWoVQkJCsH79ety+fRtXr17FgQMHxH978+bNQ506dXDmzBm0bt36g7w3RERERETKhisrPhE+Pj44ePAg1qxZA1dX12LPlCgtXV1dODk5oUOHDmjdurXCh187OztUrVpVvBYvXgwAMDIyAvDum+SiREdHo1+/fnB3d8eaNWsU7letWhV5eXlISkqSlGdnZyMlJUXc4mJoaAhNTU1xO0ZB+WX/dDtMcfK3cBQ1fsGxq1atWqY489+/gmd5UPm4du0aGjVqJHnijp2dHe7du4c3b94AACZMmIDdu3cjMTEROTk5WL16NSwtLdGgQYNC+3z48CFu376NRo0aFTmuXC5XSPrJZDJxZUX+vYJ1ZDIZAIh1iIiIiIg+R0xWfCK6d+8OFRUVnDt37oM/BaQoERERiI6OFq9+/foBePckDgC4f/9+oe3Onz+P7t27o2nTpti6davkA2C+hg0bAoDCEvlLly5BJpOJ91VUVFC/fv1Cl9KfP38etWrVQoUKFd53iiWytbWFmpqawvjZ2dm4du2aGCfwbk537twRP9wWjDP/fkH575+1tfWHD5zK5M2bNwoJwPxtOvk/z9atW0NLSwumpqbQ1tbGkiVLsGnTpkJX9rx+/Rrdu3dHz5494eDgUOS43bp1Q3BwMK5fv46cnBxERETg/Pnz4phffvklrK2tMX78eLx+/RovXrzA999/D0EQFH7PiIiIiIg+J0xWfCL09PQQEhKCGTNmoEuXLv/KmK1bt4aTk5N45R8IWa1aNZiZmRWaQPjjjz/g7u4OCwsL7Nu3r8gtGo6OjjA0NERISIikPCQkBDo6OnB3dxfLPD09cfHiRcl4t2/fxrFjx9CrV68PMdUiVaxYEU5OTggPD5c8dSQsLAxpaWmS8T09PZGXl4d169aJZVlZWdi4cSOaN28OMzMzSd+XL1+GIAho2bLlR50DlUxfXx+vXr2SlOWvfNHX14dMJoOjoyOqVKmClJQUZGZmYv369XBzc1N4ysvz58/h6OiIunXrIjQ0tNhxx48fj0GDBsHT0xOVK1fGnj170KdPH3G1jZqaGn755RekpaXBysoKDRs2RPv27aGrq8sVOURERET0WeOZFZ+Qr7/+utR1L126hDlz5iiUOzg4oE2bNv84lq5du2LXrl2Qy+XimQv5hxS+fPkS48aNw/79+yVtLC0txQ/m2tramD17NgIDA9GrVy+4uLjg5MmTCA8Px9y5c2FoaCi2CwgIwPr16+Hu7o6xY8dCXV0dS5cuReXKlfHdd98pzC8mJqZUhw/mvz9xcXEA3iUgTp06BQCYMmWKWG/u3Llo1aoV7O3t4e/vj8ePH2PJkiVwdnZGp06dxHrNmzdHr1698P333yMpKQm1a9fGpk2b8ODBA/z0008K40dHR6N169bithoqPw0bNkRERARyc3PFlUCXLl1CrVq1oK+vj5SUFNy7dw/bt28Xfze7du0KS0tLHDp0SFw18+jRI3Ts2BHt2rXDmjVroKJSfD5YTU0NM2bMwIwZM8Syxo0bw83NTXxtaWmJXbt2ia+vX7+Ot2/fwtHR8QPNnoiIiIhI+TBZ8Zk6f/68uP2goNmzZ3+QZMXAgQOxatUqnD59WuwvJSUFjx49AgBMnDhRoc3XX38tWUUQEBAAdXV1LFmyBHv37oWZmRmWLVuGUaNGSdpVqFABJ06cwOjRozFnzhzIZDI4ODhg2bJl4mGH+dLS0lClSpVSzWHq1KmS1wWfglIwWdG4cWMcOXIEEyZMwOjRo1GhQgUMGjQI8+fPV+jz559/xtSpUxEWFoaXL1+iQYMG2LdvH9q1ayep9/r1axw+fBjBwcGlipX+uby8POTk5IgHu2ZlZSE3NxcaGhro0aMHJk6ciOnTp2PKlCm4e/cuFi9ejG+//RbAu3NarK2tsXr1aixduhR6eno4cOAA4uLi0KRJEwDvVvt07NgRnp6eWLp0aali+uuvv5CamgpLS0u8ePEC8+bNQ3JysnioJ/Dukao1atSAvr4+bt68iQEDBmD48OGoU6fOh32DiIiIiIiUiCDn8+/oPXXo0AGmpqYICwsr71AAvFvZYWhoiOXLlyMwMLC8wynW8uXLsXDhQty9e/eDPc0kLi4Otra22DzNHpamH+8cj0+R3dBfEBoaigEDBijcO378OBwcHHDjxg0EBgbi8uXL0NfXx7BhwzB9+nRx5VB8fDzGjRuHM2fOIDMzE2ZmZhg1ahT8/f0BAAMGDEBoaCh0dXUl/fv5+YmHzA4bNgx//vknDh48CAC4evUq+vTpg8ePH0NDQwMuLi5YuHChZMvQnDlzEBQUhNTUVJiammLw4MEYP358ias2iIiIiIiUSf7nldjYWPFpeMVhsoLe2/nz59G2bVvEx8fD3Ny8vMPB/v37ERgYiDt37kBDQ6O8wylSTk4OLC0tMXHiRAQEBHywfpmsKJrd0F/KOwQiIiIiov+0siYruA2E3lvz5s3FJfXKwN3dXXIwp7JSV1fHw4cPyzsMIiIiIiIipcV1xERERERERESkVJisICIiIiIiIiKlwm0gRJ+Z+l6rS7UHjIiIiIiISFlxZQURERERERERKRUmK4iIiIiIiIhIqTBZQURERERERERKhckKIiIiIiIiIlIqTFYQERERERERkVLh00CIPjOndgzD43MVyjuMj8Jl0IHyDoGIiIiIiP4FXFlBREREREREREqFyQoiIiIiIiIiUipMVhARERERERGRUmGygoiIiIiIiIiUCpMVRERERERERKRUmKwgIiIiIiIiIqXCZAV9NmbMmAFBEJCcnFxi3dzcXIwfPx5mZmZQUVFBt27dPn6AREREREREVCpMVpDo5s2b8PT0hLm5ObS0tFCtWjV07NgRQUFBAIArV65AEARMmTKlyD7i4+MhCALGjBkD4H8JBBUVFTx69Eih/ps3b6CtrQ1BEDBixIiPM7FCbNiwAYsWLYKnpyc2bdqE0aNHF1nXwcEBtra2xfaXP8/8S0dHBzVq1ECXLl2wceNGZGVlFdk2Ly8PpqamEAQBBw8efO85ERERERERfS6YrCAAwJkzZ9C0aVNcv34dQ4YMwapVqzB48GCoqKhgxYoVAIDGjRvDysoKmzdvLrKfyMhIAICfn5+kXFNTs9B2O3fu/ICzKL1jx46hWrVqWLZsGfr27Qt7e/sP0m9ISAjCwsIQFBSEwYMH48WLFxg4cCCaNWtWaLImP5bExERYWFggIiLig8RBRERERET0KVMr7wBIOcydOxcVK1bExYsXYWBgILmXlJQk/t3X1xdTp07FuXPn0KJFC4V+Nm/eDCsrKzRu3FhS7ubmhs2bN2P8+PGS8sjISLi7u2PHjh3vHfvbt2+hq6tbpjZJSUkK8/wQPD098cUXX4ivp02bhoiICPTr1w+9evXCuXPnFNqEh4ejcePG+PrrrzFp0qT3mg8REREREdHnhCsrCABw9+5d2NjYFPoB3sTERPy7r68vgP+toCjo8uXLuH37tlinIB8fH1y7dg23bt0Sy549e4Zjx47Bx8en1HGGhoZCEATExMQgICAAJiYmqF69uqROcnIyvLy8oK+vDyMjI4waNQqZmZkAgAcPHkAQBBw/fhxxcXHito0TJ06UOoay8vX1xeDBg3H+/HlER0dL7mVkZGDXrl3o3bs3vLy8kJGRgT179ny0WIiIiIiIiD4FTFYQAMDc3ByXL19GbGxssfVq1qyJVq1aYevWrcjLy5Pcy09gFJZ8aNeuHapXry5JckRFRUFPTw/u7u5ljjcgIAC///47pk2bhokTJ0rueXl5ITMzE/Pnz4ebmxtWrlwJf39/AICxsTHCwsJgZWWF6tWrIywsDGFhYbC2ti5zDGXRt29fAMDhw4cl5Xv37kVaWhp69+6NKlWqwMHBoVRbQZKSkhAXFye5EhISPkrsyuivv/6Cj48PKleuDAMDA7Rs2RIxMTHi/VevXiEgIABVq1aFnp4e6tSpI3nvV65ciebNm0NHR0ch2VWUQ4cOoVmzZqhYsSIqV66M/v3748WLF+J9Gxsb6OnpiZeOjg4EQcCuXbs+3MSJiIiIiP4jmKwgAMDYsWORnp6Ohg0bolWrVpgwYQIOHz6MnJwchbq+vr7466+/cPToUbFMJpMhKioKLVu2RK1atRTaCIKA3r17S86tiIiIQI8ePaCpqVnmeA0NDXH06FGMGDECEyZMkNyrWbMm9u7di8DAQISFhSEgIABhYWG4ceMGdHV14efnh8qVK6NixYrw8/MTX39M+Qd03r17V1IeHh6OVq1awczMDADQu3dvHD58GM+fPy+2v+DgYNja2kqu/9ITTQICAvDo0SPExsYiJSUFnp6e6Ny5M168eIHs7Gw4OTnh9evXuHTpEtLS0nDs2DHUrVtXbG9qaorx48dj8uTJpRrv+fPn6Nq1K7y8vPDixQvExsbi3r17kkNh4+LikJaWJl4//PADjIyM4Orq+sHnT0RERET0uWOyggAAHTt2xNmzZ+Hh4YHr169j4cKFcHFxQbVq1bB3715JXW9vb6irq0tWScTExODJkyeFbgHJ5+Pjg4SEBFy8eFH8syxbQAoaMmQIVFVVC70XGBgoef3NN98AAA4cOPBeY30Ienp6AIDU1FSxLCUlBYcOHUKfPn3Esp49e0IQBGzdurXY/gICAhAbGyu5du/e/VFiV0YJCQnw9PSEsbExVFVVMXToUKSlpSE+Ph5hYWF4+vQpNmzYgGrVqgEAzMzMYG5uLrb39PREz549xfslefz4MbKyssTfO2NjY3h5eeHq1atFtgkJCcGgQYOgpaX1zyZLRERERPQfxGQFiezs7LBz5068fPkSFy5cwPfff4/U1FR4enri999/F+sZGRnBxcUFu3btEs+CiIyMhJqaGry8vIrsv1GjRrCyskJkZCQiIiJQpUoVODo6Flr32bNnkisjI0Nyv2bNmkWOU6dOHclrS0tLqKio4MGDByW9BR9NWloaAKBChQpiWVRUFHJyctCoUSMkJCQgISEBL168QPPmzUvcCmJiYgIbGxvJVbt27Y86B2UyYcIE7N69G4mJicjJycHq1athaWmJBg0aIDo6GlZWVhg6dCiMjY1Rq1YtjB49Gm/fvn3v8Ro2bIguXbogJCQEOTk5ePbsGbZs2YIePXoUWv/YsWO4c+cOhg0b9t5jEhERERH9lzFZQQo0NDRgZ2eHefPmiR/Otm3bJqnj5+eHN2/eYN++fcjOzsaOHTvg7OwMY2PjYvv28fFBVFQUIiMj4e3tDRWVwn8Fq1atKrmioqIk97W1tUs9H0EQSl33Y8k/C6RgQiE/IdG6dWvUqVNHvE6dOoWzZ8/i3r175RLrp6B169bQ0tKCqakptLW1sWTJEmzatAna2tpITk7G8ePHYWVlhcePH+PIkSM4fvw4xo4d+97jCYKA/v37IygoCNra2qhatSp0dHSK3EYSHByMTp06FZtUIyIiIiKiovHRpVSspk2bAgASExMl5R4eHqhQoQIiIyOhrq6Oly9fFrsFJJ+Pjw+mTZuGxMREhIWFFVnv70/NsLGxKXXM8fHxkg+JCQkJkMlksLCwKHUfH1r+XF1cXAAA9+/fx5kzZzBixAjY29tL6spkMvTt2xeRkZGYMmXKvx6rspPJZHB0dES7du2QkpICfX197N+/H25uboiJiYG+vj4qV64sHrxaq1YtTJgwAd9++y1CQkLea8yYmBj07t0bW7ZsgYeHB1JTUzFu3Dh06NABZ86ckSTEnj59ij179vyntuUQEREREX1oTFYQAOD48eNwcHBQWIWQf85DwcMJgXcrG7p3746oqCikp6dDV1cXXbt2LXEcS0tLLF++HBkZGWjWrFmR9ZycnN5jFu+sXr0azs7O4uugoCAAKLeDDiMjI/Hjjz+iZcuW6NChA4D/raoYP368eLhmQT/++CMiIiKYrCjEy5cvce/ePWzfvh2GhoYAgK5du8LS0hKHDh1C48aNcebMmQ865qVLl2BtbS1u+6hUqRJGjhyJr776CklJSZIDWtetWwczMzMerElERERE9A8wWUEA3h1CmZ6eju7du8PKygrZ2dk4c+YMoqKiYGFhgQEDBii08fPzw88//4xDhw7B19cXurq6pRpr1KhRHzp8ifv378PDwwOdOnXC2bNnER4eDh8fH3z11Vfv3efz588xZ84chfKaNWtKVpRs374denp6yM7OxpMnT3Do0CGcPn0aX331lWQrTUREBBo2bFhoogJ4t3Llm2++wZUrV9C4ceP3jvtzZGRkBGtra6xevRpLly6Fnp4eDhw4gLi4ODRp0gRWVlZYsGABFi9ejFGjRiExMRGLFi2SnKeSm5uL3Nxc8Wk3+WevaGpqFrptqHXr1pg8eTL27t2Lzp074+3bt1i9ejWqV68OExMTSb/r16/HyJEji9ziREREREREJWOyggAAixcvxrZt23DgwAGsW7cO2dnZqFGjBgICAjBlyhQYGBgotHF0dETVqlWRmJhYqi0g/5aoqChMmzYNEydOhJqaGkaMGIFFixb9oz6TkpIwdepUhfIOHTpI5j58+HAAgJaWFr744gs0bNgQGzZsgI+Pj/iI1itXruDWrVuF9pevS5cu+OabbxAeHs5kRSH27NmDcePGoXbt2sjMzISZmRmCgoLEFTmHDx/G6NGjMX36dBgZGcHb2xuzZs0S28+ZMwczZ84UX+efgXL//n1YWFjg5MmTcHV1xe+//44aNWqgRYsW2LhxI6ZNm4a+fftCXV0ddnZ22L9/vyS5sWfPHqSkpGDQoEH/0jtBRERERPR5EuRyuby8gyCify4uLg62trZYM7MNLKpVKLnBJ8hlUPk9fpaIiIiIiN5f/ueV2NjYUp1JyHXKRERERERERKRUmKwgIiIiIiIiIqXCZAURERERERERKRUesEn0mWnTc02p9oAREREREREpK66sICIiIiIiIiKlwmQFERERERERESkVJiuIiIiIiIiISKkwWUFERERERERESoXJCiIiIiIiIiJSKnwaCNFn5uCuoYi9oFfeYXxQ3gN+Le8QiIiIiIjoX8SVFURERERERESkVJisICIiIiIiIiKlwmQFERERERERESkVJiuIiIiIiIiISKkwWUFERERERERESoXJCiIiIiIiIiJSKkxWfMIuXLgADQ0N/Pnnn+UdyiclJycHZmZmCA4OLu9QiIiIiIiIqBBMVhQhNDQUgiBAEAScOnVK4b5cLoeZmRkEQUDnzp0l9wRBwIgRI4rt38HBQexfEAQYGhrCzs4OGzZsgEwmK1WMkydPRp8+fWBubg4AkMlkCA0NhYeHB8zMzKCrqwtbW1vMmTMHmZmZhfbx008/wdraGlpaWqhTpw6CgoIKrffkyRN4eXnBwMAA+vr66Nq1K+7du1eqOAuTmJiIiRMnon379qhQoQIEQcCJEyeKrH/mzBm0adMGOjo6qFKlCkaOHIm0tDSFellZWZgwYQJMTU2hra2N5s2bIzo6WlJHXV0dY8aMwdy5c4t8X/ItXboUgiDgyJEjRdZZv349BEHA3r17JeXNmjWDIAgICQkptF3B37HCrnPnzhUbGxERERER0eeKyYoSaGlpITIyUqE8JiYGjx8/hqam5nv3Xb16dYSFhSEsLAxTp05Fbm4uBg0ahEmTJpXY9tq1azhy5AiGDRsmlqWnp2PAgAF4/vw5hg0bhuXLl6NZs2aYPn06XF1dIZfLJX2sXbsWgwcPho2NDYKCgtCyZUuMHDkSCxYskNRLS0tD+/btERMTg0mTJmHmzJm4evUq7O3tkZKS8l5zv337NhYsWIAnT56gfv36Jc61Q4cOSE9Px9KlSzF48GCsW7cOvXr1Uqjbv39/LF26FL6+vlixYgVUVVXh5uamkHAaMGAAkpOTC/3ZFtS7d2+oqKgUWy8yMhJGRkZwdXUVy+Lj43Hx4kVYWFggIiKi2DFmzZol/h4UvGrXrl1sOyIiIiIios+VWnkHoOzc3Nywbds2rFy5Empq/3u7IiMj0aRJEyQnJ7933xUrVoSfn5/4eujQoahbty5WrVqF2bNnQ11dvci2GzduRI0aNdCiRQuxTENDA6dPn0arVq3EsiFDhsDCwgLTp0/H0aNH4eTkBADIyMjA5MmT4e7uju3bt4t1ZTIZZs+eDX9/f1SqVAkAEBwcjPj4eFy4cAF2dnYAAFdXV9ja2mLJkiWYN29emefepEkTpKSkwNDQENu3by808ZBv0qRJqFSpEk6cOAF9fX0AgIWFBYYMGYLDhw/D2dkZwLttMVu2bMGiRYswduxYAEC/fv1ga2uL8ePH48yZM2KfBgYGcHZ2RmhoKAYOHFjk2Kampmjfvj127tyJkJAQheTUkydP8Ntvv8Hf31/y8woPD4eJiQmWLFkCT09PPHjwABYWFoWO4erqiqZNmxb/hhEREREREf2HcGVFCfr06YOUlBTJVoLs7Gxs374dPj4+H3QsHR0dtGjRAm/fvsXz58+Lrbt79244OjpCEASxTENDQ5KoyNe9e3cAwB9//CGWHT9+HCkpKQgICJDUDQwMxNu3b7F//36xbPv27bCzsxMTFQBgZWWFDh06YOvWrWWb5P+rUKECDA0NS6z35s0bREdHw8/PT0xUAO+SEHp6epLxt2/fDlVVVfj7+4tlWlpaGDRoEM6ePYtHjx5J+u7YsSNOnTqFFy9eFBuDn58fXr9+LXlP8m3ZsgUymQy+vr6S8sjISHh6eqJz586oWLFiiSs4iIiIiIiI6H+YrCiBhYUFWrZsic2bN4tlBw8exOvXr9G7d+8PPt69e/egqqoKAwODIus8efIEDx8+ROPGjUvV57NnzwAAX3zxhVh29epVAFD4Rr9JkyZQUVER78tkMty4caPQb/6bNWuGu3fvIjU1tVRxvI+bN28iNzdXYXwNDQ00bNhQjBN4N6cvv/xSktTIjxN4t52koCZNmkAul0tWXBSmR48eRW4HioyMhLm5OVq3bi2WnT9/HgkJCejTpw80NDTQo0ePYreCvH79GsnJyZKrpO01SUlJiIuLk1wJCQnFtiEiIiIiIvpUMFlRCj4+Pti9ezcyMjIAABEREbC3t4epqek/6jcvL0/8cHrr1i2MGjUKV65cgZubG3R0dIpsd+vWLQBAzZo1SzXOwoULoa+vLzlTITExEaqqqjAxMZHU1dDQgJGREZ4+fQoAePHiBbKyslC1alWFfvPL8ut+DImJiZKx/j5+wbETExPLFGetWrUAAL///nuxMejr66NLly7Yv38/3rx5I5bfvn0bV65cgY+Pj2SFS3h4OMzMzMQERu/evfH7778rJEvyOTk5wdjYWHJVq1at2JiCg4Nha2srubp161Zsm8/BX3/9BR8fH1SuXBkGBgZo2bIlYmJiAADnzp1D06ZNYWhoCH19fdSrV0/hcNNhw4bB3Nwc+vr6MDExQc+ePfHgwYNix8w/10VNTU2ybSvfunXrYGVlBQMDA1SqVAlt2rTB8ePHP9iciYiIiIj+i5isKAUvLy9kZGRg3759SE1Nxb59+z7IFpBbt26JH06tra0RFBQEd3d3bNiwodh2+d+6558pUZx58+bhyJEj+OGHHySrNTIyMqChoVFoGy0tLTExk/9nYQeJamlpSep8DCWNX3DsjIyMMsWZ//6V5twRPz8/ZGZmYufOnWJZ/kqLgltAcnNzERUVBW9vbzGB4ejoCBMTkyJXV6xevRrR0dGS6+DBg8XGExAQgNjYWMm1e/fuEufxqQsICMCjR48QGxuLlJQUcavNixcvYGlpiW3btiE5ORlv3rzBli1bMH36dOzbt09s/8033yA2NhZv3rzB/fv3YW5ujp49exY7ZoMGDbB06VJ4eHgUer9jx4747bff8OrVKyQnJ2PkyJFwd3cvcSsXEREREREVjQdsloKxsTGcnJwQGRmJ9PR05OXlwdPT8x/3a2FhIT72Mv/RoQVXOjx//hx5eXniaz09Pejp6Ymv//50j7+LiorClClTMGjQIAwfPlxyT1tbG9nZ2YW2y8zMhLa2tlgPePdI0MLqFazzMZQ0fsGxtbW1yxRn/vtXcFVEUVxdXWFoaIjIyEj0798fALB582Z89dVXsLGxEesdPnwYz58/R7NmzSTbMtq3b4/NmzdjwYIFUFGR5gibNWtW5gM2TUxMFFbF/BckJCRg4MCBMDY2BvDuUNqxY8ciPj4ezZs3F8vlcrn4CNhbt26Jjxcu+LMCABUVFdy+fbvYMUeOHAng3c87NzdX4X7BFU5yuRyqqqrIyMjAn3/+KcZDRERERERlw2RFKfn4+GDIkCF49uwZXF1diz1TorR0dXXFp3MUxs7ODn/++af4evr06ZgxYwaMjIwAAC9fviyybXR0NPr16wd3d3esWbNG4X7VqlWRl5eHpKQkyYfe7OxspKSkiFtcDA0NoampKW7HKCi/7J9uhylO/haOosYvOHbVqlXx5MmTQusBinHmv38Fz/Ioirq6Ory8vLB+/Xr89ddfePjwIeLj47Fw4UJJvfzVE15eXoX2ExMTg/bt25c4HhVuwoQJWL9+Pby8vPDFF19g9erVsLS0RIMGDcQ65ubmePbsGbKzs1GvXj307dtX0kdISAgmTpyIN2/eQE1NDYsWLfrHcd28eRNt27ZFamoqZDIZPD090aRJk3/cLxERERHRfxWTFaXUvXt3DB06FOfOnUNUVNS/MmZERIRk60L+GQtWVlYAgPv37xfa7vz58+jevTuaNm2KrVu3Sh65mq9hw4YAgEuXLsHNzU0sv3TpEmQymXhfRUUF9evXx6VLlwodp1atWqhQocJ7za80bG1toaamhkuXLkkSANnZ2bh27ZqkrGHDhjh+/DjevHkjOWTz/Pnz4v2C8t8/a2vrUsXi6+uLNWvWICoqCvfv34cgCOjTp494/+3bt9izZw+8vb0LXXkzcuRIREREMFnxD7Ru3RphYWEwNTWFqqoqDA0NsWvXLsmqmT///BPZ2dmIiYnByZMnFX4/hw8fjuHDh+Pp06fYsGEDvvrqq38cV/369fHq1SukpaUhKioK2dnZpVqxQ0REREREheOZFaWkp6eHkJAQzJgxA126dPlXxmzdujWcnJzEKz9ZUa1aNZiZmRWaQPjjjz/g7u4OCwsL7Nu3r8gtGo6OjjA0NFQ4gDAkJAQ6Ojpwd3cXyzw9PXHx4kXJeLdv38axY8fQq1evDzHVIlWsWBFOTk4IDw+XPHUkLCwMaWlpkvE9PT2Rl5eHdevWiWVZWVnYuHEjmjdvDjMzM0nfly9fhiAIaNmyZaliad26NSwsLBAeHo6oqCjY29ujevXq4v1du3bh7du3CAwMhKenp8LVuXNn7Nixo9CtKlQymUwGR0dHVKlSBSkpKcjMzMT69evh5uamcHiphoYGOnbsiOTkZEydOrXQ/kxNTeHv7w93d3f89ddfHyRGPT09DBo0CEFBQfjll18+SJ9ERERERP9FXFlRBl9//XWp6166dAlz5sxRKHdwcECbNm3+cSxdu3bFrl27xL35AJCamgoXFxe8fPkS48aNw/79+yVtLC0txQ/m2tramD17NgIDA9GrVy+4uLjg5MmTCA8Px9y5c2FoaCi2CwgIwPr16+Hu7o6xY8dCXV0dS5cuReXKlfHdd98pzC8mJqbE8zQAiO9PXFwcgHcJiFOnTgEApkyZItabO3cuWrVqBXt7e/j7++Px48dYsmQJnJ2d0alTJ7Fe8+bN0atXL3z//fdISkpC7dq1sWnTJjx48AA//fSTwvjR0dFo3bq1uK2mJIIgwMfHB/PmzQMAzJo1S3I/IiICRkZGaNWqVaHtPTw8sH79euzfvx89evQQyw8ePCg+4aWgVq1aiQkqerdt5969e9i+fbv4+9m1a1dYWlri0KFDCitnACAnJwcPHz4sss+cnBxkZGTg0aNHqFy58geLNScnB7dv3/7XEptERERERJ8bJis+kvPnz4vbDwqaPXv2B0lWDBw4EKtWrcLp06fF/lJSUvDo0SMAwMSJExXafP3115JVBAEBAVBXV8eSJUuwd+9emJmZYdmyZRg1apSkXYUKFXDixAmMHj0ac+bMgUwmg4ODA5YtW6ZwgGBaWhqqVKlSqjn8/Rvvgk9BKZisaNy4MY4cOYIJEyZg9OjRqFChAgYNGoT58+cr9Pnzzz9j6tSpCAsLw8uXL9GgQQPs27cP7dq1k9R7/fo1Dh8+jODg4FLFms/X1xfz5s2DpqamZKtHUlISjhw5gj59+kBVVbXQth06dICOjg7Cw8MlyYpp06YVWn/jxo1MVhRgZGQEa2trrF69GkuXLoWenh4OHDiAuLg4NGnSBDt37oSlpSXq1asHuVyOffv2ITw8HEuWLAHw7qkv+/btg4eHBwwNDfHo0SOMGDECZmZmsLW1LXLc7OxsyGQy5OXlQSaTITMzE4IgiE+eWbt2LVxdXWFmZobU1FQsWbIEf/75Z7Hn0RARERERUfEEeWm+Aiel1KFDB5iamiIsLKy8QwHwbmWHoaEhli9fjsDAwPIOp1jLly/HwoULcffu3Y/6NJN/U1xcHGxtbbFodmuYVdMrucEnxHvArwCA+Ph4jBs3DmfOnEFmZibMzMwwatQo+Pv7IyQkBMuXL8eTJ0+gpqaGmjVrYsiQIQgICADwLpnn7e2Nq1evIjMzE5UqVUK7du0wc+ZM1KlTBwBw8uRJuLq64vfff0eNGjUA/G+1UEHm5uZ48OABAMDf3x8HDhzAy5cvoaOjgwYNGuD7779nsoKIiIiIqID8zyuxsbEKT+krDJMVn7Dz58+jbdu2iI+Ph7m5eXmHg/379yMwMBB37tyBhoZGeYdTpJycHFhaWmLixIniB9nPwX8hWUFERERERJ+msiYruA3kE9a8eXNkZ2eXdxgid3d3ycGcykpdXb3YcwyIiIiIiIiofPFpIERERERERESkVLiygugz49p9bamWVRERERERESkrrqwgIiIiIiIiIqXCZAURERERERERKRUmK4iIiIiIiIhIqTBZQURERERERERKhckKIiIiIiIiIlIqTFYQERERERERkVLho0uJPjNb9/rD9IpeeYdRZkP7HirvEIiIiIiISElwZQURERERERERKRUmK4iIiIiIiIhIqTBZQURERERERERKhckKIiIiIiIiIlIqTFYQERERERERkVJhsuITdeHCBWhoaODPP/8s71A+KTk5OTAzM0NwcHB5h0JERERERERFYLKiEKGhoRAEAYIg4NSpUwr35XI5zMzMIAgCOnfuLLknCAJGjBhRbP8ODg5i/4IgwNDQEHZ2dtiwYQNkMlmpYpw8eTL69OkDc3NzAIBMJkNoaCg8PDxgZmYGXV1d2NraYs6cOcjMzCy0j59++gnW1tbQ0tJCnTp1EBQUVGi9J0+ewMvLCwYGBtDX10fXrl1x7969UsVZmMTEREycOBHt27dHhQoVIAgCTpw4UWT9M2fOoE2bNtDR0UGVKlUwcuRIpKWlKdTLysrChAkTYGpqCm1tbTRv3hzR0dGSOurq6hgzZgzmzp1b5PtS0IMHDyQ/K1VVVdSoUQPdu3fHtWvXFOpnZmZi2bJlaN68OSpWrAgtLS18+eWXGDFiBO7cuVPoGOPHj4cgCPD29i4xHiIiIiIiov8CJiuKoaWlhcjISIXymJgYPH78GJqamu/dd/Xq1REWFoawsDBMnToVubm5GDRoECZNmlRi22vXruHIkSMYNmyYWJaeno4BAwbg+fPnGDZsGJYvX45mzZph+vTpcHV1hVwul/Sxdu1aDB48GDY2NggKCkLLli0xcuRILFiwQFIvLS0N7du3R0xMDCZNmoSZM2fi6tWrsLe3R0pKynvN/fbt21iwYAGePHmC+vXrlzjXDh06ID09HUuXLsXgwYOxbt069OrVS6Fu//79sXTpUvj6+mLFihVQVVWFm5ubQsJpwIABSE5OLvRnW5Q+ffogLCwMGzZsgI+PD44dO4YWLVpIEhbJyclo06YNxowZAxMTE8yaNQurV69Gt27dsHfvXtja2ir0K5fLsXnzZlhYWOCXX35BampqqWMiIiIiIiL6XKmVdwDKzM3NDdu2bcPKlSuhpva/tyoyMhJNmjRBcnLye/ddsWJF+Pn5ia+HDh2KunXrYtWqVZg9ezbU1dWLbLtx40bUqFEDLVq0EMs0NDRw+vRptGrVSiwbMmQILCwsMH36dBw9ehROTk4AgIyMDEyePBnu7u7Yvn27WFcmk2H27Nnw9/dHpUqVAADBwcGIj4/HhQsXYGdnBwBwdXWFra0tlixZgnnz5pV57k2aNEFKSgoMDQ2xffv2QhMP+SZNmoRKlSrhxIkT0NfXBwBYWFhgyJAhOHz4MJydnQG82xazZcsWLFq0CGPHjgUA9OvXD7a2thg/fjzOnDkj9mlgYABnZ2eEhoZi4MCBpYq5cePGkp9X69at4eHhgZCQEKxduxbAu2TJ1atXsX37dvTs2VPSfvbs2Zg8ebJCvydOnMDjx49x7NgxuLi4YOfOnfj6669LFRMREREREdHniisritGnTx+kpKRIthJkZ2dj+/bt8PHx+aBj6ejooEWLFnj79i2eP39ebN3du3fD0dERgiCIZRoaGpJERb7u3bsDAP744w+x7Pjx40hJSUFAQICkbmBgIN6+fYv9+/eLZdu3b4ednZ2YqAAAKysrdOjQAVu3bi3bJP9fhQoVYGhoWGK9N2/eIDo6Gn5+fmKiAniXhNDT05OMv337dqiqqsLf318s09LSwqBBg3D27Fk8evRI0nfHjh1x6tQpvHjx4r3m4OjoCAC4f/8+AOD8+fPYv38/Bg0apJCoAABNTU0sXrxYoTwiIgL16tVD+/bt4eTkhIiIiPeKh4iIiIiI6HPCZEUxLCws0LJlS2zevFksO3jwIF6/fo3evXt/8PHu3bsHVVVVGBgYFFnnyZMnePjwIRo3blyqPp89ewYA+OKLL8Syq1evAgCaNm0qqdukSROoqKiI92UyGW7cuKFQDwCaNWuGu3fvftRtCzdv3kRubq7C+BoaGmjYsKEYJ/BuTl9++aUkqZEfJwCF8yWaNGkCuVwuWXFRFnfv3gUAGBkZAQD27t0LAOjbt2+p+8jKysKOHTvQp08fAO+SY8eOHRN/ZsVJSkpCXFyc5EpISCjrNIiIiIiIiJQSkxUl8PHxwe7du5GRkQHg3Tfh9vb2MDU1/Uf95uXlITk5GcnJybh16xZGjRqFK1euwM3NDTo6OkW2u3XrFgCgZs2apRpn4cKF0NfXh6urq1iWmJgIVVVVmJiYSOpqaGjAyMgIT58+BQC8ePECWVlZqFq1qkK/+WX5dT+GxMREyVh/H7/g2ImJiWWKs1atWgCA33//vVSxpKenIzk5GX/99RdiYmLQv39/ABC3sOSvXCnpDI6C9u3bh1evXomJr27dukFdXR1btmwpsW1wcDBsbW0lV7du3Uo9trKysbGBnp6eeOno6EAQBOzatQvnz59Hly5dUKVKFejr66N+/frYuHGjpL2rq6ukva6uLgRBwLJly4ocs2B9PT09aGlpQRAESTJs2bJlqFOnDipUqAALCwvMnj1b4RwYIiIiIiL6cJisKIGXlxcyMjKwb98+pKamYt++fR9kC8itW7dgbGwMY2NjWFtbIygoCO7u7tiwYUOx7fIPtcw/U6I48+bNw5EjR/DDDz9IVmtkZGRAQ0Oj0DZaWlpiYib/z8IOEtXS0pLU+RhKGr/g2BkZGWWKM//9K+25I9OnT4exsTGqVKkCBwcH3L17FwsWLECPHj0AvNuyArzb4lJaERERaNq0KWrXri22dXd3L9VWkICAAMTGxkqu3bt3l3psZRUXF4e0tDTx+uGHH2BkZARXV1ekpKSgZ8+euHHjBl6/fo2VK1di1KhRknkfPHhQ0n7z5s1QV1cvdiVUwfppaWkICAiAra0tGjVqBAD45Zdf8P333+PHH38U/xsQFBSE9evXf+y3g4iIiIjoP4sHbJbA2NgYTk5OiIyMRHp6OvLy8uDp6fmP+7WwsMD69eshCIL46NCCKx2eP3+OvLw88XX+t775SvpWNyoqClOmTMGgQYMwfPhwyT1tbW1kZ2cX2i4zMxPa2tpiPeDddoXC6hWs8zGUNH7BsbW1tcsUZ/77V/Dcj+L4+/ujV69eUFFRgYGBAWxsbCTJkfztJ6mpqcVu48n36tUrHDhwACNGjJBs32jdujV27NiBO3fu4MsvvyyyvYmJicLKmM9RSEgIBg0aBC0tLbi5uUnutW/fHo6Ojjh+/HiRq0qCg4PRvXv3QlfdFCYjIwOhoaGYO3euWJaQkABra2vY29sDAGxtbdGuXTvJygsiIiIiIvqwuLKiFHx8fHDw4EGsWbMGrq6upfowWhJdXV04OTmhQ4cOaN26tcIHTzs7O1StWlW88g9nzD8j4eXLl0X2HR0djX79+sHd3R1r1qxRuF+1alXk5eUhKSlJUp6dnY2UlBRxi4uhoSE0NTXF7RgF5Zf90+0wxcn/gFnU+AXHrlq1apnizH//Cp7lUZw6derAyckJjo6OaNy4scIqDisrKwDvztkojW3btiErKwtLlixBnTp1xGvMmDEAwIM2ARw7dgx37tyRPKK3oDdv3uD8+fPiCoi/u3v3Lg4fPqxwkGxxNm/ejNzcXMnZI3369EFOTg6OHj0KmUyGa9eu4dSpU5/FthsiIiIiImXFZEUpdO/eHSoqKjh37twHfwpIUSIiIhAdHS1e/fr1A/C/D8X5T6H4u/Pnz6N79+5o2rQptm7dKnnkar6GDRsCAC5duiQpv3TpEmQymXhfRUUF9evXV6iXP06tWrXKtO2hrGxtbaGmpqYwfnZ2Nq5duybGCbyb0507d8TtGAXjzL9fUP77Z21t/UFi7dKlCwAgPDy8VPUjIiJga2uLbdu2KVz5K3n+64KDg9GpU6dCz2fJzs6Gt7c3rKysJI+ULSgkJAT16tUTV0SURkhICPr27StZxWRsbIw+ffqgc+fO0NDQQOPGjTFo0CC4uLiUfVJERERERFQqTFaUgp6eHkJCQjBjxgzxQ+nH1rp1azg5OYlX/oGQ1apVg5mZWaEJhD/++APu7u6wsLDAvn37ityi4ejoCENDQ4SEhEjKQ0JCoKOjA3d3d7HM09MTFy9elIx3+/ZtHDt2TDxc8mOpWLEinJycEB4eLnnqSFhYGNLS0iTje3p6Ii8vD+vWrRPLsrKysHHjRjRv3hxmZmaSvi9fvgxBENCyZcsPEmvLli3RqVMn/Pjjj4WeHZGdnY2xY8cCAB49eoTffvsNXl5e8PT0VLgGDBiAhIQEMdHyX/T06VPs2bOn0FUR6enp8PDwQFZWFn755ZdCE3KZmZnYuHGjwhao4ly4cAGXLl1SGHPOnDlYv349zp07h+zsbMTHxyM6OhoTJ04s+8SIiIiIiKhUeGZFKX399delrnvp0iXMmTNHodzBwQFt2rT5x7F07doVu3btglwuF89cSE1NhYuLC16+fIlx48Zh//79kjaWlpbiB3NtbW3Mnj0bgYGB6NWrF1xcXHDy5EmEh4dj7ty5MDQ0FNsFBARg/fr1cHd3x9ixY6Guro6lS5eicuXK+O677xTmFxMTU6qnJOS/P3FxcQDeJSBOnToFAJgyZYpYb+7cuWjVqhXs7e3h7++Px48fY8mSJXB2dkanTp3Ees2bN0evXr3w/fffIykpCbVr18amTZvw4MED/PTTTwrjR0dHo3Xr1uK2mg/h559/hrOzM3r06IEuXbqgQ4cO0NXVRXx8PLZs2YLExEQsXrwYkZGRkMvl8PDwKLQfNzc3qKmpISIiAs2bN/9g8X1K1q1bBzMzM8lTbIB323fc3d1haGiI3bt3iweo/t2WLVuQnZ0trkgqjeDgYLRr1w42NjaS8kuXLqFr16746quvALz7t+Tn54eQkBD88MMPZZwZERERERGVBpMVH8H58+cL/VZ89uzZHyRZMXDgQKxatQqnT58W+0tJScGjR48AoNBvfL/++mvJKoKAgACoq6tjyZIl2Lt3L8zMzLBs2TKMGjVK0q5ChQo4ceIERo8ejTlz5kAmk8HBwQHLli2DsbGxpG5aWhqqVKlSqjlMnTpV8rrgU1AKJisaN26MI0eOYMKECRg9ejQqVKiAQYMGYf78+Qp9/vzzz5g6dSrCwsLw8uVLNGjQAPv27UO7du0k9V6/fo3Dhw8jODi4VLGWlrGxMc6cOYPg4GBERUVh8uTJyM7Ohrm5OTw8PMT3NiIiAjVq1BA//P6dgYEB2rRpg6ioKCxdurTQlQOfs9zcXKxfvx4jR46Eisr/Fn89e/YMzs7OsLa2Rnh4ONTV1YvsIzg4GH5+fqXepvTixQtERUUhNDRU4V7btm0REhICf39/2NjY4OHDh4iIiECTJk3KPDciIiIiIiodQV6ar8FJ6XTo0AGmpqYICwsr71AAvFvZYWhoiOXLlyMwMLC8wynW8uXLsXDhQty9e/ejPs3k3xYXFwdbW1tMm9cKptX1Sm6gZIb2PQQA2LFjB3x9ffH48WPJAagzZ87EjBkzoKOjI3mKS9u2bXHw4EHx9eXLl9G0aVPcuHED9evXVxhHT08Pa9euha+vr1i2ZMkSLF68GA8fPlRIguTl5WHGjBmIiIhAUlIS9PX14erqisWLF5fqEcJERERERPS/zyuxsbEKq5kLw2TFJ+r8+fNo27Yt4uPjYW5uXt7hYP/+/QgMDMSdO3egoaFR3uEUKScnB5aWlpg4cWKZnhLxKfhckhVERERERPT5KWuy4r+1vvwz0rx5c2RnZ5d3GCJ3d3fJwZzKSl1dHQ8fPizvMIiIiIiIiKgYfBoIERERERERESkVJiuIiIiIiIiISKlwGwjRZ8bLY12p9oAREREREREpK66sICIiIiIiIiKlwmQFERERERERESkVJiuIiIiIiIiISKkwWUFERERERERESoXJCiIiIiIiIiJSKnwaCNFnZu1Bf1SO1fsgfU32PvRB+iEiIiIiIioLrqwgIiIiIiIiIqXCZAURERERERERKRUmK4iIiIiIiIhIqTBZQURERERERERKhckKIiIiIiIiIlIqTFZ8gvr37w8LC4vyDoOIiIiIiIjoo2CyohihoaEQBEG81NTUUK1aNfTv3x9Pnjwp7/DKRf/+/SXvScHr119/Le/wFDx9+hQzZszAtWvXSt3mwoULCAgIQJMmTaCurg5BEIqt/9NPP8Ha2hpaWlqoU6cOgoKCCq335MkTeHl5wcDAAPr6+ujatSvu3btXlukQERERERH9J6iVdwCfglmzZqFmzZrIzMzEuXPnEBoailOnTiE2NhZaWlrlHd6/TlNTEz/++KNC+VdffVUO0RTv6dOnmDlzJiwsLNCwYcNStTlw4AB+/PFHNGjQALVq1cKdO3eKrLt27VoMGzYMPXv2xJgxY3Dy5EmMHDkS6enpmDBhglgvLS0N7du3x+vXrzFp0iSoq6tj2bJlsLe3x7Vr12BkZPRPp0pERERERPTZYLKiFFxdXdG0aVMAwODBg/HFF19gwYIF2Lt3L7y8vMo5un+fmpoa/Pz8Pkrf6enp0NHR+Sh9l9bw4cMxYcIEaGtrY8SIEUUmKzIyMjB58mS4u7tj+/btAIAhQ4ZAJpNh9uzZ8Pf3R6VKlQAAwcHBiI+Px4ULF2BnZwfg3e+Vra0tlixZgnnz5v07kyMiIiIiIvoEcBvIe2jbti0A4O7du2JZdnY2pk2bhiZNmqBixYrQ1dVF27Ztcfz4cUnbBw8eQBAELF68GOvWrYOlpSU0NTVhZ2eHixcvKoy1e/du2NraQktLC7a2tti1a1ehMb19+xbfffcdzMzMoKmpibp162Lx4sWQy+WSeoIgYMSIEdi2bRvq1asHbW1ttGzZEjdv3gTwbqVA7dq1oaWlBQcHBzx48OC93qPg4GDY2NhAU1MTpqamCAwMxKtXryR1HBwcYGtri8uXL6Ndu3bQ0dHBpEmTAABZWVmYPn06ateuDU1NTZiZmWH8+PHIysqS9BEdHY02bdrAwMAAenp6qFu3rtjHiRMnxMTAgAEDxO0qoaGhxcZeuXJlaGtrlzjH48ePIyUlBQEBAZLywMBAvH37Fvv37xfLtm/fDjs7OzEeALCyskKHDh2wdevWEsciIiIiIiL6L+HKiveQ/wE+/1tzAHjz5g1+/PFH9OnTB0OGDEFqaip++uknuLi44MKFCwpbECIjI5GamoqhQ4dCEAQsXLgQPXr0wL1796Curg4AOHz4MHr27Il69eph/vz5SElJwYABA1C9enVJX3K5HB4eHjh+/DgGDRqEhg0b4tChQxg3bhyePHmCZcuWSeqfPHkSe/fuRWBgIABg/vz56Ny5M8aPH4/g4GAEBATg5cuXWLhwIQYOHIhjx44pvAfJycmS1+rq6qhYsSIAYMaMGZg5cyacnJwwfPhw3L59GyEhIbh48SJOnz4tzg8AUlJS4Orqit69e8PPzw+VK1eGTCaDh4cHTp06BX9/f1hbW+PmzZtYtmwZ7ty5g927dwMA4uLi0LlzZzRo0ACzZs2CpqYmEhIScPr0aQCAtbU1Zs2ahWnTpsHf319MMrVq1arEn3FpXL16FQDEVTf5mjRpAhUVFVy9ehV+fn6QyWS4ceMGBg4cqNBHs2bNcPjwYaSmpqJChQqlHjspKQnPnz+XlCUkJLzHLIiIiIiIiJQPkxWl8Pr1ayQnJyMzMxPnz5/HzJkzoampic6dO4t1KlWqhAcPHkBDQ0MsGzJkCKysrBAUFISffvpJ0ufDhw8RHx8vJjzq1q2Lrl274tChQ2K/EyZMQOXKlXHq1CkxEWBvbw9nZ2eYm5uLfe3duxfHjh3DnDlzMHnyZADvvt3v1asXVqxYgREjRsDS0lKsf/v2bdy6dUt8okilSpUwdOhQzJkzB3fu3BE/NOfl5WH+/Pl48OCB5Okjb9++hbGxsWQ+9vb2OHHiBJ4/f4758+fD2dkZBw8ehIrKu8U7VlZWGDFiBMLDwzFgwACx3bNnz7BmzRoMHTpULAsPD8eRI0cQExODNm3aiOW2trYYNmwYzpw5g1atWiE6OhrZ2dk4ePAgvvjiC4WfW+XKleHq6opp06ahZcuWH3zrSmJiIlRVVWFiYiIp19DQgJGREZ4+fQoAePHiBbKyslC1alWFPvLLnj59irp165Z67ODgYMycOfMfRF96M2fOxM8//4zk5GSoq6ujSZMmWLBggZiAy8jIQL9+/XDt2jXcvXsXkyZNwpw5cyR9TJw4Efv378eff/4JXV1dODg4YOHChTAzMyty3Pj4eIwZMwZnz56FTCZDkyZNsGTJEjRo0ECh7ooVK/Dtt99i8uTJCmMTEREREdGnh9tASsHJyQnGxsYwMzODp6cndHV1sXfvXskKB1VVVTFRIZPJ8OLFC+Tm5qJp06a4cuWKQp/e3t6SlRn53/rnPx0iMTER165dw9dffy0mKgCgY8eOqFevnqSvAwcOQFVVFSNHjpSUf/fdd5DL5Th48KCkvEOHDpLkQ/PmzQEAPXv2lHy7n1/+9ydWaGlpITo6WnItWbIEAHDkyBFkZ2fj22+/FRMVwLvEjb6+vmRrBPDusM6CyQsA2LZtG6ytrWFlZYXk5GTxcnR0BABxa42BgQEAYM+ePZDJZPi3ZWRkSJJTBWlpaSEjI0OsB7yba2H1CtYprYCAAMTGxkqu/BUnH1rv3r1x6dIlvH79Gk+fPoWzszNcXFyQl5cH4N3WolatWmHdunVo1qxZoX3kb79JTk7GH3/8AUEQ0KVLlxLH1dLSwv3795GYmAhbW1u4ubkp/Kxv376NFStWoH79+h9mwkREREREVO64sqIUVq9ejS+//BKvX7/Ghg0b8NtvvxX6wXPTpk1YsmQJbt26hZycHLG8Zs2aCnVr1KgheZ2fuHj58iUA4M8//wQA1KlTR6Ft3bp1JQmQP//8E6ampgrbCKytrSV9FTV2fjLk799y55fnx5RPVVUVTk5OCnEVHOvvqwQ0NDRQq1YthViqVaum8IE/Pj4ef/zxh8LqjXxJSUkA3iV8fvzxRwwePBgTJ05Ehw4d0KNHD3h6ekoSJYVJS0tDWlqaZE5FjVcUbW1tZGdnF3ovMzNTPPci/8+/n7eRX69gndIyMTFRWNHxsRT8WcrlcqiqqiIpKQkvXryAsbExtLS0MHr0aAAo8uk48+fPF/+uoaGB8ePHo1GjRnj58qUkaVdQQkICpk2bJv5eDxo0CMuXL8fz589RuXJlAO9W//Tr1w9Lly7F8uXLP8R0iYiIiIhICTBZUQrNmjUTzyXo1q0b2rRpAx8fH9y+fRt6enoA3m1d6N+/P7p164Zx48bBxMQEqqqqmD9/vuQgznyqqqqFjvX3AzE/hqLGLo+YCvuQLpPJUL9+fSxdurTQNvlJFW1tbfz22284fvw49u/fj19//RVRUVFwdHTE4cOHi5wPACxevFiyjcLc3LzMh4lWrVoVeXl5SEpKkiQOsrOzkZKSAlNTUwCAoaEhNDU1kZiYqNBHfll+XWW1f/9++Pr64vXr1xAEAaNHjy5zcqegw4cPw9zcvMhEBQBMnjwZYWFhsLe3h4aGBtauXYvWrVuLiQrgXRLE0tIS3bp1Y7KCiIiIiOgzwmRFGeUnINq3b49Vq1Zh4sSJAN497aFWrVrYuXMnBEEQ60+fPv29xsk/kyI+Pl7h3u3btxXqHjlyROGQxlu3bkn6+jfkj3X79m3UqlVLLM/Ozsb9+/eLXJFRkKWlJa5fv44OHTpI3svCqKiooEOHDujQoQOWLl2KefPmYfLkyTh+/DicnJyKbN+vXz/JeRhlXdkAQDyz4dKlS3BzcxPLL126BJlMJt5XUVFB/fr1cenSJYU+zp8/j1q1apXpcM3y4O7ujlevXuHFixfYtGmTwiGvZXHkyBHMnDkTO3bsKLaei4sLdu3aBUNDQwiCAAsLC8k2omvXrmHdunXiQadERERERPT54JkV78HBwQHNmjXD8uXLxWX8+d/iF1yFcP78eZw9e/a9xqhatSoaNmyITZs24fXr12J5dHQ0fv/9d0ldNzc35OXlYdWqVZLyZcuWQRAEuLq6vlcM78PJyQkaGhpYuXKl5L346aef8Pr1a7i7u5fYh5eXF548eYL169cr3MvIyMDbt28BvDu48u/yEwT5Wy50dXUBQOGxqbVq1YKTk5N4tW7dulTzK8jR0RGGhoYICQmRlIeEhEBHR0cyV09PT1y8eFGSsLh9+zaOHTuGXr16lXns8mJoaIhRo0Zh8ODBuH79epnb79u3D56enggPD0enTp2KrPfq1Su0b98ejo6OSE1NRXp6OsaPH4/WrVvj6dOnyMnJQb9+/bB8+XIYGRn9kykREREREZES4sqK9zRu3Dj06tULoaGhGDZsGDp37oydO3eie/fucHd3x/3797FmzRrUq1dPcjZCWcyfPx/u7u5o06YNBg4ciBcvXiAoKAg2NjaSPrt06YL27dtj8uTJePDgAb766iscPnwYe/bswbfffit5EsjHZmxsjO+//x4zZ85Ep06d4OHhgdu3byM4OBh2dnaleiJH3759sXXrVgwbNgzHjx9H69atkZeXh1u3bmHr1q04dOgQmjZtilmzZuG3336Du7s7zM3NkZSUhODgYFSvXl1cNWFpaQkDAwOsWbMGFSpUgK6uLpo3b17oOSL5/vzzT4SFhQGAmFzIf8KEubk5+vbtC+DdaozZs2eLT15xcXHByZMnER4ejrlz58LQ0FDsMyAgAOvXr4e7uzvGjh0LdXV1LF26FJUrV8Z33333fm92OZHJZMjJyUF8fDy++uqrUreLiIhAQEAAtm7dChcXl2Lr3r17Fy9fvsTYsWPFhNPQoUPx/fff4+TJk2jevDlu3rwJf39/+Pv7A3j31J4LFy5g165diIuLe/8JEhERERFRuWOy4j316NEDlpaWWLx4MYYMGYL+/fvj2bNnWLt2LQ4dOoR69eohPDwc27Ztw4kTJ95rjE6dOmHbtm2YMmUKvv/+e1haWmLjxo3Ys2ePpE8VFRXs3bsX06ZNQ1RUFDZu3AgLCwssWrSoXD4Iz5gxA8bGxli1ahVGjx4NQ0ND+Pv7Y968eVBXVy+xvYqKCnbv3o1ly5bh559/xq5du6Cjo4NatWph1KhR+PLLLwEAHh4eePDgATZs2IDk5GR88cUXsLe3x8yZM8XDQdXV1bFp0yZ8//33GDZsGHJzc7Fx48ZikxX379/H1KlTJWX5r+3t7cVkBfAuCaGuro4lS5Zg7969MDMzw7JlyzBq1ChJ+woVKuDEiRMYPXo05syZA5lMBgcHByxbtuwfnf3wb1ixYgV69+6NypUr4/nz55g8eTI0NDQkq1GysrIgl8shk8mQl5eHzMxMqKioiIenrlq1ClOnTsW+ffvEJ98Ux8rKCl988QWWLVuGSZMmQU1NDZs2bUJqaiq++uormJmZ4dGjR5I2vXr1QrNmzcStWURERERE9OkS5P/GiY5E9NHFxcXB1tYW3yxqhcpmeh+kz8neh9C5c2dcvHgRaWlp0NfXh52dHaZNmyYeOgsAFhYWCk96sbe3F5NqgiBATU1N4Sk6Bw8eFJMXenp6WLt2LXx9fQEAFy9exPfff4+rV68iLy8PtWvXxqRJk9CjR49CY3VwcECbNm3EVTBERERERKQ88j+vxMbGwsbGpsT6XFlBRMXat29fiXVKepJKaXKif98uZWdnhyNHjpTYLt/7rmAiIiIiIiLlwwM2iYiIiIiIiEipMFlBREREREREREqFyQoiIiIiIiIiUio8s4LoMzPUdV2pDqwhIiIiIiJSVlxZQURERERERERKhckKIiIiIiIiIlIqTFYQERERERERkVJhsoKIiIiIiIiIlAqTFURERERERESkVPg0EKLPzOQjQ1Hpjl6J9TZ2//VfiIaIiIiIiKjsuLKCiIiIiIiIiJQKkxVEREREREREpFSYrCAiIiIiIiIipcJkBREREREREREpFSYriIiIiIiIiEipMFlBREREREREREqFyYoy6t+/PywsLMo7DCIiIiIiIqLPltImK0JDQyEIgnipqamhWrVq6N+/P548eVLe4ZWL/v37S96Tgtevv/5a3uEpePr0KWbMmIFr166Vus2FCxcQEBCAJk2aQF1dHYIgFFv/p59+grW1NbS0tFCnTh0EBQUVWu/Jkyfw8vKCgYEB9PX10bVrV9y7d69UMVlYWEjeaxMTE7Rt2xa7du0qtP6uXbvg6uqKL774AhoaGjA1NYWXlxeOHTtWaP0DBw5AEASYmppCJpOVKiYiIiIiIqLPmVp5B1CSWbNmoWbNmsjMzMS5c+cQGhqKU6dOITY2FlpaWuUd3r9OU1MTP/74o0L5V199VQ7RFO/p06eYOXMmLCws0LBhw1K1OXDgAH788Uc0aNAAtWrVwp07d4qsu3btWgwbNgw9e/bEmDFjcPLkSYwcORLp6emYMGGCWC8tLQ3t27fH69evMWnSJKirq2PZsmWwt7fHtWvXYGRkVGJcDRs2xHfffSfOa+3atejRowdCQkIwbNgwAIBcLsfAgQMRGhqKRo0aYcyYMahSpQoSExOxa9cudOjQAadPn0arVq0kfUdERMDCwgIPHjzAsWPH4OTkVKr3ioiIiIiI6HOl9MkKV1dXNG3aFAAwePBgfPHFF1iwYAH27t0LLy+vco7u36empgY/P7+P0nd6ejp0dHQ+St+lNXz4cEyYMAHa2toYMWJEkcmKjIwMTJ48Ge7u7ti+fTsAYMiQIZDJZJg9ezb8/f1RqVIlAEBwcDDi4+Nx4cIF2NnZAXj3e2Vra4slS5Zg3rx5JcZVrVo1yfver18/1K5dG8uWLROTFUuWLEFoaCi+/fZbLF26VLIqZPLkyQgLC4OamvSf3Nu3b7Fnzx7Mnz8fGzduREREBJMVRERERET0n6e020CK0rZtWwDA3bt3xbLs7GxMmzYNTZo0QcWKFaGrq4u2bdvi+PHjkrYPHjyAIAhYvHgx1q1bB0tLS2hqasLOzg4XL15UGGv37t2wtbWFlpYWbG1ti1z2//btW3z33XcwMzODpqYm6tati8WLF0Mul0vqCYKAESNGYNu2bahXrx60tbXRsmVL3Lx5E8C7lQK1a9eGlpYWHBwc8ODBg/d6j4KDg2FjYwNNTU2YmpoiMDAQr169ktRxcHCAra0tLl++jHbt2kFHRweTJk0CAGRlZWH69OmoXbs2NDU1YWZmhvHjxyMrK0vSR3R0NNq0aQMDAwPo6emhbt26Yh8nTpwQEwMDBgwQt1CEhoYWG3vlypWhra1d4hyPHz+OlJQUBAQESMoDAwPx9u1b7N+/Xyzbvn077OzsxHgAwMrKCh06dMDWrVtLHKswVapUgbW1Ne7fvw/gXfJk/vz5sLKywuLFiwvdvtK3b180a9ZMUrZr1y5kZGSgV69e6N27N3bu3InMzMz3iomIiIiIiOhz8cklK/I/wOd/aw4Ab968wY8//ggHBwcsWLAAM2bMwPPnz+Hi4lLoeQmRkZFYtGgRhg4dijlz5uDBgwfo0aMHcnJyxDqHDx9Gz549IQgC5s+fj27dumHAgAG4dOmSpC+5XA4PDw8sW7YMnTp1wtKlS1G3bl2MGzcOY8aMURj75MmT+O677/D1119jxowZ+OOPP9C5c2esXr0aK1euREBAAMaNG4ezZ89i4MCBhb4HycnJkuv169fivRkzZiAwMBCmpqZYsmQJevbsibVr18LZ2VkyPwBISUmBq6srGjZsiOXLl6N9+/aQyWTw8PDA4sWL0aVLFwQFBaFbt25YtmwZvL29xbZxcXHo3LkzsrKyMGvWLCxZsgQeHh44ffo0AMDa2hqzZs0CAPj7+yMsLAxhYWFo165doXMqq6tXrwKAuOomX5MmTaCioiLel8lkuHHjhkI9AGjWrBnu3r2L1NTUMo+fk5ODR48eiVtITp06hRcvXsDHxweqqqql7iciIgLt27dHlSpV0Lt3b6SmpuKXX34psV1SUhLi4uIkV0JCQpnnAQBbtmxB27Ztoa+vD0EQkJubK4lPT09PcqmpqUm2HcnlckyfPh2mpqbQ1dVFu3btEBsbW+yYU6ZMQaNGjaChoYE2bdoo3P/555/RunVrGBoawsjICA4ODuLvFhERERER/QfIldTGjRvlAORHjhyRP3/+XP7o0SP59u3b5cbGxnJNTU35o0ePxLq5ubnyrKwsSfuXL1/KK1euLB84cKBYdv/+fTkAuZGRkfzFixdi+Z49e+QA5L/88otY1rBhQ3nVqlXlr169EssOHz4sByA3NzcXy3bv3i0HIJ8zZ45kfE9PT7kgCPKEhASxDIBcU1NTfv/+fbFs7dq1cgDyKlWqyN+8eSOWf//993IAkrpff/21HIDCZW9vL5fL5fKkpCS5hoaG3NnZWZ6Xlye2W7VqlRyAfMOGDWKZvb29HIB8zZo1krjDwsLkKioq8pMnT0rK16xZIwcgP336tFwul8uXLVsmByB//vy5vCgXL16UA5Bv3LixyDrFCQwMlBf1KxoYGChXVVUt9J6xsbG8d+/ecrlcLn/+/LkcgHzWrFkK9VavXi0HIL9161axcZibm8udnZ3lz58/lz9//lx+/fp1ee/eveUA5N98841cLpfLV6xYIQcg37VrV6nn99dff8nV1NTk/8fefUdFcb3/A38vSC8iCgiKIMRIM2KPLYigqBArdo0lVjDGrol+7CVWTEzArgmiUexRo6JiTxTsGEWxazQoIh0pe39/8Nv5Mu7SRCPG9+ucOWbvPHPvnd0l58yzt6xatUoqa9KkiejQoUOR106bNk3jdwGA6LC0qei/3afIQ2X//v1i48aNYs2aNQKAyM7OLrDdrKwsYWVlJRYuXCiVLViwQFStWlVcvnxZpKeni0mTJgkbGxuRkpJSYD1r164Vu3fvFoGBgaJp06Zq53/88Uexf/9+kZycLLKyskRQUJAwNjaW/d0TEREREdH7IyYmRgAQMTExxYov8yMrvL29YWFhAVtbW/j7+8PIyAi7d+9G1apVpRhtbW3o6uoCyPsl/fnz58jJyUH9+vVx/vx5tTq7d+8uG5mhmlqi2h3i8ePHuHjxIvr164fy5ctLca1atYKLi4usrn379kFbWxsjR46UlY8dOxZCCPz++++yci8vL9nWp40aNQIAdOnSBSYmJmrlr+5Yoa+vj4iICNmxePFiAMChQ4eQlZWFUaNGQUvr/z7awYMHw9TUVDY1AshbrHPAgAGysvDwcDg7O8PJyUk2eqNly5YAIE2tMTMzAwDs2rXrnexgkZGRIX3mr9LX10dGRoYUB+Tdq6a4/DGFOXjwICwsLGBhYYHatWsjPDwcffv2xfz58wHkje4BIPsMi/Lrr79CS0sLXbp0kcp69uyJ33//HYmJiYVeGxAQgJiYGNmxc+fOYredn4+PD3r27AkHB4ciY7dt24bk5GTZqJ/g4GCMGzcOtWrVgoGBAWbNmoWsrKwCp00BeVODPv/8c1SqVEnj+cDAQPj4+MDExAQ6OjoYNWoUtLW1NU7XIiIiIiKi/54yv8DmTz/9hI8//hhJSUlYu3Ytjh8/rvHB8+eff8bixYtx/fp12XSH6tWrq8VWq1ZN9lqVuFA9IN67dw8AUKNGDbVra9asKUuA3Lt3DzY2NmoPqc7OzrK6CmpblQyxtbXVWP7qQ6u2tnaBCzCq2qpZs6asXFdXFw4ODmp9qVKlitoD/82bN3Ht2jVYWFhobCM+Ph5AXsJn9erVGDRoECZNmgQvLy907twZ/v7+skSJJqmpqUhNTZXdU0HtFcTAwABZWVkaz2VmZkrrXqj+fXW9DVVc/pjCNGrUCLNnz4ZCoYChoSGcnZ2lhA0AmJqaAkCJppRs2LABDRs2REJCAhISEgAAderUQVZWFsLDwzFkyJACr7W0tISlpWWx23pTgoOD0b17d5ibmwMAkpKScPfuXdlaHOXKlUOdOnVw4cIF9O3b9420e+bMGaSmppbJXW+IiIiIiOjNK/PJioYNG0rrDXTs2BHNmjVDr169EBsbC2NjYwB5D339+/dHx44dMX78eFhaWkJbWxvz5s2TLcSpUtCaAuKVBTHfhoLafhd90vSQrlQqUatWLSxZskTjNaqkioGBAY4fP47IyEjs3bsX+/fvx+bNm9GyZUscPHiw0HUbFi1ahBkzZkiv7ezsSryYqLW1NXJzcxEfHy97aM/KykJCQgJsbGwAAObm5tDT08Pjx4/V6lCVqWILU6lSpUJ36XBycgIAXLlyBR07diyyvps3b0qjBDQlxcLCwgpNVrwLMTExOHHihDSSB/i/ESX5EzdAXgJQda60Hjx4gO7du2PSpEnFGv1BRERERETvvzKfrMhPlYDw9PTEjz/+iEmTJgHI2+3BwcEB27dvl+3CMG3atNdqx87ODkDeA+WrYmNj1WIPHTqElJQU2eiK69evy+r6N6jaio2NlT3UZWVl4c6dO8XaEtPR0RGXLl2Cl5eXxh0t8tPS0oKXlxe8vLywZMkSzJ07F5MnT0ZkZCS8vb0LvP6LL76QLapYnJENr3J3dwcAREdHo127dlJ5dHQ0lEqldF5LSwu1atVSWxgVyPu13sHBoURTNwrSrFkzVKhQAZs2bcK3335b5CKbYWFh0NHRQWhoqFrsyZMn8cMPP+D+/ftqI3HepeDgYNSvX1+2q4pqRMmru80kJiaiSpUqpW4zLi4OrVq1Qrdu3TB79uxS10dERERERO+HMr9mxatatGiBhg0bYunSpdIwftXDXv5RCGfOnMEff/zxWm1YW1vD3d0dP//8s2ynjYiICPz111+y2Hbt2iE3Nxc//vijrDwoKAgKhQJt27Z9rT68Dm9vb+jq6uKHH36QvRdr1qxBUlISfH19i6yjW7duePToEVatWqV2LiMjA2lpaQCA58+fq51XJQhUUy6MjIwAqD/IOjg4wNvbWzqaNm1arPvLr2XLljA3N0dISIisPCQkBIaGhrJ79ff3R1RUlCxhERsbiyNHjqBr164lblsTQ0NDTJw4EdeuXcPEiRM1jojZsGEDzp49CyAvWdG8eXN0794d/v7+smP8+PEAgE2bNr2Rvr0JKSkp2LBhg9pWseXLl4e9vb1sLYmcnBxcvHgRderUKVWbly9fRvPmzTFw4EAsWLCgVHUREREREdH75b0aWaEyfvx4dO3aFevXr8ewYcPg5+eH7du3o1OnTvD19cWdO3ewfPlyuLi4yNZGKIl58+bB19cXzZo1w8CBA/H8+XMsW7YMrq6usjo///xzeHp6YvLkybh79y5q166NgwcPYteuXRg1ahQcHR3f1G0XycLCAt988w1mzJiBNm3aoH379oiNjUVwcDAaNGiAPn36FFlH3759sWXLFgwbNgyRkZFo2rQpcnNzcf36dWzZsgUHDhxA/fr1MXPmTBw/fhy+vr6ws7NDfHw8goODUbVqVWnUhKOjI8zMzLB8+XKYmJjAyMgIjRo10riOiMq9e/cQGhoKAFJyQfWLup2dnbQGgmohx8DAQHTt2hU+Pj44ceIENmzYgDlz5khrKgB5i1GuWrUKvr6+GDduHHR0dLBkyRJYWVlh7Nixr/dmazB+/HhcvXoVixcvRmRkJPz9/VG5cmU8efIEO3fuxNmzZ3H69GmcOXMGcXFxGDFihMZ6qlSpgrp16yIsLAwTJ058Y/0rSG5uLrKzs6U1QF6+fImcnBzo6upK64+EhoZCR0cHPXr0ULs+ICAAixYtQsuWLeHo6IjZs2dDR0cHnTp1KrDN7Oxs5ObmIicnB0IIKfGoWvT09OnT8PPzw9SpUzFq1Kg3fMdERERERFTmva1tSUpLtXVpVFSU2rnc3Fzh6OgoHB0dRU5OjlAqlWLu3LnCzs5O6OnpiTp16og9e/aIfv36ybYZVW1dmn/bRRUAYtq0abKybdu2CWdnZ6GnpydcXFzE9u3b1eoUQoiUlBQxevRoYWNjI3R0dESNGjXEwoULhVKpVGsjMDBQVlZQnyIjIwUAER4eLpX169dPGBkZFfa2CSHytn10cnISOjo6wsrKSgwfPlwkJibKYjw8PISrq6vG67OyssT8+fOFq6ur0NPTExUqVBD16tUTM2bMEElJSUIIIQ4fPiw6dOggbGxshK6urrCxsRE9e/YUN27ckNW1a9cu4eLiIsqVK1esbUxV963pUG3Rmt/KlStFzZo1ha6urnB0dBRBQUFq77sQQjx48ED4+/sLU1NTYWxsLPz8/MTNmzcL7YuKnZ2d8PX1LVasEEJs3bpVtG7dWpibm4ty5coJa2tr0b17d3H06FEhhBBfffWVACBu3bpVYB3Tp08XAMSlS5eK3a5qK6CSbl2q+lt79YiMjJRi3NzcxJgxYzS2q1Qqxf/+9z9hZWUlDAwMRPPmzcXly5el8/fu3RNGRkbi+PHjUllB2/CqtGjRQigUCmFkZCQ75syZU+z3g4iIiIiIyo6Sbl2qEOJfWFWSiN66q1evws3NDR2WNkWFasZFxq/rtP9f6BUREREREdH/Pa/ExMTA1dW1yPj3bs0KIiIiIiIiIvpvY7KCiIiIiIiIiMoUJiuIiIiIiIiIqEx5L3cDIaKCzfFeUaw5YERERERERGUVR1YQERERERERUZnCZAURERERERERlSlMVhARERERERFRmcJkBRERERERERGVKUxWEBEREREREVGZwt1AiP5jhh1eAJOblQqN2ddx8b/UGyIiIiIiopLjyAoiIiIiIiIiKlOYrCAiIiIiIiKiMoXJCiIiIiIiIiIqU5isICIiIiIiIqIyhckKIiIiIiIiIipTmKwgIiIiIiIiojKFyYrX0L9/f9jb27/rbhARERERERH9J5XpZMX69euhUCiko1y5cqhSpQr69++PR48evevuvRP9+/eXvSf5j/3797/r7qn5+++/MX36dFy8eLHY15w9exYBAQGoV68edHR0oFAoCo1fs2YNnJ2doa+vjxo1amDZsmUa4x49eoRu3brBzMwMpqam6NChA27fvl1o3efPn4dCocCUKVMKjLl58yYUCgXGjBkjK58wYQIUCgW6d++u8bq7d+8W+FkqFAp89913hfaNiIiIiIjov6rcu+5AccycORPVq1dHZmYm/vzzT6xfvx4nT55ETEwM9PX133X3/nV6enpYvXq1Wnnt2rXfQW8K9/fff2PGjBmwt7eHu7t7sa7Zt28fVq9ejU8++QQODg64ceNGgbErVqzAsGHD0KVLF4wZMwYnTpzAyJEjkZ6ejokTJ0pxqamp8PT0RFJSEr799lvo6OggKCgIHh4euHjxIipWrKix/rp168LJyQmbNm3C7NmzNcZs3LgRANCnTx+pTAiBTZs2wd7eHr/99htSUlJgYmKi8fqePXuiXbt2auV16tQp8L6JiIiIiIj+y96LZEXbtm1Rv359AMCgQYNQqVIlzJ8/H7t370a3bt3ece/+feXKlZM9GL9J6enpMDQ0fCt1F9fw4cMxceJEGBgYYMSIEQUmKzIyMjB58mT4+vpi69atAIDBgwdDqVRi1qxZGDJkCCpUqAAACA4Oxs2bN3H27Fk0aNAAQN73ys3NDYsXL8bcuXML7E/v3r3xv//9D3/++Sc+/fRTtfObNm2Ck5MT6tatK5UdPXoUDx8+xJEjR+Dj44Pt27ejX79+GuuvW7fuW/s8iYiIiIiI3kdlehpIQZo3bw4AuHXrllSWlZWFqVOnol69eihfvjyMjIzQvHlzREZGyq5VDb1ftGgRVq5cCUdHR+jp6aFBgwaIiopSa2vnzp1wc3ODvr4+3NzcsGPHDo19SktLw9ixY2Fraws9PT3UrFkTixYtghBCFqdQKDBixAiEh4fDxcUFBgYGaNy4Ma5cuQIgb6TARx99BH19fbRo0QJ37959rfcoODgYrq6u0NPTg42NDQIDA/HixQtZTIsWLeDm5oZz587hs88+g6GhIb799lsAwMuXLzFt2jR89NFH0NPTg62tLSZMmICXL1/K6oiIiECzZs1gZmYGY2Nj1KxZU6rj6NGjUmJgwIAB0vSG9evXF9p3KysrGBgYFHmPkZGRSEhIQEBAgKw8MDAQaWlp2Lt3r1S2detWNGjQQOoPADg5OcHLywtbtmwptJ3evXsD+L8RFPmdO3cOsbGxUoxKWFgYXFxc4OnpCW9vb4SFhRV5P0RERERERJTnvRhZ8SrVA7zqV3MASE5OxurVq9GzZ08MHjwYKSkpWLNmDXx8fHD27Fm1KQgbN25ESkoKhg4dCoVCgQULFqBz5864ffs2dHR0AAAHDx5Ely5d4OLignnz5iEhIQEDBgxA1apVZXUJIdC+fXtERkbiyy+/hLu7Ow4cOIDx48fj0aNHCAoKksWfOHECu3fvRmBgIABg3rx58PPzw4QJExAcHIyAgAAkJiZiwYIFGDhwII4cOaL2Hjx79kz2WkdHB+XLlwcATJ8+HTNmzIC3tzeGDx+O2NhYhISEICoqCqdOnZLuDwASEhLQtm1b9OjRA3369IGVlRWUSiXat2+PkydPYsiQIXB2dsaVK1cQFBSEGzduYOfOnQCAq1evws/PD5988glmzpwJPT09xMXF4dSpUwAAZ2dnzJw5E1OnTsWQIUOkJFOTJk2K/IyL48KFCwAgjbpRqVevHrS0tHDhwgX06dMHSqUSly9fxsCBA9XqaNiwIQ4ePFjoNI3q1aujSZMm2LJlC4KCgqCtrS2dUyUwevXqJZW9fPkS27Ztw9ixYwHkTfMYMGAAnjx5gsqVK6vVn56ervZ5AoCZmRnKldP8JxofH4+nT5/KyuLi4jTGEhERERERvXdEGbZu3ToBQBw6dEg8ffpUPHjwQGzdulVYWFgIPT098eDBAyk2JydHvHz5UnZ9YmKisLKyEgMHDpTK7ty5IwCIihUriufPn0vlu3btEgDEb7/9JpW5u7sLa2tr8eLFC6ns4MGDAoCws7OTynbu3CkAiNmzZ8va9/f3FwqFQsTFxUllAISenp64c+eOVLZixQoBQFSuXFkkJydL5d98840AIIvt16+fAKB2eHh4CCGEiI+PF7q6uqJ169YiNzdXuu7HH38UAMTatWulMg8PDwFALF++XNbv0NBQoaWlJU6cOCErX758uQAgTp06JYQQIigoSAAQT58+FQWJiooSAMS6desKjClMYGCgKOhrGhgYKLS1tTWes7CwED169BBCCPH06VMBQMycOVMt7qeffhIAxPXr1wvthyruwIEDUllubq6oUqWKaNy4sSx269atAoC4efOmEEKI5ORkoa+vL4KCgmRxqu9iQccff/xRYH+mTZtW4HXNvv9CtN0xptBDZdOmTaJZs2bCxMREABDZ2dmydgAIfX19YWRkJB2XL1+Wzj958kT07NlTWFpaivLly4tPP/1UHD16tND3UqlUioULF4oaNWoIQ0NDYW1tLb777jvp/Lp164RCoZC1+ep7TERERERE75eYmBgBQMTExBQr/r2YBuLt7Q0LCwvY2trC398fRkZG2L17t2yEg7a2NnR1dQEASqUSz58/R05ODurXr4/z58+r1dm9e3fZyAzVr/6q3SEeP36Mixcvol+/ftKIBQBo1aoVXFxcZHXt27cP2traGDlypKx87NixEELg999/l5V7eXnJtj5t1KgRAKBLly6yX/dV5a/uWKGvr4+IiAjZsXjxYgDAoUOHkJWVhVGjRkFL6/8+3sGDB8PU1FQ2NQLIW6xzwIABsrLw8HA4OzvDyckJz549k46WLVsCgDS1xszMDACwa9cuKJVK/NsyMjKkz/xV+vr6yMjIkOKAvHvVFJc/piDdu3eHjo6ObCrIsWPH8OjRI41TQOrXr4+PPvoIAGBiYgJfX98Cp4IMGTJE7fOMiIhQ+57lFxAQgJiYGNmhGvFSEhUqVEBAQACWLl1aYMxvv/2G1NRU6ahVq5asHw8ePEBMTAwSEhLg7+8PPz8/PH/+vMD6Ro4ciY0bN2LLli1ISUnBX3/9pbbAqI2NjazN06dPl/jeiIiIiIjo/fVeTAP56aef8PHHHyMpKQlr167F8ePHNT54/vzzz1i8eDGuX7+O7Oxsqbx69epqsdWqVZO9ViUuEhMTAQD37t0DANSoUUPt2po1a8oSIPfu3YONjY3aNAJnZ2dZXQW1rUqG2NraaixX9UlFW1sb3t7eav3K31bNmjVl5bq6unBwcFDrS5UqVdQe+G/evIlr167BwsJCYxvx8fEA8h7gV69ejUGDBmHSpEnw8vJC586d4e/vL0uUaKJ6CM1/TwW1VxADAwNkZWVpPJeZmSmte6H699X1NlRx+WMKUrFiRfj4+GDHjh1Yvnw59PX1sXHjRpQrV062yOuLFy+wb98+jBgxQjYto2nTpti2bRtu3LiBjz/+WFZ3jRo1Cvw8C2JpaQlLS8sSXaOJj48PgLz1RV5HXFwcBg4cKH12Q4cOxbhx43Dz5k0p2ZbfzZs38dNPP+HSpUtS0sPMzExKfBEREREREQHvyQKbDRs2hLe3N7p06YLdu3fDzc0NvXr1kj3sbtiwAf3794ejoyPWrFmD/fv3IyIiAi1bttT4q3/+dQfyE68siPk2FNT2u+iTpod0pVKJWrVqafy1PyIiQlrQ0sDAAMePH8ehQ4fQt29fXL58Gd27d0erVq2Qm5tbaLuLFi2CtbW1dORf+LK4rK2tkZubKyVPVLKyspCQkAAbGxsAgLm5OfT09PD48WO1OlRlqtjC9OnTB8nJydizZw+ysrKwbds2tG7dWpZkCQ8Px8uXL7F48WLUqFFDOsaMGQMA7+VCm3369EHFihVRt25drFq1SnZu4sSJ2LlzJx4/fozs7Gz89NNPcHR0xCeffKKxrsOHD8PY2Bh79+5FtWrVYG1tjS5duqgtJBsfHw8bGxvY2Nigffv2uHz58tu6PSIiIiIiKoPei5EV+Wlra2PevHnw9PTEjz/+iEmTJgHI2+3BwcEB27dvh0KhkOKnTZv2Wu3Y2dkByPsl+FWxsbFqsYcOHVJbpPH69euyuv4NqrZiY2Ph4OAglWdlZeHOnTvF+gXf0dERly5dgpeXl+y91ERLSwteXl7w8vLCkiVLMHfuXEyePBmRkZHw9vYu8PovvvgCzZo1k14XZ/ePV6kWTY2OjpZNI4iOjoZSqZTOa2lpoVatWoiOjlar48yZM3BwcChwcc382rdvDxMTE2zcuBE6OjpITEzUOAXEzc1N4/duxYoV2LhxI2bMmFGCu3y3Dh06hCZNmkBbWxuHDh1C7969kZOTg+HDhwPIGzESGhoKGxsbaGtrw9zcHDt27Cjw83z27BlSUlIQFRWFixcvQltbG4GBgfj888+l15999hmuXLmCGjVq4Pnz55g3bx5atGiBK1euoEqVKv/m7RMRERER0TvyXoyseFWLFi3QsGFDLF26VBrGrxqVkH8UwpkzZ/DHH3+8VhvW1tZwd3fHzz//jKSkJKk8IiICf/31lyy2Xbt2yM3NxY8//igrDwoKgkKhQNu2bV+rD6/D29sburq6+OGHH2TvxZo1a5CUlARfX98i6+jWrRsePXqk9is6kLe2Q1paGgBoXJdAlSBQTbkwMjICALVtUx0cHODt7S0dTZs2Ldb95deyZUuYm5sjJCREVh4SEgJDQ0PZvfr7+yMqKkqWsIiNjcWRI0fQtWvXYrVnYGCATp06Yd++fQgJCYGRkRE6dOggnX/w4AGOHz+Obt26wd/fX+0YMGAA4uLicObMmRLf67vi5eUFAwMD6Orqol27dvj6668RGhoKIG8ETsuWLVG5cmUkJCQgMzMTq1atQrt27XDx4kWN9ZmamgIAZs+eDXNzc5QvXx4LFy5ETEwMbty4ASDvu1GzZk1oaWmhUqVKWLx4McqXL6+23goREREREf13vXcjK1TGjx+Prl27Yv369Rg2bBj8/Pywfft2dOrUCb6+vrhz5w6WL18OFxcX2XSRkpg3bx58fX3RrFkzDBw4EM+fP8eyZcvg6uoqq/Pzzz+Hp6cnJk+ejLt376J27do4ePAgdu3ahVGjRsHR0fFN3XaRLCws8M0332DGjBlo06YN2rdvj9jYWAQHB6NBgwbo06dPkXX07dsXW7ZswbBhwxAZGYmmTZsiNzcX169fx5YtW3DgwAHUr18fM2fOxPHjx+Hr6ws7OzvEx8cjODgYVatWlUZNODo6wszMDMuXL4eJiQmMjIzQqFEjjeuIqNy7d096IFYlF2bPng0gb+RI3759AeQlD2bNmoXAwEB07doVPj4+OHHiBDZs2IA5c+bA3NxcqjMgIACrVq2Cr68vxo0bBx0dHSxZsgRWVlbSFqPF0adPH/zyyy84cOAAevfuLSVjgLxtTMX/38ZWk3bt2qFcuXIICwuTredw/vx5bNiwQS3e0dERjRs3Lnbf/g1aWlpSEiwxMRG3b9/G1q1bpfe6Q4cOcHR0xIEDB9S2CwaAunXrAkCRI3ZepVAo/pUpWkREREREVEa8pV1J3gjV1qVRUVFq53Jzc4Wjo6NwdHQUOTk5QqlUirlz5wo7Ozuhp6cn6tSpI/bs2SP69esn22ZUtV3kwoUL1eoEIKZNmyYr27Ztm3B2dhZ6enrCxcVFbN++Xa1OIYRISUkRo0ePFjY2NkJHR0fUqFFDLFy4UCiVSrU2AgMDZWUF9SkyMlIAEOHh4VJZv379hJGRUWFvmxAib6tSJycnoaOjI6ysrMTw4cNFYmKiLMbDw0O4urpqvD4rK0vMnz9fuLq6Cj09PVGhQgVRr149MWPGDJGUlCSEEOLw4cOiQ4cOwsbGRujq6gobGxvRs2dPcePGDVldu3btEi4uLqJcuXLF2sZUdd+aDtUWrfmtXLlS1KxZU+jq6gpHR0cRFBSk9r4LIcSDBw+Ev7+/MDU1FcbGxsLPz0/aXrS4cnJyhLW1tQAg9u3bJztXq1YtUa1atUKvb9GihbC0tBTZ2dlFbl3ar1+/EvVNtRVQSbYuzcnJERkZGeLAgQMCgEhNTRUZGRkiNzdXnDt3TkRHR4uXL1+K7OxsceDAAVGhQgXx/fffS9c7OzuLL7/8UiQlJYnc3Fzx22+/CV1dXREREaGxj0qlUtStW1d07dpVvHjxQqSkpIgvvvhC1K5dW+Tk5AghhNixY4d49OiRUCqVIjExUUyYMEGYmZmJe/fulej9ICIiIiKisqOkW5cqhODPlUT/BVevXoWbmxuaff8FTKpVKjR2X8e8rW7Xr1+vtnUtkLc9bUpKCiZMmIAHDx6gXLlysLOzw/DhwzFs2DAp7ubNmxg/fjxOnz6NzMxM2Nra4uuvv8aQIUMAACdOnEDbtm3x119/Sbvg/P333/jqq68QEREBfX19eHh4YPHixdL54cOHY+fOnUhOToaJiYk0ikc1KoOIiIiIiN4/queVmJgYuLq6FhnPZAXRf8TrJCuIiIiIiIj+DSVNVryXC2wSERERERER0X8XkxVEREREREREVKa8t7uBEJFmy70mFGtYFRERERERUVnFkRVEREREREREVKYwWUFEREREREREZQqTFURERERERERUpjBZQURERERERERlCpMVRERERERERFSmcDcQov+Y4YfWwuRGZQDA3k7j33FviIiIiIiISo4jK4iIiIiIiIioTGGygoiIiIiIiIjKFCYriIiIiIiIiKhMYbKCiIiIiIiIiMoUJiuIiIiIiIiIqExhsoKIiIiIiIiIyhQmK95TZ8+eha6uLu7du/euu/Jeyc7Ohq2tLYKDg991V4iIiIiIiKgATFZosH79eigUCigUCpw8eVLtvBACtra2UCgU8PPzk51TKBQYMWJEofW3aNFCql+hUMDc3BwNGjTA2rVroVQqi9XHyZMno2fPnrCzswMAKJVKrF+/Hu3bt4etrS2MjIzg5uaG2bNnIzMzU2Mda9asgbOzM/T19VGjRg0sW7ZMY9yjR4/QrVs3mJmZwdTUFB06dMDt27eL1U9NHj9+jEmTJsHT0xMmJiZQKBQ4evRogfGnT59Gs2bNYGhoiMqVK2PkyJFITU1Vi3v58iUmTpwIGxsbGBgYoFGjRoiIiJDF6OjoYMyYMZgzZ06B70t+d+/ehUKhwKJFiwqNs7e3lz5PLS0tmJmZoVatWhgyZAjOnDlT6LX79u2DQqGAjY1NsT9/IiIiIiKi/zImKwqhr6+PjRs3qpUfO3YMDx8+hJ6e3mvXXbVqVYSGhiI0NBT/+9//kJOTgy+//BLffvttkddevHgRhw4dwrBhw6Sy9PR0DBgwAE+fPsWwYcOwdOlSNGzYENOmTUPbtm0hhJDVsWLFCgwaNAiurq5YtmwZGjdujJEjR2L+/PmyuNTUVHh6euLYsWP49ttvMWPGDFy4cAEeHh5ISEh4rXuPjY3F/Pnz8ejRI9SqVavIe/Xy8kJ6ejqWLFmCQYMGYeXKlejatatabP/+/bFkyRL07t0b33//PbS1tdGuXTu1hNOAAQPw7NkzjZ9tabi7uyM0NBS//PIL5s2bB09PT/z222/49NNPMWbMmAKvCwsLg729PR4/fowjR4680T4RERERERG9lwSpWbdunQAgOnfuLCpVqiSys7Nl5wcPHizq1asn7OzshK+vr+wcABEYGFho/R4eHsLV1VVWlpaWJqpWrSqMjIxEVlZWodePHDlSVKtWTSiVSqns5cuX4tSpU2qxM2bMEABERESEVJaeni4qVqyo1vfevXsLIyMj8fz5c6ls/vz5AoA4e/asVHbt2jWhra0tvvnmm0L7WZDk5GSRkJAghBAiPDxcABCRkZEaY9u2bSusra1FUlKSVLZq1SoBQBw4cEAqO3PmjAAgFi5cKJVlZGQIR0dH0bhxY7V6/fz8RPPmzYvs6507d9Tq1UTTd0GIvPe6Y8eOAoAIDg5WO5+amiqMjIzEDz/8IOrUqSP69+9fZJ8KEhMTIwCI5kvHiHbbF4h22xe8dl1ERERERERvkup5JSYmpljxHFlRiJ49eyIhIUE2lSArKwtbt25Fr1693mhbhoaG+PTTT5GWloanT58WGrtz5060bNkSCoVCKtPV1UWTJk3UYjt16gQAuHbtmlQWGRmJhIQEBAQEyGIDAwORlpaGvXv3SmVbt25FgwYN0KBBA6nMyckJXl5e2LJlS8lu8v8zMTGBubl5kXHJycmIiIhAnz59YGpqKpV/8cUXMDY2lrW/detWaGtrY8iQIVKZvr4+vvzyS/zxxx948OCBrO5WrVrh5MmTeP78+WvdQ3EZGBggNDQU5ubmmDNnjtoIlx07diAjIwNdu3ZFjx49sH379mJNTyEiIiIiIvovY7KiEPb29mjcuDE2bdoklf3+++9ISkpCjx493nh7t2/fhra2NszMzAqMefToEe7fv4+6desWq84nT54AACpVqiSVXbhwAQBQv359WWy9evWgpaUlnVcqlbh8+bJaHAA0bNgQt27dQkpKSrH68TquXLmCnJwctfZ1dXXh7u4u9RPIu6ePP/5YltRQ9RPIm06SX7169SCEwOnTp99O5/MxNjZGp06d8OjRI/z111+yc2FhYfD09ETlypXRo0cPpKSk4Lfffiuyzvj4eFy9elV2xMXFva1bICIiIiIi+lcxWVGEXr16YefOncjIyACQ93Dp4eEBGxubUtWbm5uLZ8+e4dmzZ7h+/Tq+/vprnD9/Hu3atYOhoWGB112/fh0AUL169WK1s2DBApiamqJt27ZS2ePHj6GtrQ1LS0tZrK6uLipWrIi///4bAPD8+XO8fPkS1tbWavWqylSxb8Pjx49lbb3afv62Hz9+XKJ+Ojg4AIBa8uBtcXNzAwDcunVLKouPj8ehQ4ekxFe1atXQuHFjhIWFFVlfcHAw3NzcZEfHjh01xk6fPh3a2towNjaWjp49e6rFnTt3Djo6OmjWrFmhbS9ZsgT16tVD+fLlYWlpCT8/P1y9elU6f//+fVlbxsbG0NPTg7a2Np49e1bkvREREREREZV71x0o67p164ZRo0Zhz549aNOmDfbs2YMffvih1PVev34dFhYW0muFQgFfX1+sXbu20OtUi1pWqFChyDbmzp2LQ4cOITg4WDZaIyMjA7q6uhqv0dfXlxIzqn81LSSqr68vi3kbimo/f9sZGRkl6qfq/fu3Hp6NjY0BQDYS5ddff4WWlha6dOkilfXs2RNjx45FYmJioZ9xQECA2iKjcXFxBSYsGjdurHFnG5XMzEz0798fHh4eRU5DyczMxNKlS6URL//73//g7e2N27dvw8DAANWqVVPbraVz587IysqSjfAhIiIiIiIqCJMVRbCwsIC3tzc2btyI9PR05Obmwt/fv9T12tvbY9WqVVAoFNLWoflHOjx9+hS5ubnSa9Uv1Cqvrn3wqs2bN2PKlCn48ssvMXz4cNk5AwMDZGVlabwuMzMTBgYGUhyQtyWoprj8MW9DUe3nb9vAwKBE/VS9f/nX/XibVA/vJiYmUtmGDRvQsGFDJCQkSEmoOnXqICsrC+Hh4bL1N15laWmpNjKmNCZPngwvLy+YmZnh0KFDhca+umPNlClTsHjxYly/fh116tRRi3/06BF+++037N69+431l4iIiIiI/tuYrCiGXr16YfDgwXjy5Anatm1b6JoSxWVkZARvb+8Czzdo0AD37t2TXk+bNg3Tp09HxYoVAQCJiYkFXhsREYEvvvgCvr6+WL58udp5a2tr5ObmIj4+XvbAm5WVhYSEBGmKi7m5OfT09KTpGPmpyko7HaYwqikcBbWfv21ra2s8evRIYxyg3k/V+/dv/dIfExMDAPjoo48AADdv3kRUVBQAoEaNGmrxYWFhhSYrSurChQuwsLCAoaEhmjZtijlz5khTiY4fP449e/bgwoULWLBgQYnrPnjwIIyMjPDxxx9rPL9ixQpUq1YNbdq0KdU9EBERERHRh4PJimLo1KkThg4dij///BObN2/+V9oMCwuTTV1QrbHg5OQEALhz547G686cOYNOnTqhfv362LJlC8qVU/+I3d3dAQDR0dFo166dVB4dHQ2lUimd19LSQq1atRAdHa2xHQcHB9lIgTfNzc0N5cqVQ3R0NLp16yaVZ2Vl4eLFi7Iyd3d3REZGIjk5WbbI5pkzZ6Tz+aneP2dn57fWf5XU1FTs2LEDtra2UnthYWHQ0dFBaGgotLW1ZfEnT57EDz/8gPv376NatWqlbt/f3x8DBgxAtWrV8Pfff2PChAnw9vbGpUuXAAADBw7E2rVrC10rpSCXL1/GsGHDsHTpUhgZGamdz87OxurVqzF69Oh/bRQLERERERG9/7jAZjEYGxsjJCQE06dPx+eff/6vtNm0aVN4e3tLhypZUaVKFdja2mpMIFy7dg2+vr6wt7fHnj17Cpyi0bJlS5ibmyMkJERWHhISAkNDQ/j6+kpl/v7+iIqKkrUXGxuLI0eOqK2Z8KaVL18e3t7e2LBhg2yth9DQUKSmpsra9/f3R25uLlauXCmVvXz5EuvWrUOjRo1ga2srq/vcuXNQKBRo3LjxW72HjIwM9O3bF8+fP8fkyZOlB/awsDA0b94c3bt3h7+/v+wYP348AMh2oSkNNzc32NnZQaFQoEqVKli7di0ePXqE06dPY9y4cWjXrh0+++yzEtd79uxZeHl5YebMmRg0aJDGmB07diAxMREDBw4s7W0QEREREdEHhCMriqlfv37Fjo2Ojsbs2bPVylu0aFHkTgvF0aFDB+zYsQNCCOnhNyUlBT4+PkhMTMT48eOxd+9e2TWOjo7Sg7mBgQFmzZqFwMBAdO3aFT4+Pjhx4gQ2bNiAOXPmwNzcXLouICAAq1atgq+vL8aNGwcdHR0sWbIEVlZWGDt2rNr9HTt2rMj1NABI749qF4nQ0FBpAcgpU6ZIcXPmzEGTJk3g4eGBIUOG4OHDh1i8eDFat24tm1bQqFEjdO3aFd988w3i4+Px0Ucf4eeff8bdu3exZs0atfYjIiLQtGlTaVpNUQ4fPqxx4cmOHTtKO308evQIGzZsAJA3muKvv/5CeHg4njx5grFjx2Lo0KEA8kZ7xMXFYcSIERrbqlKlCurWrYuwsDBMnDixWP0rCYVCAYVCASEE9u/fjxcvXmDjxo0AgPT0dGRnZ6NSpUr4888/pWkrrzp8+DC6dOmCpUuXon///gW2FRwcjG7duhX7fSYiIiIiIgIACFKzbt06AUBERUUVGmdnZyd8fX1lZQAKPGbNmiWEEMLDw0O4urq+dv/Onz8vAIgTJ05IZXfu3Cm07X79+qnVs3LlSlGzZk2hq6srHB0dRVBQkFAqlWpxDx48EP7+/sLU1FQYGxsLPz8/cfPmTbW4evXqicqVKxfrHgrr66tOnDghmjRpIvT19YWFhYUIDAwUycnJanEZGRli3LhxonLlykJPT080aNBA7N+/Xy3uxYsXQldXV6xevbrIfhb1voaGhgoh8r4LqjKFQiFMTU2Fq6urGDx4sDhz5oyszq+++koAELdu3Sqw3enTpwsA4tKlS0X2USUmJkYAEM2XjhHtti8Q7bYvEEIIsXnzZvH06VMhhBBPnjwRffv2FXZ2diI5OVk8fvxYPHjwQDpGjx4tGjRoIB48eCCys7M1trN9+3ZhYmIiwsPDC+3P1atXBQDx559/FvseiIiIiIjov0n1vBITE1OseIUQxfgZnMocLy8v2NjYIDQ09F13BUDeyA5zc3MsXboUgYGB77o7hVq6dCkWLFiAW7duvdXdTP5tV69ehZubG5ovHQOTapUBAHs7jUf79u3xxx9/IC0tDRUqVMBnn32GWbNmaRw1MX36dBw6dEi2zWnbtm1hZ2cnLdZavXp13L9/X+29W7FiBXr37i29/uqrr3D69GmcO3fubdwuERERERG9R1TPKzExMXB1dS0ynsmK99SZM2fQvHlz3Lx5E3Z2du+6O9i7dy8CAwNx48YN6OrqvuvuFCg7OxuOjo6YNGkSAgIC3nV33qiCkhVERERERETvWkmTFVyz4j3VqFEjZGVlvetuSHx9fWULc5ZVOjo6uH///rvuBhERERERERWCu4EQERERERERUZlSqpEV6enpsLW1xaRJk6TtFono3QrxHlisYVVERERERERlValGVhgaGqJcuXIwMjJ6U/0hIiIiIiIiog9cqaeBdOnSBVu3bgXX6SQiIiIiIiKiN6HUC2z26NEDAQEB8PT0xODBg2Fvb69xO8i6deuWtikiIiIiIiIi+gCUOlnRokUL6b9PnDihdl4IAYVCgdzc3NI2RUREREREREQfgFInK9atW/cm+kFEREREREREBOANJCv69ev3JvpBRERERERERATgDSywmd/jx49x6dIlpKWlvclqiagEhkeEv+suEBERERERlcobSVbs2rULTk5OqFq1KurWrYszZ84AAJ49e4Y6depgx44db6IZIiIiIiIiIvoAlDpZ8dtvv6Fz586oVKkSpk2bJtvCtFKlSqhSpQrWr19f2maIiIiIiIiI6ANR6mTFzJkz8dlnn+HkyZMIDAxUO9+4cWNcuHChtM0QERERERER0Qei1MmKmJgYdOvWrcDzVlZWiI+PL20zRERERERERPSBKHWywtDQsNAFNW/fvo2KFSuWthkiIiIiIiIi+kCUOlnh6emJn3/+GTk5OWrnnjx5glWrVqF169albabM6N+/P+zt7d91N4iIiIiIiIj+s0qdrJgzZw4ePnyIBg0aYMWKFVAoFDhw4ACmTJmCWrVqQQiBadOmlbje9evXQ6FQSEe5cuVQpUoV9O/fH48ePSptt99L/fv3l70n+Y/9+/e/6+6p+fvvvzF9+nRcvHix2NecPXsWAQEBqFevHnR0dKBQKAqNX7NmDZydnaGvr48aNWpg2bJlGuMePXqEbt26wczMDKampujQoQNu375drD7Z29vDz8+v0JhXPxtjY2M4ODjA398f27Ztg1KpLPDaFy9eQF9fHwqFAteuXStWn4iIiIiIiP7LypW2gpo1a+LkyZP4+uuv8b///Q9CCCxcuBAA0KJFC/z000+lGokwc+ZMVK9eHZmZmfjzzz+xfv16nDx5EjExMdDX1y9t9987enp6WL16tVp57dq130FvCvf3339jxowZsLe3h7u7e7Gu2bdvH1avXo1PPvkEDg4OuHHjRoGxK1aswLBhw9ClSxeMGTMGJ06cwMiRI5Geno6JEydKcampqfD09ERSUhK+/fZb6OjoICgoCB4eHrh48eIbm6aU/7PJyMjAvXv38Ntvv8Hf3x8tWrTArl27YGpqqnZdeHg4FAoFKleujLCwMMyePfuN9IeIiIiIiOh9VepkBQC4urri0KFDSExMRFxcHJRKJRwcHGBhYVHqutu2bYv69esDAAYNGoRKlSph/vz52L17d6ELe/5XlStXDn369Hkrdaenp8PQ0PCt1F1cw4cPx8SJE2FgYIARI0YUmKzIyMjA5MmT4evri61btwIABg8eDKVSiVmzZmHIkCGoUKECACA4OBg3b97E2bNn0aBBAwB53ys3NzcsXrwYc+fOfSN91/TZzJ49G9999x2++eYbDB48GJs3b1a7bsOGDWjXrh3s7OywceNGJiuIiIiIiOiDV+ppIPlVqFABDRo0QKNGjd5IokKT5s2bAwBu3bollWVlZWHq1KmoV68eypcvDyMjIzRv3hyRkZGya+/evQuFQoFFixZh5cqVcHR0hJ6eHho0aICoqCi1tnbu3Ak3Nzfo6+vDzc0NO3bs0NintLQ0jB07Fra2ttDT00PNmjWxaNEiCCFkcQqFAiNGjEB4eDhcXFxgYGCAxo0b48qVKwDyRgp89NFH0NfXR4sWLXD37t3Xeo+Cg4Ph6uoKPT092NjYIDAwEC9evJDFtGjRAm5ubjh37hw+++wzGBoa4ttvvwUAvHz5EtOmTcNHH30EPT092NraYsKECXj58qWsjoiICDRr1gxmZmYwNjZGzZo1pTqOHj0qJQYGDBggTY9Yv359oX23srKCgYFBkfcYGRmJhIQEBAQEyMoDAwORlpaGvXv3SmVbt25FgwYNpP4AgJOTE7y8vLBly5Yi2yqtSZMmoXXr1ggPD1dLvty/fx8nTpxAjx490KNHD9y5cwenT59+630iIiIiIiIqy0o8suKXX34BAPTt2xcKhUJ6XZQvvviipE1ppHqAV/1qDgDJyclYvXo1evbsicGDByMlJQVr1qyBj48Pzp49qzYFYePGjUhJScHQoUOhUCiwYMECdO7cGbdv34aOjg4A4ODBg+jSpQtcXFwwb948JCQkYMCAAahataqsLiEE2rdvj8jISHz55Zdwd3fHgQMHMH78eDx69AhBQUGy+BMnTmD37t0IDAwEAMybNw9+fn6YMGECgoODERAQgMTERCxYsAADBw7EkSNH1N6DZ8+eyV7r6OigfPnyAIDp06djxowZ8Pb2xvDhwxEbG4uQkBBERUXh1KlT0v0BQEJCAtq2bYsePXqgT58+sLKyglKpRPv27XHy5EkMGTIEzs7OuHLlCoKCgnDjxg3s3LkTAHD16lX4+fnhk08+wcyZM6Gnp4e4uDicOnUKAODs7IyZM2di6tSpGDJkiJRkatKkSZGfcXFcuHABAKRRNyr16tWDlpYWLly4gD59+kCpVOLy5csYOHCgWh0NGzbEwYMHkZKSAhMTkzfSr4L07dsXBw8eREREBD7++GOpfNOmTTAyMoKfnx8MDAzg6OiIsLCwIt+n+Ph4PH36VFYWFxf3VvpORERERET0rxMlpFAohJaWlnj58qX0uqhDS0urpM2IdevWCQDi0KFD4unTp+LBgwdi69atwsLCQujp6YkHDx5IsTk5OVJ/VBITE4WVlZUYOHCgVHbnzh0BQFSsWFE8f/5cKt+1a5cAIH777TepzN3dXVhbW4sXL15IZQcPHhQAhJ2dnVS2c+dOAUDMnj1b1r6/v79QKBQiLi5OKgMg9PT0xJ07d6SyFStWCACicuXKIjk5WSr/5ptvBABZbL9+/QQAtcPDw0MIIUR8fLzQ1dUVrVu3Frm5udJ1P/74owAg1q5dK5V5eHgIAGL58uWyfoeGhgotLS1x4sQJWfny5csFAHHq1CkhhBBBQUECgHj69KkoSFRUlAAg1q1bV2BMYQIDA0VBX9HAwEChra2t8ZyFhYXo0aOHEEKIp0+fCgBi5syZanE//fSTACCuX79eaD/s7OyEr69voTH9+vUTRkZGBZ6/cOGCACBGjx4tK69Vq5bo3bu39Prbb78VlSpVEtnZ2YW2N23aNI3fBQCiedA0IYQQEydOFG5ubsLExERUrlxZ9OjRQ9y/f1+qIyUlRbRo0UJYWloKExMTUbVqVTFq1CiRkZFRYLsPHz4U7du3F9WqVRMAxKpVq9RiMjMzRUBAgKhYsaIwNjYWvr6+snaJiIiIiOjDExMTIwCImJiYYsWXeBrInTt3cPv2bejq6kqvizqKu+uCJt7e3rCwsICtrS38/f1hZGSE3bt3y0Y4aGtrS/1RKpV4/vw5cnJyUL9+fZw/f16tzu7du8tGZqh+9Vf18/Hjx7h48SL69esnjVgAgFatWsHFxUVW1759+6CtrY2RI0fKyseOHQshBH7//XdZuZeXl2zB0UaNGgEAunTpIvt1X1X+6nunr6+PiIgI2bF48WIAwKFDh5CVlYVRo0ZBS+v/PtrBgwfD1NRUNjUCyFsQcsCAAbKy8PBwODs7w8nJCc+ePZOOli1bAoA0tcbMzAwAsGvXrkJ3unhbMjIypM/8Vfr6+sjIyJDigLx71RSXP+ZtMjY2BgCkpKRIZZcvX8aVK1fQs2dPqaxnz5549uwZDhw4UGh9AQEBiImJkR2qUS8qqmk3z549w7Vr16BQKPD5559L5/X09PDDDz/gwYMHSE5ORlRUFM6fP4/JkycX2K6WlhZat26NjRs3qo0yUlEtdnru3Dk8evQI5ubmaN++/Tv5nhARERER0fupxNNAvv/+e/Tt2xd2dnYA8h6ILCwsirXOwOv46aef8PHHHyMpKQlr167F8ePHNT54/vzzz1i8eDGuX7+O7Oxsqbx69epqsdWqVZO9ViUuEhMTAQD37t0DANSoUUPt2po1a8oSIPfu3YONjY3aNAJnZ2dZXQW1rUqG2NraaixX9UlFW1sb3t7eav3K31bNmjVl5bq6unBwcFDrS5UqVdQe+G/evIlr164VuOZIfHw8gLyEz+rVqzFo0CBMmjQJXl5e6Ny5M/z9/WWJEk1SU1ORmpoqu6eSrnFiYGCArKwsjecyMzOl76Pq31fX21DF5Y95m1T3m/97smHDBhgZGcHBwUGawqGvrw97e3uEhYXB19e3wPosLS1haWlZaJvz5s2T/ltXVxcTJkxAnTp1kJiYiAoVKkBHRwe1atWSXaOlpYXY2NgC67S2tpamMGlra6udz8zMxLp167Bp0ybp/xFLliyBtbU1Tp06JSUGiYiIiIiIClPiZMXSpUtRv3591KlTB0BeMiA0NBS9evV6450D8tYVUK1L0LFjRzRr1gy9evVCbGys9Gv1hg0b0L9/f3Ts2BHjx4+HpaUltLW1MW/ePNlCnCqaHrIAqC2I+TYU1Pa76JOmh3SlUolatWphyZIlGq9RJVUMDAxw/PhxREZGYu/evdi/fz82b96Mli1b4uDBgwXeDwAsWrQIM2bMkF7b2dmVeDFRa2tr5ObmIj4+XvbQnpWVhYSEBNjY2AAAzM3Noaenh8ePH6vVoSpTxb5NMTExAICPPvoIQN7numnTJqSlpamN1gHykkKpqanSd/xNOHjwIOzs7GSjigCgd+/e2LlzJ9LT01GhQgW1ERolERsbi4yMDDRs2FAqq1SpEqpXr44LFy4wWUFERERERMVS4mSFlZWVbGrCv/GAr6JKQHh6euLHH3/EpEmTAOTt9uDg4IDt27dDoVBI8dOmTXutdlS/CN+8eVPt3Ku/OtvZ2eHQoUNqizRev35dVte/QdVWbGwsHBwcpPKsrCzcuXOnwBEZ+Tk6OuLSpUvw8vKSvZeaaGlpwcvLC15eXliyZAnmzp2LyZMnIzIyEt7e3gVe/8UXX6BZs2bS69cZ2aBaNDU6Ohrt2rWTyqOjo6FUKqXzWlpaqFWrFqKjo9XqOHPmDBwcHN764poAEBoaCoVCgVatWgEAjh07hocPH2LmzJnSKByVxMREDBkyBDt37nxj29QeOnQIM2bMwLZt29TOhYWFQQiBy5cv49dff1Ub/VMSycnJAP5vmpBKhQoVpHNERERERERFKfGaFb6+vpg5cyY+++wztG/fHgCwePFitG/fvsCjQ4cOb6zDLVq0QMOGDbF06VJpGL/qV/z8iZMzZ87gjz/+eK02rK2t4e7ujp9//hlJSUlSeUREBP766y9ZbLt27ZCbm4sff/xRVh4UFASFQoG2bdu+Vh9eh7e3N3R1dfHDDz/I3os1a9YgKSmp0GkFKt26dcOjR4+watUqtXMZGRlIS0sDADx//lztvCpBoJpyYWRkBABq26Y6ODjA29tbOpo2bVqs+8uvZcuWMDc3R0hIiKw8JCQEhoaGsnv19/dHVFSULGERGxuLI0eOoGvXriVuu6S+++47HDx4EN27d5emFqmmgIwfPx7+/v6yY/DgwahRowbCwsLeSPt79uyBv78/NmzYgDZt2miMUSgUqF27NurUqYMuXbq8dlumpqYA1D/zxMRE6RwREREREVFRXmvNCktLS0RGRuLq1atQKBR48OCBxodXlaJ+oS+p8ePHo2vXrli/fj2GDRsGPz8/bN++HZ06dYKvry/u3LmD5cuXw8XFRbY2QknMmzcPvr6+aNasGQYOHIjnz59j2bJlcHV1ldX5+eefw9PTE5MnT8bdu3dRu3ZtHDx4ELt27cKoUaPg6Oj4pm67SBYWFvjmm28wY8YMtGnTBu3bt0dsbCyCg4PRoEGDYv1K37dvX2zZsgXDhg1DZGQkmjZtitzcXFy/fh1btmzBgQMHUL9+fcycORPHjx+Hr68v7OzsEB8fj+DgYFStWlUaNeHo6AgzMzMsX74cJiYmMDIyQqNGjTSuI6Jy7949hIaGAoCUXJg9ezaAvJEjffv2BZA3GmPWrFkIDAxE165d4ePjgxMnTmDDhg2YM2cOzM3NpToDAgKwatUq+Pr6Yty4cdDR0cGSJUtgZWWFsWPHFuu9jYuLk/qRX506daTESE5ODjZs2AAgb+2Ge/fuYffu3bh8+TI8PT2xcuVKAHnJnG3btqFVq1bSIp+vat++Pb7//nu1aS4lFRYWhoCAAGzZsgU+Pj5FxmdnZxe6ZkVRatasCQMDA0RFRUnJzGfPnuHu3bvS1DEiIiIiIqIilXb7EYVCIcLCwkpbjRrV1qVRUVFq53Jzc4Wjo6NwdHQUOTk5QqlUirlz5wo7Ozuhp6cn6tSpI/bs2SP69esn22ZUtXXpwoUL1eoEIKZNmyYr27Ztm3B2dhZ6enrCxcVFbN++Xa1OIfK2gBw9erSwsbEROjo6okaNGmLhwoVCqVSqtREYGCgrK6hPkZGRAoAIDw+XyoraHlPlxx9/FE5OTkJHR0dYWVmJ4cOHi8TERFmMh4eHcHV11Xh9VlaWmD9/vnB1dRV6enqiQoUKol69emLGjBkiKSlJCCHE4cOHRYcOHYSNjY3Q1dUVNjY2omfPnuLGjRuyunbt2iVcXFxEuXLlirWNqeq+NR2qLVrzW7lypahZs6bQ1dUVjo6OIigoSO19F0KIBw8eCH9/f2FqaiqMjY2Fn5+fuHnzZqF9UbGzsyuwT19++aUQQn1bWUNDQ2Fvby+6dOkitm7dKttKdtu2bQKAWLNmTYFtHj16VAAQ33//fbH6KMT/bQWk2rp02bJlwszMTBw/flxj/JkzZ8TBgwdFWlqayM3NFdHR0aJGjRqia9euhbaTkZEhMjIyRLVq1URISIjIyMgQWVlZ0vmAgABRu3Ztce/ePZGcnCy++OILUbt2bdl7QEREREREH5aSbl2qEKJ0i04cO3YMzs7Opfr1l4hK7+rVq3Bzc0PzoGk4Pmo6FAoFypUrp7Z7zu+//47mzZvj5MmTGD16NG7cuAGlUgkrKyt06tQJU6dOldbxmDt3LsLCwnD16lXpek0jpfr164f169cDyBs5MmbMGPz66694+fIlPDw8sHz5crUdb4iIiIiI6MOhel6JiYmBq6trkfGlTlYQUdnwarKCiIiIiIiorChpsqLEa1ZUr14dWlpauH79OnR0dFC9evUi16RQKBQatxAlIiIiIiIiInpViZMVHh4eUCgU0NLSkr0mIiIiIiIiInoTSpysUM1LL+g1EREREREREVFpaL3rDhDRmxXSquu77gIREREREVGplDpZcfHiRWzatElWduDAAXz22Wdo1KgRvv/++9I2QUREREREREQfkFInKyZMmIDNmzdLr+/cuYNOnTrhzp07AIAxY8Zg5cqVpW2GiIiIiIiIiD4QpU5WXLp0Cc2aNZNe//LLL9DW1saFCxdw5swZ+Pv7Y/ny5aVthoiIiIiIiIg+EKVOViQlJaFixYrS63379qFVq1aoVKkSAKBVq1aIi4srbTNERERERERE9IEodbLC2toa165dAwA8fvwY586dQ+vWraXzqamp0janRERERERERERFKfHWpa/q0KEDli1bhszMTJw5cwZ6enro1KmTdP7SpUtwcHAobTNERERERERE9IEodbJi9uzZePr0KUJDQ2FmZob169fDysoKAJCcnIytW7ciMDCw1B0lIiIiIiIiog9DqZMVxsbGCAsLK/Dcw4cPYWhoWNpmiIiIiIiIiOgDUepkRUGysrKQnZ2N8uXLv60miIiIiIiIiOg/qNQrX/76668YPXq0rGzGjBkwNjaGmZkZOnXqhNTU1NI2Q0REREREREQfiFInKxYvXoy0tDTp9enTpzFjxgz4+Phg9OjR2L9/P+bMmVPaZoiIiIiIiIjoA1HqaSC3bt1Cv379pNcbN25E5cqVsWPHDpQrVw5KpRLbtm3DvHnzStsUEREREREREX0ASj2y4uXLl9DX15deHzx4EG3btkW5cnl5EBcXFzx8+LC0zdAHZP369VAoFIiOjpaVJyUloWHDhtDX18f+/fsBANOnT4dCoYCVlRXS09PV6rK3t4efn5+sTKFQQKFQYPHixcVuWxNV268e+f8e8luzZg2cnZ2hr6+PGjVqYNmyZUW2QURERERE9CEqdbKievXqOHToEAAgOjoacXFxaNOmjXT+n3/+gbGxcWmboQ9ccnIyWrdujcuXL2PHjh2y7xgAxMfHIyQkpER1Lly4UGOCo6RCQkIQGhoqHevWrVOLWbFiBQYNGgRXV1csW7YMjRs3xsiRIzF//vxSt09ERERERPRfU+ppIEOHDsXXX3+Nv/76Cw8fPkTVqlVlv2SfOnUKrq6upW2GPmApKSnw8fHBxYsXsX37drRt21Ytxt3dHQsXLkRAQAAMDAyKrNPd3R0XL17E8uXLMWbMmFL1z9/fH5UqVSrwfEZGBiZPngxfX19s3boVADB48GAolUrMmjULQ4YMQYUKFUrVByIiIiIiov+SUo+s+Oqrr7BixQo4OjqiQ4cOOHjwoPSw+Pz5czx58gS9e/cudUfpw5Samoo2bdrg/Pnz2LZtG3x9fTXGTZ06Ff/880+xR1c0bdoULVu2xIIFC5CRkVGqPgohkJycDCGExvORkZFISEhAQECArDwwMBBpaWnYu3dvqdonIiIiIiL6ryl1sgLI+5V4x44dWLduHZycnKRyc3NzREdHY9CgQW+iGfrApKWloW3btoiKikJ4eLja2hP5NW/evMTJh+nTp5cowVEQBwcHlC9fHiYmJujTpw/++ecf2fkLFy4AAOrXry8rr1evHrS0tKTzJREfH4+rV6/Kjri4uNe/CSIiIiIiojLkjSQriN6Gfv364cyZMwgPD0f79u2LjJ82bRr++ecfLF++vFj1N2/eHJ6enli4cOFrja6oUKECRowYgRUrVmDr1q0YNGgQNm/ejObNmyM5OVmKe/z4MbS1tWFpaSm7XldXFxUrVsTff/9d4raDg4Ph5uYmOzp27Cid//XXX9G8eXOYmppCoVAgJydHOpeRkYGuXbuiRo0a0NLSwpQpU4psLzc3F5MnT4adnR1MTExQs2ZNrFixQjqfmpoKT09PWFlZwdTUFLa2thg9ejQyMzNLfG9ERERERESlXrMCAJ48eYI1a9bg/PnzSEpKglKplJ1XKBQ4fPjwm2iKPiD//PMP9PX1YWtrW6z4zz77DJ6enliwYAGGDRtWrLUrpk+fDg8PDyxfvhyjR48uUf++/vpr2esuXbqgYcOG6N27N4KDgzFp0iQAeckBXV1djXXo6+u/VqIkICAAXbt2lZXFxcVJCYsKFSogICAAGRkZ+PLLL2VxCoUCTZo0QUBAAL755ptitRccHIyVK1fiyJEjqFWrFo4dO4Y2bdqgevXqaN26NfT09PDDDz+gZs2a0NXVxZMnT9C9e3dMnjxZ464rREREREREhSn1yIrLly/DxcUFs2fPxq1btxAZGYmnT5/i5s2bOHr0KB48eFDgXH6iwqxYsQK6urpo06YNYmNji3XN9OnT8eTJk2KPrsif4NCUNMjIyMCTJ09kR2F69eqFypUrSzvkAICBgQGysrI0xmdmZhYrqfIqS0tLuLq6yo6PPvpIOu/j44OePXvCwcFB7Vp9fX2MHj0anp6eBW6z+qq4uDg0a9YMtWrVAgB4eHjA1dVVmsKio6ODWrVqyZIyWlpaxf7ciIiIiIiI8it1smLSpEkwNjZGbGwsDh06BCEEvv/+ezx48ACbN29GYmIivvvuuzfRV/rAuLi4YN++fcjIyECrVq3w4MGDIq/57LPP0KJFixKtXTFt2jQ8efJENq1BZfPmzbC2tpYdRbG1tcXz58+l19bW1sjNzUV8fLwsLisrCwkJCbCxsSlWP9+lIUOG4MaNG7hw4QKUSiUOHz6MW7duqe3M0rt3bxgZGcHa2hqXLl3ChAkT3lGPiYiIiIjofVbqZMWpU6cwdOhQVKtWDVpaedWppoF07doVvXv3xvjx40vbDH2gGjZsiJ07dyI+Ph6tWrXC06dPi7xGNbpCU/JBEw8PD7Ro0QLz589XS3D4+PggIiJCdhRGCIG7d+/CwsJCKnN3dwcAREdHy2Kjo6OhVCql82WZarpH/fr1oauri7Zt22LOnDn45JNPZHFhYWFITU3FxYsXpf8vEBERERERlVSpkxVKpRJWVlYAADMzM2hra8t+Va5VqxbOnTtX2mboA+bl5YVNmzYhLi4Obdq0kS1eqUn+5ENxF3hUJThWrlwpK7e2toa3t7fsUNGUOAkJCcHTp0/Rpk0bqaxly5YwNzdX23UkJCQEhoaGBW7HWpYEBgbi+PHjiI2NRXZ2NqKjo7Fo0SKN020UCgVq166NOnXqoEuXLu+gt0RERERE9L4rdbKievXquHPnTl5lWlqoXr26bL7+6dOnYWZmVtpm6APXqVMnrFq1CufPn0f79u2LTEKopna8uo1oQTw8PODh4YGLFy8Wu092dnYYMGAAlixZguDgYPTq1QsjRoyAu7s7hg4dKsUZGBhg1qxZ2LNnD7p27YrVq1ejX79+2LBhAyZPngxzc/Nit/muREdHo0+fPvjoo4+gUCjwySefoGPHjti1a1eB12RnZ3PNCiIiIiIiei2lTla0bt0a4eHh0uvhw4dj9erV8Pb2hpeXF37++Wf06tWrtM0QYcCAAVi0aBGOHTuGrl27yrbjfFWLFi3g4eFRovqnT59eovjevXvj7NmzmD59OkaNGoWoqChMmDABx48fh6GhoSw2ICAAK1euxJUrVxAYGIhTp04hKCio2LtxlFRubi4yMzOlhT1fvnyJzMxMaYpW/tevxmrSvHlzbNy4Effu3QMAXLt2Dbt27UK9evUAAGfPnkVERATS09OhVCpx7tw5zJgxA+3atXsr90dERERERP9tClHKrToSExNx+/ZtfPLJJ9DR0YEQAnPmzMG2bdugra0NPz8/fPvttwVu3UhEb8bVq1fh5uaGmJgYREVFYcCAAWoxkZGRaNGiBezt7aXEg4qHhweOHj0KABg2bBju3buH33//HQCQmpqKSZMmYdeuXUhMTETFihXRpUsXzJs3D3p6ejh58iRGjx6NGzduSFPDOnXqhKlTp8LExOSt3zsREREREZVt+Z9XXF1di4wvdbKCiMqGkv7xExERERER/VtK+rxS6mkgRERERERERERvUrmSXjBw4MASN6JQKLBmzZoSX0dEREREREREH54SJyuOHDkChUJRomtKGk9EREREREREH64SJyvu3r37FrpBRERERERERJTntdasyMzMxLBhw7Bs2bJC43744QcEBAQgOzv7tTpHRERERERERB+e10pWrFy5EuvXr4evr2+hcb6+vli7di1Wr179Wp0jIiIiIiIiog/PayUrtmzZgi5dusDBwaHQOEdHR3Tt2hWbNm16rc4RERERERER0YfntZIVV65cQbNmzYoV26RJE1y+fPl1miEiIiIiIiKiD9BrJSuysrKgq6tbrFhdXV28fPnydZohIiIiIiIiog/QayUrbGxsEBMTU6zYmJgY2NjYvE4zRERERERERPQBeq1khbe3N3755RfEx8cXGhcfH49ffvkFrVq1eq3OEREREREREdGH57WSFRMnTkRmZiZatmyJM2fOaIw5c+YMvLy8kJmZifHjx5eqk0RERERERET04Sj3Ohc5ODhgy5Yt6NmzJ5o0aQIHBwfUqlULJiYmSElJQUxMDG7dugVDQ0P8+uuvcHR0fNP9JiIiIiIiIqL/qNdKVgCAr68vLl++jPnz52PPnj3YuXOndM7GxgaDBw/GhAkTitzelIiIiIiIiIgov9dOVgCAvb09QkJCEBISgpSUFCQnJ8PU1BQmJiZvqn9ERERERERE9IEpVbIiPxMTEyYpiIiIiIiIiKjUXmuBTZLr378/7O3t33U3iIiIiIiIiP4T3qtkxfr166FQKKSjXLlyqFKlCvr3749Hjx696+69E/3795e9J/mP/fv3v+vuqfn7778xffp0XLx4sdjXnD17FgEBAahXrx50dHSgUCgKjV+zZg2cnZ2hr6+PGjVqYNmyZRrjHj16hG7dusHMzAympqbo0KEDbt++XZLb0ejVz8HU1BQeHh7Yu3evWuyr3+n8x6RJk0rdFyIiIiIiovfRG5sG8m+aOXMmqlevjszMTPz5559Yv349Tp48iZiYGOjr67/r7v3r9PT0sHr1arXy2rVrv4PeFO7vv//GjBkzYG9vD3d392Jds2/fPqxevRqffPIJHBwccOPGjQJjV6xYgWHDhqFLly4YM2YMTpw4gZEjRyI9PR0TJ06U4lJTU+Hp6YmkpCR8++230NHRQVBQEDw8PHDx4kVUrFixVPfZqlUrfPHFFxBC4N69ewgJCcHnn3+O33//HT4+Pmrxqu90fm5ubqXqAxERERER0fvqvUxWtG3bFvXr1wcADBo0CJUqVcL8+fOxe/dudOvW7R337t9Xrlw59OnT563UnZ6eDkNDw7dSd3ENHz4cEydOhIGBAUaMGFFgsiIjIwOTJ0+Gr68vtm7dCgAYPHgwlEolZs2ahSFDhqBChQoAgODgYNy8eRNnz55FgwYNAOR9r9zc3LB48WLMnTu3RH1UKpXIysqSkmUff/yx7DPp0qULXFxc8P3332tMVuT/ThMREREREX3o3qtpIAVp3rw5AODWrVtSWVZWFqZOnYp69eqhfPnyMDIyQvPmzREZGSm79u7du1AoFFi0aBFWrlwJR0dH6OnpoUGDBoiKilJra+fOnXBzc4O+vj7c3NywY8cOjX1KS0vD2LFjYWtrCz09PdSsWROLFi2CEEIWp1AoMGLECISHh8PFxQUGBgZo3Lgxrly5AiBvpMBHH30EfX19tGjRAnfv3n2t9yg4OBiurq7Q09ODjY0NAgMD8eLFC1lMixYt4ObmhnPnzuGzzz6DoaEhvv32WwDAy5cvMW3aNHz00UfQ09ODra0tJkyYgJcvX8rqiIiIQLNmzWBmZgZjY2PUrFlTquPo0aNSYmDAgAHSdIf169cX2ncrKysYGBgUeY+RkZFISEhAQECArDwwMBBpaWmyaRhbt25FgwYNpP4AgJOTE7y8vLBly5Yi21J9bmFhYdL7Wti0G2dnZ1SqVEn2HSUiIiIiIiLN3suRFa9SPcCrfjUHgOTkZKxevRo9e/bE4MGDkZKSgjVr1sDHxwdnz55Vm4KwceNGpKSkYOjQoVAoFFiwYAE6d+6M27dvQ0dHBwBw8OBB6RfyefPmISEhAQMGDEDVqlVldQkh0L59e0RGRuLLL7+Eu7s7Dhw4gPHjx+PRo0cICgqSxZ84cQK7d+9GYGAgAGDevHnw8/PDhAkTEBwcjICAACQmJmLBggUYOHAgjhw5ovYePHv2TPZaR0cH5cuXBwBMnz4dM2bMgLe3N4YPH47Y2FiEhIQgKioKp06dku4PABISEtC2bVv06NEDffr0gZWVFZRKJdq3b4+TJ09iyJAhcHZ2xpUrVxAUFIQbN25g586dAICrV6/Cz88Pn3zyCWbOnAk9PT3ExcXh1KlTAPIe2GfOnImpU6diyJAhUpKpSZMmRX7GxXHhwgUAUBuhUK9ePWhpaeHChQvo06cPlEolLl++jIEDB6rV0bBhQxw8eBApKSlF7m5z5MgRbNmyBSNGjEClSpUKXWQ1KSkJiYmJcHR0LPD8q59hpUqVCqwvPj4eT58+lZXFxcVpjO3UqRN27tyJiIgIeHt7q52/ceMGpkyZgtOnTyMpKQnW1tYYPHgwxo0bJ60PcunSJUyaNAkXLlzAP//8U2BdREREREREb4R4j6xbt04AEIcOHRJPnz4VDx48EFu3bhUWFhZCT09PPHjwQIrNyckRL1++lF2fmJgorKysxMCBA6WyO3fuCACiYsWK4vnz51L5rl27BADx22+/SWXu7u7C2tpavHjxQio7ePCgACDs7Oyksp07dwoAYvbs2bL2/f39hUKhEHFxcVIZAKGnpyfu3Lkjla1YsUIAEJUrVxbJyclS+TfffCMAyGL79esnAKgdHh4eQggh4uPjha6urmjdurXIzc2Vrvvxxx8FALF27VqpzMPDQwAQy5cvl/U7NDRUaGlpiRMnTsjKly9fLgCIU6dOCSGECAoKEgDE06dPRUGioqIEALFu3boCYwoTGBgoCvraBgYGCm1tbY3nLCwsRI8ePYQQQjx9+lQAEDNnzlSL++mnnwQAcf369UL7AUBoaWmJq1evajz35ZdfiqdPn4r4+HgRHR0t2rRpIwCIhQsXymJV32lNR2GmTZtW4HUxMTFS3M8//yxat24tAIiIiAiNdf3555/ihx9+EA8ePBBKpVKcP39e2NjYiKCgICnmr7/+EitXrpQ+v4LqIiIiIiIi0iQmJkbteaUw7+XIild/0bW3t8eGDRtkIxy0tbWhra0NIG89gRcvXkCpVKJ+/fo4f/68Wp3du3eXjcxQ/eqv2h3i8ePHuHjxIiZNmiSNWADyFlJ0cXFBWlqaVLZv3z5oa2tj5MiRsjbGjh2LrVu34vfff8eIESOkci8vL9mv8o0aNQKQt85B/l/3VeW3b9+Wxevr6+O3336TtaW6l0OHDiErKwujRo2Cltb/zfoZPHgwvv32W+zduxcDBgyQyvX09GSvASA8PBzOzs5wcnKS/frfsmVLAHnTL5o0aQIzMzMAwK5duzBgwABZe/+GjIwM6Orqajynr6+PjIwMKQ7Iu1dNcfljCuPh4QEXFxeN59asWYM1a9ZIr3V0dDBhwgSMGTNGY/xPP/2Ejz/+uMg2VQICAtC1a1dZWVxcHDp27Ci9fvjwIaZMmYKTJ0/Czs6uwLoaNWokfbcAoE6dOujatSsiIyMxatQoAHmjYpydnYvdPyIiIiIiotJ4L5MVqge7pKQkrF27FsePH9f44Pnzzz9j8eLFuH79OrKzs6XyV3ddAIBq1arJXqse9hMTEwEA9+7dAwDUqFFD7dqaNWvKEiD37t2DjY2N2jQC1cOeqq6C2lYlQ2xtbTWWq/qkoq2tXeCQfFVbNWvWlJXr6urCwcFBrS9VqlRRe+C/efMmrl27BgsLC41txMfHA8hL+KxevRqDBg3CpEmT4OXlhc6dO8Pf37/IxEVqaipSU1Nl91RQewUxMDBAVlaWxnOZmZnSuheqf19db0MVlz+mMJq+RyodOnTAiBEjkJWVhaioKMydOxfp6ekFvg8NGzYs0QKblpaWsLS0LPC8EAIDBw7ElClT1L5fRcnJyUFkZCQ6depUouuIiIiIiIjelPcyWZH/wa5jx45o1qwZevXqhdjYWBgbGwMANmzYgP79+6Njx44YP348LC0toa2tjXnz5mlc5FA1CuNV4pUFMd+Ggtp+F33S9JCuVCpRq1YtLFmyROM1qqSKgYEBjh8/jsjISOzduxf79+/H5s2b0bJlSxw8eLDA+wGARYsWYcaMGdJrOzu7Ei8mam1tjdzcXMTHx8se5LOyspCQkAAbGxsAgLm5OfT09PD48WO1OlRlqtjCFJbQqFq1qpRAateuHSpVqoQRI0bA09MTnTt3LtF9vY6QkBAIITBkyJASXSeEwLBhw5CdnY2xY8e+pd4REREREREV7r1MVuSnSkB4enrixx9/xKRJkwDk7fbg4OCA7du3S4sEAsC0adNeqx3VMPqbN2+qnYuNjVWLPXTokNoijdevX5fV9W9QtRUbGwsHBwepPCsrC3fu3CnWIomOjo64dOkSvLy8ZO+lJlpaWvDy8oKXlxeWLFmCuXPnYvLkyYiMjIS3t3eB13/xxRdo1qyZ9Lo4IxtepVo0NTo6Gu3atZPKo6OjoVQqpfNaWlqoVasWoqOj1eo4c+YMHBwcilxcs6SGDh2KoKAgTJkyBZ06dSryfSyN+/fvY9asWfjzzz9LdF1ubi4GDRqE6OhoHDly5I2/B0RERERERMX1n9i6tEWLFmjYsCGWLl0qDeNX/YqffxTCmTNn8Mcff7xWG9bW1nB3d8fPP/+MpKQkqTwiIgJ//fWXLLZdu3bIzc3Fjz/+KCsPCgqCQqFA27ZtX6sPr8Pb2xu6urr44YcfZO/FmjVrkJSUBF9f3yLr6NatGx49eoRVq1apncvIyJDW63j+/LnaeVWCQDXlwsjICADUtk11cHCAt7e3dDRt2rRY95dfy5YtYW5ujpCQEFl5SEgIDA0NZffq7++PqKgoWcIiNjYWR44cUVsL4k0oV64cxo4di2vXrmHXrl1vvP78zp8/j4SEBNSrVw+VKlWSdhXp0qVLgSMtXr58CX9/f1y9ehXHjh1D5cqV32ofiYiIiIiICvPej6xQGT9+PLp27Yr169dj2LBh8PPzw/bt29GpUyf4+vrizp07WL58OVxcXGRrI5TEvHnz4Ovri2bNmmHgwIF4/vw5li1bBldXV1mdn3/+OTw9PTF58mTcvXsXtWvXxsGDB7Fr1y6MGjWqwO0r3wYLCwt88803mDFjBtq0aYP27dsjNjYWwcHBaNCgAfr06VNkHX379sWWLVswbNgwREZGomnTpsjNzcX169exZcsWHDhwAPXr18fMmTNx/Phx+Pr6ws7ODvHx8QgODkbVqlWlUROOjo4wMzPD8uXLYWJiAiMjIzRq1KjQ9R/u3buH0NBQAJCSC7NnzwaQN3Kkb9++APJGY8yaNQuBgYHo2rUrfHx8cOLECWzYsAFz5syBubm5VGdAQABWrVoFX19fjBs3Djo6OliyZAmsrKze2vSH/v37Y+rUqZg/f75sIcw3zcfHB/369ZOV2draYsWKFWjdurVafGpqKjp06ICcnBwcPnxY44gKIYRsjY/s7GxkZmaiXLlyKFfuP/O/ESIiIiIiKive0q4kb4Vqm8eoqCi1c7m5ucLR0VE4OjqKnJwcoVQqxdy5c4WdnZ3Q09MTderUEXv27BH9+vWTbTOq2rr01S0lhcjbgnLatGmysm3btglnZ2ehp6cnXFxcxPbt29XqFEKIlJQUMXr0aGFjYyN0dHREjRo1xMKFC4VSqVRrIzAwUFZWUJ8iIyMFABEeHi6V9evXTxgZGRX2tgkh8rYqdXJyEjo6OsLKykoMHz5cJCYmymI8PDyEq6urxuuzsrLE/Pnzhaurq9DT0xMVKlQQ9erVEzNmzBBJSUlCCCEOHz4sOnToIGxsbISurq6wsbERPXv2FDdu3JDVtWvXLuHi4iLKlStXrG1MVfet6VBt0ZrfypUrRc2aNYWurq5wdHQUQUFBau+7EEI8ePBA+Pv7C1NTU2FsbCz8/PzEzZs3C+2LiqbPrTjnpk+fLgCIyMhIIUTh3+mSKmwrIOTbbvT48ePCyMhI3Lt3TwghxPr16wUAoa+vL4yMjKTDxcVFul71nXz1ePXvg4iIiIiISJOSbl2qEOJfWEGSiN66q1evws3NDTExMXB1dX3X3SEiIiIiIpKU9HnlP7FmBRERERERERH9dzBZQURERERERERlCpMVRERERERERFSmMFlBRERERERERGUKkxVEREREREREVKYwWUFEREREREREZQqTFURERERERERUpjBZQURERERERERlCpMVRERERERERFSmMFlBRERERERERGUKkxVEREREREREVKYwWUFEREREREREZQqTFURERERERERUpjBZQURERERERERlCpMVRERERERERFSmMFlBRERERERERGUKkxX0nzZ9+nQoFAo8e/asyNicnBxMmDABtra20NLSQseOHd9+B4mIiIiIiEgNkxVUqCtXrsDf3x92dnbQ19dHlSpV0KpVKyxbtgwAcP78eSgUCkyZMqXAOm7evAmFQoExY8YA+L8EgpaWFh48eKAWn5ycDAMDAygUCowYMeLt3JgGa9euxcKFC+Hv74+ff/4Zo0ePfq167O3toVAopMPIyAgNGzbEL7/8ohZ79OhRWWz+o0ePHqW9JSIiIiIiovdSuXfdASq7Tp8+DU9PT1SrVg2DBw9G5cqV8eDBA/z555/4/vvv8dVXX6Fu3bpwcnLCpk2bMHv2bI31bNy4EQDQp08fWbmenh42bdqECRMmyMq3b9/+dm6oCEeOHEGVKlUQFBRU6rrc3d0xduxYAMDjx4+xevVq9OvXDy9fvsTgwYPV4keOHIkGDRrIyuzt7UvdDyIiIiIiovcRkxVUoDlz5qB8+fKIioqCmZmZ7Fx8fLz0371798b//vc//Pnnn/j000/V6tm0aROcnJxQt25dWXm7du00Jis2btwIX19fbNu27bX7npaWBiMjoxJdEx8fr3afxSWEQGZmJgwMDAAAVapUkSVn+vfvDwcHBwQFBWlMVjRv3hz+/v6v1TYREREREdF/DaeBUIFu3boFV1dXjQ/wlpaW0n/37t0bwP+NoMjv3LlziI2NlWLy69WrFy5evIjr169LZU+ePMGRI0fQq1evYvdz/fr1UCgUOHbsGAICAmBpaYmqVavKYp49e4Zu3brB1NQUFStWxNdff43MzEwAwN27d6FQKBAZGYmrV69K0zCOHj1aYJv29vbw8/PDgQMHUL9+fRgYGGDFihUFxltYWMDJyQm3bt0q9n0RERERERF9qDiyggpkZ2eHP/74AzExMXBzcyswrnr16mjSpAm2bNmCoKAgaGtrS+dUCQxNyYfPPvsMVatWxcaNGzFz5kwAwObNm2FsbAxfX98S9zcgIAAWFhaYOnUq0tLSZOe6desGe3t7zJs3D3/++Sd++OEHJCYm4pdffoGFhQVCQ0MxZ84cpKamYt68eQAAZ2fnQtuLjY1Fz549MXToUAwePBg1a9YsMDYnJwcPHz5EhQoVNJ5PSUlRWwTU3NwcWlqa84nx8fF4+vSprCwuLq7Q/hIREREREb0vOLKCCjRu3Dikp6fD3d0dTZo0wcSJE3Hw4EFkZ2erxfbu3Rv//PMPDh8+LJUplUps3rwZjRs3hoODg9o1qkUkN23aJJWFhYWhc+fO0NPTK3F/zc3NcfjwYYwYMQITJ06UnatevTp2796NwMBAhIaGIiAgAKGhobh8+TKMjIzQp08fWFlZoXz58ujTp4/0ujBxcXHYtGkT5s2bh6FDh6JFixbSuezsbDx79gzPnj1DTEwMBg4ciCdPnhQ41WPgwIGwsLCQHffv3y+w7eDgYLi5ucmOgnYv6dSpExQKBQ4dOlRgfffv34efnx9MTExQqVIljBgxAllZWbKYa9euoX379ihfvjzKly+PunXr4smTJwW/QURERERERK+JyQoqUKtWrfDHH3+gffv2uHTpEhYsWAAfHx9UqVIFu3fvlsV2794dOjo6sqkgx44dw6NHjzROAVHp1asX4uLiEBUVJf1bkikg+Q0ePFg2qiO/wMBA2euvvvoKALBv377XagvIS4D4+PhoPHfw4EEp6VCrVi2EhoZiwIABWLhwocb4qVOnIiIiQnZUrly5wLYDAgIQExMjO3bu3KkW98svvyA9Pb3Q+1AqlfDz84O5uTkePXqEc+fO4fjx4xg/frwUc+vWLTRt2hQeHh548OABEhMTsX79ehgbGxdaNxERERER0evgNBAqVIMGDbB9+3ZkZWXh0qVL2LFjB4KCguDv74+LFy/CxcUFAFCxYkX4+Phgx44dWL58OfT19bFx40aUK1cO3bp1K7D+OnXqwMnJCRs3boSZmRkqV66Mli1baox99Vf88uXLSwtaAnnJg4LUqFFD9trR0RFaWlq4e/duUW9BgQprr1GjRpg9ezZyc3MRExOD2bNnIzExEbq6uhrja9WqBW9v72K3bWlpKVs3RJOHDx9iypQpOHnyJOzs7AqMO3HiBK5du4YjR47A1NQUpqammDVrFnr16oX58+dDX18f06dPh6enp7TDCQB88sknxe4vERERERFRSXBkBRWLrq4uGjRogLlz5yIkJATZ2dkIDw+XxfTp0wfJycnYs2cPsrKysG3bNrRu3RoWFhaF1t2rVy9s3rwZGzduRPfu3Qtcp8Ha2lp2bN68WXY+f+KiKAqFotixBSmsvUqVKsHb2xs+Pj4YO3YsNmzYgJ07d+L7778vdbvFIYTAwIEDMWXKFFSrVq3Q2IsXL8LBwQGVKlWSyho0aID09HTcuHEDABAREQELCwt4eXnB3Nwcbm5uCAkJeav3QEREREREHy6OrKASq1+/PgDg8ePHsvL27dvDxMQEGzduhI6ODhITEwudAqLSq1cvTJ06FY8fP0ZoaGiBcREREbLXrq6uxe7zzZs3ZSMh4uLioFQqYW9vX+w6SsPX1xceHh6YO3cuhg4dWuJtVUsqJCQEQggMGTKkyNjk5GS1HV9UC4EmJycDyNtN5ZdffsGuXbvg6emJ06dPw9fXF+bm5ujevfsb7z8REREREX3YmKygAkVGRqJFixZqoxBU6zy8uvuFgYEBOnXqhM2bNyM9PR1GRkbo0KFDke04Ojpi6dKlyMjIQMOGDQuMK8k0iVf99NNPaN26tfR62bJlAIC2bdu+dp0lNXHiRLRr1w6rVq3CqFGj3lo79+/fx6xZs/Dnn38WK97U1BQvXryQlSUmJkrnVP+2atUKrVq1ApC3k0uvXr2wfft2JiuIiIiIiOiNY7KCCvTVV18hPT0dnTp1gpOTE7KysnD69Gls3rwZ9vb2GDBggNo1ffr0wS+//IIDBw6gd+/exR5B8PXXX7/p7svcuXMH7du3R5s2bfDHH39gw4YN6NWrF2rXrv1W282vbdu2cHNzw5IlSxAYGAgdHZ230s758+eRkJCAevXqycq7dOmC7t27Y+XKlbJyd3d33LlzBwkJCahYsSIAIDo6GoaGhvj4448BAHXr1n0jU2eIiIiIiIiKg2tWUIEWLVoET09P7Nu3D2PGjMGYMWNw9uxZBAQE4MyZM2pTBwCgZcuWsLa2BoBiTQH5t2zevBl6enqYNGkS9u7dixEjRmDNmjX/ej/GjRuHBw8eICws7K214ePjg9u3b+PixYvSAQArVqzAd999pxbfvHlzODk5YezYsUhJScH9+/cxdepUfPnll9DX1weQl7javXs3IiMjoVQqcfr0afz666+FLp5KRERERET0uhRCCPGuO0FEpXf16lW4ubkhJiZGbT0PhUKBiIgIeHt748SJE2jbti3++usvafHNe/fuISAgAMeOHYOenh569uyJxYsXQ09PT6pj7dq1mDt3Lh4/fgw7OzuMGTMGgwYN+lfvkYiIiIiI3k+FPa9owmQF0X9ESf/4iYiIiIiI/i0lfV7hNBAiIiIiIiIiKlOYrCAiIiIiIiKiMoXJCiIiIiIiIiIqU5isICIiIiIiIqIyhckKIiIiIiIiIipTmKwgIiIiIiIiojKFyQoiIiIiIiIiKlOYrCAiIiIiIiKiMoXJCiIiIiIiIiIqU5isICIiIiIiIqIyhckKIiIiIiIiIipTmKwgIiIiIiIiojKFyQoiIiIiIiIiKlOYrCAiIiIiIiKiMoXJCiIiIiIiIiIqU5isICIiIiIiIqIyhckKklm/fj0UCgWio6Nl5UlJSWjYsCH09fWxf/9+AMD06dOhUChgZWWF9PR0tbrs7e3h5+cnK1MoFFAoFFi8eHGx29ZE1farh76+vsb4NWvWwNnZGfr6+qhRowaWLVtWZBv5+5S//o8//hgjRozAP//8oxb/zz//YNy4cXBycoKhoSGMjIxQr149zJ49Gy9evNDYRsOGDaFQKBASElKsPhEREREREf3XlXvXHaCyLzk5Ga1bt8bly5exY8cOtGnTRnY+Pj4eISEhGDt2bLHrXLhwIYYPHw5DQ8NS9S0kJATGxsbSa21tbbWYFStWYNiwYejSpQvGjBmDEydOYOTIkUhPT8fEiROL1c7MmTNRvXp1ZGZm4uTJkwgJCcG+ffsQExMj3UNUVBTatWuH1NRU9OnTB/Xq1QMAREdH47vvvsPx48dx8OBBWb03b95EVFQU7O3tERYWhuHDh7/uW0FERERERPSfwWQFFSolJQU+Pj64ePEitm/fjrZt26rFuLu7Y+HChQgICICBgUGRdbq7u+PixYtYvnw5xowZU6r++fv7o1KlSgWez8jIwOTJk+Hr64utW7cCAAYPHgylUolZs2ZhyJAhqFChQpHttG3bFvXr1wcADBo0CBUrVsSSJUuwa9cu9OzZEy9evECnTp2gra2NCxcuwMnJSXb9nDlzsGrVKrV6N2zYAEtLSyxevBj+/v64e/cu7O3tS/AOEBERERER/fdwGggVKDU1FW3atMH58+exbds2+Pr6aoybOnUq/vnnn2JPY2jatClatmyJBQsWICMjo1R9FEIgOTkZQgiN5yMjI5GQkICAgABZeWBgINLS0rB3797Xardly5YAgDt37gDIG73x6NEjLFmyRC1RAQBWVlaYMmWKWvnGjRvh7+8PPz8/lC9fHhs3bnyt/hAREREREf2XMFlBGqWlpaFt27aIiopCeHi42toT+TVv3rzEyYfp06eXKMFREAcHB5QvXx4mJibo06eP2joSFy5cAABpVIRKvXr1oKWlJZ0vqVu3bgEAKlasCADYvXs3DAwM4O/vX+w6zpw5g7i4OPTs2RO6urro3LkzwsLCinVtfHw8rl69Kjvi4uJKfiNERERERERlEJMVpFG/fv1w5swZhIeHo3379kXGT5s2Df/88w+WL19erPqbN28OT09PLFy48LVGV1SoUAEjRozAihUrsHXrVgwaNAibN29G8+bNkZycLMU9fvwY2trasLS0lF2vq6uLihUr4u+//y5We0lJSXj27BkePnyIzZs3Y+bMmTAwMJCSONeuXcPHH38MXV3dYt/Dhg0bYGtri6ZNmwIAevTogb/++gsXL14s8trg4GC4ubnJjo4dO0rnHB0dUb58eVSqVEmaxlOYqKgoeHp6okKFCqhUqRI6deqEe/fuSeeXLFmCevXqoXz58rC0tISfnx+uXr1a7HslIiIiIiIqCSYrSKN//vkH+vr6sLW1LVb8Z599Bk9PzxKPrnjy5EmxExz5ff3111i2bBl69eqFLl26YOnSpfj5559x8+ZNBAcHS3EZGRkFJhD09fWL3Vdvb29YWFjA1tYWPXr0gLGxMXbs2IEqVaoAyFuE1MTEpNj9z8nJwebNm9G9e3coFAoAeVNLLC0tizW6IiAgADExMbJj586dAPLW14iOjkZSUhL+/vtvtG7dGj4+PsjNzdVYl1KphK+vLz755BM8efIEd+7cgY6ODnr27CnFZGZmYunSpXjy5Anu3bsHJycneHt7l3oaDxERERERkSZMVpBGK1asgK6uLtq0aYPY2NhiXVPS5ENRCY6MjAw8efJEdhSmV69eqFy5Mg4dOiSVGRgYICsrS2N8ZmZmsRYEBYCffvoJERERiIyMxF9//YXbt2/Dx8dHOm9qaoqUlJRi1QUABw8exNOnT9GwYUPExcUhLi4Od+7cgaenJzZt2gSlUlno9ZaWlnB1dZUdH330EQCgevXq0qKhQghoa2sjPj4ez58/11hXUlISnj59ioEDB0JPTw8mJib44osvZFNkvv32WzRv3hwGBgYwMDDAlClT8OTJE1y/fr3Y90xERERERFRcTFaQRi4uLti3bx8yMjLQqlUrPHjwoMhrPvvsM7Ro0aJEoyumTZuGJ0+eYMWKFWrnNm/eDGtra9lRFFtbW9lDubW1NXJzcxEfHy+Ly8rKQkJCAmxsbIrVz4YNG8Lb2xstWrSAs7MztLTkfzpOTk64ceNGgYmRV6lGT3Tr1g01atSQjs2bN+PRo0c4duxYseopyN69e2FmZgZ9fX2MGTMGo0ePhoWFhcbYChUqIDAwEKtWrUJ6ejpevHiB9evXo3PnzgXWf/DgQRgZGeHjjz8uVT+JiIiIiIg0YbKCCtSwYUPs3LkT8fHxaNWqFZ4+fVrkNarRFZqSD5p4eHigRYsWmD9/vlqCw8fHBxEREbKjMEII3L17V/ZQ7u7uDgCIjo6WxUZHR0OpVErnS+vzzz9HRkYGtm3bVmRsWloadu3ahe7duyM8PFztsLa2LvZCmwXx9fXFixcvkJCQgMWLF6Nx48aFxnft2hWHDx+GiYkJzM3Ncfv2bSxZskRj7OXLlzFs2DAsXboURkZGpeonERERERGRJkxWUKG8vLywadMmxMXFoU2bNrLFKzXJn3zIzMwsVhuqBMfKlStl5dbW1vD29pYdKpoSJyEhIXj69CnatGkjlbVs2RLm5uZqu46EhITA0NCwwO1YS2rYsGGwtrbG2LFjcePGDbXz8fHxmD17NgBgx44dSEtLQ2BgIPz9/dUOPz8/bNu2DS9fvix1v8zNzfH1119j0KBBuHTpksaYmzdvolWrVvjqq6+Qnp6OlJQU+Pn5oUmTJkhLS5PFnj17Fl5eXpg5cyYGDRpU6v4RERERERFpwmQFFalTp05YtWoVzp8/j/bt2xeZhFBN7Xh1G9GCeHh4wMPDo1i7YKjY2dlhwIABWLJkCYKDg9GrVy+MGDEC7u7uGDp0qBRnYGCAWbNmYc+ePejatStWr16Nfv36YcOGDZg8eTLMzc2L3WZhKlSogB07duDly5dwd3fHkCFDsGLFCqxYsQJDhw7FRx99hBMnTgDImwJSsWJFNGnSRGNd7du3x4sXL7B379430jelUons7GzcvHlT4/nLly/DwMAAAQEB0NPTg5GREcaNG4fbt28jJiZGijt8+DBat26NhQsXYsSIEW+kb0RERERERJowWUHFMmDAACxatAjHjh1D165dkZOTU2BsixYt4OHhUaL6p0+fXqL43r174+zZs5g+fTpGjRqFqKgoTJgwAcePH4ehoaEsNiAgACtXrsSVK1cQGBiIU6dOISgoCN98802J2ixKo0aNEBMTg2HDhuHYsWMYNWoUxowZg3PnzmHSpEkIDw9HfHw8Dh06hHbt2kFbW1tjPV5eXjA0NMSGDRteqx+hoaFSoujp06cICAiArq6utEXqq+rXr4+srCysXLkSOTk5yMzMRFBQEIyNjaU1KXbs2IFOnTph9erV6N+//2v1i4iIiIiIqLgUQgjxrjtBRKV39epVuLm54bPPPsP169eRmpoKU1NTNGjQAFOnTkX9+vUBAPfv34eLiwt+//13NG/eHEDegpnTpk2TdveoVasWZs2aJSWdqlevjvv376vtnrJixQr07t37X7xLIiIiIiJ6H6meV2JiYuDq6lpkPJMVRP8RJf3jJyIiIiIi+reU9HmF00CIiIiIiIiIqExhsoKIiIiIiIiIyhQmK4iIiIiIiIioTGGygoiIiIiIiIjKFCYriIiIiIiIiKhMYbKCiIiIiIiIiMoUJiuIiIiIiIiIqExhsoKIiIiIiIiIyhQmK4iIiIiIiIioTGGygoiIiIiIiIjKFCYriIiIiIiIiKhMYbKCiIiIiIiIiMoUJiuIiIiIiIiIqExhsoKIiIiIiIiIyhQmK4iIiIiIiIioTGGy4j/k7Nmz0NXVxb179951V94r2dnZsLW1RXBw8LvuChEREREREYHJimJbv349FAoFFAoFTp48qXZeCAFbW1soFAr4+fnJzikUCowYMaLQ+lu0aCHVr1AoYG5ujgYNGmDt2rVQKpXF6uPkyZPRs2dP2NnZAQCUSiXWr1+P9u3bw9bWFkZGRnBzc8Ps2bORmZmpsY41a9bA2dkZ+vr6qFGjBpYtW6Yx7tGjR+jWrRvMzMxgamqKDh064Pbt28XqpyaPHz/GpEmT4OnpCRMTEygUChw9erTA+NOnT6NZs2YwNDRE5cqVMXLkSKSmpqrFvXz5EhMnToSNjQ0MDAzQqFEjREREyGJ0dHQwZswYzJkzp8D3pbiOHj0q+xy1tbVhaWkJf39/XLt2TS2+f//+svj8x/79+0vVFyIiIiIiovdVuXfdgfeNvr4+Nm7ciGbNmsnKjx07hocPH0JPT++1665atSrmzZsHAHj69Cl++eUXfPnll7hx4wa+++67Qq+9ePEiDh06hNOnT0tl6enpGDBgAD799FMMGzYMlpaW+OOPPzBt2jQcPnwYR44cgUKhkOJXrFiBYcOGoUuXLhgzZgxOnDiBkSNHIj09HRMnTpTiUlNT4enpiaSkJHz77bfQ0dFBUFAQPDw8cPHiRVSsWLHE9x4bG4v58+ejRo0aqFWrFv74449C79XLywvOzs5YsmQJHj58iEWLFuHmzZv4/fffZbH9+/fH1q1bMWrUKNSoUQPr169Hu3btEBkZKfsMBwwYgEmTJmHjxo0YOHBgifv/qpEjR6JBgwbIzs7G5cuXsXz5chw9ehQxMTGoXLmyLFZPTw+rV69Wq6N27dql7gcREREREdF7SVCxrFu3TgAQnTt3FpUqVRLZ2dmy84MHDxb16tUTdnZ2wtfXV3YOgAgMDCy0fg8PD+Hq6iorS0tLE1WrVhVGRkYiKyur0OtHjhwpqlWrJpRKpVT28uVLcerUKbXYGTNmCAAiIiJCKktPTxcVK1ZU63vv3r2FkZGReP78uVQ2f/58AUCcPXtWKrt27ZrQ1tYW33zzTaH9LEhycrJISEgQQggRHh4uAIjIyEiNsW3bthXW1tYiKSlJKlu1apUAIA4cOCCVnTlzRgAQCxculMoyMjKEo6OjaNy4sVq9fn5+onnz5q/V/4yMDJGbmysiIyMFABEeHi47HxISIgCI+fPny8r79esnjIyMXqvNV8XExAgAIiYm5o3UR0RERERE9KaU9HmF00BKqGfPnkhISJBNJcjKysLWrVvRq1evN9qWoaEhPv30U6SlpeHp06eFxu7cuRMtW7aUjZTQ1dVFkyZN1GI7deoEALJpCZGRkUhISEBAQIAsNjAwEGlpadi7d69UtnXrVjRo0AANGjSQypycnODl5YUtW7aU7Cb/PxMTE5ibmxcZl5ycjIiICPTp0wempqZS+RdffAFjY2NZ+1u3boW2tjaGDBkilenr6+PLL7/EH3/8gQcPHsjqbtWqFU6ePInnz58X2gfVVI9ff/0VU6ZMQZUqVWBoaIjk5OQCr2nevDkA4NatW0XeIxERERER0YeOyYoSsre3R+PGjbFp0yap7Pfff0dSUhJ69Ojxxtu7ffs2tLW1YWZmVmDMo0ePcP/+fdStW7dYdT558gQAUKlSJanswoULAID69evLYuvVqwctLS3pvFKpxOXLl9XiAKBhw4a4desWUlJSitWP13HlyhXk5OSota+rqwt3d3epn0DePX388ceypIaqn0DedJL86tWrByGEbCpNYWbNmoW9e/di3LhxmDt3LnR1dQuMvXv3LgCgQoUKGs8/e/ZMdiQlJRXadnx8PK5evSo74uLiitVvIiIiIiKiso7JitfQq1cv7Ny5ExkZGQCAsLAweHh4wMbGplT15ubmSg+r169fx9dff43z58+jXbt2MDQ0LPC669evAwCqV69erHYWLFgAU1NTtG3bVip7/PixtBhkfrq6uqhYsSL+/vtv3wpZgQAAfkxJREFUAMDz58/x8uVLWFtbq9WrKlPFvg2PHz+WtfVq+/nbfvz4cYn66eDgAAD466+/itWXzMxMnD59GqNHj8akSZNkn1FKSgqePXuGx48f48CBAxg1ahQUCgW6dOmiVk9aWhosLCxkR4cOHQptOzg4GG5ubrKjY8eO0jlHR0eUL18elSpVgo+Pj1pipiDJycmwt7eHQqFATk6OVL5y5Uo4OTnBzMwMFSpUQLNmzRAZGVmsOomIiIiIiEqKC2y+hm7dumHUqFHYs2cP2rRpgz179uCHH34odb3Xr1+HhYWF9FqhUMDX1xdr164t9LqEhAQABf9qn9/cuXNx6NAhBAcHy0ZrZGRkFDgyQF9fX0rMqP7VtJCovr6+LOZtKKr9/G1nZGSUqJ+q9+/Zs2fF6ku/fv1gYGCg8dyri3RaWFggNDRUNnUmf39+++03jX0pSEBAALp27Sori4uLQ8eOHdG2bVvMnj0bFSpUQFZWFpYtWwYfHx/8/fff0NbWLrTeUaNGoWbNmmrb37Zq1QodO3aEpaUlcnNzsW3bNvj6+uLevXuy7ywREREREdGbwGTFa7CwsIC3tzc2btyI9PR05Obmwt/fv9T12tvbY9WqVVAoFNLWoflHOjx9+hS5ubnSa2NjYxgbG0uvhRCF1r9582ZMmTIFX375JYYPHy47Z2BggKysLI3XZWZmSg/lqn9fvnypMS5/zNtQVPv52zYw+H/t3Xtczvf/P/DHVZers5KikFKx6UDmNFpqTmXOhwgR88HEsI05bQqzYcJmpNoHn6lMOc0YxtY2Yx+r0YdoOUxOo4N0Uin1+v3h1/vbe9dVXTl1bR732+19u7ler+f79X6+r+strmev9+ttVKc8K9+/qut+1KSmmSyLFy+Gl5cXCgsLsWfPHnz55ZfQ09M8kUlfXx+9e/fW6piVmjRpojYLpmpelcUOIQT09fWRmZmJnJycGgsLX3/9Nc6ePYuPPvoI3377rdqYlSrHLC4uZrGCiIiIiIieChYrHtGYMWMwefJk3L59G/369atxTQltmZiY1PiltXPnzrLfeIeEhCA0NFR6VOjdu3er3ffIkSMYP348+vfvj02bNqn129raory8HJmZmbIvwaWlpbhz5450i4ulpSUMDAyk2zGqqmx73NthalJ5C0d1x696bFtbW9y8eVNjHKCeZ+X7V3Utj5rUVJRxd3eXPsshQ4agqKgIkydPxiuvvAI7Ozutxn8cBw4cwNixY5GXlweFQoG33nqrxqLCnTt3MGPGDBw4cKDamSVnz56Fl5cXCgoKUFFRgREjRqBjx45P6xSIiIiIiOg5xjUrHtHQoUOhp6eH//73v0/8KSDViYmJwZEjR6Rt/PjxAB4+iQMArly5onG/kydPYujQoejUqRPi4uKgVKrXqDw8PAAASUlJsvakpCRUVFRI/Xp6enB3d1eLqzyOo6MjzMzMHvUUa+Xm5galUql2/NLSUiQnJ0t5Ag/P6cKFC2pP6Th58qTUX1Xl+9e2bdsnnveKFStQUlKC5cuXP/GxNenfvz9yc3Nx584dhIWFoVu3bjXGT5s2DZMnT4abm1u1Me7u7sjNzUVeXh4+//xztafPEBERERERPSksVjwiU1NThIeHIzQ0FAMHDnwmx/T09ETv3r2lrXJByObNm8POzk5jASE1NRX9+/eHg4MD9u/fX+1sgJ49e8LS0hLh4eGy9vDwcBgbG6N///5S24gRI5CYmCg7XlpaGr7//nu1dRSeNHNzc/Tu3RvR0dGyp45s27YNhYWFsuOPGDEC5eXliIyMlNru37+PLVu2oGvXrmozHH777TcoFIpav9g/CicnJwwfPhxbt26VnsbyLFhaWmLWrFn417/+hf/9738aY7788ktcvnwZ8+fP12pMU1NTTJo0CevXr1dba4OIiIiIiOhJ4G0gjyEoKEjr2KSkJHzwwQdq7T4+PnjllVceO5fBgwdjz549EEJIv+0uKCiAr68v7t69i7lz5+LAgQOyfZycnKQv5kZGRli2bBmmT58Of39/+Pr64tixY4iOjsby5cthaWkp7RccHIyoqCj0798fc+bMQYMGDbBmzRo0bdoU77zzjtr5/fjjj7WupwFAen/OnTsH4GEB4ueffwYAvPfee1Lc8uXL0b17d3h7e2PKlCm4ceMGwsLC0LdvX/j5+UlxXbt2hb+/PxYsWIDMzEw4OzvjP//5D9LT0/Hvf/9b7fhHjhyBp6endFvNkzZ37lzExcVh3bp1WLFixVM5hiYVFRUoKyvDxYsX0b59e7X+Q4cO4ffff4eNjQ0AoKysDABgY2ODsLCwaq/zsrIypKWlPbNiHRERERERPUcEaWXLli0CgEhMTKwxzt7eXvTv31/WBqDabdmyZUIIIby9vYWrq+sj53fq1CkBQBw7dkxqu3LlSo3HDgoKUhsnMjJSvPDCC0KlUgknJyexdu1aUVFRoRZ3/fp1MWLECNGwYUNhamoqBgwYIC5evKgW17FjR2FjY6PVOdSU618dO3ZMdO/eXRgaGgpra2sxffp0kZ+frxZXXFws5syZI2xsbISBgYHo3LmzOHTokFpcbm6uUKlU4vPPP681z4SEBAFAxMfH16lPCCF8fHxEw4YNRW5urhBCiKCgIGFiYlLrMbWRkpIiAIh58+aJ27dvCyGEyMzMFJMnTxbm5ubizz//1LhfTk6OuH79urTFxcUJACI9PV0UFhYKIYTYtGmTuHr1qqioqBB5eXli8eLFokGDBuL06dNPJHciIiIiIvpnq/y+kpKSolW8QggtfuVNfwu9evVCs2bNsG3btvpOBcDDmR2WlpZYt24dpk+fXt/p1GjdunVYtWoVLl++/FSfZvI0nTt3Dm5ubujRowd+//13FBYWomHDhujcuTMWL16MTp06AQCuXbsGFxcXHDx4EF5eXmrj/PDDD3j11VdRVlYmrW8yZcoUfPPNN7h79y6MjY3Rrl07LFiwoM5PMSEiIiIioudT5feVlJQUuLq61hrPYsU/yMmTJ+Hl5YWLFy/C3t6+vtPBgQMHMH36dFy4cAEqlaq+06lWWVkZnJycMH/+fAQHB9d3Oo+srn/5iYiIiIiInpW6fl/hmhX/IF27dkVpaWl9pyHp37+/bGFOXdWgQQNcu3atvtMgIiIiIiKi/49PAyEiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFhBRERERERERDqFxQoiIiIiIiIi0iksVhARERERERGRTmGxgoiIiIiIiIh0CosVRERERERERKRTWKwgIiIiIiIiIp3CYgURERERERER6RQWK4iIiIiIiIhIp7BYQUREREREREQ6hcUKIiIiIiIiItIpLFYQERERERERkU5hsYKIiIiIiIiIdAqLFURERERERESkU1isIDVbt26FQqFAUlKSrD0vLw9dunSBoaEhDh06BAAIDQ2FQqFA06ZNUVRUpDaWg4MDBgwYIGtTKBRQKBQICwvT+tiaVB77r5uhoaHG+H//+99o27YtDA0N0bp1a6xfv77WYwwaNAjGxsYoKCioNmbs2LFQqVS4c+eO1JabmwtDQ0MoFAqkpqZq3G/ChAka86/pHIiIiIiIiJ4HyvpOgP4e8vPz0bdvX5w5cwZ79uyBn5+frD8zMxPh4eF45513tB7z448/xrRp02BsbPxYuYWHh8PU1FR6ra+vrxYTERGBN954A8OHD8fbb7+NY8eOYebMmSgqKsK8efOqHXvs2LH4+uuvsWfPHowfP16tv6ioCF999RX8/PzQuHFjqT0+Ph4KhQI2NjaIiYnBBx98oHF8AwMDfP7552rtms6BiIiIiIjoecFiBdWqoKAAvr6+SE5Oxu7du9GvXz+1GA8PD3z88ccIDg6GkZFRrWN6eHggOTkZmzZtwttvv/1Y+Y0YMQJWVlbV9hcXF2PRokXo378/du7cCQCYPHkyKioqsGzZMkyZMgWNGjXSuO+gQYNgZmaG2NhYjcWKr776Cvfu3cPYsWNl7dHR0Xjttddgb2+P2NjYaosVSqUSgYGB2p4qERERERHRc4G3gVCNCgsL4efnh1OnTmHXrl3o37+/xrjFixcjIyMD4eHhWo3r6emJnj17YtWqVSguLn6sHIUQyM/PhxBCY39CQgLu3LmD4OBgWfv06dNx7949HDhwoNqxjYyMMGzYMHz33XfIzMxU64+NjYWZmRkGDRoktV27dg3Hjh1DQEAAAgICcOXKFZw4ceIRz46IiIiIiOj5w2IFVevevXvo168fEhMTER8fr7b2RFVeXl51Lj6EhobWqcBRHUdHR5ibm8PMzAyBgYHIyMiQ9Z8+fRoA0KlTJ1l7x44doaenJ/VXZ+zYsXjw4AHi4uJk7Tk5OTh8+DCGDh0qm02yfft2mJiYYMCAAejSpQucnJwQExNT7fjZ2dlqW35+fo05ZWZm4ty5c7Lt0qVLAICNGzfCyckJ5ubmsLKykmbF1DRWUFAQWrVqBVNTUzg4OGDBggW4f/++FPPf//4XnTp1gqWlJRo2bAgXF5fH/tyIiIiIiIiqw2IFVSsoKAgnT55EfHy8bOZAdUJCQpCRkYFNmzZpNb6XlxdeffVVfPzxx480u6JRo0aYMWMGIiIisHPnTvzrX//Cjh074OXlJfuyf+vWLejr66NJkyay/VUqFRo3bow///yzxuP07NkTtra2iI2NlbXHx8ejrKxM7RaQmJgYDB48WCpgjBo1CnFxcXjw4IHa2Pfu3YO1tbXaNnLkyBpz2rhxI9zc3GTbkCFDAAD9+vVDUlIS8vLy8Oeff6Jv377w9fVFeXm5xrEKCwvxwgsv4OjRo8jPz8fRo0dx4MAB2VoeTk5OiI+PlwopX375JUJCQrB///4a8yQiIiIiInoULFZQtTIyMmBoaAg7Ozut4nv06IFXX321zrMrbt++rXWBo6pZs2Zh/fr1GDNmDIYPH45169bhP//5Dy5evIiNGzdKccXFxVCpVBrHMDQ0rDVXfX19BAQE4JdffkF6errUHhsbi6ZNm6JXr15S25kzZ3D27FmMHj1aahs9ejSys7Nx+PBhjcc/cuSI2rZixYoacwoODkZKSops27t3LwCgVatW0hocQgjo6+sjMzMTOTk5GsdydHTEwoUL4eTkBD09PTg7O+P1119HQkKCFGNtbY1WrVpBT08PQgjpqSW///57jXkSERERERE9ChYrqFoRERFQqVTw8/NDWlqaVvvUtfhQW4GjuLgYt2/flm01GTNmDGxsbHD06FGpzcjICKWlpRrjS0pKtFoQtHL2ROXsihs3bkjrUlR9ckd0dDRMTEzg6OiIS5cu4dKlSzA0NISDg4PGW0H09fXRu3dvtc3Dw6PGfJo0aQJXV1fZ5uzsLPUfOHAAFhYWMDQ0xNtvv4233noL1tbWtZ5npW+//RYdOnRQa7e3t4ehoSHatWsHKysrjBs3TusxiYiIiIiItMViBVXLxcUF33zzDYqLi9GnTx9cv3691n169OgBHx+fOs2uCAkJwe3btxEREaHWt2PHDtja2sq22tjZ2clmEdja2qK8vFxtgczS0lLcuXMHzZo1q3XMjh074sUXX8T27dsBPFyXQgghuwVECIHt27fj3r17cHFxQevWraUtPT0dX331FQoLC2s91pPQv39/5Obm4s6dOwgLC0O3bt203nfZsmU4ffq0xieYXL16FQUFBfj2228xfPhwmJmZPcm0iYiIiIiIALBYQbXo0qUL9u7di8zMTPTp0wdZWVm17lM5u0JT8UETb29v+Pj4YOXKlWoFDl9fX7VbJGoihEB6erpsFkHlLIWkpCRZbFJSEioqKmqdxVBp7NixSElJwZkzZxAbG4vWrVujc+fOUv+PP/6IGzduYOnSpYiPj5dtkZGRKCoqkm7VeFYsLS0xa9Ys/Otf/8L//ve/WuPff/99REZG4ocffkCLFi00xqhUKvTp0wfZ2dl4//33n3TKREREREREUNZ3AqT7evXqhe3bt8Pf3x9+fn5ISEhAw4YNq42vWnyo7nGifxUaGgofHx9ERkbK2muaTZGVlaV2a0N4eDiysrLg5+cntfXs2ROWlpYIDw/Ha6+9Jos1Njau9nGsfzV27Fi8//77WLx4MZKTkxEaGirrr7wFZO7cuTA0NFTb/+OPP0ZMTAwCAwO1Ot6TUlFRgbKyMly8eBHt27fXGCOEwIwZM3D48GEcO3YMDg4OtY5bVlaGa9euPeFsiYiIiIiIWKwgLQ0dOhRRUVF4/fXXMWjQIBw6dEjjF/JKISEhePXVV7Ue39vbG97e3vjxxx+13sfe3h6jRo2Cu7s7DA0N8fPPP+PLL7+Eh4cHpk6dKsUZGRlh2bJlmD59Ovz9/eHr64tjx44hOjoay5cvh6WlpVbHa9WqFbp3746vvvoKAGS3gNy/fx+7du1Cnz59qn1fBg0ahE8++QSZmZnSk0kePHiA6OhojfFDhw6FiYmJVrlVtW3bNrz11lto2rQpsrKysGjRIqhUKnh6emqMf/DgAYKCgpCcnIxjx45pLA7t3r0bTk5OcHFxgRAC+/fvR3R0NMLCwuqcHxERERERUW1YrCCtTZw4ETk5OZgzZw78/f2xZ8+eamN9fHzqXHwIDQ2tU4Fj7NixOHHiBHbt2oWSkhLY29vj3XffxaJFi2BsbCyLDQ4ORoMGDRAWFoZ9+/bBzs4Oa9euxaxZs7Q+XtVjdunSRW1By9zcXAwcOLDafQcOHIiwsDB8+eWXmDlzJoCHRY7qFqm8cuXKIxUrfvnlF2zZsgWFhYVo2LAhOnfujKNHj0pFiGvXrsHFxQUHDx6El5cXjh8/jtjYWBgYGKB169aysSrX2MjIyMCCBQtw8+ZNKJVKtGrVCmFhYQgODq5zfkRERERERLVRCG3n6RORTjt37hzc3NyQkpICV1fX+k6HiIiIiIhIUtfvK1xgk4iIiIiIiIh0CosVRERERERERKRTWKwgIiIiIiIiIp3CYgURERERERER6RQWK4iIiIiIiIhIp7BYQUREREREREQ6hcUKIiIiIiIiItIpLFYQERERERERkU5hsYKIiIiIiIiIdAqLFURERERERESkU1isICIiIiIiIiKdwmIFEREREREREekUFiuIiIiIiIiISKewWEFEREREREREOoXFCiIiIiIiIiLSKSxWEBEREREREZFOYbGCiIiIiIiIiHQKixUks3XrVigUCiQlJcna8/Ly0KVLFxgaGuLQoUMAgNDQUCgUCjRt2hRFRUVqYzk4OGDAgAGyNoVCAYVCgbCwMK2PrUnlsf+6GRoaaoz/97//jbZt28LQ0BCtW7fG+vXraz2Gtjmlp6fLcmjQoAGsrKzQvXt3LFy4ENeuXavxGO+++y4UCgVGjRqlVU5ERERERET/dMr6ToB0X35+Pvr27YszZ85gz5498PPzk/VnZmYiPDwc77zzjtZjfvzxx5g2bRqMjY0fK7fw8HCYmppKr/X19dViIiIi8MYbb2D48OF4++23cezYMcycORNFRUWYN2/eYx2/qtGjR+O1115DRUUF7t69i8TERKxbtw6ffPIJ/v3vfyMgIEBtHyEEtm/fDgcHB3z99dcoKCiAmZnZE8uJiIiIiIjo74jFCqpRQUEBfH19kZycjN27d6Nfv35qMR4eHvj4448RHBwMIyOjWsf08PBAcnIyNm3ahLfffvux8hsxYgSsrKyq7S8uLsaiRYvQv39/7Ny5EwAwefJkVFRUYNmyZZgyZQoaNWr0WDlUeumllxAYGChru3r1Kvr27YugoCC0bdsW7du3l/X/8MMPuHHjBr7//nv4+vpi9+7dCAoKeiL5EBERERER/V3xNhCqVmFhIfz8/HDq1Cns2rUL/fv31xi3ePFiZGRkIDw8XKtxPT090bNnT6xatQrFxcWPlaMQAvn5+RBCaOxPSEjAnTt3EBwcLGufPn067t27hwMHDjzW8Wtjb2+PrVu3orS0FKtWrVLrj4mJgYuLC1599VX07t0bMTExTzUfIiIiIiKivwMWK0ije/fuoV+/fkhMTER8fLza2hNVeXl51bn4EBoaWqcCR3UcHR1hbm4OMzMzBAYGIiMjQ9Z/+vRpAECnTp1k7R07doSenp7U/zR169YNTk5OOHLkiKz9/v372LVrF0aPHg3g4W0k33//PW7fvl3rmJmZmTh37pxsu3Tp0lPJn4iIiIiI6FljsYI0CgoKwsmTJxEfH49BgwbVGh8SEoKMjAxs2rRJq/G9vLzw6quv4uOPP36k2RWNGjXCjBkzEBERgZ07d+Jf//oXduzYAS8vL+Tn50txt27dgr6+Ppo0aSLbX6VSoXHjxvjzzz/rfOxH4ebmhqysLFlu+/fvR25urrSWxZAhQ9CgQQN8+eWXtY63ceNGuLm5ybYhQ4ZI/UIIhISEoFmzZjAxMUGPHj2QkpJS7XiDBg1C8+bN0bBhQ9ja2mLixIm4c+eOLGbnzp148cUXYWRkhLZt22L37t11fBeIiIiIiIi0w2IFaZSRkQFDQ0PY2dlpFd+jRw+8+uqrdZ5dcfv2ba0LHFXNmjUL69evx5gxYzB8+HCsW7cO//nPf3Dx4kVs3LhRiisuLoZKpdI4hqGh4WPfhqKtykVACwoKpLaYmBh06tQJzs7OAAAzMzP0799fq1tBgoODkZKSItv27t0r9a9evRqbN2/G4cOHkZ2dDU9PT/j6+qKwsFDjeMuWLcOlS5eQn5+P8+fPo7i4GFOmTJH6T548icDAQCxfvhz5+fn44IMPMHbsWK2e3EJERERERFRXLFaQRhEREVCpVPDz80NaWppW+9S1+FBbgaO4uBi3b9+WbTUZM2YMbGxscPToUanNyMgIpaWlGuNLSkq0WhD0SagsElQ+6SM3NxfffPMNvL29cenSJWnz9PREUlISLly4UON4TZo0gaurq2yrLHoAD2dezJkzB+7u7jAyMsKyZctQWlqKPXv2aByvffv2svdCT09P9rlv2rQJ/fr1w/Dhw9GgQQMMHz4cfn5+j30bDxERERERkSYsVpBGLi4u+Oabb1BcXIw+ffrg+vXrte7To0cP+Pj41Gl2RUhICG7fvo2IiAi1vh07dsDW1la21cbOzg45OTnSa1tbW5SXlyMzM1MWV1paijt37qBZs2Za5fm4UlJS0KRJEzRs2BAAEB8fj/v37yMsLAytW7eWtsqnozzOQpsFBQVIT09Hly5dpDalUokOHTrUuEbHggULYGZmBktLS+zduxchISFSX3Jysmw8AOjcufMzWfODiIiIiIiePyxWULW6dOmCvXv3IjMzE3369EFWVlat+1TOrtBUfNDE29sbPj4+WLlypVqBw9fXF0eOHJFtNRFCID09HdbW1lKbh4cHAKjdrpCUlISKigqp/2n65ZdfcPnyZfTt21dqi4mJgZubG+Lj49W23r17IzY29pGPVzmLw8LCQtbeqFEj2ZoZf/XRRx+hoKAAFy9exNtvv402bdpIffn5+XUej4iIiIiI6FEp6zsB0m29evXC9u3b4e/vDz8/PyQkJEizAzSpWnyo7nGifxUaGgofHx9ERkbK2muaTZGVlSUrSgBAeHg4srKy4OfnJ7X17NkTlpaWCA8Px2uvvSaLNTY2rvZxrE/K1atXMWHCBKhUKsydOxcAcP36dfz0009YsmQJRowYobZPaWkpxo4di5MnT6Jr1651Pmbl+hi5ubmy9rt376J58+a17u/s7IxBgwbB19cX169fR4MGDdCwYUON49V0LRARERERET0qFiuoVkOHDkVUVBRef/11DBo0CIcOHYKhoWG18SEhIXj11Ve1Ht/b2xve3t748ccftd7H3t4eo0aNgru7OwwNDfHzzz/jyy+/hIeHB6ZOnSrFVa7XMH36dPj7+8PX1xfHjh1DdHQ0li9fDktLS62Ot3nzZhw6dEitfdasWdKfT506hejoaFRUVCA3NxeJiYnYtWsXFAoFtm3bhnbt2gEAYmNjIYSo9ikrr732GpRKJWJiYh6pWGFmZgYHBwckJiaiW7duAIAHDx4gOTkZ48aN02qMsrIyZGRkIC8vD1ZWVvDw8EBiYqIsJikpCR06dKhzfkRERERERLVhsYK0MnHiROTk5GDOnDnw9/evdqFGAPDx8alz8SE0NLROBY6xY8fixIkT2LVrF0pKSmBvb493330XixYtgrGxsSw2ODgYDRo0QFhYGPbt2wc7OzusXbtWVmioTXULSU6YMEH68/bt27F9+3YolUo0bNgQrVu3xuzZs/HGG2+gZcuWUlxMTAxatmyJ9u3baxzTwsICr7zyCnbs2IE1a9ZAqaz7X9Pg4GCsXr0aPXv2hJOTEz744AM0aNAAQ4cOVYu9cOECUlJS0Lt3b5iZmeHChQuYO3cuOnfuDCsrKwDA1KlT4ePjgz179mDAgAHYv38/Dh48iJ9++qnOuREREREREdVGIbSdq09EOu3cuXNwc3NDSkoKXFxcEBISgsjISOTn56NTp07YsGED3N3dce3aNbi4uODgwYPw8vJCWloaJk2ahJSUFDx48ABWVlbw9fXFkiVLYGNjI40fHx+P999/H+np6XBwcMDy5csxfPjwejxjIiIiIiL6u6j6fcXV1bXWeBYriP4h6vqXn4iIiIiI6Fmp6/cVPg2EiIiIiIiIiHQKixVEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFhBRERERERERDqFxQoiIiIiIiIi0iksVhARERERERGRTmGxgoiIiIiIiIh0CosVRERERERERKRTWKwgIiIiIiIiIp3CYgURERERERER6RQWK4iIiIiIiIhIp7BYQUREREREREQ6hcUKIiIiIiIiItIpLFbQE+Xj4wMfH5/6ToOIiIiIiIj+xliseA5t3boVCoUChoaGuHnzplq/j48P3Nzc6iGzR+fj4wOFQiFtKpUKrVq1wpQpU3D9+vX6To+IiIiIiIjqQFnfCVD9uX//PlasWIH169c/sTG//fbbJzZWXbVo0QIfffQRAKC0tBTnz5/Hpk2bcPjwYaSmpsLY2LjeciMiIiIiIiLtsVjxHPPw8EBUVBQWLFiAZs2aPZExVSrVExnnUZibmyMwMFDW1qpVK8yYMQPHjx9Hnz596ikzIiIiIiIiqgveBvIcW7hwIcrLy7FixYpaY7ds2YKePXuiSZMmMDAwgIuLC8LDw9Xiqq5ZkZGRAaVSiSVLlqjFpaWlQaFQ4LPPPpPacnNzMXv2bNjZ2cHAwADOzs5YuXIlKioqHvkcbWxsAABK5f/V5a5evYrg4GC88MILMDIyQuPGjeHv74/09HQp5o8//oBCocDatWvVxjxx4gQUCgW2b98utd28eROvv/46mjZtCgMDA7i6umLz5s1q+65fvx6urq4wNjZGo0aN0KlTJ8TGxj7y+REREREREf0TcWbFc6xVq1YYP348oqKiMH/+/BpnV4SHh8PV1RWDBg2CUqnE119/jeDgYFRUVGD69Oka92natCm8vb0RFxeHkJAQWd+OHTugr68Pf39/AEBRURG8vb1x8+ZNTJ06FS1btsSJEyewYMEC3Lp1C+vWrav1fMrLy5GdnQ0AKCsrQ2pqKkJCQuDs7AxPT08pLjExESdOnEBAQABatGiB9PR0hIeHw8fHB+fPn4exsTEcHR3h6emJmJgYvPXWW7LjxMTEwMzMDIMHDwbwsCjz8ssvQ6FQYMaMGbC2tsbBgwcxadIk5OfnY/bs2QCAqKgozJw5EyNGjMCsWbNQUlKCM2fO4OTJkxgzZkyt51dVZmYmsrKyZG2XLl2q0xhEREREREQ6S9BzZ8uWLQKASExMFJcvXxZKpVLMnDlT6vf29haurq6yfYqKitTG8fX1FY6OjrI2b29v4e3tLb2OiIgQAMTZs2dlcS4uLqJnz57S62XLlgkTExNx4cIFWdz8+fOFvr6+uHbtWo3n5O3tLQCobW3bthV//PFHrefyyy+/CADiiy++UMs9NTVVaistLRVWVlYiKChIaps0aZKwtbUV2dnZsjEDAgKEubm5dLzBgwerva+PKiQkROP5AhApKSmioqJCLF68WNja2gpjY2Ph5eWl9hlUysjIEOPHjxcODg7CxMRE2Nvbi/nz54uSkhKN8Xv37hUAxNixY5/IuRARERER0T9fSkqK9H1FG7wN5Dnn6OiIcePGITIyErdu3ao2zsjISPpzXl4esrOz4e3tjT/++AN5eXnV7jds2DAolUrs2LFDaktJScH58+cxatQoqS0+Ph5eXl5o1KgRsrOzpa13794oLy/HTz/9VOu5ODg44MiRIzhy5AgOHjyIdevWIS8vD/369ZPNQqh6LmVlZbhz5w6cnZ1hYWGBU6dOSX0jR46EoaEhYmJipLbDhw8jOztbWhtDCIFdu3Zh4MCBEELIcvf19UVeXp40poWFBW7cuIHExMRaz6U2wcHBSElJkW179+6V+levXo3NmzdL+Xp6esLX1xeFhYVqYxUWFuKFF17A0aNHkZ+fj6NHj+LAgQOYN2+eWmx2djZmz54tm6lCRERERET0pLFYQXjvvffw4MGDGteuOH78OHr37g0TExNYWFjA2toaCxcuBIAaixVWVlbo1asX4uLipLYdO3ZAqVRi2LBhUtvFixdx6NAhWFtby7bevXsDeHjbAwBkZWXh9u3b0lb1y7eJiQl69+6N3r17w8/PD7NmzcK+ffuQlpYmO7fi4mIsXrxYWhvDysoK1tbWyM3NlZ2LhYUFBg4cKFtTIiYmBs2bN0fPnj2lfHJzcxEZGamW+8SJE2W5z5s3D6ampujSpQtat26N6dOn4/jx49W+dzVp0qQJXF1dZZuzs7PUv3HjRsyZMwfu7u4wMjLCsmXLUFpaij179qiN5ejoiIULF8LJyQl6enpwdnbG66+/joSEBLXYqVOnYtasWbJjERERERERPWlcs4Lg6OiIwMBAREZGYv78+Wr9ly9fRq9evfDiiy9izZo1sLOzg0qlwjfffIO1a9fWugBmQEAAJk6ciOTkZHh4eCAuLg69evWClZWVFFNRUYE+ffrg3Xff1ThGmzZtAACdO3fG1atXpfaQkBCEhoZWe+yOHTvC3NxcNjPjzTffxJYtWzB79mx069YN5ubmUCgUCAgIUDuX8ePHIz4+HidOnIC7uzv27duH4OBg6OnpSXkDQGBgIIKCgjTm0K5dOwBA27ZtkZaWhv379+PQoUPYtWsXNm7ciMWLF2tchPRRFRQUID09HV26dJHalEolOnTogNOnT2PcuHG1jvHtt9+iQ4cOsrbo6GhkZmZi5syZeP31159YvkRERERERH/FYgUBeDi7Ijo6GitXrlTr+/rrr3H//n3s27cPLVu2lNo1/eZdkyFDhmDq1KnSrSAXLlzAggULZDFOTk4oLCyUZlJUJyYmBsXFxdJrR0fHWo9fXl4um4Gxc+dOBAUFISwsTGorKSlBbm6u2r5+fn6wtrZGTEwMunbtiqKiItmXfWtra5iZmaG8vLzW3IGHsz9GjRqFUaNGobS0FMOGDcPy5cuxYMECGBoa1rq/NirP1cLCQtbeqFEj5Ofn17r/smXLcPr0adntKjdv3sS8efPwww8/SIUaIiIiIiKip4XFCgLwsFgQGBiIiIgI2Nvbyx71qa+vD+Dh+gyV8vLysGXLFq3GtrCwgK+vL+Li4iCEgEqlwpAhQ2QxI0eORGhoKA4fPgxfX19ZX25uLkxNTaFUKuu8VkJCQgIKCwvRvn172flUPRfg4SNFy8vL1fZXKpUYPXo0YmNjkZqaCnd3d2mmROVYw4cPR2xsLFJSUuDm5ibbPysrC9bW1gCAO3fuoHHjxlKfSqWCi4sLDh48iLKysidWrDA1NQUAteLL3bt30bx58xr3ff/997F161b88MMPaNGihdQ+adIkvPPOO2jduvUTyZGIiIiIiKgmLFaQZNGiRdi2bRvS0tLg6uoqtfft2xcqlQoDBw7E1KlTUVhYiKioKDRp0qTGRTmrGjVqFAIDA7Fx40b4+vqq/dZ/7ty52LdvHwYMGIAJEyagY8eOuHfvHs6ePYudO3ciPT1ddtuIJnl5eYiOjgYAPHjwAGlpaQgPD4eRkZHs9pYBAwZg27ZtMDc3h4uLC3755RccPXpUVkioavz48fj000+RkJCgcebJihUrkJCQgK5du2Ly5MlwcXFBTk4OTp06haNHjyInJ0d6H21sbODp6YmmTZsiNTUVn332Gfr37w8zMzOt3kdtmJmZwcHBAYmJiejWrZv0fiQnJ1d7C4gQAjNmzMDhw4dx7NgxODg4yPoPHz6MxMREfPjhhwD+b/bGoUOHcPPmTRgYGDyx/ImIiIiIiFisIImzszMCAwPxn//8R9b+wgsvYOfOnXjvvfcwZ84c2NjYYNq0abC2ttZ67YJBgwbByMgIBQUFsqeAVDI2NsaPP/6IDz/8EPHx8fjiiy/QsGFDtGnTBkuWLIG5uXmtx7hx44b0ZVyhUKBRo0bw9vZGSEgIPDw8pLhPPvkE+vr6iImJQUlJCTw9PXH06FG1GR2VOnbsCFdXV6SmpmLs2LFq/U2bNsWvv/6KpUuXYvfu3di4cSMaN24MV1dXWXFj6tSpiImJwZo1a1BYWIgWLVpg5syZeO+992o9t7oKDg7G6tWr0bNnTzg5OeGDDz5AgwYNMHToULXYBw8eICgoCMnJyTh27BhsbW3VYq5fvy57/fbbb+PBgwf49NNPWaggIiIiIqInTiH+Oh+eiNR06NABlpaW+O677+o7lWqdO3cObm5uSElJgYuLC0JCQhAZGYn8/Hx06tQJGzZsgLu7O65duybdfuLl5YUff/wRPj4+MDAwkN3+A0Djo04BYMKECXjw4IE0k4WIiIiIiKgmVb+vVJ3JXx0WK4hqkZSUhM6dO2Pr1q3VPvFDF9T1Lz8REREREdGzUtfvK7wNhKgaKSkp+O233xAWFgZbW1uNt68QERERERHRk8dnEBJVY+fOnZg4cSLKysqwffv2J/a0DiIiIiIiIqoZixVE1QgNDUVFRQVSU1Ph7e1d3+kQERERERE9N1isICIiIiIiIiKdwmIFEREREREREekUFiuIiIiIiIiISKewWEFEREREREREOoXFCiIiIiIiIiLSKSxWEBEREREREZFOYbGCiIiIiIiIiHQKixVEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFhBRERERERERDqFxYp/GB8fH/j4+NR3GkRERERERESPjMWKerB161YoFAoYGhri5s2bav0+Pj5wc3Orh8wenY+PDxQKhbSpVCq0atUKU6ZMwfXr1+s7vUe2Zs0aKBQKHD16tNqYqKgoKBQK7Nu3T9bepUsXKBQKhIeHa9yv8jqobvvvf//7RM+FiIiIiIjo70JZ3wk8z+7fv48VK1Zg/fr1T2zMb7/99omNVVctWrTARx99BAAoLS3F+fPnsWnTJhw+fBipqakwNjaut9weVUBAAObOnYvY2Fj07t1bY0xsbCwaN26Mfv36SW0XL15EYmIiHBwcEBMTg2nTplV7jKVLl6JVq1Zq7c7Ozo9/AkRERERERH9DLFbUIw8PD0RFRWHBggVo1qzZExlTpVI9kXEehbm5OQIDA2VtrVq1wowZM3D8+HH06dOnnjJ7dM2aNcOrr76K3bt3Izw8HAYGBrL+mzdv4qeffsKUKVPQoEEDqT06OhpNmjRBWFgYRowYgfT0dDg4OGg8Rr9+/dCpU6eneRpERERERER/K7wNpB4tXLgQ5eXlWLFiRa2xW7ZsQc+ePdGkSRMYGBjAxcVF4+0FVdesyMjIgFKpxJIlS9Ti0tLSoFAo8Nlnn0ltubm5mD17Nuzs7GBgYABnZ2esXLkSFRUVj3yONjY2AACl8v/qYlevXkVwcDBeeOEFGBkZoXHjxvD390d6eroU88cff0ChUGDt2rVqY544cQIKhQLbt2+X2m7evInXX38dTZs2hYGBAVxdXbF582a1fdevXw9XV1cYGxujUaNG6NSpE2JjY2s8h8DAQOTl5eHAgQNqfV9++SUqKiowduxYWXtsbCxGjBiBAQMGwNzcvNZjEBERERER0f9hsaIetWrVCuPHj0dUVBT+/PPPGmPDw8Nhb2+PhQsXIiwsDHZ2dggODsaGDRuq3adp06bw9vZGXFycWt+OHTugr68Pf39/AEBRURG8vb0RHR2N8ePH49NPP4WnpycWLFiAt99+W6vzKS8vR3Z2NrKzs3Hr1i18//33CAkJgbOzMzw9PaW4xMREnDhxAgEBAfj000/xxhtv4LvvvoOPjw+KiooAAI6OjvD09ERMTIzacWJiYmBmZobBgwcDeFiUefnll3H06FHMmDEDn3zyCZydnTFp0iSsW7dO2i8qKgozZ86Ei4sL1q1bhyVLlsDDwwMnT56s8byGDRsGQ0NDjQWH2NhY2Nvby87v5MmTuHTpEkaPHg2VSoVhw4ZpPI9KeXl50vtWud25c6fGnDIzM3Hu3DnZdunSpRr3ISIiIiIi+tsQ9Mxt2bJFABCJiYni8uXLQqlUipkzZ0r93t7ewtXVVbZPUVGR2ji+vr7C0dFR1ubt7S28vb2l1xEREQKAOHv2rCzOxcVF9OzZU3q9bNkyYWJiIi5cuCCLmz9/vtDX1xfXrl2r8Zy8vb0FALWtbdu24o8//qj1XH755RcBQHzxxRdquaempkptpaWlwsrKSgQFBUltkyZNEra2tiI7O1s2ZkBAgDA3N5eON3jwYLX3VVv+/v7C0NBQ5OXlSW2///67ACAWLFggi50xY4aws7MTFRUVQgghvv32WwFAnD59WhZXeR1o2gwMDGrMJyQkpNp9U1JSREVFhVi8eLGwtbUVxsbGwsvLS+0aqGrRokXCw8NDNGjQQHh6eqr1P3jwQCxcuFC0bNlSmJqaijZt2ohNmzbV9rYREREREREJIYRISUmRvq9ogzMr6pmjoyPGjRuHyMhI3Lp1q9o4IyMj6c+Vv4n39vbGH3/8gby8vGr3GzZsGJRKJXbs2CG1paSk4Pz58xg1apTUFh8fDy8vLzRq1Ej2G/7evXujvLwcP/30U63n4uDggCNHjuDIkSM4ePAg1q1bh7y8PPTr1w9ZWVkaz6WsrAx37tyBs7MzLCwscOrUKalv5MiRMDQ0lM1KOHz4MLKzs6W1MYQQ2LVrFwYOHAghhCx3X19f5OXlSWNaWFjgxo0bSExMrPVc/iowMBAlJSXYvXu31FY506LqLSAPHjzAjh07MGrUKCgUCgCQbt+pbnbFhg0bpPet6vtXk+DgYKSkpMi2vXv3Sv2rV6/G5s2bpffL09MTvr6+KCws1Diek5MTli5diilTpmjs37hxIyIjI7F//34UFBQgMjISs2fPrtcFXYmIiIiI6B/sqZZOSKOqMyuEEGqzKzTNrPj5559Fr169hLGxsdpv0q9evSrF/XVmhRAPZ2C0adNGev3ee+8JpVIpsrKypDYjI6Nqf1MPQKxZs0YIIURmZqa4deuWtBUUFFSbsxBCJCUlCQDi7bffltqKiorE+++/L1q0aCEUCoXsOBMnTpTt7+/vL5s9EhAQIJo3by7Ky8uFEEJkZGTUmDcAsXv3biGEEOfPnxfNmzcXAISzs7MIDg4WP//8c00flaS0tFRYWlqKPn36SG2tW7cW7du3l8UdOHBAABBxcXHi4sWL0jZq1ChZ3kKoXwePq2ql0sHBQaxbt07qKysrE1ZWVrKZK5qEhIRonFkxc+ZMMWTIEFlbx44dxYoVK55I7kRERERE9M9W15kVfBqIDnB0dERgYCAiIyMxf/58tf7Lly+jV69eePHFF7FmzRrY2dlBpVLhm2++wdq1a2tdADMgIAATJ05EcnIyPDw8EBcXh169esHKykqKqaioQJ8+ffDuu+9qHKNNmzYAgM6dO+Pq1atSe0hICEJDQ6s9dseOHWFubi6bmfHmm29iy5YtmD17Nrp16wZzc3MoFAoEBASoncv48eMRHx+PEydOwN3dHfv27UNwcDD09PSkvIGHMx+CgoI05tCuXTsAQNu2bZGWlob9+/fj0KFD2LVrFzZu3IjFixdrXIS0qgYNGmDkyJGIiopCRkYGrl27hosXL2LVqlWyuMrZEyNHjtQ4zo8//ohXX321xmM9roKCAqSnp6NLly5Sm1KpRIcOHXD69GmMGzeuzmNOmTIFI0eOxOnTp9G+fXskJCTg8uXLsse1EhERERERPSksVuiI9957D9HR0Vi5cqVa39dff4379+9j3759aNmypdSekJCg1dhDhgzB1KlTpVtBLly4gAULFshinJycUFhYiN69e9c4VkxMDIqLi6XXjo6OtR6/vLxcdvvBzp07ERQUhLCwMKmtpKQEubm5avv6+fnB2toaMTEx6Nq1K4qKimRftq2trWFmZoby8vJacwcAExMTjBo1CqNGjUJpaSmGDRuG5cuXY8GCBTA0NKxx37Fjx2LTpk3YsWMHrly5AoVCgdGjR0v99+7dw1dffYVRo0ZhxIgRavvPnDkTMTExT71YUfleW1hYyNobNWqE/Pz8RxqzVatW6Nu3Lzp16gSFQgE9PT2sW7dOKgQRERERERE9SSxW6AgnJycEBgYiIiIC9vb2skd96uvrA3i4PkOlvLw8bNmyRauxLSws4Ovri7i4OAghoFKpMGTIEFnMyJEjERoaisOHD8PX11fWl5ubC1NTUyiVStlTL7SRkJCAwsJCtG/fXnY+Vc8FePhI0fLycrX9lUolRo8ejdjYWKSmpsLd3V32BVlfXx/Dhw9HbGwsUlJS4ObmJts/KysL1tbWAIA7d+6gcePGUp9KpYKLiwsOHjyIsrKyWosVnp6ecHBwQHR0NG7cuAFvb2+0aNFC6t+zZw/u3buH6dOnw8vLS23/b7/9FvHx8diwYQMMDAxqPNbjMDU1BQC14s/du3fRvHnzRxpz+vTpOHPmDNLS0uDk5ISzZ89iyJAh0NPTwxtvvPG4KRMREREREcmwWKFDFi1ahG3btiEtLQ2urq5Se9++faFSqTBw4EBMnToVhYWFiIqKQpMmTWpclLOqUaNGITAwEBs3boSvr6/ab93nzp2Lffv2YcCAAZgwYQI6duyIe/fu4ezZs9i5cyfS09Nlt41okpeXh+joaAAPF5pMS0tDeHg4jIyMZLe3DBgwANu2bYO5uTlcXFzwyy+/4OjRo7JCQlWVj1JNSEjQOPNkxYoVSEhIQNeuXTF58mS4uLggJycHp06dwtGjR5GTkyO9jzY2NvD09ETTpk2RmpqKzz77DP3794eZmVmt76FCocCYMWPw4YcfAgCWLl0q64+JiUHjxo3RvXt3jfsPGjQIUVFROHDgAIYNGya1Hzx4EL///rtafPfu3bWaufJXZmZmcHBwQGJiIrp16wbg4eeRnJz8SLeAAEBSUhJef/11ODs7A3h4a82QIUPw1VdfsVhBRERERERP3tNcQIM0q2lhxaCgIAFAbbHKffv2iXbt2glDQ0Ph4OAgVq5cKTZv3iwAiCtXrkhxmhbYFEKI/Px8aRHN6OhojXkVFBSIBQsWCGdnZ6FSqYSVlZXo3r27WL16tSgtLa3xnP766FKFQiEsLS3FoEGDxG+//SaLvXv3rpg4caKwsrISpqamwtfXV/z+++/C3t5e9kjSqlxdXYWenp64ceOGxv6MjAwxffp0YWdnJxo0aCBsbGxEr169RGRkpBQTEREhevToIRo3biwMDAyEk5OTmDt3ruxxpLU5d+6c9GjRu3fvyo6vVCrFuHHjqt23qKhIGBsbi6FDhwohan50KQCxZcsWrfMSQr5gzapVq4SdnZ04e/asKCoqEgsXLhTNmjWTFkT9q9LSUlFcXCwWLVokunfvLoqLi0VxcbHUP23aNNGpUyeRnp4uhHi4WKmjo6NYtGhRnXIkIiIiIqLnU10X2FQI8Zf5+EQ6qEOHDrC0tMR3331X36norHPnzsHNzQ0pKSlwcXFBSEgIIiMjkZ+fj06dOmHDhg1wd3fHtWvXpNtfKm9XmTBhAv7zn/+ojVn546GwsBDz58/HV199hbt376Jx48YYPnw4Pvroo6d6SwsREREREf0zVP2+UvVOguqwWEE6LykpCZ07d8bWrVurfeIH1f0vPxERERER0bNS1+8rXLOCdFZKSgp+++03hIWFwdbWFqNGjarvlIiIiIiIiOgZ0KvvBIiqs3PnTkycOBFlZWXYvn17rU/rICIiIiIion8GFitIZ4WGhqKiogKpqanw9vau73SIiIiIiIjoGWGxgoiIiIiIiIh0CosVRERERERERKRTWKwgIiIiIiIiIp3CYgURERERERER6RQWK4iIiIiIiIhIp7BYQUREREREREQ6hcUKIiIiIiIiItIpLFYQERERERERkU5hsYKIiIiIiIiIdAqLFURERERERESkU1isICIiIiIiIiKdwmIFEREREREREekUFiuIiIiIiIiISKewWEFEREREREREOoXFCqrV1q1boVAokJSUJGvPy8tDly5dYGhoiEOHDgEAQkNDoVAo0LRpUxQVFamN5eDggAEDBsjaFAoFFAoFwsLCtD62JpXH/utmaGioMf7f//432rZtC0NDQ7Ru3Rrr16+v9Rh1zaFBgwZwcHDAzJkzkZubqxbv4OCgMWeFQoGSkpLHzoeIiIiIiOjvSFnfCdDfU35+Pvr27YszZ85gz5498PPzk/VnZmYiPDwc77zzjtZjfvzxx5g2bRqMjY0fK7fw8HCYmppKr/X19dViIiIi8MYbb2D48OF4++23cezYMcycORNFRUWYN2/eYx2/ag737t3Dd999h/Xr1+PUqVP4+eef1WI9PDw0vk8qleqx8yAiIiIiIvo7YrGC6qygoAC+vr5ITk7G7t270a9fP7UYDw8PfPzxxwgODoaRkVGtY3p4eCA5ORmbNm3C22+//Vj5jRgxAlZWVtX2FxcXY9GiRejfvz927twJAJg8eTIqKiqwbNkyTJkyBY0aNarTMe/duwcTExONOUydOhUBAQHYsWMHfv31V3Tp0kW2b/PmzREYGFin4xEREREREf2T8TYQqpPCwkL4+fnh1KlT2LVrF/r3768xbvHixcjIyEB4eLhW43p6eqJnz55YtWoViouLHytHIQTy8/MhhNDYn5CQgDt37iA4OFjWPn36dNy7dw8HDhyocfzKWz3Onz+PMWPGoFGjRnjllVdq3MfLywsAcPny5TqcCRERERER0fOJxQrS2r1799CvXz8kJiYiPj5ebe2Jqry8vOpcfAgNDa1TgaM6jo6OMDc3h5mZGQIDA5GRkSHrP336NACgU6dOsvaOHTtCT09P6q+Nv78/ioqK8OGHH2Ly5Mk1xqanpwOAxhkbZWVlyM7Olm2a1vuoKjMzE+fOnZNtly5dkvqFEAgJCUGzZs1gYmKCHj16ICUlpdrx7t69i7Fjx8Lc3BwWFhYYO3asbI2N8vJyLFq0CPb29jAzM8MLL7yAiIiIGnMkIiIiIiJ6VLwNhLQWFBSEP//8E/Hx8Rg0aFCt8SEhIfD29samTZvw1ltv1Rrv5eWFV199VVq7QpvbR6pq1KgRZsyYgW7dusHAwADHjh3Dhg0b8OuvvyIpKQkNGzYEANy6dQv6+vpo0qSJbH+VSoXGjRvjzz//1Op47du3R2xsrMa+nJwcAA8LPN9//z02bNgAa2tr9OjRQy3222+/hbW1tawtJCQEoaGh1R5748aNWLJkSbX9q1evxubNm3H48GE4Oztj6dKl8PX1RVpammw9j0qBgYG4f/++NPMjICAAQUFB+Oqrr6TjRUZG4vvvv4e7uzt+/PFH+Pn5oVWrVujbt2+1eRARERERET0KFitIaxkZGTA0NISdnZ1W8T169MCrr76KVatW4Y033tCq+BAaGlqnAkdVs2bNkr0ePnw4unTpgrFjx2Ljxo2YP38+gIdrVlS3eKWhoaHWM0HeeOONavteeOEF2Wt3d3ds2bJF4+KhXbt2xQcffCBrc3R0rPHYwcHB8Pf3l7VdunQJQ4YMAfCwuDBnzhy4u7sDAJYtW4bPP/8ce/bswbhx42T7Xb16Fd988w2Sk5OldTbCwsLg4eGBa9euoWXLlrh06RJeeeUVaTxvb2+4urri9OnTLFYQEREREdETx9tASGsRERFQqVTw8/NDWlqaVvuEhobi9u3b2LRpk1bxVQscmooGxcXFuH37tmyryZgxY2BjY4OjR49KbUZGRigtLdUYX1JSovWMjlatWlXbt2vXLhw5cgSxsbF4+eWXkZmZWe24VlZW6N27t2yrrVjRpEkTuLq6yjZnZ2cADxdATU9Ply3kqVQq0aFDB423uCQnJ8PAwADt27eX2tq3bw+VSoXk5GQAwJQpU3DhwgWcPn0aFRUV+O6773D58mWNi6sSERERERE9LhYrSGsuLi745ptvUFxcjD59+uD69eu17tOjRw/4+PjUae2KkJAQ3L59W+OaCDt27ICtra1sq42dnZ10WwYA2Nraory8HJmZmbK40tJS3LlzB82aNdMqz5qKGj169EDv3r0xevRoHDlyBEZGRhg7diwqKiq0GvtxFBYWAgAsLCxk7Y0aNUJ+fr5afH5+PszNzdXaLSwspPjK2z06deoElUqFfv36Yfny5WjXrt2TPwEiIiIiInrusVhBddKlSxfs3bsXmZmZ6NOnD7Kysmrdp3J2hbYLMnp7e8PHxwcrV65UK3D4+vriyJEjsq0mQgikp6fL1oTw8PAAACQlJclik5KSUFFRIfU/KaampggJCUFycjLi4uKe6NjVHQ+AbIFM4OEimpXrdlTVsGFD5OXlqbXn5uZK8dOnT8dPP/2EtLQ0lJWVISkpCatXr9Z6xgwREREREVFdsFhBddarVy9s374dly5dgp+fn8bf1ldVtfhQUlKi1TEqCxyRkZGydltbW7VbJippKpyEh4cjKysLfn5+UlvPnj1haWmp9tSR8PBwGBsbV/s41scxduxYtGjRAitXrnziY/+VmZkZHBwckJiYKLU9ePAAycnJ6NChg1q8h4cH7t+/jzNnzkhtZ86cQWlpqaywExgYCGdnZygUCrRr1w5DhgyRFuAkIiIiIiJ6klisoEcydOhQREVF4dSpUxg0aFCtRYjKWzv++hjR6nh7e8Pb21taM0Eb9vb2mDhxItasWYONGzdizJgxmDFjBjw8PDB16lQpzsjICMuWLcP+/fvh7++Pzz//HEFBQYiOjsaiRYtgaWmp9TG11aBBA8yaNQvJyck4dOjQEx//r4KDg7F69WqkpKSguLgYISEhaNCgAYYOHaoWa29vj9deew1z5syRHp06Z84cDBw4EC1btgTw8EktsbGxuHr1KgAgNTUVX331FTp27PjUz4WIiIiIiJ4/LFbQI5s4cSJWr16NH3/8Ef7+/njw4EG1sT4+PvD29q7T+DU9ulOTsWPH4tdff0VoaChmz56NxMREvPvuu/jpp5/UnsIRHByMyMhInD17FtOnT8fx48exdu1aLFiwoE7HrIspU6bA3NwcK1aseGrHqDRnzhxMmDABvXv3RuPGjXHs2DEcOnQIpqamuHbtGkxNTXHs2DEpftu2bbCysoKTkxOcnJxgbW2NL774QupftWoVunbtildeeQWmpqbw8/PD4MGD8f777z/1cyEiIiIiouePQggh6jsJInp8586dg5ubG1JSUuDq6lrf6RAREREREUnq+n2FMyuIiIiIiIiISKewWEFEREREREREOoXFCiIiIiIiIiLSKSxWEBEREREREZFOYbGCiIiIiIiIiHQKixVEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFhBRERERERERDqFxQoiIiIiIiIi0iksVhARERERERGRTmGxgoiIiIiIiIh0CosVRERERERERKRTWKwgIiIiIiIiIp3CYgURERERERER6RQWK/5BfHx84OPjU99pEBERERERET0WFiuesa1bt0KhUMDQ0BA3b95U6/fx8YGbm1s9ZPbofHx8oFAopE2lUqFVq1aYMmUKrl+/Xt/pPZb09HTZuenr66Nly5YYOnQokpOT1eJLSkqwdu1adO3aFebm5jA0NESbNm0wY8YMXLhwQeMx3n33XSgUCowaNeopnw0REREREdHfg7K+E3he3b9/HytWrMD69euf2JjffvvtExurrlq0aIGPPvoIAFBaWorz589j06ZNOHz4MFJTU2FsbFxvuT0Jo0ePxmuvvYby8nKkpqYiPDwcBw8exH//+194eHgAALKzs+Hn54fffvsNAwYMwJgxY2Bqaoq0tDR8+eWXiIyMRGlpqWxcIQS2b98OBwcHfP311ygoKICZmVk9nCEREREREZHuYLGinnh4eCAqKgoLFixAs2bNnsiYKpXqiYzzKMzNzREYGChra9WqFWbMmIHjx4+jT58+9ZTZk/HSSy/Jzs/T0xODBg1CeHg4IiIiAAATJkzA6dOnsXPnTgwfPly2/7Jly7Bo0SK1cX/44QfcuHED33//PXx9fbF7924EBQU93ZMhIiIiIiLScbwNpJ4sXLgQ5eXlWLFiRa2xW7ZsQc+ePdGkSRMYGBjAxcUF4eHhanFV16zIyMiAUqnEkiVL1OLS0tKgUCjw2WefSW25ubmYPXs27OzsYGBgAGdnZ6xcuRIVFRWPfI42NjYAAKXy/2piV69eRXBwMF544QUYGRmhcePG8Pf3R3p6uhTzxx9/QKFQYO3atWpjnjhxAgqFAtu3b5fabt68iddffx1NmzaFgYEBXF1dsXnzZrV9169fD1dXVxgbG6NRo0bo1KkTYmNjH+ncevbsCQC4cuUKAODkyZM4cOAAJk2apFaoAAADAwOsXr1arT0mJgYuLi549dVX0bt3b8TExDxSPkRERERERP8knFlRT1q1aoXx48cjKioK8+fPr3F2RXh4OFxdXTFo0CAolUp8/fXXCA4ORkVFBaZPn65xn6ZNm8Lb2xtxcXEICQmR9e3YsQP6+vrw9/cHABQVFcHb2xs3b97E1KlT0bJlS5w4cQILFizArVu3sG7dulrPp7y8HNnZ2QCAsrIypKamIiQkBM7OzvD09JTiEhMTceLECQQEBKBFixZIT09HeHg4fHx8cP78eRgbG8PR0RGenp6IiYnBW2+9JTtOTEwMzMzMMHjwYAAPizIvv/wyFAoFZsyYAWtraxw8eBCTJk1Cfn4+Zs+eDQCIiorCzJkzMWLECMyaNQslJSU4c+YMTp48iTFjxtR6fn91+fJlAEDjxo0BAPv27QMAjBs3Tusx7t+/j127duGdd94B8PBWk4kTJ+L27dtSoac6mZmZyMrKkrVdunRJ62MTERERERHpNEHP1JYtWwQAkZiYKC5fviyUSqWYOXOm1O/t7S1cXV1l+xQVFamN4+vrKxwdHWVt3t7ewtvbW3odEREhAIizZ8/K4lxcXETPnj2l18uWLRMmJibiwoULsrj58+cLfX19ce3atRrPydvbWwBQ29q2bSv++OOPWs/ll19+EQDEF198oZZ7amqq1FZaWiqsrKxEUFCQ1DZp0iRha2srsrOzZWMGBAQIc3Nz6XiDBw9We1+1ceXKFQFALFmyRGRlZYnbt2+LH374QXTo0EEAELt27RJCCDF06FABQNy9e1frsXfu3CkAiIsXLwohhMjPzxeGhoZi7dq1te4bEhKi8T0HIFJSUkRFRYVYvHixsLW1FcbGxsLLy0vtOqgqJydHjBkzRjRs2FCYm5uLMWPGyM5l6tSpwsTERLYBkF27RERERERE1UlJSZG+r2iDt4HUI0dHR4wbNw6RkZG4detWtXFGRkbSn/Py8pCdnQ1vb2/88ccfyMvLq3a/YcOGQalUYseOHVJbSkoKzp8/L3vyRHx8PLy8vNCoUSNkZ2dLW+/evVFeXo6ffvqp1nNxcHDAkSNHcOTIERw8eBDr1q1DXl4e+vXrJ5sBUPVcysrKcOfOHTg7O8PCwgKnTp2S+kaOHAlDQ0PZbRGHDx9Gdna2tHaEEAK7du3CwIEDIYSQ5e7r64u8vDxpTAsLC9y4cQOJiYm1nosmISEhsLa2ho2NDXx8fHD58mWsXLkSw4YNAwDk5+cDQJ0Wx4yJiUGnTp3g7Ows7du/f3+tbgUJDg5GSkqKbNu7d6/Uv3r1amzevFl6zzw9PeHr64vCwkKN4wUGBiIjIwOXL1/GpUuXkJGRIVs7Y9OmTSgsLJS2EydOAKjbTBIiIiIiIiKtPdXSCampOrNCCKE2u0LTzIqff/5Z9OrVSxgbG6v9Fv3q1atS3F9nVgjxcAZGmzZtpNfvvfeeUCqVIisrS2ozMjKq9rf0AMSaNWuEEEJkZmaKW7duSVtBQUG1OQshRFJSkgAg3n77bamtqKhIvP/++6JFixZCoVDIjjNx4kTZ/v7+/rLZIwEBAaJ58+aivLxcCCFERkZGjXkDELt37xZCCHH+/HnRvHlzAUA4OzuL4OBg8fPPP9f0UQkh/m9mxZQpU8SRI0fEd999J3777TdRUlIii6vrzIq7d+8KAwMD8c4774iLFy9K25o1awQAkZaWptU4VVWtVDo4OIh169ZJfWVlZcLKyko2e6VSenq6ACCSk5OltuTkZLXrq6qpU6eKLl261DlHIiIiIiJ6PtV1ZgXXrKhnjo6OCAwMRGRkJObPn6/Wf/nyZfTq1Qsvvvgi1qxZAzs7O6hUKnzzzTdYu3ZtrQtgBgQEYOLEiUhOToaHhwfi4uLQq1cvWFlZSTEVFRXo06cP3n33XY1jtGnTBgDQuXNnXL16VWoPCQlBaGhotcfu2LEjzM3NZTMz3nzzTWzZsgWzZ89Gt27dYG5uDoVCgYCAALVzGT9+POLj43HixAm4u7tj3759CA4Ohp6enpQ38HBWQHVP0GjXrh0AoG3btkhLS8P+/ftx6NAh7Nq1Cxs3bsTixYs1LkL6V61bt0bv3r2r7X/xxRcBAGfPnoWXl1et48XHx+P+/fsICwtDWFiYWn9MTIxWeWlSUFCA9PR0dOnSRWpTKpXo0KEDTp8+rTYbIjk5GQYGBmjfvr3U1r59e6hUKiQnJ6Nly5ay+Pz8fMTExMgWaCUiIiIiInqSWKzQAe+99x6io6OxcuVKtb6vv/4a9+/fx759+2RfGhMSErQae8iQIZg6dap0K8iFCxewYMECWYyTkxMKCwtr/DIOPPwCXVxcLL12dHSs9fjl5eWyWw927tyJoKAg2Rf0kpIS5Obmqu3r5+cHa2trxMTEoGvXrigqKpJ90ba2toaZmRnKy8trzR0ATExMMGrUKIwaNQqlpaUYNmwYli9fjgULFsDQ0LDW/WsycOBAfPTRR4iOjtaqWBETEwM3Nze1xU8BICIiArGxsY9crKh8vy0sLGTtjRo1km5XqSo/Px/m5uZq7RYWFhrjv/jiCxgYGMhuJSIiIiIiInqSWKzQAU5OTggMDERERATs7e1lj/rU19cH8HB9hkp5eXnYsmWLVmNbWFjA19cXcXFxEEJApVJhyJAhspiRI0ciNDQUhw8fhq+vr6wvNzcXpqamUCqVsqd6aCMhIQGFhYWy39jr6+vLzgV4+EjR8vJytf2VSiVGjx6N2NhYpKamwt3dXZopUTnW8OHDERsbi5SUFLi5ucn2z8rKgrW1NQDgzp070pM7AEClUsHFxQUHDx5EWVnZYxcrunXrBj8/P3z++efo16+f2ntcWlqKhQsXYvXq1bh+/Tp++uknLFmyBCNGjFAbq7S0FGPHjsXJkyfRtWvXOudiamoKAGoFoLt376J58+Zq8Q0bNtS49klubi4aNmyo1h4eHo6JEyc+9ntGRERERERUHRYrdMSiRYuwbds2pKWlwdXVVWrv27cvVCoVBg4ciKlTp6KwsBBRUVFo0qRJjYtyVjVq1CgEBgZi48aN8PX1VfuN+9y5c7Fv3z4MGDAAEyZMQMeOHXHv3j2cPXsWO3fuRHp6uuy2EU3y8vIQHR0NAHjw4AHS0tIQHh4OIyMj2e0tAwYMwLZt22Bubg4XFxf88ssvOHr0qKyQUNX48ePx6aefIiEhQePMkxUrViAhIQFdu3bF5MmT4eLigpycHJw6dQpHjx5FTk6O9D7a2NjA09MTTZs2RWpqKj777DP079+/Toti1uSLL75A3759MWzYMAwcOBC9evWCiYkJLl68iC+//BK3bt3C6tWrERsbCyEEBg0apHGc1157DUqlUppRUldmZmZwcHBAYmIiunXrBuDhZ5KcnKxxQUwPDw/cv38fZ86ckYpBZ86cQWlpKTw8PGSxP/zwA1JTU/H111/XOS8iIiIiIiKtPcX1M0iDvy6wWVVQUJAAoLZY5b59+0S7du2EoaGhcHBwECtXrhSbN28WAMSVK1ekOE0LbArx8JGYlYtoRkdHa8yroKBALFiwQDg7OwuVSiWsrKxE9+7dxerVq0VpaWmN5/TXR5cqFAphaWkpBg0aJH777TdZ7N27d8XEiROFlZWVMDU1Fb6+vuL3338X9vb2skeSVuXq6ir09PTEjRs3NPZnZGSI6dOnCzs7O9GgQQNhY2MjevXqJSIjI6WYiIgI0aNHD9G4cWNhYGAgnJycxNy5c0VeXl6N51a5wObHH39cY1yloqIisXr1atG5c2dhamoqVCqVaN26tXjzzTfFpUuXhBBCuLu7i5YtW9Y4jo+Pj2jSpIkoKyvT6rhCyBesWbVqlbCzsxNnz54VRUVFYuHChaJZs2bSoqh/9dprr4k+ffqIrKwskZWVJfr06SMGDhyoFufv7y/8/Py0zomIiIiIiEiIui+wqRDiL3PyiXRMhw4dYGlpie+++66+U9Fp586dg5ubG1JSUuDi4oKQkBBERkYiPz8fnTp1woYNG+Du7o5r165Jt8BUrq+Rk5ODGTNm4MCBAwAezoDZsGGDbBbO7du30bJlS+lxsURERERERNqq+n2l6t0E1eFtIKTTkpKSkJycjK1bt9Z3Kn8rCoUCS5cuxdKlS9X6WrZsKVv0FAAsLS0RGxtb45g2NjYoLS19onkSERERERFpwmIF6aSUlBT89ttvCAsLg62tLZ88QURERERE9BzRq+8EiDTZuXMnJk6ciLKyMmzfvp1PniAiIiIiInqOsFhBOik0NBQVFRVITU2Ft7d3fadDREREREREzxCLFURERERERESkU1isICIiIiIiIiKdwmIFEREREREREekUFiuIiIiIiIiISKewWEFEREREREREOoXFCiIiIiIiIiLSKSxWEBEREREREZFOYbGCiIiIiIiIiHQKixVEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFjxD+Lj4wMfH5/6ToOIiIiIiIjosbBY8Yxt3boVCoUChoaGuHnzplq/j48P3Nzc6iGzR+fj4wOFQiFtKpUKrVq1wpQpU3D9+vX6Tu+xpKenQ6FQYPXq1TXGOTg4SOevp6cHCwsLuLu7Y8qUKTh58mSN+37zzTdQKBRo1qwZKioqnmT6REREREREf0vK+k7geXX//n2sWLEC69evf2Jjfvvtt09srLpq0aIFPvroIwBAaWkpzp8/j02bNuHw4cNITU2FsbFxveX2rHh4eOCdd94BABQUFCA1NRXx8fGIiorCW2+9hTVr1mjcLyYmBg4ODkhPT8f333+P3r17P8u0iYiIiIiIdA6LFfXEw8MDUVFRWLBgAZo1a/ZExlSpVE9knEdhbm6OwMBAWVurVq0wY8YMHD9+HH369KmnzJ6d5s2bq70HK1euxJgxY7B27Vq0bt0a06ZNk/Xfu3cPX331FT766CNs2bIFMTExLFYQEREREdFzj7eB1JOFCxeivLwcK1asqDV2y5Yt6NmzJ5o0aQIDAwO4uLggPDxcLa7qmhUZGRlQKpVYsmSJWlxaWhoUCgU+++wzqS03NxezZ8+GnZ0dDAwM4OzsjJUrVz7WbQk2NjYAAKXy/2piV69eRXBwMF544QUYGRmhcePG8Pf3R3p6uhTzxx9/QKFQYO3atWpjnjhxAgqFAtu3b5fabt68iddffx1NmzaFgYEBXF1dsXnzZrV9169fD1dXVxgbG6NRo0bo1KkTYmNjH/n8tGFkZIRt27bB0tISy5cvhxBC1r9nzx4UFxfD398fAQEB2L17N0pKSp5qTkRERERERLqOxYp60qpVK4wfPx5RUVH4888/a4wNDw+Hvb09Fi5ciLCwMNjZ2SE4OBgbNmyodp+mTZvC29sbcXFxan07duyAvr4+/P39AQBFRUXw9vZGdHQ0xo8fj08//RSenp5YsGAB3n77ba3Op7y8HNnZ2cjOzsatW7fw/fffIyQkBM7OzvD09JTiEhMTceLECQQEBODTTz/FG2+8ge+++w4+Pj4oKioCADg6OsLT0xMxMTFqx4mJiYGZmRkGDx4M4GFR5uWXX8bRo0cxY8YMfPLJJ3B2dsakSZOwbt06ab+oqCjMnDkTLi4uWLduHZYsWQIPD49a15N4EkxNTTF06FDcvHkT58+fVzufV199FTY2NggICEBBQQG+/vrrWsfMzMzEuXPnZNulS5ee1ikQERERERE9W4KeqS1btggAIjExUVy+fFkolUoxc+ZMqd/b21u4urrK9ikqKlIbx9fXVzg6OsravL29hbe3t/Q6IiJCABBnz56Vxbm4uIiePXtKr5ctWyZMTEzEhQsXZHHz588X+vr64tq1azWek7e3twCgtrVt21b88ccftZ7LL7/8IgCIL774Qi331NRUqa20tFRYWVmJoKAgqW3SpEnC1tZWZGdny8YMCAgQ5ubm0vEGDx6s9r5q48qVKwKA+Pjjj2uMs7e3F/3796+2f+3atQKA+Oqrr6S2jIwMoVQqRVRUlNTWvXt3MXjw4FrzCgkJ0fieAxApKSmioqJCLF68WNja2gpjY2Ph5eWldh1UlZOTI8aMGSMaNmwozM3NxZgxY8Tdu3el/uTkZOHn5yeaNm0qAIgjR47UmiMREREREVGllJQU6fuKNjizoh45Ojpi3LhxiIyMxK1bt6qNMzIykv6cl5eH7OxseHt7448//kBeXl61+w0bNgxKpRI7duyQ2lJSUnD+/HmMGjVKaouPj4eXlxcaNWokzY7Izs5G7969UV5ejp9++qnWc3FwcMCRI0dw5MgRHDx4EOvWrUNeXh769euHrKwsjedSVlaGO3fuwNnZGRYWFjh16pTUN3LkSBgaGspmVxw+fBjZ2dnSuhBCCOzatQsDBw6EEEKWu6+vL/Ly8qQxLSwscOPGDSQmJtZ6Lk+DqakpgIcLb1b68ssvoaenh+HDh0tto0ePxsGDB3H37t0axwsODkZKSops27t3r9S/evVqbN68WXrPPD094evri8LCQo3jBQYGIiMjA5cvX8alS5eQkZGBoKAgqV+lUmHYsGHYv3//o5w+ERERERFRnbBYUc/ee+89PHjwoMa1K44fP47evXvDxMQEFhYWsLa2xsKFCwGgxmKFlZUVevXqJbsVZMeOHVAqlRg2bJjUdvHiRRw6dAjW1tayrXKhx8zMTABAVlYWbt++LW1Vv/iamJigd+/e6N27N/z8/DBr1izs27cPaWlpsnMrLi7G4sWLpbUxrKysYG1tjdzcXNm5WFhYYODAgbI1JWJiYtC8eXP07NlTyic3NxeRkZFquU+cOFGW+7x582BqaoouXbqgdevWmD59Oo4fP17te/ekVb5XZmZmUlt0dDS6dOmCO3fu4NKlS7h06RI6dOiA0tJSxMfH1zhekyZN4OrqKtucnZ2l/o0bN2LOnDlwd3eHkZERli1bhtLSUuzZs0dtrKtXr+Kbb75BWFgYrKysYGVlhbCwMOzbtw/Xrl0DALRt2xaTJ09Gp06dnsTbQUREREREVCM+DaSeOTo6IjAwEJGRkZg/f75a/+XLl9GrVy+8+OKLWLNmDezs7KBSqfDNN99g7dq1tS6AGRAQgIkTJyI5ORkeHh6Ii4tDr169YGVlJcVUVFSgT58+ePfddzWO0aZNGwBA586dcfXqVak9JCQEoaGh1R67Y8eOMDc3l83MePPNN7FlyxbMnj0b3bp1g7m5ORQKBQICAtTOZfz48YiPj8eJEyfg7u6Offv2ITg4GHp6elLewMNZAVVnAVTVrl07AA+/bKelpWH//v04dOgQdu3ahY0bN2Lx4sUaFyF90lJSUgBAKihcvHhRmuXRunVrtfiYmBhMmTLlkY5VUFCA9PR0dOnSRWpTKpXo0KEDTp8+jXHjxsnik5OTYWBggPbt20tt7du3h0qlQnJyMlq2bPlIeRARERERET0qFit0wHvvvYfo6GisXLlSre/rr7/G/fv3sW/fPtmXxoSEBK3GHjJkCKZOnSrdCnLhwgUsWLBAFuPk5ITCwsJaH5kZExOD4uJi6bWjo2Otxy8vL5fNwNi5cyeCgoIQFhYmtZWUlCA3N1dtXz8/P1hbWyMmJgZdu3ZFUVGR7Iu2tbU1zMzMUF5ertXjPk1MTDBq1CiMGjUKpaWlGDZsGJYvX44FCxbA0NCw1v0fVWFhIfbs2QM7Ozu0bdsWwMP3skGDBti2bRv09fVl8T///DM+/fRTXLt27ZEKBZXvt4WFhay9UaNGyM/PV4vPz8+Hubm5WruFhYXGeCIiIiIioqeNxQod4OTkhMDAQERERMDe3l72qM/KL7KiyiMv8/LysGXLFq3GtrCwgK+vL+Li4iCEgEqlwpAhQ2QxI0eORGhoKA4fPgxfX19ZX25uLkxNTaFUKmVP9dBGQkICCgsLZb+x19fXV3t85/r161FeXq62v1KpxOjRoxEbG4vU1FS4u7tLMyUqxxo+fDhiY2ORkpICNzc32f5ZWVmwtrYGANy5cweNGzeW+lQqFVxcXHDw4EGUlZU9tWJFcXExxo0bh5ycHHz44YdQKBQAHhYrvLy8ZGuHVOrWrRs+/fRTbN++HfPmzavzMSvXx/hrAeju3bto3ry5WnzDhg013k6Um5uLhg0b1vn4REREREREj4vFCh2xaNEibNu2DWlpaXB1dZXa+/btC5VKhYEDB2Lq1KkoLCxEVFQUmjRpUuOinFWNGjUKgYGB2LhxI3x9fdV+4z537lzs27cPAwYMwIQJE9CxY0fcu3cPZ8+exc6dO5Geni67bUSTvLw8REdHAwAePHiAtLQ0hIeHw8jISHZ7y4ABA7Bt2zaYm5vDxcUFv/zyC44ePSorJFRV+SjVhIQEjTNPVqxYgYSEBHTt2hWTJ0+Gi4sLcnJycOrUKRw9ehQ5OTnS+2hjYwNPT080bdoUqamp+Oyzz9C/f3/ZOhLV+e6771BSUqLWPmTIEKlIcvPmTek9KCwsxPnz5xEfH4/bt2/jnXfewdSpUwEAJ0+exKVLlzBjxgyNx2revDleeuklxMTEPFKxwszMDA4ODkhMTES3bt0APPxMkpOT1W4BAQAPDw/cv38fZ86ckYpBZ86cQWlpKTw8POp8fCIiIiIiosf29B5MQppUfXTpXwUFBQkAao/Y3Ldvn2jXrp0wNDQUDg4OYuXKlWLz5s0CgLhy5YoU99dHl1bKz88XRkZGAoCIjo7WmFdBQYFYsGCBcHZ2FiqVSlhZWYnu3buL1atXi9LS0hrP6a+PLlUoFMLS0lIMGjRI/Pbbb7LYu3fviokTJworKythamoqfH19xe+//y7s7e1ljyStytXVVejp6YkbN25o7M/IyBDTp08XdnZ2okGDBsLGxkb06tVLREZGSjERERGiR48eonHjxsLAwEA4OTmJuXPniry8vBrPrfLRpdVt27ZtE0I8fHRp1fNv2LChcHV1FZMnTxYnT56Ujfnmm28KAOLy5cvVHjc0NFQAEP/73/9qzK+qqo8CWrVqlbCzsxNnz54VRUVFYuHChaJZs2aioKBA476vvfaa6NOnj8jKyhJZWVmiT58+YuDAgVJ/RUWFKC4uFsXFxQKA+Oabb0RxcbEoKyvTOj8iIiIiInp+1fXRpQoh/jInn0jHdOjQAZaWlvjuu+/qOxWddu7cObi5uSElJQUuLi4ICQlBZGQk8vPz0alTJ2zYsAHu7u64du2adAuMl5cXACAnJwczZszAgQMHADycAbNhwwZpFk56ejpatWqldszaFlklIiIiIiIC5N9Xqt5NUB3eBkI6LSkpCcnJydi6dWt9p/K3olAosHTpUixdulStr2XLlrJFTwHA0tJS9pjYv3JwcFBba4SIiIiIiOhpYbGCdFJKSgp+++03hIWFwdbWVuNClERERERERPTPpFffCRBpsnPnTkycOBFlZWXYvn37U320KBEREREREekWFitIJ4WGhqKiogKpqanw9vau73SIiIiIiIjoGWKxgoiIiIiIiIh0CosVRERERERERKRTuMAm0T/E/fv3AQCXLl2q50yIiIiIiIjkKr+nVH5vqQ2LFUT/EGfPngUADBkypH4TISIiIiIiqsb169fx0ksv1RrHYgXRP0SbNm0AAHFxcXBxcannbKg+XLp0CUOGDMHevXvh7Oxc3+lQPeA1QLwGCOB1QLwGSDevgfv37+P69etaP0CBxQqif4iGDRsCAFxcXODq6lrP2VB9cnZ25jXwnOM1QLwGCOB1QLwGSPeuAW1mVFTiAptEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriP4hrK2tERISAmtr6/pOheoJrwHiNUC8BgjgdUC8BuifcQ0ohBCivpMgIiIiIiIiIqrEmRVEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFhBRERERERERDqFxQqiv7n79+9j3rx5aNasGYyMjNC1a1ccOXKkvtMiLSUmJmLGjBlwdXWFiYkJWrZsiZEjR+LChQtqsampqfDz84OpqSksLS0xbtw4ZGVlqcVVVFRg1apVaNWqFQwNDdGuXTts375d4/G1HZOereXLl0OhUMDNzU2t78SJE3jllVdgbGwMGxsbzJw5E4WFhWpxdfnZoO2Y9PSdOnUKgwYNgqWlJYyNjeHm5oZPP/1UFsNr4J/r4sWLCAgIQIsWLWBsbIwXX3wRS5cuRVFRkSyO18DfX2FhIUJCQuDn5wdLS0soFAps3bpVY2x9/vtflzGpbrS5BioqKrB161YMGjQIdnZ2MDExgZubGz744AOUlJRoHPff//432rZtC0NDQ7Ru3Rrr16/XGHfz5k2MHDkSFhYWaNiwIQYPHow//vjjscZ84gQR/a0FBAQIpVIp5syZIyIiIkS3bt2EUqkUx44dq+/USAvDhw8XNjY24s033xRRUVFi2bJlomnTpsLExEScPXtWirt+/bqwsrISTk5O4pNPPhHLly8XjRo1Eu3btxf379+XjTl//nwBQEyePFlERkaK/v37CwBi+/btsri6jEnPzvXr14WxsbEwMTERrq6usr7Tp08LQ0ND0aFDBxEeHi4WLVokDAwMhJ+fn9o42v5sqMuY9HQdPnxYqFQq0bVrV7FmzRoRGRkp5s2bJ+bOnSvF8Br457p27ZqwsLAQ9vb24qOPPhIRERFiwoQJAoAYNGiQFMdr4J/hypUrAoBo2bKl8PHxEQDEli1b1OLq+99/bcekutPmGigoKBAAxMsvvyw++OADERkZKSZOnCj09PSEj4+PqKiokMVv2rRJABDDhw8XkZGRYty4cQKAWLFihdq4rVu3Fk2aNBErV64Ua9asEXZ2dqJFixYiOzv7kcZ8GlisIPobO3nypAAgPv74Y6mtuLhYODk5iW7dutVjZqSt48ePq/3H4MKFC8LAwECMHTtWaps2bZowMjISV69eldqOHDkiAIiIiAip7caNG6JBgwZi+vTpUltFRYXw8vISLVq0EA8ePKjzmPRsjRo1SvTs2VN4e3urFSv69esnbG1tRV5entQWFRUlAIjDhw9LbXX52aDtmPR05eXliaZNm4qhQ4eK8vLyauN4DfxzLV++XAAQKSkpsvbx48cLACInJ0cIwWvgn6KkpETcunVLCCFEYmJitcWK+vz3vy5jUt1pcw3cv39fHD9+XG3fJUuWCADiyJEjUltRUZFo3Lix6N+/vyx27NixwsTERPoZIoQQK1euFADEr7/+KrWlpqYKfX19sWDBgkca82lgsYLob2zu3LlCX19f9p8LIYT48MMPBQBx7dq1esqMHtdLL70kXnrpJel1kyZNhL+/v1pcmzZtRK9evaTXGzZsEADEuXPnZHGxsbECgOy3adqOSc/Ojz/+KPT19cWZM2fUihV5eXlCqVTKfssuxMP/yJiamopJkyZJbdr+bKjLmPR0hYeHCwDi/PnzQgghCgsL1YoWvAb+2ebNmycAiKysLLV2PT09UVhYyGvgH6qmYkV9/vtflzHp8dR0DWhy5swZAUB8+umnUtuBAwcEAHHgwAFZ7IkTJwQAsW3bNqmtc+fOonPnzmrj9u3bVzg5OT3SmE8D16wg+hs7ffo02rRpg4YNG8rau3TpAgBITk6uh6zocQkhkJGRASsrKwAP7ynMzMxEp06d1GK7dOmC06dPS69Pnz4NExMTtG3bVi2usr+uY9KzUV5ejjfffBP/+te/4O7urtZ/9uxZPHjwQO0zU6lU8PDwULsOtPnZUJcx6ek6evQoGjZsiJs3b+KFF16AqakpGjZsiGnTpkn3JfMa+Gfz8fEBAEyaNAnJycm4fv06duzYgfDwcMycORMmJia8Bp4z9f3vv7Zj0rN3+/ZtAJD+rwj83+fx18+2Y8eO0NPTk/orKipw5syZaq+By5cvo6CgoE5jPi0sVhD9jd26dQu2trZq7ZVtf/7557NOiZ6AmJgY3Lx5E6NGjQLw8HMGUO1nnZOTg/v370uxTZs2hUKhUIsD/u+aqMuY9Gxs2rQJV69exbJlyzT21/aZVf37ru3PhrqMSU/XxYsX8eDBAwwePBi+vr7YtWsXXn/9dWzatAkTJ04EwGvgn87Pzw/Lli3DkSNH0KFDB7Rs2RIBAQF48803sXbtWgC8Bp439f3vv7Zj0rO3atUqNGzYEP369ZPabt26BX19fTRp0kQWq1Kp0LhxY+nzqvyMtf35oM2YT4vyqY5ORE9VcXExDAwM1NoNDQ2lfvp7+f333zF9+nR069YNQUFBAP7vc6ztszYwMND6mqjLmPT03blzB4sXL8b7778Pa2trjTG1fWZV/74/qeuAP0OencLCQhQVFeGNN96Qnv4xbNgwlJaWIiIiAkuXLuU18BxwcHBAjx49MHz4cDRu3BgHDhzAhx9+CBsbG8yYMYPXwHOmvv/95/8zddOHH36Io0ePYuPGjbCwsJDai4uLoVKpNO5T9e+yttdAXcZ8WlisIPobMzIy0vjb78opw0ZGRs86JXoMt2/fRv/+/WFubo6dO3dCX18fwP99jtp81tpeE3UZk56+9957D5aWlnjzzTerjantM6v6eT2p64DXwLNT+V6PHj1a1j5mzBhERETgl19+gbGxMQBeA/9UX375JaZMmYILFy6gRYsWAB4WrCoqKjBv3jyMHj2aPweeM/X97z//n6l7duzYgffeew+TJk3CtGnTZH1GRkYoLS3VuF/Vv8t1vQa0GfNp4W0gRH9jtra20nS+qirbmjVr9qxTokeUl5eHfv36ITc3F4cOHZJ9dpVT8qr7rC0tLaXquK2tLW7fvg0hhFoc8H/XRF3GpKfr4sWLiIyMxMyZM/Hnn38iPT0d6enpKCkpQVlZGdLT05GTk1PrZ/bXa0abnw11GZOersr3umnTprL2yqm3d+/e5TXwD7dx40Z06NBBKlRUGjRoEIqKinD69GleA8+Z+v73X9sx6dk4cuQIxo8fj/79+2PTpk1q/ba2tigvL0dmZqasvbS0FHfu3JE+r8rPWNufD9qM+bSwWEH0N+bh4YELFy4gPz9f1n7y5Empn3RfSUkJBg4ciAsXLmD//v1wcXGR9Tdv3hzW1tZISkpS2/fXX3+Vfc4eHh4oKipCamqqLO6v10RdxqSn6+bNm6ioqMDMmTPRqlUraTt58iQuXLiAVq1aYenSpXBzc4NSqVT7zEpLS5GcnKx2HWjzs6EuY9LT1bFjRwAPr4eqKu8Htra25jXwD5eRkYHy8nK19rKyMgDAgwcPeA08Z+r7339tx6Sn7+TJkxg6dCg6deqEuLg4KJXqN0hUfh5//WyTkpJQUVEh9evp6cHd3V3jNXDy5Ek4OjrCzMysTmM+NU/1WSNE9FT997//VXuGeklJiXB2dhZdu3atx8xIWw8ePBCDBg0SSqVS7bFQVb3xxhvCyMhI9jjao0ePCgAiPDxcart+/Xq1z0Rv3ry57Jno2o5JT1dWVpbYs2eP2ubq6ipatmwp9uzZI86cOSOEEMLPz0/Y2tqK/Px8af/PP/9cABAHDx6U2urys0HbMenpOnXqlAAgxowZI2sfPXq0UCqV4ubNm0IIXgP/ZAMGDBAqlUqkpaXJ2ocMGSL09PR4DfyD1fTYyvr8978uY9LjqekaOH/+vGjcuLFwdXUVOTk51Y5RVFQkLC0txYABA2TtgYGBwtjYWNy5c0dqW7FihQAgEhMTpbbff/9d6Ovri3nz5j3SmE8DixVEf3P+/v7S89EjIiJE9+7dhVKpFD/++GN9p0ZamDVrlgAgBg4cKLZt26a2Vbp27Zpo3LixcHJyEp9++qn48MMPRaNGjYS7u7soKSmRjTl37lwBQEyZMkVERUWJ/v37CwAiJiZGFleXMenZ8/b2Fq6urrK23377TRgYGIgOHTqI8PBwsWjRImFoaCj69u2rtr+2PxvqMiY9Xa+//roAIEaOHCk2bNgg/P39BQCxYMECKYbXwD/Xjz/+KPT19UWTJk3E0qVLxYYNG0S/fv0EAPGvf/1LiuM18M+xfv16sWzZMjFt2jQBQAwbNkwsW7ZMLFu2TOTm5goh6v/ff23HpEdT2zWQn58v7OzshJ6enlixYoXa/xNPnDghG2/Dhg0CgBgxYoSIiooS48ePFwDE8uXLZXH5+fnCyclJNGnSRKxatUqsXbtW2NnZiWbNmonMzMxHGvNpYLGC6G+uuLhYzJkzR9jY2AgDAwPRuXNncejQofpOi7Tk7e0tAFS7VZWSkiL69u0rjI2NhYWFhRg7dqy4ffu22pjl5eXiww8/FPb29kKlUglXV1cRHR2t8fjajknPnqZihRBCHDt2THTv3l0YGhoKa2trMX36dNlvQyvV5WeDtmPS01VaWipCQ0OFvb29aNCggXB2dhZr165Vi+M18M918uRJ0a9fP2FjYyMaNGgg2rRpI5YvXy7KyspkcbwG/hns7e2r/ff/ypUrUlx9/vtflzGp7mq7Bq5cuVLj/xODgoLUxoyMjBQvvPCCUKlUwsnJSaxdu1ZUVFSoxV2/fl2MGDFCNGzYUJiamooBAwaIixcvasxT2zGfNIUQf1kxhYiIiIiIiIioHnGBTSIiIiIiIiLSKSxWEBEREREREZFOYbGCiIiIiIiIiHQKixVEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFhBRERERERERDqFxQoiIiIiIiIi0iksVhARERERERGRTmGxgoiIiKgOCgsL8a9//Qs2NjZQKBSYPXt2faek83744QcoFAr88MMP9Z2KTGFhIZo0aYKYmJg67ffyyy/j3XfffUpZERERwGIFERERPWe2bt0KhUKBpKSkR9r/ww8/xNatWzFt2jRs27YN48aNe8IZ/j1MmDABCoWi1m3ChAn1nWq1PvnkE5iZmSEgIKBO+82bNw8bNmzA7du3n1JmRESkrO8EiIiIiP5Ovv/+e7z88ssICQmp71Tq1dSpU9G7d2/p9ZUrV7B48WJMmTIFXl5eUruTkxO6du2K4uJiqFSq+khVo7KyMnzyySd46623oK+vX6d9Bw8ejIYNG2Ljxo1YunTpU8qQiOj5xmIFERERUR1kZmbCxcXliY1XUVGB0tJSGBoaPrExn4Vu3bqhW7du0uukpCQsXrwY3bp1Q2BgoFq8rp3f/v37kZWVhZEjR9Z5Xz09PYwYMQJffPEFlixZAoVC8RQyJCJ6vvE2ECIiInruTZgwAaamprh58yaGDBkCU1NTWFtbY86cOSgvLwfwf+suXLlyBQcOHJBuc0hPTwcA3L9/HyEhIXB2doaBgQHs7Ozw7rvv4v79+7JjKRQKzJgxAzExMXB1dYWBgQEOHToEALh58yZef/11NG3aFAYGBnB1dcXmzZtl+1fmERcXh+XLl6NFixYwNDREr169cOnSJbVzO3nyJF577TU0atQIJiYmaNeuHT755BNZzO+//44RI0bA0tIShoaG6NSpE/bt2/ek3l6Na1b4+PjAzc0NZ86cgbe3N4yNjeHs7IydO3cCAH788Ud07doVRkZGeOGFF3D06FG1cbV5v6qzd+9eODg4wMnJSdZ++/ZtTJw4ES1atICBgQFsbW0xePBg6XOu1KdPH1y9ehXJycl1ei+IiEg7nFlBREREBKC8vBy+vr7o2rUrVq9ejaNHjyIsLAxOTk6YNm0a2rZti23btuGtt95CixYt8M477wAArK2tUVFRgUGDBuHnn3/GlClT0LZtW5w9exZr167FhQsXsHfvXtmxvv/+e8TFxWHGjBmwsrKCg4MDMjIy8PLLL0vFDGtraxw8eBCTJk1Cfn6+2kKeK1asgJ6eHubMmYO8vDysWrUKY8eOxcmTJ6WYI0eOYMCAAbC1tcWsWbNgY2OD1NRU7N+/H7NmzQIAnDt3Dp6enmjevDnmz58PExMTxMXFYciQIdi1axeGDh361N7zu3fvYsCAAQgICIC/vz/Cw8MREBCAmJgYzJ49G2+88QbGjBmDjz/+GCNGjMD169dhZmYGAHV+v/7qxIkTeOmll9Tahw8fjnPnzuHNN9+Eg4MDMjMzceTIEVy7dg0ODg5SXMeOHQEAx48fR4cOHZ7Ye0JERP+fICIiInqObNmyRQAQiYmJUltQUJAAIJYuXSqL7dChg+jYsaOszd7eXvTv31/Wtm3bNqGnpyeOHTsma9+0aZMAII4fPy61ARB6enri3LlzsthJkyYJW1tbkZ2dLWsPCAgQ5ubmoqioSAghREJCggAg2rZtK+7fvy/FffLJJwKAOHv2rBBCiAcPHohWrVoJe3t7cffuXdmYFRUV0p979eol3N3dRUlJiay/e/fuonXr1kJbiYmJAoDYsmWLWl9lzgkJCVKbt7e3ACBiY2Oltt9//116f/773/9K7YcPH1YbW9v3S5OysjKhUCjEO++8I2u/e/euACA+/vhjrc5ZpVKJadOmaRVLRER1w9tAiIiIiP6/N954Q/bay8sLf/zxR637xcfHo23btnjxxReRnZ0tbT179gQAJCQkyOK9vb1l614IIbBr1y4MHDgQQgjZGL6+vsjLy8OpU6dkY0ycOFG2YGXlopaV+Z4+fRpXrlzB7NmzYWFhIdu3co2FnJwcfP/99xg5ciQKCgqkY965cwe+vr64ePEibt68Wev5PypTU1PZkzheeOEFWFhYoG3btujatavUXvnnynN7lPerqpycHAgh0KhRI1m7kZERVCoVfvjhB9y9e7fW/Bs1aoTs7Ow6nTMREWmHt4EQERER4eECkNbW1rK2Ro0aafWl9eLFi0hNTVXbv1JmZqbsdatWrWSvs7KykJubi8jISERGRmo1RsuWLdVyBSDle/nyZQCAm5tbtXlfunQJQgi8//77eP/996s9bvPmzasd43G0aNFCbXFKc3Nz2NnZqbUB/3duj/J+aSKEkL02MDDAypUr8c4776Bp06Z4+eWXMWDAAIwfPx42NjYa9+fimkRETweLFURERERAnR9fWVVFRQXc3d2xZs0ajf1//fJtZGSktj8ABAYGIigoSOMY7dq1k72uLt+/fgGvSeVx58yZA19fX40xzs7OWo9XV9WdQ23n9ijvV1WWlpZQKBQaC1GzZ8/GwIEDsXfvXhw+fBjvv/8+PvroI3z//fdqa1Pk5ubCysqq2uMQEdGjY7GCiIiI6DE5OTnhf//7H3r16vVIv2m3traGmZkZysvL0bt37yeWEwCkpKRUO6ajoyMAoEGDBk/suM/C475fSqUSTk5OuHLlisZ+JycnvPPOO3jnnXdw8eJFeHh4ICwsDNHR0VLMzZs3UVpairZt2z7yeRARUfW4ZgURERHRYxo5ciRu3ryJqKgotb7i4mLcu3evxv319fUxfPhw7Nq1CykpKWr9WVlZdc7ppZdeQqtWrbBu3Trk5ubK+ipnKDRp0gQ+Pj6IiIjArVu3nshxn4Un8X5169YNSUlJsraioiKUlJTI2pycnGBmZqb2CNrffvsNANC9e/e6pk9ERFrgzAoiIiKixzRu3DjExcXhjTfeQEJCAjw9PVFeXo7ff/8dcXFxOHz4MDp16lTjGCtWrEBCQgK6du2KyZMnw8XFBTk5OTh16hSOHj2KnJycOuWkp6eH8PBwDBw4EB4eHpg4cSJsbW3x+++/49y5czh8+DAAYMOGDXjllVfg7u6OyZMnw9HRERkZGfjll19w48YN/O9//3vk9+Vpetz3a/Dgwdi2bRsuXLiANm3aAAAuXLiAXr16YeTIkXBxcYFSqcSePXuQkZEhWwgUePhY2JYtW/KxpURETwmLFURERESPSU9PD3v37sXatWvxxRdfYM+ePTA2NoajoyNmzZolfRmuSdOmTfHrr79i6dKl2L17NzZu3IjGjRvD1dUVK1eufKS8fH19kZCQgCVLliAsLAwVFRVwcnLC5MmTpRgXFxckJSVhyZIl2Lp1K+7cuYMmTZqgQ4cOWLx48SMd91l43Pdr4MCBsLKyQlxcHN577z0AD9cWGT16NL777jts27YNSqUSL774IuLi4jB8+HBp34qKCuzatQuTJk3iAptERE+JQtRlFSYiIiIion+IZcuWYcuWLbh48WKdFljdu3cvxowZg8uXL8PW1vYpZkhE9PzimhVERERE9Fx66623UFhYiC+//LJO+61cuRIzZsxgoYKI6CnizAoiIiIiIiIi0imcWUFEREREREREOoXFCiIiIiIiIiLSKSxWEBEREREREZFOYbGCiIiIiIiIiHQKixVEREREREREpFNYrCAiIiIiIiIincJiBRERERERERHpFBYriIiIiIiIiEinsFhBRERERERERDqFxQoiIiIiIiIi0iksVhARERERERGRTmGxgoiIiIiIiIh0yv8DWZMEqcXUPksAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1080x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_inference_time(all_results, '', 'Inference Time (s)', (9, 7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sizes(sizes, '', 'Memory Consumption (MB)', figsize=(9, 2))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}