eda.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lichess EDA\n",
    "\n",
    "A notebook with some light exploratory data analysis for the Lichess parquet database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# optional for plotting: install plotnine\n",
    "%pip install plotnine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import dependencies\n",
    "import polars as pl\n",
    "import plotnine as p9\n",
    "\n",
    "# strings as categoricals for join\n",
    "pl.enable_string_cache()\n",
    "\n",
    "# connect to data (lazy!)\n",
    "chess_df = pl.scan_parquet(\"lichess_parquet/*.parquet\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some summary tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr > th,\n",
       ".dataframe > tbody > tr > td {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1, 1)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>Num games</th></tr><tr><td>u32</td></tr></thead><tbody><tr><td>318834657</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1, 1)\n",
       "┌───────────┐\n",
       "│ Num games │\n",
       "│ ---       │\n",
       "│ u32       │\n",
       "╞═══════════╡\n",
       "│ 318834657 │\n",
       "└───────────┘"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Total number of games in the data\n",
    "chess_df.select(pl.count().alias(\"Num games\")).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr > th,\n",
       ".dataframe > tbody > tr > td {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>White</th><th>Black</th></tr><tr><td>u32</td><td>u32</td></tr></thead><tbody><tr><td>1753159</td><td>1681686</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1, 2)\n",
       "┌─────────┬─────────┐\n",
       "│ White   ┆ Black   │\n",
       "│ ---     ┆ ---     │\n",
       "│ u32     ┆ u32     │\n",
       "╞═════════╪═════════╡\n",
       "│ 1753159 ┆ 1681686 │\n",
       "└─────────┴─────────┘"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of players (approx)\n",
    "chess_df.select(pl.approx_n_unique(\"White\"), pl.approx_n_unique(\"Black\")).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr > th,\n",
       ".dataframe > tbody > tr > td {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (3, 3)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>winner</th><th>count</th><th>proportion</th></tr><tr><td>cat</td><td>u32</td><td>f64</td></tr></thead><tbody><tr><td>&quot;white&quot;</td><td>158486057</td><td>0.497262</td></tr><tr><td>&quot;black&quot;</td><td>148139645</td><td>0.4648</td></tr><tr><td>&quot;draw&quot;</td><td>12091529</td><td>0.037938</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (3, 3)\n",
       "┌────────┬───────────┬────────────┐\n",
       "│ winner ┆ count     ┆ proportion │\n",
       "│ ---    ┆ ---       ┆ ---        │\n",
       "│ cat    ┆ u32       ┆ f64        │\n",
       "╞════════╪═══════════╪════════════╡\n",
       "│ white  ┆ 158486057 ┆ 0.497262   │\n",
       "│ black  ┆ 148139645 ┆ 0.4648     │\n",
       "│ draw   ┆ 12091529  ┆ 0.037938   │\n",
       "└────────┴───────────┴────────────┘"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How often does white win?\n",
    "recode_dict = {\n",
    "    \"0-1\": \"black\",\n",
    "    \"1-0\": \"white\",\n",
    "    \"1/2-1/2\": \"draw\",\n",
    "}\n",
    "(\n",
    "    chess_df\n",
    "    .with_columns(\n",
    "        pl.col(\"Result\")\n",
    "        .map_dict(recode_dict)\n",
    "        .cast(pl.Categorical)\n",
    "        .alias(\"winner\")\n",
    "    )\n",
    "    .group_by(\"winner\")\n",
    "    .agg(pl.count())\n",
    "    .filter(pl.col(\"winner\").is_in([\"white\", \"black\", \"draw\"]))\n",
    "    .with_columns((pl.col(\"count\") / pl.col(\"count\").sum()).alias(\"proportion\"))\n",
    "    .sort(\"proportion\", descending=True)\n",
    "    .collect()\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr > th,\n",
       ".dataframe > tbody > tr > td {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (5, 3)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>Termination</th><th>count</th><th>proportion</th></tr><tr><td>str</td><td>u32</td><td>f64</td></tr></thead><tbody><tr><td>&quot;Normal&quot;</td><td>212695472</td><td>0.667103</td></tr><tr><td>&quot;Time forfeit&quot;</td><td>104616583</td><td>0.328122</td></tr><tr><td>&quot;Abandoned&quot;</td><td>1434916</td><td>0.004501</td></tr><tr><td>&quot;Unterminated&quot;</td><td>68633</td><td>0.000215</td></tr><tr><td>&quot;Rules infracti…</td><td>19053</td><td>0.00006</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (5, 3)\n",
       "┌──────────────────┬───────────┬────────────┐\n",
       "│ Termination      ┆ count     ┆ proportion │\n",
       "│ ---              ┆ ---       ┆ ---        │\n",
       "│ str              ┆ u32       ┆ f64        │\n",
       "╞══════════════════╪═══════════╪════════════╡\n",
       "│ Normal           ┆ 212695472 ┆ 0.667103   │\n",
       "│ Time forfeit     ┆ 104616583 ┆ 0.328122   │\n",
       "│ Abandoned        ┆ 1434916   ┆ 0.004501   │\n",
       "│ Unterminated     ┆ 68633     ┆ 0.000215   │\n",
       "│ Rules infraction ┆ 19053     ┆ 0.00006    │\n",
       "└──────────────────┴───────────┴────────────┘"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how did the game end?\n",
    "(\n",
    "    chess_df\n",
    "    .group_by(\"Termination\")\n",
    "    .agg(pl.count())\n",
    "    .sort(\"count\", descending=True)\n",
    "    .with_columns((pl.col(\"count\") / pl.col(\"count\").sum()).alias(\"proportion\"))\n",
    "    .collect()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr > th,\n",
       ".dataframe > tbody > tr > td {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (20, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>player</th><th>n_games</th></tr><tr><td>str</td><td>u32</td></tr></thead><tbody><tr><td>&quot;german11&quot;</td><td>221448</td></tr><tr><td>&quot;ribarisah&quot;</td><td>155437</td></tr><tr><td>&quot;bernes&quot;</td><td>113835</td></tr><tr><td>&quot;leko29&quot;</td><td>109075</td></tr><tr><td>&quot;decidement&quot;</td><td>107327</td></tr><tr><td>&quot;Grga1&quot;</td><td>100649</td></tr><tr><td>&quot;IgorKoc&quot;</td><td>94137</td></tr><tr><td>&quot;PILOTVE&quot;</td><td>92859</td></tr><tr><td>&quot;creeatig&quot;</td><td>91587</td></tr><tr><td>&quot;aavza50&quot;</td><td>91289</td></tr><tr><td>&quot;rezo2015&quot;</td><td>89298</td></tr><tr><td>&quot;potsy722&quot;</td><td>88466</td></tr><tr><td>&quot;ASONINYA&quot;</td><td>87113</td></tr><tr><td>&quot;jiacomo&quot;</td><td>86857</td></tr><tr><td>&quot;LaFa&quot;</td><td>85664</td></tr><tr><td>&quot;Vinvin&quot;</td><td>83414</td></tr><tr><td>&quot;milanbelobrk&quot;</td><td>83359</td></tr><tr><td>&quot;Vajk&quot;</td><td>83292</td></tr><tr><td>&quot;Philipp_Stuttg…</td><td>82697</td></tr><tr><td>&quot;Neo2020&quot;</td><td>77973</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (20, 2)\n",
       "┌───────────────────┬─────────┐\n",
       "│ player            ┆ n_games │\n",
       "│ ---               ┆ ---     │\n",
       "│ str               ┆ u32     │\n",
       "╞═══════════════════╪═════════╡\n",
       "│ german11          ┆ 221448  │\n",
       "│ ribarisah         ┆ 155437  │\n",
       "│ bernes            ┆ 113835  │\n",
       "│ leko29            ┆ 109075  │\n",
       "│ …                 ┆ …       │\n",
       "│ milanbelobrk      ┆ 83359   │\n",
       "│ Vajk              ┆ 83292   │\n",
       "│ Philipp_Stuttgart ┆ 82697   │\n",
       "│ Neo2020           ┆ 77973   │\n",
       "└───────────────────┴─────────┘"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Who played the most games?\n",
    "(\n",
    "    \n",
    "    chess_df\n",
    "    .group_by(pl.col(\"White\").alias(\"player\"))\n",
    "    .agg(pl.count().alias(\"count_white\"))\n",
    "    .join(\n",
    "        chess_df\n",
    "        .group_by(pl.col(\"Black\").alias(\"player\"))\n",
    "        .agg(pl.count().alias(\"count_black\")), \n",
    "        on=\"player\"\n",
    "    )\n",
    "    .select(pl.col(\"player\"), pl.sum_horizontal(pl.col(pl.UInt32)).alias(\"n_games\"))\n",
    "    .sort(\"n_games\", descending=True)\n",
    "    .head(20)\n",
    "    .collect()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make some plots!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\erikj\\AppData\\Roaming\\Python\\Python311\\site-packages\\plotnine\\ggplot.py:587: PlotnineWarning: Saving 10 x 6 in image.\n",
      "C:\\Users\\erikj\\AppData\\Roaming\\Python\\Python311\\site-packages\\plotnine\\ggplot.py:588: PlotnineWarning: Filename: img/gamecount_plot.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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DBg1Sy5YtVaFChUKPYxkqbDAYtH//fr3zzjvKyMiQJGq+FBgCDLiIAwcO6JtvvpEkjRgxQj179pQkXb58WSdPntTPP/+sf/75R4sWLdKZM2fUt29f1a9f39ptOu8HB8uymJgYBQcHy2QyKTAwUOPGjePNE06Bmocnod7haah5eBpqHp5m7969+uqrryRJ9957r3r16iVJOn/+vPbu3aulS5fq0KFD+vHHH5WQkKCuXbsWWrsGg0Emk0kGg0ENGjRQjRo1dPDgQWq+lJgEBHARcXFxSktLU/fu3a0fGEwmk4KDg9WgQQO9+OKL6tatm7KysrR582b9/vvvOnjwoCQV+Kuh5Yap7733nvbv32/95YRu03AW1Dw8CfUOT0PNw9NQ8/AUlt56+/fvV0ZGhm688UZr+GcymVSxYkV17txZY8aMUYsWLZSamqply5ZpyZIlhU7iYTabbWr+4MGD1PxVoAcg4ALMZrP++ecfmc1mRUZGSpKys7Pl7X3lT9hy49QHHnhAQUFBWrJkiXbv3q2AgAAFBAQU+KaYlZWlL774wnqTYLpNw5lQ8/Ak1Ds8DTUPT0PNw5NYeuvt3btXkqzD2fPWfFBQkEaPHq1PP/1U69at0+rVqxUYGKjevXsrPDw83zEzMzP1ySefaOfOnQoODqbn31WgByDgAnJPj56cnCxJ1jdP6covgCaTSZI0dOhQ9erVS9nZ2dq6das2bNigjIyMfFOsGwwGZWdnq2LFirx5wulQ8/Ak1Ds8DTUPT0PNw9Pk5ORYJ7kpruYfe+wxdejQQRkZGVq+fLl27dolSdb1FgaDQRcuXJC/vz81f5XoAQi4AMtU6Rs3btTx48d16dIlhYSE2NwPxPImajQadddddyk5OVlr1qzRkiVL1KpVK9WqVcu6vWXa9CeffFKpqakKCwtz8CsEbFHz8CTUOzwNNQ9PQ83D0/j4+CgmJkb//POPTp48aV1eWM0//vjjSklJ0c6dO/XDDz+oQYMG1t6y0pUw0MfHRxMnTtTly5eLnDAEhaMHIOAiqlSpIknatWuXtm3bJin//UBy/5Ly4IMPqkGDBrp8+bK+++47paenW7e3dMv28fHhAwOcFjUPT0K9w9NQ8/A01Dw8jWXo76pVq7R161ZJBde8pafgww8/rNq1a+vixYv65ZdflJmZabOdyWSSr68v4d81IAAEXETLli2tNwz+6quvtHv37gK3s7w5enl56ZZbblFwcLDOnz+v9PT0fNsBzoyahyeh3uFpqHl4Gmoenub6669Xhw4dJEn/93//Z53UJi8vLy+ZzWaFhISoS5cu8vLy0smTJ/PVODV/7fgXBFyA5ZfArl27qlGjRsrOztasWbO0f/9+6za57wtieXOsXbu2/Pz8dPbsWcXFxZVvo4FrQM3Dk1Dv8DTUPDwNNQ9P1a5dO0VFRSkhIUFz5szRsWPHCtzOYDDIaDSqRYsW8vX11dGjR6n5MkAACLgAy4eAmjVrqlOnTqpatapOnjypb7/91vrBwXI/EIucnByFhYUpIiJCkvLdOBhwZtQ8PAn1Dk9DzcPTUPPwVC1atFC7du0UGBio3bt367fffrMJAXPXtclkUkREhHUG4LyTgODaEQACLsJsNsvLy0udO3dW165dVbFiRR09elQzZszQzp07Jf3vngpZWVny8vJSZmamLl26pIiICGZJgsuh5uFJqHd4Gmoenoaah6cxm83y8fFRv3791LFjRxkMBm3btk3ff/+9Dhw4YLNtVlaWjEajMjMzlZGRocjISFWtWtVBLXdfBICAi8h9s98+ffqoZ8+eqlatmk6fPq133nlHy5cv17lz5yRdmXVJunJ/kTNnzig6OlrBwcGObD5QatQ8PAn1Dk9DzcPTUPPwNJaa9/Pz05133qlu3brJz89Pu3bt0scff6yNGzcqOztb0v9q/ttvv1ViYqJq1KhhXQb7MSQlJdGXGHBBmZmZ2rBhg9asWWO9iXCtWrVUo0YNeXt768SJEzpw4IDCw8P1yiuvWGceA1wVNQ9PQr3D01Dz8DTUPDyF2WyWwWBQenq6Fi1apI0bN1qHAbdq1UpVq1aVn5+f9u3bp3/++YeaL0MEgICLsLxxnj9/XkajUREREcrJyVFCQoJWrlyppUuXKisry7q9n5+foqKi9Oijj6patWoObDlwdah5eBLqHZ6GmoenoebhaSw1n5ycLC8vLwUFBSkrK0v79u3TunXrtGrVKpvtjUajoqOj9cQTT1DzZYQAEHABljfPffv26auvvlJsbKwGDx6soKAg6zb79+/X+fPndfz4cXl5eal+/fqqWbOm9SaqgCuh5uFJqHd4Gmoenoaah6ex1PzevXv13XffqXPnzurWrZv8/f2t22zZskVnzpzR8ePHFRgYqHr16qlRo0bUfBnydnQDAE9leVMs6Xb79+/Xxx9/rOTkZF133XXWDwwmk0lGo1ENGjSQJHXs2LFM2w1cLWoenoR6h6eh5uFpqHmgYLlrfurUqUpOTlarVq2s4Z9lfevWrW2eo+wxCQhQjnbs2KF//vlH0pWbouae9rwgud88ApljiAAAK2tJREFUP/zwQyUnJ6tPnz66/fbbreuNRv6M4byoeXgS6h2ehpqHp6Hm4Wn2799vvV9fSeSu+SlTplhr/rbbbrNukzfsszwv7u8J144egEA5Wb58ub7++mvFxsbKy8tLDRo0sH5wKOwXj9wfGC5duqQ+ffronnvukfS/XwsBZ0XNw5NQ7/A01Dw8DTUPT7Ns2TLNnDlT119/vW6++WZVr1692H0MBoP27NmjTz75RJcvX1bv3r1LXPP0Aix7vOMA5WDLli36+uuvJUkHDhzQb7/9pv3790sq/tfDXbt26dKlS6V68wQcjZqHJ6He4WmoeXgaah6eZtOmTZo5c6b18eLFi3XixIkS7btx40Zr4D18+HBJ1LyzoAcgUMaOHz+uuXPnSpJq166tc+fOac+ePZKkgQMHFvvr4aBBgxQTE6M2bdpI4s0Tzo+ahyeh3uFpqHl4GmoeniYuLk6///67JCk6OlonTpzQmjVrJEm9e/dWdHR0kfuPGDFC9erVU+fOnSVR886EqwCUoczMTG3evFnHjx9X7dq1NWzYMPXt21fBwcHas2dPsb8emkwmSeIDA1wGNQ9PQr3D01Dz8DTUPDxNenq6Nm7cqPj4eNWvX18jR45Uz549lZmZqTVr1mjJkiVF9gTMycmRJGv4l5OTQ807EXoAAmUoKSlJf/zxh7KystSmTRs1bNhQDRs2lCQtXry42F8P875Z8uYJZ0fNw5NQ7/A01Dw8DTUPT5OYmKiFCxcqKytLrVq1Ur169VSvXj1JV+4JWFxPQC8vryKfw7EIAIEyFBkZqV69emnv3r26+eabrctvvfVWSSX74AC4EmoenoR6h6eh5uFpqHl4mqpVq6pt27Y6e/asbrzxRuvyESNGyGAwaOnSpaUaDgznYkhKSmKuZaAM5O7in52dLW9vb+swAMvy33//XYsXL9bly5cVGxtr/eAgiQ8OcDnUPDwJ9Q5PQ83D01Dz8FQmk0kmk6nAmv/mm2+0dOlS+fr6qnPnzoSALoYegEAZMRqN1v/we3t7y2w2W984LR8oivv1MCcnR15eXsrOzlZmZqYCAwP5MAGnRc3Dk1Dv8DTUPDwNNQ9PZTQarfWft+bvvfdeSSq0J6Blu+zsbOXk5MjPz4+adyIEgEA5yf2mZzQai/zgMGDAADVs2FBeXl5KSUnRN998o6ysLN13330KDQ11SPuB0qLm4Umod3gaah6ehpqHO7OEdLnDusJqvqgQ0Gg0KjU1VbNnz1ZISIj69++vgICA8n9BKBABIGAHycnJunTpks6fP6+IiAgFBQWpQoUK1jfNgn71KO6Dw+233646depo2rRp2rZtm6pWrZpvZjHAUah5eBLqHZ6GmoenoebhadLS0pSSkqLU1FQFBgYqJCREfn5+RfbUKyoENJvN6tevnypVqqTPPvtM27ZtU61atdSvX7/yekkoAe4BCFyjzZs3a8GCBTpy5IiysrJkNBpVsWJFde3aVZ07d1bFihVlMBhs7iOSW+7lue8j0qhRI2VlZenAgQMKDg7WK6+8ourVq5f3ywPyoebhSah3eBpqHp6Gmoen2bJli5YtW6YDBw4oIyND3t7eql+/vtq2bavu3btb67mwobu5a37mzJlatmyZfH191b59e509e1Z79+6l5p0UASBwDdasWaNp06ZJkqKiouTj46PExERdunRJktS0aVO1a9dO119/vby8vIr94GAymbRgwQItWLBAqampys7OVlBQkMaPH6+oqKhyfW1AQah5eBLqHZ6GmoenoebhaVavXq3PP/9ckhQeHq6AgACdOnXKur5Tp07q1KmTmjZtatPjL6/cNf/dd99p8eLF8vHxUVZWFjXvxBgCDFyl3bt3a/r06ZKk4cOH6/rrr5evr6+OHj2qffv2afbs2dq1a5dOnTql8+fPa8CAAdaZlPK+iVpulOrt7a0ePXpo1apVSk5OVmBgoMaNG8ebJ5wCNQ9PQr3D01Dz8DTUPDzNjh07rOHf3Xffrfbt2ysoKEg7duzQwYMHNW/ePK1du1ZnzpzRuXPndMMNNxQaAuau+UGDBmnbtm1KSEig5p0cASBQSpau0Nu3b5fJZNJtt92m3r17W9fXqlVLderUUbVq1fTrr78qLi5OixcvVkZGhoYMGVLgBwez2Sxvb2+lpKRo+vTpOnnypIKCgjRu3Di6TcPhqHl4Euodnoaah6eh5uFpzGazzGazNm7cKEm644471LdvX+v6Vq1aqU2bNqpZs6a++eYbHTp0SCkpKcrMzFSfPn1sZsTOfczcNZ+QkEDNuwACQKCUDAaDMjMztXXrVklS7dq1Jf2vG7TljbFly5YKCgrSb7/9pj179uivv/6Sv7+/BgwYIC8vr3wzLGVmZurzzz/X1q1bFRwczC8ncBrUPDwJ9Q5PQ83D01Dz8DQGg0GpqanauXOnjEajGjVqJOl/NW8Jszt27KigoCD93//9n06dOqUVK1bI399fXbt2zdcD0GAwKD093TrJDTXvGvIP5gZQIt7e3vL29pafn58kWd8ULdOnS1L9+vU1aNAgxcbGKi0tTWvXrtW6desKvKHqmTNnFB8fr9DQUL3yyiu8ecLpUPPwJNQ7PA01D09DzcOTZGVlyWQyydfXVz4+PpKUrxerJDVv3lzDhw9XtWrVdOrUKa1evVr79u0r8JjHjh2zhn/UvGsgAASugq+vrypUqKDs7GytW7dO6enpNutzf3CoW7euBgwYoOjoaCUkJGjjxo1KTU2V9L83WkmqUaOGHnroIb322mt0m4bToebhSah3eBpqHp6GmoenCQ0NVcWKFZWenq5t27bJZDLZ1G/umm/atKmGDRsmf39/7d+/X2vXrrVul3ufBg0a6Nlnn9XEiROpeRdBAAiUkslkkiRr1+kjR44oMTHRZp1k+ybaoEEDDR48WJK0detW/fXXX9ZtpP+9kTZs2FAVK1Ysh1cBlBw1D09CvcPTUPPwNNQ8PI2lPmvWrClJ2rVrl7KysmQwGAqt+RYtWujee++VJP35559atWqVdRvpf38rrVu3VmRkZPm8EFwzAkCglHLfIyEsLExxcXH6/vvvresKexNt3bq1brvtNknSxo0blZaWZl2XdwgB4EyoeXgS6h2ehpqHp6Hm4WkMBoOMRqN69+5t7dU3c+ZMSUXXfJcuXdSzZ09JV2bNlv4XJua9JyBcA1cNuAomk0mVKlXSPffcIz8/P23btk0zZsyQVPibqNlsVr169eTt7a34+HilpqbyYQEug5qHJ6He4WmoeXgaah6exmQyKTo6Wrfddpt8fHy0evVq/fTTT5IKrnkLyyQ5u3bt0uXLl6l5F0cACFwFyy8esbGx6tOnj3x8fPTXX3/p66+/tq7P+yZqMBhUs2ZNhYWFKTMz03rvEMAVUPPwJNQ7PA01D09DzcPTWGq+RYsWatu2rYxGoxYtWqTffvvNuj53zVs0atRIoaGhMplMyszMLM8mowwQAALXICQkRJ06dVKnTp3k7e2t5cuXa/r06ZJsu0Xn5ORIktLT05WRkaEqVaqoQoUKDmkzcC2oeXgS6h2ehpqHp6Hm4WmioqLUvXt3xcbGKisrS/PmzdOPP/4o6UrNW4b4Wmo+JSVF6enpqlixooKDgx3WbtiHt6MbALi66tWrq1evXjIajVq9erVWrVqlixcvavDgwapSpYoCAwPl5eUlSfr55591+fJltWjRwjr9OuBqqHl4Euodnoaah6eh5uEpzGazDAaDGjZsqH79+slgMGj37t2aO3euzp8/r+HDh8vPz08+Pj7Wmp8/f74yMzNVt25d6zK4LgJA4BpY3kRjYmLUp08fhYWFacGCBdqxY4fOnTunqlWrqm3btkpJSdHOnTu1fft2VahQQbfddpt8fX0d3Xyg1Kh5eBLqHZ6Gmoc7MJlMJZ6ggJqHJ7HM+ms0GtWkSRN5e3srPDxc69ev17p165SQkKDatWurefPmSktL0/r167VlyxZVrFhR/fr1IwB0A4akpCSzoxsBuCLLB4aLFy8qLCxM0pUu0gcOHNCsWbN04cIFZWdn29xPISoqSs8884yqVavmyKYDV4Wah6uz1HBptqXe4Smoebi648ePq0aNGiXenpqHqyvN55rc26ekpCgoKEiSdObMGe3evVs//vij9b6WuWu+atWqevbZZxUVFWX/F4ByRwAIj1faN87c++zfv1+//vqr2rZtqx49eljXJyYmas+ePdq5c6dSU1Pl7e2t2NhYtWnThvuFwClkZWWVaugKNQ9XduTIEVWoUMH6Ba841Dtc3alTp5SUlFTi+5RR83B1K1eu1JdffqlHHnlEnTt3LnZ7ah7uqKjer7lrfvny5WrXrp1at25tXX/69Gn9/fffOnTokC5duqSgoCA1bNhQnTp1UqVKlcrrJaCMMQQYHi8rK0spKSlKSkpSQECAKlWqpP/X3r0HR1XeYRx/ziZLbuZCEgIkIOGSECCAkfv9jtUiMioqioio7XSqdkaLM47SmXY6He20MupMR6hQKqVWpWIRihru4VbuIAFyk4BcEigBEkKym+zZ/pE5x4SLBQlkd8/3809I9mzmnJknP979nfe8b3h4w5/G1ZqDjYvn3LlzVV1drezsbPt10zSVmJio4cOHa/jw4bf1WoDrkZubqx07duj5559XXFzc/z2ezCOYrV+/XosXL9b48eP18MMP/9/GN3lHsNu9e7c+/fRTlZeXa8qUKRo9erQ90+NqyDyCndX8k6SioiINGjRILpfruhohZB7B6PTp0zp79qzy8/OVmpqq5ORkZWZm2jP3Ls9+48z/8Y9/VE1Njbp3726/bpqm2rVrpylTpkhq2OwmMjLydl4SbhMagHC0r7/+Wnl5edq/f79qampkGIZGjhypwYMHq2fPnt/b/Hv77bdVXV2t8ePH68c//rF9jFVwL28e/pCZhkBzW716tRYvXixJWrBggZ599lnFxsZe83gyj2C2ceNG+0Nhenr6DTX/yDuC0aZNmzR//nxJUv/+/ZWamqro6OhrHk/mEewa13lJ2rJli8aNG3fNR4HJPILdrl27tHz5cp04cUJer1eSlJiYqMmTJ2vs2LHf2/x7++23VVNTo3HjxmnMmDH2MZdn3mr+kfnQc32rowIhaPPmzZo7d662bdumuro6JSYmyjRNbdq0SatWrdKJEyeueI9hGCoqKtLcuXNVVVWliRMnasaMGZJkr5PQ+Njv+x5oCXv37pUkud1u7dmzR++//76qqqqueTyZR7DauHGj3n//fUnSrFmzNGTIkP/7HvKOYLZ79267+Tdt2jS9+OKLysnJkWEY8vuvvuIPmUcwa1znH3nkEXXv3l21tbVauXKlamtrr/oeMo9gtmnTJr399ts6cuSI2rVrp4yMDCUmJqqiokL//Oc/lZ+ff8V7DMNQQUGB3nnnHVVVVWnChAl66qmnJJF5J2IGIBxp69atmjdvniTpgQceUN++fZWWlqbly5dr5cqVys/P18mTJ5WWltbkfR6PR59//rl9t3D69OmSbmy3MaAlWWt49OnTR/v377ebgNeaCUjmEYwub/6NHj1aUkNuDcOwB7SNc+z3++X1esk7gtKZM2f0r3/9S5L05JNPasKECZIkn8+nsLCwq36IM02TzCNoXa3OV1dXq6CgQMePH7cfYbw8y4xrEKx27Nhh3+R54oknNGrUKEVGRmrfvn1atWqVDh48qDNnzjR5j9/vV21trRYvXqzKykpNnDiRzDscDUA4zv79++1HBWbOnNlkwd9HH31UZWVl2rVrlw4fPqwBAwbYd80Nw1BERIQmT56sXr166Z577pFE8URwycnJ0dq1a5Wenq7+/ftr4cKF39sEJPMINhs2bNCCBQskNW3+1dfX2+u7WhrnmBqPYHb69GkdP35cAwcOtJt/1mZPPp9PZ8+e1bFjxxQTE6OwsDB7rajIyEhNmjSJzCOoXOsmz9ChQ7V69WodO3ZMq1at0rRp067IMnUewejbb7/VJ598Iqmh+WdlV5L69u2r48eP6+DBg/rvf//b5H2GYSgqKkqPPfaYCgoK9NBDD0ki805GAxCOcurUKa1YsUIej0dTp061m3/W9GeXy6WoqChJshshPp+vyYfGbt26qVu3bvb7KJ4IJtYuqOXl5brnnntUXV2tjz766IomYONsk3kEi7Vr12rRokWSGmZBWR8KvV6vWrVqpfr6eh04cEBFRUU6deqUPB6PBg4cqA4dOqhr166SyDuCi5XR3bt3q66uTqmpqZIaGt5ut1ter1eLFy9WUVGRTp48qfDwcJmmqREjRmjYsGHq2rWrMjMzlZmZ2eT3AYGq8YYfl9/k6dixo8aPH69Vq1bp0KFDKisrU7t27Zq83+/3U+cRdMrKylRRUaHevXs3aVybpqnw8HDFx8crMTFRycnJunDhgiorK+3NLSUpOzvb3uiGzDsbDUA4hmma2r9/vw4fPqwRI0bo/vvvt38uNTT/ampqdP78eftxmb/97W8qLS1Vx44d1b17dw0ePNh+z/ftLgYEqvT0dHXo0EHFxcXy+/0aOXKkXC6XPvzwQ7sJOGvWLLtRWFBQoE6dOikyMlJ+v5/MIyBZj+9+9dVXkhoWw27durX9CFirVq3k8Xi0YMECHThwQBcvXrTfe/DgQbVv314TJ05s8qgwNR7BwMpoWFiYJNnNjvDwcHm9Xv3+979XYWGhYmJilJSUJJ/Pp/Pnz2vDhg0qKyvTmDFjNGjQIPv9ZB6BrLCw0G7+PfPMMxo1apQk2U0QScrIyNDKlStVWlqq4uLiKxqAlz8OT+YRDPLz8+X1eu1Nnerr6+Vyuezcf/PNN6qoqFBubq5WrFih06dPKz4+XiNHjtR9993XZCd4Mu9sNADhGC6XSxkZGerUqZNycnKueE2SvvjiCx04cECStGbNGl28eFH19fUqLCzUmjVrdPr0aU2ePFkul4tdkRC0OnTooB07dqiyslJt27bV0KFDJcluAi5cuFAvvPCC1q1bp8WLF2vUqFGaOXOm/QERCDTW47uzZ8/Wn/70JxUVFenjjz/WxYsXNXr0aJmmqTfffFPFxcVKSEhQv3791KZNG50+fdpeL2rx4sXy+/0aM2YMg2MEHWuH68OHD2vIkCGqq6vTggULVFhYqC5duuiZZ55RbGysKisrVVxcrEWLFqmgoEB+v1+tW7dWjx49GNcg4LVq1UojRoxQVlaWRowYIenK2Ux33323RowYoby8PK1YsUKZmZlKSUlpqVMGmoWV8YqKCklq8nRabm6uVq9eLUmqqalRq1atFB8frwsXLujzzz/XuXPn9NhjjykuLo7Zf6ABCOfw+/3q0qWLXn75ZcXFxdk/t4rg8uXLtWzZMkkNO4llZmaqa9eu2rlzp/bs2aMtW7Zo6dKlio2N1ZgxYxgkI+hY/+lnZWVp27ZtOnDggNq2bavo6GgNGzZMfr9f//jHP7Rnzx796le/0vHjxyU1PBJJ8w+BzjRNJSUl6ec//7neffddlZSUaNWqVZIa1n4tLi5W165d9bOf/UyJiYn24Hnr1q3Ky8vTgQMH9O9//1upqanq3r17S14KcN2spl16erok6ciRI/J4PKqtrdW+ffuUmpqq2bNn27M/EhISdOedd6p169aaO3euCgsLtWnTJvXo0YNxDQJeenq6Hn/8cTvPlzczrO/vuusu7dy5U5WVlTpx4oRSUlJofCCo9evXT5s3b1ZRUZHeeecdTZ06VefOndOhQ4fsDaCmT5+uPn36qF27diotLdX+/fu1dOlSbdq0SbGxsVddExPOQwLgGNbANiEhwZ7BZ8nPz9fSpUslSS+88IImTZqkjIwMhYWFadCgQZo4caJycnJkGIb27dun+vr6FrkG4GZY/+lbHxTLy8vt16KiojR8+HA99dRTCgsL08mTJyU1NMOtR2wa/80Agcblcsk0TSUmJuqFF15Q165dderUKS1dulQ7d+5Uhw4dNHv2bKWkpNjHStKQIUM0evRoJSQk6MyZMzpy5EgLXwlw/ayxTVZWlpKSknT06FF7+ZL6+nqNHDlSMTEx9rjFquM5OTn6yU9+IknKy8tTYWFhy1wAcIOs5t/VliWxvreaIBcvXtSqVatYwgRBLy0tTSNGjFBUVJR27typ3/zmN3rzzTebNP8mTpxoz3a98847dd999+mBBx6Q1DBLsKioqMXOH4GDSgjHanynOyUlRT/60Y/00ksvacCAAfbPrYFyly5dlJGRIb/fr/z8/CbrRwHBxGqQxMfHa/fu3aqpqbE/GEZFRamqqko+n89ujpSWlqqqqkrSlevmAIHmak3AyspK+/vo6Gj5fD57fT+rxg8cOFA9e/aUaZrasmVLk78BINCZpqnY2FhNmjRJERER2rp1qz7//HN5vV57YzNrxqthGPL7/fL7/crMzFTbtm3lcrlUV1fXkpcA3LBrjUlM07R3+o2KilJpaal27doliRuZCF4JCQkaN26cHnroIbVu3VoRERFq3769MjIy1KtXLw0bNkzSd38X1vqAPXr0UExMjEzTVG1tbUteAgIEDUBAUps2bfTwww/rrrvukvTdIzWGYdgfArOysuR2uxUZGdmCZwrcHJfLpYSEBHXr1k0XLlxQTU2N/cEwNzdXH330kaSGhojb7db27du1cOFCXbhwoSVPG7hujZuAzz//vDIyMjRgwAClpKTI7/c3eZzdMAz5fD5JUufOnSVJ0dHRCgsLY7YIgoaV1R49eqhnz56qq6tTSUmJpIZNEzweT5PjrfFNXFycWrVqJdM0VVlZedvPG7gVrL+H1NRUJSQkqLa2VgcPHpTEjUwEN2vDsjfeeENvvPGGfve73ykyMlIul0sxMTFXXcc1LS1NERERMk2TsTwk0QBECDp69Kg9Y+lGtGrVyv731QYIJSUlqqurU1pamhISEm7mFIFmdSOZtxrabdq0kcfjsTe9+fLLL7V48WJJ0owZM/T8889r2rRpioyM1K5du7RkyRJmRCEgXE/erSZgUlKSXnzxRY0cOdLe3f1y1s/KysokSa1bt27+kwZuwvXW+NTUVE2YMEF33nmn/bMjR47Y2bZYs77r6upUW1ur5ORkde3atXlPGrgJP3Qs31j79u01YcIESQ0b+3399dfNcWrALXG9mff7/YqKilJkZKTOnj2rQ4cO2TcyG09csX527tw5eTwetW3bVpmZmbfuAhA0aAAipKxZs0Zz5sxRbm5uszymay0Y7Pf7tXPnTrlcLnsHYR4jQCC40cw3Xh/H5XLp4sWLysvL05IlSyRJTz75pMaPHy+pYW20KVOmKC4uTvfddx8zotDibiTvVu2Oj49Xx44dr3qMVeO9Xq9KSkoUGRlJjUdAud7MW3nNzs7Wgw8+qI4dOyo8PFwnT57UokWLdOzYMXm9XknfPQ68ZMkSnTlzRunp6YqNjb31FwNch+YYyzf+e+jcubMMw7DXueRmJgLNjWS+8Y3MVq1aKSIiQoWFhdq4caOk726AWk87LF++XNXV1dR52NgFGCFjx44d+utf/yqpodiFh4dr7NixuuOOO37Q72u8W9j8+fNVUFCgjIwMDRo0SBKPEaDl3Uzm77jjDpmmqY8//tgeDM+YMcNu/vn9fsXExGjMmDEaNWqUveg20FJ+SN6/r043rvELFy5UaWmpevTooaysrP/7XuB2uJHMW2v7GYahu+++W263W7m5uTp06JBKSko0f/58ZWVlqWfPnvJ6vdq6dav27NmjhIQEPfroo/ZagUBLaq6xvFW/27Vrpy5duujIkSNat26dRo0apeTk5GY/b+CHupnMR0dHq1evXtq+fbvWrVsnr9er8ePHy+v1yuPx6IMPPtDOnTuVlJSkqVOnUuchiQYgQkRpaak+++wzSVKHDh10/PhxLV26VIZhaMyYMTc0cLAG0NYdlPfee0/btm1TXFycnnvuOR7/RUC42cynp6dr3LhxWrNmjaSmM/8aN0YYLCAQ3MoaP2/ePG3dulUJCQmaNWuW4uLibtFVANfvh2S+cROwd+/eiouL0759+/TFF1/o2LFjOnbsmHJzc+3ZUe3bt9cvfvELtW3b9nZeGnBVzVnnpe/GMg888ICKiop07NgxbdiwQQ8++CA3eBAQbjbzbrdbgwcPVn5+vkpKSnTkyBHl5eXJ5/PJ4/GovLxcCQkJmj17tr07MEADEEHv0qVL2rZtm06dOqXMzEw9+eSTWrt2rdatW6dPPvlEkm5o4GAYhioqKnT48GGtW7dOBQUFSklJ0UsvvaR27drdyksBrktzZf7ee+9VVVWVOnfubK+T07j5BwSCW1XjDx06pPXr16ugoEDJycn65S9/SSMEAeFmMt+4CdipUyd16tRJAwYM0Pr163Xy5ElVVlYqLi5OPXr00KBBg5SUlHS7Lw+4QnPXeUlNbmTGx8crLCxMw4cPp/mHgHCzmbfqfP/+/eX1erV8+XKVlZXpyJEjkqS4uDj16tVLM2fOZGyDJmgAIuidPXtWeXl5qq+vV79+/dSpUyc9/fTTkvSDBg6XLl3S0qVLtX37dtXX1+uuu+7S9OnTuXOCgNFcmU9JSdGzzz5r72xN8w+BqLlrfE1NjZYtW6bt27erpqZGPXv21KxZs6jxCBg3m/nGDQ7TNNW+fXtNmzZNUkP+mdmNQNPcdb6xiIgITZ06VRERETRCEDCao85b4/ahQ4cqNTVVp06dUklJiSIiIpSdna20tDSeasAVaAAi6LndbmVkZMg0TXsWkyQ9/fTTMgxDa9euvaGBQ3R0tAYOHKjY2Fh17NhRffv2ZdFUBJTmzLzV/PP7/TT/EJCau8ZHRUVpwIABcrvdatOmjYYMGcLSDggozZl5q65bs0Ws5p/1PRAImrvON+b3+5Went7cpwzclObIvLXZmWEYSk9PV3p6uoYMGXLbrgHByTh//jzb3CHolZeXKykpSeHh4TJNU4Zh2APbRYsWae3atZKkqVOnXvfAwev1Kjw8nKYIAtKtyDwQqG5F3mtqauR2u+0dUYFAQo2H05B5OE1zZ77xjR1u8uBaaAAiqF1e3K5V+L6viFrTp03TlN/vt7dNBwIRmYeTkHc4DZmH05B5OA2ZR0tiahOChrVrXeN/W4tdWxoX08avzZw5U2PHjpUkffLJJ1q3bp0uXrwoqWH69KVLl7Rw4UJ73T8gEJB5OAl5h9OQeTgNmYfTkHkEGp57QdCoq6uTx+ORz+eTaZpKTEyU1HQR1Ms13g1v5syZkmSvqeD3+zVx4kRJ0rx587Rnzx4dPXpUOTk5PBKGgEDm4STkHU5D5uE0ZB5OQ+YRaEgJgsLevXu1fv16FRYWyufzqb6+XkOHDlW3bt00atSo712n71pFdOnSpaqvr1dxcbEOHDig2NhY/fSnP7U3RQBaEpmHk5B3OA2Zh9OQeTgNmUcgYg1ABLzNmzdr3rx5khp2LI2OjlZFRYX9+uDBg/XYY48pISHhewtp47ssH3zwgVavXq2wsDD5fD7FxMRozpw5Sk1NvbUXA1wHMg8nIe9wGjIPpyHzcBoyj0BFAxABbe/evXrrrbckSdOmTVP//v0VHR2tPXv26Ouvv9aOHTtUX1+vXr166f7771dGRobcbvc1f5/P51NYWJhqa2v12muv6cyZM4qOjtacOXOUlpZ2uy4LuCYyDych73AaMg+nIfNwGjKPQMYjwAhIfr9fHo9HW7ZskSQ98sgjuvfee+3Xhw8frl69eik7O1t/+ctflJ+fL6/Xq0mTJql3795XXQPB2iGpurpa8+fP15kzZxQTE6PXXnuN4okWR+bhJOQdTkPm4TRkHk5D5hEM2AUYAckwDNXV1am4uFhRUVHKycmR1HAHxNoZqXXr1hoxYoReeeUVud1uFRUVacWKFSouLm6ys1Lj31lTU6N33nlHe/bs0R133KE5c+aoQ4cOt/XagKsh83AS8g6nIfNwGjIPpyHzCAY0ABGwqqqqVFVVpfr6enk8HklSWFhYk63S/X6/srKy9Oqrr9pFdPny5fYW6aZpNvmdZWVlOnTokMLCwvT666+zZgICCpmHk5B3OA2Zh9OQeTgNmUegowGIgBUfH6+2bdvKMAx70dTLC6K1hXq3bt308ssvy+1268CBA/r73/8uSVcsqtq5c2e98sor+u1vf0vxRMAh83AS8g6nIfNwGjIPpyHzCHQ0ABGwoqOjlZSUJK/Xq+XLl+vSpUtyuVxXFFGXyyW/36+ePXtq+vTpCg8P19atW/Wf//ynyXF+v19+v1/Z2dmsmYCARObhJOQdTkPm4TRkHk5D5hHoaAAiIJmmKcMwNHnyZCUlJam0tFTLli2Tx+OxC2Zj1rTq7OxsZWdnyzRNlZaWXnFM4+nXQCAh83AS8g6nIfNwGjIPpyHzCAY0ABGQrCKZkpKivn37yuVyadeuXdq4caPq6upkGMZVF0pt06aN+vTpI0navHmzampqrrjjAgQiMg8nIe9wGjIPpyHzcBoyj2Bw5V7TwG107NgxlZWVad++ffL5fMrMzFRaWpq6d+8uwzAUGxurMWPG6JtvvlFpaanWr18vt9utYcOGye12yzRNe50Ev98vwzDUvXt3RURE2HdMLl9HAWhJZB5OQt7hNGQeTkPm4TRkHsGMBiBazI4dO/Txxx/r3Llz8nq9kqTt27crPj5eDz30kIYPHy5J6tSpkx5//HG99957+vbbb/XVV1/J4/Fo9OjRioiIsIuoz+dTeHi4amtrVVdXp+TkZEVGRrbkJQJNkHk4CXmH05B5OA2Zh9OQeQQ7WstoEZs2bdK7776r8vJyde/eXUOHDlVOTo6io6N19uxZLVmyRLt377aPz8rK0nPPPaekpCQdP35cq1at0ocffqjq6mr7Dkl4eEM/+8svv5RpmurSpYtM07zqVGvgdiPzcBLyDqch83AaMg+nIfMIBcb58+dJF26rvXv36q233pIkPfHEE7rnnnvs17Zs2aLc3Fx98803GjVqlGbMmCHDMBQWFiZJKigo0EcffaSjR4+qrq5OqampmjhxohITExUWFqa1a9dq165dSk5O1quvvqo2bdq0yDUCjZF5OAl5h9OQeTgNmYfTkHmEChqAuK1OnDih999/XyUlJZo2bZruvfdeSWqyFsJnn32mTz/9VPHx8fr1r3+txMTEJr/j22+/1aZNm7Rr1y6dPn36igVV27Ztq5deeknt27e/fRcGXAOZh5OQdzgNmYfTkHk4DZlHKGENQNxWxcXFOn78uPr162ffObGKp/V17NixysvL04ULF1RRUXFFAe3YsaOmTJmi0aNHa+XKlaqoqFBZWZnatWunLl26aPTo0UpOTm6JywOuQObhJOQdTkPm4TRkHk5D5hFKaADitqmvr1dubq48Ho969+5t3zFp/NXv9ys8PFyGYcjr9aq8vFzdunW74ndFRUUpKipKzzzzjCSpsrJS8fHxTe7EAC2NzMNJyDuchszDacg8nIbMI9SQNNw24eHhmjx5srp06aK77777msdFR0fb05/dbvc1j7O2TTcMQ3FxcZIkwzCa96SBm0Dm4STkHU5D5uE0ZB5OQ+YRapgBiNtq4MCByszMVEJCgl0AG7O+j4iIkCT5fL4mr/t8PntBVcMw7Dsm1vsooAg0ZB5OQt7hNGQeTkPm4TRkHqGEGYC47RISEiRdvdiZpilJ8nq9kqTq6uomr1nFc//+/ZLEdGkEBTIPJyHvcBoyD6ch83AaMo9QQfoQkCIjIyV9V2R9Pp9dLP/85z/rD3/4g7788ssWOz+guZF5OAl5h9OQeTgNmYfTkHkEAxqACChWkbQKqHXHxPq6YMEC5eXlKTIyUj179myZkwSaEZmHk5B3OA2Zh9OQeTgNmUcwYQ1ABBRrTQRrCvXFixft1xYsWKANGzYoJiZGc+bMUWpqakudJtBsyDychLzDacg8nIbMw2nIPIIJMwAR0KzFVCmecAoyDych73AaMg+nIfNwGjKPQEYDEAHFmkIdHR0tqWGr9EWLFlE8EbLIPJyEvMNpyDychszDacg8ggmPACOgXL61+rJly1RdXU3xRMgi83AS8g6nIfNwGjIPpyHzCCbMAERA8vl8kmQXz9dff53iiZBG5uEk5B1OQ+bhNGQeTkPmEQxoACKgWHdP+vTpI6lhSvXrr7+utLS0ljwt4JYh83AS8g6nIfNwGjIPpyHzCCbG+fPn/S19EsDlvF6vtm/frq5du6p9+/YtfTrALUfm4STkHU5D5uE0ZB5OQ+YRDGgAImBdvp4CEOrIPJyEvMNpyDychszDacg8Ah2PACNgUTzhNGQeTkLe4TRkHk5D5uE0ZB6BjgYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAhjAYgAAAAAAAAEMJoAAIAAAAAAAAh7H9APPNgOKnTVwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure Size: (640 x 480)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How many games are played?\n",
    "gamecount_df = (\n",
    "    chess_df\n",
    "    .group_by(\"UTCDate\")\n",
    "    .agg(pl.count())\n",
    "    .sort(\"UTCDate\")\n",
    "    .collect()\n",
    ")\n",
    "\n",
    "plt = (\n",
    "    p9.ggplot(gamecount_df, p9.aes(x=\"UTCDate\", y=\"count\"))\n",
    "    + p9.geom_line()\n",
    "    + p9.theme_538()\n",
    "    + p9.theme(axis_text_x=p9.element_text(rotation=45))\n",
    "    + p9.labs(x=\"\", y=\"Number of chess games played\", title=\"Daily lichess popularity\")\n",
    ")\n",
    "\n",
    "plt.save(\"img/gamecount_plot.png\", width=10, height=6)\n",
    "plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\erikj\\AppData\\Roaming\\Python\\Python311\\site-packages\\plotnine\\ggplot.py:587: PlotnineWarning: Saving 10 x 6 in image.\n",
      "C:\\Users\\erikj\\AppData\\Roaming\\Python\\Python311\\site-packages\\plotnine\\ggplot.py:588: PlotnineWarning: Filename: img/highcount_plot.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure Size: (640 x 480)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now again but for high-elo rated players\n",
    "highcount_df = (\n",
    "    chess_df\n",
    "    .filter(pl.col(\"WhiteElo\") > 2000, pl.col(\"BlackElo\") > 2000)\n",
    "    .group_by(\"UTCDate\")\n",
    "    .agg(pl.count())\n",
    "    .sort(\"UTCDate\")\n",
    "    .collect()\n",
    ")\n",
    "\n",
    "plt = (\n",
    "    p9.ggplot(highcount_df, p9.aes(x=\"UTCDate\", y=\"count\"))\n",
    "    + p9.geom_line()\n",
    "    + p9.theme_538()\n",
    "    + p9.theme(axis_text_x=p9.element_text(rotation=45))\n",
    "    + p9.labs(x=\"\", y=\"Number of games with Elo rating > 2000\", \n",
    "              title=\"High-elo games per day\")\n",
    ")\n",
    "\n",
    "plt.save(\"img/highcount_plot.png\", width=10, height=6)\n",
    "plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\erikj\\AppData\\Roaming\\Python\\Python311\\site-packages\\plotnine\\ggplot.py:587: PlotnineWarning: Saving 10 x 6 in image.\n",
      "C:\\Users\\erikj\\AppData\\Roaming\\Python\\Python311\\site-packages\\plotnine\\ggplot.py:588: PlotnineWarning: Filename: img/opening_plot.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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YU90iIiKgVCrRoUMHfPjhh1Wmfj7zzDNYvXo1YmJiAAAnTpxAXl4e7t27h44dO+LDDz+sskbW008/jdWrVyM2NhYA8Ndff2H69Ok6gyWnT5/WCP5169YNH3zwQZV1B+fOnYuvv/4aN27cAFCRtfLnn39i3rx5VdoMCQkR+iwSifDuu+9WmXqqTiaT4dy5c1WmYC5btkxob9WqVcL9O3bs0NlWfZSVlWHDhg0aX24nTpxY7RTB2NhYHDx4ECKRqMpjxcXF2Lx5sxD8E4vFePPNNzF+/HiN7WbNmoXLly/j66+/RmlpKRQKBX744Qd0795dr7Ucjxw5AqVSiUmTJuGll17SKJAzadIkjBs3Dh999BHKysogl8vx+++/IyYmBgqFAlOmTMGLL76oEcidOHEixowZg48++gjl5eUoKSnBkSNH8Oqrr9bYF6AiWCORSPD2229j9OjRGo899dRTOHDggJDRlZaWhp9//hmnTp2CVCrF22+/jVGjRmnsM2PGDOzfvx979+4FUBHQv3r1KgYNGqT1+FlZWfjhhx+E4J+xsTGWLVsGLy8vje3mzJmDEydOYPv27VAqlSgtLcXmzZuxZcsWvdYF3L9/PxQKBWbNmoXnnnuuSjB85syZWLlypfBjxcGDBzF58mS9ps/XRJWxpR78e+655/Dss89qrFX61FNP4c6dO/j888+FAP7u3bvh6emp19pz//77LxQKhc5r1Ny5c7F582bhepyQkIADBw5ovS4AECqrqwJ7UqkUr732GsaNG1dljdW5c+diy5YtuHTpEgBg3759GDBgAJycnGrst4+PDxQKBUaPHo3XXnutSlDt2WefxZo1a4Tr1MmTJzF79uwGXdsuIiICCoUC9vb2WL16NZydnTUef/rppzXO64cPH+LMmTOYOnWq1vays7Px008/CbdNTEywcuVK9O3bt8pz+/vvv/G///1PrwJZAHD48GHh74EDB+L999/XuXyEKqNU9VlApC9OASYiIiKiWouLi9Mo6tGnTx+dBRQqZwrWpmiD+raV22kISqUS5ubmWLdundZ130xNTfH2228Lt4uLi/Hvv//CwsIC69at07pAvpmZmcY+eXl5CA4O1nr8srIy/Pbbb8Lttm3b4uOPP9ZadMTCwgKrVq3S+BL7119/CVk06kJDQ4W/Bw4cWG3wD6jIsJs6dSq8vb2r3a6xnTx5EnFxccLtp59+Gm+++Wa164O5urpi5cqVWrPjTp8+rTEF9qWXXqoS/FMZPHgwFi9eLNzOy8vT+8u7UqnE0KFD8cYbb2gE/1R69eqFiRMnCrcvX76Mhw8f4sknn8Rrr72mNYuzd+/eGvuogjD69ue1116rEvxTmTVrlkbA/sSJE1AoFHj99derBP9UnnnmGY0iNNX15+DBgxqBsffee69K8E9l8uTJGsGqBw8eCJmINVEoFJg6dSpeeOEFrWNoZ2dXpaK4rvdibQUGBmpM9542bRqee+45rYWKPDw8sHr1auGxsrIyIehUE4VCATMzM3zyySc6r1HLly/XKNDy119/6cwQ++effzSmnC9btgwTJkzQ2m9TU1O8//776NGjB4CK7FjV+nr69HvgwIFYsmSJ1ow6c3NzvP/++8Jxy8vLERAQoFfb+lKN3eeff14l+Kcye/Zs4fkBqHb6/5EjRzSmEb///vtVgn8q48ePx/z584Us3uqkpqbi4cOHAACJRIJ33nmn2rVjxWIxPD09Ndb9JNIHA4BEREREVCtyuRxbtmzR+GLz3HPP6dy+8rpYtan6qL5teXm5sAZfQ3rmmWeqnbrq4uJSJVPnmWeeqbZgQefOndGxY0fhtq413gICAoSsIABYuHBhteNjZGSE1157TbhdXl6udR0o9al9DVXFs7HJ5XIcO3ZMuO3k5KQzi0lf6oGkTp061bhg/pNPPqmxQL+2ojDaSKXSGqcvVg7CSqVSvPzyy3rvk52dLQQJauLk5KQRPKxMJBLhySefrLKPruCoap/hw4cLt3Wd08XFxTh37pxwu3///jozBVVmzpypEdw6ffp0tdurWFhY4IUXXqh2m969e8Pe3l64ravftaXex1atWmHu3LnVbt+jRw+N4OrVq1erXXtP3dNPP13t9G8DAwON86+8vBwXLlyosp1SqdR4j3l7e9c4zV0ikWi0HRQUpPVHB237vf7669Vu4+joCA8PD+F2Q7026mbNmlXj1Plx48YJf8fFxWldDkEul2uc13369NEZ1FaZPn26Xuvdql+vLSwsWOGXGg0DgERERERUK7/88oswbQuoyHSornpi5cXdtWVI6VJ5W9V6Xg1p5MiRNW6jnvkEVA3maKOeYaWrsIf61F8rK6saAyVARTaRenBRW3EU9emTqjWu/utiY2M11iycOnVqvaZqJicna4z72LFjtWY5VaYeOCsoKNBZ1ENd7969a6xg26lTJ43je3p61ji92MnJSWOf6grEqFMP1OlSecp+bc/ptLQ0rQVuIiIiNLKkqgsqqkgkEo0gzP3792ss/gJUBLD0mSrctWtX4W99x7A6JSUlGgVLnnzySb2q76qfWwqFAjdv3qxxH7FYjDFjxtS4nbu7u8Z1ISgoqMo28fHxGmtm6prqWpmrq6vQdnl5uV7FMjw9PbVmMlemviZsQ7w2lenKaFWnfn6UlZVpzTZPSEjQCNTp065UKtXrvah+Dufk5Ogs3ENUXwwAEhEREZHezpw5gyNHjgi327dvX2MWU+WsPalU/2WoK0/ra+gMQDs7O7Rq1arG7dQDNW3btq31PrqqT6pnvPTu3VvvgFf//v2Fv+/evVslY0U9YHnnzh1s375dY0rmf1HlCsT6BEOrUzmbqF+/fnrt169fP431BPXJSlKffqmLgYGBRnZnXfbR9zXUp+3K53Bt91EqlVrPa/XxUk1V1If6OV25HV3UAzfVUc/wral6tj4qv+d0TQOtzM3NDVZWVsJtfZ6js7OzXtcbQLNy+t27d6tU3g0PDxf+NjMz07sgE6B5fqj/AKTP9tVRD5w39DXKzs5OrzU8K2eAaztHVGu6qqhnLlanZ8+eNW7Tvn17jR+71q1bp3elbaLaYACQiIiIiPRy7do1bN26VbhtaWmJ1atXV7tWEVA1i09b1pAu6pVbtbVVX/p8OQQ0MzT0/TKuvk/lLEigIgNIPdNDn4X1VdTXsyopKREqFasMHjxYYxrZ8ePH8cILL2D9+vU4efIkEhMTqwQHmpp6ZlLbtm1hYWFRr/YePHgg/G1oaKj3VGgTExONKaPq7eii73mk/l7R9zxS30ef6cj69qfy+1af/lTeR1t/1MfL3t6+xuuDiqOjo8aPAw057jW9F2urct9q895V31af56ie1VcT9aUKCgoKqkzVVa/G3q5dO70yYlXUzw99pi7X5T2h7/mtr7r0AdB+jqhnBZqYmOiV3QhUBPdqYmhoqJGJnpCQgMWLF2Px4sX47bffcPv27QY5b4lYBZiIiIiIanTnzh18+eWXQtaLiYkJPv74Y3To0KHGfSt/uapNFl/lbfWZZlcb2goHNMY+2oJthYWFGvfXZt2nytvKZDKNda5MTU2xbNkyrFu3TvhSXVJSgitXrgjVQq2srODp6Yknn3wS/fr1a5DKqPWhvhaivsGx6qhnE5mbm9cq2GFpaSlMQdUnK6kugem67KNv0LYp+6M+XurZbjWRSCSwsLAQplnqM+4N9V6srcp9q83zVN9Wn+dYm/dC5X7IZDKNIJj6eywmJgaTJ0/Wu211+mRRNub5ra+6nB+6+qH+nOu6jm11XnzxRcTGxmpkGt69exd3797Fn3/+CalUim7dumHQoEEYPnx4rc45IhVmABIRERFRtWJjY/Hpp58KgSRDQ0OsWbNG7ylelSu41maal/q2Uqm0wTMAm1LljA591jJT0SdjpU+fPvj222/h5eWlNfiVm5uLixcv4tNPP8WiRYv0WterMamv79gQgV71bKLajC2gOb7MvKkd9fGqz7g3xnqfDUX9OUokklota1Db51iba17l8a587lYuyFRXDZ2p9zhQz0avzzIWupiamuKrr77CnDlztGY/q9Ze3LFjB1566SX88ccfelUYJlLHDEAiIiIi0ikhIQFr164VvjhKpVKsXLlSo1JqTSpXQdS3kmnlbfWppvg40Wc6pS6Vv9jrmmbZoUMHrFmzBhkZGbh69SpCQ0MRFhaGrKwsje2SkpKwevVqfPjhh3jiiSf07kdDUg/6NUTwpz5TC9XHV98prFRB/XWsz7g3dLZvQ1Lvm1wuR3l5ud5Bodo+x9pkTFce78rnrnqA0MjIqMbCNbrUdb/HmfoPWbX5UaA21zIjIyM8//zzeOaZZ3Dz5k0EBwcjLCwMCQkJGsG+4uJi/P7777h//z6WLVumd/tEDAASERERkVbJyclYs2aNMG1MLBbjvffeq3WAyMbGBqampkIQUZ/qnirqa+Tps5bS48TU1BRisVj4Yqc+Pa8mlbetaZqZra0tJk6cKFQhTUpKQmBgIP7991/h9ZDL5diyZQt27tzZJJmW6tOaK69dVheVi2coFAq9pwGrj29tpvuR5njl5ubqvZ9cLq8ybfu/qnLfcnNzqxSS0EV9TPR5jrV5L1Qe78rtq2eWde7cGRs2bNC77ZZO/fqUm5uL0tJSva6T+qyXWJmBgQG8vLzg5eUFoOL6dePGDVy4cAHXr18XpihfvHgRQ4cOxcCBA2t9DGqZOAWYiIiIiKpIT0/Hhx9+KKzHJRKJ8Pbbb2Po0KF1ak994fvIyEi99snIyND48lSbhfYfB2KxWCOrMT4+Xu991bc1MjLSO/ig0qFDB8yaNQvbtm3Dk08+KdyflZWFkJCQWrXVUNTXk0xLS0N+fn692nNwcBD+Li0tRXJysl77FRUVaQSe9S0eQhXUxz01NVXvbKnk5GSNaZb/5XFXf46AZnGNmlQuxFGTe/fu6d12YmKi8LeZmVmV9QPVf0SpXDiIqqf++aNQKPR+zRuimq+5uTmefPJJfPTRR/jwww81fsi4ePFivdunloMBQCIiIiLSkJ2djdWrV2tMv3311VcxZsyYOrfZr18/4e+UlBSNioq63Lp1S+N2//7963z8/6quXbsKf9++fVsoslKTGzduCH+7urrWuYCHVCrFG2+8AZFIJNyXlJSkdTt1jbH2VI8ePTRuq4qV1JX62ALAzZs39drv5s2bGkUAKrdD1VMfL4VCgeDgYL32u379us52/ms6d+6s8Z7T99yKjY3VyNLTZx3V+Ph4vbMA1a+Zrq6uGu9rAPDw8BD+TktLq9VyDC1dly5dNAJvgYGBeu2n73b68vLywoABA4Tb2q7XRLowAEhEREREgvz8fHz44Yca03RfeOEFTJkypV7tVp6i9O+//9a4z5kzZ4S/W7Vq9Z8OCNSV+nTqvLw8XL58ucZ9wsPDNTJ96rtmn7m5uUZFSW1ByMpriTVUMQF1rq6usLe3F24fO3ZM74CoNu3atdPIePr333/1ClyePn1a+Nvc3BzdunWrcx9aInd3d5iZmQm31cdTF7lcrnFNaN++vca58F9jZGSksQ7qxYsX9Vrr7dSpU8LfYrEYffv2rXEfhUKBs2fP1rhdVFSURragepBIxc3NTSPr+MSJEzW2SxVatWql8Zr//fffNVZDTkpKwtWrVxu8L46OjsLf9blGUsvDACARERERAagI6qxdu1YjuDR79mzMmjWr3m136tRJ48vTsWPHkJ6ernP7gIAAhIeHC7cnTZqk9/ptj5PBgwdrrC21e/fuaqskl5aWYvv27cJtqVSqNTOzurGtLCsrS2PNOzs7uyrbVL5P/RxpKGKxGFOnThVuJyQkYO/evfVqc9y4ccLfiYmJOH78eLXbX7p0SSNjbdSoUbWuZNvSGRkZYeTIkcLtGzdu1JgF5ePjg/v37wu3J0yY0Gj9ayjqfczJycFvv/1W7fYREREagbwBAwbA1tZWr2MdPHiw2my98vJy/PTTT8JtAwMDDB8+vMp2EokEM2bMEG4fPXoUoaGhevVBpTZFSZqbSZMmCX/n5eXhu+++0/mjQlFREb755hu9AnTZ2dka099roj79WNv1mkiX5ve/KCIiIiKqtdLSUnz22WeIiYkR7ps6dSrmzZvXYMeYP3++8HdRURE+++yzKtVoAeDOnTv4/vvvhdtWVlaYPn16g/Xjv8TAwABz584VbqelpeGTTz7Ruj6XTCbD559/rrGm1MyZMzWy91Q2b96MVatW4fLly9V+sZTJZPjmm2+EL7EGBgZas5LMzc01sk727dtXqwIP+powYQI6d+4s3D506BC2bdtWbcZhXFwcvvrqK61BzwkTJmhkku3atUtn9mlgYCC+/fZb4balpSWefvrpOjwLmjVrlkYBiq+//hrXrl3Tuu2pU6fw66+/CrfbtWuH8ePHN3of62vgwIFwd3cXbh89ehR//PGH1oBQeHg41q1bp/E+0/faKhaLUVBQgI8++khrAaXCwkJs3LgRUVFRwn1PPfWU1usCAIwfP17Ipi4vL8fHH3+MEydOoLy8vNp+JCcn4/fff8fChQv16ndzNGjQII3r4+XLl7Fq1SpEREQI98nlcly/fh3vvvsuYmNjNdY21eXGjRt46aWXcOjQoRqLhpw4cUJjCQhVoRAifbAKMBERERHB39+/SibI1atXdX5p12bw4MHVfjns1q0bZs+ejf379wOoWNvqtddew8iRI9GpUyeUlZXhzp07CAoKEr4oi8VivPvuuzAxManDs3o8TJgwAdeuXRPGOiIiAq+//jqGDh0KFxcXSCQSJCYmws/PTyNTz83NDc8++6zWNpVKJUJDQxESEgJTU1O4u7vD1dUV1tbWMDY2hkwmQ0JCAq5cuaKRcfjMM8/orEw6atQoIVBz+/ZtzJs3D3Z2dhqvjZubG9555506j4WBgQGWL1+OFStWCOuenTx5En5+fnjiiSfg4uICc3NzFBYWIjk5GXfu3BGyERcsWFClPWNjYyxduhQffvghysrKoFAo8P333+P06dPw8vKCtbU18vLycOPGDY3zXywW46233kLr1q3r/FxaMmtra7z55pvYuHEjlEoliouL8cknn6BXr17o27cvLC0tkZWVhcDAQMTGxgr7GRoaYunSpY9F1qVYLMaSJUvw3nvvCe+h33//HX5+fhgyZAjs7OxQUFCAkJAQ3LhxQyMwuGDBAnTq1Emv44wdOxaBgYG4d+8eFi1ahMGDB6NLly4wMDBAUlIS/Pz8hGJNQEWximeeeUZne1KpFCtXrsSyZcvw8OFDlJSU4Mcff8SBAwfQt29fODk5wdzcHGVlZcjPz0dSUhJiYmI0MjRbsiVLlmDFihVCMPbOnTtYtmwZjI2NYWFhIVQIBiquZ8uWLdO4JurKZM/KysLu3buxZ88edO7cGV27doWDgwPMzc1RXl6O1NRUXL9+XSP7r0OHDvVam5daHgYAiYiIiEhr1op6JVR96LNQ/dy5c5GXlyesC1ZUVISTJ09q3dbAwABvvfWWRgGR5kgkEmHVqlX48ssvERQUBKBiXKpbJ7F79+746KOPYGBgUGP7hYWFuHHjhkbWiDaTJk3SGVAEgBkzZiA4OFioEqxQKKqcI+prv9WVo6MjNm7ciI8//lio3Jufn49z587h3LlztW6vR48eWLt2LT7//HNhnbaYmBiNbFd1UqkUS5YswZAhQ+r+JAjDhg1DWVkZtmzZImSXhYSE6KwybWJigjVr1mhk1f3XOTo64vPPP8fatWuF619SUhL+/PNPrduLRCIsWLAA06ZN0/sYrVu3xvLly7Fu3ToUFhbi/PnzOH/+vNZt27Vrh08//bTGAKqtrS02bdqE9evXC1XZs7Ky9FprsDkuxVAb1tbWWL9+PTZu3KiR+VdcXKxR8bp169ZYuXJllQxAU1PTattXKpWIjY3VCIxr4+joiE8++USvzwAiFQYAiYiIiOiREYlEeOutt9CnTx/s27dPI5tBRSwWo3fv3njppZfg5OT0yPvYFAwMDLBmzRqcP38ef/75pxD4qqxNmzaYOXMmJkyYUG3l37lz58LPzw83b96sMZDr7u6OZ555psZiIgYGBvjss89w6dIl+Pv7Iz4+Hrm5uSgpKdGomtsQHBwcsHXrVhw/fhzHjx+vdv0zJycnjBo1CtbW1jq36dOnD7Zt24Y9e/YgICBA6zpmUqkU/fv3x8KFCzWmO1PdjRo1Cl26dMHu3btx/fp1reuhGRoaYujQoZg/fz5sbGyaoJf14+Ligh9//BG///47zp49q7UYiFgshoeHBxYsWKBX5d/KevXqhc2bN+PHH39EcHBwlfeboaEhxowZgwULFuidLd26dWts2LABly5dwuHDhzWWFtDW/86dO8PLy0tjfceWys7ODl999RUuXbqECxcuCJWaLSwsYG9vjyFDhmDUqFGwsLDQyM4EtP9I0rdvX8yfPx/Xr19HdHR0tdOxra2tMX78eMycOfOxyJSl/xZRTk5Ow35aExERERHpKSEhAfHx8cjKyoJUKoWNjQ3c3d0fy0BAQ7p37x5iY2ORk5MDhUKBVq1awcnJCa6urrVuKzs7GwkJCUhLS4NMJoNcLoeJiQns7Ozg6uqqdyGCppSQkIC4uDjk5OSgrKwMpqamaNu2LTp37lzrc6W4uBihoaF4+PAhZDIZTE1NYWtrCw8PD53Tn6n+ZDIZQkNDkZmZicLCQpibm8POzg4eHh5Vqkw/rsrKyhAWFobU1FTk5eXB2NgY1tbW8PDwQKtWrfRu54MPPsCdO3cAAHPmzMHzzz8vPJaWlobIyEhkZmZCLBajTZs28PT0rHf2bXZ2NiIiIpCdnQ2ZTAYDAwOYm5ujXbt2wrRgqr3g4GB8+OGHACp+RDl06FC1P96UlpYiPj4eDx48QHZ2NkpLS2FoaAgrKys4OzujU6dO1e5PVB0GAImIiIiIiIj+I6oLANLjZdeuXfDx8QEAuLq6ahQaInrUWvYEfiIiIiIiIiKiBpabm6uxrmJzX8+W/vsYACQiIiIiIiIiqoFMJtO5Rqu6oqIifPXVV8jPzwdQsf4tK/ZSU2MRECIiIiIiIiKiGmRnZ+Ott97CwIEDMXz4cPTo0QNWVlbC47m5ubh27RoOHDiABw8eCPdPmjQJ9vb2TdFlIgEDgEREREREREREelAoFLh8+TIuX74MADA3N4epqSmKioogk8mqVGnu2rUrFixY0AQ9JdLEACARERERERERUQ0kEglEIpFGkE8mk0Emk1XZViwWY8SIEXjjjTeaTaVrerwxAEhEREREREREVIN27drh559/RmBgIMLDw3Hv3j1kZmaiqKgIYrEYFhYWsLe3R8+ePTF8+HB06NChqbtMJBDl5OQoa96MiIiIiIiIiIiIHkesAkxERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IwxAEhERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IwxAEhERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IwxAEhERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IwxAEhERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IwxAEhERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IwxAEhERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IwxAEhERERERERERNSMMQBIRERERERERETUjDEASERERERERERE1IxJm7oDRERERNQy5OfnQ6lUQiQSwcLCoqm7Qy0Mzz9qSjz/qCnx/COAAUAiIiIiekRkMhkUCgXEYjG/gNAjx/OPmhLPP2pKPP8I4BRgIiIiIiIiIiKiZo0BQCIiIiIiIiIiomaMAUAiIiIiIiIiIqJmjAFAIiIiIiIiIiKiZoxFQIiIiIjokVm3bl1Td4GIiIioQW3btq2pu1AjZgASERERERERERE1YwwAEhERERERERERNWMMABIRERERERERETVjDAASERERERERERE1YwwAEhERERERERERNWMMABIRET1GDh8+jHnz5mH9+vVVHtu+fTvmzZuH7du3N0HPWqZ58+Zh3rx5iIiIaOquEBERERHpJG3qDhAR0aOzfft2+Pv7w8bGBps3b4ZIJKpxn9jYWHzyyScAgGXLlqFXr16N3U2tIiIi8Pnnn6Nbt25YvXq1xmPXr1/HvXv30LFjR/Tv379O7T98+BDvvvsuAGDVqlVwd3fXut3Vq1fxv//9D3K5HN27d8fSpUthbGxcp2M2J+Hh4bh8+TKioqKQk5MDhUIBS0tLuLq6wsvLq86vCxERERER1R8DgERELciwYcPg7++PzMxMhIeHo0ePHjXuc+nSJQBA69at4eHh0dhdrJMbN27A398f3t7ejRpo8vf3x44dO6BQKODp6Ym3334bhoaGjXY8bSwsLODg4AAbG5sqj7Vq1QoODg5o1arVI+tPQUEBtm/fjlu3bgn3GRoaQiwWIyMjAxkZGQgMDISrqyvefvttWFtbP7K+PQoODg4A8MjPAyIiIiKi2mAAkIioBenWrRvatGmDhw8fwt/fv8YAYFlZGYKCggAAQ4YMgVjccleO8PX1xZ49e6BUKjFgwAC88cYbkEof/cfomDFjMGbMGK2PzZ49G7Nnz35kfSksLMS6detw//59SKVSjB8/HsOHD0fbtm0BADk5OQgICMCRI0eETNI1a9bA1tb2kfWxsW3YsKGpu0BEREREVKOW+02OiKgFEolE8Pb2BgBcu3YNxcXF1W5/8+ZNFBQUAKjIHmypTp06hd27d0OpVGLo0KF46623miT491/z888/4/79+zAwMMD777+P2bNnC8E/oCIjcdKkSVi7di3Mzc2RlZWF//3vf1AoFE3YayIiIiKiloffXoiIWpihQ4fiyJEjKCkpwbVr1zB06FCd26qm/7q6ugpTHdPT0xEYGIjw8HA8fPgQ2dnZkEgkaNu2Lfr27Ytx48bBzMxMa3vz5s0DULHGXseOHXHs2DFcv34d2dnZMDU1RY8ePTBz5kzY2dnp9VxU6wKq+Pv7w9/fX2ObTZs2oU2bNnq1p42Pjw8OHz4MABg9ejTmz5+vde1E9b7s3bsXsbGxOHXqFKKjo5GXl4exY8di7ty5Vbar6XlV3ubw4cPw8fHRuhaiao1Hb29vvPbaaxqPlZeX4/z58wgMDMT9+/dRUlICU1NTWFpaws3NDQMGDEDPnj31Hpf4+HghO/Spp56qNpu0Q4cOeOGFF/DDDz8gJiYGN27cwBNPPCE8rr7+4qZNm1BaWoqjR48iPDwchYWFsLGxwcCBAzFlypRqp9rm5OTg9OnTuH37NjIzM6FQKGBra4vevXtj4sSJWqdGVx6zy5cv4+zZs0hKSgIAtG/fHhMmTMCAAQO0HlP9nFZfN7Lya5icnIxjx44hLCwMBQUFsLa2xoABAzBt2rRq15BU749IJIKjoyNGjRoFb29vrF+/HpGRkZgxYwaeeuopnW0QERERETEASETUwrRp0wbdunVDREQELl26pDMAmJOTg9DQUADQ2GbHjh2IjIwEABgYGMDIyAgFBQVITExEYmIiAgICsHr16mrXesvOzsaOHTvw8OFDIaCTm5uLy5cvIzQ0FB9//LFeQUCJRAIrKysUFhairKwMBgYGMDU11dimPtOW//jjD5w6dQoAMHnyZL2n1wYGBuLHH3+EXC6Hqalpk0+dlsvl2LBhg0alWlNTUxQWFiI/Px/Jycl48OBBrQKA586dE9rRNSVZ3cCBA/HXX38hNTUV58+f1wgAqouNjcWuXbtQUlICExMTKJVKpKam4siRI7h16xZWrlypNcAcHByMH374QchqNTAwAAA8ePAADx48gL+/P9577z107txZZx9/+eUXnDt3DmKxGEZGRigqKkJsbCy2bNmC+fPn6/U8tblz5w42b96M0tJSmJqaQi6XIz09HSdOnEBkZCRWr16tNaN09+7d8PX1BVCRvWtqaoq7d+8iNjYW9+7dq1NfiIiIiKhlYgCQiKgFGjZsGCIiIhAZGYmMjAyta7JdvnwZCoUChoaGGDhwoHC/k5MTBg0ahJ49e8LW1hYikQhlZWUICwvDvn37kJKSgp9//hnvv/++zuP/+uuvsLW1xdq1a+Hm5ga5XI7bt29j+/btyM/Px4EDB7Bo0aIan0eXLl2wdetWIYvLy8urSuZbXSiVSo3gy8yZMzF9+nS999+1axf69u2LOXPmoE2bNpDL5cjKyqp3v+rqypUriIiIgKGhIRYuXIgBAwbA0NAQCoVCCPQ+ePCgVm2qgokeHh4wMjLSa5++ffsKWZFyuRwSiaTKNrt374ajoyNeeukldOzYEeXl5QgMDMQvv/yCxMRE7N69G2+99ZbGPomJifj+++9RXl6OiRMnYvTo0bC1tYVSqcT9+/fx559/IjQ0FN9++y02bNgAExOTKse9desWSktLsWDBAnh7e8PIyAjp6en46aefEBUVhT///BODBg2Cubl5rcYJALZu3Yo+ffpg9uzZaNOmDYqLi3HmzBkcPHgQsbGxuHjxIkaNGqWxj7+/v3D+jR07FtOnT4eFhQUKCgpw4sQJnDhxokqwm4iIiIhIF64BSETUAj3xxBMwNjaGUqmsMmVWRXV/v379NAINzz//PEaOHIk2bdoIU2ENDAzg6emJZcuWQSKRICQkBA8fPtR5fKlUihUrVsDNzQ1ARSZf3759MW3aNAAVaw+Wl5dr7OPu7o69e/dWmfbaGPbt2ycEX55//vlaBf8AoGPHjli0aJEw9VgikdRrGnJ9xcbGAgC8vb3h7e0tZF2KxWJYW1vjySefxJw5c/Rur7y8HGlpaQCATp066b1fx44dAQAlJSXIyMjQuo1UKsWyZcuEbaVSKby9vfHiiy8CqMiuTE5O1tjnt99+Q1lZGebMmSMEXUUiEcRiMTp27Ih3330XHTp0QE5ODi5cuKD1uAUFBXjppZcwatQoIaBpZ2cnrPdYWlqK4OBgvZ+rOmdnZ7z11lvCOWBsbIwpU6agd+/eACBMpVZRKpXw8fEBAAwaNAjz5s2DhYUFAMDMzAyzZ8/GiBEjUFhYWKf+EBEREVHLwwAgEVELZGRkBC8vLwBAQEBAlccTEhKENdCqWyOwsjZt2sDR0RFKpRIxMTE6txsxYoQQ0FDXr18/ABXVh1UBpqaQmJgIAOjatSvGjRtX6/0nTJjQ5NN+1aky3nJychqkPVVhGAC1yohTf81lMpnWbUaOHKm1zcGDBwuZquoBs/T0dERGRsLIyAijR4/W2qZUKhXW8FNNa6/MxsYGgwcPrnJ/69at4eLiAgDCe6K2Jk+erHXdSNX5fv/+fY37ExMTkZ6eDgCYMmWK1jZ13U9EREREpA2nABMRtVBDhw7FxYsXkZqaiujoaHTp0kV4TFX8w9raWmtxh9DQUPj5+SEuLg45OTkoLS2tsk12drbOYzs7O2u9v3Xr1sLf6kGmR83V1RWxsbGIiorCnj17sGDBglrv/1/Sq1cvnDhxAjdv3sQ333wDb29vuLu7w9LSsqm7VoV6IQ11IpEIXbt2RUZGhhCgBSAEmsvLy7F06VKd7arO0czMTK2POzs7aw3SAf93XtY1404VQKxMtU5m5XYTEhIAVKyv2KFDB637tmnTBjY2NjqfDxERERGROgYAiYhaqK5du6Jt27ZIS0uDv7+/EAAsLy/HlStXAFRMGa2cyfbrr7/izJkzwm2JRAJzc3NhPTeZTAa5XI6SkhKdx9a2BhsAjQqvcrm8bk+sAcyaNQtBQUE4d+4cfH19IRaLMX/+fL33/68F1tzd3TFz5kwcOXIEwcHBwlRWe3t79OzZE8OHDxem3OpDvQiHrkw+bfLz84W/dWUOqgeBdT2Wl5cn3KfKapTL5cjNza2xD9qC1QCqrcSrKihSeVq6vnSd76p2K5/rqnHSVrVYXevWrRskAJifn1+r17E+FArFIzkOERER0aOUkpLySI/n4OBQ630YACQiasGGDh2KQ4cOISgoCHPnzoWhoSGCg4OFAETl6b+3b98Wgn8jR47EuHHjYG9vrxEk/OyzzxAdHf3onkQjEIlEWLBgAeRyOS5evIgzZ85AIpHg+eef12v//9L0X5Xp06fD29sbQUFBiIyMRExMDFJTU5GamoqzZ8/imWeeweTJk/VqSyqVws7ODunp6RrZeDVRVa41NDSEjY1NnZ5HZaqAkoODAzZs2NAgbbY0SqWSgTkiIiKiengc/i/FACARUQvm7e2Nv/76C4WFhbh58yYGDhwoFP9wc3ODvb29xvZXr14FUJE9uHDhQq1tqmdnPc5EIhFefPFFyOVy+Pv74++//4ZEIsGzzz5br3bVg4OlpaUaWY8qjVXcwdbWFpMmTcKkSZOgUCgQGxuLY8eO4fbt2zhw4AB69+6tc8ppZd27d0d6ejru3LmDkpISvSoB37x5E0BF9WapVPt/QXJycnT+oqnK9lPPsLSysgJQMeVcoVD8J4OvtaVaK7GmNRsbak1HVcGUR+Fx+M8xERERUW09Dv8HZQCQiKgFs7GxQY8ePXDnzh1cunQJPXr0EKaHDhs2rMr2WVlZAHSvaZaVldUkxTsa6wNXLBbjlVdegVKpREBAAE6ePAmJRIJZs2bVuU316bPZ2dlo27ZtlW3i4uLq3L6+xGIxunTpgiVLluDtt9+GTCZDVFSU3gHAESNG4MKFCygsLMSZM2dqzB4MDAxEamoqgIrsUV0iIiK0rgOoVCoRGRkJQLPysKqSdHFxMSIiIrSuWfm4cXJyAlARCE5KStL6mmRkZOispFxbFhYWWovyNIZHPT2GiIiI6FGoy5TcR+2/H6IkIqJGpZrme+fOHZw+fRpyuRyGhoZClWB1qrXMdH2JP3ToEJRKZeN1VgdVvxojc04sFuPVV1/FoEGDAADHjh3DX3/9Vef27O3thbXfbty4UeXx/Px8XLx4sc7ta1Pd2nUSiUQIoJaVlendpouLC5544gkAwOHDhxEWFqZz26SkJOzZswdARYEUVfVbbc6dO6e1AExgYKAQ8FI/Nx0cHIQg4P79+3Wu8QdUBBEbK7uyIXXq1Alt2rQBAJw8eVLrNidOnHiUXSIiIiKixxwDgERELVz//v1hamoKhUIhBBX69++vtXCBh4cHACA4OBgnTpwQgi3Z2dnYtWsX/P39NTLcHpX27dsDAKKjo4Uss4YkFovx+uuvY8CAAQCAI0eOwMfHp05tSaVSIQB29OhR3Lx5UygCERsbi6+++qrOxSZ02bx5M3bt2oXQ0FAUFRUJ92dlZeHnn39GXl4eRCIRevbsWat2X3rpJTg6OqKsrAxff/019u/fj/T0dOHxnJwcnDx5Ep999hlkMhlatWqFt956q9qMzbKyMmzcuBFJSUkAKoKXAQEB2LVrFwBg4MCBcHR01Nhn/vz5MDQ0RHx8PNatW4c7d+5oFNZIS0vDmTNnsGrVKty6datWz7EpiEQiTJ8+HQAQEBCA33//XSjSUVhYiIMHD8LX1xempqZN2EsiIiIiepxwCjARUQunyvY7f/68kL1XufiHyrBhw3Dp0iXExsZi//79OHDgAExMTISsqpkzZyIsLEyYqvmo9OvXD/v374dMJsPy5cthbm4urEm3Zs0aWFtb1/sYYrEYb775JhQKBa5fv47Dhw9DIpFg6tSptW7rmWeeQVhYGPLz87F582YYGBhALBajpKQEbdq0wbx58/Djjz/Wu88qpaWluHDhAi5cuACRSAQTExONSs0ikQizZ88WAqn6MjMzw5o1a7Bt2zbcvn0bJ06cwIkTJ2BoaAixWIzi4mJhWxcXF7z99tuwtbWtts0FCxZg165dWLVqFUxNTVFWViZkJnbq1AkLFiyoso+TkxPeffddbN26FfHx8fjqq68gkUhgYmKCkpKSWmU2/lcMGzYMsbGxOH/+PP7++2/8888/MDU1RWFhIZRKJSZOnIi7d+8iKipKyCglIiIiItKFAUAiIsKwYcNw/vx5ABXrAnbv3l3rdlKpFCtWrMDRo0dx9epVZGZmQiKRwMPDA2PHjkWfPn2qnQraWCwsLLB69Wr4+PggOjoa+fn5QiVj9Uyw+pJIJHjrrbewZcsW3Lx5EwcPHoREIsGkSZNq1U6bNm3w8ccf4/Dhw7hz5w4KCgpgYWGBESNGYPr06UK13IYyb9483L59GxEREUhLS0NOTg4UCgVsbW3RpUsXjB49WphGW1tmZmZ4//33ERYWhsuXLyMqKkqj/c6dO8PLywv9+/eHSCSqsT1XV1d88sknOHLkCCIiIlBaWgp7e3sMHDgQU6ZM0Vo0BQB69OiBr7/+GmfPnkVwcDBSUlJQWFgIY2NjODo6onPnzujXr99jtUbgiy++iK5du+Ls2bNISkqCQqGAq6srxowZg0GDBmHVqlUAwExAIiIiIqqRKCcn59Ev1kREREQNbtu2bbh8+TJGjBiBF198sam7o7eHDx/i3XffBQBs2rRJWP+OdCsuLsabb76JsrIyrF69Gt26dWvqLuklJSUFn376aVN3g4iIiKhBbdu2ram7UCOuAUhERNRMZGdnAwAsLS2buCfU2P7++2+UlZXB1NRUZ1VuIiIiIiIVBgCJiIiagaioKMTGxgKomEZLj79du3bhypUryMvLE+7LysrCgQMHcPjwYQDA2LFjdU6LJiIiIiJS4RqAREREj7HAwEDs2rVLKLjRoUOHWlfzpf+m8PBwXLhwAUBFsR6pVCoU3AEAT09PTJs2rYl6R0RERESPEwYAiYiIHmOlpaUoKSmBlZUVevfujWeeeQYSiaSpu0UNYPbs2bhx4wYSEhKQm5uL4uJiWFpaolOnTvD29sbAgQMhFnMyBxERERHVjEVAiIiIiOiRYBEQIiIiao5YBISIiIiIiIiIiIiaFAOAREREREREREREzRgDgERERERERERERM0YA4BERERERERERETNGIuAEBEREdEjkZKSAoVCAbFYDAcHh6buDrUwPP+oKfH8o6bE848AZgASERERERERERE1awwAEhERERERERERNWMMABIRERERERERETVj0qbuABERERG1HOvWrWvqLhAREbUoa9eubeou0H8AMwCJiIiIiIiIiIiaMQYAiYiIiIiIiIiImjEGAImIiIiIiIiIiJoxBgCJiIiIiIiIiIiaMRYBISIiegSWLl2KjIwMvPLKKxg2bFhTd6fZCgsLw4kTJxAfH4/CwkIolUrMmDEDTz31VFN3jYiIiIioyTAASEREj53t27fD398fACASifDNN9+gTZs2OrfPzMzE0qVLoVQqAQDe3t547bXXHklfWwJVcFOdVCqFiYkJLCws0LFjR7i6umLQoEGwtLRstH5ERUVhw4YNUCgUEIlEMDc3h1gshpGRUaMdk4iIiIjoccAAIBERPdaUSiX8/f0xY8YMndtcunRJCP5R4zEyMoKxsTEAQKFQoKioCPn5+Xjw4AECAwPx559/YsSIEZg9e3ajBOX+/fdfKBQKdO3aFUuXLoWZmVmDH4OIiIiI6HHEACARET22bG1tkZGRAX9/f0yfPh0ikUjrdqpsQdX21DgmTpxYZaptTk4OoqKicO7cOYSHh+PMmTOIjo7Ghx9+KAQLG8r9+/cBAF5eXgz+ERERERGpYREQIiJ6bHXs2BHt27dHeno6oqOjtW4THR2NtLQ0dOjQAR07dnzEPaRWrVrBy8sLK1euxAsvvACRSITExETs2rWrwY9VWloKAJzyS0RERERUCTMAiYjosebt7Y0///wTly5dQteuXas8funSJWG7qKioGtsLDg7GuXPnEBcXB5lMBnNzc3Tu3BmjRo1Cr169dO6nVCpx/vx5XLhwAcnJyTA0NESnTp0wceLEavdTd+3aNfj5+SE+Ph4ymQympqZwdnbGiBEj0L9//yrbP3z4EO+++y4AYNOmTSgtLcWJEycQHh6O3Nxc9O7dG0uXLoWfnx927NgBW1tbbN68GbGxsTh+/DhiYmJQXFwMOzs7DB48GBMnToRU2nj/NRg9ejRSU1Pxzz//ICgoCFOnTkWHDh2qbKdQKODn54fAwEDcu3cPhYWFMDc3h5ubG8aOHQt3d3eN7efNm6dxe8eOHdixYwcACM9ZXWpqKk6fPo3w8HBkZWVBLBbDzs4O/fr1w/jx42FqalqlT+vXr0dkZCRmzJiB6dOnw9fXFxcvXkRKSgqkUimcnZ0xdepUdO/eXetzz8/Px6lTp3D79m2kp6dDLpfDwsICrVu3hru7O4YOHQpHR8d6jwURERERkTYMABIR0WNtyJAhOHDgAK5evYp58+ZpZH+VlpYiKCgIYrEYgwcPrjYAqFQqsXv3bpw7dw5ARXERExMT5OXl4ebNm7h58yZGjx6N+fPnV5lqrFAo8MMPP+Dq1asAALFYDKlUivDwcISHh2Pu3LnVPofi4mL88MMPCA4OFu4zMTFBfn4+QkJCEBISgqFDh+KVV17ROc05KioKv/zyC0pLS2FsbAyxWHuSv7+/P3bu3AmFQgETExOUlZUhOTkZBw8eREJCAt55551q+1pfkydPxtmzZyGXy3HlypUqAcDc3Fxs3rwZd+/eBVDxOhgbGyM3NxfXr1/H9evXMX36dMycOVPYx8rKCgCQl5cHpVIJExMTGBoaAgAsLCw02r9w4QJ2794NuVwOADA0NERZWRnu3buHe/fuwd/fHytWrEDbtm219l8ul2Pz5s0IDg6GRCKBgYEBCgsLERYWhoiICLzzzjvo16+fxj4ZGRn49NNPkZ2dDaDi/DAxMUFOTg6ys7MRFxcHiUSCWbNm1XssiIiIiIi0YQCQiIgea61atYKHhwdCQkJw/fp1DBkyRHjs+vXrKCoqQu/evdGqVatq2/n777+F4N/kyZMxefJkmJmZQSaT4dixYzh9+jTOnj0Le3t7jBs3TmPfkydP4urVqxCJRJgxYwbGjx8vBHj27duHffv2QSKR6Dz2zp07ERwcjPbt22PWrFno0aMHjIyMUFRUhICAAOzfvx+XLl2Co6MjJk2apLWNPXv2wMXFBfPnz0eHDh2gVCqRnp6usU1eXh527dqFkSNHYtq0abCyskJBQQH++usvnDlzBteuXUNISIjeGYt10apVKzg5OeHu3btVArJyuRzfffcd7t69iy5duuDpp5+Gq6srDAwMIJPJcPbsWRw5cgRHjhxBhw4dMGDAAADA1q1bAfxfNeK5c+di2LBhVY4dHByMn3/+GQYGBpg+fTqGDx+OVq1aQS6X4+7du/jtt98QHx+P7777DuvWrdMaRPX19YVIJMKiRYvQr18/SKVS3Lt3D9u2bcP9+/exZ88e9OnTR2NfHx8fZGdnw87ODi+//DK6du0KsViM8vJyPHz4ENeuXatSHbmuY0FEREREpA3XACQiosfe0KFDAfxfsQ8V1fRf1eO6lJSU4MiRIwCAMWPGYPbs2UIRCXNzczz33HMYMWIEAODIkSPCWnOqfY8fPw4AmDBhAmbMmAETExMAFcGu119/HV27dtXYR11ERASCgoLQpk0brFq1Cn379hWyGE1MTDB69Gi8+OKLAIATJ06gvLxcazuWlpZYtmyZkFEnEomqZLGVlpbC29sb8+fPF7LmzMzMhKAhAAQFBVU7Vg1BdayHDx9q3B8QEICYmBi4uLhgxYoVcHd3h4GBAYCK10E92031eulLoVBg7969UCqVeOONNzB9+nQhKCyRSNClSxcsX74crVq1QlJSEm7cuKG1nYKCAixZsgReXl7CdOmOHTvi1VdfBQBkZ2dXWY8yNjYWAPD000/D3d1dCA5KpVI4ODhg6tSpGD58+CMbCyIiIiJqeRgAJCKix17fvn1hamqKsLAwZGVlAQCysrIQFhYGMzMz9O3bt9r9Q0NDUVhYCLFYjKlTp2rdRlVlWCaT4c6dOxr7FhUVQSKRaM3Oq65NALh48SIAYNiwYVWmq6oMGDBAyPxKSEjQus3o0aOFaa/VmTJlitb7VWOkqqTbmMzNzQEAMplM434/Pz8AwNixY3U+l8GDBwMAkpKSkJOTo/cxIyIikJ6eDjs7O63rKar6pcp+VH+N1XXt2lXrWpPOzs6wtrYGUHUMVQHh3NxcvfvbmGNBRERERC0PpwATEdFjz9DQEAMHDsS5c+fg7++PqVOnwt/fH0qlEl5eXkLmlC6qoJqjo6POqcLW1tZo164dkpOTER8fLwTMVPu2a9euyjROlS5dukAikQjrzqmLiYkBAGGKsS6qzL/MzEy4urpWedzNzU3nvirm5uaws7PT+ljr1q0BVGS4NQWFQoG4uDgAwG+//YY//vijxn0yMzNrnNqtohrn7OxsLFq0SOd2xcXFACrW7dPGxcVF576tW7dGVlZWlTHs3bs37t69i/379yM1NRVPPPEEXF1ddVYrbuyxICIiIqKWhwFAIiJqFry9vasEAIGap/8CFRVagf8LgulibW2N5ORk5OXl1WpfAwMDmJuba80AU2VuFRYW1thPoGLKsTa6sgfVGRsbV9tHAFqDlA1NlfmnygRU3VdWVqbxeE10TavWRjXOZWVlemXi6Wq7LmM4efJkJCQk4ObNm/D19YWvry/EYjGcnJzQp08fjBgxQpiSDTT+WFSWn5+v93HqS6FQPJLjEBER0f9Rff4qFAqkpKQ0cW+oITg4ONR6HwYAiYioWXBzc4O9vT1SUlJw+vRppKSkwN7eXmu23H+JUqkEALz55psYNGhQndvRVfX3vygpKQkA0KZNG+E+9cDQRx991OCvm2qce/bsieXLlzdo2zUxMDDA0qVLERcXh+vXryMqKgrx8fGIi4tDXFwcTp48iSVLlqBHjx4AGn8sKlMqlQzMERERtRD8zG+5GAAkIqJmw9vbG4cOHcL+/fsB6Jf9B/xf9lx2dna126nWF1Sf6qvat7o12MrLy3VmWFlaWiIzMxOZmZl69fVxl5OTI0yb7tatm3C/ubk5xGIxFAqFzmnO9aF6zZpynF1cXIQpxKWlpQgJCcGBAweQkpKC7du3Y/PmzZBIJI0+FpWJRKJHFkDmlw4iIqKm9Tj9aEwNiwFAIiJqNoYMGYK//voLcrkcIpEIQ4YM0Ws/Z2dnAEBycjJycnK0rqWWnZ2NBw8eaGwPAE5OTsK++fn5WqfiRkVF6Zxa6+bmhszMTAQHB2Py5Ml69fdxduLECeH1Uc94lEqlcHFxQWxsLG7dugUvL68GPa5qjcSUlBSkpaVVqZD8qBkaGqJ///6wsbHB2rVrkZ2djdTUVDg6Ojb6WFRmYWGh1xTyhsBpR0RERI+e6odFsVhcp6mj1Dww9EtERM2Gra0tnn32WUyYMAFz5syBjY2NXvt5eHjAzMwMCoUCx44d07qNj48PlEolzM3N4eHhIdzfs2dPmJqaQi6X4+TJk1X2UyqVOH78uM5jDxs2DEBFkDAoKKjafjZVgY6G4uvri3///RcAMGjQILRv317jcdVYBAYGIjo6utq2ajsW3bt3h62tLZRKJX7//fdqM9HKy8uFYiANQVXARRv1Cr+qdf+Axh0LIiIiImp5GAAkIqJmZeLEiXjuuecwYcIEvfcxMjLCtGnTAABnzpzB/v37haCKTCbDH3/8gfPnzwMAZsyYoRG0MTIyEjL3Tp06hSNHjqCoqAhAxXTX7du3IzIyUmMfdT179hQyvLZt24bDhw9rTEUuLi5GWFgYdu7cic8++0zv5/RfkZOTg6tXr+LLL7/E7t27oVQq4eTkhIULF1bZdtiwYejSpQvkcjk2btyIf/75RyiyAlQEum7duoWtW7fihx9+qFU/pFIpXnjhBYhEIty6dQsbNmxAbGysxqLYycnJOH78OJYtW4bExMT6PXE1S5cuxaFDhxAXF6cRDExMTMSuXbsAVBSR6dChg/BYY44FEREREbU8nAJMREQEYPz48UhNTcW5c+dw4sQJnDx5EqampigsLBQKSIwaNQpjxoypsu+kSZMQHx+Pa9eu4a+//oKPjw9MTEyEyr5z587F6dOnkZGRofXYr776KsRiMa5cuQIfHx/4+PjA1NQUAFBUVCQcv6mnrdbk1KlTOHfuHICKgFpRUZFGwEsqlWLkyJGYPXu21oCoRCLB0qVLsWXLFoSHh+O3337D77//DhMTEygUCo2sPFXBjNrw9PTEG2+8gZ07dyIsLAxhYWEwMDCAkZERioqKNKZpi0SiWrevS05ODo4ePYqjR49CLBbD1NQUxcXFwtgYGxvjjTfegEQiEfZp7LEgIiIiopaFAUAiIiJUBHwWLlyIPn36wNfXF3fv3kVhYSHMzc3h6uqKUaNGoXfv3lr3FYvFePvtt3H+/HmcP39eWCuwe/fumDBhAnr37o3Tp0/rPLahoSHefPNNPPnkk7h48SKio6ORl5cHALC2tkaHDh3QvXt3DBw4sOGfeAMqKSlBSUkJgIpgn7GxMSwtLdGxY0e4ublh0KBBNa41Z25ujg8++ADXr19HQEAA4uLikJ+fD5FIBDs7O3Ts2FEja7K2Bg0ahK5du+LMmTMIDQ1Feno6CgsLYWpqCnt7e7i5uaF///7o0qVLndrXZvny5QgPD0dUVBSysrKQm5sLiUSCtm3bomfPnhg3bhxsbW2r7NfYY0FERERELYcoJydH2dSdICIiIqLmLyUlBZ9++mlTd4OIiKhFWbt2LYuAENcAJCIiIiIiIiIias4YACQiIiIiIiIiImrGGAAkIiIiIiIiIiJqxhgAJCIiIiIiIiIiasYYACQiIiIiIiIiImrGGAAkIiIiIiIiIiJqxhgAJCIiIiIiIiIiasYYACQiIiIiIiIiImrGGAAkIiIiIiIiIiJqxhgAJCIiIiIiIiIiasZEOTk5yqbuBBERERE1fykpKVAoFBCLxXBwcGjq7lALw/OPmhLPP2pKPP8IYAYgERERERERERFRs8YAIBERERERERERUTMmbeoOEBEREVHLsW7duqbuAhERUbO2bdu2pu4C/QcxA5CIiIiIiIiIiKgZYwCQiIiIiIiIiIioGWMAkIiIiIiIiIiIqBljAJCIiIiIiIiIiKgZYwCQiIiIiIiIiIioGWMV4BYoIiICn3/+OQBg7969Go8dPnwYPj4+6NatG1avXt0U3WtQ69evR2RkJGbMmIGnnnqqqbvz2MnNzcXhw4cREhKC7OxsyOVy2NraYvPmzU3dtRZv6dKlyMjIwCuvvIJhw4Y1dXeImpSfnx927NjRZNenefPmAQBWrVoFd3f3R358IiIiIqKatJgAoEKhwOXLlxEYGIjExETIZDIYGhrC0tIStra26NKlC7p164Zu3bpBJBI1dXepBVMFYdWJRCKYmJjA1NQU9vb2cHJywhNPPAEXF5dG64dcLscXX3yB5ORkAICJiQkMDQ1hYWHRaMdsrlSBaAAwNjbGli1bYGxsrHP7qKgorFu3TrjNAHbtqIJBQNUfOdTt27cPp0+fBgBMmjQJzz77bL2Pm5GRAXd392YTBEpPT8f7778PpVKJl156CcOHD9drvw0bNiA0NBSurq746KOPGreTjej69eu4d+8eOnbsiP79+zd1d4iIiIiI6qxFBADz8/PxzTff4O7du8J9BgYGAIC0tDSkpqbizp07AIAff/wRZmZmTdLP/wILCws4ODjAxsamqbvSIGxsbODg4PBYBq1EIhEsLS2F28XFxcjIyEBGRgbu3LmDEydOwMXFBS+//DI6dOjQ4McPDQ1FcnIyJBIJPvzwQ7i6ujb4MVqi4uJiXL9+Hd7e3jq3uXTpUo3t2NnZwcDAAKampg3ZvRZBqVRi9+7dOHfuHABg5syZmD59er3bvXTpkhDobS4BQDs7O3Tt2hWRkZHw9/fXKwCYnZ2NsLAwAMDQoUMbuYcVTE1N4eDggNatWzdouzdu3IC/vz+8vb2rDQA6ODgAAAwNDRv0+EREREREDaVFBAC3bduGu3fvwsjICNOmTYO3t7fwJaGkpATx8fG4efMmAgICmrinTW/MmDEYM2ZMU3ejwbz++utN3YU6s7GxqTKVrbS0FPHx8QgKCsLFixcRFxeHjz76CO+99x569OjRoMe/f/8+AKBjx44M/jUQW1tbZGRkwM/PT2cAsKSkBFevXoVEIoGlpSWys7O1brdy5crG7GqzpVAo8NNPPwnX++effx7jx49v4l79tw0bNgyRkZGIjo5Geno67Ozsqt0+ICAACoUCBgYGGDhw4CPpY//+/Zs0Q2/Dhg1NdmwiIiIiIn00+yIgDx48QGhoKADglVdewZQpUzQyBIyMjNCtWzc899xz+O6772BiYtJUXSWqkaGhIbp27Yr58+fjs88+g62tLcrKyvD9998jJyenQY9VWloKoOI9Qg2jd+/eMDc3R2RkJDIyMrRuc/36dRQVFaFXr16PZebqf1l5eTm2bt2KgIAAiEQivPjiiwz+6eGJJ56AsbExlEol/P39a9xetU2/fv2YoUpERERE9B/R7DMAk5KShL/79OlT7bZSqe7hUCgUCAgIQGBgIBISElBYWAhzc3PY2dmhb9++GDJkCFq1aiVsX1BQgKtXryIkJAQPHjwQCii0bt0aPXr0wMSJE9G2bVutx1IvXDF9+nT4+vri4sWLSElJgVQqhbOzM6ZOnYru3bvr7G9ubi58fHwQHByMvLw8WFpaolevXjVOc6uuCEh9+5WUlISgoCBERkYiMzMTubm5MDAwQLt27TBgwACMGjWqyvSpEydOYP/+/XBwcKg2wyIpKQmrVq0CUJGJoZqOVV0RkPT0dAQGBiI8PBwPHz5EdnY2JBIJ2rZti759+2LcuHE6p4OrL/jesWNHHDt2DNevX0d2djZMTU3Ro0cPzJw5s8ZMmfpo164dFi9ejLVr16KwsBCnT5/GnDlztG4bHx+Pf//9F5GRkcjNzYVUKkW7du0wcOBAjBw5UmPct2/frvElPzIyUni+quesPr2xtLQUvr6+uHbtGh48eICSkhJYWVmhW7duGD9+PJycnKr0p/KC/bGxsTh+/DhiYmJQXFwMOzs7DB48GBMnTtT6vlQqlQgICIC/vz/u3buHwsJCmJiYwMLCAs7Ozujbty+8vLzqPRYNTSqVYuDAgTh79iz8/f21vh9V03+HDh2KI0eO6GxLnyIg165dg5+fH+Lj4yGTyWBqagpnZ2eMGDFCZ7ZUfn4+Tp06hdu3byM9PR1yuRwWFhZo3bo13N3dMXToUDg6OlbZT6FQwM/PD4GBgcJrYm5uDjc3N4wdO1bnlNiMjAycOHEC4eHhyMzMhFKphKWlJWxsbNCjRw8MGzYMtra2OsdBX6Wlpfj+++9x+/ZtSCQSvPrqqxg8eLDO7YODg3Hu3DnExcVBJpPB3NwcnTt3xqhRo9CrVy+NbdXXHAQAHx+fKut4qtYifPjwId59910AwKZNm1BaWio8/9zcXPTu3RtLly4V9ktOTsapU6eExw0MDNC+fXsMHjwYw4cPh0Qi0fkcCgsLcfbsWdy8eROpqakoLS1Fq1at4OjoiAEDBsDLy0uv893Y2BgDBgyAn58f/P39MWPGDJ1r5cbFxQnrhqrOy/Lycty+fRs3b95EYmIisrKyUFRUBAsLC3Tu3BljxozR+blR+TMpICAA58+fR3JyMmQyGRYvXoz+/ftXWwSkpKQE169fx+3bt3H//n1kZWWhtLQUVlZW6Nq1q9brlHqxLKAiqFk5+Llp0ya0adMGQM1FQPLz83H69GncunULDx8+BAC0adMGffv2xYQJE2Bubl5ln8oFu5KTk3Hs2DGEhYWhoKAA1tbWGDBgAKZNm1btmqJEREREREALCACqy87O1hl0q05ubi42b94srCEoEolgamqKgoICREdHIzo6GhKJRCOT5J9//hG+AEokEpiYmKC0tBRpaWlIS0tDQEAAlixZAg8PD53Hlcvl2Lx5M4KDgyGRSGBgYIDCwkKEhYUhIiIC77zzDvr161dlv5SUFKxfvx65ubkAKrLGZDIZzp8/jxs3bmDWrFm1HoOG6NemTZuErCdDQ0MYGhqioKAAsbGxiI2NxZUrV7By5UqNLMxBgwbhwIEDSElJQXx8PJydnbX26fLlywAAFxcXIfhXkx07dgjrdRkYGMDIyAgFBQVITExEYmIiAgICsHr1alhbW+tsIzs7Gzt27MDDhw+FL9K5ubm4fPkyQkND8fHHHzdqENDJyQmenp64desWLl++rDUAePjwYRw5cgRKpRJAxZf5kpIS3L17F3fv3kVAQACWL18uZJuZmprCysoKxcXFKCkpgUQi0fhyqh5wSEtLw9dff43U1FQAgFgshqGhITIzMxEQEIArV65gwYIFGDFihM7n4O/vj507d0KhUMDExARlZWVITk7GwYMHkZCQgHfeeafKPtu3b9eYsm9iYoKSkhLIZDKkpKQgIiJCawCwtmOhov5FvL5VPocOHaozAJiZmYnw8HCYm5ujT58+1QYAq1NcXIwffvgBwcHBwn0mJibIz89HSEgIQkJCMHToULzyyisagZyMjAx8+umnwrRjsVgMExMT5OTkIDs7G3FxcZBIJFWuIdqukcbGxsjNzcX169dx/fp1TJ8+HTNnztTYLyEhAZ9//jmKiooAVJxbRkZGyMzMRGZmJqKjo2Ftba134YnqxmPTpk2IiIiAgYEB3nrrLa3XKKDq+oCqAjx5eXm4efMmbt68idGjR2P+/PnC2BkaGsLKygoymQxyuRxGRkZ6BWSioqLwyy+/oLS0FMbGxhCLNZPyVe8NuVwOoOK9WVJSInzuBAQE4L333tP6Q0VsbCy+/fZb4XNA9TmUlZWFhw8fIjg4GB07dkSnTp30GsOhQ4fCz88PDx8+RFRUFLp166Z1O1UA29raWliWICYmBt9++y2A/xtPsViM7Oxs4fyYNWsWpk6dWm0ffv31V5w5c0b4DNa3YFdQUJAQoFXtq1QqhTVVAwMD8fLLL2tMy5dIJLCyskJhYSHKysq0rrdZ+fXSJTExERs3btT4TAYqllm4f/8+Ll68iOXLl6Njx44627hz5w42b96M0tJSmJqaQi6XIz09HSdOnEBkZCRWr15d7Y+YRERERETN/n+Lzs7OEIlEUCqV2LNnD1577TVYWVnpvX95eTk2bdqEuLg4mJqaYvbs2Rg4cKDwBSIlJQVXr16tEjBo1aoVZs6ciT59+qB9+/aQSCRQKBS4d+8eDh48iJCQEPzvf//Dpk2bdH5R9PX1hUgkwqJFi9CvXz9IpVLcu3cP27Ztw/3797Fnzx706dNH40tIeXk5tmzZgtzcXFhbW+Pll1+Gh4cHRCIRIiIisGPHDvzxxx91G8x69AsAunXrBg8PD3Tv3l1jDcYbN27gjz/+QHx8PPbv348FCxYI+9jY2AgL0F++fFlrAFCpVOLKlSsAUG1GT2VOTk4YNGgQevbsCVtbW4hEIpSVlSEsLAz79u1DSkoKfv75Z7z//vs62/j1119ha2uLtWvXws3NDXK5HLdv38b27duRn5+PAwcOYNGiRXr3qS569+6NW7duIScnB2lpaRpB7rNnz8LHxwfm5uZ46qmnMGjQIJibm6O8vBzh4eHYu3cvEhIS8NNPP+G9994DUJHJMm/ePCHzxs3NrUo2KAAUFRVh48aNSEtLQ9++fTF9+nR07NgREokE2dnZOHnyJP755x/s3r0bHTp00LqOYF5eHnbt2oWRI0di2rRpsLKyQkFBAf766y+cOXMG165dQ0hIiEbGVVRUlDCFc86cOXjyySeF92NeXh4iIyOFoj7q6jIWjcHFxQXt2rXDgwcPEB0djS5dugiPBQQEQKlUwsvLq15f5nfu3Ing4GC0b98es2bNQo8ePWBkZISioiIEBARg//79uHTpEhwdHTFp0iRhPx8fH2RnZ8POzg4vv/wyunbtCrFYjPLycjx8+BDXrl3TKEwDVPwg8N133+Hu3bvo0qULnn76abi6usLAwAAymQxnz57FkSNHcOTIEXTo0AEDBgwQ9v3jjz9QVFQEFxcXLFiwAE5OThCJRCgtLUVqaiqCgoKqHK+2CgsLsXHjRsTGxsLQ0BBLlixBz549dW7/999/C8G/yZMnY/LkyTAzM4NMJsOxY8dw+vRpnD17Fvb29hg3bhwAYODAgRg4cKCQcTxx4kS9qjbv2bMHLi4umD9/Pjp06AClUon09HQAwN27d4XgX69evTB//ny0bdsW5eXluHz5Mvbs2YOYmBjs3LkTixcv1mj34cOH+Prrr1FQUIB27dphzpw58PDwgFQqRXl5OeLi4hAQEFCrc6xr166ws7NDeno6Ll26pDUAWF5ejsDAQADAkCFDhM8AQ0NDjBo1Cl5eXnB2dhY+8zIzM/HPP//g9OnTOHToELp3765zvdGEhARERUXhqaeewtixY2FmZoaioiJhqYLqmJmZYdKkSejfvz86deoEAwMDKJVKpKam4ujRowgICMDPP/+Mbt26CdmmXbp0wdatW4WMaC8vL7z22mt6j5dKYWEhNm/ejNzcXNjb2+Oll14Sxi4iIgI7d+5Eeno6Nm/ejM8//1znMiRbt25Fnz59MHv2bLRp0wbFxcU4c+YMDh48iNjYWFy8eBGjRo2qdf+IiIiIqOVo9msA2tnZCb/qh4aGYvHixfj8889x4MABXLt2rcZ10/z8/ISsl2XLlmHkyJFCFoBIJEK7du0wffp0DBkyRGO/kSNHYvr06ejUqZOQMSUWi+Hk5ISlS5fC0dER+fn5uHbtms5jFxQUYMmSJRrBgI4dO+LVV18FUJF9Fh0drbFPUFAQkpKSIBaL8e6776Jnz55CloS7uzuWLVuGsrIyPUev4foFAK+99hqGDBlSZQ3GwYMH4+233wZQkT1SUlKisZ8qqBcYGAiFQlGl3ejoaGRmZkIsFtdqwfnnn38eI0eORJs2bYQxMjAwgKenJ5YtWwaJRIKQkBBhupY2UqkUK1asgJubG4CKrJG+ffti2rRpAICbN2+ivLxc7z7VhXoFYFXwAKgI0B04cAASiQTvv/8+xowZI2TySaVS9OrVC++//z4MDQ0RHByMhISEWh339OnTSEtLQ79+/bBkyRI4OzsL53rr1q0xd+5cjBw5EgqFAseOHdPaRmlpKby9vTF//nwhMG9mZiYERICKc1pdTEwMAMDDwwMTJkzQeD9aWVnBy8sLL730ksY+jT0WtaWqjFq52q/69N+6ioiIQFBQENq0aYNVq1ahb9++wjqOJiYmGD16NF588UUAFVPs1c/P2NhYAMDTTz8Nd3d3IYAjlUrh4OCAqVOnVsnGCwgIQExMDFxcXLBixQq4u7sLVdbNzc01Mv8qZzSqjjdv3jzhxxqgImDUsWNHzJo1C3379q3zWADA559/jtjYWJiYmGD58uXVBv9KSkqEPo4ZMwazZ88WsuvMzc3x3HPPCdmsR44c0Sv4VB1LS0ssW7ZMONdFIpEQwD906BDkcrnwmaG6XyqVYtiwYXj55ZcBVKwZqRpHlQMHDqCgoAC2trZYs2YNPD09hWu1VCpFly5dsHDhQq1TuXURiUTCeXn16tUq12kAuHXrFmQyGQDNc7hz585YsGAB3N3dNX7wsrGxwXPPPYfhw4dDqVQKgVdtiouLMXnyZMyYMUN4TUxMTPT6Qa9fv3549tlnhcC06vk4ODjgtddeg4eHB8rKyuDn56fHSNTO2bNnkZmZCWNjY6xYsUIjcOru7o7ly5fD0NAQGRkZ8PX11dmOs7Mz3nrrLWHKsbGxMaZMmYLevXsDqHqdJCIiIiKqrNkHAAHgxRdfxMSJE2FgYAC5XI6IiAgcP34c33//Pd5++22sWrUKvr6+wjQrdaov5IMGDWqwSqhSqVSY+qstUKbStWtXdO3atcr9zs7OwrRUVaVWlatXrwIAPD09tU7tcnBw0MjAqYu69KsmXbp0gampKUpLS5GYmKjx2IABAyCVSpGTk4Pw8PAq+6qm//bo0aNW2Z3VadOmDRwdHaFUKoWAkzYjRozQWqhBNb2wrKwMaWlpDdInXdSn5xYUFAh/X716FUVFRejWrRs6d+6sdd+2bdsK57WqWI6+VF+WJ0yYoHMqnip4Gx4erjV4CwBTpkzRer8q8FP5XFJlyOTn5+tss7L6joW7uzv27t2LvXv31mv6r8qQIUMgEolw9epVIYgUHR2N1NRUtGvXTmcf9XHx4kUAFeuv6SoiMmDAACFDTz3YqRpb1VRFfajOg7Fjx+pcT051HiQlJWn86KI6XkMXsFGnup6MHTtW63VLXWhoKAoLCyEWi3VOR50+fTpEIhFkMpnWTNPaGD16tNYxKygoQFhYGICK94e2TL1BgwYJyx2oB3+Ki4uFH5ZmzJihdW25uvL29oZIJEJxcTGuX79e5XHV56Wrq6veSzEAEIJY1V1rxWIxJkyYUMse10wkEul1/LpSvTbe3t5a17Js27at8COlKntSm8mTJ2u9zqo+a2r7mUtERERELU+znwIMVATc5syZg8mTJ+PGjRuIjIxEfHw8UlJSoFQqkZSUhN27dyMoKEjIAgIqpjPFx8cDqAio1daDBw9w5swZREVF4eHDhygpKRHWHlOp7ouvi4uLzsdat26NrKwsjYAPAOHLvK71mYCKYIb6+mm1VZd+qQQFBeHy5ctITExEXl6e1mzEymNiZmaG3r1748aNG7h8+bLGuonl5eVC0LNyFqY+QkNDhSzPnJwcrRk9qvXQtNG1JqF6lqOusWhsqi+zMTEx1U5DLiwsBFAxHU9fWVlZwvbff/+9zgCgKkBXUlKC/Pz8KgFaVSEdbVRjWHn8evToAalUioSEBKxfvx4jRoxA9+7dq12rsTHHoi5at24NDw8PhIaG4saNGxg0aJBQYKA+2X/A/z1X1VRVXVSZf5mZmULgs3fv3rh79y7279+P1NRUPPHEE3B1ddVZCVqhUCAuLg4A8Ntvv+m1vEBmZqZQMKl3797w8/PD9u3bERMTg379+sHFxaVB1zJzdXUVisw4Ojpi0KBBOrdVXT8dHR01ijqps7a2Rrt27ZCcnIz4+Ph6ZSiqMoe19UP1WVFdsacePXoI66OqxMfHCz9mqQJbDcXW1hbdu3dHWFgY/P39Na65ubm5CAkJAQCtRWlU08Fv376N1NRUFBYWVgngV3etbdu2bb2qYmdlZeHff/9FWFgY0tPTUVRUVOXzuLrj10V5ebkQmKvpdTx37hySkpJQXl6u9fzX9bmruu6prl1ERERERLq0iACgioWFBYYPHy5MYSsqKkJISAiOHz+OxMRERERE4ODBg3j++ecBVAQeVF+kbGxsanWsK1euYPv27cL+qoXPVdOPVAUWtE2jUqluEXlVO5WzFvPz8wGg2mCIenCqLurSL7lcjq1bt2pkjUilUpibmwvTRvPy8qBUKrWOyeDBg3Hjxg1cv34dCxYsEIK0ISEhkMlkMDQ01Lmovy6qBeVVVMUuVP1RLehf3Wuka70m9awebZmlDUk15Q6ARjEAVSC1tLRUr6mK1T3PytSDtHl5eXrto60PdTmX7O3tsXDhQuzZs0cohgBUnPMeHh4YNmxYlUyvxhyLuho6dChCQ0Nx6dIl9OvXD0FBQRCJRLVax1Ib1XPVNyCg/lwnT56MhIQE3Lx5E76+vvD19RWWLujTpw9GjBihEcSVyWRCEF/9PKyO+vg/++yzSE1NRXR0NE6dOoVTp05BKpWic+fO6NevH4YPH67xHgsMDMRvv/2mtd2tW7dqvX/ZsmX46quvEBcXhx9//BFisVhnhWjV9bOma6S1tTWSk5P1Pvd10RXQUrVrYGBQbQaf6jqv6jfwf9mbBgYGDZYRrW7o0KEICwtDWFgYsrKyhD5cvnwZcrkchoaGVZZiSE5OxhdffKGRWWpsbAxDQ0OIRCKUl5ejoKCg2vddfYJ/ERER2LRpE4qLi4X7VJ/HqjUni4qKGvx9L5PJhCBndeeUagwVCgUKCgq0vm66Pmt0XSdrKz8/X+/3cH3pm7lNREREdZeSkqJxW/X5q1AoqjxGj6fazLhRaVEBwMpMTEzg5eWFPn36YO3atUhOTsalS5cwZ84cvav7aZOXl4eff/4ZcrkcXbt2xTPPPANnZ2fhP+pAxfpOR48erZKB0FydP39eCP5Nnz4dQ4cO1Vh7DwAWL16MrKwsrWPSp08fmJqaorCwELdu3RK+wKuKf/Tr10+vqpsqt2/fFoJ/I0eOxLhx42Bvb6/xun/22WfVTtH+r0hKShL+Vs+mU13kR44ciYULFzboMdW/wG3ZskVntlRjGTZsGHr37o2rV68iPDwcMTExyMrKgp+fH/z8/DBq1CiNYjKNORZ11a9fP5iYmODOnTs4c+YMCgsL0bNnz2qD9/pQvX/efPPNarPdtDEwMMDSpUsRFxeH69evIyoqCvHx8YiLi0NcXBxOnjyJJUuWCNVd1c+Djz76qNbLJFhYWGDNmjUICwtDcHAwoqKicO/ePURFRSEqKgonT57EihUrhDXySktLazU9GaionLt8+XJ8+eWXSEhIwLZt2yAWi/HEE0/Uqp3GUJ/PmabSv39/mJiYCAVlVFP4VRmsqvNa3U8//YTc3Fy0bt0aL7zwAtzd3TUq6oaFheHLL7+s9rh1Havy8nL8+OOPKC4uhqOjI+bOnQs3NzeNrNYLFy5g165ddWq/uVAqlQzMERERNSPVfa7zM7/latEBQBVDQ0MMHjwYBw8eREFBgTBVUZUNJpfLNabJ1SQkJATFxcUwMjLCe++9p/WX+9p+idWXhYUFsrKyqp3K1NDTnPShmqbr7e0tFARQp1AoNLJYKjMwMED//v3h5+eHy5cvw8vLC8XFxbh58yaA2lX/Ve9P165ddQaE6pvd86jcvn0bQEWGiXoFYFUWSUZGRoMfU70yq/qUzkfJysoKY8aMwZgxYwBUrPV2+vRpBAQEwNfXF56ensLU/cYci7oyNDSEl5cXLly4gIMHDwKAsBZYfVhaWiIzM7Ne05hdXFyEKYelpaUICQnBgQMHkJKSgu3bt2Pz5s1CxqxYLIZCoajVNbKyHj16CEHFoqIi3LhxA/v370dOTg527tyJTz75BEBF4Ffb9NKamJmZYcWKFfjyyy+RmJiIH374AW+//XaVrGFVlllN18isrCwAqHeFYl1U7ZaVlUEmk+nMAlT1Qz07TnWul5WVITc3t8GzAI2MjITz1t/fH1OmTEFiYiLu3bsHoOoU9oyMDGGa+Ouvv651KmxjfR4CFYVmVOP07rvval1yoLGu9ervj+rOKVX/xGKxRhb3oyQSiR5ZQJpfOoiIiBpf5c919c/fx/FHaGoYDAD+f+rZAKr1dyQSCZydnREbG4vg4GCd08YqU/1nvl27dlqDf0qlEpGRkQ3Q66qcnJyQlZWFyMhIjB8/Xus2ERERjXLs6qi+/Ohaxyg2NrbG6sSDBw+Gn58fQkJCUFBQgODgYJSWlsLCwqLayp7aqF4jXf3Jyspq9OIdDSEhIQHBwcEAqgZB3dzc4O/vj+joaBQVFemcQlYXdnZ2sLKyQm5uLoKDg+tVtKKhdOrUCa+//jru3buHpKQkRERECAHAxhyL+vD29saFCxcgl8thYmKC/v3717tNNzc3ZGZmIjg4GJMnT653e4aGhujfvz9sbGywdu1aZGdnIzU1FY6OjpBKpXBxcUFsbKxGZm59mJiYwNvbG0ZGRvj+++8RHx+P4uLiWmX4amNubo4VK1bgiy++QFJSErZu3Yp33nkHffr0EbZRremZnJyMnJwcrYHt7OxsPHjwQGN7FVVGc30zu52cnCASiaBUKhEWFqZzXFVFkdT7oarGLZfLcfv27ToFTGsydOhQXLhwAQ8ePMDdu3eF4hU2NjZCIFdFda0FdF9vG/MzSXX86tYb1VZcSqU+/0GWSqXo0KEDEhMTERYWpjPrVFXwpUOHDg26/mVtWFhY1GuadW1w2hEREVHjqzw9NCUlBQqFAmKxuE5TR6l5aPah37S0tBoDOQqFQvgCY2trq/ELvCqb4cqVK4iNjdXrmKrgwsOHD7UGtfz9/ZGamqpXW7WlqvAbHBysMTVUJTU1Vch+e5RUY6L64qxOoVDgr7/+qrENd3d3tG7dWij8oar+O3DgQGHdvtr2R9cXkUOHDv3np2c/ePAA3333HZRKJczMzKpUyBwwYACMjY1RXFyM/fv3V9tWcXGxUBRCX08++SQA4N9//63xPdaQhVBq6qdqqr36do09FnXVtWtXTJs2DRMmTMDcuXN1VtGtDVXAJyoqSqM6rDaVX5fqnrd639Sva6rjBQYG1jhlXv14crm82kwg1euoVCobbB1NCwsLfPDBB3B0dER5eTm2bNkiZNACgIeHB8zMzKBQKHDs2DGtbfj4+ECpVMLc3FyjIBHwf9eV+hZkMDMzE9o+ceKE1tflypUrwvVUfc09Y2Nj4XPAx8enUYoQdenSBfb29gAqps+qrsVDhgypEjBTn+qr7fr/4MGDehWlqonq+AUFBVoz/cLDw6sNANb3NVW9FgEBAVozkNPS0oTp05XXTiQiIiIiakjNPgCYlJSE5cuXY/Pmzbhy5YpGNkJpaamw9pAquDd27FiN/YcNGwYXFxfI5XJs3LgR586dQ1FREYCKL6bJycn4888/hf/AAxVfIkUiEWQymbD2EVARWPjnn3/w888/V7uwe314eXmhQ4cOkMvl+OabbxAaGioEsiIjI7Fx40aNtQgfFdWX2fPnz8Pf31/4QpuWlobvvvsOMTExOiuNqojFYuEL0pkzZ4SsiboUTVD1Jzg4GCdOnBAKE2RnZ2PXrl3w9/dvsqlY1SktLUV0dDR+++03rF27FhkZGTAwMMDixYu1Vth99tlnAQC+vr744YcfNILC5eXlSEhIwKFDh/Dee+/Vehrc5MmTYW9vj8LCQnz22We4dOmS8N4AKqb1BQUFYePGjfjzzz/r8aw17dmzBz/88ANu3LihsWh9fn4+Dh06JEw3VK+AWt+xiIiIwLx58zBv3rwGz1Z6+umn8dxzzzVYplbPnj2FjLFt27bh8OHDGtMPi4uLERYWhp07d+Kzzz7T2Hfp0qXCGKoHnRITE4U10lq3bi2syQdUXCO7dOkiXCP/+ecfjen8BQUFuHXrFrZu3YoffvhBuD8rKwvLli3D8ePHkZSUJAQDlUoloqKisG/fPgBA586dG/S9aGlpiZUrV6Jdu3YoKyvDd999h9DQUAAVmeDTpk0DUHGN2b9/vxBAk8lk+OOPP3D+/HkAwIwZM6oEbNu3bw+gYhmI6iq862PmzJmQSCRISEjAt99+KwTZy8vL4efnh507dwKoWJOvcgbu008/DVNTU2RkZODTTz/F7du3hdezvLwcUVFR+PHHH5GcnFzn/ql+HLt48aLwftF2Drdr105Y13LXrl3C+06hUODWrVv48ssva7z214ebmxsMDQ2hVCrxww8/ID09HUBFEDsgIADfffddteeX6jWNjo6u0w93o0ePho2NDYqLi/HVV19pZP9HRERgw4YNKC0tha2tLUaNGlXr9omIiIiI9NXspwBLpVIoFArcvHlTWC/OwMAABgYGVX7RHzNmTJVps1KpFEuXLsU333yDhIQE/PLLL9i9ezfMzMw0KoqqKgcDFem248aNw99//43AwEAEBgbC1NQUxcXFUCgU6NmzJ5ydnXVmmNT3+b799ttYv349MjMzsWHDBqHSYklJCSwtLTFnzpxHvuD5xIkTERQUhPT0dGzfvh07d+6EkZERCgsLIRaL8dJLL8HHx6fGKoyDBw/G6dOnhS+RdnZ2dVp3bNiwYbh06RJiY2Oxf/9+HDhwACYmJsI5MXPmTISFhTXaVG19ZGZmYtGiRcLtkpISjSqWQEVw5OWXXxa+pFY2atQolJSUYP/+/cK5aGhoCENDQxQWFtZrLSYTExOsWLECmzdvxr179/DTTz9hx44dMDMzQ1lZmcZrqaq83RDKy8uF5wJUZDyJRCKN4OPo0aPRq1cvjf0acyz+a1599VWIxWJcuXIFPj4+8PHxETKhioqKhB8F1NeMBCoqCB89ehRHjx6FWCwWrluq4JGxsTHeeOMNjYxbiUSCpUuXYsuWLQgPD8dvv/2G33//HSYmJlAoFBrnbOXpoenp6Thw4AAOHDgAiUQiFJdQZfxZWVnh5ZdfbvDxsbKywsqVK7F+/Xqkpqbi22+/xbvvvosePXpg/PjxSE1Nxblz53DixAmcPHlSKECkGrdRo0YJa0+q8/b2xunTp5Gamop33nkHlpaWwg8umzdvrlUfVe/tnTt34vbt27h9+zZMTU1RUlIijI+bm5vW8bGzs8N7772Hb7/9Fg8ePMDXX3+tdXwrZw3Xhre3t0amdJcuXaqcT0DFDzfz5s3D999/j3v37mHVqlUwNjaGXC5HWVkZbGxsMHfuXPz444917kt1zMzM8Mwzz+C3335DeHi4sC5vaWkp5HI5OnXqhGHDhmHv3r1a9+/Xrx/2798PmUyG5cuXw9zcXAhYrlmzpsaiPaampliyZAk2btyI1NRUrF+/HkZGRlAqlcL/H6ysrLB06dL/zNIERERERNQ8NfsAoKenJzZs2IDg4GBER0fj/v37yM7ORnFxMUxMTGBraws3NzcMGzZM5zpmrVq1wkcffQQ/Pz8EBgYiKSkJxcXFsLCwgLOzM/r27Vul2ubzzz+Pdu3awdfXFw8ePIBCoUCnTp0wZMgQjBkzBkeOHGm05+zg4ID169fDx8cHt27dQl5eHqysrDB48GBMnz69Sda2Mzc3x8cff4y//voLt27dQm5uLgwMDNCvXz9MnDgRXbp0gY+PT43tODk5oV27dsJUsrpk/wEVgdIVK1bg6NGjuHr1KjIzMyGRSODh4YGxY8eiT58+QoZhU1EqlUL2qEgkgrGxMWxsbGBvbw8XFxf0799f55pa6iZOnIg+ffrgzJkzCA8PR2ZmJoqKimBubg4HBwd069YNAwYMqFP1WVtbW3zyySe4fPkygoKCkJCQgIKCAkilUjg4OMDJyQm9e/euUmyhPqZPnw4nJyeEh4fjwYMHyMnJQWlpKVq3bo3OnTtj+PDhGtl/6hpzLP5LDA0N8eabb+LJJ5/ExYsXER0dLWRpWVtbo0OHDujevXuVKYfLly9HeHg4oqKikJWVhdzcXEgkErRt2xY9e/bEuHHjYGtrW+V45ubm+OCDD3D9+nUEBAQgLi4O+fn5EIlEsLOzQ8eOHTUyE4GKTMKlS5ciLCwMsbGxyM7ORl5eHgwMDNChQwf07t0b48aNa7R1yVq1aoVVq1Zh/fr1SEtLw6ZNm/D+++/D3d0dCxcuRJ8+feDr64u7d++isLAQ5ubmcHV1xahRo3SeXw4ODvjggw9w/Phx3L17F/n5+fUKLHt7e8PJyQmnTp1CeHg4cnNzYWRkBEdHRwwePBjDhw/XuWZcly5dsGHDBvzzzz+4desW0tLSUFJSAhsbGzg6OmLAgAFo165dnftmbW0NDw8PIXuycvEPdf3798fKlStx7NgxxMbGQi6Xw8bGBn379sWUKVO0LlfRkMaNGwcbGxucPn0aCQkJUCgUcHBwwIABAzBp0iThxwRtLCwssHr1avj4+CA6Ohr5+flChqu+U9OdnJzw5Zdf4tSpU7h16xYePnwIAHB0dETfvn0xYcKER7b+HhERERG1XKKcnJz/9kJnRERERNQspKSk4NNPP23qbhARETVr27Zt07jNIiAEtIA1AImIiIiIiIiIiFoyBgCJiIiIiIiIiIiaMQYAiYiIiIiIiIiImjEGAImIiIiIiIiIiJoxBgCJiIiIiIiIiIiaMQYAiYiIiIiIiIiImjEGAImIiIiIiIiIiJoxBgCJiIiIiIiIiIiaMQYAiYiIiIiIiIiImjFRTk6Osqk7QURERETNX0pKChQKBcRiMRwcHJq6O9TC8PyjpsTzj5oSzz8CmAFIRERERERERETUrDEASERERERERERE1IwxAEhERERERERERNSMSZu6A0RERETUcqxbt66pu0BERM3Etm3bmroLRI8NZgASERERERERERE1YwwAEhERERERERERNWMMABIRERERERERETVjDAASERERERERERE1YywCQkRE9Bg5fPgwfHx80K1bN6xevbqpu/Ofk5ubi8OHDyMkJATZ2dmQy+WwtbXF5s2bm7prRERERERNhgFAIiJ67Gzfvh3+/v56BcFUAbOWEATy8/NDRkYG3N3d4e7u/siOqxpjdSKRCCYmJjA1NYW9vT2cnJzwxBNPwMXFpdH6IZfL8cUXXyA5ORkAYGJiAkNDQ1hYWDTaMYmIiIiIHgcMABIRET1GLCws4ODgABsbmyqPXbp0CZGRkQDwSAOAKiKRCJaWlsLt4uJiZGRkICMjA3fu3MGJEyfg4uKCl19+GR06dGjw44eGhiI5ORkSiQQffvghXF1dG/wYRERERESPIwYAiYiIHiNjxozBmDFjmrobWtnY2FTJsiwtLUV8fDyCgoJw8eJFxMXF4aOPPsJ7772HHj16NOjx79+/DwDo2LEjg39ERERERGpYBISIiIgajaGhIbp27Yr58+fjs88+g62tLcrKyvD9998jJyenQY9VWloKADAyMmrQdomIiIiIHnfMACQiohYvOTkZp06dQnh4OHJzc2FgYID27dtj8ODBGD58OCQSSZV9KhfjCAgIwPnz55GcnAyZTIbFixcjJSUFBw4cQM+ePbF8+XKN/fPy8rBo0SIolUp06dIFa9as0Xi8uLgYr7/+OuRyOb766iu0a9dO63GBirX/duzYIezr4+NTZU2+vXv3AgDmzZun15i88sorGDZsmF7b6qtdu3ZYvHgx1q5di8LCQpw+fRpz5szRum18fDz+/fdfREZGIjc3F1KpFO3atcPAgQMxcuRIGBoaCtuq1oRUiYyM1Hieq1at0pgSXVpaCl9fX1y7dg0PHjxASUkJrKys0K1bN4wfPx5OTk5V+qMaY9VakrGxsTh+/DhiYmJQXFwMOzs7DB48GBMnToRUWvW/V0qlEgEBAfD398e9e/dQWFgIExMTWFhYwNnZGX379oWXl1e9x4KIiIiISBsGAImIqEXz9/fHzp07IZfLAQCmpqYoKSlBdHQ0oqOjERAQgPfeew9mZmY62/j1119x5swZiEQimJqaQiQSAQC6desGAIiJiYFcLtcIJEZGRkKpVAIA4uLiUFJSopG5Fh0dDblcDisrKyH4p4uhoSGsrKwgk8kgl8thZGQEY2NjrdtaWVnpbEehUCA/P7/aY9WXk5MTPD09cevWLVy+fFlrAPDw4cM4cuSIMD7GxsYoKSnB3bt3cffuXQQEBGD58uVCcQ9TU1NYWVmhuLgYJSUlkEgkMDc3F9pTH/e0tDR8/fXXSE1NBQCIxWIYGhoiMzMTAQEBuHLlChYsWIARI0bofA6qc0ahUMDExARlZWVITk7GwYMHkZCQgHfeeafKPtu3b0dAQIBw28TEBCUlJZDJZEhJSUFERITWAGBtx4KIiIiISBsGAImIqMW6e/euEPzr1asX5s+fj7Zt26K8vByXL1/Gnj17EBMTg507d2Lx4sVa20hISEBUVBSeeuopjB07FmZmZigqKkJpaSnMzc1hZGSE4uJixMfHa6xLFxERAaAiEFRUVISYmBh4eHhUeVwVRKzOwIEDMXDgQKxfvx6RkZGYOHEinnrqKa3bbt26VWc7e/bswdmzZ2FiYgI3N7caj1tXvXv3xq1bt5CTk4O0tDS0bdtWeOzs2bPw8fGBubk5nnrqKQwaNAjm5uYoLy9HeHg49u7di4SEBPz000947733AFRkNc6bN0/IjnRzc9NaHbqoqAgbN25EWloa+vbti+nTp6Njx46QSCTIzs7GyZMn8c8//2D37t3o0KGD1nUE8/LysGvXLowcORLTpk2DlZUVCgoK8Ndff+HMmTO4du0aQkJC0KtXL2GfqKgoBAQEQCQSYc6cOXjyySdhamoKpVKJvLw8REZG4s6dO1WOVZexICIiIiLShgFAIiJ6bMXExGDRokXVblNcXKzzsUOHDkEul8PJyQlLly4Vpm5KpVIMGzYMBgYG+N///ofr168jNjZWa0CouLgYU6ZMwYwZM4T7TExMYGJiAgDo0qULQkNDERERobG/qlrv2LFjcfToUURERGgEAB91Nd+zZ8/i7NmzEIvFeOutt+Dg4NBox1KvAJyeni4EAIuKinDgwAFIJBK8//776Ny5s7CdVCpFr1698P7772PVqlUIDg5GQkKC1um6upw+fRppaWno168fFi9eLGRqAkDr1q0xd+5clJWV4dy5czh27BjefffdKm2UlpZi+PDhmD9/vnCfmZkZ5s+fj8jISCQlJSEoKEgjABgTEwMA8PDwwIQJE4T7RSIRrKys4OXlVSX7r7HHgoiIiIhaFhYBISKix5ZcLkdubm61/0pKSrTuW1BQgLCwMADAlClTtK7bNmjQICEQFhQUpLUdsVisEdSpTJXBp8roA4D8/HwkJyfD3t4egwYNAvB/AT8AQsag+v6N6c6dO/jtt98AAM8++yx69+7dqMdTn55bUFAg/H316lUUFRWhW7duGgEvdW3bthUCqaGhobU6rp+fHwBgwoQJGsE/dYMHDwYAhIeHQ6FQaN1mypQpWu/v27cvgP+rRqyiCgbn5+frbLOyxh4LIiIiImpZmAFIRESPLfVCGLqopoVWlpCQIKyr1r17d5379+jRAykpKUJArrK2bdtWu/6atnUAVev/ubu7w9HREZaWlhrrAKqv/+fo6Fjt86uvlJQUbNmyBXK5HMOGDas2mNnYVJlyNWV2FhYWAgAyMzP1bjsrK0vY/vvvv9cZAFQF6EpKSpCfn19lzURzc3PY2dlp3bd169YANIOaQMU5JJVKkZCQgPXr12PEiBHo3r07rK2tdfa3MceCiIiIiFoeBgCJiKhFysvLAwAYGBhoZKRVpgrS6CqOUVPxBRcXlyrrAKqyAVXTe7t164arV68K6wDWZv2/+igoKMCmTZtQWFiILl26YOHChY16PBWZTCb8rV5cJScnB0DFNNvS0tIa29GV3amNqm3g/177mmjrg67iKkDFuQRAKCijYm9vj4ULF2LPnj1CcRmg4tzy8PDAsGHD0LVrV639bYyxqCw/P1/jNWlM+mZAEhER6SMlJaWpu/BYUH3+KhQKjlkzUZflehgAJCIiqgexuPrVNKRSKdzc3HDnzh1hHcDK6/u5u7vj6tWrwjqAqscbMwAol8uxZcsWpKamwtbWFosXL9Y6DboxJCUlCX+rZ9Op/nM6cuTIBg9GqgeetmzZglatWjVo+zUZNmwYevfujatXryI8PBwxMTHIysqCn58f/Pz8MGrUKCxYsKBKfxtjLCpTKpUMzBER0WOJn1+1xzFruRgAJCKiFsnS0hIAUFZWBplMpjMLMCsrC0DNmX7V6datmxAAHD58OO7fvw8HBwchCKUKBEZGRmqs/9eYBUB+/fVXhIWFwdjYGEuXLhXG41G4ffs2gIops+oVgFXTbTMyMhr8mOrPLzMz85EHAIGK5zdmzBiMGTMGAJCYmIjTp08jICAAvr6+8PT0hKenp7At0DhjUZlIJKoxkN1Q+KWDiIga0qP6/HrcqX/+csxaLgYAiYioRXJycoJIJIJSqURYWFiVKqwq4eHhAABnZ+c6H0sVyIuJiUF4eLiw/p+Ko6MjrKysEBcXhzt37kAul8PS0rLW6/+p1rVTrW2oyz///INz585BJBLh9ddfR8eOHWv5jOouISEBwcHBAP6v4IaKm5sb/P39ER0djaKiIqF4RkOws7ODlZUVcnNzERwcrLOwxqPUqVMnvP7667h37x6SkpIQEREhBAAbcywqs7CwqFeAuzY47YiIiBpSXaZBtkQpKSlQKBQQi8UcsxaMoV8iImqRzMzM4OHhAQA4ceIEysvLq2xz5coVPHjwAAAwcODAOh/LxcUFhoaGKC4uxqlTpwBUnd7brVs3lJeX4/jx41of14cqSKQqDKFNSEgI9u3bh//H3n2HR1nl/R9/T2ZSSSEQSkAgAYEgvQihF0EFG2JbVtln17q6WEFd8LfrqsgqKtgQQdZH1FVRllhQpClCKAGBEEpCKAkEUkkjbdJmfn/kmXszpBDChGD4vK7Ly2HudubMnTKffM85ALfffjsDBw487+vUV3JyMm+99RZ2u51mzZpVWXBk8ODBeHl5YbVaWb58ea3nslqt1b5ntRk9ejQAa9euJS0trdZ9z17I40Kcq52OuQMr79fQfSEiIiIilxcFgCIictm67bbbMJvNJCYm8uabbxqhUFlZGZs2bWLp0qUADBo06IIqxhzzAAIcO3YMqDq81xH4ObbXJwC84oorgIqQr/KiFw6pqaksXLgQm83GsGHDuPnmm8/7GuerpKSE+Ph4Pv30U/7+979z+vRp3N3defzxx6tdYfd3v/sdABs2bGDhwoVO8wWWlZWRmJjIihUrmDFjRp0X83C48cYbadu2LYWFhbz00kts3ryZoqIiY3tubi5RUVG89tprfPHFFxfwqp0tW7aMhQsXsmvXLqfFNvLy8lixYoXxnvft29fY1tB9ISIiIiKXFw0BFhGRy1aXLl24//77Wbp0KXv37mXv3r34+PhQXFxsrOTatWtX7r///gu+VlhYGAcOHABwmv/P4exAsD7z/40YMYLVq1eTmprKY489hr+/v1FdtmDBAuLj443qwJiYGKZPn17jue65557zrnrMzMx0OmdxcTFWq9VpH0efO8LKs11zzTUUFxezfPlytm/fzvbt2/Hw8MDDw4PCwsILmkPO29ubZ599lgULFnDixAmWLFnCBx98QLNmzSgtLXVaSXfMmDH1vs7ZysrKjNcCFSsJm0wmp/Bx/Pjx9OnTx+m4huwLEREREbm8KAAUEZHL2ogRIwgJCeGHH37g4MGD5Obm4unpSfv27Rk2bBhjxoxxyeq4lQO96sI9xzyAubm5+Pn51RiQ1SY4OJi//vWvfPfddxw9epS8vLwaQ6LKlWjVKSkpOe/r2+12cnNzgYr5CL28vGjZsiVt27alc+fODBo0iM6dO5/zPJMmTaJ///6sW7eOgwcPkpmZSVFREb6+vgQHBxMWFsbgwYNp0aLFebcxKCiIF154ga1btxIVFUViYiIFBQVYLBaCg4MJCQmhb9++Lh0aPXnyZEJCQjh48CDJycnk5ORQUlJCYGAgXbp0YcyYMU7Vf5U1ZF+IiIiIyOXDlJOTU/tM4SIiIiIiLpCSksKLL77Y2M0QEZEmYtGiRY3dhN8ELQIioDkARUREREREREREmjQFgCIiIiIiIiIiIk2YAkAREREREREREZEmTAGgiIiIiIiIiIhIE6YAUEREREREREREpAlTACgiIiIiIiIiItKEKQAUERERERERERFpwhQAioiIiIiIiIiINGEKAEVERERERERERJowBYAiIiIiIiIiIiJNmCknJ8fe2I0QERERkaYvJSUFm82Gm5sbwcHBjd0cuczo/pPGpPtPGpPuPwFVAIqIiIiIiIiIiDRpCgBFRERERERERESaMAWAIiIiIiIiIiIiTZilsRsgIiIiIpePOXPmNHYTRETkPC1atKixmyAiF0gVgCIiIiIiIiIiIk2YAkAREREREREREZEmTAGgiIiIiIiIiIhIE6YAUEREREREREREpAnTIiAicsl6+eWXiYuL49Zbb2XKlCmN3ZwGU1ZWxg8//MDWrVtJT0+ntLQUgPnz59OqVatGbp3U1bRp0wCYPXs2PXr0cNl5Fy9eTGRkJCNGjOChhx5y2Xmbksb8XrFp0yY++OADgoKCWLBgwUW9toiIiIhIXSkAFLkEOT7wn8t1113HPffccxFa1PTExsYyd+7cKs97eXnh7e1Ny5YtCQkJoXfv3vTr1w83t4YrmP7444/5+eefAXB3dycgIACgQa/ZFK1cuZKIiIhag5iysjLef/99oqKiMJlMTJs2jQkTJlzkll5cK1euBGDkyJHnHSg7+tTDw4N3330Xb2/vcx6TlZXFE088gd1u509/+hPjxo2rV7svBRfSdyIiIiIilxIFgCKXMLPZjK+vb43b6/JhXM7Nz8/PCNtKS0vJyckhOzubI0eOsH79egIDA5k2bRpXX321y69dVFTEpk2bAPj973/P9ddfj8lkcvl1pOK9ffvtt4mOjsbNzY377ruPUaNGuez8wcHBAHh4eLjsnK4QEREBQI8ePc47xBoxYgRff/01JSUl7Nixg9GjR5/zmK1bt2K323F3dyc8PLxebT5fLVu2JDg4GD8/P5eety595+PjQ3BwMIGBgS69toiIiIiIKykAFLmEde3aleeee66xm9HkvfDCC04f7m02GydPniQmJoa1a9eSnZ3N22+/zW233cbkyZNdeu3k5GTKy8sBGDt2rMK/BlJcXMyCBQs4cOAAZrOZhx9+mCFDhrj0GvPmzXPp+S4FrVu3JiwsjNjYWDZv3lynAHDz5s0ADBw4EB8fn4ZuIgB//vOfL8p1qjNo0CAGDRrUaNcXEREREakLjS8TETmLm5sbHTt25MYbb+SVV16hd+/eQMVwwJiYGJdeq6SkxHjs5eXl0nNLhaKiIubNm8eBAwdwd3fniSeecHn415SNHDkSgPj4eNLT02vd9+jRoyQnJzsdJyIiIiIijU8VgCJNgGOerrCwMJ577jm2bNnCzz//zKlTp8jPz+fxxx93qlBJSEhg7dq1xMXFkZubi8VioV27doSHhzNu3LhqhzA++eSTnD59mgceeIChQ4fy/fffs23bNjIyMvD09KRbt25MmTKFTp061dhOm83Gli1b2L59O4mJiRQWFuLr60vr1q0ZMGAAw4cPp3nz5jUeu2HDBn755RdSUlKwWCyEhoZy8803c9VVV11wH9bEx8eHRx99lFmzZpGZmcmKFSvo06dPtfvm5OSwevVq9u7dS2ZmJjabjaCgIPr27cukSZOcXptj4YDKHItIANUuZrBz5042bdpEQkIC+fn5+Pj4EBoaytixY6utQMrIyOCpp54CKhYUMZvNfPPNN+zdu5fc3Fz8/f3p168fU6ZMMeYdPNuhQ4dYu3YtR44cITc3F3d3d/z9/Wnbti19+vRh7Nix1d4v59MXDSk/P5958+aRkJCAl5cXTz75ZI33y9mLbWzdupX169eTlJQEwBVXXMHEiRMZPHhwtcefaxGQlJQUIiIiOHjwIIWFhQQGBjJw4EBuueUWdu3aVeeFJOrarrPnEj17zkvH94tzufrqq/n444+xWq1ERkbWusiGo/qvRYsW9OrVC6i4F7Zv386BAwdITU0lOzsbgKCgIPr06VPr/VD5+87AgQP57rvv2L17N5mZmVgsFhYvXgzUvghIeno627dv5+DBg2RkZJCdnY3ZbKZNmzYMGDCA6667jmbNmtW77+qyCMjhw4dZs2YN8fHx5OXl4eXlRadOnRg9ejTh4eHVVv5e6P0oIiIiIlKZAkCRJubjjz9m3bp1mEwmfHx8qnywXLlyJV9//TV2ux2oqDorLi7m6NGjHD16lC1btvDMM8/UOJeW1WrlpZdeIiEhAXd3d0wmE/n5+ezevZv9+/cze/ZsunTpUuW43NxcFixYwNGjRwGM9hUUFBAfH098fDxms5nrr7++yrHl5eUsWLCA6OhozGYz7u7uFBYWcuDAAWJjY3nssccYOHDghXZdjby9vbnuuuv47LPPSEhIICUlxZjvzSE6OpqFCxditVqBisU8oGKIb3JyMpGRkcyYMcPoGw8PDwICAigrK6OgoADAKYTz9PQ0HlutVhYuXEh0dLRTm/Ly8oiJiSEmJoaRI0fywAMP1DiEOCkpiaVLlxrhg91uJysri59++on9+/fz4osvVglBNm7cyIcffmjcK46gLz09nfT0dGJiYujXrx9t2rS5oL6ozBGiuWI119zcXF599VWSkpLw8fFh5syZdO3atU7H/u///i8//fQTbm5ueHp6UlRUxJEjR3jnnXf4wx/+cN4Lh8TGxvL6668bFZ9eXl5kZ2ezevVqdu/ezTXXXOPydvn4+BAQEEBubi4AzZo1w2L574/92uYXrczLy4vBgwezadMmtmzZwq233lrtfVZWVkZUVBQAw4cPN+bVXL58uRGmWSwWvLy8KCgo4NSpU5w6dYrIyEj++te/0rFjxxrbkJeXx9///nfS09Nxd3fHbDbXqe0AH3zwAXFxcUDFvejp6UlBQQHHjx/n+PHjbNmyheeee44WLVoYx7iq7wC+/fZbvvrqK6dzO75/HThwgB07dvDII48YXyfVcfX9KCIiIiKXHwWAIk1IYmIihw4dYsqUKVx77bU0a9aMoqIiI3RYv349ERER+Pr6MmXKFIYOHYqvry9lZWUcPHiQTz75hMTERJYsWcKMGTOqvcbKlSvx9vbm6aefNip8Dh8+zHvvvUdWVhaffPIJ//jHP5yOKSsrY/78+Rw7dgwfHx/uuusuwsPD8fHxwW63k5KSwo4dO2oMHTds2IDJZGL69OkMHDgQi8XCiRMnWLRoESdPnmTZsmX079+/QVfN7du3L5999hlQURVXOQA8fvw4b7/9NmVlZUyaNInx48cTFBSE3W7n5MmTfPHFF+zbt48333yTefPm4e3tTXh4OOHh4U6rEb/77rvVXnvp0qVER0dzxRVXcMcdd9CzZ08jBNiyZQvLly9n8+bNtG/fnhtuuKHacyxZsoROnTpxzz330KFDB0pLS9m6dSvLli0jPT2dVatWcddddxn7FxcX8+9//xu73c7IkSOZMmUKQUFBABQWFhrBSeVQpL590RAyMzN55ZVXSE1Nxc/Pj2eeeYaQkJA6Hbtnzx5KSkr44x//yIgRI/D09CQ9PZ0lS5Zw6NAhvvjiC+Nrpy7y8vJ45513KCkpoWPHjtx333107twZm83G3r17+de//sXXX3/t8nZNmzbN+A/g8ccfr7YysS5GjRrFpk2bSE9PJz4+nu7du1fbvvz8fMB5+G/btm35/e9/b4TFbm5ulJWVcfToUT7//HOOHj3Ke++9xz//+c8aA+yvv/6aZs2aGd933NzcSEtLq1PbQ0JCGDp0KL179yYoKAiTyURpaSkHDhzgs88+IyUlhQ8//JCZM2cax7iq73bu3GmEfyNGjOCuu+6iefPmWK1WNmzYwPLly/n111/58ssvufvuu6s9h6vvRxERERG5PGkOQJFL2OHDh5k+fXq1/73yyitV9rdardx4443ceuutRjWXt7c3AQEBFBUV8eWXX2I2m5k5cyYTJkwwPjBaLBb69OnDzJkz8fDwIDo6msTExGrbVFpayl//+lf69OmDm5sbbm5udO/enXvuuQeomAPs9OnTTsds2rSJY8eOYTabefrppxk3bpyxOIDJZKJdu3ZMnjyZ4cOHV3vNgoICY942R+DUsWNHHnzwQQCys7OJj48/z949P8HBwca1MzIynLZ9+umnlJaWMnXqVKZOnUqrVq0wmUzGXIJPPfUUHTp0ICcnh40bN57XdWNjY4mKiqJVq1bMnj2bAQMGGNWB3t7ejB8/nnvvvReAVatWUVZWVu15mjdvzsyZM+nQoQNQUQk1evRoxowZA2BUbjmcPHkSq9WKp6cn999/vxH+QUUFU48ePbj//vtp2bLlReuLuioqKmLOnDmkpqYSGBjIc889V+fwDyrut/vuu49rrrnG6OvWrVvzl7/8BYvFQklJiVM15rmsW7eOvLw8mjVrxjPPPEPnzp2Birkm+/fvz2OPPUZRUdFFb9f56N69O61btwb+O8z3bI7VrK+88kqngPyWW25h4sSJBAcHGyG9xWKhe/fuPP300/j5+XHq1CmjSq86paWlzJgxw/i+A1SpPK3J3Xffzbhx44x7ESru/379+vH0009jNpuJiYmp8nV9oex2uxH+9e/fn4ceesgY6uzl5cUNN9zA7bffDlTcI1lZWdWepzHfdxERERFpOhQAilzCysvLyc3Nrfa/vLy8Kvu7ubkxceLEas+1Y8cOioqKCAsLq3boJVR8oL7yyisB2LdvX7X7XH311dV+8O7fv7/x4frkyZNO2xyBwdChQ43zn4/u3btXW3EUGhpqDNs7+5quZjKZjFDVUeUEFcNh4+Li8PT0ZPz48dUea7FYjHm6aurXmvzyyy9ARQVWTRWSgwcPxt3dnfz8/BqD24kTJ1Y7xNAxdDojI8MYsgsYlXnl5eXV3mvVcUVffPLJJ3zyyScXNPy3oKDACKGnTJlC+/btz+v4li1bMmzYsCrPBwYGGuGdYx62uvj111+BivewurkWu3XrRlhY2EVv1/lyVPXt2LHDafEaqBhu7Xg/z2fxj2bNmhnDsg8fPlzjfn379jXCa1dq1aoV7du3x26313r9+jhx4gQpKSkANa4efv311+Pj40N5eTk7d+6sdp/Gft9FREREpGnQEGCRS1hdJ+l3aNOmTY0hkePDraOqsCaFhYVAxRDK6jg+cJ7NYrHg7+9Pbm6uMacdVAz/TUhIAKBfv37nfA3nc02o+BCclZXldM2LydGvZWVlPPnkkzXu5whMaurXc51/9erVrF+/vsb9HJV/mZmZ1YasNfVhYGCg8biwsNBYibht27a0bduW1NRUXnjhBcaPH0+fPn1o3759jcM0G7ov6srX1xdfX19SU1P55JNPaNOmzXkN3wwNDa3xNTr6y/F1ci5lZWWcOnUKqAj6atK9e3diY2MvWrvqY8SIEaxcuZKioiJ+/fVXp1Bq69atlJeX4+HhQXh4eJVjjx49yk8//cThw4fJysqiuLi4yj6OxUGqU58/HFS2b98+oxI5JyenSoB5ruvXh+P7nre3N6GhodXu4+HhQbdu3Wqtum7s911EREREmgYFgCJNSE3hH1SsxAkV4Ut1H37PVt0HdMAIiKrjqDArLy83nisoKDD+ffZw0bo632s2BLvdboSMlefacvSro1rzXOrS95U5zl/XD/jn+75Vrgqs3Idubm48/PDDvPXWW2RkZPD555/z+eef4+PjQ1hYGOHh4QwZMsRp3sWG7ou68vLyYtasWbz88sukp6fzxhtv8PTTT1dbRVrT8TVx9FdNQ63Plp+fj81mA5zD1rPVtq0h2lUfQUFBXHXVVRw4cIDIyEinANCxyMfAgQON4f0O33//PcuXLzcWk3FU0zqG1BcWFlJaWlrjvQu1f287F8fCSA5msxlfX19jIZH8/HzKy8trvX59OCpnAwMDawzwAKOK+cyZM9Vuvxjve15enlNlc0NyfD2IiMhvi6OqXX6bHD9/bTab3ssm4uxFKetCAaBIE1LbIhiOb/rjxo3jT3/608VqUpORkpJifMhu1aqV8byjX4ODg5k3b57Lr+sITR555BGGDh3q8vPXpnPnzrz22mvs2rWL/fv3Ex8fT2pqKrt372b37t38+OOPzJo1ywgoGrovzkeLFi2MEPD06dO8/vrrPP3007VW4cm5jRw5kgMHDrB//36ysrJo0aIFx48f58SJE8b2yk6ePGmEf4MGDeKWW26hQ4cOTqv4vv/++2zZssW416tT3wV+9u7da4R/48aN47rrrqNt27ZO53vppZcafA7RS53dblcwJyIitdLPiaZD7+XlSwGgyGXCMffY2Qt0NDRHpU15eXmNw1N/C/bu3Ws8rjxfm6Nfs7OzsdlsLl+J2N/fn8zMzAYbLnsuHh4eDB061Agfs7KyiIyMZOXKlRw7doyIiAimTp0KNHxfnK+goCBmz57Nyy+/TGZmJq+//jrPPPPMRb0HfX19cXNzw2azGRWS1alt26Xk6quvZtmyZRQVFbF161ZuvPFGY47Pli1b0rNnT6f9d+7cid1up3Xr1kyfPt0p+HOoS7Vofe3YsQOoGGJd0x8+aqq8u1COqsXs7GzsdnuNVYCOxT/8/f0bpB114Vio52LQhw4Rkd+mxv69Ti5M5Z+/ei8vXwoARS4TXbt2JTIykvj4eIqKioxFHhqa2WwmNDSUI0eOEB0dzZAhQy7KdV2pqKiINWvWABVVcW3btjW2ORYwsFqtxMbGVglALlTXrl3JzMwkOjqaG2+80aXnro8WLVpw8803k5OTw7p165xWbm3ovqgPx+rJL7/8MllZWbz22ms8++yztc4r6UoWi4X27duTlJTEoUOHjEVXzlbbCrgXymQyYbfba62wqysPDw+GDBnCxo0b2bx5MxMnTmTbtm0ADB8+vMovlI5wq1OnTtWGf8XFxRw9evSC21UTx/Vrer+zsrJIS0ur8fgL6TvHvH9FRUUkJCRU24aSkhKj+vB8Vqp2NT8/vwsaZn0+NOxIROS3qT7DDeXSkZKSYvyBXu/l5UvRr8hlYvDgwXh5eWG1Wlm+fHmt+1qtVpfOJeYYFrht2zaOHDnisvNeDEVFRbzzzjtkZmZiMpm4/fbbnbYHBwcbwdfy5ctrndfObref92T9o0aNAuDQoUNERUXVuq8rF0I51/vvmHustLTUeK6h+6K+WrduzezZswkMDKSwsJBXX321xgUXGsKgQYOAitWwq6s2O3LkSIMGgI6w31X97fh6Tk5OJiIiwnhNjnu1Msd8gKmpqdWGaN9//z1FRUUuaVd1HK+9ptBpxYoVtYZ7F9J3HTt2NH7B/vrrr6vd58cff6SwsBCz2czVV1993tcQEREREakrBYAilwlfX19+97vfAbBhwwYWLlxIUlKSsb2srIzExERWrFjBjBkzXDosbtSoUXTu3Jny8nJee+01fvrpJ+NDv91u59SpU3zxxRfGQgKNzWazkZSUxKpVq/jrX//Kvn37ALj99tvp3bt3lf3/8Ic/4OHhQUJCAnPmzGH//v1OC2qkpaWxbt06Zs+ezZ49e86rLb179zaqJhctWsTKlSudViu1Wq0cOHCApUuX8tJLL9Xn5VZr27ZtzJkzh40bNzoNGy8tLWXr1q1s2LABgL59+zodd6F9MW3aNKZNm8bKlStd9lqgYoXsWbNmERAQYISAx48fd+k1ajJhwgR8fX3Jz89n3rx5Rvhos9mIjo7mzTffbNCK3CuuuAKoeE9dsfBKt27djCrYb7/91niuTZs2Vfbt1asXAElJSfz73/82vu7z8/NZsWIFX3/9tdOiOq7muH50dDSrVq0yXn92djb/+te/iIyMpFmzZjUefyF9ZzKZuOOOOwDYs2cPS5YsMYZ6W61Wvv/+e1asWAHAtddeaywGIiIiIiLSEDQEWOQycs0111BcXMzy5cvZvn0727dvx8PDAw8PDwoLCxtsbiaLxcKTTz7JG2+8QWJiIv/7v//LRx99RLNmzZxWJb777rsb5Prn8vzzzxtDF0tLSykqKnKqCmrRogXTpk0zKrnOFhISwlNPPcW7775LQkICr776KmazGW9vb4qLi52q5OrjwQcfxM3NjW3bthEREUFERIRRWVW5rdUFMPVlt9s5dOgQhw4dAjDuk4KCAuN6V155JbfccovTcQ3dFxciODiYWbNmMXfuXM6cOcMrr7zC7Nmz6dChQ4Ne18/Pj+nTp/PGG29w/Phx/va3v+Hl5YXNZqOkpITg4GDGjh3LZ5995rQqs6uMGTOG+Ph4duzYwe7du/H398fNzY0uXbowffr0ep1z5MiRfPXVV8a9cPbiHw69e/dm0KBB/Prrr6xZs4a1a9fi4+NDYWEhdrud0aNHU15e3mDh/6hRo9i8eTNHjhxh+fLlfPnll3h7exsVfbfddhsHDhyosQLzQvvu6quv5vbbb2fFihVs3ryZyMhIfHx8KCoqMr7fDhw40AgKRUREREQaigJAkcvMpEmT6N+/P+vWrePgwYNkZmZSVFSEr68vwcHBhIWFMXjwYJdXozRv3pznn3+eTZs2sX37dpKSkrBarfj5+REaGsqAAQMu+iq3Dnl5ecZjDw8PAgICCAoKIiQkhN69e9OvX79zTpbbs2dPXn/9ddavX090dDQpKSkUFhbi5eVF+/bt6dKlCwMHDqzXvHgeHh488sgjjB49ml9++YX4+HijQrNFixZ06NCBq666ivDw8PM+d00GDBjAgw8+yMGDBzl+/Dg5OTkUFhbSrFkzOnToQHh4OKNHj652XreG7IsL1b59eyMEzMvL45///CezZ882Kr0aSs+ePZkzZw4REREcPHiQoqIiAgMDjZVxf/nlF+C/Q2ZdaeTIkdjtdn7++WdOnTplLEoRFBRU73OOGDHCGD7rmBewJtOnT2f16tVs3ryZ9PR07HY7Xbt2ZezYsYwYMYLFixfXux3nYrFYePbZZ/nmm2/YsWMHmZmZmM1mevXqxbXXXkv//v05cOBAjce7ou9uueUWevTowZo1a4iPjycvLw8fHx86derEqFGjGDp0aI0LhIiIiIiIuIopJyfnwmcFFxERkXpbtGgRW7duZdSoUTzwwAON3RyRBpOSksKLL77Y2M0QEZHztGjRosZuglwALQIioDkARUREGlVaWho7d+4E/jtnnYiIiIiIiCtpCLCIiEgD27RpE5mZmYSHh9O6dWvMZjMlJSXs3buXf//735SWltKmTRutBCsiIiIiIg1CAaCIiEgDy8rKYuXKlaxcuRI3NzdjIQzHQhD+/v5Mnz4di0U/lkVERERExPX0SUNERKSBXX311VitVmJjY8nKyiI/Px8PDw/atGlD3759ue666/D392/sZoqIiIiISBOlAFBERKSBtW/fnt/97neN3QwREREREblMaREQERERERERERGRJkwBoIiIiIiIiIiISBOmAFBERERERERERKQJUwAoIiIiIiIiIiLShJlycnLsjd0IEREREWn6UlJSsNlsuLm5ERwc3NjNkcuM7j9pTLr/pDHp/hNQBaCIiIiIiIiIiEiTpgBQRERERERERESkCVMAKCIiIiIiIiIi0oRZGrsBIiIiInL5mDNnTmM3QURE6mDRokWN3QQRcSFVAIqIiIiIiIiIiDRhCgBFRERERERERESaMAWAIiIiIiIiIiIiTZgCQBERERERERERkSZMAaCIiIiIiIiIiEgTplWARUREgNjYWObOnQvAJ5984pJzTps2DYDZs2fTo0ePOl1r5cqVREREEBYWxnPPPeeSdlxOysrK+OGHH9i6dSvp6emUlpYCMH/+fFq1atXIrRMRERERaRwKAEVEpEmx2Wxs3bqV7du3c/z4cfLz8/Hw8MDf35+goCC6detGWFgYYWFhmEymxm5uk1A50KzMy8sLb29vWrZsSUhICL1796Zfv364uTXcAISPP/6Yn3/+GQB3d3cCAgIAGvSaIiIiIiKXOgWAIiLSZOTl5fHGG29w9OhR4zl3d3cA0tLSSE1NZf/+/QC8//77NGvWzNjPw8OD4OBgl7bHcT4PD486H+Pn50dwcDAtW7Z0aVsuFj8/PyNsKy0tJScnh+zsbI4cOcL69esJDAxk2rRpXH311S6/dlFREZs2bQLg97//Pddff71CXhERERERFACKiEgTsmjRIo4ePYqnpye33HILI0aMIDAwEIDi4mISEhLYvXs3W7ZsqXJsly5dmDdvnkvbU5/zTZgwgQkTJri0HRfTCy+84DTU1mazcfLkSWJiYli7di3Z2dm8/fbb3HbbbUyePNml105OTqa8vByAsWPHKvwTEREREfk/CgBFRKRJSE5OZt++fQA88MADDBkyxGm7p6enMfT3zjvv1JDQi8TNzY2OHTvSsWNHxo0bx7vvvsu+fftYuXIlnTt3pk+fPi67VklJifHYy8vLZecVEREREfmtUwAoIiJNQlJSkvG4f//+te5rsVT98VeXRUAKCwtZv349u3fvJjU1lZKSEpo3b0779u0ZPHgwQ4YMcRruW9MiILWpbRGQgoICduzYQUxMDMnJyWRnZ1NeXk5gYCA9e/Zk0qRJtGnTptrzvvzyy8TFxXHrrbcyefJkNmzYwC+//EJKSgoWi4XQ0FBuvvlmrrrqqjq1sz58fHx49NFHmTVrFpmZmaxYsaLGADAnJ4fVq1ezd+9eMjMzsdlsBAUF0bdvXyZNmkTz5s2NfTdt2sQHH3zgdLyj7wFuvfVWpkyZ4rR9586dbNq0iYSEBPLz8/Hx8SE0NJSxY8cyaNCgKu3JyMjgqaeeAioWFDGbzXzzzTfs3buX3Nxc/P396devH1OmTDHmHTzboUOHWLt2LUeOHCE3Nxd3d3f8/f1p27Ytffr0YezYsdUOFz+fvhARERERqY4CQBERaXKys7NrDMLq68iRI7z55pvk5uYCYDab8fb2Jisri4yMDKKjo+nYsSOdOnVy6XUrW7NmDREREU7XLykpIS0tjbS0NLZs2cITTzxBr169ajxHeXk5CxYsIDo6GrPZjLu7O4WFhRw4cIDY2Fgee+wxBg4c2GCvwdvbm+uuu47PPvuMhIQEUlJSqsy9GB0dzcKFC7FarcB/53FMTk4mOTmZyMhIZsyYQZcuXYCKORYDAgIoKyujoKAAwCmE8/T0NB5brVYWLlxIdHS0U5vy8vKIiYkhJiaGkSNH8sADD9Q4hDgpKYmlS5eSl5eHl5cXdrudrKwsfvrpJ/bv38+LL77oNL8kwMaNG/nwww+x2+1GmwHS09NJT08nJiaGfv36Vblvz7cvRERERESqowBQRESahNDQUEwmE3a7nWXLlvHQQw/VWIl1vjIyMnj99dcpKCigXbt2TJ06lV69emGxWCgrK+PYsWNs2bKl2spCV2revDm33XYb/fv354orrsBsNmOz2Thx4gRfffUVMTExvPfee8yfP7/GIbAbNmzAZDIxffp0Bg4ciMVi4cSJEyxatIiTJ0+ybNky+vfv36BDpPv27ctnn30GVFTFVQ4Ajx8/zttvv01ZWRmTJk1i/PjxBAUFYbfbOXnyJF988QX79u3jzTffZN68eXh7exMeHk54eLhTFee7775b7bWXLl1KdHQ0V1xxBXfccQc9e/bE09OToqIitmzZwvLly9m8eTPt27fnhhtuqPYcS5YsoVOnTtxzzz106NCB0tJStm7dyrJly0hPT2fVqlXcddddxv7FxcX8+9//xm63M3LkSKZMmUJQUBBQUVV6/Pjxau+f+vSFiIiIiEh1NAGSiIg0Ca1bt2bEiBEA7Nu3j8cff5y5c+fy5ZdfsnPnTnJycup97i+//JKCggKCgoL429/+Rr9+/YywxmKx0K1bN/70pz/Rvn17V7yUGo0bN47JkyfTqVMnzGYzUDHHXkhICE8++STt27cnLy+PnTt31niOgoICnnjiCYYMGWK8ho4dO/Lggw8CFdWT8fHxDfo6goODjWtnZGQ4bfv0008pLS1l6tSpTJ06lVatWmEymYy5BJ966ik6dOhATk4OGzduPK/rxsbGEhUVRatWrZg9ezYDBgwwqgO9vb0ZP3489957LwCrVq2irKys2vM0b96cmTNn0qFDB6CiKm/06NGMGTMGgKioKKf9T548idVqxdPTk/vvv98I/6BiWHSPHj24//77q6z83JB9ISIiIiKXFwWAIiLSZNx7771MmjQJd3d3ysvLiY2N5bvvvuPtt9/m0UcfZfbs2WzYsMFYKbYurFarEajdeuut+Pr6NlTzL4jFYjGG/tYW4HXv3p3u3btXeT40NJQWLVoAFYFVQzKZTMYQ2fz8fOP59PR04uLi8PT0ZPz48dUea7FYGDx4MICx6Etd/fLLLwCMGjUKPz+/avcZPHgw7u7u5Ofnk5iYWO0+EydONIbiVuYYOp2RkWEM2QWMyrzy8nLy8vLq1NaG7gsRERERubxoCLCIiDQZFouFqVOncuONN7Jr1y7i4uKMeebsdjtJSUl89NFHREVFMXPmzGoXXDhbQkKCERj27du3oV/COSUnJ7Nu3ToOHTpERkYGxcXFxrxyDrVVO3bu3LnGbYGBgWRlZRnz6F1shw8fBqCsrIwnn3yyxv0cq/1mZmbW6/yrV69m/fr1Ne7nqPzLzMzkyiuvrLK9pj4MDAw0HhcWFhrDsNu2bUvbtm1JTU3lhRdeYPz48fTp04f27dvXOM9gQ/eFiIiIiFxeFACKiEiT4+fnx5gxY4whmUVFRcTExPDdd99x/PhxYmNj+eqrr7j77rvPeS7Hoh/u7u4um1OwvrZt28bixYuNQNJkMuHt7W1Uo1mtVoqLiykuLq7xHDXNDQj/XWDifCok68NutxshY+WKSkdwWV5ebvR7bRzhV105zl9YWFin/Wvqx5r6sHJVYOU+dHNz4+GHH+att94iIyODzz//nM8//xwfHx/CwsIIDw9nyJAhTvMuNnRfVJaXl+dUidmQbDbbRbmOiIhcuJSUlMZugriI4+evzWbT+9pEnL2IXl0oABQRkSbP29ubIUOG0L9/f/7+979z6tQpNm/ezNSpUxt0sQtXOnPmDB9++CHl5eV0796dO++8k9DQUKfQacWKFXzzzTdVKgIvNSkpKUaVXatWrYznHb+cBgcHM2/ePJdf19EvjzzyCEOHDnX5+WvTuXNnXnvtNXbt2sX+/fuJj48nNTWV3bt3s3v3bn788UdmzZplhIsN3ReV2e12BXMiIlKFfjY0TXpfL18KAEVE5LLh4eHBsGHD+OqrrygoKCAvL++cVX2O7aWlpeTm5jZaFWBMTIyxkMSMGTOqXfG1LpVil4K9e/caj8PCwozHjr7Nzs7GZrO5PJz19/cnMzOz0YbLenh4MHToUCN8zMrKIjIykpUrV3Ls2DEiIiKYOnUq0PB9UZljYZGLQR86RER+O34rfySVc6v881fv6+VLAaCIiFxWHKu+AsZKtLUJDQ3FbDZTXl7O3r17GTVqVEM2r0ZZWVkAtGvXrtrwz263ExcXd7Gbdd6KiopYs2YNUFEV17ZtW2Nb165dgYqhzLGxsfTs2dOl1+7atSuZmZlER0dz4403uvTc9dGiRQtuvvlmcnJyWLdundP719B9UZmfn1+Ni6K4moYdiYj8dtRniKFcmlJSUow/KOp9vXwp+hURkSYhLS2NtLS0Wvex2Wxs374dgKCgIGMl2tp4eXkZK61GREQ02gIZjtAvIyOD0tLSKtsjIyNJTU292M06L0VFRbzzzjtkZmZiMpm4/fbbnbYHBwcbwdfy5ctrndfObrfXeS4/B0d4e+jQIaKiomrd15Xvs2O4c00cw7grv68N3RciIiIicnlRACgiIk1CUlISzzzzDAsWLGDbtm1GxRxULJBw4MABXnnlFY4cOQLAtddeW+dz33777fj4+HD69GlefPFF9u7da4Q6ZWVlHDp0iPfff59Tp0659kVV0qtXL0wmE/n5+SxZssQY7mu1WlmzZg0ffvih04IalwqbzUZSUhKrVq3ir3/9K/v27QMq+rR3795V9v/DH/6Ah4cHCQkJzJkzh/379zstqJGWlsa6deuYPXs2e/bsOa+29O7dmyFDhgCwaNEiVq5cSXZ2trHdarVy4MABli5dyksvvVSfl1utbdu2MWfOHDZu3Mjp06eN50tLS9m6dSsbNmwAqq4y3ZB9ISIiIiKXFw0BFhGRJsFisWCz2YxFFaCissrd3b1KddSECRO4/vrr63zu1q1bM2PGDN58802Sk5N5/fXXMZvNeHt7U1RUZIQyEydOdN0LOktwcDDXXXcdP/74I9u3b2f79u34+PhgtVqx2Wz07t2b0NBQvv322wZrQ108//zzxtwypaWlFBUVOS1K0qJFC6ZNm8agQYOqPT4kJISnnnqKd999l4SEBF599VWjr4uLi6utfjwfDz74IG5ubmzbto2IiAgiIiLw8fEBcGprmzZtLug6ldntdg4dOsShQ4eAirkAPTw8KCgoMK535ZVXcssttzgd19B9ISIiIiKXDwWAIiLSJPTr14958+YRHR1NfHw8J0+eJDs7G6vVire3N0FBQXTt2pVRo0bRpUuX8z5/t27dmDdvHmvWrGHPnj2kpaVRXFxMy5Ytad++PYMHD6Zdu3YN8Mr+6+6776Zdu3Zs2LCB5ORkbDYbnTp1Yvjw4UyYMIGvv/66Qa9fF3l5ecZjDw8PAgICCAoKIiQkhN69e9OvX79zTj7ds2dPXn/9ddavX090dDQpKSkUFhbi5eVF+/bt6dKlCwMHDqzXvHgeHh488sgjjB49ml9++YX4+HjOnDkDVISTHTp04KqrriI8PPy8z12TAQMG8OCDD3Lw4EGOHz9OTk4OhYWFNGvWjA4dOhAeHs7o0aMxm81Vjm3IvhARERGRy4cpJyfHfu7dREREREQuTEpKCi+++GJjN0NEROpg0aJFjd0EcREtAiKgOQBFRERERERERESaNAWAIiIiIiIiIiIiTZgCQBERERERERERkSZMAaCIiIiIiIiIiEgTpgBQRERERERERESkCVMAKCIiIiIiIiIi0oQpABQREREREREREWnCFACKiIiIiIiIiIg0YQoARUREREREREREmjBTTk6OvbEbISIiIiJNX0pKCjabDTc3N4KDgxu7OXKZ0f0njUn3nzQm3X8CqgAUERERERERERFp0hQAioiIiIiIiIiINGEKAEVERERERERERJowS2M3QEREREQuH3PmzGnsJoiISA0WLVrU2E0QkQaiCkAREREREREREZEmTAGgiIiIiIiIiIhIE6YAUEREREREREREpAlTACgiIiIiIiIiItKEaREQERERaTKioqJYu3YtJ06cwGq1AvDAAw8watSoRm6ZiIiIiEjjUQAoIiLnpbS0lK1btxIdHU1iYiJ5eXnYbDZ8fX3p2LEjffv2ZejQofj6+jZ2U11u8eLFREZGEhYWxnPPPVftPkVFRcyfP5+4uDgsFgt/+ctfGDRo0EVu6cU1bdq0Ks+5u7vj4+ODv78/nTp1onv37gwZMgRvb+8Ga8e2bdt47733AHBzc8Pf3x+TyYSHh0eDXVNERERE5LdAAaCIiNTZvn37+Ne//kVmZqbxnIeHB+7u7mRnZ5Odnc3evXv58ssvufvuuxkzZkzjNbYRFBQUMG/ePI4dO4aHhwdPPPEEvXv3buxmXTTe3t5G2FZeXk5+fj65ubkkJSURGRnJp59+yg033MDNN9+M2Wx2+fV//PFHAIYMGcKDDz6o4E9ERERE5P8oABQRkTrZtm0bixcvpry8nNatW3PzzTfTr18/AgICACguLiYuLo5Nmzaxc+dO9uzZc1kFgLm5ucybN48TJ07g5eXFzJkz6d69e2M366K65557qgy1zcjIIC4ujnXr1pGQkMDKlSs5fPgwM2bMcHkIePLkSQCGDx+u8E9EREREpBIFgCIick4nT55k6dKllJeX07t3bx577DG8vLyc9vH09KRv37707duXw4cPs23btkZq7cWXlZXFq6++SnJyMr6+vjz99NN07ty5sZt1SWjVqhWtWrVi+PDh/Oc//+Hbb79l3759rFixgrvuusul1yopKQGocm+KiIiIiFzuFACKiMg5rVixgpKSEgIDA/nLX/5yzoCla9eudOnSxem5goICduzYQUxMDMnJyWRnZ1NeXk5gYCA9e/Zk0qRJtGnTptrzvfzyy8TFxXHrrbdy00038cMPPxAVFUVGRgZWq5X333+fZs2aAWC1Wlm7di2//vorKSkplJeX07JlS3r37s2NN95IixYtXNMp/ycjI4NXXnmF9PR0AgICePbZZ+nQoUO1+yYlJREVFUVcXByZmZnk5ubi7u5Ou3btGDx4MNdcc021lWsZGRk89dRTAMyfPx+z2cw333zD3r17yc3Nxd/fn379+jFlyhSjIrOylStXEhERYcxdGBMTww8//EBiYiKlpaUEBwczduxYrrnmGpf2TWVubm7ccccdnDx5kt27d7N27VomTpyIv79/lX1LSkrYsGEDO3fuJDk5meLiYgICAggLC+P6668nJCSk2r5xmDt3rvG4uvkaExISWLt2LXFxceTm5mKxWGjXrh3h4eGMGzeu2vfgySef5PTp0zzwwAMMHTqU77//nm3btpGRkYGnpyfdunVjypQpdOrUqdrXf/r0aVatWsXBgwfJzMzEbrfj7+9Py5Yt6dmzJ6NGjSIoKOiC+kJEREREpCYKAEVEpFbZ2dns3r0bgGuvvdYI2s7Fzc3N6d9r1qwhIiICALPZjLe3NyUlJaSlpZGWlsaWLVt44okn6NWrV43nLC0tZc6cORw7dgyz2Yynp6fT9tOnT/Pqq6+SmpoKVCxEYTabSU1NJTU1lc2bN/PEE0/Qs2fPOr/+2qSkpPDKK6+QlZVFy5YtefbZZwkODq5x//nz53P69GmgYu5EDw8PCgoKOHLkCEeOHGHbtm3MmjWr1oUykpKSWLp0KXl5eXh5eWG328nKyuKnn35i//79vPjii7W+R99++y1fffUVJpPJeA+OHz/ORx99RFpaGr///e/r3yF1cOutt7J7925KSkr49ddfGTdunNP2tLQ0Xn/9deM9dHNzw8PDg8zMTLZs2cK2bdv44x//yNixY43tjtAzNzcXgGbNmmGxVPyKc/ZiNCtXruTrr7/GbrcDFdWCxcXFHD16lKNHj7JlyxaeeeYZ/Pz8qm2/1WrlpZdeIiEhAXd3d0wmE/n5+ezevZv9+/cze/bsKuF3YmIic+fOpaioCMC4dzMzM8nMzCQ+Pp4WLVpUGTJ/vn0hIiIiIlITBYAiIlKr2NhYIyzp379/vc/TvHlzbrvtNvr3788VV1yB2WzGZrNx4sQJvvrqK2JiYnjvvfeYP39+jRWG69evx83NzVhZ12KxcPr0aTw9PSkvL+ett94iNTWVgIAA7r33Xvr164ebmxuJiYl8+OGHJCQk8PbbbzN37lxatmxZ79cCFUHcq6++Sm5uLq1bt2bWrFnVVnBVFhYWRq9evbjqqqsIDAwEKuZO3LVrF59//jkJCQksX76cP/7xjzWeY8mSJXTq1Il77rmHDh06GKsyL1u2jPT0dFatWlXj0NoTJ04QHx/PbbfdxoQJE2jWrBm5ubksW7aMnTt38uOPPzJ69Gjat29f7345l5CQEAICAsjNzSU+Pt4pACwqKuK1114jLS2NAQMGMHnyZDp27IjZbCY7O5vvv/+eNWvW8NFHH9GhQweuvPJKWrZsybvvvgv8dzXixx9/nB49elS59vr164mIiMDX15cpU6YYq1WXlZVx8OBBPvnkExITE1myZAkzZsyotv0rV67E29ubp59+2girDx8+zHvvvUdWVhaffPIJ//jHP5yO+fzzzykqKqJz58788Y9/JCQkBJPJRElJCampqURFRVWphKxPX4iIiIiI1MTt3LuIiMjl7NSpUwDGUNX6GjduHJMnT6ZTp07G4g9ubm6EhITw5JNP0r59e/Ly8ti5c2eN57BarUyfPp3w8HCjwisoKAiLxUJUVBSJiYmYTCaeeuopBgwYYFQhhoSE8MwzzxAQEEBhYSHffvttvV8HVFQazp07l9zcXNq3b8/f/va3c4Z/AA899BDDhw83wj+omDtx2LBhPProowBs3ryZ4uLiGs/RvHlzZs6caQwzdnd3Z/To0Ub1WFRUVI3HFhYWMmXKFCZPnmxUCQYEBPDnP/8ZPz8/7HY7O3bsOOfruFCOtqenpzs9v3r1atLS0hg4cCBPPPEEoaGhxr0SGBjIPffcw7hx47DZbOf9HhYVFfHll19iNpuZOXMmEyZMMKoDLRYLffr0YebMmXh4eBAdHU1iYmK15yktLeWvf/0rffr0wc3NDTc3N7p3784999wDwNGjR40qT4cjR44AFQFlaGgoJpMJqKgC7dixI3fccQcDBgy4aH0hIiIiIpcfBYAiIlKr/Px8AHx8fIzgwtUsFotRTRUfH1/jfh06dKB3797VbnMEX3379q12AQ5fX1+uu+46AHbs2GFUNdbH6dOnjX6ZNm0azZs3r/e5HLp164aPj48xJLcmEydOxN3dvcrzAwcOBDDmRayOu7u70QeVeXh40KdPH+C/K+k2JEf4WFBQ4PT8pk2bgIrXWNO9NmzYMAAOHjyIzWar8zV37NhBUVERYWFhVYboOrRp08aopNu3b1+1+1x99dXVzlXZv39/o81n96FjSHdOTk6d29uQfSEiIiIilx8NARYRkYsmOTmZdevWcejQITIyMiguLq4SxNUWknTt2rXGbY6KrauuuqrGfRxz/+Xn55ORkUHr1q3r3vhKWrduTVFREXl5eSxcuJDZs2dzxRVX1OnYqKgotm7dyvHjxzlz5gylpaVV9qmtD2paXbhyVWFhYWG1w6jbt29f4/Bqx/Fnh3IXS1ZWFpmZmQC8/fbbNYZejqCruLiYvLy8ahc9qc7hw4eN/0+fPr3G/QoLCwGMtpytpv63WCz4+/uTm5tbpQ/79u3Lpk2bWLx4MYcPH2bgwIF07tzZqGI9W0P3hYiIiIhcfhQAiohIrRzDJAsLC7Hb7fWuAty2bRuLFy+mvLwcwFiEwlHNZrVaKS4urnX4a00LMwDk5eUBzkHY2SqvAHzmzBkjAPzkk0+qHTrbtWtXHn/88WrP84c//IF//vOf5OXl8c9//pPZs2fXOndeeXk57777Lr/++qvxnMViwdfX1xjaeebMGex2e619UFOAV7kq0NHHdT228vE1HetKjoCs8mIllUPPM2fO1Ok8JSUldb6m4/wlJSV1Oq6m96A+ffi73/2O1NRU4uPj+eGHH/jhhx+wWCx06dKFgQMHMmbMGKeFXxq6L86Wl5dnVLQ2NFUqiohc2lJSUhq7CdIAHD9/bTab3uMmoraFB2uiAFBERGrlCLVKS0tJTk6u1wIRZ86c4cMPP6S8vJzu3btz5513Ehoa6hRarVixgm+++abWoblnryzsKoWFhcYKspXVFop06NCBZ599lldeeYUzZ87wz3/+k+eee67GH8Y///yzEf5NnjyZkSNH0qpVK6dA9fHHHycrK+uChif/FiQlJQE4VWBWDobeeecdlwyrrsxx/nHjxvGnP/3Jpec+Fz8/P/72t79x4MABoqOjOXToECdOnODQoUMcOnSI77//nmeffdaYG7Gh++JsdrtdwZyIiAD6Q83lQO/x5UsBoIiI1KpHjx6YTCbsdjt79uypVwAYExOD1WrF09OTGTNmOFU7OVQXwJ0PPz8/srKyyM7OrnGfrKws43HlVVcfeughHnroofO+ZqdOnXj22Wf55z//SW5urhECVjdHnGNxjREjRnDbbbdV2W6z2YwqxqYsMTHReK+7d+9uPF/5/cjMzHR56OUYHnv2Ah0XU8+ePY1h6EVFRezatYvly5eTk5PD0qVLeeGFF4CG74uzmUymBgvXz6YPHSIil7aL9fNALq7KP3/1Hl++FACKiEitAgMD6d+/P7t372bt2rWMHTvWaehmTWw2m/ELhiN4a9euXbXhn91uJy4u7oLaGRoaSlZWFgcOHGDixInV7nPgwAGgYlhzq1atLuh6DiEhITz77LO8+uqrZGdnM3fuXJ577rkq8ws6gsma5pA7cuRItfMBNjURERFAxerHgwYNMp5v3bo1AQEB5ObmEh0dXeNCHfXVtWtXIiMjiY+Pp6ioqNr78GLy9vZmxIgReHp68vbbb5OQkIDVasXLy6vB++Jsfn5+tQ6vdyUNOxIRubTVZ1ihXPpSUlKM3831Hl++FP2KiMg53X777bi7u5Odnc3ChQtrnaMOKhZa+PTTT41/O8KWjIyMakOuyMhIUlNTL6iNQ4YMASqqDY8dO1Zle35+PmvWrDH2deWKxp07d+bpp5/Gy8uLrKws5s6dS0ZGhtM+jj5ITk6ucrzNZuM///mPy9pzKbLZbHz11Vfs3r0bgOuuu65K6DR69GgA1q5dS1paWq3nO9/FSgYPHoyXlxdWq5Xly5fXuq/VaqWsrOy8zl+T8vLyWqveHMPg7Xa709yBDdkXIiIiInL5UQAoIiLn1KFDB+677z7c3NzYt28fzz33HJs2bXIatltcXExMTAzvvvsuL730ktMqqr169cJkMpGfn8+SJUuM46xWK2vWrOHDDz80Fhupr8GDBxMSEoLdbmf+/Pns3r3bCF4SExOZN28eubm5+Pj4cNNNN13Qtapz5ZVXGiFgZmYmc+fOdRpu2qtXL6BiLsDIyEgjYEpLS+Ott97i8OHDeHp6urxdje306dNs3ryZf/zjH3z77bdAxaq41Q2DvvHGG2nbti2FhYW89NJLbN68maKiImN7bm4uUVFRvPbaa3zxxRfn1Q5fX19+97vfAbBhwwYWLlxozEUIUFZWRmJiIitWrGDGjBl1XnzjXLKysnj66af57rvvSEpKMu5Ju93OoUOH+OyzzwDo0qWLU2VtQ/aFiIiIiFx+NARYRETqZPjw4fj5+bF06VLS0tL44IMPAPDw8MBisVBYWGjs6+Pjw9VXX238Ozg4mOuuu44ff/yR7du3s337dnx8fLBardhsNnr37k1oaKgRENWH2Wzm8ccf59VXXyU1NZUFCxbg7u6O2WzGarUCFSu4PvbYY7Rs2bLe16lNt27dmDlzJq+99hqnT5825gRs0aIFkyZNIioqivT0dBYvXszSpUvx9PSksLAQNzc37rvvPiIiIs5ZXXkp+/TTT/nyyy+Bioq/wsJCp6o2T09PbrzxRm6++eZq55/x9vbm2WefZcGCBZw4cYIlS5bwwQcf0KxZM0pLS536ZsyYMefdvmuuuYbi4mKWL19u3IceHh54eHhQWFjYYPPTpaen8+WXX/Lll19iNpvx9vamqKjI6JuAgADuv/9+p2Maui9ERERE5PKiAFBEROqsT58+vPHGG2zZsoXo6GgSExPJy8ujtLSUFi1a0LFjR/r168fQoUPx8fFxOvbuu++mXbt2bNiwgeTkZGw2G506dWL48OFMmDCBr7/++oLbFxQUxEsvvcTatWvZuXMnqamplJeX06ZNG/r06cMNN9zQYOGfQ/fu3ZkxYwavv/466enpxpyAgYGB/OMf/+A///kPe/bsITc3F3d3dwYOHMikSZPo1q2bMT/eb1VRUZFRpebu7o6Pjw/NmzenU6dOdO/enSFDhpxz7r2goCBeeOEFtm7dSlRUFImJiRQUFGCxWAgODiYkJIS+ffsycODAerVx0qRJ9O/fn3Xr1nHw4EEyMzMpKirC19eX4OBgwsLCGDx4MC1atKjX+c8WGBjIk08+yYEDBzhy5AjZ2dmcOXMGd3d3OnToQN++fasdDg0N3xciIiIicvkw5eTk2Bu7ESIiIiLS9KWkpPDiiy82djNERKQGixYtauwmSAPQIiACmgNQRERERERERESkSVMAKCIiIiIiIiIi0oQpABQREREREREREWnCFACKiIiIiIiIiIg0YQoARUREREREREREmjAFgCIiIiIiIiIiIk2YAkAREREREREREZEmTAGgiIiIiIiIiIhIE6YAUEREREREREREpAlTACgiIiIiIiIiItKEmXJycuyN3QgRERERafpSUlKw2Wy4ubkRHBzc2M2Ry4zuP2lMuv+kMen+E1AFoIiIiIiIiIiISJOmAFBERERERERERKQJszR2A0RERETk8jFnzpzGboKISJOyaNGixm6CiPwGqAJQRERERERERESkCVMAKCIiIiIiIiIi0oQpABQREREREREREWnCFACKiIiIiIiIiIg0YQoARUREREREREREmjCtAiwiIpe82NhY5s6dC8Ann3zitG3lypVEREQQFhbGc8891xjNc6mXX36ZuLg4br31VqZMmdLYzfnNyc3NZeXKlcTExJCdnU15eTlBQUEsWLCgsZsmIiIiItJoFACKiFyibDYbW7duZfv27Rw/fpz8/Hw8PDzw9/cnKCiIbt26ERYWRlhYGCaTqbGbK5cxRwhbmclkwtvbGx8fH9q2bUtISAhXX301nTt3brB2lJeX889//pNTp04B4O3tjYeHB35+fg12TRERERGR3wIFgCIil6C8vDzeeOMNjh49ajzn7u4OQFpaGqmpqezfvx+A999/n2bNmjVKOy8Ffn5+BAcH07Jly8Zuiku0bNmS4ODg32RoZTKZ8Pf3N/5ttVo5ffo0p0+fZv/+/axatYrOnTtz//3306FDB5dff9++fZw6dQqz2cz/+3//jyuvvNLl1xARERER+S1SACgicglatGgRR48exdPTk1tuuYURI0YQGBgIQHFxMQkJCezevZstW7Y0cksb34QJE5gwYUJjN8Nl/vznPzd2E+qtZcuWVYbalpSUkJCQQFRUFL/88gvHjh3j+eefZ8aMGfTs2dOl1z958iQAHTt2VPgnIiIiIlKJAkARkUtMcnIy+/btA+CBBx5gyJAhTts9PT2Nob933nknbm5az0kuXR4eHnTv3p3u3bszfvx4XnvtNU6fPs3bb7/Nq6++SvPmzV12rZKSEqDia0RERERERP5LAaCIyCUmKSnJeNy/f/9a97VYav42brPZ2LJlC9u3bycxMZHCwkJ8fX1p3bo1AwYMYPjw4U7hS0FBATt27CAmJobk5GRjAYXAwEB69uzJpEmTaNOmTbXXqrxwxeTJk9mwYQO//PILKSkpWCwWQkNDufnmm7nqqqtqbG9ubi4RERFER0dz5swZ/P396dOnD5MnT661D2pbBORC25WUlERUVBRxcXFkZmaSm5uLu7s77dq1Y/DgwVxzzTV4eHg4HbNq1SqWL19OcHAw8+bNq7HdSUlJzJ49G4B58+YRHBxcpc1nLwKSnp7O9u3bOXjwIBkZGWRnZ2M2m2nTpg0DBgzguuuuq3E4+LRp0wCYPXs2HTt25Ntvv+XXX38lOzsbHx8fevbsyW233Ubr1q1r6e0L065dOx5//HH+/ve/U1hYyOrVq5k6dWq1+yYkJLB27Vri4uLIzc3FYrHQrl07wsPDGTdunFO/L168mMjISOPfcXFxxut1vOYePXoY/y4pKWHDhg3s3LmT5ORkiouLCQgIICwsjOuvv56QkJAq7dm0aRMffPCBsaDIkSNH+O677zh8+DBWq5XWrVszbNgwJk2aVO3Xpd1uZ8uWLURGRnLixAkKCwvx9vbGz8+P0NBQBgwYUCXsr09fiIiIiIhURwGgiMglLDs7u8bQrTa5ubksWLDAmEPQZDLh4+NDQUEB8fHxxMfHYzabuf76641j1qxZYyzkYDab8fb2pqSkhLS0NNLS0tiyZQtPPPEEvXr1qvG65eXlLFiwgOjoaMxmM+7u7hQWFnLgwAFiY2N57LHHGDhwYJXjUlJSePnll8nNzQUqqsby8/P5+eef2bVrF3fcccd594Er2jV//nxOnz5ttMnDw4OCggKOHDnCkSNH2LZtG7NmzcLb29s4ZujQoXz55ZekpKSQkJBAaGhotW3aunUrAJ07dzbCv3P54IMPiIuLAyrmhPT09KSgoIDjx49z/PhxtmzZwnPPPUeLFi1qPEd2djYffPABGRkZRnCUm5vL1q1b2bdvH//4xz8aNAQMCQmhX79+7Nmzh61bt1YbAK5cuZKvv/4au90OgJeXF8XFxRw9epSjR4+yZcsWnnnmGWOeRB8fHwICArBarRQXF2M2m/H19TXOZzabjcdpaWm8/vrrpKamAuDm5oaHhweZmZls2bKFbdu28cc//pGxY8fW+BoiIyNZunQpNpsNb29vSktLOXXqFF999RWJiYk89thjVY5ZvHix05B9b29viouLyc/PJyUlhdjY2GoDwPPtCxERERGR6igAFBG5xISGhmIymbDb7SxbtoyHHnqIgICAOh9fVlbG/PnzOXbsGD4+Ptx1112Eh4fj4+OD3W4nJSWFHTt2VAkMmjdvzm233Ub//v254oorMJvN2Gw2Tpw4wVdffUVMTAzvvfce8+fPx8vLq9prb9iwAZPJxPTp0xk4cCAWi4UTJ06waNEiTp48ybJly+jfv7/TsOWysjLeeecdcnNzadGiBffffz+9evXCZDIRGxvLBx98wOeff16/zryAdgGEhYXRq1cvrrrqKqc5GHft2sXnn39OQkICy5cv549//KNxTMuWLenevTtxcXFs3bq12gDQbrezbds2AIYNG1bn1xESEsLQoUPp3bs3QUFBmEwmSktLOXDgAJ999hkpKSl8+OGHzJw5s8ZzfPzxxwQFBfH3v/+drl27Ul5ezt69e1m8eDF5eXl8+eWXTJ8+vc5tqo++ffuyZ88ecnJySEtLcwq5169fT0REBL6+vkyZMoWhQ4fi6+tLWVkZBw8e5JNPPiExMZElS5YwY8YMoKK6cdq0aUY1aNeuXatUgwIUFRXx2muvkZaWxoABA5g8eTIdO3bEbDaTnZ3N999/z5o1a/joo4/o0KFDtfMInjlzhn/961+MGzeOW265hYCAAAoKCvjPf/7DunXr2LlzJzExMfTp08c45tChQ2zZsgWTycTUqVMZPXq08fV45swZ4uLijEV9KqtPX4iIiIiIVEcTR4mIXGJat27NiBEjgIpVTR9//HHmzp3Ll19+yc6dO8nJyan1+E2bNnHs2DHMZjNPP/0048aNw8fHB6ioBGzXrh2TJ09m+PDhTseNGzeOyZMn06lTJ6Niys3NjZCQEJ588knat29PXl4eO3furPHaBQUFPPHEEwwZMsQYBtmxY0cefPBBoKL6LD4+3umYqKgokpKScHNz46mnnqJ3796YTCYAevTowdNPP01paWkde8917QJ46KGHGD58uBH+QcX8csOGDePRRx8FYPPmzRQXFzsd5wj1tm/fjs1mq3Le+Ph4MjMzcXNzIzw8vM6v4+6772bcuHG0atXK6CN3d3f69evH008/jdlsJiYmhoyMjBrPYbFYePbZZ+natStQUR03YMAAbrnlFgB2795NWVlZndtUH5VXAE5PTzceFxUV8eWXX2I2m5k5cyYTJkwwKvksFgt9+vRh5syZeHh4EB0dTWJi4nldd/Xq1aSlpTFw4ECeeOIJQkNDjXs9MDCQe+65h3HjxmGz2fj222+rPUdJSQkjRozgD3/4gxHMN2vWjD/84Q/G64qKinI65vDhwwD06tWLiRMnOn09BgQEMGTIEO677z6nYxq6L0RERETk8qIAUETkEnTvvfcyadIk3N3dKS8vJzY2lu+++463336bRx99lNmzZ7NhwwbKy8urHLt582agYiiqq1ZCtVgsxtDf6oIyB8diD2cLDQ01hqU6Vmp12LFjBwD9+vWjU6dOVY4NDg5m8ODB9W57fdt1Lt26dcPHx4eSkhKOHz/utG3w4MFYLBZycnI4ePBglWMdw3979ux5XtWdtWnVqhXt27fHbrcbgVN1xo4dW+1wUccQ6NLSUtLS0lzSpppUHp5bUFBgPN6xYwdFRUWEhYXRpUuXao9t06aNcV87Fsupq02bNgEwceJEI0A9myO8PXjwYLXhLcBNN91U7fMDBgwAqt5LjiHieXl5NZ7zbA3dFyIiIiJyedEQYBGRS5DFYmHq1KnceOON7Nq1i7i4OBISEkhJScFut5OUlMRHH31EVFSUUQUEFcNpExISgIpA7XwlJyezbt06Dh06REZGBsXFxcbcYw61VSB27ty5xm2BgYFkZWU5BT6AUbkUFhZW47E9evRwmj/tfNWnXQ5RUVFs3bqV48ePc+bMmWqrEc/uk2bNmtG3b1927drF1q1bneZNLCsrM0LPs6sw62Lfvn1GlWdOTo6x8m1l2dnZNR5f05yElasca+qLhuYILg8fPlzrMOTCwkIAMjMz63zurKwsY/+33367xgDQEdAVFxeTl5dXJaB1LKRTHUcfnt1/PXv2xGKxkJiYyMsvv8zYsWO56qqrap2rsSH7QkREREQuPwoARUQuYX5+fowZM4YxY8YAFcMCY2Ji+O677zh+/DixsbF89dVX3H333UBF8OCoCmzZsuV5XWvbtm0sXrzYON5kMuHt7Y27uzuAscDC2cNdK6tpbkDAOM/ZVYt5eXkAtYYhlcOp+qhPu8rLy3n33Xf59ddfjecsFgu+vr7GsNEzZ85gt9ur7ZNhw4axa9cufv31V/74xz8aIW1MTAz5+fl4eHhUu/BIbT7++GPWrVtn/Nux2IWjPfn5+ZSXl9f6HlVesKSyyivJVldZ6kr5+fnG48qrFjuC1JKSkmqDzbPV9jrPVjmkPXPmTJ2Oqa4N9bmX2rZty5/+9CeWLVtmLMIDFfd8r169GDVqVJUK1Ybsi7Pl5eU5vScNqa4VkCIiUncpKSmN3QS5xDl+/tpsNt0vTURdFxGsTAGgiMhviLe3N0OGDKF///78/e9/59SpU2zevJmpU6dWWcDifJw5c4YPP/yQ8vJyunfvzp133kloaKgRaACsWLGCb775pkpFYFP1888/G+Hf5MmTGTlypNPcewCPP/44WVlZ1fZJ//798fHxobCwkD179hgrvDoW/xg4cGCtYdLZ9u7da4R/48aN47rrrqNt27ZO7/tLL71U6xDtS0VSUpLxuHI1neOX03HjxvGnP/3JpdesHDy98847NG/e3KXnP5dRo0bRt29fduzYwcGDBzl8+DBZWVls2rSJTZs2cc011zgtJtOQfXE2u92uYE5E5DdM38PlfOh+uXwpABQR+Q3y8PBg2LBhfPXVVxQUFBhDFR3VYOXl5WRmZtZ5DsCYmBisViuenp7MmDGj2iqx3NxcV78MoKLKMSsrq9Zhq7VtayiOYbojRozgtttuq7LdZrMZ1YvVcXd3Z9CgQWzatImtW7cyZMgQrFYru3fvBs5v9d/K7enevXuNgVBdK9sa2969e4GKys7KKwA7htuePn3a5df09/c3HmdmZl70ABAqXt+ECROYMGECAMePH2f16tVs2bKFDRs20K9fP2PofkP2xdlMJtMF/QHhfOhDh4iI612s7+Hy21X556/ul8uXAkARkd8oT09P47FjZVuz2UxoaChHjhwhOjraqDo7l6ysLADatWtXbfhnt9uJi4tzQaurCgkJISsri7i4OK6//vpq94mNjW2Qa9fGETrWNH/gkSNHzrk68bBhw9i0aRMxMTEUFBQQHR1NSUkJfn5+9O7d+7za43iPampPVlZWgy/e4QqJiYlER0cDVUPQrl27EhkZSXx8PEVFRTUOV66P1q1bExAQQG5uLtHR0TUurHExderUiT//+c+cOHGCpKQkYmNjjQCwIfvibH5+ftUuDNMQNOxIRMT16jMUUC4vKSkp2Gw23NzcdL9cxhT9iohcYtLS0s4Z5NhsNrZv3w5AUFCQ0zxqI0eOBCqGmh45cqRO13SECxkZGdWGWpGRkaSmptbpXOfLscJvdHS009BQh9TUVKP67WJy9ElycnKVbTabjf/85z/nPEePHj0IDAw0Fv5wrP4bHh5uzNt3vu2pKUBZsWLFJT88Ozk5mbfeegu73U6zZs2YOHGi0/bBgwfj5eWF1Wpl+fLltZ7LarVSVlZ2XtcfPXo0AGvXrj3n15grF0I5VzsdQ+0r79fQfSEiIiIilxcFgCIil5ikpCSeeeYZFixYwLZt24zKL6hYEODAgQO88sorRrh37bXXOh0/atQoOnfuTHl5Oa+99ho//fQTRUVFQEUl36lTp/jiiy+IjIw0junVqxcmk4n8/HyWLFliDPe1Wq2sWbOGDz/8EF9f3wZ5vUOGDKFDhw6Ul5fzxhtvsG/fPiPIiouL47XXXnOai/Bicazc+/PPPxMZGWkELGlpabz11lscPnzYqQqzOm5uboSHhwOwbt06Dhw4AJz/8N/K7YmOjmbVqlXGwhDZ2dn861//IjIy0ikIvlSUlJQQHx/Pp59+yt///ndOnz6Nu7s7jz/+eLUr7P7ud78DYMOGDSxcuNApFC4rKyMxMZEVK1YwY8aM8x7yfOONN9K2bVsKCwt56aWX2Lx5s/G1ARXD3KOionjttdf44osvLuBVO1u2bBkLFy5k165dTott5OXlsWLFCo4dOwZA3759jW0N3RciIiIicnnREGARkUuMxWLBZrOxe/duY744d3d33N3dKSwsdNp3woQJVYbNWiwWnnzySd544w0SExP53//9Xz766COaNWvmtKKoY+VgqBg6ct111/Hjjz+yfft2tm/fjo+PD1arFZvNRu/evQkNDeXbb79tkNf76KOP8vLLL5OZmcm8efPw8PDAZDJRXFyMv78/U6dO5V//+pfLr12bSZMmERUVRXp6OosXL2bp0qV4enpSWFiIm5sb9913HxEREedcfXXYsGGsXr3aCG9at25d57kZKxs1ahSbN2/myJEjLF++nC+//BJvb2/jnrjttts4cOBAgw3VrovMzEymT59u/Lu4uBir1eq0T5cuXbj//vu54oorqj3HNddcQ3FxMcuXLzfuRQ8PDzw8PCgsLLygOeS8vb159tlnWbBgASdOnGDJkiV88MEHNGvWjNLSUqf30rHytiuUlZUZrwUqVhI2mUxO4eP48ePp06eP03EN2RciIiIicnlRACgiconp168f8+bNIzo6mvj4eE6ePEl2djZWqxVvb2+CgoLo2rUro0aNqnEes+bNm/P888+zadMmtm/fTlJSElarFT8/P0JDQxkwYABDhw51Oubuu++mXbt2bNiwgeTkZGw2G506dWL48OFMmDCBr7/+usFec3BwMC+//DIRERHs2bOHM2fOEBAQwLBhw5g8eXKjzG3n6+vLP/7xD/7zn/+wZ88ecnNzcXd3Z+DAgUyaNIlu3boRERFxzvOEhITQrl07Yyhxfar/oCIoffbZZ/nmm2/YsWMHmZmZmM1mevXqxbXXXkv//v2NCsPGYrfbjepRk8mEl5cXLVu2pG3btnTu3JlBgwbVOIdhZZMmTaJ///6sW7eOgwcPkpmZSVFREb6+vgQHBxMWFsbgwYNp0aLFebcxKCiIF154ga1btxIVFUViYiIFBQVYLBaCg4MJCQmhb9++DBw48LzPXZPJkycTEhLCwYMHSU5OJicnh5KSEgIDA+nSpQtjxoxxqv6rrCH7QkREREQuH6acnJxLe8IgEREREWkSUlJSePHFFxu7GSIiTcqiRYsauwlyidMiIAKaA1BERERERERERKRJUwAoIiIiIiIiIiLShCkAFBERERERERERacIUAIqIiIiIiIiIiDRhCgBFRERERERERESaMAWAIiIiIiIiIiIiTZgCQBERERERERERkSZMAaCIiIiIiIiIiEgTpgBQRERERERERESkCTPl5OTYG7sRIiIiItL0paSkYLPZcHNzIzg4uLGbI5cZ3X/SmHT/SWPS/SegCkAREREREREREZEmTQGgiIiIiIiIiIhIE6YAUEREREREREREpAmzNHYDREREROTyMWfOnMZugohIo1u0aFFjN0FELjOqABQREREREREREWnCFACKiIiIiIiIiIg0YQoARUREREREREREmjAFgCIiIiIiIiIiIk2YFgERERGRJqOsrIwffviBrVu3kp6eTmlpKQDz58+nVatWjdw6EREREZHGoQBQRESkBgUFBWzcuJHo6GhSUlIoKCjA29ubVq1a0adPH8aNG0dgYGBjN7PRxcbGMnfu3CrPe3l54e3tTcuWLQkJCaF3797069cPN7eGG4Dw8ccf8/PPPwPg7u5OQEAAQINeU0RERETkUqcAUEREpBpRUVF89NFH5OfnA2AymfDx8aGgoIC8vDyOHTvGDz/8wJ133sl1113XyK29dPj5+RlhW2lpKTk5OWRnZ3PkyBHWr19PYGAg06ZN4+qrr3b5tYuKiti0aRMAv//977n++usxmUwuv46IiIiIyG+NAkAREZGzbNy4kQ8//BC73U6nTp2YMmUKvXv3xt3dHZvNxqFDh4iIiCA2NpZPP/2U/Px8brvttsZu9iXhhRdecBpqa7PZOHnyJDExMaxdu5bs7GzefvttbrvtNiZPnuzSaycnJ1NeXg7A2LFjFf6JiIiIiPwfjYcRERGp5Pjx43z88cfY7Xb69evHP/7xDwYMGIC7uztQMZS0R48ezJo1i3HjxgHwzTffEBMT05jNvmS5ubnRsWNHbrzxRl555RV69+4NwMqVK13eZyUlJcZjLy8vl55bREREROS3TBWAIiIilaxYsYLS0lKaN2/Oww8/jMVS/Y9Kk8nEtGnTOHz4MElJSXzxxRf06dPH2D5v3jz27dvHnXfeyU033eR07I4dO3jnnXcAuPnmm7njjjuctsfExPDaa68REBDAu+++W+XaqamprF69moMHD5KVlYWbmxutW7dm4MCBXH/99fj4+FQ55uWXXyYuLo5bb72VyZMns2HDBn755RdSUlKwWCyEhoZy8803c9VVV513n9WVj48Pjz76KLNmzSIzM5MVK1Y49VllOTk5rF69mr1795KZmYnNZiMoKIi+ffsyadIkmjdvbuy7adMmPvjgA6fjp02bZjy+9dZbmTJlitP2nTt3smnTJhISEsjPz8fHx4fQ0FDGjh3LoEGDqrQnIyODp556CqhYUMRsNvPNN9+wd+9ecnNz8ff3p1+/fkyZMsWYd/Bshw4dYu3atRw5coTc3Fzc3d3x9/enbdu29OnTh7Fjx+Lh4XFBfSEiIiIiUh0FgCIiIv8nKyuLvXv3AjBhwoRqg7TKLBYLN9xwA++//z5JSUkcPnyYrl27AhAWFsa+ffuIjY2tEgDGxsYaj+Pi4qqc17E9LCysyraNGzfy0UcfGUNdPTw8KC0t5cSJE5w4cYLIyEieffZZ2rRpU22by8vLWbBgAdHR0ZjNZtzd3SksLOTAgQPExsby2GOPMXDgwFpf94Xw9vbmuuuu47PPPiMhIYGUlBSCg4Od9omOjmbhwoVYrVYAo/oyOTmZ5ORkIiMjmTFjBl26dDH6ICAggLKyMgoKCgCcQjhPT0/jsdVqZeHChURHRzu1KS8vj5iYGGJiYhg5ciQPPPBAjUOIk5KSWLp0KXl5eXh5eWG328nKyuKnn35i//79vPjiizRr1szpmMrDyh1tBkhPTyc9PZ2YmBj69etX5X07374QEREREamOAkAREZH/ExsbawQ0dQ3BBgwYgMlkwm63ExsbawSAPXr0AODw4cOUl5djNpudrgMVw1SPHTtGcXGxU0jl2O44h0N0dDQffvgh7u7uTJ48mTFjxtC8eXPKy8s5evQon376KQkJCbz11lvMmTOn2pVvN2zYgMlkYvr06QwcOBCLxcKJEydYtGgRJ0+eZNmyZfTv379BV83t27cvn332GVBRFVc5ADx+/Dhvv/02ZWVlTJo0ifHjxxMUFITdbufkyZN88cUX7Nu3jzfffJN58+bh7e1NeHg44eHhTqsRV1c5CbB06VKio6O54ooruOOOO+jZsyeenp4UFRWxZcsWli9fzubNm2nfvj033HBDtedYsmQJnTp14p577qFDhw6UlpaydetWli1bRnp6OqtWreKuu+4y9i8uLubf//43drudkSNHMmXKFIKCggAoLCzk+PHjbNmypUq1aX36QkRERESkOpoDUERE5P8kJycDFVVWZ1el1cTb29tY9MJxPEDnzp3x9PTEarWSkJBgPJ+Xl0dycrIx7LOsrIzDhw8b261WK4mJiYBzAGiz2fjkk0+w2+08/PDDTJ482Rj6aTab6datG8888wzNmzcnKSmJXbt2VdvegoICnnjiCYYMGWIETh07duTBBx8EIDs7m/j4+Dq99voKDg42rp2RkeG07dNPP6W0tJSpU6cydepUWrVqhclkMuYSfOqpp+jQoQM5OTls3LjxvK4bGxtLVFQUrVq1Yvbs2QwYMMAIXr29vRk/fjz33nsvAKtWraKsrKza8zRv3pyZM2fSoUMHoOJ+GT16NGPGjAEqVpCu7OTJk1itVjw9Pbn//vuN8A8qhkX36NGD+++/n5YtW160vhARERGRy4sCQBERkf+Tn58PVIQy51MB5+fnB1SEew5ms9moBjx7yK/dbqdHjx5GwFd5e3x8POXl5QQEBNCuXTvj+djYWNLT02ndunW1c9QB+Pr6GnPq7d+/v9p9unfvTvfu3as8HxoaSosWLYCKwKohmUwmY4iso8+hYjhsXFwcnp6ejB8/vtpjLRYLgwcPBmDfvn3ndd1ffvkFgFGjRhnv2dkGDx6Mu7s7+fn5RhB7tokTJxpDcStzVI1mZGQYQ3YBozKvvLzc6R6pTUP3hYiIiIhcXjQEWEREpIH06NGD/fv3O80DWHl4b8eOHQHneQBrmv/PUSWYnZ3N9OnTa7ymI3g6ffp0tds7d+5c47GBgYFkZWUZ8+hdbI7XWFZWxpNPPlnjfo7VfjMzM+t1/tWrV7N+/foa93NU/mVmZnLllVdW2V5THwYGBhqPCwsLjZWI27ZtS9u2bUlNTeWFF15g/Pjx9OnTh/bt29c4z2BD94WIiIiIXF4UAIqIiPwfX19foCK8sdlsda4CdFR1OY53cIR4lecBrBwANm/eHH9/f6d5AB1h4NkBYE5ODgClpaXk5uaes02OYOhsjlCqOo6qNscCIw3FbrcbIWPlPnO8xvLy8gt6jTVxnL+wsLBO+xcXF1f7fE19WLkqsHIfurm58fDDD/PWW2+RkZHB559/zueff46Pjw9hYWGEh4czZMgQp/utofuisry8PKdKzIZks9kuynVERC51KSkpjd0EuYw4fv7abDbde01EXacrqszlAeB9991Xr+Pc3Nzw9vbG19eX0NBQ+vTpw9VXX92gk5CLiIhU5hhyW1paSkpKCu3btz/nMUVFRcY8dmfv37lzZzw8PIx5ANu0acOpU6do27atMX9fWFgYO3bs4PDhw1x55ZXGfIFnLwDiWJykd+/ePPPMMxf0OhtbSkqKUWXnmD8R/vvLaXBwMPPmzXP5dR19+MgjjzB06FCXn782nTt35rXXXmPXrl3s37+f+Ph4UlNT2b17N7t37+bHH39k1qxZRrjY0H1Rmd1uVzAnInKR6fuuNBbde5cvlweA6enpxmqIDpWHt9jt9ir/Pnu//fv3891339GqVSumT59O//79Xd1MERGRKnr06GH8DNu1a1edAsDdu3cbP8vOrtqzWCx07dqVAwcOEBsbS3Z2Nna7nauuusrpmjt27DBWIC4vL8ff37/Ktf39/YGmMdRz7969xuPKfRYQEABUDHM+nwrMuvL39yczM7PR+tDDw4OhQ4ca4WNWVhaRkZGsXLmSY8eOERERwdSpU4GG74vKHAuLXAz60CEiUkGFLnIxVf75q3vv8uXyANCxQl15eTlZWVnY7Xbjg1GzZs3w8vLCarU6zS9kMpmMicfz8vKMYSzp6ek8//zzPPPMM4wYMcLVTRUREXHSokUL+vbtS3R0NOvWrWP8+PH4+PjUuH9ZWRnff/89AB06dKBbt25V9unRo4dTAAjOoZej0s+xOMjZ2x0cC4qkpKSQlpZGmzZt6vkqG1dRURFr1qwBKqri2rZta2xzvEar1UpsbCw9e/Z06bW7du1KZmYm0dHR3HjjjS49d320aNGCm2++mZycHNatW+c0F2RD90Vlfn5+NS6K4moadiQiUqE+w/dE6islJcX4g6LuvcuXy6PfDz/8kHnz5tG6dWujymHWrFl8/vnnfPHFF3z00Ud88cUXfP7558yaNYurrroKu91O69atmT9/Pv/5z3945513uO6664CKCsG33nqLM2fOuLqpIiIiVdx2221YLBZycnJYtGiRMVT1bHa7nU8++YSkpCQA7rzzzmr3cwR8hw8f5uDBg07PQcWw4YCAAI4dO0ZMTEyV7Q5XXXUVQUFB2O12/v3vf9daSVVWVua0Cu2loqioiHfeeYfMzExMJhO333670/bg4GAj+Fq+fHmt89rZ7fY6z+XnMGrUKAAOHTpEVFRUrfu6ciGUmu4hB8fcgaWlpcZzDd0XIiIiInJ5cXkAWFpayosvvkhcXBy/+93vePXVVxk2bFiVidF9fX0ZNmwYr776KnfeeSexsbG88MILlJaWEhISwvTp03nooYeAikm4f/zxR1c3VUREpIqQkBCmTZuGyWQiOjqaf/zjH+zZs8cIZ2w2G7Gxsbz66qv89NNPANx8883069ev2vNVngfw1KlTBAcHG/P/OYSFhVFWVsbx48eNf5/NYrHwP//zP5hMJvbs2cO8efM4cuSI06TOp06d4rvvvuPpp582ztXYbDYbSUlJrFq1ir/+9a/s27cPgNtvv53evXtX2f8Pf/gDHh4eJCQkMGfOHPbv3++0oEZaWhrr1q1j9uzZ7Nmz57za0rt3b4YMGQLAokWLWLlypVGVCRXVdgcOHGDp0qW89NJL9Xm51dq2bRtz5sxh48aNTqszl5aWsnXrVjZs2ABA3759nY5ryL4QERERkcuLy4cAr169mmPHjhEWFsbdd99dp2OmTZvG3r17iY+P58cff+Smm24C4MYbb2TdunUkJCSwZ8+eGqsrREREXGncuHF4e3uzbNkyjh8/zvz58zGZTDRr1sxYIRgq5nS7/fbbmThxYo3nqjwPIFRf3RcWFmZUpPn5+XHFFVdUe65+/frx8MMPs3TpUg4cOMCBAwdwd3fH09OToqIip3Co8ny7F9Pzzz9vzC1TWlpKUVGR03y/LVq0YNq0aQwaNKja40NCQnjqqad49913SUhI4NVXX8VsNuPt7U1xcbFTlVx9PPjgg7i5ubFt2zYiIiKIiIgwhnlXbqsrh1jb7XYOHTrEoUOHgIr7xsPDg4KCAuN6V155JbfccovTcQ3dFyIiIiJy+XB5APjLL79gMpmMYTZ1NWrUKA4dOsQvv/xiBIAA4eHhHDt2jJMnT7q6qSIiIjUaOnQoffr04eeffyY6OpqUlBQKCgrw8fGhdevW9O7dm3Hjxhlz2NYmLCzMCACrq+6rvChIddvPblf37t1Zt24d+/btIz09ncLCQnx8fGjbti1du3Zl0KBB1c5HeDHk5eUZjz08PAgICCAoKIiQkBB69+5Nv379zjn5dM+ePXn99ddZv3690feFhYV4eXnRvn17unTpwsCBA+s1L56HhwePPPIIo0eP5pdffiE+Pt6YZqRFixZ06NCBq666ivDw8PM+d00GDBjAgw8+yMGDBzl+/Dg5OTkUFhbSrFkzOnToQHh4OKNHj8ZsNlc5tiH7QkREREQuH6acnBz7uXeru9///vfk5+ef98IdkZGRvPrqq/j5+fHZZ58Zz2/cuJE33ngDi8VCRESEK5sqIiIiIhdRSkoKL774YmM3Q0Sk0S1atKixmyCXES0CItAAcwAWFxcDkJWVdV7HOfZ3HO/gmBjbw8PDBa0TERERERERERG5vLg8AAwKCgIqhgKfD8f+juMdHMNy/Pz8XNA6ERERERERERGRy4vLA8ABAwZgt9s5fPgwH3/8cZ2OWbZsGfHx8ZhMJgYMGOC0LTExEaBOcyyJiIiIiIiIiIiIM5cvAnLrrbeyfv16iouLWbFiBQcOHOCWW26hd+/eTlV8eXl5xMTE8M033xAXFweAp6cnt956q9P5fv31V0wmE127dnV1U0VERERERERERJo8lweArVu35vHHH+f111/HZrMRGxtLbGwsAN7e3nh6elJcXExRUZFxjN1ux2w288QTT9C6dWvj+f3795Obm4unp6dLV+MTERERERERERG5XLg8AAQYMWIE/v7+vPPOO6SmphrPFxYWUlRUhN3uvPBw27Zteeyxx+jdu7fT87169WLFihUN0UQREREREREREZHLQoMEgAB9+vTh/fffJyoqiu3bt3P48GGysrKwWq14e3vTokULunbtSnh4OEOGDMFsNjdUU0RERERERERERC5bDRYAApjNZoYNG8awYcMa8jIiIiIiIiIiIiJSA5evAiwiIiIiIiIiIiKXDgWAIiIiIiIiIiIiTZgpJyfHfu7dREREREQuTEpKCjabDTc3N4KDgxu7OXKZ0f0njUn3nzQm3X8CDTwH4LFjx/j11185fvw4+fn5lJaW1um4uXPnNmSzRERERERERERELhsNEgBmZWXx5ptvEh0dfV7H2e12TCZTQzRJRERERERERETksuTyALCoqIjZs2eTnJyM3a7RxSIiIiIiIiIiIo3J5QHg119/zalTpzCZTAQFBXHnnXfSv39/WrZsibu7u6svJyIiIiK/IXPmzGnsJoiIuMSiRYsauwkiInXm8gBw+/btADRv3pz58+cTGBjo6kuIiIiIiIiIiIhIHbm5+oQpKSmYTCZuuOEGhX8iIiIiIiIiIiKNzOUBoGPev/bt27v61CIiIiIiIiIiInKeXB4AtmrVCqhYDEREREREREREREQal8sDwCFDhmC324mNjXX1qUWknmJjY5k2bRrTpk1z2Tkd5zv7a722a61cuZJp06bx8ssvu6wdl5OysjK+/fZb/vrXv3Lvvfca/ZyRkdHYTZNLWEZGRo33yqZNm5g2bRpPPvlkI7VOavPyyy8zbdo0Vq5c2dhNEREREZHfOJcvAnLTTTfx448/snHjRm699VY6dOjg6kuIXLZsNhtbt25l+/btHD9+nPz8fDw8PPD39ycoKIhu3boRFhZGWFgYJpOpsZvbJMTGxjJ37twqz3t5eeHt7U3Lli0JCQmhd+/e9OvXDzc3l/9dxfDxxx/z888/A+Du7k5AQABAg16zKVq5ciURERHVbvP09KRVq1b06NGDa6+9lrZt217k1kltjhw5wgsvvABAy5YtmT9/fq33f2xsLLGxsQQFBTFq1Kga9/vxxx8pLCxk4MCBdOrUyeXtFhERERFpbC4PAFu0aMEzzzzD3Llz+dvf/sbMmTPp1auXqy8jctnJy8vjjTfe4OjRo8Zz7u7uAKSlpZGamsr+/fsBeP/992nWrJmxn4eHB8HBwS5tj+N8Hh4edT7Gz8+P4OBgWrZs6dK2XCx+fn5G2FBaWkpOTg7Z2dkcOXKE9evXExgYyLRp07j66qtdfu2ioiI2bdoEwO9//3uuv/56hbwXyGQy4e/vb/zbZrORn5/PyZMnOXnyJBs3buQvf/kLAwcObMRWSmWOrwGAzMxMDh48WOvvGLGxsURERBAWFlZrALhmzRpOnz5NUFCQAkARERERaZJcHgB+/vnnAPTt25eoqChmz55NaGgoYWFh+Pv716lSZerUqa5ulshv3qJFizh69Cienp7ccsstjBgxwlhpu7i4mISEBHbv3s2WLVuqHNulSxfmzZvn0vbU53wTJkxgwoQJLm3HxfTCCy8Y85xCRWB08uRJYmJiWLt2LdnZ2bz99tvcdtttTJ482aXXTk5Opry8HICxY8cq/HOBli1bsmDBAqfnysrKOHjwIMuWLSM9PZ0lS5bw1ltv4eXl1UitFIeSkhKioqIwmUyMGTOGn3/+mc2bN+uPjCIiIiIideDyAPCzzz4zPpiaTCbsdjsJCQkkJCTU+RwKAEWcJScns2/fPgAeeOABhgwZ4rTd09PTGPp75513akjoReLm5kbHjh3p2LEj48aN491332Xfvn2sXLmSzp0706dPH5ddq6SkxHisMKrhWCwW+vTpw4MPPsicOXMoLCwkLi6Ofv36NXbTLnu//vorhYWFdOvWjVtuuYWNGzfy66+/UlRUhLe3d2M3T0RERETkkubyABDAbrfX+u/aqKpFpKqkpCTjcf/+/Wvd12Kp+mVdeR67Tz75pNrjCgsLWb9+Pbt37yY1NZWSkhKaN29O+/btGTx4MEOGDHEa7utY5GP27Nn06NGjTq/DMfdaWFgYzz33nNO2goICduzYQUxMDMnJyWRnZ1NeXk5gYCA9e/Zk0qRJtGnTptrzvvzyy8TFxXHrrbcyefJkNmzYwC+//EJKSgoWi4XQ0FBuvvlmrrrqqjq1sz58fHx49NFHmTVrFpmZmaxYsaLGADAnJ4fVq1ezd+9eMjMzsdlsBAUF0bdvXyZNmkTz5s2NfTdt2sQHH3zgdHzlBVZuvfVWpkyZ4rR9586dbNq0iYSEBPLz8/Hx8SE0NJSxY8cyaNCgKu3JyMjgqaeeAmD+/PmYzWa++eYb9u7dS25uLv7+/vTr148pU6YY8w6e7dChQ6xdu5YjR46Qm5uLu7s7/v7+tG3blj59+jB27Nhqh4ufT19cTJWHgRYXF1e7j91uZ+vWrWzevJnjx49jtVrx8/OjW7duXH/99Vx55ZVO+5eXl/PnP/8Zq9XK888/X2X7smXLWL9+PQDPPvtslcq25cuXs2rVKoYMGcL06dOdthUVFfHtt9+yY8cOsrOzadasGT169GDy5MnGVAH1VZ/3aPHixURGRjJixAgeeOABNmzYQGRkJKmpqRQWFjJnzpzzHmq7efNmAIYNG0bLli0JCwsjNjaWqKgoxowZ47Rv5XsaIC4ursrCRLNnzzaGCDt88MEHTl9vQUFBTlWihw8fZufOnRw+fJisrCzOnDmDl5cXHTp0YPjw4YwcObLWP8DYbDa2bNnC9u3bSUxMpLCwEF9fX1q3bs2AAQMYPnz4ed3z//nPf/j6669xd3fnkUceqfbrW0REREQEGiAArG6yfBFxnezs7BqDsPo6cuQIb775Jrm5uQCYzWa8vb3JysoiIyOD6OhoOnbs2KBzY61Zs8b4IO64fklJCWlpaaSlpbFlyxaeeOKJWof7lZeXs2DBAqKjozGbzbi7u1NYWMiBAweIjY3lsccea9D53Ly9vbnuuuv47LPPSEhIICUlpcrci9HR0SxcuBCr1Qr8dx7H5ORkkpOTiYyMZMaMGXTp0gWomGMxICCAsrIyCgoKAJxCOE9PT+Ox1Wpl4cKFREdHO7UpLy+PmJgYYmJiGDlyJA888ECNf2xJSkpi6dKl5OXl4eXlhd1uJysri59++on9+/fz4osvOs0vCbBx40Y+/PBD4489jqAvPT2d9PR0YmJi6NevX5X79nz7ojJHmFNdAOoKJ06cMB5X9/VWUlLCwoUL2b17N1BRDerl5UV2djZRUVHs2LGDO++8kxtvvNE4xmw207VrV/bt20dsbGyVALDyitqxsbFV7nXH9rMD99zcXObOnUtycjJQ0Y9Wq5Vt27axZ88eL9iMHwABAABJREFU7r333vp0AXBh75HDW2+9xe7du40+qo/MzEwOHDiA2Ww2KqCHDx9ObGwsmzZtqhIAurm5ERAQgNVqpbi4GLPZjK+vr9M+ZrMZT09PAgICOHPmDHa7HW9vb6eg2s/Pz+mYF1980Xjs5eWFh4cH+fn5xmIjv/76K0888QRms7nKa8jNzWXBggXGPK4mkwkfHx8KCgqIj48nPj4es9nM9ddff87+sNlsfPzxx2zYsAEvLy+eeOIJevbsec7jREREROTy5fIAsHfv3q4+pchlLzQ01BhSv2zZMh566KEaK7HOV0ZGBq+//joFBQW0a9eOqVOn0qtXLywWC2VlZRw7dowtW7ZUW1noSs2bN+e2226jf//+XHHFFZjNZmw2GydOnOCrr74iJiaG9957j/nz59cYImzYsAGTycT06dMZOHAgFouFEydOsGjRIk6ePMmyZcvo379/gw6R7tu3L5999hlQURVXOQA8fvw4b7/9NmVlZUyaNInx48cTFBSE3W7n5MmTfPHFF+zbt48333yTefPm4e3tTXh4OOHh4U5VnO+++2611166dCnR0dFcccUV3HHHHfTs2RNPT0+KiorYsmULy5cvZ/PmzbRv354bbrih2nMsWbKETp06cc8999ChQwdKS0vZunWrMSfeqlWruOuuu4z9i4uL+fe//43dbmfkyJFMmTKFoKAgoKKq9Pjx49XeP/Xpi4uhrKyM2NhYli1bBkBYWBghISFV9vviiy/YvXs3ZrOZu+66i7FjxxoB4PLly43+bteuHQMGDDCOCwsLMwLAm266yXj+zJkzJCcn4+3tTVFREXFxcU7Xs1qtJCYmAlUDwCVLlpCcnIyPjw9/+tOfuPrqqzGbzSQmJrJ06VI++uijevWFK96jX3/9lfLycv7nf/6HkSNH4unpSW5u7nktHgQQGRmJ3W6nb9++RpA3ePBgli1bxuHDh0lNTXVasblly5a8++67RtVx165dq1QdA3Tr1o0bbriBJ598ktOnT3PPPffUuljIgAEDGDFiBGFhYUY4WFhYyNatW1m+fDnR0dH8+OOPVb6+ysrKmD9/PseOHcPHx4e77rqL8PBwfHx8sNvtpKSksGPHjiqBY3XKyspYvHgx27dvx9fXl6effprOnTvXqR9FRERE5PKlicJEfgNat27NiBEjANi3bx+PP/44c+fO5csvv2Tnzp3k5OTU+9xffvklBQUFBAUF8be//Y1+/foZYY3FYqFbt2786U9/on379q54KTUaN24ckydPplOnTkb1jJubGyEhITz55JO0b9+evLw8du7cWeM5CgoKeOKJJxgyZIjxGjp27MiDDz4IVFRPxsfHN+jrCA4ONq6dkZHhtO3TTz+ltLSUqVOnMnXqVFq1aoXJZDLmEnzqqafo0KEDOTk5bNy48byu6xgK2apVK2bPns2AAQOM6kBvb2/Gjx9vVIKtWrWKsrKyas/TvHlzZs6cSYcOHYCKiq/Ro0cbFVZRUVFO+588eRKr1Yqnpyf333+/Ef5BxbDoHj16cP/991dZ+bkh+6KuMjMzmT59uvHfI488wr333su8efMoKipiwoQJzJgxo9rjNmzYAMBdd93FxIkTjVA6MDCQhx56yPhj2PLly52OdYR3hw8fNhZ1gYqw2G63Ex4ejr+/P8eOHXMaehwfH095eTkBAQG0a9fO6biYmBgAHn74YcLDw42vn5CQEJ599tlqq9HqwhXvkdVq5Z577mH8+PHG/RgQEHDegW7l4b8O3t7eRrjq2N7QnnzySa6++mqnoM7Hx4fx48fzxz/+EcAYxl3Zpk2bOHbsGGazmaeffppx48bh4+MDVFQCtmvXjsmTJzN8+PBar19cXMyCBQvYvn07LVq04P/9v/+n8E9ERERE6kQBoMhvxL333sukSZNwd3envLyc2NhYvvvuO95++20effRRZs+ezYYNG5xChXOxWq1GoHbrrbdWGSJ3qbBYLMZwyNoCvO7du9O9e/cqz4eGhtKiRQugIrBqSCaTyRgim5+fbzyfnp5OXFwcnp6ejB8/vtpjLRYLgwcPBjAWfamrX375BYBRo0bVWEU0ePBg3N3dyc/PN6rJzjZx4sRq54xzDJ3OyMgwhoMCRpBTXl5OXl5endrqir745JNP+OSTTy5o+K/dbic3N9f4Ly8vzxjGbLVaKSoqcnqtDjt37sRms9GsWbNqV7U2mUxGu5KTk52GE4eGhuLp6YnVanVaHKvy8N6wsDDKyso4fPhwle1hYWFV2gLQoUOHahcq8fPzY9y4cXXqj8pcdb/6+voyevTo875+ZYcOHSItLQ0fH58qc6A6ArMtW7Zgs9ku6DoXytH/p0+fJjs722mbI6AcOnRolaHfdVVQUMArr7xCTEwMbdu25W9/+1uD/2FGRERERJqOhh3TJyIuY7FYmDp1KjfeeCO7du0iLi7OmGfObreTlJTERx99RFRUFDNnzqzTELuEhAQjMOzbt29Dv4RzSk5OZt26dRw6dIiMjAyKi4urLCJUW7VjbZUwgYGBZGVlGfPoXWyOMKesrIwnn3yyxv0cq/1mZmbW6/yrV6+utgLJwVH5l5mZWW0QUVMfBgYGGo8LCwuNire2bdvStm1bUlNTeeGFFxg/fjx9+vShffv2Nc4z2NB9UVdnL/AAFYtpJCYmsnLlSiIjIzl06BB/+9vfnF6/Izzt1q1bjUPju3TpgpeXlzF0t2PHjkDF13HXrl3Zv3+/0zyAlQNAx4I4lecBdAwJPjsAdISItS3E06NHD7755ps69YmDq96j0NDQelcgOjjCs0GDBlX5vtanTx/8/PyMOQIbehqS8vJyNm/ezI4dOzhx4gQFBQXVVtNmZ2cb90xZWZnxPtV3NemcnBzmzJnDyZMn6dSpE08//bTLpoEQERERkctDvQPA9PR043Hr1q2rfb6+Kp9PRJz5+fkxZswYY0hmUVERMTExfPfddxw/fpzY2Fi++uor7r777nOey7Hoh7u7e6N/mNy2bRuLFy82AkmTyYS3t7dRjeaYzL+mFVmBWhcYcJznfCok68NutxshY+WKSkdwWV5ebvR7bRzBSl05zl9YWFin/Wvqx5r6sHJVYOU+dHNz4+GHH+att94iIyODzz//nM8//xwfHx/CwsIIDw9nyJAhTvMuNnRfXAhvb2969OjBjBkzmDVrFhkZGURERDgtpHHmzBnAORQ9m8lkIjAwkJSUFGN/hx49ehgB4E033UReXh6nTp2ibdu2NG/e3AjzHKFf5WrBs4M+R9VlbW1xVL+eD1e9R/7+/ud97cqKi4uNYefVDY81m82Eh4ezbt06Nm/e3KABoNVqZd68eU6Vme7u7vj5+Rn3t6OvKn99FRQUGF8zZw+Fr6uff/4ZqPj6fPbZZ+s0V+D5yMvLc6pYbkiNXakpIuJKKSkpdd7X8f3PZrOd13EirqD7r+k5e7HJuqh3AHj//fcbj7/99lvj8X333Vdj1UddVT6fiNTO29ubIUOG0L9/f/7+979z6tQpNm/ezNSpUxt0sQtXOnPmDB9++CHl5eV0796dO++8k9DQUKfQacWKFXzzzTdVKgIvNSkpKUZFUKtWrYznHT90g4ODmTdvnsuv6+iXRx55hKFDh7r8/LXp3Lkzr732Grt27WL//v3Ex8eTmprK7t272b17Nz/++COzZs0ywsWG7gtX8PLyIjw8nFWrVrF9+/YLWkn3bI4qPsc8gHFxcdjtdiPca9++vdM8gI79/P39L9qQT1e9Rxf6+8DOnTuNYdj//Oc/a913165dFBYWGnPrudrXX3/N4cOHMZvN/P73v2fQoEFO4arNZuN//ud/GuTa/fr149ChQxQVFfGvf/2L6dOnu3RhJrvdrmBORKQe6vu9U99zpTHp/rt81fu3R8eHzep+ub+QD+gX+mFB5HLl4eHBsGHD+OqrrygoKCAvL++cVX2O7aWlpeTm5jZaFWBMTIyxkMSMGTOqXSCgLlVIl4K9e/cajysP13T0bXZ2NjabzeXhrL+/P5mZmQ02XPZcPDw8GDp0qBE+ZmVlERkZycqVKzl27BgRERFMnToVaPi+cBVHtVZRURF5eXlG1ZWjqu3sed4qs9vtxvazq+A6d+6Mh4eHUdlXefivQ48ePYiKiuLw4cM1zv8HFRXBKSkptQ6Nz8rKOtdLreJSeY82bdpU531LSkrYvn17veY8rIsdO3YAcNNNN3HttddW2V7T9yhfX1/MZjPl5eU1Dr0/l9DQUG666SYjaH/vvff4y1/+csHDqx0ci7tcDPrQISJNyfl876z8/e9S/d1Hmi7dfwIXEABec8015/W8iDQ8xyqbQJ2qQxzzc5WXl7N3715GjRrVkM2rkSOgaNfu/7N33/FRVfn/x1+T3kOJQOgtkFAChl6ksxQLiN0VLKsr7vJVUFd31VWw7WLBtopdFFdFEBQVECQivYbQkpAAoSeBVNLbzO+P/OZuhsyElAmB8H4+Hj5M7r3n3HPv3AyZTz7nfFraDf5ZLBZjOuSlLD8/n19++QUoC/K0aNHC2BcSEgKUTSOMjY2le/fuTj13SEgIaWlpREdHc9111zm175po0qQJN9xwA5mZmaxZs8bm9avre+Es5QNn5QMtHTp0YNOmTcTHx1NSUmL3Z+3w4cNG5lr79u1t9lnXATxw4ACxsbHGvSkfAAwNDWXbtm3ExsbaDRCWH0t8fHylPx81+dm5FF6js2fPGmN/5plnaN26tcNjV6xYwfLly9mwYYNNAND6R8UL/WGyKn98tD4PjtbJjImJsbvd1dWVDh06cOjQIaKjoxkwYMAFz2VPly5dePzxx3nttdfYsWMH8+fP5y9/+YtTfon39/d3+rRiRzTtSEQakupMwUtKSjL+qFaTqXsitaHnT6AWAcCZM2dWa7uI1FxKSgoAzZs3d3iM2Wxm69atQFlxA2sl2sp4eXnRv39/tmzZwrJly+jTp0+V2jmbNeh39uxZiouLK1Sh3bhxI8nJyRd9XNWRn5/PO++8Q1paGiaTiZtvvtlmf3BwMCEhISQkJLBo0SKeeeYZh4VaLBYL+fn51ZrKOGzYMLZu3crBgwfZtm1bpUGG3Nxcp73OjgJgVtbXsri42NhW1/fCGUpKSti1axdQti5t+fP37duXr776itzcXNasWcOECRMqjHnp0qVA2XReawGQ8sLCwjhw4AA7duzg5MmTBAcH06hRI5v9UJZRaq1cbS8A2L9/f3755ReOHTvGnj17KhTzycnJYe3atdW+/kvhNdqwYQMWi4WrrrrKbnXv8gYOHMjy5cs5dOgQSUlJxi+21veWC62NaT2usiJBPj4+ZGdnc/r06QrViIuKiipdvuSaa67h0KFDbNmyhdGjR9e4EnDXrl157LHHeO2119i2bRsuLi5Mnz5df8kXERERkQvSb4wil4ETJ07wxBNP8MYbb7BlyxabzKSioiIOHDjAv//9bw4dOgRgd3qaIzfffDM+Pj6kpqby/PPPs2fPHmMNu5KSEg4ePMj777/PqVOnnHtR5fTo0QOTyUROTg4ffvihMZWuoKCAX375hU8//dSmoMalwmw2c+LECX766Sf+/ve/s2/fPqDsntorRjBt2jQ8PDxITEzkxRdfZP/+/TYFNVJSUlizZg1PPfUUu3fvrtZYevbsaQT95s+fz9KlS22mqBYUFHDgwAE+/vhjXnjhhZpcrl1btmzhxRdfZN26daSmphrbi4uL2bx5sxF8Oj8wVdt7MXXqVKZOnWoE2pzp9OnTvPvuu5w+fRqAcePG2exv2rQpY8aMAWDRokWsXLnSyPbLyMjggw8+MJ6FW2+91e45rNN5ExMTbdb/s2rVqhWBgYEcO3aM0tJS/P397a7/16VLF8LDwwF477332LZtmzHF49ixY7zyyis1LnxTl8/rhVgsFjZu3AhAv379Lnh8mzZtjIzb8tOGrVmDp0+fNt4f7bEet3PnTofBQmtF5uXLlxMdHW1zn+fOnVuh2Et5w4YNo2PHjpSWlvLqq68SGRlJfn6+ca2nTp3im2++Ma65MqGhoTz22GN4eHgYxZM0rVZERERELsR5K0iLSJ1xc3PDbDYbRRWgLLPK3d29wofVsWPHMn78+Cr33axZMx577DHefPNNTp8+zWuvvYarqyve3t7k5+cbH/jPz3JypuDgYMaNG8eqVavYunUrW7duxcfHh4KCAsxmMz179qRDhw71XiDoueeeMzJtiouLyc/Pt5la2KRJE6ZOnUrfvn3ttm/fvj2PPvoo//nPf0hMTGTu3LnGvS4sLLTJkquJP//5z7i4uBgZncuWLTOyssqPtbJM0uqyWCwcPHiQgwcPAmVrAXp4eJCbm2ucr3PnzkyaNMmmXV3fi6pIS0tjxowZNtus1aatRo0axdixYyu0ve222zh79iy7d+/mq6++YtGiRXh5eZGXl2dc92233UZERITdc3fq1AkPDw+jeq699f2s04Ad7bf685//zMsvv8zp06f5z3/+g7u7O25ubuTn5+Pl5cV9993He++9d4G7UVF9vkZxcXGcPXsWKMtyrIr+/fuzfPlyNm3axC233IKLiwthYWG0aNGC5ORk5syZg5+fn1GM5q9//auRiTdixAi2bNlCfHw8f/nLXwgICMDV1ZUmTZrwz3/+EygL7O/fv5/s7Gxef/113NzccHNzo6CgAA8PD2bOnOmwYIqbmxuzZs3i9ddf5+jRo3z22WcsWLAAX19fioqKjOegKtXboSwb9NFHH2XevHls3rwZFxcXHnjgAWUCioiIiIhDCgCKXAZ69+7NK6+8QnR0NPHx8Zw8eZKMjAwKCgrw9vYmKCiIkJAQhg0bRqdOnardf5cuXXjllVf45Zdf2L17NykpKRQWFtK0aVNatWpF//79admyZR1c2f/88Y9/pGXLlqxdu5bTp09jNptp164dQ4YMYezYsXz//fd1ev6qyM7ONr728PAgMDCQoKAg2rdvT8+ePendu/cFP4B3796d1157jV9//ZXo6GiSkpLIy8vDy8uLVq1a0alTJ/r06VOjNdc8PDz4y1/+wvDhw/n999+Jj483spKaNGlCmzZt6NatGwMHDqx2345ERETw5z//mZiYGI4dO0ZmZiZ5eXn4+vrSpk0bBg4cyPDhw+0WK6jLe1EVFoulQuEGd3d3rrrqKjp37szw4cMdntvDw4NZs2axefNm1q9fz/Hjx8nPzycwMJCuXbsyfvz4Sqd5ll8HEOxP77UWAnG03yowMJDZs2ezfPlytm/fTnp6Oh4eHvTu3ZtJkyY5nLpbFfX1Glmz+Jo2bVrl97R+/fqxfPlyMjIy2L9/P+Hh4bi6uvL3v/+d7777jpiYGDIzM8nJyQFsp6WHhYUxc+ZMVq1axfHjx8nMzKywbmCzZs2YPXs2S5cuZd++feTm5uLt7U1ERATXX399pWsUAjRq1IjnnnuO9evXs3XrVk6cOEFBQQH+/v506NCBiIiIalXw7t69O7NmzeKNN95g48aNmEwm7r//fgUBRURERMQuU2ZmZs1L9oqIiIiIVFFSUhLPP/98fQ9DRMQp5s+fX+VjVYRB6pOeP4E6zAAsLS1l+/bt7Nq1i2PHjpGTk2NMcamMyWTi448/rqthiYiIiIiIiIiIXFHqJAB4/Phx5s6dy4kTJ2y2nz+dxh6TyVQXQxIREREREREREbkiOT0AmJWVxdNPP01WVpYR8HN1dSUgIAB3d3dnn05EREREREREREQq4fQA4HfffUdmZiYmk4mOHTsybdo0wsPDFfwTERERERERERGpB04PAO7cuROA4OBg5s6di5eXl7NPISIiIiIiIiIiIlXk4uwOz5w5g8lkYty4cQr+iYiIiIiIiIiI1DOnBwBdXV0BaN68ubO7FhERERERERERkWpyegCwRYsWAGRnZzu7axEREREREREREakmpwcAhwwZgsViYc+ePc7uWkRERERERERERKrJ6UVArr32WlauXMnmzZuJiYmhW7duzj6FiIiIiFymnnnmGVxcXAgODq7vocgVJikpCbPZrOdPRESuSE7PAPT19eWZZ54hICCAOXPmsHbtWsxms7NPIyIiIiIiIiIiIlXg9AzAN998E4C2bduyd+9e3nrrLT777DNCQkIICAjAZDJV2t5kMvHII484e1giIiIiIiIiIiJXJKcHANeuXWsE+az/P3fuHLt27apyHwoAioiIiIiIiIiIOIfTA4AAFoulxm0vlCEoIiIiIpevF198sb6HICJXgPnz59f3EERELilODwB+8sknzu5SREREREREREREasjpAcBmzZo5u0sRERERERERERGpIadXARYREREREREREZFLhwKAIiIiIiIiIiIiDVidFAEpr6SkhIMHD3LixAmys7MpKSnhjjvuqOvTioiIiIiIiIiICHUYACwuLmbRokX89NNP5OXl2ew7PwD46aefsnXrVoKCgnj55ZfrakgiIiKXpKVLl7Js2TJCQ0N5+umn63s4UkVnz57l0UcfBWDevHlcddVV9TwiERERERH76iQAeO7cOf75z3+SmJiIxWKx2WcymSocP3DgQJYtW0ZycjIJCQmEhITUxbBERKSaPvjgAzZu3FilwJQ1iBUUFMQbb7xxkUYol4pdu3axbds2Dh06RFZWFi4uLjRq1IguXbowePBgunfvXt9DFBERERG5YtVJAPDll1/myJEjAISFhTFq1CjS0tL45ptv7B7frVs3goKCSEtLY+fOnQoAiojIFcXf35/g4GCaNm1a30OptvT0dN555x0OHTpkbPPy8sJsNpOcnExycjLr16+nd+/eTJ8+HV9f33ocrXO5uroSHBxsfC0iIiIicqlyegBw8+bNHDhwAJPJxOTJk7nvvvsA2Lp1a6XtevXqxdq1a4mLi3P2kERERC5pY8eOZezYsfU9jGpLTU3lhRdeID09HS8vLyZNmsSQIUNo3LgxAGfOnGHdunWsXLmS6OhoXnzxRZ599lm8vb3reeTO0aRJE1555ZX6HoaIiIiIyAU5vQrwunXrAGjfvr0R/KuKDh06AHDy5ElnD0lERESczGw28+6775Keno6fnx/PPvss1113nRH8A2jWrBm33norjz/+OO7u7pw8eZJPP/20HkctIiIiInJlcnoGYEJCAiaTiWHDhlWrXaNGjYCy9QNFRKRhsa4lOHToUB588MFqHzNr1ixSU1N54IEHGDRoED///DNbtmzh7NmzeHp60qVLF6ZMmUK7du0cjiEpKYlly5YRExNDXl4ejRs3pk+fPkyaNIldu3bx0Ucf2V2/sLCwkJ07d7Jnzx5OnjxJeno6RUVFBAYG0rVrV8aPH0/79u0veE0PPPAAa9euZePGjSQnJ5OXl8eLL75Iu3btKi0Ckpuby/bt29m7dy+nT58mIyOD0tJSGjduTPfu3Zk4cSLNmze3e/6XXnqJuLg4brzxRiZPnszatWv5/fffSUpKws3NjQ4dOnDDDTfQrVs3h/fNkV27dhnTfu+55x7atGnj8Nju3bszZcoUFi1axNatW7n22mtt7llsbKxRBGzhwoXEx8fz448/cvjwYQoKCmjRogXXXHMN48aNw8XF8d8uk5OTWblyJTExMaSnp+Pi4kKzZs3o06cP48ePx8fHx6n3qLIiIOvXr7d5pg4dOsSPP/5IQkICBQUFNGvWjMGDBzNx4kTc3Oz/OmY2m23G4+HhQdu2bZkwYQK9e/e2+bmo7u9dIiIiInJlcXoAMCsrC4AWLVpUq5117Zzi4mJnD0lERBqIgoICXnjhBRITE3F3d8dkMpGTk0NUVBT79+/nqaeeolOnThXaxcbG8tprr1FUVASUrVGXkZHBypUriYqKYvTo0Q7PuW3bNj766COgrJCVj48PFouF1NRUUlNT2bp1K/fffz9Dhw6tdOxvvfUWUVFRuLi44OXlVeVr/uWXX1i2bBlQ9m+lt7c3RUVFpKSkkJKSwqZNm5g5cyY9evRw2EdpaSlvvPEG0dHRuLq64u7uTl5eHgcOHCA2NpaHH36YPn36VHlMAJGRkUDZv/cDBgy44PFjx45l+fLl5OfnExkZ6XCWwI4dO3j33XcpLS3Fx8cHs9nMiRMn+Oqrr9i3bx+PPvqo3YDZunXrWLBgAaWlpQB4eHhQXFzM8ePHOX78OBs3buTJJ590GCyti3tktXHjRj7++GPMZjPe3t4UFxdz6tQpFi9ezNGjR3n44YcrtCkpKeHtt99m9+7dALi4uODu7k5sbCwxMTHcddddNRqLiIiIiFyZnB4AdHd3p6SkhJKSkmq1s2b++fn5OXtIIiLSQCxduhRvb2/+9re/GQGvhIQE3nvvPdLT01m4cCGzZ8+2aZOdnc0777xDUVERbdu25U9/+hMdO3bEbDazZ88ePvnkE77//nuH5/T19eXaa6+lb9++tGvXDnd3dywWC8nJyfzwww9s2rSJTz/9lNDQUIKCguz2sXPnTkpLS7n77ru55ppr8PT0JCsrCw8Pjwtec6NGjbjpppu4+uqrad26Na6urpjNZo4fP87ixYvZu3cv7733HvPmzXMYWFy7di0mk4kZM2bQp08f3NzcOH78OPPnz+fkyZN8/vnnXH311ZVm15VXUlJCfHw8ABEREVVq4+npSY8ePdixYwexsbEOj/v444/p3r07d999N82aNaOwsJDIyEi++eYb9u3bx3fffcdtt91m0yY6OppPP/0Ud3d3Jk+ezIgRI2jUqBGlpaUcPnyYL7/8ksTERN566y1efPFFu9fp7Htkde7cOT755BNGjRrFpEmTCAwMJDc3l++++441a9awY8cO9u7dS3h4uE27n376id27d2Mymbj55psZO3Ys3t7eZGVlsWjRIr7++msVHhERERGRKnP6GoBNmjQB4MSJE9VqZy3+4egv8yIiUn8SEhKYMWNGpf+tWLGizsdRXFzM3//+d8LDw3FxccHFxYWuXbsa2VCHDx8mNTXVps2aNWvIzs7G19eXJ554go4dOwJlGVVXX301Dz/8MPn5+Q7P2adPH26//XY6d+6Mu7s7UJYJGBwczIMPPkiPHj0oLi5m/fr1DvsoKCjgrrvuYsyYMXh6egIQGBhYpWIYo0aNYvLkybRr184I+Li4uNC+fXtmzZpFq1atyM7OZseOHQ77yM3NZebMmQwYMMDInmvbti1//vOfAcjIyDACelWRmppqZFNWNu36fG3btgXKpupaM/XO17hxY2bOnEmzZs2AssDhhAkTuPHGG4GyjMicnBzjeLPZzMKFC7FYLDz00ENMnjzZWFbE1dWVLl268MQTT9CoUSNOnDjBrl277J7X2ffIqqioiKFDhzJt2jQCAwOBsqDytGnTjGnT27Zts2lTUFDAzz//DMD111/PDTfcYDwrgYGBPPDAA3Tr1s14DURERERELsTpAcDu3btjsVjYtGkTFoulSm2ysrLYvHkzJpOJnj17OntIIiJSS6WlpWRlZVX6X2FhYZ2Po1+/fnb/UHT11VdjMpmAisWkdu7cCcCwYcOMAEx5Xbp0ITQ0tEbjMZlM9OrVCygLkjri5+fH8OHDa3SOyri5uRmZkJUFp7p27UrXrl0rbO/QoYPxh7vqFOEqH4CrTua+v7+/3T7KmzhxohFoLW/8+PHGtF7rtFgom9595swZmjVrRt++fe326efnZ2TY7d+/3+4xzr5H5V1//fV2t1uzJ8/vd9++fRQUFODq6sqECRMqtDOZTA77FBERERGxx+lTgEeMGMEvv/zC6dOnWbRoEbfffnulxxcXF/P6669TWFiIyWSqdB0mERGpH/aKU5zPWsiiLlmz987n5uZGQEAAWVlZ5ObmGttLSko4deoUUBboc6Rr166VTktNT09n9erVHDhwgDNnzpCfn1/hj1wZGRkO23fo0KFW0zVPnz7NmjVrOHjwIGfPnqWwsLDC+TMzMx22d3TfoCzjLj093ea+1SdHwVgvLy86dOjAwYMHOXr0KNdccw3wv8BrRkYGM2bMcNhvQUEBQIUMUau6ukd+fn5GNqO9foEK/R47dgyAVq1aOQywhoSE4Orq6jCTUkRERESkPKcHAHv06EHfvn3ZuXMnX331FampqUyZMqXCcQUFBURFRfHNN99w9OhRTCYTI0eOrLSKoIiIXNkqK55hzRorHxDJycnBbDYD/wu22FPZvtjYWObNm2cEkAC8vb2NIiRFRUXk5+dXmgEZEBDgcN+FbNmyhQ8++MC4LpPJZJwfyv49LSwsrPT81b1vF1I+KOUok8+e7Oxsu32UZ822s8f6OlnXDYb/BT6Li4uNQmSVcTRt1tn3qDb9Wu+TdSqzPW5ubvj5+VXpmi8kOzu7Wq9jbVh/HkVE6lpSUlJ9D8GG9f3PbDZfcmOThk/PX8MTHBxc7TZODwACPP744/ztb3/jxIkTrF69mtWrV9tM57nzzjvJzc01shcsFgsdO3bkoYceqovhiIiI1EhJSQnvv/8+BQUFtGrVirvuuouQkBBjHT8oqz77ySefVNqPdXpydZ07d45PP/2U0tJSunbtyq233kqHDh1s/k1dsmQJP/zwQ5WX3XCGoKAgPDw8KCoq4tixYwwePLhK7Y4fPw6UVQ52VgEL63X37NmTJ554wil9XmksFosCcyLS4FzK72uX8tik4dPzd+WqkwCgr68vr732Gv/5z3/YsGEDUPYXd+sHoPIZAABDhw7l4YcfrvSv5CIicvmyBnuKi4sdHlNZIY6a8vPzw8XFBbPZXOkUWUf7Dh06RHp6OgCPPvqo3amc5bPRnG3v3r0UFBTg6enJY489ZrdoiDMywKrLzc2NLl26sH//fqKiorjjjjsu2KawsJADBw4Ajqf5QtlU3quuusrhPrDNqLR+nZaWVuXxX+qsayVW9tqWlJQ4LWvPZDJVu7pxTelDh4hcLBfrfa2qyr//XWpjk4ZPz59AHQUAAXx8fHjiiSe49dZbWbt2Lfv37+fMmTPk5ubi5eVFUFAQPXr0YNSoUZWuyyQiIpc/X19fwPE6eRaLhaNHjzr9vG5ubrRq1YoTJ05w8OBB+vTpY/c4ayX681mDf5Wt4xYTE+OcwVZy/pYtW9oN/lksFodjr2sjR45k//79JCcns23bNgYMGFDp8WvWrCEvLw8oq2zsSFxcnN0AYEFBAYmJiQC0b9/e2B4SEgKUTfVKSUmxWyTmcmOtrHzy5Elyc3ONn5/yEhISnLb+n7+/v02BlrqkaUcicrHUZHpcXUpKSsJsNuPi4nLJjU0aPj1/AnUYALRq3749f/rTn+r6NCIicgmzru965MgRMjMzK6xttnnz5jrL4Orbty8nTpxgw4YNXHfddRXW4zt06JDDIJqPjw9QVqTh3LlzFdrGxMTUaQDQGvQ7e/YsxcXFFarjbty4keTk5Do7f2X69u1Lp06dOHz4MAsWLKBly5YO1/E9cOAAS5cuBWDAgAF06NDBYb8rV65k0KBBuLnZ/oqyevVqioqKcHd35+qrrza2d+vWjaCgIFJTU/nvf//LzJkzHf5lu6SkhJKSkkt+xkHPnj3x8vKioKCAlStXcvPNN1c45qeffqqHkYmIiIjI5Uq5nyIiUueuvvpqPDw8KCkp4d133+XMmTNA2bTQyMhIPvnkE7tZTs4wduxY/Pz8yMnJ4ZVXXjEyDc1mM9HR0bz55pt2s+ugLLvMw8MDi8ViM+7i4mI2bdrEW2+9VWfjhrLCWiaTiZycHD788ENjSmhBQQG//PILn376qcNiGnXNxcWFv/71rzRq1IicnByef/55fvrpJ5vp1GfPnmXx4sW89tprFBcX06pVK+67775K+01LS+PNN9/k7NmzQNkSIqtWreK7774DYNy4cTbX7Obmxt13343JZGL37t288sorHDp0yGax61OnTvHjjz/yt7/9zaiweynz8vJiwoQJACxfvpyffvrJKEKTlZXFRx99xIEDB/Dw8KjPYYqIiIjIZaTOMwBFRER8fX254447+Pzzz4mLizPWsysqKqK0tJSRI0dSXFzMxo0bnX5uf39/ZsyYweuvv86xY8f45z//iZeXF2azmaKiIoKDgxk5ciRfffVVhQw7X19fbr31Vr788ktiYmIqjLtdu3YMGzaMhQsXOn3cUDZ9ady4caxatYqtW7eydetWfHx8KCgowGw207NnTzp06MDy5cvr5PwXctVVV/Hcc8/xn//8h8OHD7No0SIWLVpkc3+twsPD+ctf/mJkVTpy//338+677/Loo4/i4+NDYWGhMdW1Z8+eTJkypUKb3r1789BDD/Hxxx9z4MABDhw4gLu7O56enuTn59tMla1pQZaL7YYbbuDIkSPs2bOHRYsWsXjxYry9vY1p1FOnTuXnn38mLS2twnMrIiIiInK+Og8Anjt3ju3btxMfH096ejp5eXn4+PjQpEkTunbtSr9+/SpMqRIRkYZnzJgxNGrUiJUrV3Ls2DEsFgvt27dnzJgxDB06lA8++KDOzt29e3defPFFli1bRkxMDPn5+TRu3Ji+ffsyadIkfv/9dwC7walx48bRtGlTVq5cydGjRzGbzQQHB9O/f3+uvfZatm7dWmfjBvjjH/9Iy5YtWbt2LadPn8ZsNtOuXTuGDBnC2LFj+f777+v0/BcSFBTEc889x65du9i2bRuHDh3i3LlzmEwmmjdvTkhICEOGDKFHjx5V6q9fv3489dRT/Pjjjxw6dAgXFxdatmzJNddcw7hx4xxO7x00aBBdu3ZlzZo17Nu3jzNnzhi/c7Ro0YKQkBD69u172aw77ObmxqOPPsqvv/7K77//bkz17tatGxMnTiQ8PJwlS5YA1GkWqoiIiIg0DKbMzExLXXScl5fHggULWLt2baVVH93d3RkzZgz33HOPwylYIiIidWn+/Pls3ryZYcOG8cADD9T3cK44sbGxvPzyywB1lk3Z0KSkpPD4448D8MYbbxAUFFTPI6qapKQknn/++foehohcAebPn1/fQ7ChIgxSn/T8CdTRGoBnzpzhkUceYdWqVRQVFWGxWBz+V1RUxMqVK3n44YeN9X5EREQulpSUFHbs2AFQ5Sw1kfr2448/AmUVoi+X4J+IiIiI1B+nTwEuLi7mueeeM6aqeHl5MWLECHr37k3Lli2NqnZJSUlER0ezbt068vPzSU5O5rnnnuPtt9+uUPlPRESkNtavX09aWhoDBw6kWbNmuLq6UlRUxJ49e/jvf/9LcXExzZs3p1+/fvU9VBHD22+/zdChQ+natasxzTclJYWffvrJmLY+ceLE+hyiiIiIiFwmnB5pW7FiBSdPnsRkMtG1a1f+/ve/07Rp0wrHdejQgcGDB3P77bfz73//m9jYWE6ePMnPP//MpEmTnD0sERG5gqWnp7N06VKWLl2Ki4sLPj4+5OXlGZViAwICmDFjhv4AJZeUXbt2GdmpXl5eAEY1YICRI0cyfPjwehmbiIiIiFxenP5JZ/369QA0btyYOXPmXLDaX5MmTZg9ezYPPfQQGRkZrF+/XgFAERFxqn79+lFQUEBsbCzp6enk5OTg4eFB8+bN6dWrF+PGjVNBKrnk3Hvvvezdu5cTJ06QlZVFUVERjRs3pmPHjsbsChERERGRqnB6APDUqVOYTCbGjh17weCflY+PD3/4wx/45ptvOHXqlLOHJCIiV7hWrVpx++231/cwxIGwsDAV/7BjxIgRjBgxor6HISIiIiINgNOLgJSUlADQtm3barVr06YNAKWlpc4ekoiIiIiIiIiIyBXL6QFAayW6oqKiarWzHm9vvUARERERERERERGpGacHAHv37o3FYmHPnj3Vardnzx5MJhNXX321s4ckIiIiIiIiIiJyxXJ6APD666/Hw8OD9evXs3///iq12b9/P+vXr8fT05PrrrvO2UMSERERERERERG5YpkyMzMtzu50w4YNvPHGG7i6unLPPffwhz/8AXd39wrHlZSUsHr1aj777DPMZjOzZs1i6NChzh6OiIiIiFwCkpKSMJvNuLi4EBwcXN/DkSuMnj+pT3r+pD7p+ROogwDg119/DUBCQgI7duzAZDLh6+tLt27daNmyJV5eXhQUFJCUlMSBAwfIzc0FoF+/fnTu3LnSvu+44w5nDlVERERELiJ9AJH6pOdP6pOeP6lPev4EwM3ZHX711VeYTCYA4/85OTns2LGjwrEWi8U4ZseOHXaPKU8BQBERERERERERkepxegAQygJ7VdlW2fbzWQOFIiIiIiIiIiIiUnVODwC+/PLLzu5SRERERBqIF198sb6HICKXofnz59f3EERELmtODwD27NnT2V2KiIiIiIiIiIhIDbnU9wBERERERERERESk7tTJGoBWhYWFZGRkkJ2dDYC/vz+NGzfG09OzLk8rIiIiIiIiIiIi/5/TA4BpaWn8/PPP7N69m8TERMxms81+FxcXOnToQEREBBMnTqRp06bOHoKIiIiIiIiIiIj8f04LABYXF/PZZ5+xcuVKSktLAfsVfktLSzl8+DCHDx9m6dKlTJw4kXvvvRc3tzpNRhQREREREREREbkiOSXqlpGRwezZs0lMTKwQ9HN3d8fX1xeA3NxciouLjWNKSkr48ccfOXDgALNnz6ZRo0bOGI6IiEidys3NZd26dURHR5OUlERubi7e3t40a9aM8PBwRo0apX/TzhMbG8vLL79MaGgoTz/9dJ2fb9asWaSmptpsM5lMeHt707x5c3r27MnYsWP1OomIiIjIFaHWAcDCwkKef/55jhw5ApT9ct2rVy/GjBlDWFgYzZo1szn+zJkzxMbGsnbtWqKjo7FYLBw5coTnn3+ef/3rX1ofUERELmnbtm1jwYIF5OTkAGX/7vn4+JCbm2tkuK9YsYLbb7+dMWPG1PNoxdPTEy8vLwDMZjPZ2dkkJiaSmJhIZGQkjz32GJ07d67nUYqIiIiI1K1aBwAXLlzIoUOHMJlMNGvWjJkzZ9KjRw+Hxzdr1oxmzZoxfPhw9u/fz1tvvUVycjKHDh3iyy+/5E9/+lNthyQiIlIn1q1bx6efforFYqFdu3ZMmTKFnj174u7ujtls5uDBgyxbtozY2Fg+//xz8vLyuOGGG+p72Fe0iRMnMmXKFOP7/Px8tmzZwtdff01OTg5vv/02r732Gh4eHvU4ShERERGRuuVSm8apqamsWLECk8lE8+bNmTt3bqXBv/P16NGDuXPnEhwcjMViYcWKFRWm64iIiFwKjh07xhdffIHFYqF3797Mnj2biIgI3N3dgbIiV2FhYfzjH/9g1KhRACxZsoSYmJj6HLacx9vbm1GjRvHHP/4RKFvGJCoqqp5HJSIiIiJSt2qVAbhhwwaKi4sxmUw8+uijNaro26RJE2bNmsWTTz5JcXExGzZs4MYbb6zNsERERJxuyZIlFBcX06hRIx566CGHxatMJhNTp04lISGBEydOsGjRIubMmWNzzEsvvURcXBw33nijTXZadY85cOAAkZGRJCQkkJ2djaenJ23atOGaa65h6NChuLg4/jtfTdpOnToVgKeeeoq2bduyfPlydu7cSUZGBj4+PnTv3p2bbrqpwvIfVbF7924iIyNJTEwkJycHT09PAgICaN26NeHh4YwYMQKTyVTtfh0ZPHiwkc2ZmJjIwIEDMZvNxMTEsHPnThITE0lLSyMnJwdfX1/at2/PiBEj6NevX4W+fvzxR7799lt69uzJE088YbPv3LlzzJgxA4vFQpcuXfjnP/9ps7+goIDp06dTWlrK3LlzadmyJQBLly5l2bJlxpqJe/fuZcWKFRw9epTi4mKCg4MZOXIko0ePdto9EREREZGGq1YBQOtfzLt3705YWFiN+wkLC6NHjx7s27ePqKgoBQBFROSSkp6ezp49ewAYO3YsPj4+lR7v5ubGtddey/vvv8+RI0c4cuQIHTt2dNp4SktLWbBgAevWrTO2eXt7k5eXR1xcHHFxcWzdupWZM2dWmNpam7ZWGRkZfPTRR5w9e9Y4Jisri82bN7Nv3z5mz55drSDgd999x/fff2987+npSUlJCcnJySQnJ7Nz506GDRuGq6trlfu8EA8PD/z8/MjOziYvLw+AtLQ05s6daxzj7e2Nu7s7586dY+/evezdu5dRo0Zx77332vQVGhoKQEJCAqWlpTbjjIuLM4qfHTlyhMLCQpv1juPj4yktLSUwMNAI/p1v+fLlLF682ChiUlRUxLFjx1iwYAEpKSnceeedzrkpIiIiItJg1SoAePr0aUwmE3369Kn1QCIiIti3bx+nT5+udV8iIiLOFBsbawRxqvpvXkREBCaTCYvFQmxsrFMDgIsXL2bdunUEBQVx8803ExERgbe3N4WFhURFRfHf//6Xffv28fXXX3P33Xc7ra3VF198QVBQEM8++ywhISGUlpayZ88ePvjgA7Kzs/n222+ZMWNGla7l7Nmz/PDDDwBcd911jB8/nsDAQACys7M5fPgwGzdudGr2H5Rl3lkLufj6+gLg6urKkCFDGDx4MJ07dzYCvefOnWPdunUsXbqUyMhIunXrxoABA4y+OnbsiKenJwUFBSQmJtoUFYmNjQXKgon5+fkkJCTYLJdi3W8NIp7v+PHjxMfHc9NNNzF27Fh8fX3Jysri888/Z8eOHaxatYrhw4fTqlUrJ94dEREREWloarUGYFZWFgBBQUG1Hoi1D2ufIiIilwrrH6fc3d0JDg6uUhtvb2+uuuoqAE6ePOm0saSkpLBixQp8fX35xz/+wZAhQ/D29gbKMucGDRrEI488gslk4rfffrP5d7U2bctzc3PjySefJCQkBCgLnEVERDBp0iSgbIZASUmJTZuwsDAWLlzI008/bbP9yJEjWCwWgoODue2224zgH4C/vz+9e/dmxowZlU5nronIyEgjqGsN2DVp0oTp06cTHh5uk+UZEBDADTfcYMxQWLt2rU1frq6udOnSBfhfQM8qLi4OgD/84Q+V7nc0kyIvL48pU6YwefJkI1AZGBjI9OnT8ff3x2KxsH379mpevYiIiIhcaWr127T1r/HWX6Brw9qHs//CLyIiUlvWTDEfH59qBaL8/f1t2jvDxo0bsVgs9O3b1+E025CQEK666ipKS0ttipDUpm15I0eONK6tPGt2ZHFxMSkpKVW6HmsAMj8/n8LCwiq1qSmz2UxKSgpLly5lyZIlADRv3pzevXtXqb31uEOHDmE2m232WTP4ygf4srOzOXXqFC1atGDQoEHA/wJ+gJExWL79+dzd3Rk3blyF7R4eHoSHhwPODTCLiIiISMNUqynAAQEBnD171imVe619BAQE1LovERGRS8n52XC1kZCQAMC2bduIjo52eJw16JiWluaUtuV16NDB7vbGjRsbX+fm5jrsv7xOnTrh5+dHZmYmc+bMYfTo0fTo0YPmzZtXqf2FLFu2jGXLltndFxQUxKxZs2wKuhQVFbF27VqioqI4deoUeXl5lJaW2rQrLi4mNzfXJghqbx1A6/p/YWFhtGrVioCAAJt1AMuv/+doCm+rVq3w8vKyu896v6t6r0VERETkylWrAGCrVq04c+YMu3bt4pZbbqnVQHbt2oXJZNIaNiIicsnx8/MDyqZjms3mKmcBZmdnA1ywaEh1ZGZmAmXZYwUFBRc8vqioyClty7Nm7Z2vfNGQ84Nmjvj6+jJ9+nTef/99Tpw4wYIFC4Cy7Mnu3bszZMiQKmfo2ePp6WkE0EwmE15eXjRv3pzw8HCuueYam2vJzMzkpZdeIjk52eaarJmfZrPZeE0LCwttAoD21gG0ZgNap/eGhoayfft2Yx3AC63/BzgM/kFZdiBU/V47kp2d7dQs1cqcnzkpIlJVSUlJ9T2EWrG+/5nN5sv+WuTyo+ev4anqskTl1SoAGBERwe7du4mJiSEmJoZu3brVqJ+YmBgOHDiAyWQiIiKiNkMSERFxOmt11uLiYpKSkqr0x6r8/HzOnj0LQIsWLZw2FusvcLfeeivXX3/9RWtbl3r16sW8efPYvn07Bw4cID4+nrS0NLZu3crWrVvp3bs3s2bNqtE6gBMnTmTKlClVOvbLL78kOTkZb29vpk2bRq9evWyCfCkpKTz++ONAxeVP3NzcCAkJYf/+/cTGxtK5c+cK6/uFhYWxfft2YmNj6dGjh7G/sgDgxWCxWBSYE5FLXkN6n2pI1yKXHz1/V65aBQCHDh3KF198QUlJCW+88QavvPKKzfSfqsjIyOCNN94Ayv6SPXTo0NoMSURExOnCwsKMir67du2qUgAwKirKCBKdH+BxdXUFygKKjuTn59vdHhAQQFJSksPpuZWpTdu65u3tzfDhwxk+fDgAycnJREZGsnLlSqKjo4mMjGTMmDF1dv6SkhKioqIAuOuuu+z+PnKhQmWhoaFGAHDEiBGcPHmS4OBgGjVqBPwvEBgXF2ez/p+jAiAXi8lkcnqRFUf0oUNEaupivU/VlfLvf5f7tcjlR8+fQC0DgEFBQUycOJEffviBlJQUnnjiCWbNmlXlTMDY2FjmzZtHcnIyJpOJiRMnOqWisIiIiDM1adKEXr16ER0dzZo1axgzZkyl03pLSkr4+eefAWjUqFGFAI+1bXp6ut32BQUFRuXh84WEhHDw4EH27NlTrenItW17sbVo0YI777yTpKQkoqOjiY2NrdMAYHZ2thGQdbTG4fkVfM9nfZ0TEhKIiYkx1v+zatWqFYGBgRw5coT9+/dTWlpKQEBAvS9/4u/vb7eoS13QtCMRqamaTHe7lCQlJRn/9l7u1yKXHz1/ArWsAgwwdepUOnfujMViISUlhb///e8899xzrF+/3m5xkNTUVNavX8/s2bN58sknjSqBnTp14q677qrtcEREROrETTfdhJubG5mZmcyfP99hYQ+LxcLChQs5ceIEAJMmTbIpMgHQpk0bAPbt22d3nb1Vq1Y5zA4cNmwYJpOJ1NRUVq5cWemYzy8OUZu2deVCBVKs6wo6s5CKPV5eXphMJsB+kCorK4vVq1dX2kfHjh3x8PCgoKCAFStWABWzP0NDQykpKeHHH3+0u19EREREpC7UKgMQyhbXfvbZZ3nuuedITEzEZDKxe/dudu/eDZRN6/X19QXKPkyU/0BjnRrVoUMHnnvuOTw9PWs7HBERkTrRvn17pk6dyoIFC4iOjmb27NncdNNN9OjRA3d3d8xmMwcPHuSHH37gwIEDAFx99dWMHj26Ql/9+/dn2bJlZGdn88EHHzBt2jQCAwPJy8tjzZo1LFu2DB8fH/Ly8iq0DQ4O5tprr+Wnn37im2++IS0tjXHjxhlVc4uKijh69Cjbt29n48aNvP/++05pW1d+/PFHjhw5wuDBgwkLCzOmy+bn57NhwwZ27twJQHh4eJ2Ow9vbm06dOnHo0CG++uorGjVqREhICAAHDx5kwYIFF5y+al0H8MCBAxw5cgSoOL03NDSUbdu2GfsVABQRERGRi6HWAUCAxo0b8/rrr/PJJ5+watUqm2p0RUVFRtDv/AWzXV1dGT9+PH/605+MSnYiIiKXqlGjRuHt7c3nn3/OsWPHmDdvHiaTCV9fX6NCsNXgwYP505/+ZGSVldeqVSsmTJjAihUr2L59O9u3b8fHx4f8/HwsFgu33HIL+/btM4pEnO+WW26hpKSEVatWsWbNGtasWYOXlxeurq7k5eUZ/95a1xp0Vtu6YLFYiI6OJjo6Gij7w6J1LFYRERGMHDmyzsfyxz/+kX/961+kpaXxwgsvGNmHRUVF+Pn5cf/99/Pmm29W2kdoaKgRAC6//p/V+QHB+l7/T0RERESuDE4JAEJZpt/06dO5+eab+fnnn4mKiiIxMRGLxWIT+DOZTHTo0IGIiAgmTpzIVVdd5awhiIiI1LlBgwYRHh7Ob7/9RnR0NElJSeTk5NgE/2bMmMGAAQMq7eeOO+6gRYsWREZGcurUKaAseDRhwgSuvvpq9u3b57Cti4sLf/zjHxk8eDC//vorBw8eJCMjg+LiYgIDA2nVqhXdunWzO4batK0LI0eOpFGjRhw4cICTJ0+SmZlJYWEhgYGBtGvXjqFDhzJw4EC7gVRn69y5M88++yzLli0jLi6OwsJCGjVqRHh4ODfccEOVCliUD+jZC+5Z1wHMysrC39+f1q1bO/UaRERERETsMWVmZloufFjNFBQUkJ6eTnZ2NlC2yHSTJk3w8vKqq1OKiIjUi4yMDObMmUNaWhqhoaH87W9/MzLIRKRMUlISzz//fH0PQ0QuQ/Pnz6/vIdSKijBIfdLzJ+CEIiCV8fLyomXLlnTt2pWuXbvSsmVLBf9ERKRBaty4MY8//jg+Pj7ExcXx7rvvViljTEREREREpK7VaQBQRETkStK6dWsefvhhXF1diYqK4uOPP66w/q2IiIiIiMjF5rQ1AEVERAS6d+/OggUL6nsYIiIiIiIiBmUAioiIiIiIiIiINGAKAIqIiIiIiIiIiDRgCgCKiIiIiIiIiIg0YAoAioiIiIiIiIiINGAKAIqIiIiIiIiIiDRgCgCKiIiIiIiIiIg0YAoAioiIiIiIiIiINGBu9T0AEREREblyPPPMM7i4uBAcHFzfQ5ErTFJSEmazWc+fiIhckZQBKCIiIiIiIiIi0oApACgiIiIiIiIiItKAKQAoIiIiIiIiIiLSgGkNQBERERG5aF588cX6HoKIXGbmz59f30MQEbnsKQNQRERERERERESkAVMAUEREREREREREpAFTAFBERERERERERKQBUwBQRERERERERESkAVMREBERqbWpU6cC8NRTTxEWFlattuvXr+ejjz4iKCiIN954w2bfBx98wMaNGxk6dCgPPvigzb5Zs2aRmprKAw88wLBhw6p1ztjYWF5++WUAFi5cWK22V5qsrCyWLl3K3r17ycjIoLS01O5rJSIiIiIily4FAEVEBPhfsO18np6eNGnShK5duzJmzBjatWtXD6O7sixdupRly5bZbDOZTHh7e+Pj40OLFi1o3749/fr1o2PHjnU2jtLSUv71r39x6tQpALy9vfHw8MDf37/OztnQvPjiixw8eJB///vftGrVCoANGzbw4YcfcsMNN3DLLbfYbZeUlMSOHTs4fPgwSUlJZGdnk5+fj4+PD61bt6Z///6MGDECNzf9KiciIiIiF6bfGkVExIarqyt+fn7G99nZ2SQlJZGUlMSGDRuYOnUqo0ePdtr5fHx8CA4OpnHjxtVq16xZM9zd3fHx8XHaWC41JpOJgIAA4/uCggJSU1NJTU1l//79/PTTT3Ts2JH777+fNm3aOP38+/bt49SpU7i6uvLMM8/QuXNnp5+jISspKeHIkSP4+/sbwT+AuLg4ALp27eqw7c6dO1m8eLHxvbu7O+7u7mRnZxMbG0tsbCy//vorTz75ZLV/dkRERETkyqMAoIiI2AgJCeHpp582vi8pKSE2NpbPP/+clJQUPv/8czp37uy0TMC+ffvSt2/farf7xz/+4ZTzX8qaNm1aYaptUVERiYmJbNu2jd9//50jR47w3HPP8dhjj9G9e3ennv/kyZMAtG3bVsG/Gjhy5AjFxcX06tXLZntcXBwmk4mQkBCHbVu1asUtt9xC165dad26Nb6+vgDk5eWxZcsWvv76a06dOsUHH3zA3//+9zq9DhERERG5/KkIiIiIVMrNzY2ePXsya9YsXF1dsVgsREZG1vewrlgeHh507dqVadOm8cILLxAUFERxcTFvv/02mZmZTj1XUVERUDYNXKovPj4esM30S09P58yZM7Rt2xZvb2+HbSMiIrjhhhvo2rWrEfyDsozZ0aNHc9dddwFw4MAB0tLS6ugKRERERKShUAagiIhUSatWrejQoQOHDh0iMTHR4XG5ubksX76cnTt3kpGRgY+PD927d+emm26iWbNmFY6vrAhIZS5UBCQrK4tly5YRHR3NuXPnCAgIIDw8nMmTJ1ep/1OnTrFixQpiYmLIysrC3d2d1q1bM3jwYEaMGIGrq2uFNta1+0JDQ3n66afZtGkTv/32G6dOnSInJ4dHHnmkRtmOjrRs2ZJHHnmEZ599lry8PFauXMkdd9xh99jExERWr15NXFwcWVlZuLm50bJlSwYOHMioUaPw8PAwjj1/Pci4uDij0AtULPZSVFTE2rVr2bFjB6dPn6awsJDAwEBCQ0MZP3487du3rzCe81/3Q4cO8eOPP5KQkEBBQQHNmjVj8ODBTJw40e46dxaLhU2bNrFx40aOHz9OXl4e3t7e+Pv706FDByIiIhgwYECt70VtHDx4EIDQ0NAK2yqb/lsV5dd+zMjIoGnTprXqT0REREQaNgUARUSkypo0aQJAfn6+3f0ZGRl89NFHnD171giiZGVlsXnzZvbt28fs2bPtBgGdLSkpiZdeeomsrCygLGsuJyeH3377jV27djksvGC1ceNGPv74Y0pLS4GyrKvCwkLi4+OJj49n06ZNPPbYYzaZWef74osvWLNmDSaTCR8fH0wmk/MusJz27dvTu3dvdu/ezebNm+0GAJcuXcr333+PxWIBwMvLi8LCQg4fPszhw4fZtGkTTzzxhFHcw8fHh8DAQAoKCigsLKywLmT54GdKSgqvvfYaycnJALi4uODh4UFaWhqbNm1iy5Yt3HPPPYwcOdLhNVjvt9lsxtvbm+LiYk6dOsXixYs5evQoDz/8cIU2H3zwAZs2bTK+9/b2prCwkJycHJKSkoiNjbUbAKzuvaiq9PR0XnjhBZttGRkZALz55pvG65+XlwfA5s2biYqKMo7961//Wq1p1gkJCcbXV111VbXGKiIiIiJXHgUARUSkylJTUwEcFt744osvCAoK4tlnnyUkJITS0lL27NnDBx98QHZ2Nt9++y0zZsyo0zGWlJTwzjvvkJWVRZMmTbj//vvp0aMHJpOJ2NhYPvroI77++muH7Q8fPmwE/8LDw5k2bRrNmzenpKSEzZs38/nnn5OQkMDHH3/MI488YrePo0ePcvDgQaZMmcIf/vAHfH19yc/PN6bUOluvXr3YvXs3mZmZpKSk0Lx5c2Pfr7/+yrJly/Dz82PKlCkMGjQIPz8/SkpKiImJYeHChRw9epQPP/yQxx57DICpU6cydepUI6Px/HUhrfLz83n11VdJSUkhIiKCyZMn07ZtW1xdXcnIyODnn3/ml19+YcGCBbRp08ZugOvcuXN88sknjBo1ikmTJhEYGEhubi7fffcda9asYceOHezdu5fw8HCjzcGDB9m0aRMmk4k77riD4cOH4+Pjg8Vi4dy5c8TFxbF///4K56rJvaiq0tJS4+fjfPam6Obk5JCTk2N8X1xcfMFzFBcXk5GRwY4dO1i6dCkAAwcOJDAwsFpjFREREZErjwKAIiJSJUeOHDGm/jrKVHJzc+PJJ580sqdcXV2JiIhg0qRJfP3110RFRVFSUmJ3SqezbNu2jRMnTuDi4sKjjz5qU6wkLCyMv/3tb3aDWVZLliyhtLSU9u3bM2vWLGOsbm5uDBs2DHd3d9577z127tzJoUOH7N6LgoICrr/+em688UZjm7e3d6VrvtVG+QrAZ86cMQKA+fn5fPvtt7i6uvL444/TqVMn4zg3NzfCw8N5/PHHeeqpp4iOjubo0aN2p+s6snLlSlJSUujTpw+PPPKITZZj48aNueuuuyguLiYyMpLly5fz6KOPVuijqKiIESNGMG3aNGObr68v06ZNIy4ujhMnTrBt2zabAKA1+61Hjx5MmDDB2G4ymQgMDGTAgAEVsv/q+l5cddVVLFy40Pj+l19+4csvv+Smm24ypp1nZ2fz17/+lZYtW/Lvf/+7yn0/+OCDRuZg+WsdNGgQ9913X5X7EREREZErl4qAiIhIpTIyMti4cSPz5s3DYrHg5ubGmDFj7B47cuRIu1Mn+/TpA5RlMKWkpNTpeLdv3w5A79697VYqDg4Opn///nbb5ubmcuDAAQCuv/56u4HKQYMGERwcDJQFG+1xcXGxCUzVtfLTc3Nzc42vt2/fTn5+PqGhoTYBr/KaN29uBDH37dtXrfOuX78egAkTJjic4jx48GAAYmJiMJvNdo+5/vrr7W6PiIgA/leN2MoaSM3OznbY5/nq+l6cLy4uDsBmrcT4+HgsFku11/8LCAggMDDQphjLkCFDuPnmm/Hy8qrVOEVERETkyqAMQBERsXF+wYfyPDw8+POf/2wEwM7XoUMHu9sbN25sfF0+QFUXjh49CtgWXjhfWFiYzfpx5dta14br1q2bw/bdu3cnKSnJYTGU5s2bV3sNubpgzZRLSEiodOq1NbusOtVk09PTjePffvtthwFAa4CusLCQ7OzsCtNV/fz8HK4LaX1uzn9munfvjpubG0ePHuWll15i5MiRdOvWzVij0p66vBfns1gsHDx4EHd3d5tiHdYCIF26dKlWf6+++qrxdWZmJr/99hs//fQT27dvZ/r06fTr16/GYxURERGRK4MCgCIiYuP8gg+enp40btyYrl27MnLkSIKCghy2dTTFtXxVVWthjbqSnZ0NUGkwqHxAsrxz584B4O7ubnMPzmft23qu813s4F/5teTKFybJzMwEyqbZVmX9wcLCwiqf09o3/O++XYi9MVSWwebu7g5UfGZatGjBvffey+eff24UZoGy16VHjx4MGzasQpZdXd6L8506dYrs7GxCQ0ONawCMcdamAnCjRo248cYbadu2LW+++SYffPABnTt3dvhMV0V2drbNM1SXqpqxKSJSXlJSUn0Podas739ms7lBXI9cXvT8NTyOEjIqowCgiIjYcFTwQarOxeXirrBx4sQJ4+vy2XTWX/ZGjRrFvffe69Rzlg/kvPPOOzRq1Mip/V/IsGHD6NWrF9u3bycmJoaEhATS09NZv34969evZ/To0dxzzz0VxlsX9+Lnn39m5cqVxvfWgh5HjhyxyTa0Bkpnz55tbAsJCXFYTKYyffr0ISgoiNTUVLZs2cLEiRNrOPqyjEUF5kTkUtbQ3qMa2vXI5UXP35VLAUAREWlQ/P39SU9PJyMjw+ExjvYFBAQAZQGcnJwch1mA6enpxrkuBXv27AHKMhvLVwC2Trd1VJ22Nqz3Csqmy17sACCUXd/YsWMZO3YsAMeOHWPlypVs2rSJtWvX0rt3b3r37m0cC3VzLwoLC8nKyqqw3VG2Yflja5N517hxY1JTUzlz5kyN+4CygiIXK2itDx0iUhMX+w9rdaH8+19DuB65vOj5E1AAUEREGpj27duTnp5OXFwc48ePt3tMbGysw7YmkwmLxcKBAwcqVJK1iomJARyveXgxHT16lOjoaOB/BTesQkJC2LhxI/Hx8eTn5zu1CnGzZs0IDAwkKyuL6Ohoh4U1LqZ27doxffp0jh8/zokTJ4iNjTUCgHV5L6ZMmcKUKVOM72fNmkVGRgbvv/++McV56dKlLFu2jHvuuYfRo0c75bxnz54FsCkOUhP+/v4XLZitaUciUhM1mep2qUlKSsJsNuPi4tIgrkcuL3r+BFQFWEREGhhrhd/o6GibqbFWycnJRqXg8/n6+tKjRw8AfvrpJ0pKSiocs2XLFk6fPg3AwIEDnTXsGjl9+jRvvfUWFosFX1/fCpWH+/fvj5eXFwUFBSxatKjSvgoKCuxeb2WGDx8OwOrVqy9Y3dmZxV8uNE7runvlj6vre2GVlpZGamoq7dq1s1nf0F5V4MpcaK3MjRs3GusaVlbwRkREREQEFAAUEZEGZsCAAbRp04bS0lJef/119u3bZ1T2jYuL49VXX7UpzHC+m266CVdXV44ePcqbb75pBLZKSkpYv349H3/8MQB9+/atl6y3oqIi4uPj+fLLL3n22WdJTU3F3d2dRx55xG6F3dtvvx2AtWvX8u6779oERUtKSjh69ChLlizhscceq3IxD6vrrruOFi1akJeXxwsvvMCGDRvIz8839mdlZbFt2zZeffVVvvnmm1pcta3PP/+cd999l127dtlMoc3OzmbJkiUcOXIEgF69ehn76vpeWFkDfeWDciUlJRw+fJjAwEBatmxZpX6efPJJfvnlF1JSUoznF+DMmTMsWbLEeA47duxoc50iIiIiIvZoCrCIiDQobm5u/N///R8vvfQSaWlpvPLKK3h4eGAymSgsLCQgIIA77riDTz75xG77Tp06cf/99/Pxxx+zZ88e9uzZg4+PD4WFhUZWVkhICPfff3+dX0taWppNEYnCwkIKCgrsjrd169Z2+xg9ejSFhYUsWrSIrVu3snXrVjw8PPDw8CAvL69Wa7J5e3vz5JNP8sYbb3D8+HE+/PBDPvroI3x9fSkuLrappDtixIgan+d8JSUlxrVAWSVhk8lkE3wcM2YM4eHhNu3q8l5YWQOA5Sv9HjlyhKKiImM6clWkpKTw5Zdf8uWXX+Lm5oa3tzeFhYU2awp26tSJWbNmaS0fEREREbkgBQBFRKTBCQ4O5qWXXmLZsmXs3r2bc+fOERgYyODBg5k8efIFp6sOHTqU9u3bs2LFCmJiYsjKysLT05NWrVoxePBgRowYgZtb3f8TarFYjIIRJpMJLy8vmjZtSosWLejYsSN9+/alY8eOF+xn4sSJXH311axZs4aYmBjS0tLIz8/Hz8+P4OBgQkND6d+/P02aNKn2GIOCgpgzZw6bN29m27ZtHD16lNzcXNzc3AgODqZ9+/b06tWLPn36VLtvRyZPnkz79u2JiYnh9OnTZGZmUlRUROPGjenUqRMjRoxwmBVXl/cCygKAJpPJJgBoLyvwQmbNmmVUN87IyCA7OxsXFxeaNWtGu3btGDhwIH379lXwT0RERESqxJSZmWm58GEiIiIiIrWTlJTE888/X9/DEJHLzPz58+t7CLWmIgxSn/T8CWgNQBERERERERERkQZNAUAREREREREREZEGTAFAERERERERERGRBkwBQBERERERERERkQZMAUAREREREREREZEGTAFAERERERERERGRBkwBQBERERERERERkQZMAUAREREREREREZEGTAFAERERERERERGRBsytvgcgIiIiIleOZ555BhcXF4KDg+t7KHKFSUpKwmw26/kTEZErkjIARUREREREREREGjAFAEVERERERERERBowBQBFREREREREREQaMK0BKCIiIiIXzYsvvljfQxCRS9z8+fPrewgiIg2OMgBFREREREREREQaMAUARUREREREREREGjAFAEVERERERERERBowBQBFREREREREREQaMAUARUREREREREREGjAFAEVERERERERERBowt/oegIhIQ5Cbm8u6deuIjo4mKSmJ3NxcvL29adasGeHh4YwaNYpGjRrV9zAvKbGxsbz88suEhoby9NNP1/n5Zs2aRWpqqs02k8mEt7c3zZs3p2fPnowdO1avE5Cens769euJiYkhOTmZnJwcTCYT/v7+tGnThq5du9K/f3+aNWtW30O95B04cIB///vfDBgwgBkzZhjbZ82aRUZGBh988AGenp4V2lksFuLj49m9ezfx8fEkJSWRn5+Pt7c3rVu3ZsCAAQwfPhx3d/eLeTkiIiIicplSAFBEpJa2bdvGggULyMnJAcqCSj4+PuTm5nL48GEOHz7MihUruP322xkzZkw9j1Y8PT3x8vICwGw2k52dTWJiIomJiURGRvLYY4/RuXPneh5l/TCbzSxevJhVq1ZRUlJibPfy8sJkMpGWlkZaWhrR0dF8++23DBw4kAcffBBXV9d6HPWl7eDBgwB07drV2JaWlkZqaiqdOnWyG/wDWL58OUuWLDG+twarc3JyiIuLIy4ujsjISJ544gkFrUVERETkghQAFBGphXXr1vHpp59isVho164dU6ZMoWfPnri7u2M2mzl48CDLli0jNjaWzz//nLy8PG644Yb6HvYVbeLEiUyZMsX4Pj8/ny1btvD111+Tk5PD22+/zWuvvYaHh0c9jvLiM5vNzJs3jz179gAQERHB6NGj6dKlixEwLSoq4vDhw0RFRbF+/Xq2bNnCfffdpwBgJeLj4wEIDQ01tsXFxQG2QcHzlZaW4uPjw5AhQxg4cCAdO3bEzc2N/Px8fv/9dxYvXsyJEyd46623ePbZZzGZTHV7ISIiIiJyWVMAUESkho4dO8YXX3yBxWKhd+/ePPLII7i5/e9t1cXFhbCwMEJDQ1mwYAGRkZEsWbKEzp07061bt3ocuZTn7e3NqFGjcHFx4ZNPPiEjI4OoqCgGDhxY30O7qJYsWcKePXswmUzcd999jBgxosIxHh4ehIWFERYWxuTJk/nqq68u/kAvI2azmcOHD+Pr60vr1q2N7VUJAPbp04fx48fj4+Njs93b29vY/tFHH3Ho0CEOHjxoE2AUERERETmfAoAiIjW0ZMkSiouLadSoEQ899JBN8K88k8nE1KlTSUhI4MSJEyxatIg5c+bYHPPSSy8RFxfHjTfeaJOdVt1jDhw4QGRkJAkJCWRnZ+Pp6UmbNm245pprGDp0KC4ujms/1aTt1KlTAXjqqado27Yty5cvZ+fOnWRkZODj40P37t256aabarRW3O7du4mMjCQxMZGcnBw8PT0JCAigdevWhIeHM2LECKdmPQ0ePNjI5kxMTGTgwIGYzWZiYmLYuXMniYmJpKWlkZOTg6+vL+3bt2fEiBH069evQl8//vgj3377LT179uSJJ56w2Xfu3DlmzJiBxWKhS5cu/POf/7TZX1BQwPTp0yktLWXu3Lm0bNkSgKVLl7Js2TJjzcS9e/eyYsUKjh49SnFxMcHBwYwcOZLRo0dX+9ozMjJYtWoVAGPGjLEb/Dufr68vDzzwgN19CQkJ7Nixg4SEBNLT0zl37hxeXl60adOGIUOGcM0119h9nqzrQgIsXLiQo0eP8sMPPxAfH09BQQGtWrViwoQJDBo0CChbJ+/333/nt99+4/Tp07i4uBAaGsqtt95Kq1atHI69qKiItWvXsmPHDk6fPk1hYSGBgYGEhoYyfvx42rdvf8Hrr4pjx45RUFDA1VdfbfOsxsXFYTKZ6NKli8O27dq1q7TvwYMH89lnn1FSUkJiYqICgCIiIiJSKQUARURqID093ZgqOXbs2ApZOudzc3Pj2muv5f333+fIkSMcOXKEjh07Om08paWlLFiwgHXr1hnbvL29ycvLM9YL27p1KzNnzqwwtbU2ba0yMjL46KOPOHv2rHFMVlYWmzdvZt++fcyePbtaQcDvvvuO77//3vje09OTkpISkpOTSU5OZufOnQwbNsypU089PDzw8/MjOzubvLw8oGyttrlz5xrHeHt74+7uzrlz59i7dy979+5l1KhR3HvvvTZ9WYMxCQkJlJaW2owzLi4Oi8UCwJEjRygsLLRZBy4+Pp7S0lICAwON4N/5li9fzuLFi4114YqKijh27BgLFiwgJSWFO++8s1rXvmHDBoqLi3F1dXXKFPXnn3/e+NrLywsPDw9ycnKIjY0lNjaWnTt3MnPmzEpfv927d/P2229TWlpqXGNiYiLvvfce2dnZjB07lvnz57NlyxZcXV1xc3MjLy+PqKgo4uPjmTNnjt1nLiUlhddee43k5GSgLFPXw8ODtLQ0Nm3axJYtW7jnnnsYOXJkta/7q6++YseOHcb3hYWFQNlrPmvWLGN7amoqJpPJJvjbqVMnmyIhF+Lm5oaXlxc5OTmYzeZqj1VEREREriwKAIqI1EBsbKwRxOnTp0+V2kRERGAymbBYLMTGxjo1ALh48WLWrVtHUFAQN998MxEREXh7e1NYWEhUVBT//e9/2bdvH19//TV3332309paffHFFwQFBfHss88SEhJCaWkpe/bs4YMPPiA7O5tvv/22ysGNs2fP8sMPPwBw3XXXMX78eAIDAwHIzs7m8OHDbNy40elrnhUUFBiFXHx9fQFwdXVlyJAhDB48mM6dOxuB3nPnzrFu3TqWLl1KZGQk3bp1Y8CAAUZfHTt2xNPTk4KCAhITE22KisTGxgJlwcT8/HwSEhLo0aNHhf2OMrqOHz9OfHw8N910E2PHjsXX15esrCw+//xzduzYwapVqxg+fHilGXDni4mJAaBDhw5OKSgRERHB0KFDCQ0Nxd/fH4C8vDw2b97MokWLiI6OZtWqVVx77bUO+3j//fcZMmQIt9xyC4GBgZw7d45PPvmEqKgoFi9ezLlz59i9ezfTp09nwIABuLq6Eh8fzzvvvENWVpbdZy4/P59XX32VlJQUIiIimDx5Mm3btsXV1ZWMjAx+/vlnfvnlFxYsWECbNm2qXQwmOzu7QqVp63nz8/NttlksFptjg4KCqnWukydPGs9r+enFIiIiIiL2OJ4LJiIiDp0+fRoAd3d3goODq9TG29ubq666Cij78O4sKSkprFixAl9fX/7xj38wZMgQvL29gbLMuUGDBvHII49gMpn47bffyMrKckrb8tzc3HjyyScJCQkBygJnERERTJo0CYCoqCibqrIAYWFhLFy4kKefftpm+5EjR7BYLAQHB3PbbbcZwT8Af39/evfuzYwZMyqdzlwTkZGRRlDXGvhp0qQJ06dPJzw83CbLMyAggBtuuIEbb7wRgLVr19r05erqakzvtAb0rKzrv/3hD3+odH9YWJjdcebl5TFlyhQmT55sBCoDAwOZPn06/v7+WCwWtm/fXq1rtz7Pbdq0qVY7R2bNmkW/fv2M4B+Aj48PY8aM4Z577gHg119/rbSPdu3acf/99xuvf0BAAA899BDe3t4UFBTwww8/cPfddzNkyBDc3NwwmUx07dqV22+/HbD/zK1cuZKUlBT69OnDzJkz6dChg5GF2LhxY+666y5GjRqF2Wxm+fLl1b7uBx98kIULF7Jw4UK++OIL/Pz88PDw4LPPPjO2jx07FoAZM2YY2+z9HFzI4sWLAWjatCndu3ev9lhFRERE5MqiAKCISA1YM298fHyqFYiyBkSs7Z1h48aNWCwW+vbt63CabUhICFdddRWlpaVGtldt25Y3cuRIm2CPlTU7sri4mJSUlCpdjzUAmZ+fb0yhrCtms5mUlBSWLl3KkiVLAGjevDm9e/euUnvrcYcOHaowDdOawVc+wJednc2pU6do0aKFsY6dNeAHGBmD5dufz93dnXHjxlXY7uHhQXh4OFD9APP5mY/2vPHGG8yYMaPCfz///HO1zmW9Z6mpqWRkZDg87vrrr6+wzcvLyyY4O3jw4ArHWINh9p659evXAzBhwgSHGaTWPmNiYmo1tfbEiRPk5OTQuXNnm/VBrVWBKysAciG//vorUVFRANx1110O1x8VEREREbHSb4wiIvXg/Myk2khISABg27ZtREdHOzzOGuRJS0tzStvyOnToYHd748aNja9zc3Md9l9ep06d8PPzIzMzkzlz5jB69Gh69OhB8+bNq9T+QpYtW8ayZcvs7gsKCmLWrFk2ARVrwYioqChOnTpFXl4epaWlNu2Ki4vJzc21CYLaWwfQuv5fWFgYrVq1IiAgwGYdwPLr/zmawtuqVSu8vLzs7rPe76re6+rIycmxmwFqL0hbWlrKhg0b2L59O8ePHyc3N9fuM5+RkWHzjJTnKBsxICAAKLsP9oLv5TNGy9+H9PR04/l9++23HQYArUG/wsJCsrOzbfqrDnuVfvPz8zl+/DjNmjWr8VTrvXv38uWXXwIwbtw4+vbtW6N+REREROTKogCgiEgN+Pn5AWXTMc1mc5WzALOzswEuWDSkOjIzM4Gy7LGCgoILHl9UVOSUtuVZs/bOV75oyPlBM0d8fX2ZPn0677//PidOnGDBggVAWfZk9+7dGTJkSJUz9Ozx9PQ0AmgmkwkvLy+aN29OeHg411xzjc21ZGZm8tJLLxkFI6zXZM38NJvNxmtaWFhoEwC0tw6gNRvQOr03NDSU7du3G+sAXmj9P8Bh8A/KsgOh6vfays/Pj4yMjEoDh+dXK3766ac5fvx4heMKCgp45ZVXjOCydVz+/v7Gz4k1kFhZhqejAJk1cOcoMFf+Z7H8fbA+61C2hmNVOHreq8LeVO6EhAQsFkuNs//i4uJ46623KC0tZdCgQdUu9uJIdna2U7OSK6OCJSJSFUlJSfU9BKezvv+ZzeYGeX1yadPz1/BUdRmq8hQAFBGpAWt11uLiYpKSkqpUcCE/P5+zZ88C0KJFC6eNxfoP+q233mp32mRdta1LvXr1Yt68eWzfvp0DBw4QHx9PWloaW7duZevWrfTu3ZtZs2bVaB3AiRMnMmXKlCod++WXX5KcnIy3tzfTpk2jV69eNkG+lJQUHn/8cQBj/UArNzc3QkJC2L9/P7GxsXTu3LlCUCgsLIzt27cTGxtLjx49jP2VBQDrQsuWLcnIyODEiRO17uv7778nISEBV1dX7rzzTvr27UuTJk2M/Waz2WExmbpUPvD0zjvvOKXYSXnnFxyxBtTeeecd4zm1BhR37NjB3r17jWMffvhhY81IRxISEnj99dcpKiqiT58+PPjgg05bB9NisSgwJyKXlIb+ntTQr08ubXr+rlwKAIqI1EBYWJhR0XfXrl1VCgBGRUUZQaLzAzzWQgTFxcUO259fRdQqICCApKQkh9NzK1ObtnXN29ub4cOHM3z4cACSk5OJjIxk5cqVREdHExkZyZgxY+rs/CUlJTbrrA0dOrTCMY6KoliFhoYaAcARI0Zw8uRJgoODjeCTNRAYFxdns/6fowIgdaVbt24cOHCAxMREMjMzaxUcsxYguf76641CJ+Vd6J7VFevUYSibyu7sAKCj67JmiJZ3fsbthTI2jxw5wquvvkpBQQHh4eHMmDHDeM9wBpPJ5PSiOo7oQ4eIVMXFek+6mMq//zXE65NLm54/AQUARURqpEmTJvTq1Yvo6GjWrFnDmDFjKp3WW1JSYhRLaNSoUYUAj7Vtenq63fYFBQVGpdbzhYSEcPDgQfbs2VOt6ci1bXuxtWjRgjvvvJOkpCSio6OJjY2t0wBgdna2EZB1tMbh+RV8z2d9nRMSEoiJiTHW/7Nq1aoVgYGBHDlyhP3791NaWkpAQECVAsrOdM011/D9999TXFzM8uXLmTZtWo37sj7DHTt2tLvfUSGZutasWTMCAwPJysoiOjqaTp06ObX/hQsXGl9v2LCBDz/8kOuuu47bbrsNKAvuP/jgg/j4+PCf//ynyv0ePXqUV155hfz8fMLCwnjkkUecXvTD39/fbhGfuqBpRyJSFTWZ2napS0pKMn7XaojXJ5c2PX8CqgIsIlJjN910E25ubmRmZjJ//nyHhT0sFgsLFy40pldOmjSpwgd4a8GDffv22V13bNWqVQ6zA4cNG4bJZCI1NZWVK1dWOubz13irTdu6cqECKdZ1BZ1ZSMUeLy8vY705e0GLrKwsVq9eXWkfHTt2xMPDg4KCAlasWAFUzP4MDQ2lpKSEH3/80e7+i6Fx48aMHz8eKKswu27duhr3ZQ1m2wtYFxUVsXz58hr3XVvWbNLVq1dfsCp1bZ53ewVADh8+THFxcbVe3xMnTjB37lxyc3Pp0qULjz76qM26miIiIiIiVaUAoIhIDbVv356pU6diMpmIjo5m9uzZ7N692wjUmc1mYmNjmTt3LpGRkQBcffXVjB49ukJf/fv3x2QykZ2dzQcffGBMJ8zLy+OHH35g2bJlDjMMg4ODufbaawH45ptv+OKLL2yCG0VFRcTHx/Pll1/y2GOPOa1tXfnxxx95/fXX2bJli03hhvz8fFavXs3OnTsBCA8Pr9NxeHt7G1liX331FfHx8VgsFiwWC3FxcfzrX/+64HRG6zqAUDaNEypO77UGhKz76yMACHDzzTfTq1cvLBYLn3zyCfPmzWPv3r0VpqoeO3aMb775xmEmV48ePQBYvnw50dHRxj06duwYc+fOrXIBjrpw3XXX0aJFC/Ly8njhhRfYsGGDzdT6rKwstm3bxquvvso333xT4/PExcXh4uJiEwCs7vqOSUlJzJ07l5ycHDp27Mjjjz9eaQEYEREREZHKaAqwiEgtjBo1Cm9vbz7//HOOHTvGvHnzMJlM+Pr6GhWCrQYPHsyf/vQnI6usvFatWjFhwgRWrFjB9u3b2b59Oz4+PuTn52OxWLjlllvYt2+fEUQ43y233EJJSQmrVq1izZo1rFmzBi8vL1xdXcnLyzPWHrS3blht2tYFi8VCdHQ00dHRQFnVXutYrCIiIhg5cmSdj+WPf/wj//rXv0hLS+OFF14wsq+Kiorw8/Pj/vvv580336y0j9DQUA4cOABgs/6f1fkBwYu9/p+Vi4sLjz76KN9++y2//PILu3fvZvfu3UBZNqSbmxv5+fnGenUmk4khQ4ZUeB1uvvlm9u/fT3Z2Nq+//jpubm64ublRUFCAh4cHM2fO5JVXXrno1wdlQd0nn3ySN954g+PHj/Phhx/y0Ucf4evrS3FxsU1V4hEjRtToHOnp6Zw5c4b27dvbVJS2VxW4Mj/99JPxh4Dk5GT+9re/OTx2wIABTJ06tUbjFREREZErgwKAIiK1NGjQIMLDw/ntt9+Ijo4mKSmJnJwcm+DfjBkzGDBgQKX93HHHHbRo0YLIyEhOnToFlAWPJkyYwNVXX82+ffsctnVxceGPf/wjgwcP5tdff+XgwYNkZGRQXFxMYGAgrVq1olu3bnbHUJu2dWHkyJE0atSIAwcOcPLkSTIzMyksLCQwMJB27doxdOhQBg4caDeQ6mydO3fm2WefZdmyZcTFxVFYWEijRo0IDw/nhhtuqFJBg/IBH3vBH+s6gFlZWfj7+9O6dWunXkN1uLi4cPvtt/OHP/yB33//nZiYGJKTk8nNzcVsNhMYGEjr1q3p2rUrgwcPJigoqEIfzZo1Y/bs2SxdupR9+/aRm5uLt7c3ERERXH/99fV6fQBBQUHMmTOHzZs3s23bNo4ePUpubi5ubm4EBwfTvn17evXqRZ8+fWrU/8GDBwHb6b+lpaUcOnQIf3//Kq/vWP7ZKh/8tudC+0VERERETJmZmZb6HoSISEOUkZHBnDlzSEtLIzQ0lL/97W9av0tErmhJSUk8//zz9T0MEbnEzZ8/v76H4HQqwiD1Sc+fgNYAFBGpM40bN+bxxx/Hx8eHuLg43n333SpljImIiIiIiIg4kwKAIiJ1qHXr1jz88MO4uroSFRXFxx9/bKypJyIiIiIiInIxaA1AEZE61r17dxYsWFDfwxAREREREZErlDIARUREREREREREGjAFAEVERERERERERBowBQBFREREREREREQaMAUARUREREREREREGjAFAEVERERERERERBowBQBFREREREREREQaMLf6HoCIiIiIXDmeeeYZXFxcCA4Oru+hyBUmKSkJs9ms509ERK5IygAUERERERERERFpwBQAFBERERERERERacAUABQREREREREREWnAtAagiIiIiFw0L774Yn0PQUScZP78+fU9BBERqSJlAIqIiIiIiIiIiDRgCgCKiIiIiIiIiIg0YAoAioiIiIiIiIiINGAKAIqIiIiIiIiIiDRgCgCKiIg0YGfPnmXq1KlMnTqVs2fP2uxbv349U6dOZdasWfU0OhERERERuRhUBVhERKSOffDBB2zcuJHQ0FCefvrp+h5Og3L69Gk2btxIbGwsZ8+eJTc3Fzc3NwICAmjbti3dunWjX79+NGrUqL6HKiIiIiJSbxQAFBERuUL5+PgQHBxM48aN63so1VZYWMgXX3zBhg0bsFgsAJhMJry9vSktLeXMmTOcOXOGnTt38tVXXzF69Gjuuuuueh61iIiIiEj9UABQRETkCtW3b1/69u1b38OotoKCAl5++WUSExMxmUwMGTKEESNG0KlTJ9zd3QHIz88nISGBHTt2sGnTJjZt2qQAoIiIiIhcsRQAFBERkcvKp59+SmJiIu7u7jz88MP07t27wjHe3t6Eh4cTHh7OlClTWLJkycUfqIiIiIjIJUIBQBERkXpkXR9w6NChPPjgg2zevJlff/2VEydOANC6dWsmTJhA//79HfaRn5/P8uXL2b59OxkZGfj6+hIWFsbkyZONjDh71q9fz0cffURQUBBvvPGGzb7CwkJ27tzJnj17OHnyJOnp6RQVFREYGEjXrl0ZP3487du3r7NrciQxMZEtW7YAcMstt9gN/p2vcePGPPDAAxW2m81mYmJi2LlzJ4mJiaSlpZGTk4Ovry/t27dnxIgR9OvXz26f59+7AwcO8PPPP5OYmEhJSQlt27Zl8uTJ9OzZE4CSkhJ++eUXNm3aREpKCh4eHoSHh3PbbbfRpEkTh2PPzc1l9erVREVFkZKSQklJCY0bN6ZHjx5MnDiR5s2bV+GuiYiIiMiVTgFAERGRS8Rnn31GZGQkLi4ueHp6kp+fz6FDh3jnnXeYNm0aY8eOrdAmKyuLl19+mdOnTwPg7u5OQUEBW7ZsYffu3dx33301Gsu2bdv46KOPgLK19Xx8fLBYLKSmppKamsrWrVu5//77GTp0qNOvqTKRkZEA+Pn5MXr06Bpdm1VaWhpz5841vvf29sbd3Z1z586xd+9e9u7dy6hRo7j33nsvOKYFCxYA4OXlRUFBAfHx8bz22mv83//9H+Hh4bz22mvExsbi7u6OyWQiJyeHzZs3Ex8fz4svvoivr2+Ffo8cOcK8efPIysoCwNXVFVdXV86cOUNkZCQbN25kxowZXH311bW6DyIiIiLS8CkAKCIicgnYvXs3RUVF3HPPPQwdOhRPT0/OnDnDhx9+yMGDB/nmm28YNGgQfn5+Nu0+/PBDTp8+jY+PD/feey/9+vXD1dWVo0eP8vHHHxuBqery9fXl2muvpW/fvrRr1w53d3csFgvJycn88MMPbNq0iU8//ZTQ0FCCgoKcek2ViY2NBaBHjx54eHjU6NqsXF1dGTJkCIMHD6Zz5874+PgAcO7cOdatW8fSpUuJjIykW7duDBgwwG4f586dY+HChVx//fVMnDgRX19fzp49y3vvvcehQ4f48ssv6d27N6dPn+axxx4jPDwcgOjoaObPn09qaio//fQTt912m02/6enpvPrqq+Tk5DBs2DAmTpxIcHAwLi4upKSk8N1337Flyxbee+89Xn75Za666qpa3QsRERERadhc6nsAIiIiUjbV809/+hOjR4/G09MTgGbNmvHXv/4VNzc3ioqKiI6Otmlz8OBB9u7dC8BDDz3EwIEDcXV1BaB9+/Y8+eSTxvfV1adPH26//XY6d+5sTCM2mUwEBwfz4IMP0qNHD4qLi1m/fr1Tr6kyJSUlpKSkANCmTZsaXVd5TZo0Yfr06YSHhxvBP4CAgABuuOEGbrzxRgDWrl3rsI+ioiIGDRrELbfcYmTxXXXVVfz1r3/FZDKRlpbG2rVrmTFjBr1798bFxQUXFxciIiK49tprAdi+fXuFfhcvXkxOTg5/+MMfeOCBB2jVqhUuLmW/tjVv3py//OUvhIeHU1BQwMqVK2t9L0RERESkYVMAUERE5BLQtGlTBg8eXGF748aN6dixI4Cxhp7Vjh07gLJgmL218Pz9/Rk1apTTx2oymejVqxcACQkJDo+ryTVVJjc31/i6sqzBZ555hhkzZlT4b+vWrVU+F2Dc00OHDmE2mx0ed/3111fYFhQUZKzPFxISQmhoaIVjunXrBsCZM2coKCgwthcVFbFt2zYAJk6c6PC8gwYNAmD//v0XuBIRERERudJpCrCIiMgloEOHDphMJrv7GjduDEBeXp7N9sTERADCwsIc9hsWFsYPP/xQozGlp6ezevVqDhw4wJkzZ8jPz8disdgck5GR4bB9Ta7JGc6dO2esm1deUVGR3W1r164lKiqKU6dOkZeXR2lpqc0xxcXF5Obm4u/vX6G9u7s7LVq0sDuOgIAAkpOTad26td39gYGBxtd5eXl4eXkBZa9rcXExJpOJ5557zuF1lpSUAGVrGYqIiIiIVEYBQBERkUuANfhjj3UKrjXgY5WdnQ38L5hmT2UVZisTGxvLvHnzbDLTrEUyTCYTRUVF5OfnU1hY6LCPmlxTZcoXysjJyXF43Ntvv23z/YMPPmg30JiZmclLL71EcnKysc3DwwMfHx9cXFwwm83GPS4sLLQbAAwMDHQY5LRO2W3UqFGl+wGboGNmZiYAFovFbiDzfPYCm9WRnZ1d6f10psoyKUXk8pOUlFTfQ7hsWN//zGaz7ptcdHr+Gp7g4OBqt1EAUERERGyUlJTw/vvvU1BQQKtWrbjrrrsICQkx1vEDWLduHZ988slFHZebmxvNmzcnJSWlWlOHHfnyyy9JTk7G29ubadOm0atXL5sgX0pKCo8//jhAhczHumT9Jd3d3Z1PP/20zs9nsVgUmBORGtF7R83ovkl90vN35VIAUERE5DLl7+9PUlKSkTFmT3p6erX7PXTokNHu0UcfpVmzZhWOOXfuXLX7dYawsDBSUlLYv38/RUVFNa4EXFJSQlRUFAB33XUXQ4cOrXBMVbLv6oJ1anBxcTFZWVk2U4XrgslksslGrEv60CHSsFys946GoPz7n+6bXGx6/gQUABQREblsdejQgfj4eOLi4hweU9k+R6zBPz8/P7vBP4CYmJhq9+sMo0aNYt26deTk5LB27VomTJhQo36ys7MpLi4Gyu6jPbGxsTUeZ2107NgRV1dXSktLiY6OZvjw4XV6Pn9/f7vTm+uCph2JNCw1mYJ2pUpKSsJsNuPi4qL7Jhednj8BVQEWERG5bPXv3x+AY8eOsWfPngr7rUGy6vLx8QHKqu7ay/SLiYmptwBghw4djOq3ixcvJjo6ukb9eHl5GWv32QtKZWVlsXr16hqPsza8vLyM13bZsmXGOoSOlK+OLCIiIiJijwKAIiIil6kuXboQHh4OwHvvvce2bduMKR7Hjh3jlVdeqVDRtipCQkLw8PDAYrHw7rvvcubMGaBsSuqmTZt46623bApyXGz33XcfHTp0oLi4mHnz5vH+++8TGxtrZPRZx5qQkMBnn31Gfn5+hT68vb3p1KkTAF999RXx8fFYLBYsFgtxcXH861//qtfpqrfddhv+/v6kpaUxZ84cdu7caVPsIy0tjfXr1zNnzhzWrFlTb+MUERERkcuDpgCLiIhcxv785z/z8ssvc/r0af7zn//g7u6Om5sb+fn5eHl5cd999/Hee+9Vq09fX19uvfVWvvzyS2JiYnjsscfw9vamqKiI0tJS2rVrx7Bhw1i4cGEdXVXlvLy8ePrpp/niiy/YsGEDmzZtYtOmTZhMJry9vTGZTOTl5RmFO1xdXRk9ejR9+vSx6eePf/wj//rXv0hLS+OFF14w1hMsKirCz8+P+++/nzfffPNiXx4ATZs25cknn+TNN98kJSWFt956CxcXF3x8fCgqKrIJBvbu3btexigiIiIilw8FAEVERC5jgYGBzJ49m+XLl7N9+3bS09Px8PCgd+/eTJo0qcZFMsaNG0fTpk1ZuXIlR48exWw2ExwcTP/+/bn22mvZunWrk6+kejw9PXnggQe49tpr2bBhA3FxcZw9e5acnBzc3d1p2rQpbdu2pVu3bgwaNIiAgIAKfXTu3Jlnn32WZcuWERcXR2FhIY0aNSI8PJwbbrih3gtWtGvXjn//+9+sW7eOXbt2ceLECfLz83F3d6dNmzZ06NCB3r17c/XVV9frOEVERETk0mfKzMy01PcgRERERKThS0pK4vnnn6/vYYiIk8yfP7++h3DZUBEGqU96/gS0BqCIiIiIiIiIiEiDpgCgiIiIiIiIiIhIA6YAoIiIiIiIiIiISAOmAKCIiIiIiIiIiEgDpgCgiIiIiIiIiIhIA6YAoIiIiIiIiIiISAOmAKCIiIiIiIiIiEgDpgCgiIiIiIiIiIhIA6YAoIiIiIiIiIiISAOmAKCIiIiIiIiIiEgD5lbfAxARERGRK8czzzyDi4sLwcHB9T0UucIkJSVhNpv1/ImIyBVJGYAiIiIiIiIiIiINmAKAIiIiIiIiIiIiDZimAIuIiIjIRfPiiy/W9xBEpBbmz59f30MQEZEaUAagiIiIiIiIiIhIA6YAoIiIiIiIiIiISAOmAKCIiIiIiIiIiEgDpgCgiIiIiIiIiIhIA6YAoIiIiIiIiIiISAOmAKCIiFw21q9fz9SpU5k1a1aN2r/00ktMnTqVpUuXOnlkdS82NpapU6cyderU+h7KJaW+78usWbOYOnUq69evr5fzi4iIiIhUhVt9D0AajtzcXNatW0d0dDRJSUnk5ubi7e1Ns2bNCA8PZ9SoUTRq1Ki+h3lJiY2N5eWXXyY0NJSnn366zs83a9YsUlNTbbaZTCa8vb1p3rw5PXv2ZOzYsXqdgPT0dNavX09MTAzJycnk5ORgMpnw9/enTZs2dO3alf79+9OsWbP6HuplKz4+nq1btxIXF0dGRgb5+fnGe0bXrl0ZMmQI7dq1q+9hXrEKCgqYMWMGhYWFTJo0iZtvvrlK7T777DMiIyNp3Lgxb775Ji4ul+ffGmNjY4mNjSUoKIhhw4bV93BERERERGpFAUBxim3btrFgwQJycnKAsqCSj48Pubm5HD58mMOHD7NixQpuv/12xowZU8+jFU9PT7y8vAAwm81kZ2eTmJhIYmIikZGRPPbYY3Tu3LmeR1k/zGYzixcvZtWqVZSUlBjbvby8MJlMpKWlkZaWRnR0NN9++y0DBw7kwQcfxNXVtR5HfXnJzs7mww8/JDo62tjm4uKCj48PeXl5HDlyhCNHjrBy5Ur69OnDjBkzcHNzzj9XTZs2JTg4GH9/f6f0dzF5eHgQHBx80c7n5eVFv3792LhxI5s2beKmm27CZDJV2qa4uJitW7cCMGTIkIsS/Kur+xIbG8uyZcsIDQ2tNADYrFkz3N3d8fHxcfoYREREREScRQFAqbV169bx6aefYrFYaNeuHVOmTKFnz564u7tjNps5ePAgy5YtIzY2ls8//5y8vDxuuOGG+h72FW3ixIlMmTLF+D4/P58tW7bw9ddfk5OTw9tvv81rr72Gh4dHPY7y4jObzcybN489e/YAEBERwejRo+nSpYsRMC0qKuLw4cNERUWxfv16tmzZwn333acAYBVlZmbywgsvcObMGdzd3RkzZgxDhgyhbdu2mEwmzGYzp06dYufOnaxevZpdu3ZRWFjotADg9OnTndJPfejUqROvvPLKRT3nsGHD2LhxI6mpqcTGxtKtW7dKj4+KiiIvL89oezHUx30p7x//+Ee9nVtEREREpKoUAJRaOXbsGF988QUWi4XevXvzyCOP2HxQd3FxISwsjNDQUBYsWEBkZCRLliyhc+fOF/wgKRePt7c3o0aNwsXFhU8++YSMjAyioqIYOHBgfQ/tolqyZAl79uzBZDJx3333MWLEiArHeHh4EBYWRlhYGJMnT+arr766+AO9TFksFt59913OnDmDn58ff/vb3+jYsaPNMS4uLrRp04Y2bdowbtw4Pv7443oarQCEhobSrFkzzpw5w4YNGy74vm1dB69z584XNVtRREREREQqpwCg1MqSJUsoLi6mUaNGPPTQQw6zdEwmE1OnTiUhIYETJ06waNEi5syZY3PMSy+9RFxcHDfeeKNNdlp1jzlw4ACRkZEkJCSQnZ2Np6cnbdq04ZprrmHo0KGVTkmrSVvrwvNPPfUUbdu2Zfny5ezcuZOMjAx8fHzo3r07N910U43Witu9ezeRkZEkJiaSk5ODp6cnAQEBtG7dmvDwcEaMGHHBKXnVMXjwYCObMzExkYEDB2I2m4mJiWHnzp0kJiaSlpZGTk4Ovr6+tG/fnhEjRtCvX78Kff344498++239OzZkyeeeMJm37lz55gxYwYWi4UuXbrwz3/+02Z/QUEB06dPp7S0lLlz59KyZUsAli5dakzJe/rpp9m7dy8rVqzg6NGjFBcXExwczMiRIxk9enS1rz0jI4NVq1YBMGbMGLvBv/P5+vrywAMP2N2XkJDAjh07SEhIID09nXPnzuHl5UWbNm0YMmQI11xzjd3nybouJMDChQs5evQoP/zwA/Hx8RQUFNCqVSsmTJjAoEGDgLKg2u+//85vv/3G6dOncXFxITQ0lFtvvZVWrVo5HHtRURFr165lx44dnD59msLCQgIDAwkNDWX8+PG0b9/+gtdfXVFRUcTFxQFwzz33VAj+nc/Hx4eHH34Yi8Xi8JhDhw7x448/kpCQQEFBAc2aNWPw4MFMnDjR7vvRhd5D8vLy+OGHH4yfYV9fX8LCwpg0aRIeHh48+uijAMybN4+rrrqqQvvU1FRWrFjBvn37SEtLw9XVleDgYPr378/YsWPx9PSs0Gb9+vV89NFHBAUF8cYbb7Bnzx5Wr15t/NzfeeedjB8/vsKzUV5d/WyYTCaGDh3K0qVL2blzJ3fffbeRDXu+zMxM9u/fD8A111wDUOP3D2fdl5KSEvbs2UNUVBTHjh0jPT2d/Px8/P396dSpE2PHjq0Q1Dx79qzxOgPExcVVKDDy1FNPERYWBvxvbdUHHnjAbtZjQUEBq1evZufOnSQlJVFaWkrTpk3p2bMn1113HU2aNKnQpvwY5s2bh6urKz/88AN79uwhKyuLgIAAevfuzZQpUwgMDLR7/0REREREylMAUGosPT3dmCo5duzYC65/5ObmxrXXXsv7779vrPF1oQBAdZSWlrJgwQLWrVtnbPP29iYvL4+4uDji4uLYunUrM2fOrDC1tTZtrTIyMvjoo484e/ascUxWVhabN29m3759zJ49u1pBwO+++47vv//e+N7T05OSkhKSk5NJTk5m586dDBs2zKlTTz08PPDz8yM7O9uYxpeWlsbcuXONY7y9vXF3d+fcuXPs3buXvXv3MmrUKO69916bvkJDQ4GyQFhpaanNOOPi4oygzpEjRygsLLQJjMTHx1NaWkpgYKAR/Dvf8uXLWbx4sVHEpKioiGPHjrFgwQJSUlK48847q3XtGzZsoLi4GFdXV6dMUX/++eeNr728vPDw8CAnJ8coLLBz505mzpxZ6eu3e/du3n77bUpLS41rTExM5L333iM7O5uxY8cyf/58tmzZgqurK25ubuTl5REVFUV8fDxz5syx+8ylpKTw2muvkZycDJRl3Xl4eJCWlsamTZvYsmUL99xzDyNHjqzQ1hpAq0nhmrVr1wLQsmVLBgwYUOV2joLcGzdu5OOPP8ZsNuPt7U1xcTGnTp1i8eLFHD16lIcffrha48vIyODFF1/kzJkzALi7u1NYWMiWLVuIioriT3/6U6Xt9+3bx9tvv01BQQFQ9rqXlpYa62tu2LCBJ554gqZNmzrsY8WKFXz99dfGc12TAL+zfzauueYali1bRkFBATt37mTo0KF2j9u0aRNmsxkPDw8je7im7x/nq+l9SUhI4M033wT+V/DIxcWFjIwMdu7cyc6dO7nllltsfuZdXFwIDAykoKCAwsJCXF1d8fPzs+m3qu+7qampzJ071/hZc3d3x9XV1Xgf37BhAzNnzqR79+4O+zhx4gQff/wx2dnZeHl5YbFYSE9PJzIykv379/P888/j6+tbpfGIiIiIyJVLAUCpsdjYWCOI06dPnyq1iYiIwGQyYbFYiI2NdWoAcPHixaxbt46goCBuvvlmIiIi8Pb2prCwkKioKP773/+yb98+vv76a+6++26ntbX64osvCAoK4tlnnyUkJITS0lL27NnDBx98QHZ2Nt9++y0zZsyo0rWcPXuWH374AYDrrruO8ePHG1ke2dnZHD58mI0bNzo1+w/KMlWshVysHyhdXV0ZMmQIgwcPpnPnzkag99y5c6xbt46lS5cSGRlJt27dbII6HTt2xNPTk4KCAhITE22KisTGxgJlwYD8/HwSEhLo0aNHhf3WIOL5jh8/Tnx8PDfddBNjx47F19eXrKwsPv/8c3bs2MGqVasYPnx4pRlw54uJiQGgQ4cOTqmCHBERwdChQwkNDTUKTuTl5bF582YWLVpEdHQ0q1at4tprr3XYx/vvv8+QIUO45ZZbCAwM5Ny5c3zyySdERUWxePFizp07x+7du5k+fToDBgzA1dWV+Ph43nnnHbKysuw+c/n5+bz66qukpKQQERHB5MmTadu2La6urmRkZPDzzz/zyy+/sGDBAtq0aeO0YjAlJSUcPHgQgKuvvrrW/VnvxahRo5g0aRKBgYHk5uby3XffsWbNGnbs2MHevXsJDw+vcp/vv/++MT35vvvuo0+fPri4uHD8+HE++eQTFixY4LDt2bNnjeBfx44due+++2jXrh1ms5moqCg+/fRTTp8+zdtvv82zzz5rN4CUlZXFokWLGD16NDfeeCOBgYEUFRUZP5NVURc/G0FBQYSFhRETE8OGDRscBgA3btwIlP17YH2fqOn7h7Pui4eHB6NHj2bAgAF06NDByF5MS0vjl19+YeXKlSxZsoRu3boZz3rTpk35z3/+Y2RVhoSE1KhKe2lpKW+99RbJyckEBgZy33330bt3b1xcXDh69CiffvopiYmJvP3227z88ssOA8Mffvgh7dq146677qJNmzYUFxezefNmPv/8c86cOcNPP/3EbbfdVu3xiYiIiMiVpe7L80mDdfr0aaAso6Gqaz15e3sb0+ZOnjzptLGkpKSwYsUKfH19+cc//sGQIUPw9vYGyjLnBg0axCOPPILJZOK3334jKyvLKW3Lc3Nz48knnyQkJAQo++AbERHBpEmTgLLpj+WrygKEhYWxcOHCCh8ujxw5gsViITg4mNtuu81mipe/vz+9e/dmxowZTq+wGRkZaQR1rR+GmzRpwvTp0wkPD7fJ8gwICOCGG27gxhtvBP6X3WXl6upKly5dgP8F9Kys00D/8Ic/VLrfOsXufHl5eUyZMoXJkycbgcrAwECmT5+Ov78/FouF7du3V+varc9zmzZtqtXOkVmzZtGvXz+barM+Pj6MGTOGe+65B4Bff/210j7atWvH/fffb7z+AQEBPPTQQ3h7e1NQUMAPP/zA3XffzZAhQ3Bzc8NkMtG1a1duv/12wP4zt3LlSlJSUujTpw8zZ86kQ4cORjCqcePG3HXXXYwaNQqz2czy5cudci+gLOBSVFRkXFdtFRUVMXToUKZNm2bcH19fX6ZNm2a8htu2batyf7GxsUYQ+C9/+Qv9+vUzfr7atm3LE088gbu7u8P2y5cvp6CggMaNG/Pkk08a1+ji4kLfvn2ZOXMmJpOJI0eOsGPHDrt9FBcXM2DAAO655x7jmjw8POxOEXWkLn424H9TemNjY0lNTa2wPzEx0XhPtx4LNX//KK8296VTp07cc889hIWF2Uxdbtq0KXfeeScjRozAYrEQGRl5wb6qa9u2bRw9ehSTycSjjz5KRESE8Uy1b9+eJ554gsDAQPLy8ir9WWvUqBGPP/648Vy7u7szfPhwY5mC6jznIiIiInLlUgBQasyafeHj41OtQJQ1IFKdrJYL2bhxIxaLhb59+zqcZhsSEsJVV11FaWmp8UG/tm3LGzlypE2wx8qaHVlcXExKSkqVrscagMzPz6ewsLBKbWrKbDaTkpLC0qVLWbJkCQDNmzend+/eVWpvPe7QoUOYzWabfdYMvvIBvuzsbE6dOkWLFi2MdeysAT/AyBgs3/587u7ujBs3rsJ2Dw8PI+OrugHm8zMf7XnjjTeYMWNGhf9+/vnnap3Les9SU1PJyMhweNz1119fYZuXl5dNcHbw4MEVjrFOJ7T3zFmLNEyYMMFhBqm1z5iYmAqv6dNPP203aH0h2dnZxtfOmq5o7/5AWfYlVO8ZsAbl2rdvT8+ePSvs9/X1ZdSoUXbbWiwWo/24cePsLofQpUsXI8u1soDNxIkTqzxme+riZwOgX79+xvTTTZs2Vdi/YcMGoOyZrGw66/kqe/8or7b3xZFevXoBZVOFnc36Ovfq1ctutrufn5/xWm3fvt3hWpcTJkywG3y2/tty9uxZY9q5iIiIiIgjmgIs9eb8zKTasH5427ZtG9HR0Q6PswZ50tLSnNK2vA4dOtjd3rhxY+Pr3Nxch/2X16lTJ/z8/MjMzGTOnDmMHj2aHj160Lx58yq1v5Bly5axbNkyu/uCgoKYNWuWTQEFa8GIqKgoTp06RV5eHqWlpTbtiouLyc3NtQmC2lsH0Lr+X1hYGK1atSIgIMBmHcDy6/85mqbYqlUrh4UIrPe7qve6OnJycuxmgNoL0paWlrJhwwa2b9/O8ePHyc3NtfvMZ2Rk2Dwj5TnKRgwICADK7oO94Hv5jNHy9yE9Pd14ft9++22HAUBrIKawsJDs7OxLssiAn5+fw4B9TZ6BY8eOAdC1a1eHxzgKSJ85c8Y4V2XBr+7du7Nv3z4jwH0+Dw8P2rZtW9Uh21VXPxuenp4MGDCA33//nY0bNxqZzVD2Xr5161YAu8WSavr+YVXb+5KTk8Ovv/7Knj17SE5OJi8vr0KwsbJAfE0dPXoUoNLKydbnJScnh7Nnz9p9ph0tlVH+fSMvL8/h6y4iIiIiAgoASi1YF0W3fpiqahagNRPoQkVDqiMzMxMoyx6rSiaEdSpibduWZ83aO1/5oiHnf+h1xNfXl+nTp/P+++9z4sQJY+0xf39/unfvzpAhQ6qcoWePp6en8WHRZDLh5eVF8+bNCQ8P55prrrG5lszMTF566SVjEXvrNVkzP81ms/GaFhYW2nyAt7cOoDUb0Dq9NzQ0lO3btxvrAF5o/T+g0g+61kyZqt5rKz8/PzIyMioNjpxfrfjpp5/m+PHjFY4rKCjglVdesckqcnd3x9/f3/g5sQYSK8vwdLQWoTVw5ygwV/5nsfx9sD7rULYGW1U4et6rq/xz4YzgrLOfAeszXNn6j44CteWzGx0dAxhTVh3dez8/v1pP66+Lnw2ra665ht9//53k5GQSEhKM5Q6io6ONe1B++i/U7v3Dqjb35dSpU/zrX/+yCdxbi/KYTCZKSkrIzc2tk0xr63VV5ZmAsufCXgDQ0WtaPiuwpq+pVXZ2tlOz8itTWaaniFwekpKS6nsIlyXr+5/ZbNY9lItOz1/DU9Vl2MpTAFBqzFqdtbi4mKSkpCotKp+fn8/Zs2cBaNGihdPGYn1Du/XWWx1OC6yLtnWpV69ezJs3j+3bt3PgwAHi4+NJS0tj69atbN26ld69ezNr1qwafTCeOHEiU6ZMqdKxX375JcnJyXh7ezNt2jR69epl8yE9JSWFxx9/HKDCFDY3NzdCQkLYv38/sbGxdO7cucL6fmFhYWzfvp3Y2Fh69Ohh7K8sAFgXWrZsSUZGBidOnKh1X99//z0JCQm4urpy55130rdvX5sP+maz2WExmbpU/oP3O++845RiJ1XVtGlTPDw8jIq01unf8j/OXtPT2bp27UqLFi1ITk5m48aNRgDQOv03JCSkwvt6bd4/rGpzXz788EOysrJo3Lgxd999N2FhYTZ/fDpw4AD//ve/a9x/Q2GxWBSYE5Eq0/tF7ekeSn3S83flUgBQaiwsLMyo6Ltr164qBQCjoqKMD3nnB3ishQiKi4sdts/Pz7e7PSAggKSkJIfTcytTm7Z1zdvbm+HDhzN8+HAAkpOTiYyMZOXKlURHRxMZGcmYMWPq7PwlJSVERUUBcNddd9mt/umoKIpVaGioEQAcMWIEJ0+eJDg42Ag+WQOBcXFxNuv/OSoA8v/Yu+/oqqr8/ePvm95DCYEQeg0tVOkgVQEpioWxwNdxcHBGxhHLWMcRBQsq2AHboKiIVAEFKRHpJYSQQBohoSeBVNLbvb8/8rtnElIIkBBMntdarhXuPWWfc3au3IfP3ru6dO7cmWPHjhEbG0tqaup1hWPWRRYmTJhgLHRS3JXuWXWxDh2GoqHsNzIAtLOzo2PHjoSGhnL48GFjoZKbhbu7O3FxcSWqJC9X3nvFA62UlJRyKzOTk5OBks/hj2bw4MGsXLmSffv28dBDD5GTk8ORI0eA0tV/VfH5cT0SExOJiYkB4LHHHitzKG51nt/d3Z3k5OQKhxdb+wTUbL8wmUw3LIDWlw6RP76b/R+sblbFP/90D+VGU/8TUAAo16FBgwZ0796d4OBgtmzZwqhRoyoc1ltQUGAsllCvXr1SAY913+JfiIrLyckxVmq9XPv27YmMjOTIkSNXNRz5eve90Zo0acIDDzxAXFwcwcHBhIeHV2sAmJ6ebgSy5c1xePkKvpezPufjx48TFhZmzP9n5evri6enJzExMRw9epTCwkI8PDwqFShXpSFDhrB27Vry8/NZt24d06ZNu+ZjWftweXN3lbeQTHXz9vbG09OTtLQ0goODadu27Q09/4gRIwgNDeX8+fPs37+ffv36VWo/i8VS7nyFVaVly5ZERUURFRVV7jbl9XVvb29cXV3JzMzk2LFjtGrVqsztjh07BpT/u/RHMHjwYFatWkVWVhZBQUGkpqZSWFiIg4MD/fv3L7FtVXx+XI/i/y8p73exovNb+1x5lYlX0rp1a5KTkzl27Bhjx44tcxtrn3Bzc6NRo0bXdJ6q4O7uXubw6+qgYUcif3zXMuxMij7/rN81dA/lRlP/E9AqwHKd7r77buzs7EhNTWXhwoXlLuxhsVhYunSpMbxy0qRJJRaZgP8teBAaGlrmvGObNm0qtzpw6NChmEwmEhMT2bhxY4Vtvnz+sevZt7pcaYEU67yCVbmQSlmcnJyML8FlfWlLS0tj8+bNFR6jTZs2ODg4kJOTwy+//AKUrv708/OjoKCA9evXl/n+jVC/fn3GjBkDwNatW9m+ffs1H8saZpcVWOfl5bFu3bprPvb1slaTbt68+YqrUld1f+/du7exyMaSJUuM6qzyZGVl8eGHH5KVlVWl7SjLLbfcAkBsbKwRylzeloCAgDL3NZlM9O3bFyi6r2VVKkdFRXH06FGAUkHZH0nDhg2NhSt27txpDP/t06dPqXlQq+Lz43oU/wepsn4Xz58/X+aKxlbW67nW/mcNuENCQsrs6xkZGfz666/GttUdcouIiIhI3aYAUK5Lq1atmDp1KiaTieDgYF599VUOHz5sBHVms5nw8HDefvtt48tzz549GTlyZKlj9e3bF5PJRHp6OosXLzaGZmVlZfHTTz+xZs2acisMfXx8uOOOOwD44Ycf+Oabb0qEG3l5eURFRfHtt9/y9NNPV9m+1WX9+vW899577N27t8Sww+zsbDZv3kxgYCAA/v7+1doOZ2dno0rs+++/JyoqCovFgsViISIigjfffPOKw7ms8wACxpfgy6s/rYGf9f2aCAAB7rnnHrp3747FYuHLL79k/vz5hISElFgcprCwkFOnTvHDDz+UW8nStWtXANatW0dwcLBxj06dOsXbb79d6QU4qsP48eNp0qQJWVlZvP766+zcubNEYJWWlsb+/ft55513+OGHH0rtP3fuXKZOncrcuXOv+twmk4nHH38cLy8vMjIymDNnDsuWLePUqVNGlZXFYuHMmTOsWbOGp59+moMHD177xV6FTp06Gf3y448/JjAw0HhuZ86c4Z133qlweoKJEyfi5OREcnIyb7/9trGqsNls5tChQ7z//vtYLBbatGljhI1/VEOHDgWKgi3rdV4+/Beq5vPjejRt2tSYe/PLL780/gHKbDZz+PBh3nrrLRwdHcvdv1mzZkBRUBgdHX3V5+/bty+tWrXCYrEwf/58goKCjOs9efIk8+bNIy0tDRcXl5tq/lkRERERqZ00BFiu24gRI3B2dubrr7/m1KlTzJ8/H5PJhKurq7FCsNXAgQP5y1/+Umalg6+vL2PHjuWXX37hwIEDHDhwABcXF7Kzs7FYLNx7772EhoYai0Rc7t5776WgoIBNmzaxZcsWtmzZgpOTE7a2tmRlZRkBg3WuwaratzpYLBaCg4MJDg4GilbttbbFqlevXgwfPrza2/Lggw/y5ptvkpSUxOuvv25UH+bl5eHm5sb06dN5//33KzyGn5+fUVVVfP4/q8sDwRs9/5+VjY0NTz31FD/++CO//vorhw8f5vDhw0BRNZOdnR3Z2dnGipsmk4lBgwaVeg733HMPR48eJT09nffeew87Ozvs7OzIycnBwcGBJ598knnz5t3w64OiUOa5555jwYIFnD59ms8++4zPP/8cV1dX8vPzS6yGOmzYsCo/f/369Zk9ezaLFy8mJCSEX375hV9++QVbW1ucnZ1L3F8oqoyqKKSpSo899hhz5szh4sWLfPDBB9jb2xvP3MnJiUceeYRPP/0UKLkCK4CXlxdPPPEEH3zwASdOnODll1/G2dmZgoICIzj08fHhiSeeuKmnGaiM3r174+LiYnweNWzYsMz59aBqPj+ulY2NDVOnTuXDDz/k9OnTvPjiizg5OVFYWEh+fj4NGzbkoYceYtGiRWXu36lTJ2PRk9mzZ+Pm5masyPv444/Trl27Cs9va2vLP//5T95++23i4+NZsGAB9vb22NraGv+o4OTkxBNPPEHDhg2r9uJFRERERC6jAFCqxIABA/D39+e3334jODiYuLg4MjIySoR/M2fOvOKcX/fffz9NmjQhICCAc+fOAUXh0dixY+nZsyehoaHl7mtjY8ODDz7IwIED2bp1K5GRkaSkpJCfn4+npye+vr507ty5zDZcz77VYfjw4dSrV49jx45x9uxZUlNTyc3NxdPTk5YtWzJ48GD69+9/Q4aMtWvXjldeeYU1a9YQERFBbm4u9erVw9/fn4kTJ1aqgqd4oFdWuGedBzAtLQ13d3ej8qYm2NjY8Kc//YnbbruN33//nbCwMOLj48nMzMRsNuPp6UmzZs3o2LEjAwcOxMvLq9QxvL29efXVV1m9ejWhoaFkZmbi7OxMr169mDBhQo1eHxSFVbNnz2bPnj3s37+fkydPkpmZiZ2dHT4+PrRq1Yru3bvTu3fvajm/h4cHzz77LJGRkezdu9f4fcvOzsbZ2Rlvb2/8/PwYMmTIDb1XDRo04PXXX+enn34iMDCQlJQUHB0d6dGjB3fddVeJcLSsauRu3brx1ltv8fPPPxMaGkpycjK2trb4+vrSt29fbrvtthsWZlYn63x/1qruQYMGlRtqVsXnx/Xo06cPL7zwAuvWrSM6OprCwkIaNmxo/C5WtOq3ra0tzz//PKtWrSIsLIzU1FQyMjKAiherKs7Ly4vXX3+dzZs3c/DgQeLj4yksLKRx48b4+/tzxx13KPwTERERkRvClJqaem2zW4tUQkpKCrNnzyYpKQk/Pz+effZZowJEROSPZPv27Xz55Zc0atSI+fPn13RzRP6Q4uLieO2112q6GSJyHRYuXFjTTfhD0iIMUpPU/wQ0B6BUs/r16/PMM8/g4uJCREQEn3zySbVXfIiIVLX8/Hw2bdoEFFX6iYiIiIiI/JEoAJRq16xZM5544glsbW0JCgriiy++MObUExG5WZw8eZL//ve/REdHG8N9zWYzx48f5+233+bcuXPY2dlx22231XBLRUREREREro7mAJQbokuXLixZsqSmmyEiUq7c3FwCAgKMue1cXV3Jy8sz5nuztbXlkUcewdfXtyabKSIiIiIictUUAIqIiFBUrXzfffdx7Ngx4uPjSU9Px2Qy0bhxY/z8/Lj99ttp3rx5TTdTRERERETkqikAFBERoajib8KECUyYMKGmmyIiIiIiIlKlNAegiIiIiIiIiIhILaYAUEREREREREREpBZTACgiIiIiIiIiIlKLKQAUERERERERERGpxbQIiIiIiIjcMC+//DI2Njb4+PjUdFOkjomLi8NsNqv/iYhInaQKQBERERERERERkVpMAaCIiIiIiIiIiEgtpgBQRERERERERESkFtMcgCIiIiJyw8yZM6emmyBSpy1cuLCmmyAiIjVAFYAiIiIiIiIiIiK1mAJAERERERERERGRWkwBoIiIiIiIiIiISC2mAFBERERERERERKQWUwAoIiIiVWrx4sVMnTqVxYsX13RTREREREQErQIsIiJSZcxmM3v27GHfvn2cOnWKjIwMHBwc8PDwwMvLiw4dOuDn54efnx8mk6lG27pjxw4SExPp1KkTnTp1qtG2XI/z58+za9cuwsPDuXjxIpmZmdjZ2eHh4UGLFi3o3Lkzt9xyC/Xq1avppoqIiIiI1BgFgCIiIlUgPT2d9957jxMnThiv2dvbA5CQkEB8fDxHjx4FYNGiRbi6utZIO6127txJREQEwB8yAMzNzeWbb75h586dWCwWAEwmE87OzhQWFnLhwgUuXLhAYGAg33//PSNHjuShhx6q4VaLiIiIiNQMBYAiIiJVYOHChZw4cQJHR0cmTZrE4MGDqV+/PlAUVsXGxhIUFMTu3btruKV/fDk5ObzxxhvExsZiMpkYNGgQw4YNo23btkbomp2dzfHjxzl48CC7d+9m9+7dCgBFREREpM5SACgiInKdzp8/T2hoKACPPvoo/fr1K/G+o6OjMfT3vvvuw8ZGU/Bej6+++orY2Fjs7e154okn6NGjR6ltnJ2d8ff3x9/fn8mTJ7Ny5cob31ARERERkZuEAkAREZHrdObMGePnnj17VritnV35/+s1m83s3r2bffv2cfLkSbKysnBzc8Pb25tevXoxaNCgMueyCw4OJiAggJiYGDIyMnBzc6Nt27aMHDkSf3//Etvu2LGDzz//3PjzmjVrWLNmTYltli5dWuocgYGB7Nq1i5iYGNLT03FxccHLy4vu3bszePBgvL29y72uPXv2sHXrVuM+NWvWjLFjx9K3b99y9ylPbGwse/fuBeDee+8tM/y7XP369Xn00UdLvW42mwkLCyMwMJDY2FiSkpLIyMjA1dWVVq1aMWzYMG655ZYyj2m9j15eXixYsIBjx47x888/ExsbS0FBAS1atODOO++kW7duABQUFPDrr7+ye/duEhIScHBwwN/fnylTptCgQYNy256ZmcnmzZsJCgoiISGBgoIC6tevT9euXRk3bhyNGzeuxF0TERERkbpOAaCIiEgVSklJuaZQJi0tjQULFhhzCJpMJlxcXMjMzCQqKoqoqChsbW0ZM2aMsY/FYmHJkiUEBAQY+zg7O3Pp0iWCgoIICgpi1KhRTJs2zVh0xMHBAU9PTzIyMigsLMTR0REnJ6dy25WTk8Mnn3xCcHCw8ZqLiwu5ubnExMQQExNDVlZWucNr//vf/xIQEICNjQ2Ojo5kZ2cTHR3NRx99xLRp0xg9evRV3Sfrtbq5uTFy5Mir2vdySUlJvP3228afnZ2dsbe359KlS4SEhBASEsKIESP485//fMU2LVmyBAAnJydycnKIiori3Xff5R//+Af+/v68++67hIeHY29vj8lkIiMjgz179hAVFcWcOXPKnBMyJiaG+fPnk5aWBoCtrS22trZcuHCBgIAAdu3axcyZM68YOouIiIiIKAAUERG5Tq1bt8ZkMmGxWPj666+ZMWMGnp6eld6/oKCA+fPnExMTg4uLC1OmTKF///64uLhgsViIi4vjwIEDuLu7l9hv06ZNRiA2fvx4xo8fj6urKxkZGaxbt46NGzeydetWmjRpwu233w5A//796d+/P3PnziUiIoJx48YxefLkctu2aNEigoODsbOzY/Lkydx66614eHgAcPHiRQ4dOmQswnG5w4cPk5eXx8MPP8zgwYNxdHTkwoULfPbZZ0RGRvLDDz8wYMAA3NzcKn2vwsPDAejatSsODg6V3q8stra2DBo0iIEDB9KuXTtcXFwAuHTpEtu3b2f16tUEBATQuXPnUsO6rS5dusTSpUuZMGEC48aNw9XVlYsXL/Lpp58SHR3Nt99+S48ePTh//jxPP/20UZEZHBzMwoULSUxMZMOGDUyZMqXEcZOTk3nnnXfIyMhg6NChjBs3Dh8fH2xsbEhISGDVqlXs3buXTz/9lDfeeINGjRpd170QERERkdpNkxCJiIhcJ29vbwYPHgxAaGgo//znP3njjTf48ccfOXjwIKmpqRXuv2PHDmJiYrC1teXZZ59lxIgRRhhlMplo2rQpd955J4MGDTL2yc3NZe3atQCMHj2aKVOmGFVkbm5uPPDAAwwfPhyAtWvXkpeXd9XXFRISwqFDhwD4+9//zoQJE4zwD6BRo0aMGTOGsWPHlrl/ZmYmf/nLXxg5ciSOjo5A0b16/PHHsbOzIy8vr0Rl4ZUUFBSQkJAAQPPmza/6ei7XoEEDHnvsMfz9/Y37DeDh4cHEiRO56667ANi2bVu5x8jLy2PAgAHce++9xv1v1KgRjz/+OCaTiaSkJLZt28bMmTPp0aMHNjY22NjY0KtXL+644w4ADhw4UOq4K1asICMjg9tuu41HH30UX19fY+7Ixo0b8/e//x1/f39ycnLYuHHjdd8LEREREandVAEoIiJSBR555BHc3d3ZsmUL+fn5hIeHG9VqUBRYjRw5kmHDhmFra1ti3507dwIwYMAA2rVrV6nzhYaGkpWVhY2NDRMnTixzmzvvvJPt27eTkZHB0aNH6dWr11Vdk7VdHTt2LHcuvIo0bNiQgQMHlnq9fv36tGnThqioqBLzJ15JZmam8XNFVYMvv/xymaHrQw89RP/+/St9vh49erBy5Uqio6Mxm83lLt4yYcKEUq95eXnRuHFj4uPjad++PX5+fqW26dy5M6tWreLChQvk5OQYQ7Hz8vLYv38/AOPGjSu3fQMGDCAkJISjR49W+ppEREREpG5SACgiIlIF7OzsuP/++xk/fjyHDh0iIiKC2NhY4uLisFgsnDlzhiVLlrB//36eeeYZY/hqQUEBsbGxAJVa0MLq5MmTAPj6+pa5MAgUVbg1bdqUc+fOERsbe9UBYHR09FW3qzjr0Oiy1K9fH4CsrKxrOnZFLl26ZMybV1xZVZB5eXls27aNoKAgzp07R1ZWFoWFhSW2yc/PJzMzs9QQbAB7e3uaNGlSZjs8PDyIj4+nWbNmZb5ffJh4VlaWEQDGxsaSn5+PyWTiP//5T7nXWVBQABTNZSgiIiIiUhEFgCIiIlXI3d2dYcOGMWzYMACys7MJCQlh/fr1nDp1ivDwcFasWMGDDz4IFFW1WQOnhg0bVvo86enpwP+CtPI0aNCAc+fOcenSpau+FmuI5uXlddX7AhUuLmJvbw/8L8SqjOILZWRkZJS73YcffljizzNmzCgzaExNTWXu3LnEx8cbrzk4OODi4oKNjQ1ms9m4z7m5uWUGgJ6enuWGnNaKwfIC2uIVhcVDR2v1osViKTPIvNy1DO8uLj09vcL7WZXMZvMNOY+IlC8uLq6mm1AnWT//zGaznoHccOp/tY+Pj89V76MAUEREpBo5OzvTr18/evbsySuvvMK5c+fYuXMn999/f7lDSqVsdnZ2NG7cmISEhKsaOlyeb7/9lvj4eJydnZk2bRrdu3cvEfIlJCTwzDPPAJS70El1sP4l3d7enq+++qraz2exWBTMidQh+n2veXoGUpPU/+ouBYAiIiI3gIODAwMHDmTFihVkZmaSnp6Op6cnbm5u2NraUlhYSFJSUqXnALQGVSkpKRVul5ycDFBi8Y7K8vT0JDExkcTExKvet7p06tSJhIQEjh49Sl5e3jWvBFxQUEBQUBBQNDegdRGX4ipTfVcdrEOD8/PzSUtLu6oVpa+FyWS6YWG0vnSI1Dz941PNKP75p2cgN5r6n4ACQBERkRvGuhIuFFWzAdja2tK6dWuio6MJDg6mX79+lTpW69atATh37hypqallDjNNSUnh/PnzJba3sg5braiyrX379iQmJhIcHMz48eMr1a7qNmLECGNhk23btpW7AvGVpKenk5+fD5S+N1bFF3G5kdq0aWOEwsHBwdx6663Vej53d/cyhzdXBw07Eql51zJsTK5fXFycsaCUnoHcaOp/AqDoV0RE5DolJCSQkJBQ4TZms5l9+/YBRXPqFZ/PbsiQIQDs3bvXWHjjSrp27Yqrqytms5l169aVuc2aNWuwWCy4ubnRtWvXEu85OzsDFS/CYW1XZGQkBw8erFS7qlvr1q0ZMGAAACtWrCA4OPiajuPk5GSEoGWFUmlpaWzevPma23k9nJyc6Nu3L1D0DK3zEJan+OrIIiIiIiJlUQAoIiJync6cOcO//vUvFixYwN69e41ht1C0QMOxY8d46623jHDvtttuK7H/0KFDadOmDYWFhbzzzjsEBASQnZ0NFFXonTt3jh9++IFdu3YZ+zg6OjJp0iQAtmzZwvLly40gKCMjg2XLlvHbb78BcNddd5UaKmtdmTYkJMRYdOJy3bp1M1YO/vTTT9mwYUOJMOrixYusXbuWn3/++epu2HV65JFHaN26Nfn5+cyfP59FixYRHh5uVPRB0fDZ48eP89///te4l8U5OzvTtm1bAL7//nuioqKwWCxYLBYiIiJ48803a3S46pQpU3B3dycpKYnZs2cTGBhYYrGPpKQkduzYwezZs9myZUuNtVNERERE/hg0BFhEROQ62dnZYTabCQoKMuaVs7e3x97evlSF3ejRoxkzZkyp/WfNmsV7773HyZMn+e9//8uSJUtwdXUlLy/PCH6sKwdbjRkzhvj4eAICAtiwYQM///wzLi4uZGVlGUN7R44cyejRo0u1efDgwWzcuJH4+HieeOIJPDw8jJV5FyxYYGz32GOP8dFHHxEaGsry5cv58ccfcXFxoaCggNzcXABuv/3267l9V83JyYmXXnqJb775hp07d7J79252796NyWTC2dkZk8lU4h7Y2toycuRIevfuXeI4Dz74IG+++SZJSUm8/vrrRkial5eHm5sb06dP5/3337+h12bVsGFDnnvuOd5//30SEhL44IMPsLGxwcXFpUSfAOjRo0eNtFFERERE/jgUAIqIiFynHj16MG/ePIKDg4mKiuLs2bOkpKSQk5ODs7MzXl5etG/fnqFDhxpVZ5erV68e//nPf9ixYwf79u3jzJkz5OTk4O7uTuvWrenVq5cx9NXKZDLx5z//mZ49e7Jt2zZOnDhBVlYWbm5utGvXjpEjR9K9e/cyz+fj48Pzzz/P+vXrOXHiBOnp6WVWvDk7O/Pss8+yf/9+du3aRWxsLJmZmbi5udGsWTO6d+9e5gIa1c3R0ZFHH32UO+64g507dxIREcHFixfJyMjA3t6ehg0b0qJFCzp37syAAQPKXASlXbt2vPLKK6xZs4aIiAhyc3OpV68e/v7+TJw4scYXrGjZsiVvvfUW27dv59ChQ5w5c4bs7Gzs7e1p3rw5rVu3pkePHvTs2bNG2ykiIiIiNz9Tampq+bN/i4iIiIhUkbi4OF577bWaboZInbZw4cKabkKdpEUYpCap/wloDkAREREREREREZFaTQGgiIiIiIiIiIhILaYAUEREREREREREpBZTACgiIiIiIiIiIlKLKQAUERERERERERGpxRQAioiIiIiIiIiI1GIKAEVERERERERERGoxBYAiIiIiIiIiIiK1mAJAERERERERERGRWkwBoIiIiIiIiIiISC1mV9MNEBEREZG64+WXX8bGxgYfH5+aborUMXFxcZjNZvU/ERGpk1QBKCIiIiIiIiIiUospABQREREREREREanFFACKiIiIiIiIiIjUYpoDUERERERumDlz5tR0E0TqrIULF9Z0E0REpIaoAlBERERERERERKQWUwAoIiIiIiIiIiJSiykAFBERERERERERqcUUAIqIiIiIiIiIiNRiCgBFREREbkIXL15k6tSpTJ06lYsXL9Z0c0RERETkD0yrAItcQWZmJtu3byc4OJi4uDgyMzNxdnbG29sbf39/RowYQb169Wq6mTeV8PBw3njjDfz8/HjppZeq/XyzZs0iMTGxxGsmkwlnZ2caN25Mt27dGD16tJ4TkJyczI4dOwgLCyM+Pp6MjAxMJhPu7u40b96cjh070rdvX7y9vWu6qX8Y1v5udddddzF58uQK93nrrbc4duyY8eelS5dWW/tqm//+978EBAQAMHHiRO69994Kt9+0aRNZWVn07t2bli1blrnNxYsX2blzJ8AVn52IiIiIyB+RAkCRCuzfv58lS5aQkZEBFIVKLi4uZGZmcuLECU6cOMEvv/zCn/70J0aNGlXDrRVHR0ecnJwAMJvNpKenExsbS2xsLAEBATz99NO0a9euhltZM8xmMytWrGDTpk0UFBQYrzs5OWEymUhKSiIpKYng4GB+/PFH+vfvz4wZM7C1ta3BVv8x7d69m7vuuguTyVTm+0lJSYSFhd3gVtUOeXl57Nu3z/jz7t27ufvuu7GxKX9Aw6+//kpiYiJeXl7lBoCJiYmsWbMGUAAoIiIiIrWTAkCRcmzfvp2vvvoKi8VCy5YtmTx5Mt26dcPe3h6z2UxkZCRr1qwhPDycr7/+mqysLCZOnFjTza7Txo0bV+LLe3Z2Nnv37mXZsmVkZGTw4Ycf8u677+Lg4FCDrbzxzGYz8+fP58iRIwD06tWLkSNH0qFDByMwzcvL48SJEwQFBbFjxw727t3LI488ogDwKnl5eXHhwgUiIyPx8/Mrc5udO3disVjw8vIqVbkqFTt06BBZWVn4+fmRlpZGXFwcYWFhdO3ataabJiIiIiJyU9McgCJlOHXqFN988w0Wi4UePXrw6quv0qtXL+zt7QGwsbGhU6dOvPDCC4wYMQKAlStXqqrnJuPs7MyIESN48MEHAUhJSSEoKKiGW3XjrVy5kiNHjmAymfjLX/7CrFmz8Pf3N8I/AAcHBzp16sSDDz7I/PnzGTp0aA22+I9r0KBBAMZw0rLs3r0bgMGDB9+QNtUmO3bsAIruc2XutYiIiIiIFFEFoEgZVq5cSX5+PvXq1eNvf/sbdnZl/6qYTCamTp3K8ePHOXPmDMuXL2f27Nkltpk7dy4REREVzgtWmW2OHTtGQEAAx48fJz09HUdHR5o3b86QIUMYPHhwhUPgrmXfqVOnAvDiiy/SokUL1q1bR2BgICkpKbi4uNClSxfuvvvua5or7vDhwwQEBBAbG0tGRgaOjo54eHjQrFkz/P39GTZsWLnDJ6/FwIEDjWrO2NhY+vfvj9lsJiwsjMDAQGJjY0lKSiIjIwNXV1datWrFsGHDuOWWW0oda/369fz4449069aNf/3rXyXeu3TpEjNnzsRisdChQwf+/e9/l3g/JyeHxx57jMLCQt5++22aNm0KwOrVq1mzZo0xZ2JISAi//PILJ0+eJD8/Hx8fH4YPH87IkSOv+tpTUlLYtGkTAKNGjWLYsGFX3MfV1ZVHH320zPeOHz/OwYMHOX78OMnJyVy6dAknJyeaN2/OoEGDGDJkSJn9qfg8eUuXLuXkyZP89NNPREVFkZOTg6+vL2PHjmXAgAEAWCwWfv/9d3777TfOnz+PjY0Nfn5+3Hffffj6+pbb9ry8PLZt28bBgwc5f/48ubm5eHp64ufnx5gxY2jVqtUVr/96DBw4kPXr13PgwAGmTZuGo6NjifejoqKIj4+nWbNm5Q5HBa65f1qdOXOGjRs3EhERQWpqKiaTCQ8PD7y9venWrRu33nor7u7upfY7d+4cv/zyC2FhYaSlpWFvb0+zZs0YOHAgw4YNK7MitDr7b3HJyckcO3YMe3t7+vbtS2ZmJqtWrSIwMJDs7GycnZ3LbJfV559/zueff2782cvLiwULFpSaQ9T62WdV/HM5NzeXwMBAjhw5wtmzZ0lOTiYvLw9PT086duxYqT6WmprKr7/+SmhoKBcuXKCwsJD69evTokUL+vfvT58+fSr8PC/u0qVLvPPOO5w8eZLmzZvzr3/9S3OdioiIiEiZFACKXCY5OdkYKjl69GhcXFwq3N7Ozo477riDRYsWERMTQ0xMDG3atKmy9hQWFrJkyRK2b99uvObs7ExWVhYRERFERESwb98+nnzyyVJDW69nX6uUlBQ+//xzLl68aGyTlpbGnj17CA0N5dVXX72qEHDVqlWsXbvW+LOjoyMFBQXEx8cTHx9PYGAgQ4cOrdKhpw4ODri5uZGenk5WVhZQNA/b22+/bWzj7OyMvb09ly5dIiQkhJCQEEaMGMGf//znEseyDus8fvw4hYWFJdoZERGBxWIBICYmhtzc3BIBUFRUFIWFhXh6ehrh3+XWrVvHihUrjEVM8vLyOHXqFEuWLCEhIYEHHnjgqq59586d5OfnY2trWyVD1F977TXjZycnJxwcHMjIyCA8PJzw8HACAwN58sknK3x+hw8f5sMPP6SwsNC4xtjYWD799FPS09MZPXo0CxcuZO/evdja2mJnZ0dWVhZBQUFERUUxe/bsMvtcQkIC7777LvHx8UBRpa6DgwNJSUns3r2bvXv38vDDDzN8+PBS+1pD+OtduMbT05Nu3bpx5MgRAgMDjSo1K2u12pWq/661fwKEhISwYMECY65He3t77OzsSExMJDExkbCwMFq1alVq2OyuXbv44osvKCwsBMDFxYXc3FyioqKIiopi9+7dPP3007i6upbb7qruv8VZh0736NEDFxcXXFxc6NChA5GRkezbt6/Uc3V0dMTT05NLly5hsVhwdnYu8TlnDUDd3d3Jzs4mMzMTKHqGlx/Hav/+/UaIaJ0T1mKxGPd23759TJ8+vdzne/jwYT799FNycnKAov9/ODk5cfHiRRISEjh48CCLFi2q8B5bJSYm8vbbbxMfH0+HDh146qmnKrWfiIiIiNRNCgBFLhMeHm6EOL17967UPr169cJkMmGxWAgPD6/SAHDFihVs374dLy8v7rnnHnr16oWzszO5ubkEBQXx3XffERoayrJly/i///u/KtvX6ptvvsHLy4tXXnmF9u3bU1hYyJEjR1i8eDHp6en8+OOPzJw5s1LXcvHiRX766ScAxo8fz5gxY4wv2+np6Zw4cYJdu3ZVafUfFFXeWRdysX5BtrW1ZdCgQQwcOJB27doZQe+lS5fYvn07q1evJiAggM6dO9OvXz/jWG3atMHR0ZGcnBxiY2NLLCoSHh4OFIU12dnZHD9+vETIYn2/vLnhTp8+TVRUFHfffTejR4/G1dWVtLQ0vv76aw4ePMimTZu49dZbK6yAu5x1WHrr1q2rpDKoV69eDB48GD8/PyNAycrKYs+ePSxfvpzg4GA2bdrEHXfcUe4xFi1axKBBg7j33nuNgObLL78kKCiIFStWcOnSJQ4fPsxjjz1Gv379sLW1JSoqio8++oi0tLQy+1x2djbvvPMOCQkJ9OrVizvvvJMWLVpga2tLSkoKP//8M7/++itLliyhefPm1boYzJAhQzhy5Ag7d+4sEQDm5eWxf/9+bGxsGDRoENHR0eUe41r7J8DXX39NQUEB3bt354EHHjDC5pycHM6dO8eePXtKVcudOHHCCP/8/f2ZNm0ajRs3pqCggD179vD1119z/PhxvvjiC/75z3+W2ebq6L/F7dq1CyiqsrQaNGgQkZGR7Ny5s1QAeMcdd3DHHXcYFX4PPfRQmUPbX3vttRIVqh9//HG5bXB1deWOO+6gT58+tGzZEnt7eywWC/Hx8fz000/s3r2br776Cj8/P7y8vErse+LECT788EMKCgpo164df/rTn2jfvj02Njbk5eURFRXF77//Xqnqv3PnzjFv3jySk5Px9/fniSeeKFVtKiIiIiJSnOYAFLnM+fPngaKqGR8fn0rt4+zsTKNGjQA4e/ZslbUlISGBX375BVdXV1544QUGDRpkfHF3dHRkwIAB/POf/8RkMvHbb7+RlpZWJfsWZ2dnx3PPPUf79u2BomCiV69eTJo0CYCgoKASq8oCdOrUiaVLl5aqpIqJicFiseDj48OUKVNKVNq4u7vTo0cPZs6cWenhb5UVEBBghLrW4KdBgwY89thj+Pv7l6jy9PDwYOLEidx1110AbNu2rcSxbG1t6dChA/C/QM8qIiICgNtuu63C9zt16lRmO7Oyspg8eTJ33nmnEVR6enry2GOP4e7ujsVi4cCBA1d17db+3Lx586varzyzZs3illtuKTF81MXFhVGjRvHwww8DsHXr1gqP0bJlS6ZPn248fw8PD/72t7/h7OxMTk4OP/30E//3f//HoEGDsLOzw2Qy0bFjR/70pz8BZfe5jRs3kpCQQO/evXnyySdp3bq1UYVYv359HnroIUaMGIHZbGbdunVVci/K06tXL1xcXAgLCyM5Odl43TpUtWvXrlcMY6+1f6alpXHhwgUApk+fXqLS1MnJibZt2zJ16lTatm1bYr+VK1dSWFhIq1atmDVrFo0bNwaKfv+HDh3K9OnTjWsoL7isjv5rFRkZSXx8PK6urvTo0cN4vW/fvtjb23P8+HGj8rM69e7dmz/96U+0a9fOmBPWZDLh4+PDjBkz6Nq1K/n5+cZchcV9++23FBQU0KZNG1588UU6duxofNY5ODjQtWtXHn/88VLh7OViYmKYM2cOycnJ9O/fn1mzZin8ExEREZErUgAochlrpZiLi8tVBVHWQMS6f1XYtWsXFouFPn36lDvMtn379jRq1IjCwsISi5Bcz77FDR8+vMy5wqzVkfn5+SQkJFTqeqxfbLOzs8nNza3UPtfKbDaTkJDA6tWrWblyJQCNGzcuER5UxLpddHQ0ZrO5xHvWCr7iAV96ejrnzp2jSZMmxjx21sAPMCoGi+9/OXt7e26//fZSrzs4OODv7w9cfcB8eeVjWRYsWMDMmTNL/ffzzz9f1bms9ywxMZGUlJRyt5swYUKp15ycnEqEs8WrvKy6dOkClN3nrIHL2LFjy60gtR4zLCys1DN96aWXygytr4W9vT39+/fHYrEYVWvwv+G/VbHASnn908nJybj+8kL9y2VmZnLs2DGg6NmUNefpgAEDjH8Q2b9/f5nHqY7+a2W9d3379i3RvuKBYE0vBmIymejevTtQNEVAcXFxcUZwOmXKFCM8vFpHjx7lzTffJCMjgxEjRlQ4R62IiIiISHH6W6NIFbu8Mul6WL9E7t+/n+Dg4HK3s4Y8SUlJVbJvca1bty7z9fr16xs/W+fOupK2bdvi5uZGamoqs2fPZuTIkXTt2tWoNrpea9asKTHpf3FeXl7MmjWrxJdl64IRQUFBnDt3jqysLGP+M6v8/HwyMzNLhKBlzQNonf+vU6dO+Pr64uHhUWIewOLz/5U3BNLX17fEyrzFWe93Ze/11cjIyCgzLCorpC0sLGTnzp0cOHCA06dPk5mZWWafT0lJKdFHiiuvGtHDwwMoug9lhe/FK0aL34fk5GSj/3744YflBoDWoCw3N5f09PRSc71VpSFDhhAQEMDOnTuZOHGisYCFi4sLPXv2rNQxrqV/Ojo64ufnR3h4OPPmzWPUqFH06NGDli1blvsPGidPnjQqZDt37lxue7p06UJcXJwRZF+uuvpvbm6uUTl4+ZyK1tcOHjzIrl27uPvuu6u8gvhyycnJbN68mWPHjnHhwgWys7ON+2d1eQBu/Tx2cnIq9x8AruTgwYOsWLGCgoICJk6cyL333nttFyAiIiIidZICQJHLuLm5AUXD2cxmc6W/TKanpwNccdGQq5GamgoUVY9ZJ42vSF5eXpXsW1x5w9GKT6Z/eShRHldXVx577DEWLVrEmTNnWLJkCVBUPdmlSxcGDRpU6Qq9sjg6OhoBhMlkwsnJicaNG+Pv78+QIUNKXEtqaipz584tMWzQwcHBqPw0m83GM83NzS0RAJY1D6C1GtA6vNfPz48DBw4Y8wBeaf4/oNzwBDAqhip7r63c3NxISUmpMHi5fLXil156idOnT5faLicnh3nz5pWobrK3t8fd3d34PbEGiRVVeJY3/NUa3JUXzBX/XSx+H6x9HYrmyKuM8vp7VWnXrh1NmjQhPj6e6OhowsLCsFgs9O/fv9wFd4q7nv45ffp05s+fz7lz51i9ejWrV6/GwcGBjh07cssttzB48OASFWjWe2Zvb298/pWlQYMGwP8+6y5XHf0XioKv7OxsvLy8jOH3xXXv3h03NzcjZO3WrdtVn6OywsPDmT9/fonPVOsCLSaTiby8vDIrnK33uEGDBtccUC5btgyA/v37V3n4l56eXqXV6xW5vPpWRG6suLi4mm5CnWX9/DObzXoOcsOp/9U+lZ2urDgFgCKXsc6ZlZ+fT1xcXKUmrM/OzubixYsANGnSpMraYv2gvu+++8ocNlld+1an7t27M3/+fA4cOMCxY8eIiooiKSmJffv2sW/fPnr06MGsWbOu6UvyuHHjmDx5cqW2/fbbb4mPj8fZ2Zlp06bRvXv3EiFKQkICzzzzDECp6h47Ozvat2/P0aNHCQ8Pp127dqXm9+vUqRMHDhwgPDycrl27Gu9fa/XPtWratCkpKSmcOXPmuo+1du1ajh8/jq2tLQ888AB9+vQxQiEo6nPlLSZTnYoHCh999FGVLHZSFYYMGcKKFSvYuXOnEQBfafVfq+vpn97e3rzxxhsEBwcTEhJCVFQUZ8+eJTQ0lNDQUH7++Wdeeumlcis0bzbWob2JiYlMmzbtittWVwBYUFDAokWLyMnJwdfXl4ceeoj27duXmH9v+/btfPnll9Vy/gEDBrB3714OHDhA79696d+/f5Ud22KxKJgTqSP0u35z0HOQmqT+V3cpABS5TKdOnYwVfQ8dOlSpADAoKMj4En55wGNdiCA/P7/c/bOzs8t83cPDg7i4uHKH51bkevatbs7Oztx6663ceuutAMTHxxMQEMDGjRsJDg4mICCAUaNGVdv5CwoKCAoKAuChhx4qM5S50vxpfn5+RgA4bNgwzp49i4+PjxE+WYPAiIiIEvP/lbcASHXp3Lkzx44dIzY2ltTU1OsKx6zDMCdMmGAsdFJcZeecq2rWocNQNJT9ZgkABw0axMqVK/n9998pLCykSZMmxmI6FamK/mljY0OvXr3o1asXUFThtW/fPlasWEFCQgLffvst//jHP4D/3b/8/HwyMjLKrQK0LmhS1pyg1SUxMbHUYjoVOXToEFlZWVVaiW0VHR1t3IOnnnqqzLlVy6tAtVa1JicnX1VleXH33nsv9erVY+PGjSxatAiTyVRqBehrZTKZqn3otJW+dIjUrBv1uy6lFf/803OQG039T0ABoEgpDRo0oHv37gQHB7NlyxZGjRpV4ZfJgoICY7GEevXqlQp4rPsWXw20uJycHGOl1su1b9+eyMhIjhw5ctVfGq9n3xutSZMmPPDAA8TFxREcHEx4eHi1BoDp6elGIFveHIdXCh2sz/n48ePG8M7iz97X1xdPT09iYmI4evQohYWFeHh4VCpQrkpDhgxh7dq15Ofns27duitWUFXE2ofbtGlT5vvlLSRT3by9vfH09CQtLY3g4OBSK9zWlIYNGxoBLFS++q8q+ufl3N3dGT16NPn5+SxbtqzE/q1atTL+0ePYsWPlhkrW51tem6rDzp07sVgsNGvWjJdffrnCbV9++WUSExPZt28fI0aMMF4vb07I4opvY7FYytzH2v/d3NzKXVipvN8B6wI3OTk5REREVDjXYkUeeOABzGYzv/76KwsXLsTGxoZbbrnlmo5VnLu7+w0LdjXsSKRmXcuQMakacXFxxt/J9RzkRlP/E9AqwCJluvvuu7GzsyM1NZWFCxeWu7CHxWJh6dKlxvDKSZMmlVqR0brgQWhoaJnzjm3atKnc6sChQ4diMplITExk48aNFbb58jnermff6nKlBVKsc6NV5UIqZSm+UmpZX0bT0tLYvHlzhcdo06YNDg4O5OTk8MsvvwClqz/9/PwoKChg/fr1Zb5/I9SvX58xY8YAsHXrVrZv337Nx7KG2WUF1nl5eaxbt+6aj329rNWkmzdvvuKq1DeqvwPceeedjB07lrFjxzJkyJBK7XM9/fNafsdcXV3p2rUrABs2bCjzGHv37jWee1UOPa1I8VWU+/bti6ura4X/WYOwy1cDts79WdFzLz4/aFZWVpnbWPt/ZmZmmZV+YWFh5QaAPj4+Rgi4fPnyCivCr+Shhx5i9OjRFBYW8sknn3Do0KFrPpaIiIiI1B0KAEXK0KpVK6ZOnYrJZCI4OJhXX32Vw4cPG1/azGYz4eHhvP322wQEBADQs2dPRo4cWepYffv2xWQykZ6ezuLFi42he1lZWfz000+sWbOm3ApDHx8f7rjjDgB++OEHvvnmmxLhRl5eHlFRUXz77bc8/fTTVbZvdVm/fj3vvfcee/fuLbFwQ3Z2Nps3byYwMBAAf3//am2Hs7OzUSX2/fffExUVhcViwWKxEBERwZtvvnnFYWrWeQABYmJigNLDe62Bn/X9mggAAe655x66d++OxWLhyy+/ZP78+YSEhJRYyKCwsJBTp07xww8/lFuhYw2J1q1bR3BwsHGPTp06xdtvv13pBTiqw/jx42nSpAlZWVm8/vrr7Ny5s8TQ+rS0NPbv388777zDDz/8UGr/uXPnMnXqVObOnVul7fLz8+OBBx7ggQceKDFfYkWup38eP36cl156ic2bNxMfH29MTVBYWEhwcDBr164FSv+O3X333dja2nLy5Enef/9947OioKCAHTt28MUXXwDQp0+fG1ZhGRERwYULF4Ciz9ErsQaA0dHRJfpws2bNAAgMDCw33GvSpIkxXcOOHTvK3KZ9+/Y4ODhgsVj45JNPjLbl5+eze/duPvjgA1xdXctt30MPPYStrS0xMTG88cYbREZGGs8xLy+PI0eOsGDBgnKnhChu2rRpjBw5ksLCQj7++GNjyLiIiIiISHk0BFikHCNGjMDZ2Zmvv/6aU6dOMX/+fEwmE66ursYKwVYDBw7kL3/5S5nDxnx9fRk7diy//PILBw4c4MCBA7i4uJCdnY3FYuHee+8lNDTUWCTicvfeey8FBQVs2rSJLVu2sGXLFpycnLC1tSUrK8v4gm/98lpV+1YHi8VCcHAwwcHBQNGqvda2WPXq1Yvhw4dXe1sefPBB3nzzTZKSknj99deNyqi8vDzc3NyYPn0677//foXH8PPzM4Z3Fp//z+ryQPBGz/9nZWNjw1NPPcWPP/7Ir7/+yuHDhzl8+DBQVG1mZ2dHdna2sUKryWRi0KBBpZ7DPffcw9GjR0lPT+e9997Dzs4OOzs7cnJycHBw4Mknn2TevHk3/PqgKDR77rnnWLBgAadPn+azzz7j888/x9XVlfz8/BKrsg4bNqxG2ng1rqd/nj59mqVLlwJFQbWTkxOZmZnG73uTJk148MEHS+zTtm1bpk+fzhdffMGRI0c4cuQILi4u5ObmGv2iffv2TJ8+vZquuDRrENe0adNKDZ1v164d9evXJyUlhR07djBlyhSg6Hnv3buXqKgo/v73v+Ph4YGtrS0NGjQwVsB2dHRk4MCB7Ny5k++//55Vq1YZQ2Jvv/12xowZg6urK/fddx/ffvstYWFhPP300zg7O5OXl0dhYSEtW7Zk6NChxr2/XNu2bZk5cyYLFy4kOjqaOXPmYG9vj6OjY4n/p1R2jrz/+7//w2KxEBAQwEcffcQ///nP61pFXURERERqNwWAIhUYMGAA/v7+/PbbbwQHBxMXF0dGRkaJL2gzZ8684kTs999/P02aNCEgIIBz584BReHR2LFj6dmzJ6GhoeXua2Njw4MPPsjAgQPZunUrkZGRpKSkkJ+fj6enJ76+vnTu3LnMNlzPvtVh+PDh1KtXj2PHjnH27FlSU1PJzc3F09OTli1bMnjwYPr371+pObuuV7t27XjllVdYs2YNERER5ObmUq9ePfz9/Zk4cWKlvoQXD/TKCves8wCmpaXh7u5uVCLVBBsbG/70pz9x22238fvvvxMWFkZ8fDyZmZmYzWY8PT1p1qwZHTt2ZODAgXh5eZU6hre3N6+++iqrV68mNDSUzMxMnJ2d6dWrFxMmTKjR6wPw8vJi9uzZ7Nmzh/3793Py5EkyMzOxs7PDx8eHVq1a0b17d3r37l2j7ayMa+2frVu3ZubMmRw7doyYmBhSU1PJyMjA2dmZpk2b0qdPH0aNGlVi5VqrwYMH06pVK3755RfCwsJIS0vD0dERX19fBg4cyLBhw0pNcVBdcnJyOHjwIFC56j8oCq779OnDli1b2L17N/feey82NjZ06tSJJ598kk2bNnH69GlSU1NLrZwM8PDDD9OwYUMOHjzIhQsXSExMBEoOCb799ttp2LAhGzdu5OTJk5jNZnx8fOjbty933HEH+/btq7CNffr04Z133mHTpk2EhISQmJhIfn4+3t7etGzZkn79+pUYjnyl63344Ycxm81s376dDz/8kCeffLLaK6hFRERE5I/JlJqaWvpvwSJSoZSUFGbPnk1SUhJ+fn48++yzRoWOiIiIlC0uLo7XXnutppshUmctXLiwpptQZ2kRBqlJ6n8CmgNQ5JrUr1+fZ555BhcXFyIiIvjkk08qPWxLRERERERERORGUgAoco2aNWvGE088ga2tLUFBQXzxxRdlDisTEREREREREalJmgNQ5Dp06dKFJUuW1HQzRERERERERETKpQpAERERERERERGRWkwBoIiIiIiIiIiISC2mAFBERERERERERKQWUwAoIiIiIiIiIiJSiykAFBERERERERERqcUUAIqIiIiIiIiIiNRidjXdABERERGpO15++WVsbGzw8fGp6aZIHRMXF4fZbFb/ExGROkkVgCIiIiIiIiIiIrWYAkAREREREREREZFaTAGgiIiIiIiIiIhILaY5AEVERETkhpkzZ05NN0GkVlq4cGFNN0FERG5iqgAUERERERERERGpxRQAioiIiIiIiIiI1GIKAEVERERERERERGoxBYAiIiIiIiIiIiK1mAJAERERERERERGRWkwBoIiI1ApTp05l6tSphIeHX/exduzYwdSpU5k1a1YVtExqs8WLFzN16lQWL15c000RERERESmXXU03QEREZPHixezatavU6yaTCScnJ7y9venWrRu333479erVu/EN/IO4ePEiTz31FF5eXixYsOCGnjs1NZWAgABCQ0NJSEggOzsbV1dXmjRpQo8ePRg+fDiurq43tE0iIiIiIlJEAaCIiNw0bG1tcXNzM/5cWFhIRkYGp06d4tSpUwQEBPDss8/Srl27Uvv6+PgA4ODgcMPaK0U2b97M8uXLycvLA8DGxgZnZ2cuXbpEWloakZGR/Pzzzzz88MP069evhltbterVq4ePj4+CaRERERG5qSkAFBGRm0b79u156aWXSryWl5dHUFAQX3/9NRkZGSxatIh33nkHk8lUYrt58+bdyKbK/7dq1SrWrl0LQKdOnbjzzjvp2LEjtra25Ofnc+zYMVauXMmpU6f45JNPyM7OZtiwYTXa5qo0ZcoUpkyZUtPNEBERERGpkOYAFBGRm5qDgwP9+/fnoYceAiAhIYHz58/XcKsE4MiRI/z0008AjBgxghdeeIHOnTtja2sLgL29PT169ODVV1+lR48eWCwWvvnmG06dOlWTzRYRERERqXNUASgiIn8ILVq0MH7Ozc0t9f7UqVMBePHFF+nUqVOJ9xITE9mwYQNhYWEkJSVhsVjw8PCgYcOGdOnShaFDh+Ll5VXuuaOjo1m/fj3Hjx8nJycHb29vBg4cyLhx47CzK/9/pcHBwQQEBBATE0NGRgZubm60bduWkSNH4u/vX+Y+c+fOJSIigrvuuovx48ezYcMG9u/fz8WLF3FycqJTp05MnjwZX1/fCu9XWSIjI9m8eTPR0dGkpaVhb2+Ph4cHTZo0wd/fn+HDh1/VEOrly5djsVho3rw506ZNK1WVaWVnZ8djjz3Gc889R1paGqtWreKpp56q8us2m83s2LGDffv2cfr0abKysnBzc6N9+/bcdtttpfoFQHh4OG+88QYAS5cu5dy5c6xbt45jx46RmZlJgwYN6Nu3L5MmTcLJyanU/tb5KwcPHsyMGTNKvDdr1iwSExN59NFHGTBgAD///DN79+7l4sWLODo60qFDByZPnkzLli3Lvaa4uDjWrFlDWFgYWVlZ1K9fn969ezNp0iQOHTrE559/XiNzPoqIiIjIH4sCQBER+UM4ffo0ULQwSKNGjSq938mTJ3njjTfIzs4GiuYZdHR0JCkpiaSkJKKiomjQoEG5w1J37drFF198gdlsxtnZmfz8fM6dO8eKFSs4efIkTzzxRKl9LBYLS5YsISAgwGizdU68oKAggoKCGDVqVIWhWX5+Pm+++SbR0dHY2dlhb29Peno6Bw4c4PDhw8yaNYtu3bpV+j5s376dr776CovFAvxvrsQLFy5w4cIFQkJC6NGjB40bN67U8aKiojhz5gwA48ePN6r+yuPq6sro0aNZuXIlwcHBJCcn06BBgyq77rS0NBYsWMCJEyeA/y0gk5aWRmBgIIGBgdx5553cfffd5bbx6NGjLFiwgLy8PFxcXCgsLOTChQts2LCBiIgIXnrppQoD3/Lk5OTw+uuvExsbi729PSaTiYyMDIKCgjh69Cgvvvgibdu2LbVfeHg47777rjG3opOTEykpKWzcuJGgoCBGjhx51W0RERERkbpJAaCIiNzU8vPzOXz4MN999x0AgwYNwt3dvdL7L1u2jOzsbNq0acPDDz9Mq1atMJlM5OXlER8fz/79+/Hw8Chz30uXLvHll18yYsQIJk2ahKenJ5mZmaxatYotW7Zw8OBBQkJCSlXzbdq0yQj/xo8fz/jx43F1dSUjI4N169axceNGtm7dSpMmTbj99tvLPHdAQAAFBQXMmDGD/v37Y2dnx+nTp/niiy+IjY3l448/5u23367U4hO5ubl89913WCwWhgwZwuTJk42Kx6ysLE6dOsXu3buvKtwKDw8HioK2Xr16VWqf3r17s3LlSiwWC5GRkQwYMKBKrruwsJAPPviAEydO0KFDB+655x7atWuHvb09GRkZbN26lbVr17J27VqaN29O3759y2zfxx9/TM+ePZkyZQqNGjUiJyeHLVu2sGLFCqKjo/n999+vKXRbvXo1zs7OPPvss3Tt2hWA48eP8+mnn5KcnMzSpUt59dVXS+yTnp7ORx99RF5eHi1atOAvf/kLbdq0wWw2c+TIEb788ktj7kURERERkSvRHIAiInLTOH78ODNnzjT++9vf/sYjjzzCRx99hIODA3feeSd/+ctfruqY0dHRQNEQ4datWxsVdw4ODrRo0YJ777233AArLy+PwYMHM23aNDw9PYGiSrZp06bRvHlzAPbv319in9zcXCOYGT16NFOmTMHV1RUANzc3HnjgAYYPHw7A2rVrjequy2VlZfHII48wePBgI5hr0aIF//rXv3B3dycrK4uNGzeW2KdRo0YsXbq01HDQs2fPkpOTg6OjI9OnTy8x3NnFxYVOnToxffp0GjZsWMGdLOncuXMANG7cuMyhsWVp2rSpcS3W/S93Lde9e/dujh8/Tps2bXjuuefo1KkT9vb2QNE9L175V1Fo1rp1ax5//HGjwtTJyYkJEybQvXt3oPSzrqz8/Hyef/55/P39sbGxwcbGho4dOxrzWp44cYLExMQS+2zZsoX09HRcXV3517/+RZs2bYCiFZZ79uzJE088YVS1ioiIiIhciQJAERG5aRQWFpKWlmb8l5GRYbyXnZ1NZmYmBQUFV3VMZ2dnAFJTU6+pTRMmTCjzdWtoePbs2RKvh4aGkpWVhY2NDRMnTixz3zvvvNMYBnr06NEyt/Hy8mLgwIGlXndzczOq0A4cOFCpa7Deg8LCQtLT0yu1z5VkZmYa7aksGxsbIwwt/myLu5br3rFjBwC33XZbuXMYWo955syZcvvC+PHjyxyS3bt3b6D0s66sW265pcyh1T179jTOd/mxAwMDARg6dKgRPhfXoUMH/Pz8rqk9IiIiIlL3aAiwiIjcNPz8/HjppZeMP1ssFrKysjh+/Dg//vgjW7Zs4fjx47z00kuVrjrr3r07O3bsYPHixRw/fpzevXvTpk2bSg13dXNzw9vbu8z36tevD/wvCLM6efIkAL6+vuUOz23QoAFNmzbl3LlzxMbGllmB6OfnV+78gNbgJzEx0VhcpCJNmjShSZMmxMfHM3v2bEaNGoW/vz++vr7lnqOmXO11m81mYmJiAPj2229ZtmzZFc+RlJRU5rOxVtldzjpXYVZWVmUuodLHtbOzw8PDg7S0tBL9qKCgwKiQ7NChQ7nH7dixozEUW0RERESkIgoARUTkpmUymXB1daVHjx60aNGCF154gZMnT7J58+Zyq+su96c//Yn4+HiioqL45Zdf+OWXX7Czs6Nt27b07t2bYcOGGRVyl6soZLQOMS0sLCzxurXCzhoQlqdBgwacO3eOS5culfl+RfsXXzwjPT39igGgjY0Nf/vb3/jggw+4ePEiy5YtY9myZbi4uODn50f//v3p168fNjaVHxhwpUq+spjNZiPosu5/uau97oyMDPLz86+qLeUNuy6vH5T3rCvravtRRkYGZrMZqPh+XKmPVVZ6evpVPcfrYb0uEal6cXFxNd0EqYD1889sNutZyQ2n/lf7+Pj4XPU+CgBFROQPoUGDBnTr1o39+/ezb9++SgeA7u7u/Pvf/+bYsWMEBwcTGRnJ6dOniYyMJDIykp9//pnnnnvOmNOvtmrTpg3vvPMOhw4d4ujRo0RFRREfH2+sSrxp0yZeeOGFq5rPDyAhIYGcnJxK7Xf+/HljCLevr++1X0wxxQOl//znP7Rr165KjluXWCwWBXMitYB+j/849KykJqn/1V0KAEVE5A/DukjFhQsXrnrfLl260KVLF6BoPsFDhw6xfPlyUlNT+eKLL5g9e3aVtNG6QnFKSkqF2yUnJwOUuwJxRfsXf+9qVkR2cHBgwIABxuq7ycnJ7Nq1i9WrVxMTE8OaNWu4//77K3Wszp07s2rVKiwWC0FBQWXO23e5Q4cOAUWVneXNX3e11+3m5oaNjQ1ms5mkpKRaEQAWv6aK5q681nktL2cyma6q+vN66EuHSPW5Ub/Hcm2Kf/7pWcmNpv4noABQRET+QKwBkK2t7XUdx9nZmcGDB+Po6MiHH35IbGxspavYrqR169ZA0Sq3qampZc41l5KSwvnz50tsf7mIiIhyz2F9z8vL66oW4bhcgwYNmDhxIqmpqWzZsqXCc16uQ4cONGvWjLNnz7Jhwwb69etX4XPJzMxky5YtQNG8jMWH8xZ3tddtZ2dHmzZtiI6O5vDhw/Tr16/S13CzsrOzw9fXlzNnzhAZGWksQnK5q3leFXF3d7+qIPl6aNiRSPW5luFgcuPExcVhNpuxsbHRs5IbTv1PQKsAi4jIH0R6erqxYm55odnlCgsLK6w4ss6/ZrFYrnl+t8t17doVV1dXzGYz69atK3ObNWvWYLFYcHNzo2vXrmVuk5iYyN69e0u9npmZSUBAAAB9+/atVJuutHKy9T5Y59KrrClTpgBFK+t+8803WCyWcs+/aNEi0tLSsLOz45577in3mNdy3UOHDgVg3759REVFVdjmyxdtuVn16dMHgJ07d5Y5T2R0dHSVBYAiIiIiUvspABQRkZuaxWLh5MmTfPDBB8YCG7fddlul9k1OTubZZ59l/fr1nDlzxggDLRYLkZGRfP/99wC0bdu23EUprpajoyOTJk0CYMuWLSxfvtwInTIyMli2bBm//fYbAHfddRcODg5lHsfFxYUvv/yS3bt3GwHemTNnmDdvHmlpabi4uDB27NhKtWnv3r3MmTOH7du3k5iYaLyen5/Pnj172LZtG1BUmXc1evTowYQJEwAICAjgzTffJDw83LjPBQUFBAcHM3v2bIKDgzGZTEydOpWWLVuWe8xrue6hQ4fSoUMHCgsLeeedd/j111+NvgJFod/hw4f5+OOP+eSTT67qGmvK6NGjjUVO5s2bZ6wubTabCQ4O5v333y930RIRERERkctpCLCIiNw0jh8/zsyZM0u8lp2dbazaajKZuPvuu+nVq1elj3nhwgV+/PFHfvzxR2xtbXF2diY7O9uo+PP09GT69OlVdxHAmDFjiI+PJyAggA0bNvDzzz/j4uJCVlaWUSU3cuRIRo8eXe4xRowYQUREBIsWLeLLL7/E3t6erKwsoKhi7/HHHy9zeHFZrIFnZGQkUDQXoIODA5mZmUZ72rVrZwSXV+O+++7D3d2dlStXEh4eTnh4ODY2Nri4uJQ4vouLCw8//LAx/2BVXretrS2zZs3io48+IiwsjG+//ZbvvvsOZ2dnzGYzOTk5xrbWeSBvdu7u7sycOZP33nuPU6dO8e9//xsnJyfMZjN5eXn4+PgwfPhwvv/+e6OCU0RERESkPAoARUTkplFYWEhaWlqJ1xwcHGjSpAkdO3Zk5MiRlR7+C1C/fn1mzZrFsWPHiI6OJiUlhUuXLmFvb0/z5s3p3r07t99+e5XPf2Yymfjzn/9Mz5492bZtGydOnCArKws3NzfatWvHyJEjr1htZ29vzwsvvMCGDRvYt28fiYmJuLu706lTJ+666y6aNWtW6fb06tWLv/71r4SFhXHq1ClSU1PJysrC1dWV5s2b079/f2699dZrnltx7Nix9OvXj99++42QkBAuXLhAdnY27u7uNGnShO7duzNixIhKzVd4rdft5ubG888/T2BgILt37yYmJob09HRMJhPe3t60aNGCbt26/aHmCOzSpQtz5sxhzZo1hIWFkZ2dTf369enTpw+TJk3i999/B4rCVRERERGRiphSU1PLnrBHREREbri5c+cSERHBXXfdxeTJk2u6OTdMXb3u67Fw4UL27NnD0KFDefTRR2u6OZUSFxfHa6+9VtPNEKmVFi5cWNNNkApoEQapSep/ApoDUEREROQPJyEhgYMHDwKUu5CMiIiIiIiVhgCLiIiI3IR27NhBUlIS/fv3x9vbG1tbW/Ly8jhy5Ajfffcd+fn5NG7cmFtuuaWmmyoiIiIiNzkFgCIiIiI3oeTkZFavXs3q1auNhVWysrKMVZY9PDyYOXMmdnb665yIiIiIVEx/YxQRERG5Cd1yyy3k5OQQHh5OcnIyGRkZODg40LhxY2MBGw8Pj5pupoiIiIj8ASgAFBERuYm89NJLNd2EGlFXr7sivr6+/OlPf6rpZoiIiIhILaBFQERERERERERERGoxBYAiIiIiIiIiIiK1mAJAERERERERERGRWkwBoIiIiIiIiIiISC2mRUBERERE5IZ5+eWXsbGxwcfHp6abInVMXFwcZrNZ/U9EROokVQCKiIiIiIiIiIjUYgoARUREREREREREajEFgCIiIiIiIiIiIrWY5gAUERERkRtmzpw5Nd0EkVpn4cKFNd0EERG5yakCUEREREREREREpBZTACgiIiIiIiIiIlKLKQAUERERERERERGpxRQAioiIiIiIiIiI1GIKAEXkDyM8PJypU6cyderUKjum9Xjh4eGVPtfq1auZOnUqc+fOrbJ21CUFBQWsW7eO559/nkceecS4zxcvXqzpptVZ19unZ82axdSpU9mxY0cVt+zGnnfx4sVMnTqVxYsXV/pcFy9eVB8WERERkZueVgEWkRvObDazZ88e9u3bx6lTp8jIyMDBwQEPDw+8vLzo0KEDfn5++Pn5YTKZarq5tUJ4eDhvvPFGqdednJxwdnamYcOGtGrVim7dutGjRw9sbKrv34e++eYbfvvtNwDs7e3x9PQEqNZz1nZ5eXns2LGDw4cPc+bMGdLT03FycqJhw4Z06dKFYcOG4ePjU9PNLNfJkycJCAggMjKSpKQkzGYzHh4eeHp60rp1azp16kSXLl1wc3Or6aaKiIiIiPwhKQAUkRsqPT2d9957jxMnThiv2dvbA5CQkEB8fDxHjx4FYNGiRbi6uhrbOTg4VHmIYT2eg4NDpfdxd3fHx8eHhg0bVmlbbhR3d3cjbMvPzyc1NZWUlBSio6PZunUr9evXZ+rUqdxyyy1Vfu7s7GyjguqBBx5gzJgxCnmvU3h4OIsXLyYpKcl4zcXFhezsbE6dOsWpU6f49ddfGTt2LPfdd99Nd7/XrFnDmjVrsFgsAJhMJlxdXUlLSyMpKYmYmBi2bdvGgw8+yJgxY0rs6+3tjb29PS4uLlXSlnr16uHj40O9evUqvY+tra3xOWJra1sl7RARERERqWoKAEXkhlq4cCEnTpzA0dGRSZMmMXjwYOrXrw9Abm4usbGxBAUFsXv37lL7tm3blnnz5lVpe67leKNHj2b06NFV2o4bafbs2TRq1Mj4s9ls5uzZs4SEhLB582ZSUlL48MMPufvuu7nzzjur9Nznz5+nsLAQgOHDh990YdQfzZEjR3j//fcpKCjA29ubu+++m169euHk5ITFYiEmJoZffvmFAwcOsGHDBlJTU5kxY0ZNN9uwd+9eVq9eDcAtt9zC+PHjadGiBXZ2dlgsFuLj4wkNDWXPnj1l9pUXXnihStszZcoUpkyZclX7NGjQoMo/l0REREREqpoCQBG5Yc6fP09oaCgAjz76KP369SvxvqOjozH097777tOQ0BvExsaGFi1a0KJFC0aMGMHHH39MaGgoq1evpk2bNvj7+1fZufLy8oyfnZycquy4dVFycjKLFi2ioKCANm3a8Nxzz5WohDOZTLRt25Z//OMfrFu3jhUrVrBr1y7at2/PiBEjarDl//Prr78C0L17d5544okS75lMJnx8fPDx8eG2224r0XdEREREROTqKAAUkRvmzJkzxs89e/ascFs7u9IfT8XnsVu6dGmZ+2VlZbF161aCgoKIj48nLy+PevXq4evrS9++fenXr1+J4b7WRT5efPFFOnXqVKnrWL16NWvWrMHPz4+XXnqpxHuZmZkcOHCAkJAQzp8/T0pKCoWFhdSvX58uXbowbtw4GjduXOZx586dS0REBHfddRd33nkn27Zt4/fffycuLg47Oztat27NxIkT6dy5c6XaeS1cXFz4xz/+wQsvvEBSUhIrV64sNwBMTU1l48aNHDlyxJi3zcvLi+7duzNu3LgSwyh37NjB559/XmL/4gus3HXXXUyePLnE+wcPHmTHjh3ExsaSkZGBi4sLrVu3Zvjw4fTp06dUey5evMhTTz0FwPz587G1teWnn37iyJEjpKWl4eHhQY8ePZg8ebIx7+DlIiMj2bx5M9HR0aSlpWFvb4+HhwdNmjTB39+f4cOHlzlc/GruRVXZsGGDMX/mzJkzKxwGO3HiRCIjIwkJCWHVqlUMHjz4qoa9WywWfvvtN7Zv3865c+dwcHCgZcuWjBs37roCYutnQo8ePa64bVntnTVrFomJiTz66KMMHTq0zP0CAwPZtWsXMTExpKen4+LiYjybwYMH4+3tbWy7ePFidu3axeDBgytdKXl5v7u8ujYsLIzAwEBiY2NJSkoiIyMDV1dXWrVqxbBhw8odam/9nfHy8mLBggVER0ezfv16jh8/Tk5ODt7e3gwcOJBx48aV+XkpIiIiIlKc/sYoIjUiJSWl3CDsWkVHR/P++++TlpYGFM3H5ezsTHJyMhcvXiQ4OJgWLVrQsmXLKj1vcb/++itr1qwpcf68vDwSEhJISEhg9+7dPPnkk3Tt2rXcYxQWFrJgwQKCg4OxtbXF3t6erKwsjh07Rnh4OE888QS9e/eutmtwdnbm9ttv5/vvvyc2Npa4uLhScy8GBwfzySefkJOTA/xvHsfz589z/vx5du3axdNPP03btm2BovDG09OTgoICMjMzAUqEcI6OjsbPOTk5fPLJJwQHB5doU3p6OiEhIYSEhDBkyBAeffTRcocQnzlzhi+++MJYDMNisZCcnExAQABHjx7ltddeKzG/JMD27dv56quvjLnorIHThQsXuHDhAiEhIfTo0aNUv73ae1GcNQQtKwCtSEFBgTGX4sCBA0uETuWZNGkSISEhXLp0iUOHDjFgwIBKnctsNvPJJ59w4MABoKhi1M7OjrCwMMLCwnjooYcq3e7ypKamXvcxLldWP3JxcSE3N5eYmBhiYmLIysqqkvaXJykpibffftv4s7OzM/b29ly6dMnoyyNGjODPf/5zhcfZtWsXX3zxBWazGWdnZ/Lz8zl37hwrVqzg5MmTpaonRUREREQupwBQRG6Y1q1bYzKZsFgsfP3118yYMaPcSqyrdfHiRd59910yMzNp2rQp999/P127dsXOzo6CggJiYmLYvXt3tVfK1KtXj7vvvpuePXvSrFkzbG1tMZvNnD59mhUrVhASEsKnn37K/Pnzyx0Cu23bNkwmEzNnzqR3797Y2dlx+vRpFi5cyNmzZ/n666/p2bNntQ6R7t69O99//z1QVBVXPAA8deoUH374IQUFBYwbN45Ro0bh5eWFxWLh7Nmz/PDDD4SGhvL+++8zb948nJ2d6d+/P/379y9Rxfnxxx+Xee4vvviC4OBgmjVrxr333kuXLl1wdHQkOzub3bt3s3z5cnbu3Imvry933HFHmcf47LPPaNmyJQ899BDNmzcnPz+fPXv28PXXX3PhwgU2bNhQYq633NxcvvvuOywWC0OGDGHy5Ml4eXkBRVWlp06dKrP/XMu9qAoxMTHk5uYCVDoM7tChA+7u7qSnpxMeHl7pAPDnn3/mwIEDmEwm7rrrLsaMGYOzszOpqal8//33fP/999e8+EWbNm2IiIhgy5YtdO3aFT8/v2s6TlkWLVpEcHAwdnZ2TJ48mVtvvRUPDw+g6PPi0KFDRthbXWxtbRk0aBADBw6kXbt2RpXmpUuX2L59O6tXryYgIIDOnTuXmhLB6tKlS3z55ZeMGDGCSZMm4enpSWZmJqtWrWLLli0cPHiQkJCQKh2qLyIiIiK1jybYEpEbxtvbm8GDBwMQGhrKP//5T9544w1+/PFHDh48eF1VQD/++COZmZl4eXnx73//mx49ehhhjZ2dHR06dODPf/4zvr6+VXEp5RoxYgR33nknLVu2NEIRGxsbWrVqxaxZs/D19SU9PZ2DBw+We4zMzEyefPJJ+vXrZ1xDixYt+Otf/woUVU9GRUVV63X4+PgY57548WKJ97799lvy8/O5//77uf/++2nUqBEmk8mYS/Cpp56iefPmpKamsn379qs6b3h4OPv376dRo0a8+OKL9OrVy6gOdHZ2ZtSoUTzyyCNA0RDYgoKCMo9Tr149nnnmGZo3bw4UVeXdeuutDBs2DID9+/eX2P7s2bPk5OTg6OjI9OnTjfAPiqrGOnXqxPTp00ut/Fyd96Ii586dM36+morWFi1alNq/Irm5uaxfvx6AsWPHctdddxkhZr169Xjsscfo2LHjNc/Pd+edd2JjY0NWVhZz587l2Wef5csvvyQgIIBTp05hNpuv6bghISEcOnQIgL///e9MmDDBCP8AGjVqxJgxYxg7duw1Hb+yGjRowGOPPYa/v3+JIdoeHh5MnDiRu+66CygK/cuTl5fH4MGDmTZtmvEPJq6urkybNs3o35f3ZxERERGRyykAFJEb6pFHHmHcuHHY29tTWFhIeHg469ev58MPP+Qf//gHL774Itu2bTNWiq2MnJwcI1C76667cHNzq67mXxc7Oztj6G9FAV7Hjh3p2LFjqddbt25NgwYNgKLAqjqZTCZjiGxGRobx+oULF4iIiMDR0ZFRo0aVua+dnR19+/YFMBZ9qazff/8dgKFDh+Lu7l7mNn379sXe3p6MjAxOnjxZ5jZjx441huIWZ62Wu3jxojFkFzBCrcLCQtLT0yvV1qq4F0uXLmXp0qVXNfwXMIZRA1fV363bFn+mFQkNDSU7OxtbW9syqy1tbGyYOHFipc9/uS5duvDUU08ZQ5jj4+PZvn07//3vf3n55Zd5/PHHWbJkCcnJyVd13J07dwJFv0vlzbF3M7DOfRgdHV1h2DlhwoQyX+/VqxdQ/Z8HIiIiIvLHpyHAInJD2dnZcf/99zN+/HgOHTpERESEMc+cxWLhzJkzLFmyhP379/PMM89UaqGC2NhYIzDs3r17dV/CFZ0/f54tW7YQGRnJxYsXyc3NLTXUsKJqxzZt2pT7Xv369UlOTi4RAN1Ix48fB4rmoJs1a1a521krwpKSkq7p+Bs3bmTr1q3lbmet/EtKSqJdu3al3i/vHtavX9/4OSsryxiG3aRJE5o0aUJ8fDyzZ89m1KhR+Pv74+vrW+48g9V9L24G1oC1adOmJSroiuvQoQO2trZXFdoX1717d959912OHTtGaGgoJ06c4PTp0+Tk5JCRkcG2bdvYt28fTz31FB06dKjUMaOjo4HKLS5S3fLy8ti2bRtBQUGcO3eOrKysUvcqPz+fzMzMMkNvNze3EguVFGftzzX1eSAiIiIifxwKAEWkRri7uzNs2DBjSGZ2djYhISGsX7+eU6dOER4ezooVK3jwwQeveCzroh/29vZVNqfgtdq7dy+LFy82vuCbTCZj4n8oqlbMzc015m8rS3lzA8L/Fpi41rClsiwWixEqFK8wswaXhYWFxn2vyNUODbUePysrq1Lbl3cfy7uHxasCi99DGxsb/va3v/HBBx9w8eJFli1bxrJly3BxccHPz4/+/fvTr1+/EvMuVve9qEjxBUwyMjJKBJsVsVb+VbZq0FoNWdHx7e3tcXNzq9Q9KI+NjQ3dunWjW7duQNHCI7Gxsfz222/s2LGDzMxMPv74Y959991K/aOAtS3Fh3LXhNTUVObOnUt8fLzxmoODAy4uLtjY2GA2m417nJubW2YAeCM+D9LT0ytdFXq9rnVYt4hULC4urqabIFdg/fwzm816XnLDqf/VPpcv0lgZCgBF5Kbg7OxMv3796NmzJ6+88grnzp1j586d3H///dW62EVVunTpEl999RWFhYV07NiR++67j9atW5cInVauXMlPP/1U7YsPXK+4uDijyq74CrPWvzz4+Pgwb968Kj+v9b78/e9/r/QiFVWlTZs2vPPOOxw6dIijR48SFRVFfHw8QUFBBAUFsWnTJl544QUjkKnue1GRpk2bGj+fOnWq0gHg6dOnS+1/M7KxsaFt27a0bduWhg0bsnr1alJSUggJCaFPnz413bxK+/bbb4mPj8fZ2Zlp06bRvXv3EiFfQkICzzzzDECNfiZYLBYFcyJ/cPod/mPR85KapP5XdykAFJGbioODAwMHDmTFihVkZmaSnp5+xao+6/v5+fmkpaXVWBVgSEiIsZDE008/XeaKr9dTJXUjHTlyxPi5+Mqs1nubkpKC2Wyu8nDWw8ODpKSkGhsu6+DgwIABA4zwMTk5mV27drF69WpiYmJYs2YN999/P1D996Iibdu2xdHRkdzcXA4dOlSpoa5RUVFGtVmnTp0qdR5rWFXRkPWCgoJqrR4bPnw4q1evBihRSVcRT09PEhMTSUxMrLZ2XUlBQQFBQUEAPPTQQ8YCSMXdLJ8H1oVrbgR96RCpHn+Ufyyty4p//ul5yY2m/iegAFBEbkLWVV8BYyXairRu3dqYg+zIkSMMHTq0OptXLutCBU2bNi0z/LNYLERERNzoZl217Oxsfv31V6CoKq5JkybGe+3btweKhjKHh4fTpUuXKj13+/btSUpKIjg4mPHjx1fpsa9FgwYNmDhxIqmpqWzZsqXE86vue1EROzs7hgwZwtatW9mzZw8TJ04sUalZlp9++gkoCvUqW0XXqlUroGjV4PT09DKHqEZGRlbrkPTinwfWlbWvpH379iQmJtZoP0pPTyc/Px8o+owqS3h4+I1sUrnc3d3LXXSnqmnYkUj1uJahYHJjxcXFGf9gqOclN5r6n4BWARaRGyghIYGEhIQKtzGbzezbtw8omr+r+Fxn5XFycjJWWl2zZk2NTYhvDf0uXrxofPEvbteuXZWuYKop2dnZfPTRRyQlJWEymbjnnntKvO/j42MEX8uXL69wXjuLxVLpufysrOFtZGQk+/fvr3DbqnzO1uHO5bEO4y7+XKv7XlzJhAkTcHV1JS8vj48//rjC469bt46QkBAAJk+eXKl59AC6deuGi4sLhYWF/Pzzz6Xet1gsrF+//tougKJVhq809HX37t3Gz9ZA8kqGDBkCFPUj6wrhN5qTk5OxgExZoVdaWhqbN2++0c0SERERkTpKAaCI3DBnzpzhX//6FwsWLGDv3r1GxRwULZBw7Ngx3nrrLWMFz9tuu63Sx77nnntwcXEhMTGR1157jSNHjhihTkFBAZGRkSxatIhz585V7UUV07VrV0wmExkZGXz22WfG8L6cnBx+/fVXvvrqq0ovvnAjmc1mzpw5w4YNG3j++ecJDQ0Fiu6pdVGG4qZNm4aDgwOxsbHMmTOHo0ePlqgAS0hIYMuWLbz44oscPnz4qtrSrVs3+vXrB8DChQuNud+scnJyOHbsGF988QWvv/76tVxumfbu3cucOXPYvn17iWGj+fn57Nmzh23btgGlV5m+3nsxdepUpk6dagxxvRoNGjRgxowZ2NraEhMTw7///W/27t1LTk4OUBTOxcTE8PHHH7NixQoABgwYwKhRoyp9DkdHR6OC7pdffmHt2rVkZ2cDRcOCFy9eTERERKUDxct9/PHHvPDCC2zYsIFTp06VmKA6ISGBZcuW8e233wLQsmVLOnbsWKnjduvWjV69egHw6aefsmHDBmP4MxSF9GvXri0z1Kwqzs7OtG3bFoDvv/+eqKgoLBaLUQn85ptvajisiIiIiNwwGgIsIjeMnZ0dZrPZWFQBiiqr7O3tS1UvjR49mjFjxlT62N7e3jz99NO8//77nD9/nnfffRdbW1ucnZ3Jzs42QpmxY8dW3QVdxsfHh9tvv51Nmzaxb98+9u3bh4uLCzk5OZjNZrp160br1q1Zt25dtbWhMv7zn/8Yc3/k5+eTnZ1dogqrQYMGTJ06tdxhoq1ateKpp57i448/JjY2lrffftu417m5uWVWP16Nv/71r9jY2LB3717WrFnDmjVrcHFxASjR1saNG1/XeYqzWCxERkYSGRkJFM0F6ODgQGZmpnG+du3aMWnSpBL7Vfe9uJKePXvy7LPPsnjxYi5cuMCnn36KyWQy+p2139vY2DBmzBimTJly1ee44447iI2N5eDBg6xatYo1a9bg7Oxs/M4+9NBDbNy48Zrm27O1teXcuXMsX76c5cuXY2Njg4uLS4nfWQBfX1+efPLJq5qz5rHHHuOjjz4iNDSU5cuX8+OPP+Li4kJBQYGxevTtt99+1W2+Gg8++CBvvvkmSUlJvP7660ZQmpeXh5ubG9OnT+f999+v1jaIiIiIiIACQBG5gXr06MG8efMIDg4mKiqKs2fPkpKSQk5ODs7Oznh5edG+fXuGDh1qVM5cjQ4dOjBv3jx+/fVXDh8+TEJCArm5uTRs2BBfX1/69u1b7aufPvjggzRt2pRt27Zx/vx5zGYzLVu2ZNCgQYwePZq1a9dW6/kro3gllIODA56ennh5edGqVSu6detGjx49rhi0dOnShXfffZetW7cSHBxMXFwcWVlZODk54evrS9u2bendu/c1zYvn4ODA3//+d2699VZ+//13oqKiuHTpElAUTjZv3pzOnTvTv3//qz52eXr16sVf//pXwsLCOHXqFKmpqWRlZeHq6krz5s3p378/t956a5lz0FXnvagM6/l///13Dh8+zJkzZ8jIyMDR0ZGGDRvStWtXhg0bds1938bGhn/84x/89ttv/Pbbb5w/fx6Azp07M3bsWLp3787GjRuv6djvvfceR44cISwsjJMnT3Lx4kWysrKws7Ojfv36tGjRgt69ezNw4MBKzQdanLOzM88++yz79+9n165dxMbGkpmZiZubG82aNaN79+5lLsxRldq1a8crr7zCmjVriIiIIDc3l3r16uHv78/EiRNVASgiIiIiN4wpNTW14sl3RERERESqQFxcHK+99lpNN0Ok1lm4cGFNN0GuQIswSE1S/xPQHIAiIiIiIiIiIiK1mgJAERERERERERGRWkwBoIiIiIiIiIiISC2mAFBERERERERERKQWUwAoIiIiIiIiIiJSiykAFBERERERERERqcUUAIqIiIiIiIiIiNRiCgBFRERERERERERqMQWAIiIiIiIiIiIitZgCQBERERERERERkVrMrqYbICIiIiJ1x8svv4yNjQ0+Pj413RSpY+Li4jCbzep/IiJSJ6kCUEREREREREREpBZTACgiIiIiIiIiIlKLKQAUERERERERERGpxRQAioiIiIiIiIiI1GKm1NRUS003QkRERERERERERKqHKgBFRERERERERERqMQWAIiIiIiIiIiIitZgCQBERERERERERkVpMAaCIiIiIiIiIiEgtpgBQRERERERERESkFlMAKCIiIiIiIiIiUospABQREREREREREanFFACKiIiIiIiIiIjUYgoARUREREREREREajEFgCIiIiIiIiIiIrWYAkAREREREREREZFaTAGgiIiIiIiIiIhILaYAUEREREREREREpBZTACgiIiIiIiIiIlKL2dV0A0RERESkdrt06RIbNmwgKCiI5ORkHB0dadWqFSNHjqRPnz413Ty5gqSkJAIDAwkLC+P06dOkpqZia2uLl5cXXbp04fbbb8fb27vCYwQGBrJt2zZOnjxJbm4uDRs2pGfPnkyYMAF3d/cK973e/lNXz12bLViwgKCgIAAGDx7MjBkzyt22rj5/9b2ql5aWxubNmzly5AgXL16koKAAT09PWrZsSc+ePRk6dGiZ+9XVfqA+ePMxpaamWmq6ESIiIiJSO509e5Y333yTS5cuAeDk5EReXh5msxmA2267jalTp9ZkE6UCSUlJzJo1C4vlf18ZnJ2dycvLo7CwEAAHBwf++te/0q9fvzKP8fXXX7N161YAbGxscHBwICcnBwBPT09eeOEFfH19y9z3evtPXT13bXbgwAE++ugj488VBYB19fmr71W9oKAgFi9eTFZWFgD29vbY2toa99Xb25v33nuv1H51tR+oD96cVAEoIiIiItUiPz+fBQsWcOnSJZo1a8Zjjz1Gy5Ytyc3NZdOmTaxatYrNmzfTsmXLcisnpGZZv3D5+/szePBgunbtiru7O4WFhRw/fpxvvvmGM2fOsHDhQpo2bUrz5s1L7P/bb7+xdetWTCYTd999N2PGjMHR0ZFTp06xaNEizp49y4IFC3jrrbewsyv51eR6+09dPXdtlpWVxdKlS3FxcaFevXqcP3++3G3r6vNX36t6R48e5cMPP6SwsJBBgwYxfvx4mjVrBkBmZibR0dFER0eX2q+u9gP1wZuX5gAUERERkWrx22+/ceHCBRwcHHj66adp2bIlAI6OjkyaNImRI0cCsHLlSgoKCmqyqVIOV1dXXn/9dZ599lkGDBhgDNuytbXFz8+P5557zggEN23aVGLfgoICVq1aBcCoUaOYNGkSjo6OALRs2ZKnn34aBwcHEhIS2L59e6lzX0//qavnru1++OEHUlNTueeee/Dw8Ch3u7r6/NX3ql5OTg5ffPEFhYWF3HHHHTz22GNG+AdFn5Hdu3fn7rvvLrFfXe0H6oM3NwWAIiIiIlItdu/eDcCAAQPw8vIq9f4dd9yByWQiJSWF8PDwG908qQQXFxfjC1hZPD096d69OwCxsbEl3jt27BhpaWmYTCbuuOOOUvt6eXkxYMAA4H99pbjr6T919dy1WWRkJNu3b6dNmzZGCFCeuvr81feq3s6dO0lKSqJ+/frcc889ld6vrvYD9cGbmwJAEREREalyOTk5RiDk7+9f5jZeXl40bdoUKPrSIH9M1qpA63Bhq7CwMACaNm1Kw4YNy9y3W7duAJw4ccKYHwquv//U1XPXVgUFBXz11VeYTCb+/Oc/Y2NT8dfYuvr81feqnjWQ6tu3b6nhqhWpq/1AffDmpgBQRERERKrc+fPnjYUjig+Xupz1vXPnzt2QdknVi4iIAEo/Z+szrczzt1gsxMXFGa9fb/+pq+eurdatW8f58+cZNWoUrVq1uuL2dfX5q+9Vrby8PE6ePAlAq1atiIuLY+HChcycOZM///nPPPnkkyxevLjMe1FX+4H64M1Ni4CIiIiISJVLTTRiaz0AABsCSURBVE01fq5fv36529WrVw+AtLS0am6RVIfAwECjYuPyCdmtfaCi51/8veJ95nr7T109d2107tw51q9ff1VDMOvq81ffq1pJSUnGaudxcXH897//JS8vDwcHB+zt7UlKSmLXrl3s37+fGTNmlFgJva72A/XBm5sCQBERERGpcsWH9Tg4OJS7nXVy8Ozs7Gpvk1StxMREvvrqKwB69epVashWbm4uUPHzL/7e5UPBytrmcuX1n7p67trGYrHw1VdfUVBQwIMPPoizs3Ol9qurz199r2plZmYaP69fvx4PDw/+8Y9/4O/vj42NDadOneLLL78kNjaWzz77jFatWtG4cWOg7vYD9cGbm4YAi4iIiIjIVcnMzGT+/Pmkp6fj7e3No48+WtNNklrot99+IyoqCn9//xLVVSI3QvF5TS0WCzNmzKBHjx7GHJQtW7bkqaeewtHRkby8PDZu3FhTTRWpFAWAIiIiIlLlnJycjJ/z8vLK3c5aLVDZyh6peTk5Obz77rucOXOG+vXr89xzz+Hm5lZqO2uVRkXPv/h7xfvM9fafunru2iQ1NZXly5fj4ODA//3f/13VvnX1+avvVa3i1+jr62ssXlFcvXr1jFVtiy9KUVf7gfrgzU0BoIiIiIhUOescPQApKSnlbmed88fT07OaWyRVITc3l3fffZfo6Gjc3d157rnn8Pb2LnNb6xxOFT3/4u8V7zPX23/q6rlrk+XLl5OVlcWYMWPw8PAgJyenxH/W6iyz2Vzqtbr6/NX3qlbxe+Lj41PudtZVaZOTk43X6mo/UB+8uSkAFBEREZEq17RpU0wmE1DxSn1nz54Fiqor5OaWl5fH/PnziYyMxNXVleeee67C52b9UlzR87e+ZzKZSnzBvt7+U1fPXZskJiYCRSsAP/roo6X+i4qKAmDPnj3Ga2fOnAHq7vNX36ta7u7u1xwy1dV+oD54c1MAKCIiIiJVzsnJiTZt2gAQEhJS5jbJycmcP38egC5dutywtsnVy8/P5/333ycsLAxnZ2eeffZZWrZsWeE+1md67ty5EpUxxYWGhgLQtm3bUkPBrqf/1NVzS5G6+vzV96pe165dgaJVgMtjvSeNGjUyXqur/UB98OamAFBEREREqsXAgQMB2Lt3L0lJSaXe37BhAxaLhfr169OpU6cb3TyppIKCAj788ENCQ0NxdHTkmWeeoW3btlfcr3Pnznh6emKxWPj5559LvZ+UlMTevXsBGDRoUKn3r6f/1NVz1yYvvfQSS5cuLfc/Pz8/AAYPHmy8Zg2l6+rzV9+rekOGDAGKAq2yQqnU1FTjnnbv3t14va72A/XBm5sCQBERERGpFsOHD8fb25vc3Fzee+89Tp8+DRQNJV2/fj1bt24F4J577sHOzq4mmyrlMJvNfPrppwQHB+Pg4MBTTz1Fhw4dKrWvnZ0dd999NwBbtmxh/fr1xsTup0+f5r333iM3N5fGjRszbNiwUvtfT/+pq+eWInX1+avvVb0uXbrg7+8PwGeffcaRI0eMuSZPnTrFggULyM3Nxc3NjbFjxxr71dV+oD54czOlpqZaaroRIiIiIlI7nT17ljfffJNLly4BRav25ebmGl+gRo8ezbRp02qyiVKBiIgI5s6dC4C9vT0uLi4Vbv/xxx+Xem3JkiVs27YNAFtbWxwcHMjOzgaKJnF/4YUXyp3L6Xr7T109d10wd+5cIiIiGDx4MDNmzChzm7r6/NX3qlZmZiZvvvkmp06dAsDBwQFbW1vjnrq6uvLkk08aVanF1dV+oD54c1IAKCIiIiLVKi0tjQ0bNnD48GGSk5NxdHSkZcuWjBo1ij59+tR086QC4eHhvPHGG5XefunSpWW+HhgYyNatWzl16hS5ubk0aNCAXr16MX78eDw8PCo85vX2n7p67tquMgEg1N3nr75XtQoKCtiyZQt79+4lLi6OwsJCGjZsSPfu3Rk3bhwNGjQod9+62g/UB28+CgBFRERERERERERqMc0BKCIiIiIiIiIiUospABQREREREREREanFFACKiIiIiIiIiIjUYgoARUREREREREREajEFgCIiIiIiIiIiIrWYAkAREREREREREZFaTAGgiIiIiIiIiIhILaYAUEREREREREREpBZTACgiIiIiIiIiIlKLKQAUERERERERERGpxRQAioiIiIiIiIiI1GIKAEVERERERERERGoxBYAiIiIiIiIiIiK1mAJAERERERERERGRWkwBoIiIiIiIiIiISC2mAFBERERERERERKQWs6vpBoiIiIiIiMjN6bvvvmPZsmUAvPHGG/j7+9dwi/548vLyWLduHXv37uXs2bNkZ2djNpsB+PLLL2ncuHENt1BE6gIFgCIiIiIiUqeNHz++xJ9nz55N7969K9wnISGBv/zlLwB07tyZefPmVVv75I8rNzeX559/nuPHj9d0U0SkjlMAKCIiIiIiUszXX39Nr169MJlMNd0U+YPbuHGjEf61aNGCMWPG0LBhQ2xsimbj8vT0rMnmiUgdogBQRERERESkmJiYGH7//XeGDRtW002RP7iDBw8CYDKZeO211/Dy8qrhFolIXaVFQERERERERAAHBwejMuvbb7+loKCghlskf3SJiYlAUaWfwj8RqUkKAEVERERERAB3d3eGDx8OQHx8PBs3bqzhFskfXX5+PlAULouI1CQNARYREREREfn/HnzwQXbs2EF+fj7Lly9n1KhRODs7X9OxFixYwLZt24Arr/a6detW3n//fQCefPJJRo0aVeL94ouOjBw5klmzZpGSksL69evZt28fFy9exN7enmbNmjFhwgQGDx5cYg7DkydPsm7dOo4dO0ZiYiIODg507NiRyZMnX/XKvkeOHGHjxo1ERkaSmpqKq6sr7dq1Y/To0QwaNKhSxygsLGTHjh3s27eP48ePk5aWhslkomHDhnTp0oWxY8fSvn37q7pf0dHRbNq0iZCQEFJSUsjOzi7zXlZWRkYGGzdu5ODBg5w/f56MjAxcXV3x9fWlT58+jBs3Djc3t1L7FV852erChQulFpu52raV1Qcq8sgjj3DhwgW8vb356quvytwmJSWFjRs3cvjwYc6dO0dmZiaOjo54eHjg6elJ27ZtueWWW+jdu7dRHVuWmJgYtmzZQmhoKImJieTk5ODh4UGbNm0YOHAgI0eOxNbWtsL2Hj16lK1btxIREUFSUhJ5eXm4ubnh4eFBo0aN6NSpE0OHDsXX1/cKd0pEyqIAUERERERE5P/z9vZm3Lhx/PTTT6SmprJ27Vruv//+mm5WKWFhYbzxxhukpqYar2VnZxMWFkZYWBhHjhzh8ccfx2QysWnTJhYuXEhhYaGxbW5uLoGBgQQGBvL3v/+dcePGVeq8X3zxBWvXri3xWmpqqnGs/v3789xzz2Fvb1/uMU6ePMlbb73F2bNnS7137tw5zp07x+bNmxk/fjyPPvroFYMjgJUrV/LNN99gNpsrdR1XcvDgQebPn096enqJ19PS0khLSyMsLIw1a9bw1FNPccstt1TJOW+0wMBA3n77bbKzs0u8npWVRVZWFvHx8URGRvLLL7/w3XfflblgSX5+Pp9++ilbt27FYrGUeC85OZnk5GQCAwNZu3Ytr7zyCk2aNCl1DLPZzKeffsqmTZtKvWe932fOnCEoKIioqCj+85//XOeVi9RNCgBFRERERESKmTJlClu2bCErK4vVq1czbty4m2q11osXLzJnzhyysrIYNWoUXbt2xd7enuPHj7Nx40Zyc3PZtGkTfn5+uLi48PHHH+Ph4cHo0aNp3bo1hYWFBAYGsnPnTgA+++wzunXrRvPmzSs874YNG9izZw+urq6MGjWKdu3aYTabCQ8PZ9u2beTn57Nv3z7eeecdXnzxxTKPceLECZ5//nkjdOrSpQu33HILjRo1wmKxcPLkSbZu3UpqaiobNmygoKCAmTNnVtiunTt3cujQIZydnRkxYgQdOnTA1taWM2fOUL9+/au+v4cOHWLOnDlGYNqxY0eGDh1KgwYNSE5OZseOHURGRpKens6cOXN45ZVX6N27t7H/0KFDadOmDQAff/wxaWlpeHp6lrqOtm3bXnXbqkpSUlKJ8K9r167ccsst1K9fH3t7ey5dusSpU6c4cuQI586dK/MYhYWFvPLKK4SGhgLQoEEDhg4dSuvWrXF0dCQxMZE9e/YQFhbG6dOnee655/jwww9L/S5t2LDBCP+cnZ0ZNGgQ7dq1w9PTk4KCAhITEzl+/DhHjhypxjsiUvspABQRERERESnGw8ODu+++m6VLl5Kdnc0PP/zAjBkzarpZhpCQENzd3Xn33Xdp166d8fqtt95K3759eemll7BYLCxbtozs7Gzat2/Pa6+9hru7u7HtyJEjadasGcuWLaOgoIANGzbwt7/9rcLz7tmzh6ZNm/LGG2+UWNBi5MiRjB8/npdeeom0tDT27NnD77//zq233lpi/5ycHN58802ys7NxdHTkX//6F/369St1nnvvvZe5c+cSEhLCpk2bGDx4MD169Ci3XYcOHcLX15fXX38db2/vK92+CmVnZ7NgwQIj/HvggQe4//77SwynnjhxIt9//z3Lli2jsLCQBQsW8Nlnn+Hi4gJA8+bNjTD1888/B8DR0ZEBAwZcV9uq0u+//26EfzNmzGDChAnlbhsZGVnmMPilS5ca4d/tt9/OjBkzSs11eOedd7Ju3To+++wzkpKS+Pzzz3nmmWdKbGMN/9zc3Pjwww/LfYZ5eXnExsZW/iJFpAQtAiIiIiIiInKZSZMmGdVjGzduJCEhoYZbVNKMGTNKhH9W/v7+dO/eHSiaMy47O5sXXnihRPhndc899xjBzqFDh654ThsbG55//vkyV7Nt1aoVTzzxhPHn1atXl9pm8+bNxMfHAzBz5swywz8AV1dXnn/+eSNQW7NmTYXtMplM/Otf/7ru8A8wqg8B+vTpwwMPPFAi/LOe78EHHzSq/lJTU9myZct1n/tGOn/+vPHz6NGjK9y2Y8eOpYK91NRU1q1bB0CPHj34xz/+Ue5CJxMnTjTC4B07dhgrI1vFxcUZx6noGVrnrRSRa6MAUERERERE5DJOTk7G3H8FBQV8++23Ndyi/6lXrx5Dhgwp9/3OnTsbP/ft27fcUMXR0dEIERMSEsjLy6vwvD179jSGtpalX79+NGvWDCga6msN+6ysC6I0bNiwVHXg5Tw8PIy59UJDQ43VdMvSuXPnKhtOu2fPHuPne+65p8Jt7733XuPnvXv3Vsn5bxQnJyfj5+jo6Kvef+fOnUZ/mTx58hW3HzlyJFA039/lQ3mtbTl58mSFz1lEro+GAIuIiIiIiJThtttuY82aNcTFxfH7778zefJkWrduXdPNol27dhUujFF83rsOHTpUeCzrthaLhczMzHKruACjsrAi3bt3Nxb3iIyMNBZ9yMrKMoZvNmjQgP3791/xWNYwKC8vj/j4+HLnKOzSpcsVj1UZFouFqKgooCgcLR6klqVz5844OTmRk5PD8ePHMZvNFa6UezPp2bOnsZjLG2+8wT333MPgwYMrXUV59OhR4+fU1NQrBqBJSUnGz2fOnCnVlh07dnD27Fleeukl7rzzTnr16lUipBSR66cAUEREREREpAx2dnZMnTqVefPmYTab+frrr3n11VdrulllDuctrvgKvFez7ZUqAH19fa/YtqZNmxo/JycnGz9fvHjRWKH3+PHjzJ0794rHKi4jI6Pc98oaknwtsrKyyM3NBcDHx+eKYZ6NjQ0+Pj7ExsaSm5tLZmbmFe/3zaJ3796MGDGCgIAALl26xFdffcVXX31F48aN8fPzo2vXrvTp04dGjRqVuf+FCxeMn+fPn39V5758ZeWHH36YsLAwEhMTjVWs7ezsaNu2LX5+fvj7+9OzZ88Kw2kRuTIFgCIiIiIiIuUYMmQIq1at4sSJEwQGBnL06FG6du1ao226miqzqqxIc3R0vOI2xau2rItMAGRmZl7XuSsaGlpVwVDx9lbmWoESi2NkZ2f/YQJAgFmzZtG9e3fWrFnDyZMngaKh4AkJCfz++++YTCZ69+7N9OnTjaHdVhUFsldSUFBQ4s/e3t588MEH/PjjjwQEBJCenk5BQQGRkZFERkby008/4eLiwsSJE5kyZUqJ0FpEKk8BoIiIiIiISDlMJhMPP/ww//73vwFYsmQJ7777bpWfx1oddzOzVsdVJCcnx/i5eDhWPBgcOHAgL774YtU2rgoUb29lrhVKhoZlrZRbk67Up0wmEyNHjmTkyJFcuHCBY8eOERERQWhoKKdPn8ZisRAYGMixY8d45513aNWqlbFv8Wv98ccfjQVbrpWnpyePPvoojzzyCNHR0URERBAeHs6RI0dIT08nKyuLH374gbCwMObMmfOHGWotcjPRb42IiIiIiEgFevbsSY8ePQCIiIgosVBERYpXKl1e9XS5S5cuXXP7bpTiK8eWx7qiKxTN9WfVsGFD4+eLFy9WbcOqiIuLixFUxsfHXzFAM5vNxkInjo6OuLq6Vmv7rqY/WSyWUkNtK+Lt7c3w4cP529/+xqeffsrChQuNStfs7Gy+/vrrEtsXf56Xr+p7PWxtbenYsSOTJk3i+eef59tvv+X555837m1ISMgfbsEVkZuFAkAREREREZErePjhhzGZTAAsXbq0UhV7bm5uxs/FF0EoS3h4+PU18AYIDg6+qm06duxo/Ozp6UmLFi2AohWCU1JSqrp5181kMtG+fXugqJIxLCyswu3DwsKMCsD27dtXe1Va8YDxSv0pJiam0lWMZWnevDkvvviicU2X34tu3boZPwcGBl7zea7E1taWwYMH88ADDxivHTt2rNrOJ1KbKQAUERERERG5gnbt2jF48GCgaBXTrVu3XnEfa+AFFYdnZ8+erdYQpaocPnzYWMm3LAcPHjRWAG7btq2xArDVyJEjgaLKue+++676GnodBg4caPy8atWqCrdduXJlmftVF0dHR+OeRkVFkZWVVe621hV+r4eHh4cx1LewsLDEe0OHDjUqEteuXfv/2rufkKj6PY7jH7XQHIPxD1mMqam0cRapjIQ1QWazsKYW0SIIWhgUUZQVtCiNNlGQVNByINooBKFWmjHY0FiuchpMcCRNsrRAc6w00bF57iIarunYcJ97vT2H92vleH5zPAdcvTm/89Xnz5//9t9bSmZmZuTnX68FQGwIgAAAAAAQg4MHDyohIUGS1Nzc/Nv1RUVFkfUtLS2LbqEdGxvT5cuX/xFRIxwO6+rVq4s+fTY0NKSbN29GPu/bt2/Bml27dkVCTltbm27fvr3kVtZQKKSOjg49fPjwv3D1samoqJDZbJb0I2g2NDQsuq6hoSESbc1msyoqKpbl+kpKSiT9mNj867bcn5qbm+XxeJY8T319vbq6upZ8kvXp06eR4S15eXnzjmVkZMjpdEr6Me25trY2sh06mjdv3ujWrVvzfjc+Pi6XyzVv6/ivvn//rsePH0c+/3otAGLDEBAAAAAAiIHFYpHD4dCjR4/mDbuIJjU1VeXl5XK73ZqamtLp06dVWVmp3NxchUIhvX79Wu3t7ZqZmZHdbldHR8cy3MV/rqysTJ2dnTp27JgcDofy8/MVDofV29ur9vZ2zc7ORtZt27ZtwfeTkpJUU1Ojc+fOaWpqSvfu3ZPH49GWLVu0YcMGJScna2ZmRmNjYxoYGJDf79e3b9/kcDiW7R5XrVql6upqXbp0KfKkYldXl+x2u9LS0hQMBuX1ehUIBCT92KJaXV39t4dgxGrPnj1yu92anZ1VS0uLhoeHtXXrVqWkpGh0dFTPnz9XIBCQ1WrVhw8fom4V7u7uVn19vcxms4qKipSXl6fU1FTFxcUpGAzK5/PNe2p1//79C85x6NAhDQ4O6uXLlxoYGNDRo0dVWlqqwsJCpaWlKRwO68uXL3r79q1evXql4eFhxcfH6/jx45FzhEIhNTU1qampSQUFBSosLNT69euVkpKi6elpffz4UV6vNxII165du+j/FoDfIwACAAAAQIwOHDigJ0+exPx+tcOHD2toaEh9fX2anJzU3bt35x1PTEzUqVOnFA6H//gAuHv3bmVmZqqxsVGNjY2Lrtm8ebPOnj0b9Ry5ubm6ceOGrl27pr6+Po2Pj+vBgwdR18fFxc0bOLEcSkpKVFNTo7q6Ok1OTioQCESC379LSUnRmTNnIk/lLQeLxaITJ07o+vXrCofD8vv9C7aXW61WnT9/XidPnox6np/vs5yYmJDH44n6xGBSUpKOHDkim8224FhCQoIuXryoO3fu6P79+5qbm1NnZ+eSQ3IyMjIWvQ5J6u/vV39/f9Tv5uTk6MKFC3/ctGXgn4IACAAAAAAxSktL0969exeEvGhMJpOuXLmi1tZWeb1evXv3TnNzc0pPT1dxcbGcTqeysrJieqfgn6CqqkolJSVqa2tTX1+fgsGgTCaTCgoKtHPnzsh7Epeybt061dXVyefz6dmzZwoEAvr06ZOmp6eVmJio9PR0ZWdny2q1qrS0dMG7BJeDzWaTy+VSa2urXrx4offv32tqakomk0kWi0U2m02VlZXzBr0sl+3btysnJ0eNjY3q6elRMBhUcnKysrOzVV5erh07dkS2nkdTW1srv9+vnp4eDQwMaGRkJDKJ2mQyKSsrS5s2bZLD4VgywK5YsUJVVVVyOp1yu93q7u7WyMiIvn79qvj4eK1evVoWi0UbN25UcXFxZLLwT2vWrJHL5ZLP51Nvb68GBwc1Ojqq6elprVy5UmazWfn5+SorK5Pdbv/tfQGILm5iYuKv//dFAAAAAAAAAPjfYAgIAAAAAAAAYGAEQAAAAAAAAMDACIAAAAAAAACAgREAAQAAAAAAAAMjAAIAAAAAAAAGRgAEAAAAAAAADIwACAAAAAAAABgYARAAAAAAAAAwMAIgAAAAAAAAYGAEQAAAAAAAAMDACIAAAAAAAACAgREAAQAAAAAAAAMjAAIAAAAAAAAGRgAEAAAAAAAADIwACAAAAAAAABgYARAAAAAAAAAwMAIgAAAAAAAAYGAEQAAAAAAAAMDACIAAAAAAAACAgREAAQAAAAAAAAMjAAIAAAAAAAAGRgAEAAAAAAAADIwACAAAAAAAABgYARAAAAAAAAAwMAIgAAAAAAAAYGAEQAAAAAAAAMDACIAAAAAAAACAgREAAQAAAAAAAAMjAAIAAAAAAAAGRgAEAAAAAAAADIwACAAAAAAAABjYvwCkSdH2qEYCegAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure Size: (640 x 480)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's look at the different openings\n",
    "opening_df = (\n",
    "    chess_df\n",
    "    .group_by(\"Opening\")\n",
    "    .agg(pl.count())\n",
    "    .sort(\"count\")\n",
    "    .tail(20)\n",
    "    .with_columns(pl.col(\"Opening\").cast(pl.Categorical))\n",
    "    .collect(streaming=True)\n",
    ")\n",
    "\n",
    "plt = (\n",
    "    p9.ggplot(opening_df, p9.aes(x=\"Opening\", y=\"count\"))\n",
    "    + p9.geom_col()\n",
    "    + p9.theme(axis_text_x=p9.element_text(rotation=90))\n",
    "    + p9.coord_flip()\n",
    "    + p9.theme_538()\n",
    "    + p9.labs(x=\"Opening\", y=\"Number of uses\", title=\"20 most common openings\")\n",
    ")\n",
    "\n",
    "plt.save(\"img/opening_plot.png\", width=10, height=6)\n",
    "plt\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}