{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8904e17e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:15:47.003197Z",
     "start_time": "2024-01-30T04:15:47.001756Z"
    }
   },
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0d94a1ef",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:15:47.207258Z",
     "start_time": "2024-01-30T04:15:47.004568Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data_tr.bin   info_tr.json   metas_tr.jsonl\r\n",
      "data_val.bin  info_val.json  metas_val.jsonl\r\n"
     ]
    }
   ],
   "source": [
    "!ls /app/suno/data/chirp_v3_ft_v3_full/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "23552f1c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:15:47.867156Z",
     "start_time": "2024-01-30T04:15:47.208944Z"
    }
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import tqdm\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ec3ca8f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:24:28.793601Z",
     "start_time": "2024-01-30T04:15:47.868897Z"
    }
   },
   "outputs": [],
   "source": [
    "# with open(\"/app/suno/data/chirp_v1/combo_metas_tr.jsonl\", \"r\") as fp:\n",
    "#     lines = list(fp)\n",
    "df = pd.read_json(path_or_buf=\"/app/suno/data/chirp_v3_ft_v3_full/metas_tr.jsonl\", lines=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "94e04c60",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:24:28.917072Z",
     "start_time": "2024-01-30T04:24:28.831325Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((17770236, 16),\n",
       " Index(['dataset', 'id', 'start_s', 'end_s', 'original_duration_s',\n",
       "        'vocal_start_s', 'vocal_end_s', 'tags_private', 'views', 'tags', 'text',\n",
       "        'text_lang', 'text_aligned', 'cutoff_freq', 'original_id',\n",
       "        'text_private'],\n",
       "       dtype='object'))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape, df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e00a4dfb",
   "metadata": {},
   "source": [
    "# Tag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c60407b2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:24:30.799640Z",
     "start_time": "2024-01-30T04:24:28.951700Z"
    }
   },
   "outputs": [],
   "source": [
    "df_tags = df[\"tags\"].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c677ad87",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:24:30.876121Z",
     "start_time": "2024-01-30T04:24:30.828036Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14016208,)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tags.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3d4b0aba",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:25:19.139802Z",
     "start_time": "2024-01-30T04:24:30.877233Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████| 14016208/14016208 [00:48<00:00, 290855.21it/s]\n"
     ]
    }
   ],
   "source": [
    "c = Counter()\n",
    "for row in tqdm.tqdm(df_tags):\n",
    "    # print(row)\n",
    "    for tag in row:\n",
    "        c[tag.lower().strip()] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6385328a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:25:19.433929Z",
     "start_time": "2024-01-30T04:25:19.142216Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rock, frac 19.836%\n",
      "pop, frac 17.021%\n",
      "male, frac 12.530%\n",
      "electronic, frac 11.285%\n",
      "rap, frac 9.872%\n",
      "positive, frac 6.766%\n",
      "piano, frac 6.244%\n",
      "uplifting, frac 6.235%\n",
      "inspirational, frac 6.123%\n",
      "motivational, frac 5.818%\n",
      "energetic, frac 5.495%\n",
      "happy, frac 5.141%\n",
      "corporate, frac 4.909%\n",
      "bright, frac 4.839%\n",
      "background, frac 4.813%\n",
      "ambient, frac 4.797%\n",
      "optimistic, frac 4.740%\n",
      "hopeful, frac 4.479%\n",
      "romantic, frac 4.344%\n",
      "cool, frac 4.265%\n",
      "dreamy, frac 4.260%\n",
      "female, frac 4.138%\n",
      "jazz, frac 4.083%\n",
      "light, frac 4.046%\n",
      "calm, frac 3.938%\n",
      "powerful, frac 3.899%\n",
      "confident, frac 3.798%\n",
      "fun, frac 3.769%\n",
      "travel, frac 3.638%\n",
      "dramatic, frac 3.581%\n",
      "joyful, frac 3.554%\n",
      "driving, frac 3.406%\n",
      "commute, frac 3.400%\n",
      "guitar, frac 3.375%\n",
      "metal, frac 3.323%\n",
      "drums, frac 3.316%\n",
      "alternative rock, frac 3.296%\n",
      "chill, frac 3.258%\n",
      "commercial, frac 3.256%\n",
      "hip-hop, frac 3.239%\n",
      "hip hop, frac 3.231%\n",
      "cinematic, frac 3.217%\n",
      "advertising, frac 3.207%\n",
      "folk, frac 3.170%\n",
      "indie rock, frac 3.164%\n",
      "epic, frac 3.163%\n",
      "peaceful, frac 3.079%\n",
      "reflective, frac 3.029%\n",
      "soft, frac 2.994%\n",
      "playful, frac 2.973%\n",
      "energy boosters, frac 2.924%\n",
      "upbeat, frac 2.921%\n",
      "groovy, frac 2.896%\n",
      "relaxed, frac 2.866%\n",
      "strings, frac 2.832%\n",
      "easy, frac 2.826%\n",
      "inspiring, frac 2.813%\n",
      "smooth, frac 2.756%\n",
      "lively, frac 2.668%\n",
      "intense, frac 2.622%\n",
      "bouncy, frac 2.619%\n",
      "feel good, frac 2.594%\n",
      "pop rock, frac 2.495%\n",
      "elegant, frac 2.455%\n",
      "percussion, frac 2.403%\n",
      "business, frac 2.388%\n",
      "dark, frac 2.386%\n",
      "achievement, frac 2.383%\n",
      "determined, frac 2.341%\n",
      "r&b, frac 2.336%\n",
      "mellow, frac 2.303%\n",
      "orchestra, frac 2.283%\n",
      "sentimental, frac 2.273%\n",
      "soundtrack, frac 2.265%\n",
      "classical, frac 2.262%\n",
      "video game, frac 2.262%\n",
      "electric guitar, frac 2.225%\n",
      "emotional, frac 2.206%\n",
      "indie, frac 2.201%\n",
      "dance, frac 2.194%\n",
      "contemplative, frac 2.171%\n",
      "modern, frac 2.140%\n",
      "discovery, frac 2.094%\n",
      "instrumental, frac 2.080%\n",
      "magical, frac 2.067%\n",
      "industrial, frac 2.053%\n",
      "punk, frac 2.017%\n",
      "bass, frac 2.006%\n",
      "country, frac 1.992%\n",
      "experimental, frac 1.980%\n",
      "trailer, frac 1.951%\n",
      "hypnotic, frac 1.942%\n",
      "presentation, frac 1.939%\n",
      "nature, frac 1.934%\n",
      "bass guitar, frac 1.931%\n",
      "meditative, frac 1.926%\n",
      "soothing, frac 1.925%\n",
      "urban, frac 1.897%\n",
      "cheerful happy, frac 1.869%\n",
      "passionate, frac 1.849%\n"
     ]
    }
   ],
   "source": [
    "for tag, counts in c.most_common(100):\n",
    "    print(f\"{tag}, frac {100 * counts / (df_tags.shape[0]):.3f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "781bbece",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:26:12.021512Z",
     "start_time": "2024-01-30T04:25:19.435598Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████| 14016208/14016208 [00:52<00:00, 266556.41it/s]\n"
     ]
    }
   ],
   "source": [
    "c2 = Counter()\n",
    "for row in tqdm.tqdm(df_tags):\n",
    "    tags = []\n",
    "    for t in row:\n",
    "        for x in t.split(\" & \"):\n",
    "            tags.append(x.lower().strip())\n",
    "    tag = \"_\".join(tags)\n",
    "    c2[tag] += 1\n",
    "    # print(row)\n",
    "#     for tag in row:\n",
    "#         c[tag.lower().strip()] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "684920b7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:26:13.202788Z",
     "start_time": "2024-01-30T04:26:12.023098Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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69EBUVFSVx4iIiIiIGg8mz0S1LCwsDGpqarh48SLWrFmDZcuW4cSJExVe7+Pjg9mzZyMhIQF2dnZwcXHBo0ePKu3j2bNnCAoKwq5du3D69GlkZGRgzpw5QnlwcDDWrl2LoKAgXLlyBc7Ozvjwww+Rmpr6xn0DwF9//QVHR0coKSnh999/R3x8PDw8PPD8+fNq9e/n54dFixbh8uXLUFBQwNixYzF37lwEBwfjzJkzuH37NpYsWSJV5/fff8e9e/dw+vRprFu3Dn5+fhg6dCiaNm2KixcvYsqUKZg8eTLu3r0r8z4AwN7eHuvXr4eGhgaysrKQlZUljKWXlxfOnz+PvXv34sqVKxgxYgQGDhxY5j5eVVBQgLy8PKmDiIiIiBo+Js9EtczKygp+fn4wMzODm5sbbGxsEBkZWeH1Xl5e+Pjjj2FhYYEtW7ZAU1MTO3bsqLSPoqIibN26FTY2NujatSu8vLyk+ggKCsK8efMwevRomJubY/Xq1eVuZFaTvgFg8+bN0NTUxN69e2FjY4N27drB3d0d5ubm1ep/zpw5cHZ2hoWFBWbOnIn4+HgsXrwYDg4O6NKlCzw9PXHq1CmpOtra2tiwYQPMzc3h4eEBc3NzPHv2DAsWLICZmRl8fX2hqKiIs2fPyrwPAFBUVISmpiZEIhH09fWhr68PsViMjIwMhISEYN++fejduzdMTEwwZ84c9OrVS2pm+3UBAQHQ1NQUDiMjoyrFQURERET1G5NnolpmZWUl9dnAwADZ2dkVXm9nZyf8rKCgABsbGyQnJwMAOnToALFYLCxhfklVVRUmJibl9pGXl4d79+7BwcFBqh8HBweh3ar0XZnExET07t0bTZo0KVNWnf5fHSs9PT0AQKdOnaTOvT52HTp0gJycnNQ1r9aRl5eHjo5OpWNeFVevXkVxcTHatWsnfAdisRjR0dHC8vTy+Pr6Ijc3VzgyMzPfKA4iIiIiqh+4YRhRLXs9oRSJRCgpKalRW4cPH0ZRUREAQEVFpdI+SktLa9RHTbway5t49T5EIlG5514fu/LuvbIxf5lovzo+L8e0Mvn5+ZCXl0d8fDzk5eWlysRicYX1lJSUoKSkJLN9IiIiImpYOPNMVMcuXLgg/Pz8+XPEx8fDwsICANC6dWuYmprC1NQUhoaGVWpPQ0MDLVq0QExMjNT5mJgYWFpaVrnvylhZWeHMmTPlJqHV6f9d0NXVBQCpDdUSExOlrlFUVERxcbHUuS5duqC4uBjZ2dnCd/Dy4K7pRERERO8fJs9EdWzz5s04ePAgbt68iWnTpuHJkyfw8PB4ozZ9fHywevVq/Pjjj0hJScH8+fORmJiImTNn1krfXl5eyMvLw+jRoxEXF4fU1FTs2rULKSkp1er/XTA1NYWRkRH8/f2RmpqK3377DWvXrpW6xtjYGPn5+YiMjMTff/+NZ8+eoV27dhg3bhzc3Nxw4MAB3LlzB5cuXUJAQAB+++23d34fRERERFS3uGybqI4FBgYiMDAQiYmJMDU1RUREBJo1a/ZGbc6YMQO5ubmYPXs2srOzYWlpiYiICJiZmdVK3zo6Ovj999/h4+ODPn36QF5eHtbW1sJzzlXt/11o0qQJfvjhB3z++eewsrKCra0tVqxYgREjRgjX2NvbY8qUKRg1ahQePXoEPz8/+Pv7IyQkBCtWrMDs2bPx119/oVmzZujZsyeGDh36zu+DiIiIiOqWqPRdPihJRIL09HS0adMGCQkJsLa2fm/6ft/k5eVBU1MTubm50NDQqOtwiIiIiOg1Vf19jcu2iYiIiIiIiGRg8kxEZUyZMkXq9UyvHlOmTKnr8IiIiIiI3jku224AnJycYG1tjfXr19d1KLXG2NgY3t7e8Pb2rutQakQikSAnJwfh4eF1HcpbkZ2djby8vHLLNDQ00Lx58wrrhoaGwtvbGzk5OW8puobl5TIgI++fIKekWtfhvNfSA4fUdQhERERUD1V12TY3DKNG4V0n48HBwe/0vcrvWvPmzStNkOs7JvBEREREVNuYPNN7o7i4GCKRCHJyb/60gqamZi1EVHdqcywaM44TEREREb3E3wjrmadPn8LNzQ1isRgGBgZl3kcLALt27YKNjQ3U1dWhr6+PsWPHIjs7WyiPioqCSCRCZGQkbGxsoKqqCnt7e+EdvC/98ssvsLW1hbKyMpo1a4bhw4cLZQUFBZgzZw4MDQ2hpqaGHj16ICoqqsr3cfbsWfTu3RsqKiowMjLCjBkz8PTp0wqvz8nJwcSJE6GrqwsNDQ3069cPSUlJVYrXyckJf/75J7744guIRCKIRCIAL2YftbS0EBERAUtLSygpKSEjIwNPnjyBm5sbmjZtClVVVQwaNAipqalCPy/rHTt2DBYWFhCLxRg4cCCysrKEayQSCVxdXYXPJSUlWLNmDUxNTaGkpIRWrVph5cqVVRqrzMxMjBw5ElpaWtDW1sawYcOQnp5epq+goCAYGBhAR0cH06ZNQ1FRkXCNrO+rorHIysrCkCFDoKKigjZt2mDPnj0wNjYWHhHw8PAo81qmoqIiNG/eHDt27Kj0vsLDw2FmZgZlZWU4OzsjMzNTqnzLli0wMTGBoqIizM3NsWvXLqnyjIwMDBs2DGKxGBoaGhg5ciQePHgglCclJaFv375QV1eHhoYGunXrhri4OERFRcHd3R25ubnCvwd/f/83GqeoqCh0794dampq0NLSgoODA/78889K75+IiIiIGhcmz/WMj48PoqOjcejQIRw/fhxRUVG4fPmy1DVFRUVYvnw5kpKSEB4ejvT0dEgkkjJtLVy4EGvXrkVcXBwUFBTg4eEhlP32228YPnw4Bg8ejISEBERGRqJ79+5CuZeXF86fP4+9e/fiypUrGDFiBAYOHCiVZFYkLS0NAwcOxMcff4wrV67gxx9/xNmzZ+Hl5VVhnREjRiA7OxtHjhxBfHw8unbtiv79++Px48cy4z1w4ABatmyJZcuWISsrSyrJffbsGVavXo1vv/0W169fR/PmzSGRSBAXF4eIiAicP38epaWlGDx4sFQy+uzZMwQFBWHXrl04ffo0MjIyMGfOnArj9/X1RWBgIBYvXowbN25gz5490NPTkzlWRUVFcHZ2hrq6Os6cOYOYmBghWS8sLBSuO3XqFNLS0nDq1CmEhYUhNDQUoaGhQnlVvq/yxsLNzQ337t1DVFQU9u/fj23btkn9IWbixIk4evSo1Jj++uuvePbsGUaNGlXhfT179gwrV67Ezp07ERMTg5ycHIwePVooP3jwIGbOnInZs2fj2rVrmDx5Mtzd3XHq1CkAL/4YMWzYMDx+/BjR0dE4ceIE/vjjD6k+x40bh5YtWyI2Nhbx8fGYP38+mjRpAnt7e6xfvx4aGhrCv4eX311NxklbWxuurq7o06cPrly5gvPnz2PSpEnCH2leV1BQgLy8PKmDiIiIiBo+bhhWj+Tn50NHRwfff/89RowYAQB4/PgxWrZsiUmTJlW4YVhcXBxsbW3xzz//QCwWIyoqCn379sXJkyfRv39/AMDhw4cxZMgQ/Pvvv1BWVoa9vT3atm2L77//vkx7GRkZaNu2LTIyMtCiRQvh/IABA9C9e3esWrWq0vuYOHEi5OXl8c033wjnzp49iz59+uDp06dQVlaWekb57NmzGDJkCLKzs6GkpCTUMTU1xdy5czFp0qRK4wXKf+Y5NDQU7u7uSExMROfOnQEAqampaNeuHWJiYmBvbw8AePToEYyMjBAWFoYRI0YI9W7fvg0TExMAwNdff41ly5bh/v37AKQ3DPvnn3+gq6uLTZs2YeLEiZWOzeu+//57rFixAsnJyUIyVlhYCC0tLYSHh+ODDz6ARCJBVFQU0tLSIC8vDwAYOXIk5OTksHfv3ip9X+WNxc2bN2FhYYHY2FjY2NgAAG7fvg0zMzN89dVXwlh26NABEyZMwNy5cwEAH374IXR0dBASElLuPb3s68KFC+jRo4dUXxcvXkT37t3h4OCADh06YNu2bUK9kSNH4unTp/jtt99w4sQJDBo0CHfu3IGRkREA4MaNG+jQoQMuXboEW1tbaGhoYOPGjZgwYUK5Mbz+zHNNx+nx48fQ0dFBVFQU+vTpI/M79ff3x9KlS8uc54ZhdY8bhhEREVF5+J7nBigtLQ2FhYVCwgEA2traMDc3l7ouPj4eLi4uaNWqFdTV1YVf6DMyMqSus7KyEn42MDAAAGFWMTExUUisX3f16lUUFxejXbt2Uq8oio6ORlpamsz7SEpKQmhoqFRdZ2dnlJSU4M6dO+Ve//IPB6/WuXPnjtBfZfFWRlFRUWockpOToaCgIDXGOjo6MDc3R3JysnBOVVVVSJyBF+P36ozsq5KTk1FQUFCj+JKSknD79m2oq6sL962trY3//vtPaqw7dOggJM6vx1PV7+v1sUhJSYGCggK6du0qnDM1NUXTpk2lYpw4caKQKD948ABHjhyRWsVQHgUFBdja2gqf27dvDy0tLWGMk5OT4eDgIFXHwcFBqtzIyEhInAHA0tJSqo1Zs2Zh4sSJGDBgAAIDA2X+26zpOGlra0MikcDZ2RkuLi4IDg6Wmol/na+vL3Jzc4Xj9eXqRERERNQwccOwBubp06dwdnaGs7Mzdu/eDV1dXWRkZMDZ2VlqmS8ANGnSRPj55axmSUkJAEBFRaXCPvLz8yEvL4/4+HiphA0AxGKxzBjz8/MxefJkzJgxo0xZq1atyr3ewMCg3GeqtbS0ZMZbGRUVlQqX11bm1bEDXoxfRYs0ahob8OLeu3Xrht27d5cp09XVrTSel99lVb+vmo6Fm5sb5s+fj/Pnz+PcuXNo06YNevfuXe12apu/vz/Gjh2L3377DUeOHIGfnx/27t0r9ez+q95knEJCQjBjxgwcPXoUP/74IxYtWoQTJ06gZ8+eZfpRUlKSWkFBRERERI0DZ57rERMTEzRp0gQXL14Uzj158gS3bt0SPt+8eROPHj1CYGAgevfujfbt21c4I1oZKysrREZGllvWpUsXFBcXIzs7G6amplKHvr6+zLa7du2KGzdulKlramoKRUXFcq+/f/8+FBQUylzfrFkzmfECL2YLi4uLZcZmYWGB58+fS43xo0ePkJKSAktLS5n1y2NmZgYVFZVK46tI165dkZqaiubNm5e596ru6F3T78vc3BzPnz9HQkKCcO727dt48uSJ1HU6OjpwdXVFSEiIsKxZlufPnyMuLk74nJKSgpycHFhYWAB48T3ExMRI1YmJiRG+AwsLC2RmZkrN2t64cQM5OTlS31O7du3wxRdf4Pjx4/joo4+EGfLy/j286b/rLl26wNfXF+fOnUPHjh2xZ88emXWIiIiIqPFg8lyPiMVieHp6wsfHB7///juuXbsGiUQi9ZqcVq1aQVFRERs3bsQff/yBiIgILF++vNp9+fn54YcffoCfnx+Sk5Nx9epVrF69GsCLhGTcuHFwc3PDgQMHcOfOHVy6dAkBAQH47bffZLY9b948nDt3Dl5eXkhMTERqaioOHTpU4YZhAwYMgJ2dHVxdXXH8+HGkp6fj3LlzWLhwoZCAVRYv8OKZ59OnT+Ovv/7C33//XWFsZmZmGDZsGD777DOcPXsWSUlJ+PTTT2FoaIhhw4ZVZwgFysrKmDdvHubOnYudO3ciLS0NFy5ckLkbNfBi06tmzZph2LBhOHPmDO7cuYOoqCjMmDEDd+/erVL/Nf2+2rdvjwEDBmDSpEm4dOkSEhISMGnSpHJnXidOnIiwsDAkJyeX+4zx65o0aYLp06fj4sWLiI+Ph0QiQc+ePYVN3nx8fBAaGootW7YgNTUV69atw4EDB4SNvQYMGIBOnTph3LhxuHz5Mi5dugQ3Nzf06dMHNjY2+Pfff+Hl5YWoqCj8+eefiImJQWxsrJCcGxsbIz8/H5GRkfj777/x7NmzGo/TnTt34Ovri/Pnz+PPP//E8ePHkZqaKvRFRERERO8HJs/1zJdffonevXvDxcUFAwYMQK9evdCtWzehXFdXF6Ghodi3bx8sLS0RGBiIoKCgavfj5OSEffv2ISIiAtbW1ujXrx8uXboklIeEhMDNzQ2zZ8+Gubk5XF1dERsbW+6y69dZWVkhOjoat27dQu/evdGlSxcsWbJEapOmV4lEIhw+fBiOjo5wd3dHu3btMHr0aPz555/CjtWy4l22bBnS09NhYmIitdy5PCEhIejWrRuGDh0KOzs7lJaW4vDhw2WWRlfH4sWLMXv2bCxZsgQWFhYYNWpUlVYEqKqq4vTp02jVqhU++ugjWFhYwNPTE//991+lmxWUd081+b527twJPT09ODo6Yvjw4fjss8+grq4OZWVlqesGDBgAAwMDODs7V/g9vn5f8+bNw9ixY+Hg4ACxWIwff/xRKHd1dUVwcDCCgoLQoUMHfPPNNwgJCYGTkxOAF/8mDh06hKZNm8LR0REDBgxA27ZthTbk5eXx6NEjuLm5oV27dhg5ciQGDRokbNRlb2+PKVOmYNSoUdDV1cWaNWtqPE6qqqq4efMmPv74Y7Rr1w6TJk3CtGnTMHnyZJnjQERERESNB3fbJiLB3bt3YWRkJLVTO/DieWFDQ0OEhITgo48+qsMIG56q7t5IRERERHWjqr+vccMwovfY77//jvz8fHTq1AlZWVmYO3cujI2N4ejoCODFBnN///031q5dCy0tLXz44Yd1HDERERERUd3gsm2qtkGDBkm96ufVQ9Y7oN83q1atqnCsBg0aVNfhoaioCAsWLECHDh0wfPhw6OrqIioqSljCnpGRAT09PezZswffffcdFBT49zYiIiIiej9x2TZV219//YV///233DJtbW1oa2u/UftOTk6wtrbG+vXrK7xGJBLh4MGDcHV1rXE/oaGh8Pb2Rk5OTo3bkOXx48d4/PhxuWUqKiowNDR8a33XFX9/f4SHhyMxMbGuQ6kXXi4DMvL+CXJKqnUdTqOVHjikrkMgIiKiBorLtumtqQ8JX1ZWFpo2bVrXYchUG39MoOpjAk9EREREtY3LtqlB0tfXh5KSUl2H0WAVFhbWdQgNAseJiIiIiF5i8kz1UklJCebOnQttbW3o6+vD399fqlwkEiE8PBwAkJ6eDpFIhL1798Le3h7Kysro2LEjoqOjq9TXsWPHYGFhAbFYjIEDByIrK0sqjmXLlqFly5ZQUlKCtbU1jh49KpS/ad8AcO3aNeE5cj09PYwfP17qXdVOTk6YMWNGpeORk5ODiRMnQldXFxoaGujXrx+SkpKEcn9/f1hbW+Pbb79FmzZthFdR3bx5E7169YKysjIsLS1x8uRJqbHt169fmfdzP3z4EIqKioiMjKz0vr755hsYGRlBVVUVI0eORG5ubpXHFQCuXr2Kfv36QUVFBTo6Opg0aRLy8/OF8qioKHTv3h1qamrQ0tKCg4MD/vzzT4SGhmLp0qVISkqCSCSCSCRCaGjoG43Tzz//jE6dOgmxDBgwAE+fPq30/omIiIiocWHyTPVSWFgY1NTUcPHiRaxZswbLli3DiRMnKq3j4+OD2bNnIyEhAXZ2dnBxccGjR48qrfPs2TMEBQVh165dOH36NDIyMjBnzhyhPDg4GGvXrkVQUBCuXLkCZ2dnfPjhh0hNTX3jvoEXyVy/fv3QpUsXxMXF4ejRo3jw4AFGjhxZrfEYMWIEsrOzceTIEcTHx6Nr167o37+/1PPWt2/fxv79+3HgwAEkJiaiuLgYrq6uUFVVxcWLF7Ft2zYsXLhQqt+JEydiz549KCgoEM59//33MDQ0RL9+/Sq8r9u3b+Onn37CL7/8gqNHjyIhIQFTp06t8rg+ffoUzs7OaNq0KWJjY7Fv3z6cPHlSSOSfP38OV1dX9OnTB1euXMH58+cxadIkiEQijBo1CrNnz0aHDh2QlZWFrKwsjBo1qsbjlJWVhTFjxsDDwwPJycmIiorCRx99hIq2iygoKEBeXp7UQUREREQNH5NnqpesrKzg5+cHMzMzuLm5wcbGRuZMp5eXFz7++GNYWFhgy5Yt0NTUxI4dOyqtU1RUhK1bt8LGxgZdu3aFl5eXVD9BQUGYN28eRo8eDXNzc6xevbrczcxq0jcAbNq0CV26dMGqVavQvn17dOnSBd999x1OnTqFW7duVWk8zp49i0uXLmHfvn2wsbGBmZkZgoKCoKWlhZ9//lloo7CwEDt37kSXLl1gZWWFEydOIC0tDTt37kTnzp3Rq1cvrFy5Uiq+l+90PnTokHAuNDQUEokEIpGowvv677//sHPnTlhbW8PR0REbN27E3r17cf/+/SqN6549e4Q2OnbsiH79+mHTpk3YtWsXHjx4gLy8POTm5mLo0KEwMTGBhYUFJkyYgFatWkFFRQVisRgKCgrQ19eHvr4+VFRUajxOWVlZeP78OT766CMYGxujU6dOmDp1KsRicbn3HhAQAE1NTeEwMjKS+e+AiIiIiOo/Js9UL1lZWUl9NjAwQHZ2dqV17OzshJ8VFBRgY2OD5ORkAECHDh3KfUWUqqoqTExMyu0nLy8P9+7dg4ODg1Q/Dg4OQrtV6bsySUlJOHXqlNQrrNq3bw8ASEtLE66rbDySkpKQn58PHR0dqXbu3Lkj1Ubr1q2hq6srfE5JSYGRkRH09fWFc927d5fqR1lZGePHj8d3330HALh8+TKuXbsGiURS6X21atVKamM5Ozs7lJSUICUlpUrjmpycjM6dO0NNTU2q/GUb2trakEgkcHZ2houLC4KDg6WW25enpuPUuXNn9O/fH506dcKIESOwfft2PHnypMJ+fH19kZubKxyZmZmVxkVEREREDQN326Z66eV7hl8SiUQoKSmpcXuHDx9GUVERgBeviKqsn3f59rb8/Hy4uLhg9erVZcoMDAyEnysbj/z8fBgYGCAqKqpMG1paWsLPryai1TFx4kRYW1vj7t27CAkJQb9+/dC6desatVWbQkJCMGPGDBw9ehQ//vgjFi1ahBMnTqBnz57lXl/TcZKXl8eJEydw7tw5HD9+HBs3bsTChQtx8eJFtGnTpkxbSkpK3MyOiIiIqBHizDM1GhcuXBB+fv78OeLj42FhYQHgxWyiqakpTE1Nq/yqLQ0NDbRo0QIxMTFS52NiYmBpaVnlvivTtWtXXL9+HcbGxkJ8L4+qJrtdu3bF/fv3oaCgUKaNZs2aVVjP3NwcmZmZePDggXAuNja2zHWdOnWCjY0Ntm/fjj179sDDw0NmTBkZGbh3757w+cKFC5CTk4O5uXmVxtXCwgJJSUlSm3LFxMQIbbzUpUsX+Pr64ty5c+jYsSP27NkDAFBUVERxcXGtjBPw4o8VDg4OWLp0KRISEqCoqIiDBw/KHAciIiIiajyYPFOjsXnzZhw8eBA3b97EtGnT8OTJkyolepXx8fHB6tWr8eOPPyIlJQXz589HYmIiZs6cWSt9T5s2DY8fP8aYMWMQGxuLtLQ0HDt2DO7u7mWSv4oMGDAAdnZ2cHV1xfHjx5Geno5z585h4cKFiIuLq7De//73P5iYmGDChAm4cuUKYmJisGjRIgAo8zzzxIkTERgYiNLSUgwfPlxmTMrKypgwYQKSkpJw5swZzJgxAyNHjhSWiMsa13HjxgltXLt2DadOncL06dMxfvx46Onp4c6dO/D19cX58+fx559/4vjx40hNTRX+YGFsbIw7d+4gMTERf//9NwoKCmo8ThcvXsSqVasQFxeHjIwMHDhwAA8fPqzSH0eIiIiIqPHgsm1qNAIDAxEYGIjExESYmpoiIiJC5oyiLDNmzEBubi5mz56N7OxsWFpaIiIiAmZmZrXS98sZ2Hnz5uGDDz5AQUEBWrdujYEDB0JOrmp/2xKJRDh8+DAWLlwId3d3PHz4EPr6+nB0dISenl6F9eTl5REeHo6JEyfC1tYWbdu2xZdffgkXFxfhFU0vjRkzBt7e3hgzZkyZsvKYmprio48+wuDBg/H48WMMHToUX3/9tVAua1xVVVVx7NgxzJw5E7a2tlBVVcXHH3+MdevWCeU3b95EWFgYHj16BAMDA0ybNg2TJ08GAHz88cc4cOAA+vbti5ycHISEhEAikdRonDQ0NHD69GmsX78eeXl5aN26NdauXSv17DwRERERNX6i0nf5gCfRW5Ceno42bdogISEB1tbW703fb0NMTAx69eqF27dvS22klp6eDhMTE8TGxqJr1651GGHDk5eXB01NTeTm5kJDQ6OuwyEiIiKi11T19zXOPBO9xw4ePAixWAwzMzPcvn0bM2fOhIODg5A4FxUV4dGjR1i0aBF69uzJxJmIiIiI3lt85pnoLZoyZYrUa5FePaZMmVLX4eGff/7BtGnT0L59e0gkEtja2kq90zkmJgYGBgaIjY3F1q1b6zBSIiIiIqK6xWXb1KiVlpZi8uTJ+Pnnn/HkyZN3vrw6OzsbeXl5AID9+/djxYoVSEhIAPDiWdrmzZu/s1gairr+zmrby2VARt4/QU5Jta7DaVTSA4fUdQhERETUCHDZNhGAo0ePIjQ0FFFRUWjbtu0bbyBWXc2bNxcSZD09PcjLy8PU1PSdxtDQ1PV3RkRERERUHibP1KilpaXBwMAA9vb2FV5TWFgIRUXFdxhVzZWWlqK4uBgKCu/+P92ioiI0adLkrffT2L4zIiIiImoc+MwzNVoSiQTTp09HRkYGRCIRjI2NAQBOTk7w8vKCt7c3mjVrBmdnZwDAtWvXMGjQIIjFYujp6WH8+PH4+++/hfacnJwwY8YMzJ07F9ra2tDX14e/v79Unzk5OZg8eTL09PSgrKyMjh074tdff5W65tixY7CwsIBYLMbAgQORlZVV4T1ERUVBJBLhyJEj6NatG5SUlHD27FmkpaVh2LBh0NPTg1gshq2tLU6ePClV19jYGMuXL8eYMWOgpqYGQ0NDbN68ucrjJxKJsGXLFnz44YdQU1PDypUrUVxcDE9PT7Rp0wYqKiowNzdHcHBwmXF3dXXF0qVLoaurCw0NDUyZMgWFhYUy+6zud7Zu3Tp06tQJampqMDIywtSpU5Gfny+0FxoaCi0tLZlj/t1336FDhw5QUlKCgYEBvLy8hLKcnBxMnDhRuJd+/fohKSmpyuNIRERERI0Dk2dqtIKDg7Fs2TK0bNkSWVlZiI2NFcrCwsKgqKiImJgYbN26FTk5OejXrx+6dOmCuLg4HD16FA8ePMDIkSOl2gwLC4OamhouXryINWvWYNmyZThx4gQAoKSkBIMGDUJMTAy+//573LhxA4GBgZCXlxfqP3v2DEFBQdi1axdOnz6NjIwMzJkzR+a9zJ8/H4GBgUhOToaVlRXy8/MxePBgREZGIiEhAQMHDoSLiwsyMjKk6n355Zfo3LkzEhISMH/+fMycOVOItyr8/f0xfPhwXL16FR4eHigpKUHLli2xb98+3LhxA0uWLMGCBQvw008/SdWLjIxEcnIyoqKi8MMPP+DAgQNYunSpzP6q850BgJycHDZs2IDr168jLCwMv//+O+bOnSvVpqwx37JlC6ZNm4ZJkybh6tWriIiIkFpaP2LECGRnZ+PIkSOIj49H165d0b9/fzx+/LjK40hEREREDR83DKNGbf369Vi/fj3S09OFc05OTsjLy8Ply5eFcytWrMCZM2dw7Ngx4dzdu3dhZGSElJQUtGvXDk5OTiguLsaZM2eEa7p3745+/fohMDAQx48fx6BBg5CcnIx27dqViSU0NBTu7u5S71D++uuvsWzZMty/f7/c+KOiotC3b1+Eh4dj2LBhld5rx44dMWXKFGHW1NjYGBYWFjhy5IhwzejRo5GXl4fDhw9X2hbwYubZ29sbX331VaXXeXl54f79+/j5558BvJg9/uWXX5CZmQlV1RcbZG3duhU+Pj7Izc2FnFzlf7Or6ndWnp9//hlTpkwRVgxUZcwNDQ3h7u6OFStWlGnv7NmzGDJkCLKzs6GkpCScNzU1xdy5czFp0qQydQoKClBQUCB8zsvLg5GRETcMewu4YRgRERHVhqpuGMaZZ3ovdevWTepzUlISTp06JfUqqfbt2wN48QzuS1ZWVlL1DAwMkJ2dDQBITExEy5Yty02cX1JVVRWSuNfrV8bGxkbqc35+PubMmQMLCwtoaWlBLBYjOTm5zMyznZ1dmc/Jycky+6uoXwDYvHkzunXrBl1dXYjFYmzbtq1Mv507dxYS55f95ufnIzMzs8p9v+717wwATp48if79+8PQ0BDq6uoYP348Hj16hGfPngnXVDbm2dnZuHfvHvr3719un0lJScjPz4eOjo7Uv407d+5I/bt4VUBAADQ1NYXDyMioxvdMRERERPUHNwyj95KamprU5/z8fLi4uGD16tVlrjUwMBB+fn3DLJFIhJKSEgCAioqKzH7Lq1+VxR+vxztnzhycOHECQUFBMDU1hYqKCj755JMqPVdcHa/3u3fvXsyZMwdr166FnZ0d1NXV8eWXX+LixYu12m9VYklPT8fQoUPx+eefY+XKldDW1sbZs2fh6emJwsJCIXmvbMxlfWf5+fkwMDBAVFRUmTItLa1y6/j6+mLWrFnC55czz0RERETUsDF5JgLQtWtX7N+/H8bGxjXeydrKygp3797FrVu3Kp19rg0xMTGQSCQYPnw4gBdJ3qvLnF+6cOFCmc8WFhZv1K+9vT2mTp0qnCtvBjYpKQn//vuvkJxeuHABYrG4VpPI+Ph4lJSUYO3atcJS8NefvZZFXV0dxsbGiIyMRN++fcuUd+3aFffv34eCgoKweZksSkpKUku8iYiIiKhx4LJtIgDTpk3D48ePMWbMGMTGxiItLQ3Hjh2Du7s7iouLq9RGnz594OjoiI8//hgnTpzAnTt3cOTIERw9erTW4zUzM8OBAweQmJiIpKQkjB07VpgBf1VMTAzWrFmDW7duYfPmzdi3bx9mzpz5Rv3GxcXh2LFjuHXrFhYvXiy1qddLhYWF8PT0xI0bN3D48GH4+fnBy8tL5vPO1WFqaoqioiJs3LgRf/zxB3bt2iVsJFYd/v7+WLt2LTZs2IDU1FRcvnwZGzduBAAMGDAAdnZ2cHV1xfHjx5Geno5z585h4cKFiIuLq7V7ISIiIqL6j8kzEYAWLVogJiYGxcXF+OCDD9CpUyd4e3tDS0urWgnf/v37YWtrizFjxsDS0hJz586tcvJdHevWrUPTpk1hb28PFxcXODs7o2vXrmWumz17NuLi4tClSxesWLEC69atE17zVBOTJ0/GRx99hFGjRqFHjx549OiR1Cz0S/3794eZmRkcHR0xatQofPjhh2Ve6/WmOnfujHXr1mH16tXo2LEjdu/ejYCAgGq3M2HCBKxfvx5ff/01OnTogKFDhyI1NRXAiyXehw8fhqOjI9zd3dGuXTuMHj0af/75J/T09Gr1foiIiIiofuNu20SNlLGxMby9veHt7f1O+5VIJMjJyUF4ePg77be+qurujURERERUN7jbNhEREREREVEtYfJM9B7avXu31KuXXj06dOjw1vrNyMiosF+xWFzmlVdERERERPUFl20TvYf++ecfPHjwoNyyJk2aoHXr1m+l3+fPn5e7K/hLb7LbeW2LiopC37598eTJkwpfS1UVL5cBGXn/BDklVdkVqFLpgUPqOgQiIiJqZKq6bLt+/JZKRO+Uuro61NXV33m/CgoKMDU1fef9vu7777/HihUrkJ6eDn19fXh6emLx4sV1HRYRERER1WNctk1E743CwkKkp6fDzc0Nrq6uSE5Oxk8//YQ2bdrUdWhEREREVM8xeSaiRsvJyQleXl7w9vZGs2bN4OzsDJFIBJFIBA8PD7Rp0wbdu3fHp59+WmEbMTExsLKygrKyMnr27Ilr1669wzsgIiIiovqCyTMRNWphYWFQVFRETEwMtm7dCkNDQ9jY2MDLywv//fefzPo+Pj5Yu3YtYmNjoaurCxcXFxQVFb2DyImIiIioPmHyTESNmpmZGdasWQNzc3OYm5vjs88+Q2lpKdq2bYtBgwYhLy9PuNbFxQVeXl5S9f38/PC///0PnTp1QlhYGB48eICDBw9W2F9BQQHy8vKkDiIiIiJq+Jg8E1Gj1q1bN+HnGzduIDQ0FKGhodiyZQtatWoFJycnZGdnAwCuXbuG3r17S9W3s7MTftbW1oa5uTmSk5Mr7C8gIACamprCYWRkVMt3RERERER1gckzETVqampqws9XrlyBkpISLC0tIRKJ8N1336Ft27ZwcHDA9u3b8c8//+DDDz98o/58fX2Rm5srHJmZmW96C0RERERUDzB5JqL3hqGhIQoKCnDx4kUAgLy8PPbs2QMTExNMmjQJCxcuhIqKilSdCxcuCD8/efIEt27dgoWFRYV9KCkpQUNDQ+ogIiIiooaPyTMRvTd69eoFe3t7jBo1CuHh4UhLS8PRo0dx7949qKmpYc+ePXj27JlUnWXLliEyMhLXrl2DRCJBs2bN4OrqWjc3QERERER1hskzEb03RCIRjh49ik8++QSzZs2CpaUlfH194enpiVu3buH+/fsYN24cSkpKhDqBgYGYOXMmunXrhvv37+OXX36BoqJiHd4FEREREdUFUWlpaWldB0FE1Fjl5eVBU1MTubm5XMJNREREVA9V9fc1zjwTERERERERycDkmYiIiIiIiEgGhboOgIhecHJygrW1NdavX1/XoZQrNDQU3t7eyMnJqfAaiUSCnJwchIeH13ks9U1Hv2OQU1Kt6zAanPTAIXUdAhEREREAzjwTNVoSiYS7QhMRERER1RImz0T0XiksLKzrEIiIiIioAWLyTFQHnj59Cjc3N4jFYhgYGGDt2rVS5QUFBZgzZw4MDQ2hpqaGHj16ICoqSij39/eHtbW1VJ3169fD2NhYKA8LC8OhQ4cgEokgEokQFRWFwsJCeHl5wcDAAMrKymjdujUCAgKENnJycjB58mTo6elBWVkZHTt2xK+//irVz7Fjx2BhYQGxWIyBAwciKyurwvs8evQoevXqBS0tLejo6GDo0KFIS0sTytPT0yESiXDgwAH07dsXqqqq6Ny5M86fPy/VTmhoKFq1agVVVVUMHz4cjx49qsowS43Vt99+izZt2kBZWblase3duxf29vbCeERHR1e5byIiIiJqPJg8E9UBHx8fREdH49ChQzh+/DiioqJw+fJlodzLywvnz5/H3r17ceXKFYwYMQIDBw5EampqldqfM2cORo4cKSS3WVlZsLe3x4YNGxAREYGffvoJKSkp2L17t5Bwl5SUYNCgQYiJicH333+PGzduIDAwEPLy8kK7z549Q1BQEHbt2oXTp08jIyMDc+bMqTCOp0+fYtasWYiLi0NkZCTk5OQwfPhwqfcoA8DChQsxZ84cJCYmol27dhgzZgyeP38OALh48SI8PT3h5eWFxMRE9O3bFytWrKjqUAMAbt++jf379+PAgQNITEysVmw+Pj6YPXs2EhISYGdnBxcXl2ol70RERETUOHDDMKJ3LD8/Hzt27MD333+P/v37AwDCwsLQsmVLAEBGRgZCQkKQkZGBFi1aAHiRDB89ehQhISFYtWqVzD7EYjFUVFRQUFAAfX194XxGRgbMzMzQq1cviEQitG7dWig7efIkLl26hOTkZLRr1w4A0LZtW6l2i4qKsHXrVpiYmAB4keQvW7aswjg+/vhjqc/fffcddHV1cePGDXTs2FE4P2fOHAwZ8mJjqKVLl6JDhw64ffs22rdvj+DgYAwcOBBz584FALRr1w7nzp3D0aNHZY7DS4WFhdi5cyd0dXWrHZuXl5dw7ZYtW3D06FHs2LFDiOd1BQUFKCgoED7n5eVVOU4iIiIiqr8480z0jqWlpaGwsBA9evQQzmlra8Pc3BwAcPXqVRQXF6Ndu3YQi8XCER0dLbWsuCYkEgkSExNhbm6OGTNm4Pjx40JZYmIiWrZsKSTO5VFVVRUSZwAwMDBAdnZ2hdenpqZizJgxaNu2LTQ0NIRZ7oyMDKnrrKyspNoEILSbnJwsNVYAYGdnJ+NOpbVu3Voqca5ObK/2paCgABsbGyQnJ1fYV0BAADQ1NYXDyMioWrESERERUf3EmWeieiY/Px/y8vKIj4+XWjINvJhRBgA5OTmUlpZKlRUVFclsu2vXrrhz5w6OHDmCkydPYuTIkRgwYAB+/vlnqKioyKzfpEkTqc8ikahMHK9ycXFB69atsX37drRo0QIlJSXo2LFjmU27Xm1XJBIBQJnl029CTU2txrFVl6+vL2bNmiV8zsvLYwJNRERE1Ahw5pnoHTMxMUGTJk1w8eJF4dyTJ09w69YtAECXLl1QXFyM7OxsmJqaSh0vl2Dr6uri/v37Uonry2d5X1JUVERxcXGZ/jU0NDBq1Chs374dP/74I/bv34/Hjx/DysoKd+/eFeJ4U48ePUJKSgoWLVqE/v37w8LCAk+ePKl2OxYWFlJjBQAXLlx4Z7G92tfz588RHx8PCwuLCttWUlKChoaG1EFEREREDR9nnoneMbFYDE9PT/j4+EBHRwfNmzfHwoULISf34m9Z7dq1w7hx4+Dm5oa1a9eiS5cuePjwISIjI2FlZYUhQ4bAyckJDx8+xJo1a/DJJ5/g6NGjOHLkiFSiZmxsjGPHjiElJQU6OjrQ1NTExo0bYWBggC5dukBOTg779u2Dvr4+tLS00KdPHzg6OuLjjz/GunXrYGpqips3b0IkEmHgwIHVvs+mTZtCR0cH27Ztg4GBATIyMjB//vxqtzNjxgw4ODggKCgIw4YNw7Fjx6r1vPObxrZ582aYmZnBwsICX331FZ48eQIPD4836p+IiIiIGh7OPBPVgS+//BK9e/eGi4sLBgwYgF69eqFbt25CeUhICNzc3DB79myYm5vD1dUVsbGxaNWqFYAXs7Fff/01Nm/ejM6dO+PSpUtldr3+7LPPYG5uDhsbG+jq6iImJgbq6upYs2YNbGxsYGtri/T0dBw+fFhI3Pfv3w9bW1uMGTMGlpaWmDt3brmz11UhJyeHvXv3Ij4+Hh07dsQXX3yBL7/8strt9OzZE9u3b0dwcDA6d+6M48ePY9GiRTWKqSaxBQYGIjAwEJ07d8bZs2cRERGBZs2avVH/RERERNTwiEore2CRiOg9lZ6ejjZt2iAhIaHMO7WrIy8vD5qamsjNzeUSbiIiIqJ6qKq/r3HmmYiIiIiIiEgGJs9E1KB16NBB6pVerx67d++u6/CIiIiIqJHghmFE1KAdPny4wtd06enp1bhdY2PjSl/DVV0d/Y5BTkm11tprjNIDh9R1CEREREQV4swzEb0VoaGh0NLSeuv9tG7dGqampjAzM8O1a9ekXu2lrq7+1vsnIiIiovcDk2ciemPGxsZYv3691LlRo0bV2jujqyIrKwuDBg16Z/0RERER0fuFy7aJGoDCwkIoKirWdRjVoqKiAhUVlXfWn76+/jvri4iIiIjeP5x5JqqHnJyc4OXlBW9vbzRr1gzOzs6Ijo5G9+7doaSkBAMDA8yfPx/Pnz+XqjN9+nR4e3ujadOm0NPTw/bt2/H06VO4u7tDXV0dpqamOHLkiFCnuLgYnp6eaNOmDVRUVGBubo7g4GCpWCQSCVxdXREUFAQDAwPo6Ohg2rRpwnPGTk5O+PPPP/HFF19AJBJBJBIBKH/Z9i+//AJbW1soKyujWbNmGD58eJXGw9jYGMuXL8eYMWOgpqYGQ0NDbN68WeoakUiE8PBw4fO8efPQrl07qKqqom3btli8eLHUs9H+/v6wtrbGrl27YGxsDE1NTYwePRr//POPcE1BQQFmzJiB5s2bQ1lZGb169UJsbGyVYiYiIiKixoXJM1E9FRYWBkVFRcTExMDf3x+DBw+Gra0tkpKSsGXLFuzYsQMrVqwoU6dZs2a4dOkSpk+fjs8//xwjRoyAvb09Ll++jA8++ADjx4/Hs2fPAAAlJSVo2bIl9u3bhxs3bmDJkiVYsGABfvrpJ6l2T506hbS0NJw6dQphYWEIDQ1FaGgoAODAgQNo2bIlli1bhqysLGRlZZV7P7/99huGDx+OwYMHIyEhAZGRkejevXuVx+PLL79E586dkZCQgPnz52PmzJk4ceJEhderq6sjNDQUN27cQHBwMLZv346vvvpK6pq0tDSEh4fj119/xa+//oro6GgEBgYK5XPnzsX+/fsRFhaGy5cvw9TUFM7Oznj8+HGF/RYUFCAvL0/qICIiIqKGT1Ram9vJElGtcHJyQl5eHi5fvgwAWLhwIfbv34/k5GRhZvfrr7/GvHnzkJubCzk5OTg5OaG4uBhnzpwB8GJWWVNTEx999BF27twJALh//z4MDAxw/vx59OzZs9y+vby8cP/+ffz8888AXsw8R0VFIS0tDfLy8gCAkSNHQk5ODnv37gXwYmbY29sb3t7eQjuhoaHw9vZGTk4OAMDe3h5t27bF999/X+3xMDY2hoWFhdSs+ejRo5GXl4fDhw8DeDHzfPDgQbi6upbbRlBQEPbu3Yu4uDgAL2aev/zyS9y/f1/YWGzu3Lk4ffo0Lly4gKdPn6Jp06YIDQ3F2LFjAQBFRUXCvfr4+JTbj7+/P5YuXVrmvJH3T9xtWwbutk1ERER1IS8vD5qamsjNzYWGhkaF13Hmmaie6tatm/BzcnIy7OzshMQZABwcHJCfn4+7d+8K56ysrISf5eXloaOjg06dOgnnXr66KTs7Wzi3efNmdOvWDbq6uhCLxdi2bRsyMjKkYunQoYOQOAOAgYGBVBtVkZiYiP79+1erzqvs7OzKfE5OTq7w+h9//BEODg7Q19eHWCzGokWLytyXsbGx1I7cr95XWloaioqK4ODgIJQ3adIE3bt3r7RfX19f5ObmCkdmZma17pOIiIiI6icmz0T1lJqaWrXrNGnSROqzSCSSOvcy+S4pKQEA7N27F3PmzIGnpyeOHz+OxMREuLu7o7CwUGa7L9uoqne5edj58+cxbtw4DB48GL/++isSEhKwcOHCt3Jfr1NSUoKGhobUQUREREQNH5NnogbAwsIC58+fx6tPWcTExEBdXR0tW7ascbsxMTGwt7fH1KlT0aVLF5iamiItLa3a7SgqKqK4uLjSa6ysrBAZGVnTUHHhwoUyny0sLMq99ty5c2jdujUWLlwIGxsbmJmZ4c8//6xWfyYmJsIz5y8VFRUhNjYWlpaW1b8BIiIiImrQmDwTNQBTp05FZmYmpk+fjps3b+LQoUPw8/PDrFmzICdX8/+MzczMEBcXh2PHjuHWrVtYvHhxjXaTNjY2xunTp/HXX3/h77//LvcaPz8//PDDD/Dz80NycjKuXr2K1atXV7mPmJgYrFmzBrdu3cLmzZuxb98+zJw5s8L7ysjIwN69e5GWloYNGzbg4MGD1bonNTU1fP755/Dx8cHRo0dx48YNfPbZZ3j27Bk8PT2r1RYRERERNXx8zzNRA2BoaIjDhw/Dx8cHnTt3hra2Njw9PbFo0aI3anfy5MlISEjAqFGjIBKJMGbMGEydOlVqY66qWLZsGSZPngwTExMUFBSgvH0InZycsG/fPixfvhyBgYHQ0NCAo6NjlfuYPXs24uLisHTpUmhoaGDdunVwdnYu99oPP/wQX3zxBby8vFBQUIAhQ4Zg8eLF8Pf3r9Z9BQYGoqSkBOPHj8c///wDGxsbHDt2DE2bNq1WOwBwbakzl3ATERERNWDcbZuI6r3ydvNuKKq6eyMRERER1Q3utk1ERERERERUS7hsm4jq1JkzZzBo0KAKy/Pz899hNG9PR79jfM9zOfhuZyIiImooOPNMRJWSSCRwdXWtlbaioqIgEomQk5MjnLOxsUFiYqJweHh4wMjISPgMAOnp6dVash0aGgotLa1aiZmIiIiICODMMxHVMRUVFZiamgqfV61aBT8/P+jo6NRhVERERERE0pg8E1G9IhaLIRaL6zoMIiIiIiIpXLZN1Eg4OTlh+vTp8Pb2RtOmTaGnp4ft27fj6dOncHd3h7q6OkxNTaVeQ1VcXAxPT0+0adMGKioqMDc3R3BwcKX9lJSUICAgQKjTuXNn/Pzzz9WKNT4+HjY2NlBVVYW9vT1SUlKEMn9/f1hbWwufXy4bX7p0KXR1daGhoYEpU6agsLBQZj/Hjh2DhYUFxGIxBg4ciKysLKn7WLZsGVq2bAklJSVYW1vj6NGjQnl6ejpEIhH27t0Le3t7KCsro2PHjoiOjq7WvRIRERFR48DkmagRCQsLQ7NmzXDp0iVMnz4dn3/+OUaMGAF7e3tcvnwZH3zwAcaPH49nz54BeJFAtmzZEvv27cONGzewZMkSLFiwAD/99FOFfQQEBGDnzp3YunUrrl+/ji+++AKffvpptZLKhQsXYu3atYiLi4OCggI8PDwqvT4yMhLJycmIiorCDz/8gAMHDmDp0qWV1nn27BmCgoKwa9cunD59GhkZGZgzZ45QHhwcjLVr1yIoKAhXrlyBs7MzPvzwQ6Smpkq14+Pjg9mzZyMhIQF2dnZwcXHBo0ePKuy3oKAAeXl5UgcRERERNXxMnokakc6dO2PRokUwMzODr68vlJWV0axZM3z22WcwMzPDkiVL8OjRI1y5cgUA0KRJEyxduhQ2NjZo06YNxo0bB3d39wqT54KCAqxatQrfffcdnJ2d0bZtW0gkEnz66af45ptvqhznypUr0adPH1haWmL+/Pk4d+4c/vvvvwqvV1RUxHfffYcOHTpgyJAhWLZsGTZs2ICSkpIK6xQVFWHr1q2wsbFB165d4eXlhcjISKE8KCgI8+bNw+jRo2Fubo7Vq1fD2toa69evl2rHy8sLH3/8MSwsLLBlyxZoampix44dFfYbEBAATU1N4TAyMqryuBARERFR/cXkmagRsbKyEn6Wl5eHjo4OOnXqJJzT09MDAGRnZwvnNm/ejG7dukFXVxdisRjbtm1DRkZGue3fvn0bz549w//+9z/h2WSxWIydO3ciLS2tRnEaGBiUiel1nTt3hqrq/7/myc7ODvn5+cjMzKywjqqqKkxMTKT6edlHXl4e7t27BwcHB6k6Dg4OSE5OljpnZ2cn/KygoAAbG5sy17zK19cXubm5wlFZjERERETUcHDDMKJGpEmTJlKfRSKR1DmRSAQAwozt3r17MWfOHKxduxZ2dnZQV1fHl19+iYsXL5bb/st3Lv/2228wNDSUKlNSUqpRnK/HVFvKG4vS0tJa7aM8SkpK1RoLIiIiImoYOPNM9B6LiYmBvb09pk6dii5dusDU1LTSGWRLS0soKSkhIyMDpqamUsfbXJ6clJSEf//9V/h84cIFiMXiGvepoaGBFi1aICYmRup8TEwMLC0tpc5duHBB+Pn58+eIj4+HhYVFjfolIiIiooaLM89E7zEzMzPs3LkTx44dQ5s2bbBr1y7ExsaiTZs25V6vrq6OOXPm4IsvvkBJSQl69eqF3NxcxMTEQENDAxMmTHgrcRYWFsLT0xOLFi1Ceno6/Pz84OXlBTm5mv/9z8fHB35+fjAxMYG1tTVCQkKQmJiI3bt3S123efNmmJmZwcLCAl999RWePHkic4MzIiIiImp8mDwTvccmT56MhIQEjBo1CiKRCGPGjMHUqVOlXmf1uuXLl0NXVxcBAQH4448/oKWlha5du2LBggVvLc7+/fvDzMwMjo6OKCgowJgxY+Dv7/9Gbc6YMQO5ubmYPXs2srOzYWlpiYiICJiZmUldFxgYiMDAQCQmJsLU1BQRERFo1qxZtfu7ttQZGhoabxQzEREREdUdUem7eAiQiKiGJBIJcnJyEB4e/k77TU9PR5s2bZCQkCD13unqysvLg6amJnJzc5k8ExEREdVDVf19jc88ExEREREREcnAZdtEVGumTJmC77//vtyyTz/9FFu3bn3HEdUfHf2OQU5JVfaFjVB64JC6DoGIiIjojXHZNhHVmuzsbOTl5ZVbpqGhgebNm7/jiMqqreXYVfVyGZCR909MnomIiIjqoaou2+bMMxHVmubNm9eLBLk2FBYWQlFRsa7DICIiIqJ6gs88E9E7VVJSgjVr1sDU1BRKSkpo1aoVVq5cCQC4evUq+vXrBxUVFejo6GDSpEnIz88X6jo5OcHb21uqPVdXV0gkEuGzsbExVq1aBQ8PD6irq6NVq1bYtm2bUP7yNVxdunSBSCSCk5MTgBcbk7m6umLlypVo0aIFzM3NsWzZMnTs2LHMPVhbW2Px4sW1NCJERERE1BAweSaid8rX1xeBgYFYvHgxbty4gT179kBPTw9Pnz6Fs7MzmjZtitjYWOzbtw8nT56El5dXtftYu3YtbGxskJCQgKlTp+Lzzz9HSkoKAODSpUsAgJMnTyIrKwsHDhwQ6kVGRiIlJQUnTpzAr7/+Cg8PDyQnJyM2Nla4JiEhAVeuXIG7u/sbjgQRERERNSRctk1E78w///yD4OBgbNq0CRMmTAAAmJiYoFevXti+fTv+++8/7Ny5E2pqagCATZs2wcXFBatXr4aenl6V+xk8eDCmTp0KAJg3bx6++uornDp1Cubm5tDV1QUA6OjoQF9fX6qempoavv32W6nl2s7OzggJCYGtrS0AICQkBH369EHbtm3L7bugoAAFBQXC54qeASciIiKihoUzz0T0ziQnJ6OgoAD9+/cvt6xz585C4gwADg4OKCkpEWaNq8rKykr4WSQSQV9fH9nZ2TLrderUqcxzzp999hl++OEH/PfffygsLMSePXvg4eFRYRsBAQHQ1NQUDiMjo2rFTkRERET1E5NnInpnVFRU3qi+nJwcXn9BQFFRUZnrmjRpIvVZJBKhpKREZvuvJu4vubi4QElJCQcPHsQvv/yCoqIifPLJJxW24evri9zcXOHIzMyU2S8RERER1X9MnononTEzM4OKigoiIyPLlFlYWCApKQlPnz4VzsXExEBOTg7m5uYAAF1dXWRlZQnlxcXFuHbtWrVieDmzXFxcXKXrFRQUMGHCBISEhCAkJASjR4+u9I8ASkpK0NDQkDqIiIiIqOHjM89E9M4oKytj3rx5mDt3LhQVFeHg4ICHDx/i+vXrGDduHPz8/DBhwgT4+/vj4cOHmD59OsaPHy8879yvXz/MmjULv/32G0xMTLBu3Trk5ORUK4bmzZtDRUUFR48eRcuWLaGsrAxNTc1K60ycOBEWFhYAXiT0RERERPT+4cwzEb1TixcvxuzZs7FkyRJYWFhg1KhRyM7OhqqqKo4dO4bHjx/D1tYWn3zyCfr3749NmzYJdT08PDBhwgS4ubkJm3b17du3Wv0rKChgw4YN+Oabb9CiRQsMGzZMZh0zMzPY29ujffv26NGjR7XvmYiIiIgaPlHp6w8QEhGRlNLSUpiZmWHq1KmYNWtWterm5eVBU1MTubm5XMJNREREVA9V9fc1LtsmIqrEw4cPsXfvXty/f5/vdiYiIiJ6jzF5JiKqRPPmzdGsWTNs27YNTZs2retwiIiIiKiOMHkmIqpEbT3Z0tHvGOSUVGulrfouPXBIXYdAREREVOu4YRhRA+Lk5ARvb+8a1/f394e1tbXwWSKRwNXV9a32WV3379/H//73P6ipqUFLS+ut9mVsbIz169cLn0UiEcLDw99qn0RERETUMHHmmeg9FhwcXGszq7Xlq6++QlZWFhITE2W+QupNxcbGQk1N7a32QURERESNA5NnovfY205OayItLQ3dunWDmZnZW+9LV1f3rfdBRERERI0Dl20TNTAlJSWYO3cutLW1oa+vD39/f6EsIyMDw4YNg1gshoaGBkaOHIkHDx5U2Nbry7afPn0KNzc3iMViGBgYYO3atWXq7Nq1CzY2NlBXV4e+vj7Gjh2L7OxsAC+eDzY1NUVQUJBUncTERIhEIty+fbvSezM2Nsb+/fuxc+dOiEQiSCQSAMC6devQqVMnqKmpwcjICFOnTkV+fr5QLzQ0FFpaWvj1119hbm4OVVVVfPLJJ3j27BnCwsJgbGyMpk2bYsaMGSguLpbq79Vl26/q168fvLy8pM49fPgQioqKiIyMrPQ+iIiIiKjxYfJM1MCEhYVBTU0NFy9exJo1a7Bs2TKcOHECJSUlGDZsGB4/fozo6GicOHECf/zxB0aNGlXltn18fBAdHY1Dhw7h+PHjiIqKwuXLl6WuKSoqwvLly5GUlITw8HCkp6cLSa5IJIKHhwdCQkKk6oSEhMDR0RGmpqaV9h8bG4uBAwdi5MiRyMrKQnBwMABATk4OGzZswPXr1xEWFobff/8dc+fOlar77NkzbNiwAXv37sXRo0cRFRWF4cOH4/Dhwzh8+DB27dqFb775Bj///HOVxmLixInYs2cPCgoKhHPff/89DA0N0a9fvwrrFRQUIC8vT+ogIiIiooaPy7aJGhgrKyv4+fkBAMzMzLBp0yZhJvTq1au4c+cOjIyMAAA7d+5Ehw4dEBsbC1tb20rbzc/Px44dO/D999+jf//+AF4k6i1btpS6zsPDQ/i5bdu22LBhA2xtbZGfnw+xWAyJRIIlS5bg0qVL6N69O4qKirBnz54ys9Hl0dXVhZKSElRUVKCvry+cf3XDMmNjY6xYsQJTpkzB119/LZwvKirCli1bYGJiAgD45JNPsGvXLjx48ABisRiWlpbo27cvTp06VaU/KHz00Ufw8vLCoUOHMHLkSAAvZrglEglEIlGF9QICArB06VKZ7RMRERFRw8KZZ6IGxsrKSuqzgYEBsrOzkZycDCMjIyFxBgBLS0toaWkhOTlZZrtpaWkoLCxEjx49hHPa2towNzeXui4+Ph4uLi5o1aoV1NXV0adPHwAvlowDQIsWLTBkyBB89913AIBffvkFBQUFGDFiRM1uGMDJkyfRv39/GBoaQl1dHePHj8ejR4/w7Nkz4RpVVVUhcQYAPT09GBsbQywWS517ucRcFmVlZYwfP164j8uXL+PatWvCLHtFfH19kZubKxyZmZnVuFMiIiIiqq+YPBM1ME2aNJH6LBKJUFJS8k76fvr0KZydnaGhoYHdu3cjNjYWBw8eBAAUFhYK102cOBF79+7Fv//+i5CQEIwaNQqqqjV7x3F6ejqGDh0KKysr7N+/H/Hx8di8eXOZPssblzcdq4kTJ+LEiRO4e/cuQkJC0K9fP7Ru3brSOkpKStDQ0JA6iIiIiKjhY/JM1EhYWFggMzNTaqbzxo0byMnJgaWlpcz6JiYmaNKkCS5evCice/LkCW7duiV8vnnzJh49eoTAwED07t0b7du3L3cmd/DgwVBTU8OWLVtw9OhRqaXe1RUfH4+SkhKsXbsWPXv2RLt27XDv3r0at1cdnTp1go2NDbZv3449e/a80X0QERERUcPG5JmokRgwYAA6deqEcePG4fLly7h06RLc3NzQp08f2NjYyKwvFovh6ekJHx8f/P7778ISZTm5///fRKtWraCoqIiNGzfijz/+QEREBJYvX16mLXl5eUgkEvj6+sLMzAx2dnY1vi9TU1MUFRUJfe7atQtbt26tcXvVNXHiRAQGBqK0tBTDhw9/Z/0SERERUf3CDcOIGgmRSIRDhw5h+vTpcHR0hJycHAYOHIiNGzdWuY0vv/wS+fn5cHFxgbq6OmbPno3c3FyhXFdXF6GhoViwYAE2bNiArl27IigoCB9++GGZtjw9PbFq1Sq4u7u/0X117twZ69atw+rVq+Hr6wtHR0cEBATAzc3tjdqtqjFjxsDb2xtjxoyBsrJyjdu5ttSZS7iJiIiIGjBRaWlpaV0HQUSNz5kzZ9C/f39kZmZCT0+vrsOpsfT0dJiYmCA2NhZdu3atdv28vDxoamoiNzeXyTMRERFRPVTV39c480xEtaqgoAAPHz6Ev78/RowY0WAT56KiIjx69AiLFi1Cz549a5Q4ExEREVHjweSZiGrVDz/8AE9PT1hbW2Pnzp1SZbt378bkyZPLrde6dWtcv379XYRYJTExMejbty/atWuHn3/++Y3b6+h3DHJKNdtxvL5KDxxS1yEQERERvTNctk3UADg5OcHa2hrr16+v0zbe1D///IMHDx6UW9akSROZr4FqiF4uAzLy/onJMxEREVE9xGXbRO+pqKgo9O3bF0+ePIGWlpZw/sCBA2Xee/yuqaurQ11dvU5jKE9FY0ZERERE9BKTZ6L3hLa2dl2HQERERETUYPE9z0QNzK5du2BjYwN1dXXo6+tj7NixyM7OBvBiZ+i+ffsCAJo2bQqRSASJRALgxbJtb29voR1jY2OsWrUKHh4eUFdXR6tWrbBt27Yqx3H37l2MGTMG2traUFNTg42NDS5evCiUb9myBSYmJlBUVIS5uTl27dolVV8kEuGbb77B0KFDoaqqCgsLC5w/fx63b9+Gk5MT1NTUYG9vj7S0NKGOv78/rK2t8d1336FVq1YQi8WYOnUqiouLsWbNGujr66N58+ZYuXKlUCc9PR0ikQiJiYnCuZycHIhEIkRFRVU6ZiUlJQgICECbNm2goqKCzp0718rzz0RERETU8DB5JmpgioqKsHz5ciQlJSE8PBzp6elCsmdkZIT9+/cDAFJSUpCVlYXg4OAK21q7di1sbGyQkJCAqVOn4vPPP0dKSorMGPLz89GnTx/89ddfiIiIQFJSEubOnYuSkhIAwMGDBzFz5kzMnj0b165dw+TJk+Hu7o5Tp05JtbN8+XK4ubkhMTER7du3x9ixYzF58mT4+voiLi4OpaWl8PLykqqTlpaGI0eO4OjRo/jhhx+wY8cODBkyBHfv3kV0dDRWr16NRYsWSSXylalszAICArBz505s3boV169fxxdffIFPP/0U0dHRFbZXUFCAvLw8qYOIiIiIGj4u2yZqYDw8PISf27Ztiw0bNsDW1hb5+fkQi8XC8uzmzZvLfH538ODBmDp1KgBg3rx5+Oqrr3Dq1CmYm5tXWm/Pnj14+PAhYmNjhf5MTU2F8qCgIEgkEqHtWbNm4cKFCwgKChJmeQHA3d0dI0eOFPq3s7PD4sWL4ezsDACYOXMm3N3dpfouKSnBd999B3V1dVhaWqJv375ISUnB4cOHIScnB3Nzc6xevRqnTp1Cjx49Kr0PAJCXly93zAoKCrBq1SqcPHkSdnZ2AF6M99mzZ/HNN9+gT58+5bYXEBCApUuXyuyXiIiIiBoWzjwTNTDx8fFwcXFBq1atoK6uLiRxGRkZ1W7LyspK+FkkEkFfX19YAl6ZxMREdOnSpcLnqJOTk+Hg4CB1zsHBAcnJyRX2//J90J06dZI6999//0nN3hobG0ttOqanpwdLS0vIyclJnavKfVTm9u3bePbsGf73v/9BLBYLx86dO6WWkr/O19cXubm5wpGZmflGcRARERFR/cCZZ6IG5OnTp3B2doazszN2794NXV1dZGRkwNnZGYWFhdVu7/Xdt0UikbD0ujIqKirV7ktW/yKRqMJzr8ZUXsyV3cfLpPrVt/IVFRXJjC0/Px8A8Ntvv8HQ0FCqTElJqcJ6SkpKlZYTERERUcPEmWeiBuTmzZt49OgRAgMD0bt3b7Rv377MDKuioiIAoLi4+K3FYWVlhcTERDx+/LjccgsLC8TExEidi4mJgaWl5VuLqSK6uroAgKysLOHcq5uHAeWPmaWlJZSUlJCRkQFTU1Opw8jI6O0HTkRERET1CmeeiRqQVq1aQVFRERs3bsSUKVNw7do1LF++XOqa1q1bQyQS4ddff8XgwYOhoqICsVhcq3GMGTMGq1atgqurKwICAmBgYICEhAS0aNECdnZ28PHxwciRI9GlSxcMGDAAv/zyCw4cOICTJ0/WahxVoaKigp49eyIwMBBt2rRBdnY2Fi1aJHVNeWOmrq6OOXPm4IsvvkBJSQl69eqF3NxcxMTEQENDAxMmTHjn90JEREREdYfJM1EDoquri9DQUCxYsAAbNmxA165dERQUhA8//FC4xtDQEEuXLsX8+fPh7u4ONzc3hIaG1mocioqKOH78OGbPno3Bgwfj+fPnsLS0xObNmwEArq6uCA4ORlBQEGbOnIk2bdogJCQETk5OtRpHVX333Xfw9PREt27dYG5ujjVr1uCDDz4Qyisas+XLl0NXVxcBAQH4448/oKWlha5du2LBggXVjuHaUmdoaGjU5m0RERER0TskKn31QUAiIqpVeXl50NTURG5uLpNnIiIionqoqr+v8ZlnIiIiIiIiIhm4bJuIyli1ahVWrVpVblnv3r1x5MiRdxxRw9fR7xjklFTrOoxakx44pK5DICIiInqnOPNMVE84OTnB29u7xvX9/f1hbW0tfJZIJHB1da1Rn1OmTEFiYmK5x7ffflvjGEUiEcLDwyssj4qKgkgkQk5OTo37AKp270RERERE1cGZZ6JGKjg4GDXd0kBbWxva2tq1HJFs9vb2yMrKgqam5jvvm4iIiIioMkyeiRqphpiAKioqQl9fv67DICIiIiIqg8u2ieqRkpISzJ07F9ra2tDX14e/v79QlpGRgWHDhkEsFkNDQwMjR47EgwcPKmzr9aXLT58+hZubG8RiMQwMDLB27doydXbt2gUbGxuoq6tDX18fY8eORXZ2NgCgtLQUpqamCAoKkqqTmJgIkUiE27dvV+ke//77bwwfPhyqqqowMzNDRESEUPb6su3Q0FBoaWkhPDwcZmZmUFZWhrOzMzIzM6vUV1BQEAwMDKCjo4Np06ahqKhIKHvy5Anc3NzQtGlTqKqqYtCgQUhNTRXK37RvIiIiImpcmDwT1SNhYWFQU1PDxYsXsWbNGixbtgwnTpxASUkJhg0bhsePHyM6OhonTpzAH3/8gVGjRlW5bR8fH0RHR+PQoUM4fvw4oqKicPnyZalrioqKsHz5ciQlJSE8PBzp6emQSCQAXjyv7OHhgZCQEKk6ISEhcHR0hKmpaZXiWLp0KUaOHIkrV65g8ODBGDduHB4/flzh9c+ePcPKlSuxc+dOxMTEICcnB6NHj5bZz6lTp5CWloZTp04hLCwMoaGhUu+7lkgkiIuLQ0REBM6fP4/S0lIMHjxYKsGuSd8FBQXIy8uTOoiIiIio4eOybaJ6xMrKCn5+fgAAMzMzbNq0CZGRkQCAq1ev4s6dOzAyMgIA7Ny5Ex06dEBsbCxsbW0rbTc/Px87duzA999/j/79+wN4kai3bNlS6joPDw/h57Zt22LDhg2wtbVFfn4+xGIxJBIJlixZgkuXLqF79+4oKirCnj17ysxGV0YikWDMmDEAXuzqvWHDBly6dAkDBw4s9/qioiJs2rQJPXr0EOK2sLAQYqhI06ZNsWnTJsjLy6N9+/YYMmQIIiMj8dlnnyE1NRURERGIiYmBvb09AGD37t0wMjJCeHg4RowYUeO+AwICsHTp0iqPBxERERE1DJx5JqpHrKyspD4bGBggOzsbycnJMDIyEhJnALC0tISWlhaSk5NltpuWlobCwkIhCQRebApmbm4udV18fDxcXFzQqlUrqKuro0+fPgBeLBkHgBYtWmDIkCH47rvvAAC//PILCgoKhGSzuveopqYGDQ0NYWl4eRQUFKT+ONC+fXvhvjMyMiAWi4Xj1ddrdejQAfLy8sLnl2MJAMnJyVBQUJAaDx0dHZibm0uNZ2V9V8TX1xe5ubnCwWXeRERERI0DZ56J6pEmTZpIfRaJRCgpKXknfT99+hTOzs5wdnbG7t27oauri4yMDDg7O6OwsFC4buLEiRg/fjy++uorhISEYNSoUVBVrfr7i2vzHlu0aIHExETh86s7hNfVWCopKUFJSemt90NERERE7xZnnokaAAsLC2RmZkrNYt64cQM5OTmwtLSUWd/ExARNmjTBxYsXhXNPnjzBrVu3hM83b97Eo0ePEBgYiN69e6N9+/blzggPHjwYampq2LJlC44ePSq11PtteP78OeLi4oTPKSkpyMnJgYWFBRQUFGBqaiocVX29loWFBZ4/fy41Ho8ePUJKSorUeFbWNxERERG9X5g8EzUAAwYMQKdOnTBu3DhcvnwZly5dgpubG/r06QMbGxuZ9cViMTw9PeHj44Pff/8d165dg0QigZzc//8voFWrVlBUVMTGjRvxxx9/ICIiAsuXLy/Tlry8PCQSCXx9fWFmZgY7O7tavdfXNWnSBNOnT8fFixcRHx8PiUSCnj17Vvq8syxmZmYYNmwYPvvsM5w9exZJSUn49NNPYWhoiGHDhr3VvomIiIioYeKybaIGQCQS4dChQ5g+fTocHR0hJyeHgQMHYuPGjVVu48svv0R+fj5cXFygrq6O2bNnIzc3VyjX1dVFaGgoFixYgA0bNqBr164ICgrChx9+WKYtT09PrFq1Cu7u7rVyf5VRVVXFvHnzMHbsWPz111/o3bs3duzY8cbthoSEYObMmRg6dCgKCwvh6OiIw4cPSy33rs2+ry11hoaGxhvHTURERER1Q1RaWlpa10EQUcNy5swZ9O/fH5mZmdDT03tr/YSGhsLb21t47/O7VFt95+XlQVNTE7m5uUyeiYiIiOqhqv6+xplnIqqygoICPHz4EP7+/hgxYsRbTZyJiIiIiOoTJs9EVGU//PADPD09YW1tjZ07d0qV7d69G5MnTy63XuvWrXH9+vV3EWK91dHvGOSUqr4reX2XHjikrkMgIiIieqe4bJveS05OTrC2tsb69evrOpRaYWxsDG9vb3h7e9dZDP/88w8ePHhQblmTJk3QunXrCutKJBLk5OQgPDz8LUX3gr+/P8LDw6Veb/W61/9tvD62IpEIBw8ehKura5X6fLkMyMj7JybPRERERPUQl20TUY3VJBlXV1eHurp6jfoLDg5Gffk73oEDB8q8I5qIiIiIiMkzEdVIcXExRCKR1OuuakpTU7MWIqodVX1XNBERERG9X/ieZ2r0nj59Cjc3N4jFYhgYGGDt2rVS5bt27YKNjQ3U1dWhr6+PsWPHIjs7WyiPioqCSCRCZGQkbGxsoKqqCnt7e6SkpEi188svv8DW1hbKyspo1qwZhg8fLpQVFBRgzpw5MDQ0hJqaGnr06IGoqKgq38PZs2fRu3dvqKiowMjICDNmzMDTp08rvD4nJwcTJ06Erq4uNDQ00K9fPyQlJVUpXicnJ/z555/44osvIBKJIBKJALzYfVpLSwsRERGwtLSEkpISMjIy8OTJE7i5uaFp06ZQVVXFoEGDkJqaKvTzst6xY8dgYWEBsViMgQMHIisrS7hGIpFILYMuKSnBmjVrYGpqCiUlJbRq1QorV66s0ljdvXsXY8aMgba2NtTU1GBjY4OLFy9KXbNr1y4YGxtDU1MTo0ePxj///COUOTk51enydyIiIiKqn5g8U6Pn4+OD6OhoHDp0CMePH0dUVBQuX74slBcVFWH58uVISkpCeHg40tPTIZFIyrSzcOFCrF27FnFxcVBQUICHh4dQ9ttvv2H48OEYPHgwEhISEBkZie7duwvlXl5eOH/+PPbu3YsrV65gxIgRGDhwoFSSWZG0tDQMHDgQH3/8Ma5cuYIff/wRZ8+ehZeXV4V1RowYgezsbBw5cgTx8fHo2rUr+vfvj8ePH8uM98CBA2jZsiWWLVuGrKwsqST32bNnWL16Nb799ltcv34dzZs3h0QiQVxcHCIiInD+/HmUlpZi8ODBKCoqkqoXFBSEXbt24fTp08jIyMCcOXMqjN/X1xeBgYFYvHgxbty4gT179lRpZ+/8/Hz06dMHf/31FyIiIpCUlIS5c+eipKREajzDw8Px66+/4tdff0V0dDQCAwNltl1VBQUFyMvLkzqIiIiIqOHjsm1q1PLz87Fjxw58//336N+/PwAgLCwMLVu2FK55NQlu27YtNmzYAFtbW+Tn50MsFgtlK1euRJ8+fQAA8+fPx5AhQ/Dff/9BWVkZK1euxOjRo7F06VLh+s6dOwMAMjIyEBISgoyMDLRo0QIAMGfOHBw9ehQhISFYtWpVpfcQEBCAcePGCbOhZmZm2LBhA/r06YMtW7ZAWVlZ6vqzZ8/i0qVLyM7OhpKSEgAgKCgI4eHh+PnnnzFp0qRK49XW1oa8vLwwE/+qoqIifP3118K1qampiIiIQExMDOzt7QG82HXbyMgI4eHhGDFihFBv69atMDExAfDijwnLli0r937/+ecfBAcHY9OmTZgwYQIAwMTEBL169ap0nABgz549ePjwIWJjY4Xl16amplLXlJSUIDQ0VHg+e/z48YiMjKzyzLYsAQEBUuNKRERERI0DZ56pUUtLS0NhYSF69OghnNPW1oa5ubnwOT4+Hi4uLmjVqhXU1dWFBDkjI0OqLSsrK+FnAwMDABCWdycmJgrJ+euuXr2K4uJitGvXDmKxWDiio6ORlpYm8x6SkpIQGhoqVdfZ2RklJSW4c+dOudfn5+dDR0dHqs6dO3eE/iqLtzKKiopS45CcnAwFBQWp8dXR0YG5uTmSk5OFc6qqqkLiDLwYv1eXxr8qOTkZBQUFNYovMTERXbp0qfS5ZWNjY6mNzSqLpSZ8fX2Rm5srHJmZmbXWNhERERHVHc4803vt6dOncHZ2hrOzM3bv3g1dXV1kZGTA2dkZhYWFUte+ugPzy+eAXy4HVlFRqbCP/Px8yMvLIz4+HvLy8lJlr85sV1Z/8uTJmDFjRpmyVq1alXu9gYFBuc9Ua2lpyYy3MioqKsK9V8fru1eLRKIKd9euaWxVrVteLK8u635TSkpKwow/ERERETUenHmmRs3ExARNmjSR2jDqyZMnuHXrFgDg5s2bePToEQIDA9G7d2+0b9++RrOQVlZWiIyMLLesS5cuKC4uRnZ2NkxNTaWO15dFl6dr1664ceNGmbqmpqZQVFQs9/r79+9DQUGhzPXNmjWTGS/wYoa5uLhYZmwWFhZ4/vy51Pg+evQIKSkpsLS0lFm/PGZmZlBRUak0vopYWVkhMTFReLabiIiIiKi2MHmmRk0sFsPT0xM+Pj74/fffce3aNUgkEuH1Sq1atYKioiI2btyIP/74AxEREVi+fHm1+/Hz88MPP/wAPz8/JCcn4+rVq1i9ejUAoF27dhg3bhzc3Nxw4MAB3LlzB5cuXUJAQAB+++03mW3PmzcP586dg5eXFxITE5GamopDhw5VuGHYgAEDYGdnB1dXVxw/fhzp6ek4d+4cFi5ciLi4OJnxAi+WNp8+fRp//fUX/v777wpjMzMzw7Bhw/DZZ5/h7NmzSEpKwqeffgpDQ0MMGzasOkMoUFZWxrx58zB37lzs3LkTaWlpuHDhAnbs2CGz7pgxY6Cvrw9XV1fExMTgjz/+wP79+3H+/PkaxUJERERE9BKXbVOj9+WXXyI/Px8uLi5QV1fH7NmzkZubCwDQ1dVFaGgoFixYgA0bNqBr164ICgrChx9+WK0+nJycsG/fPixfvhyBgYHQ0NCAo6OjUB4SEoIVK1Zg9uzZ+Ouvv9CsWTP07NkTQ4cOldm2lZUVoqOjsXDhQvTu3RulpaUwMTHBqFGjyr1eJBLh8OHDWLhwIdzd3fHw4UPo6+vD0dFR2LFaVrzLli3D5MmTYWJigoKCggqXWL+8t5kzZ2Lo0KEoLCyEo6MjDh8+XGZ5dHUsXrwYCgoKWLJkCe7duwcDAwNMmTJFZj1FRUUcP34cs2fPxuDBg/H8+XNYWlpi8+bNNY6ltlxb6gwNDY26DoOIiIiIakhUWtlvxURE9Eby8vKgqamJ3NxcJs9ERERE9VBVf1/jsm0iIiIiIiIiGbhsm6iODRo0CGfOnCm3bMGCBViwYME7jqj+WrVqVYXvxe7duzeOHDnyjiOquo5+xyCnpFrXYdSa9MAhdR0CERER0TvF5JnoLXJycoK1tTXWr19f4TXffvst/v3333LLtLW1ERoaCm9vb+Tk5AAA/P39ER4ejsTExNoP+C0SiUQ4ePAgXF1dK70uPT0dbdq0QUJCAqytraXKpkyZgpEjR5Zb7/XXVL0+ThKJBDk5OQgPD6/hHRARERHR+4zJM1EdMzQ0rOsQ6hUjIyNkZWUJr9V6lba2NrS1tWvUbnBwcKUbnxERERERVYbJM711hYWF5b6PmKg88vLyVXr/dXVpamrWeptERERE9P7ghmFU65ycnODl5QVvb280a9YMzs7OiI6ORvfu3aGkpAQDAwPMnz8fz58/l6ozffp0eHt7o2nTptDT08P27dvx9OlTuLu7Q11dHaamplLPtBYXF8PT0xNt2rSBiooKzM3NERwcLBWLRCKBq6srgoKCYGBgAB0dHUybNg1FRUXCNQUFBZg3bx6MjIygpKQEU1NTqXcKX7t2DYMGDYJYLIaenh7Gjx9f6buPX/f8+XN4eXlBU1MTzZo1w+LFi6VmQJ88eQI3Nzc0bdoUqqqqGDRoEFJTU6vU9unTp9GkSRPcv39f6ry3t7fwWitdXV38/PPPQpm1tTUMDAyEz2fPnoWSkhKePXsGAMjIyMCwYcMgFouhoaGBkSNH4sGDB1Ltb9myBSYmJlBUVIS5uTl27dolVZ6amgpHR0coKyvD0tISJ06cqNpg4cWybZFIJCy3joqKgkgkQmRkJGxsbKCqqgp7e3ukpKRI1QsMDISenh7U1dXh6emJ//77T6r85b+Fl44ePYpevXpBS0sLOjo6GDp0KNLS0srEceDAAfTt2xeqqqro3Lkz3xlNRERE9J5i8kxvRVhYGBQVFRETEwN/f38MHjwYtra2SEpKwpYtW7Bjxw6sWLGiTJ1mzZrh0qVLmD59Oj7//HOMGDEC9vb2uHz5Mj744AOMHz9eSPJKSkrQsmVL7Nu3Dzdu3MCSJUuwYMEC/PTTT1Ltnjp1CmlpaTh16hTCwsIQGhqK0NBQodzNzQ0//PADNmzYgOTkZHzzzTcQi8UAgJycHPTr1w9dunRBXFwcjh49igcPHlT43G1FY6GgoIBLly4hODgY69atw7fffiuUSyQSxMXFISIiAufPn0dpaSkGDx4sleBXxNHREW3btpVKXouKirB79254eHhAJBLB0dERUVFRAF4k6snJyfj3339x8+ZNAEB0dDRsbW2hqqqKkpISDBs2DI8fP0Z0dDROnDiBP/74Q+qd0gcPHsTMmTMxe/ZsXLt2DZMnT4a7uztOnTolfC8fffQRFBUVcfHiRWzduhXz5s2r8nhVZOHChVi7di3i4uKgoKAADw8Poeynn36Cv78/Vq1ahbi4OBgYGODrr7+utL2nT59i1qxZiIuLQ2RkJOTk5DB8+HCUlJSU6XfOnDlITExEu3btMGbMGKk//LyuoKAAeXl5UgcRERERNXx8zzPVOicnJ+Tl5eHy5csAXiQf+/fvR3JyMkQiEQDg66+/xrx585Cbmws5OTk4OTmhuLhY2HW6uLgYmpqa+Oijj7Bz504AwP3792FgYIDz58+jZ8+e5fbt5eWF+/fvCzOtEokEUVFRSEtLg7y8PABg5MiRkJOTw969e3Hr1i2Ym5vjxIkTGDBgQJn2VqxYgTNnzuDYsWPCubt378LIyAgpKSlo166dzLHIzs7G9evXhXufP38+IiIicOPGDaSmpqJdu3aIiYmBvb09AODRo0cwMjJCWFgYRowYIXPDsDVr1iA0NBQ3btwAABw4cAATJkzA/fv3oaamho0bN+Kbb77BtWvXcOjQIQQEBEBfXx8DBw7ElClT8L///Q/du3fHypUrceLECQwaNAh37tyBkZERAODGjRvo0KEDLl26BFtbWzg4OKBDhw7Ytm2bcJ8jR47E06dP8dtvv+H48eMYMmQI/vzzT7Ro0QLAi1neQYMG1WjDsKioKPTt2xcnT55E//79AQCHDx/GkCFD8O+//0JZWRn29vbo0qULNm/eLLTTs2dP/Pfff1XeMOzvv/+Grq4url69io4dOwpxfPvtt/D09JQai+TkZLRv377cdvz9/bF06dIy5428f+Ju20RERET1EN/zTHWqW7duws/Jycmws7MTkkcAcHBwQH5+Pu7evSucs7KyEn6Wl5eHjo4OOnXqJJzT09MDAGRnZwvnNm/ejG7dukFXVxdisRjbtm1DRkaGVCwdOnQQEmcAMDAwENpITEyEvLw8+vTpU+59JCUl4dSpUxCLxcLxMml6dYlvZXr27Cl173Z2dkhNTUVxcTGSk5OhoKCAHj16COU6OjowNzdHcnJyldqXSCS4ffs2Lly4AAAIDQ3FyJEjoaamBgDo06cPbty4gYcPHyI6OhpOTk5wcnJCVFQUioqKcO7cOTg5OQF48V0ZGRkJiTMAWFpaQktLS4gnOTkZDg4OUjE4ODhIlRsZGQmJ88t7flOv/vt4uez85feYnJwsNYZV6TM1NRVjxoxB27ZtoaGhAWNjYwAo8++nsn7L4+vri9zcXOHIzMyUcWdERERE1BBwwzB6K14mbtXRpEkTqc8ikUjq3MsE9OWy2r1792LOnDlYu3Yt7OzsoK6uji+//BIXL16U2e7LNl5/vdHr8vPz4eLigtWrV5cpe/W54brUvHlzuLi4ICQkBG3atMGRI0eEZdoA0KlTJ2hrayM6OhrR0dFYuXIl9PX1sXr1asTGxqKoqEiY9a7PKvu3UBMuLi5o3bo1tm/fjhYtWqCkpAQdO3ZEYWHhG/WrpKQEJSWlGsdFRERERPUTZ57prbOwsBCe5X0pJiYG6urqaNmyZY3bfbnUeerUqejSpQtMTU2rPBv8UqdOnVBSUoLo6Ohyy7t27Yrr16/D2NgYpqamUkdV/0DwejJ/4cIFmJmZQV5eHhYWFnj+/LnUNY8ePUJKSgosLS2rfB8TJ07Ejz/+iG3btsHExERqZlgkEqF37944dOgQrl+/jl69esHKygoFBQX45ptvYGNjI9yLhYUFMjMzpWZLb9y4gZycHCEeCwsLxMTESPUfExMjVZ6ZmYmsrCype36bLCwsyh3nirwc40WLFqF///6wsLDAkydP3mqMRERERNSwMXmmt27q1KnIzMzE9OnTcfPmTRw6dAh+fn6YNWsW5ORq/k/QzMwMcXFxOHbsGG7duoXFixcjNja2Wm0YGxtjwoQJ8PDwQHh4OO7cuYOoqChh07Fp06bh8ePHGDNmDGJjY5GWloZjx47B3d0dxcXFVeojIyMDs2bNQkpKCn744Qds3LgRM2fOFO5h2LBh+Oyzz3D27FkkJSXh008/haGhIYYNG1bl+3B2doaGhgZWrFgBd3f3MuVOTk744YcfYG1tDbFYDDk5OTg6OmL37t1SS9YHDBiATp06Ydy4cbh8+TIuXboENzc39OnTBzY2NgAAHx8fhIaGYsuWLUhNTcW6detw4MABzJkzR2ijXbt2mDBhApKSknDmzBksXLiwyvdSEzNnzsR3332HkJAQ3Lp1C35+frh+/XqF1zdt2hQ6OjrYtm0bbt++jd9//x2zZs16qzESERERUcPGZdv01hkaGuLw4cPw8fFB586doa2tDU9PTyxatOiN2p08eTISEhIwatQoiEQijBkzBlOnTpV6nVVVbNmyBQsWLMDUqVPx6NEjtGrVCgsWLAAAtGjRAjExMZg3bx4++OADFBQUoHXr1hg4cGCVE383Nzf8+++/6N69O+Tl5TFz5kxMmjRJKA8JCcHMmTMxdOhQFBYWwtHREYcPHy6z3LwycnJykEgkWLVqFdzc3MqU9+nTB8XFxcKzzcCLhPrQoUNS50QiEQ4dOoTp06fD0dERcnJyGDhwIDZu3Chc4+rqiuDgYAQFBWHmzJlo06YNQkJChHbk5ORw8OBBeHp6onv37jA2NsaGDRswcODAKt9PdY0aNQppaWmYO3cu/vvvP3z88cf4/PPPpTZ6e9XLDeNmzJiBjh07wtzcHBs2bJAai9p2balzpRtQEBEREVH9xt22iRoJT09PPHz4EBEREXUdCr2iqrs3EhEREVHdqOrva5x5JmrgcnNzcfXqVezZs4eJMxERERHRW8LkmaiGMjIyKt3U68aNG2jVqtVbj2PYsGG4dOmS8M7m+m7VqlVYtWpVuWW9e/eu9rL7hqKj37FG855nvuOZiIiI3kdMnqlOODk5wdraGuvXr3+n/aanp6NNmzZISEiAtbU1oqKi0LdvXzx58gRaWloIDQ2Ft7c3cnJyZLbVokULJCYmVlr+Lrz6Wqr6QNYYTpkyBSNHjiy3TNarw4iIiIiI6gqTZ3qvGBkZISsrC82aNSu3fNSoURg8eHCV2lJQUICpqWlthvde0NbWhra29lvtozp/BCEiIiIiqgomz9RgFBYWQlFR8Y3akJeXh76+foXlKioq78XsZ3FxMUQi0Ru9Kux9wHEiIiIiopf4GyHVmefPn8PLywuamppo1qwZFi9ejFc3fzc2Nsby5cvh5uYGDQ0N4fVO8+bNQ7t27aCqqoq2bdti8eLFKCoqkqonEonKHMCLZdsikajC5dahoaHQ0tISPqelpWHYsGHQ09ODWCyGra0tTp48KVXH2NgYq1atgoeHB9TV1dGqVSts27atyuOQmZmJkSNHQktLC9ra2hg2bBjS09OFcolEAldXVwQFBcHAwAA6OjqYNm2a1D0XFBRgzpw5MDQ0hJqaGnr06CG1nPvlfUVERMDS0hJKSkrIyMhAVlYWhgwZAhUVFbRp0wZ79uyBsbGxsJzew8MDQ4cOlYq3qKgIzZs3x44dOyq9r/DwcJiZmUFZWRnOzs7IzMyUKt+yZQtMTEygqKgIc3Nz7Nq1S6o8IyMDw4YNg1gshoaGBkaOHIkHDx4I5UlJSejbty/U1dWhoaGBbt26IS4uDlFRUXB3d/8/9u49rufzf/z4413R+SBSIYqSIiox1SKHfXKc2ObUJOQwCyGnTZSzzamdHGYTxsLmtDlNJqM5FMqhtDTJJjOHtIro8PvDr9fXWwc5zWHP++32vt16v67T83W939vN9b6u13Vx8+ZN5bMPCwt7on6KiYmhZcuW6OvrY2JigqenJxcuXKjw/oUQQgghxKtFBs/iuVm1ahVaWlocPXqUiIgIFi5cyIoVK9TyzJ8/n2bNmnHixAlCQ0MBMDQ0JDIykqSkJCIiIvjyyy9ZtGiRUiYuLo7MzEwyMzP5448/aNWqFV5eXo8VY05ODp07d2bv3r2cOHGCjh070q1bNzIyMtTyLViwADc3N06cOMGIESN47733SElJeWj9d+/excfHB0NDQw4cOEBsbCwGBgZ07NiRO3fuKPn27dtHWloa+/btY9WqVURGRhIZGamkBwUFcejQIaKiojh58iTvvPMOHTt2JDU1VcmTl5fHvHnzWLFiBWfOnKFmzZr4+/tz6dIlYmJi+P7771m+fDlXrlxRygQGBrJr1y4yMzOVaz/++CN5eXn07t273PvKy8tj1qxZrF69mtjYWLKysujTp4+SvnnzZkaPHs24ceM4ffo0w4YNY+DAgezbtw+AoqIiunfvzvXr19m/fz979uzh999/V2vTz8+POnXqEBcXx7Fjx5g0aRJVqlTBw8ODxYsXY2RkpHwPQkJCHrufTE1N8fX1pU2bNpw8eZJDhw4xdOhQ5QeZB+Xn55Odna32EkIIIYQQLz8551k8F97e3ly5coUzZ84og5BJkyaxbds2kpKSgHszui4uLmzevLnCuubPn09UVBTx8fGl0kaPHs3WrVuJi4vDzMzsqWwY1qRJE4YPH05QUJASp5eXlzJzWlxcjIWFBeHh4QwfPrzC2L/55htmzpxJcnKy0g937tzBxMSELVu28L///Y+AgABiYmJIS0tDU1MTgF69eqGhoUFUVBQZGRnUr1+fjIwMtU3KOnToQMuWLZk9ezaRkZEMHDiQhIQEmjVrBsDZs2dxcHAgLi4ONzc3AM6dO4ednR2LFi0iODgYgMaNGzNgwAAmTJgAwJtvvkn16tVZuXJlmfdU0tbhw4d57bXX1No6cuQILVu2xNPTk8aNG6vN0Pfq1Yvc3Fy2b9/Onj176NSpE+fPn8fKygq4t3t548aNOXr0KC1atMDIyIhPP/2UAQMGlBnDg5/j4/bT9evXqV69OjExMbRp06bCzxMgLCyM8PDwUtetgjfIbttCCCGEEC+gyp7zLDPP4rlp1aqV2uydu7s7qampFBYWKtdKBnX3W79+PZ6enlhYWGBgYMCUKVNKzQQDLF++nK+++opt27ZhZmb2WDHm5OQQEhKCg4MDJiYmGBgYkJycXKq9pk2bKn+rVCosLCzUZnDLk5iYyLlz5zA0NMTAwAADAwNMTU25ffs2aWlpSr7GjRsrA2cAS0tLpf5Tp05RWFhIw4YNlToMDAzYv3+/Wh1Vq1ZVizMlJQUtLS1cXV2Va7a2tlSrVk0txsDAQGWg/Ndff7Fz504GDRpU4X1paWnRokUL5X2jRo0wMTEhOTkZgOTkZDw9PdXKeHp6qqVbWVkpA2cAR0dHtTrGjh1LYGAgHTp0YO7cuWr3WpbH7SdTU1MCAgLw8fGhW7duREREqM3EP2jy5MncvHlTeT24XF0IIYQQQrycZMMw8ULT19dXe3/o0CH8/PwIDw/Hx8cHY2NjoqKiWLBggVq+ffv2MXLkSL799lu1gdCjCgkJYc+ePcyfPx9bW1t0dXV5++231ZZUA1SpUkXtvUqloqio6KH15+Tk0Lx5c9auXVsq7f4Bf0X15+TkoKmpybFjx9QG2AAGBgbK37q6uuUuNa6Iv78/kyZN4tChQ/z666/Y2Ng89jL4pyksLIx+/fqxfft2du7cybRp04iKiqJHjx5l5n+Sflq5ciWjRo1i165drF+/nilTprBnzx5atWpVqh1tbW20tbWfwh0KIYQQQogXiQyexXNz5MgRtfeHDx/Gzs6u1MDmfr/++iv16tXjww8/VK49uHHTuXPnePvtt/nggw/o2bPnE8UYGxtLQECAMiDLyclR28zrSbm6urJ+/Xpq1qxZ4RKRiri4uFBYWMiVK1ceaVBrb29PQUEBJ06coHnz5sC9vrtx44ZavurVq+Pr68vKlSs5dOgQAwcOfGjdBQUFxMfH07JlS+DeLHdWVhYODg4AODg4EBsbq7bkOjY2FkdHRyX94sWLXLx4UW3ZdlZWlpIHoGHDhjRs2JAxY8bQt29fVq5cSY8ePahataraCoYn6af7y7u4uDB58mTc3d1Zt25dmYNnIYQQQgjxapJl2+K5ycjIYOzYsaSkpPDtt9/y6aefMnr06ArL2NnZkZGRQVRUFGlpaXzyySdqz0TfunWLbt264eLiwtChQ7l8+bLyehx2dnZs2rSJhIQEEhMT6devX6VmlCvLz8+PGjVq0L17dw4cOMD58+eJiYlh1KhR/PHHH5Wqo2HDhvj5+eHv78+mTZs4f/48R48eZc6cOWzfvr3cco0aNaJDhw4MHTqUo0ePcuLECYYOHVrmzGtgYCCrVq0iOTm5zGeMH1SlShVGjhzJkSNHOHbsGAEBAbRq1UoZTI8fP57IyEiWLFlCamoqCxcuZNOmTcrGXh06dMDJyQk/Pz+OHz/O0aNH8ff3p02bNri5uXHr1i2CgoKIiYnhwoULxMbGEhcXpwzOra2tycnJYe/evVy9epW8vLzH7qfz588zefJkDh06xIULF/jpp59ITU1V2hJCCCGEEP8NMvMsnht/f39u3bpFy5Yt0dTUZPTo0cpxVOV58803GTNmDEFBQeTn59OlSxdCQ0OVo4j++usvzp49y9mzZ9U2hQJ4nL3xFi5cyKBBg/Dw8KBGjRpMnDjxqe6erKenxy+//MLEiRPp2bMn//zzD7Vr16Z9+/aPNBO9cuVKZs6cybhx4/jzzz+pUaMGrVq1KnXM1INWr17N4MGDad26NRYWFsyZM4czZ86go6Ojlq9Dhw5YWlrSuHHjUv1a3n1NnDiRfv368eeff+Ll5aV2tJWvry8RERHMnz+f0aNHY2Njw8qVK/H29gbuLUvfunUrI0eOpHXr1mhoaNCxY0c+/fRT4N553deuXcPf35+//vqLGjVq0LNnT2WjLg8PD4YPH07v3r25du0a06ZNIyws7LH6SU9Pj7Nnz7Jq1SquXbuGpaUl77//PsOGDXtoP9zvdLjPY68uEEIIIYQQz5/sti2EUPzxxx9YWVkRHR1N+/btles5OTnUrl2blStXPvFS+P+ayu7eKIQQQgghno/K/ntNZp6F+A/7+eefycnJwcnJiczMTCZMmIC1tTWtW7cG7p23fPXqVRYsWICJiQlvvvnmc45YCCGEEEKI50MGz0I8Q7Nnz2b27Nllpnl5ebFz585/OSJ1d+/e5YMPPuD333/H0NAQDw8P1q5dq+zunZGRgY2NDXXq1CEyMhItLflfxuNqMm33K3HOs5zxLIQQQoj/Klm2LcQzdP36da5fv15mmq6uLrVr1y4zTaVSsXnzZnx9fZ9hdOJxPOpnU7IMyCp4gwyehRBCCCFeQLJsW4gXgKmpKaamps87jMfyKg/g09PTsbGx4cSJEzg7Oz/vcIQQQgghxEtAjqoS4jHdvXv3eYfwUpB+EkIIIYQQrwIZPIuXXlFREXPmzMHGxgZdXV2aNWvGd999p6THxMSgUqnYu3cvbm5u6Onp4eHhQUpKilo9W7duxdXVFR0dHerXr094eDgFBQVKukqlYsmSJbz55pvo6+sza9YsAGbOnEnNmjUxNDQkMDCQSZMmKbOZv/zyC1WqVCl1znRwcDBeXl4V3ldmZiadOnVCV1eX+vXrq90TwKlTp2jXrh26urpUr16doUOHkpOTo9Yv06dPp06dOmhra+Ps7MyuXbuU9Dt37hAUFISlpSU6OjrUq1ePOXPmAPfOSQbo0aMHKpVKef+4/XTjxg38/PwwMzNDV1cXOzs7Vq5cWeH9w70ZYpVKxYYNG/Dy8kJXV5cWLVrw22+/ERcXh5ubGwYGBnTq1Im///5breyKFStwcHBAR0eHRo0a8cUXXyhpNjY2ALi4uKBSqZQjsuLi4njjjTeoUaMGxsbGtGnThuPHjz80TiGEEEII8eqTwbN46c2ZM4fVq1ezdOlSzpw5w5gxY3j33XfZv3+/Wr4PP/yQBQsWEB8fj5aWFoMGDVLSDhw4gL+/P6NHjyYpKYlly5YRGRmpDJBLhIWF0aNHD06dOsWgQYNYu3Yts2bNYt68eRw7doy6deuyZMkSJX/r1q2pX78+a9asUa7dvXuXtWvXqrVfltDQUN566y0SExPx8/OjT58+JCcnA5Cbm4uPjw/VqlUjLi6OjRs3Eh0dTVBQkFI+IiKCBQsWMH/+fE6ePImPjw9vvvkmqampAHzyySds27aNDRs2kJKSwtq1a5VBclxcHHDv/OjMzEzl/eP2U2hoKElJSezcuZPk5GSWLFlCjRo1Krz/+02bNo0pU6Zw/PhxtLS06NevHxMmTCAiIoIDBw5w7tw5pk6dquRfu3YtU6dOZdasWSQnJzN79mxCQ0NZtWoVAEePHgUgOjqazMxMNm3aBMA///zDgAEDOHjwIIcPH8bOzo7OnTvzzz//VDrW/Px8srOz1V5CCCGEEOLlJxuGiZdafn4+pqamREdH4+7urlwPDAwkLy+PdevWERMTQ9u2bdXOLt6xYwddunTh1q1b6Ojo0KFDB9q3b8/kyZOVOr755hsmTJjApUuXgHszqsHBwSxatEjJ06pVK9zc3Pjss8+Ua6+//jo5OTkkJCQA8NFHHxEZGUlSUhIAmzZtYsCAAVy+fBl9ff0y70ulUjF8+HC1gXirVq1wdXXliy++4Msvv2TixIlcvHhRqWPHjh1069aNS5cuYW5uTu3atXn//ff54IMPlDpatmxJixYt+Pzzzxk1ahRnzpwhOjoalUpVZgwPPvP8uP305ptvUqNGDb7++usy77c8Jc8mr1ixgsGDBwMQFRVF37592bt3L+3atQNg7ty5REZGcvbsWQBsbW2ZMWMGffv2VeqaOXMmO3bs4Ndff630M89FRUWYmJiwbt06unbtWm6/3C8sLIzw8PBS12XDMCGEEEKIF1NlNwyTmWfxUjt37hx5eXm88cYbGBgYKK/Vq1eTlpamlrdp06bK35aWlgBcuXIFgMTERKZPn65Wx5AhQ8jMzCQvL08p5+bmplZnSkoKLVu2VLv24PuAgADOnTvH4cOHAYiMjKRXr17lDpxL3P9jQMn7kpnn5ORkmjVrplaHp6cnRUVFpKSkkJ2dzaVLl/D09FSrw9PTU6kjICCAhIQE7O3tGTVqFD/99FOF8cDj99N7771HVFQUzs7OTJgwgV9//fWhbd3v/s/O3NwcACcnJ7VrJZ9lbm4uaWlpDB48WC3OmTNnlvpOPOivv/5iyJAh2NnZYWxsjJGRETk5OWRkZFQ61smTJ3Pz5k3ldfHixUe5VSGEEEII8YKS3bbFS63kGd/t27eXOvZJW1tb7X3J2cWAMtNaVFSk1BMeHk7Pnj1LtaGjo6P8/bABb1lq1qxJt27dWLlyJTY2NuzcuZOYmJhHrudpc3V15fz58+zcuZPo6Gh69epFhw4dSj1bfb/H7adOnTpx4cIFduzYwZ49e2jfvj3vv/8+8+fPr1SsZX12D167/7ME+PLLL3nttdfU6tHU1KywnQEDBnDt2jUiIiKoV68e2trauLu7c+fOnUrFCfe+dw9+94QQQgghxMtPBs/ipebo6Ii2tjYZGRm0adPmsetxdXUlJSUFW1vbRypnb29PXFwc/v7+yrWS54PvFxgYSN++falTpw4NGjQoNSNclsOHD6vVe/jwYVxcXABwcHAgMjKS3NxcZaAaGxuLhoYG9vb2GBkZUatWLWJjY9X6JTY2Vm1m3MjIiN69e9O7d2/efvttOnbsyPXr1zE1NaVKlSoUFhaqxfS4/QRgZmbGgAEDGDBgAF5eXowfP77Sg+dHYW5uTq1atfj999/x8/MrM0/VqlUBSt1fbGwsX3zxBZ07dwbg4sWLXL169anHKIQQQgghXj4yeBYvNUNDQ0JCQhgzZgxFRUW8/vrr3Lx5k9jYWIyMjBgwYECl6pk6dSpdu3albt26vP3222hoaJCYmMjp06eZOXNmueVGjhzJkCFDcHNzw8PDg/Xr13Py5Enq16+vls/HxwcjIyNmzpzJ9OnTKxXTxo0bcXNz4/XXX2ft2rUcPXqUr776CgA/Pz+mTZvGgAEDCAsL4++//2bkyJH0799fWdY8fvx4pk2bRoMGDXB2dmblypUkJCSwdu1aABYuXIilpSUuLi5oaGiwceNGLCwsMDExAe7tuL137148PT3R1tamWrVqj91PU6dOpXnz5jRu3Jj8/Hx+/PFHHBwcKtUPjyM8PJxRo0ZhbGxMx44dyc/PJz4+nhs3bjB27Fhq1qyJrq4uu3btok6dOujo6GBsbIydnR1r1qzBzc2N7Oxsxo8fj66u7jOLUwghhBBCvESKhXjJFRUVFS9evLjY3t6+uEqVKsVmZmbFPj4+xfv37y8uLi4u3rdvXzFQfOPGDaXMiRMnioHi8+fPK9d27dpV7OHhUayrq1tsZGRU3LJly+Lly5cr6UDx5s2bS7U/ffr04ho1ahQbGBgUDxo0qHjUqFHFrVq1KpUvNDS0WFNTs/jSpUsPvSeg+PPPPy9+4403irW1tYutra2L169fr5bn5MmTxW3bti3W0dEpNjU1LR4yZEjxP//8o6QXFhYWh4WFFdeuXbu4SpUqxc2aNSveuXOnkr58+fJiZ2fnYn19/WIjI6Pi9u3bFx8/flxJ37ZtW7GtrW2xlpZWcb169Z6on2bMmFHs4OBQrKurW2xqalrcvXv34t9///2h/XD+/PlioPjEiRPKtbI+z5UrVxYbGxurlV27dm2xs7NzcdWqVYurVatW3Lp16+JNmzYp6V9++WWxlZVVsYaGRnGbNm2Ki4uLi48fP17s5uZWrKOjU2xnZ1e8cePG4nr16hUvWrSowvuryM2bN4uB4ps3b1a6jBBCCCGE+PdU9t9rstu2EE/ZG2+8gYWFhdrxVACDBw/m77//Ztu2bc8pMvE8VHb3RiGEEEII8XxU9t9rsmxbiCeQl5fH0qVL8fHxQVNTk2+//Zbo6Gj27Nmj5Ll58yanTp1i3bp1MnAWQgghhBDiJSWDZyGegEqlYseOHcyaNYvbt29jb2/P999/T4cOHZQ83bt35+jRowwfPpw33njjOUb74pk9ezazZ88uM83Ly4udO3f+yxE9O02m7ZZznoUQQgghXmJyzrMQT0BXV5fo6GiuXbtGbm4ux44dY9euXZiamqJSqUhISCAmJoa8vDwWLVpUqnxMTAwqlYqsrCzg3hnQJRt2/RcMHz6cH3/8kdzcXNatW0dCQoLyWrFixVNvT6VSsWXLlnLTH/Z5hIWF4ezs/NTjEkIIIYQQLz6ZeRbiKdq1axeRkZHExMRQv359atSo8bxDeqEEBASQlZWlDGBNTU3x8vIiMzOTGjVqoKX1fP+X5OHhQWZmJsbGxs81DiGEEEII8eKRwbMQT1FaWhqWlpZ4eHg871BeGpqamlhYWDzvMIB75z+/KLEIIYQQQogXiyzbFuIpCQgIYOTIkWRkZKBSqbC2tiY/P59Ro0ZRs2ZNdHR0eP3114mLi6t0nX///Tdubm706NGD/Pz8CvMWFhYyePBgbGxs0NXVxd7enoiIiFL5vv76axo3boy2tjaWlpYEBQUpaRkZGXTv3h0DAwOMjIzo1asXf/31l9o9+vr6qtUXHByMt7e38v67777DyckJXV1dqlevTocOHcjNzSUsLIxVq1axdetWVCoVKpWKmJgY0tPTlSXuJc6cOUPXrl0xMjLC0NAQLy8v0tLSKtVnFd0fwNWrV+nRowd6enrY2dmpbeL24LJtIYQQQgghSsjgWYinJCIigunTp1OnTh0yMzOJi4tjwoQJfP/996xatYrjx49ja2uLj48P169ff2h9Fy9exMvLiyZNmvDdd9+hra1dYf6ioiLq1KnDxo0bSUpKYurUqXzwwQds2LBBybNkyRLef/99hg4dyqlTp9i2bRu2trZK+e7du3P9+nX279/Pnj17+P333+ndu3el+yAzM5O+ffsyaNAgkpOTiYmJoWfPnhQXFxMSEkKvXr3o2LEjmZmZZGZmljlD/+eff9K6dWu0tbX5+eefOXbsGIMGDaKgoOCh7Vd0fyXCw8Pp1asXJ0+epHPnzvj5+VXq86is/Px8srOz1V5CCCGEEOLlJ8u2hXhKjI2NMTQ0VJYh5+bmsmTJEiIjI+nUqRMAX375JXv27OGrr75i/Pjx5daVkpLCG2+8QY8ePVi8eDEqleqh7VepUoXw8HDlvY2NDYcOHWLDhg306tULgJkzZzJu3DhGjx6t5GvRogUAe/fu5dSpU5w/fx4rKysAVq9eTePGjYmLi1PyVSQzM5OCggJ69uxJvXr1AHByclLSdXV1yc/Pr3Bp9Oeff46xsTFRUVFUqVIFgIYNGz607YfdX4mAgAD69u0L3Nvt+5NPPuHo0aN07NixUm08zJw5c9Q+ByGEEEII8WqQmWchnpG0tDTu3r2Lp6encq1KlSq0bNmS5OTkcsvdunULLy8vevbsSURERKUGziU+//xzmjdvjpmZGQYGBixfvpyMjAwArly5wqVLl2jfvn2ZZZOTk7GyslIGzgCOjo6YmJhUGO/9mjVrRvv27XFycuKdd97hyy+/5MaNG5WOHyAhIQEvLy9l4FxZD7u/Ek2bNlX+1tfXx8jIiCtXrjxSWxWZPHkyN2/eVF4XL158anULIYQQQojnRwbPQrxgtLW16dChAz/++CN//vlnpctFRUUREhLC4MGD+emnn0hISGDgwIHcuXMHuDfr+6Q0NDQoLi5Wu3b37l3lb01NTfbs2cPOnTtxdHTk008/xd7envPnz1e6jceNs7LlHhyUq1QqioqKHqvNsmhra2NkZKT2EkIIIYQQLz8ZPAvxjDRo0ICqVasSGxurXLt79y5xcXE4OjqWW05DQ4M1a9bQvHlz2rZty6VLlyrVXmxsLB4eHowYMQIXFxdsbW3VNtkyNDTE2tqavXv3llnewcGBixcvqs2UJiUlkZWVpcRrZmZGZmamWrn7N/qCe4NRT09PwsPDOXHiBFWrVmXz5s3Avd2sCwsLK7yPpk2bcuDAAbVBeWU87P6EEEIIIYR4EjJ4FuIZ0dfX57333mP8+PHs2rWLpKQkhgwZQl5eHoMHD66wrKamJmvXrqVZs2a0a9eOy5cvP7Q9Ozs74uPj2b17N7/99huhoaGldvYOCwtjwYIFfPLJJ6SmpnL8+HE+/fRTADp06ICTkxN+fn4cP36co0eP4u/vT5s2bXBzcwOgXbt2xMfHs3r1alJTU5k2bRqnT59W6j9y5AizZ88mPj6ejIwMNm3axN9//42DgwMA1tbWnDx5kpSUFK5evVrmADkoKIjs7Gz69OlDfHw8qamprFmzhpSUlIf2QUX3J4QQQgghxJOQDcOEeIbmzp1LUVER/fv3559//sHNzY3du3dTrVq1h5bV0tLi22+/pXfv3rRr146YmBhq1qxZbv5hw4Zx4sQJevfujUqlom/fvowYMYKdO3cqeQYMGMDt27dZtGgRISEh1KhRg7fffhu4N2O8detWRo4cSevWrdHQ0KBjx45qg08fHx9CQ0OZMGECt2/fZtCgQfj7+3Pq1CkAjIyM+OWXX1i8eDHZ2dnUq1ePBQsWKBumDRkyhJiYGNzc3MjJyWHfvn1YW1ur3Uf16tX5+eefGT9+PG3atEFTUxNnZ2e1Z8fLU9H9PW+nw31kCbcQQgghxEtMVfzgA4xCCCGemuzsbIyNjbl586YMnoUQQgghXkCV/feaLNsWQgghhBBCCCEeQpZtC/GSGD58ON98802Zae+++y5Lly79lyP69xkYGJSbtnPnTry8vP7FaB5Nk2m70dDWe95hPLL0uV2edwhCCCGEEC8EmXkWT11xcTFDhw7F1NQUlUpVajfmx+Xt7U1wcPBTqetpCwgIwNfXt1J5H/c+pk+fTkJCAgkJCfz444/k5uaybt06EhIS8PHxQaVSkZWV9cj1Po6YmJh/tb0SJfdf1qtkU7OHUalUbNmy5dkGKoQQQgghXjky8yyeul27dhEZGUlMTAz169enRo0azzukF8qmTZtKnTVcGTVr1lQ2DNPSuvefbt26dbG1taVu3bpkZmZibGz8VGOtrMjISIKDg5/5YNrW1rbSecPCwtiyZUupH28yMzMrtWGbEEIIIYQQ95PBs3jq0tLSsLS0xMPD43mH8kIyNTV96nVWrVoVCwuLp17vv62wsBCVSoWGxrNbFPMq9JMQQgghhPj3ybJt8VQFBAQwcuRIMjIyUKlUyjFERUVFzJkzBxsbG3R1dWnWrBnfffedWtnTp0/TqVMnDAwMMDc3p3///ly9evWR2p85cyY1a9bE0NCQwMBAJk2ahLOzs5JeVFTE9OnTqVOnDtra2jg7O7Nr1y61Ok6dOkW7du3Q1dWlevXqDB06lJycHCW9sLCQsWPHYmJiQvXq1ZkwYQKPsmn9g8u2ra2tmT17NoMGDcLQ0JC6deuyfPlytTJHjx7FxcUFHR0d3NzcOHHihFp6WcuoDx48iJeXF7q6ulhZWTFq1Chyc3MrFeOaNWtwc3PD0NAQCwsL+vXrx5UrV8rMGxMTw8CBA7l58yYqlQqVSkVYWBgA+fn5hISEULt2bfT19XnttdeIiYlRykZGRmJiYsK2bdtwdHREW1ubjIyMSvXJxIkTadiwIXp6etSvX5/Q0FDl3OjIyEjCw8NJTExUYoqMjATUl217eHgwceJEtXr//vtvqlSpwi+//FKpexBCCCGEEP8NMngWT1VERIQyOM3MzCQuLg6AOXPmsHr1apYuXcqZM2cYM2YM7777Lvv37wcgKyuLdu3a4eLiQnx8PLt27eKvv/6iV69elW577dq1zJo1i3nz5nHs2DHq1q3LkiVLSsW3YMEC5s+fz8mTJ/Hx8eHNN98kNTUVgNzcXHx8fKhWrRpxcXFs3LiR6OhogoKClDoWLFhAZGQkX3/9NQcPHuT69ets3rz5ifptwYIFyqB4xIgRvPfee6SkpACQk5ND165dcXR05NixY4SFhRESElJhfWlpaXTs2JG33nqLkydPsn79eg4ePKh2HxW5e/cuM2bMIDExkS1btpCenk5AQECZeT08PFi8eDFGRkZkZmaSmZmpxBcUFMShQ4eIiori5MmTvPPOO3Ts2FHpb4C8vDzmzZvHihUrOHPmjLI0vaI+ATA0NCQyMpKkpCQiIiL48ssvWbRoEQC9e/dm3LhxNG7cWImpd+/epWL38/MjKipK7ceP9evXU6tWLWXzscrcw/3y8/PJzs5WewkhhBBCiJefnPMsnrrFixezePFi0tPTgXuDCVNTU6Kjo3F3d1fyBQYGkpeXx7p165g5cyYHDhxg9+7dSvoff/yBlZUVKSkpNGzYEG9vb5ydnVm8eHGZ7bZq1Qo3Nzc+++wz5drrr79OTk6O8txr7dq1ef/99/nggw+UPC1btqRFixZ8/vnnfPnll0ycOJGLFy+ir68PwI4dO+jWrRuXLl3C3NycWrVqMWbMGMaPHw9AQUEBNjY2NG/evFIbUT14H9bW1nh5ebFmzRrg3oZrFhYWhIeHM3z4cJYvX84HH3zAH3/8gY6ODgBLly7lvffe48SJEzg7OxMTE0Pbtm25ceMGJiYmBAYGoqmpybJly5R2Dx48SJs2bcjNzVXqqaz4+HhatGjBP//8g4GBQan2ynrmOSMjg/r165ORkUGtWrWU6x06dKBly5bMnj2byMhIBg4cSEJCAs2aNVPyPKxPyjJ//nyioqKIj48Hyn/mWaVSsXnzZnx9ffn777+pVasWP//8szJY9vDwoHXr1sydO7dS9/CgsLAwwsPDS123Ct4gu20LIYQQQryAKnvOszzzLJ65c+fOkZeXxxtvvKF2/c6dO7i4uACQmJjIvn37yjyKKC0tjYYNGz60nZSUFEaMGKF2rWXLlvz888/Avf8oLl26hKenp1oeT09PEhMTAUhOTqZZs2bKwLkkvaioiJSUFHR0dMjMzOS1115T0rW0tHBzc3ukpdsPatq0qfK3SqXCwsJCWSadnJxM06ZN1Qa89/8IUZbExEROnjzJ2rVrlWvFxcUUFRVx/vx5HBwcKixfMsOdmJjIjRs3KCoqAu4NiB0dHSt1T6dOnaKwsLDUZ5efn0/16tWV91WrVlW7/xIV9QncmyH+5JNPSEtLIycnh4KCggr/Z1cWMzMz/ve//7F27Vq8vLw4f/48hw4dUn50qOw93G/y5MmMHTtWeZ+dnY2VldUjxSWEEEIIIV48MngWz1zJ88Lbt2+ndu3aamna2tpKnm7dujFv3rxS5S0tLZ99kM/Zg7tvq1QqZcD6OHJychg2bBijRo0qlVa3bt0Ky5YsXffx8WHt2rWYmZmRkZGBj48Pd+7ceaQYNDU1OXbsGJqammpp9/9Ioquri0qlKlW+oj45dOgQfn5+hIeH4+Pjg7GxMVFRUSxYsKDS8ZXw8/Nj1KhRfPrpp6xbtw4nJyecnJwe6R7up62trXyvhRBCCCHEq0MGz+KZu38jqDZt2pSZx9XVle+//x5ra2vlGKZHZW9vT1xcHP7+/sq1kmeuAYyMjKhVqxaxsbFqccTGxtKyZUsAHBwciIyMJDc3V5l9jo2NRUNDA3t7e4yNjbG0tOTIkSO0bt0auLds+9ixY7i6uj5W3A/j4ODAmjVruH37tjL7fPjw4QrLuLq6kpSU9EhHO5U4e/Ys165dY+7cucqMaclS6PJUrVqVwsJCtWsuLi4UFhZy5coVZUn00/Lrr79Sr149PvzwQ+XahQsXHhpTWbp3787QoUPZtWsX69atU/v+PMt7EEIIIYQQLxfZMEw8c4aGhoSEhDBmzBhWrVpFWloax48f59NPP2XVqlUAvP/++1y/fp2+ffsSFxdHWloau3fvZuDAgZUaAAGMHDmSr776ilWrVpGamsrMmTM5efKk2qzm+PHjmTdvHuvXryclJYVJkyaRkJDA6NGjgXuzkDo6OgwYMIDTp0+zb98+Ro4cSf/+/TE3Nwdg9OjRzJ07ly1btnD27FlGjBjxTM837tevHyqViiFDhpCUlMSOHTuYP39+hWUmTpzIr7/+SlBQEAkJCaSmprJ169ZKbRhWt25dqlatyqeffsrvv//Otm3bmDFjRoVlrK2tycnJYe/evVy9epW8vDwaNmyIn58f/v7+bNq0ifPnz3P06FHmzJnD9u3bH6kPHmRnZ0dGRgZRUVGkpaXxySeflNq0zdramvPnz5OQkMDVq1fJz88vsy59fX18fX0JDQ0lOTmZvn37KmnP8h6EEEIIIcTLRQbP4l8xY8YMQkNDmTNnDg4ODnTs2JHt27djY2MDoMwIFxYW8r///Q8nJyeCg4MxMTGp9Jm/fn5+TJ48mZCQEFxdXTl//jwBAQFqzwqPGjWKsWPHMm7cOJycnNi1axfbtm3Dzs4OAD09PXbv3s3169dp0aIFb7/9Nu3bt1fbhGzcuHH079+fAQMG4O7ujqGhIT169HiKvaXOwMCAH374gVOnTuHi4sKHH35Y5vL2+zVt2pT9+/fz22+/4eXlhYuLC1OnTlXb9Ko8ZmZmREZGsnHjRhwdHZk7d+5DB+seHh4MHz6c3r17Y2ZmxkcffQTAypUr8ff3Z9y4cdjb2+Pr60tcXNxDl44/zJtvvsmYMWMICgrC2dmZX3/9ldDQULU8b731Fh07dqRt27aYmZnx7bffllufn58fiYmJeHl5lYrtWd2DEEIIIYR4uchu2+KV9sYbb2BhYaHs2izEv62yuzcKIYQQQojnQ3bbFv85eXl5LF26FB8fHzQ1Nfn222+Jjo5mz549zzs0IYQQQgghxEtOBs/ilaFSqdixYwezZs3i9u3b2Nvb8/3339OhQ4d/LYaHHeWUlJT03Jf7HjhwgE6dOpWbXrI7uni6mkzb/dKd8yxnPAshhBBC/B8ZPItnytvbG2dnZxYvXvzM29LV1SU6OvqZtmFtbU1wcDDBwcFlpteqVYuEhIRyy1fmmeNnKSAggGvXrlUYoxBCCCGEEKI0GTwL8RRpaWk90vFQDxuMP20REREUFxdjYmLyr7T3soiJiaFt27bcuHFD+kYIIYQQQpRJBs9CvOAKCwtRqVSV3nW8IsbGxk8hIiGEEEIIIf575Kgq8dTk5ubi7++PgYEBlpaWLFiwQC19zZo1uLm5YWhoiIWFBf369ePKlStKekxMDCqVir179+Lm5oaenh4eHh6kpKSo1fPDDz/QokULdHR0qFGjhtoxUfn5+YSEhFC7dm309fV57bXXiImJqfQ9HDx4EC8vL3R1dbGysmLUqFHk5uaWmz8rK4vAwEDMzMwwMjKiXbt2JCYmVipeb29vLly4wJgxY1CpVMp51JGRkZiYmLBt2zYcHR3R1tYmIyODGzdu4O/vT7Vq1dDT06NTp06kpqYq7ZSU2717Nw4ODhgYGNCxY0cyMzOVPAEBAfj6+irvi4qK+Oijj7C1tUVbW5u6desya9asSvXVH3/8Qd++fTE1NUVfXx83NzeOHDmipC9ZsoQGDRpQtWpV7O3tS+14rlKpWLZsGV27dkVPTw8HBwcOHTrEuXPn8Pb2Rl9fHw8PD9LS0pQyYWFhODs78/XXX1O3bl0MDAwYMWIEhYWFfPTRR1hYWFCzZk21e0hPT0elUqktVc/KykKlUhETE0N6ejpt27YFoFq1aqhUKgICApT+mTNnDjY2Nujq6tKsWTO+++67SvWPEEIIIYR4tcjgWTw148ePZ//+/WzdupWffvqJmJgYjh8/rqTfvXuXGTNmkJiYyJYtW0hPT1cGKff78MMPWbBgAfHx8WhpaTFo0CAlbfv27fTo0YPOnTtz4sQJ9u7dS8uWLZX0oKAgDh06RFRUFCdPnuSdd96hY8eOaoPM8qSlpdGxY0feeustTp48yfr16zl48CBBQUHllnnnnXe4cuUKO3fu5NixY7i6utK+fXuuX7/+0Hg3bdpEnTp1mD59OpmZmWqD3Ly8PObNm8eKFSs4c+YMNWvWJCAggPj4eLZt28ahQ4coLi6mc+fO3L17V63c/PnzWbNmDb/88gsZGRmEhISUG//kyZOZO3cuoaGhJCUlsW7dOszNzR/aVzk5ObRp04Y///yTbdu2kZiYyIQJEygqKgJg8+bNjB49mnHjxnH69GmGDRvGwIED2bdvn1o9M2bMwN/fn4SEBBo1akS/fv0YNmwYkydPJj4+nuLi4lL9n5aWxs6dO9m1axfffvstX331FV26dOGPP/5g//79zJs3jylTpqgN5CtiZWXF999/D0BKSgqZmZlEREQAMGfOHFavXs3SpUs5c+YMY8aM4d1332X//v3l1pefn092drbaSwghhBBCvPzknGfxVOTk5FC9enW++eYb3nnnHQCuX79OnTp1GDp0aJkbhsXHx9OiRQv++ecfDAwMlOdOo6Ojad++PQA7duygS5cu3Lp1Cx0dHTw8PKhfvz7ffPNNqfoyMjKoX78+GRkZahtzdejQgZYtWzJ79uwK7yEwMBBNTU2WLVumXDt48CBt2rQhNzcXHR0dtWeUDx48SJcuXbhy5Qra2tpKGVtbWyZMmMDQoUMrjBfKfuY5MjKSgQMHkpCQQLNmzQBITU2lYcOGxMbG4uHhAcC1a9ewsrJi1apVvPPOO0q5c+fO0aBBAwC++OILpk+fzuXLl4F7M89ZWVls2bKFf/75BzMzMz777DMCAwMr7JsHLV++nJCQENLT0zE1NS2V7unpSePGjVm+fLlyrVevXuTm5rJ9+3bg3szzlClTmDFjBgCHDx/G3d2dr776SvnBJCoqioEDB3Lr1i3g3szzxx9/zOXLlzE0NASgY8eOpKSkkJaWpixtb9SoEQEBAUyaNIn09HRsbGw4ceIEzs7OwL2Z52rVqrFv3z68vb3LfOY5Pz8fU1NToqOjcXd3V+4jMDCQvLw81q1bV2bfhIWFER4eXuq6VfAG2W1bCCGEEOIFVNlznmXmWTwVaWlp3Llzh9dee025Zmpqir29vfL+2LFjdOvWjbp162JoaEibNm2Ae4Pe+zVt2lT529LSEkBZ3p2QkKAMrB906tQpCgsLadiwIQYGBspr//79akt/y5OYmEhkZKRaWR8fH4qKijh//nyZ+Ut+NLi/zPnz55X2Koq3IlWrVlXrh+TkZLS0tNT6t3r16tjb25OcnKxc09PTUwbOcK//7l8af7/k5GTy8/MfK76EhARcXFzKHDiX1O3p6al2zdPTUy1WUP+sS2a8nZyc1K7dvn1bbfbW2tpaGTiX5HF0dFR7Jtzc3Lzc+66sc+fOkZeXxxtvvKH2+a5evbrC79PkyZO5efOm8rp48eITxSGEEEIIIV4MsmGY+Ffk5ubi4+ODj48Pa9euxczMjIyMDHx8fLhz545a3ipVqih/lzwHXLIcWFdXt9w2cnJy0NTU5NixY2hqaqqlGRgYPDTGnJwchg0bxqhRo0qllXU2c05ODpaWlmU+U10ye1lRvBXR1dVV7v1R3N93cK//yltc8rixPWnZ+5X1WVf0+T+YXpKnrGslZUoG1ff3w/1L3ctTct719u3bqV27tlra/SsNHqStrV1huhBCCCGEeDnJzLN4Kho0aECVKlXUnjO9ceMGv/32GwBnz57l2rVrzJ07Fy8vLxo1avRYM4NNmzZl7969Zaa5uLhQWFjIlStXsLW1VXtZWFg8tG5XV1eSkpJKlbW1taVq1apl5r98+bJyPNX9rxo1ajw0Xrg3w1xYWPjQ2BwcHCgoKFDr32vXrpGSkoKjo+NDy5fFzs4OXV3dCuMrT9OmTUlISFCe7S4r3tjYWLVrsbGxjx3rkzAzMwNQe6b8wXOuSz7f+z+L+zdre/DztbKyevaBCyGEEEKIF4rMPIunwsDAgMGDBzN+/HiqV69OzZo1+fDDD5VZv7p161K1alU+/fRThg8fzunTp5VnXR/FtGnTaN++PQ0aNKBPnz4UFBSwY8cOJk6cSMOGDfHz88Pf358FCxbg4uLC33//zd69e2natCldulT8/ObEiRNp1aoVQUFBBAYGoq+vT1JSEnv27OGzzz4rlb9Dhw64u7vj6+vLRx99RMOGDbl06ZKySZibm1uF8cK9Jci//PILffr0QVtbWxl0P8jOzo7u3bszZMgQli1bhqGhIZMmTaJ27dp07979kfsRQEdHh4kTJzJhwgSqVq2Kp6cnf//9N2fOnGHw4MEVlu3bty+zZ8/G19eXOXPmYGlpyYkTJ6hVqxbu7u6MHz+eXr164eLiQocOHfjhhx/YtGkT0dHRjxXrk9DV1aVVq1bMnTsXGxsbrly5wpQpU9Ty1KtXD5VKxY8//kjnzp3R1dXF0NCQkJAQxowZQ1FREa+//jo3b94kNjYWIyMjBgwY8K/fixBCCCGEeH5k5lk8NR9//DFeXl5069aNDh068Prrr9O8eXPg3uxfZGQkGzduxNHRkblz5zJ//vxHbsPb25uNGzeybds2nJ2dadeuHUePHlXSV65cib+/P+PGjcPe3h5fX1/i4uLKXHb9oKZNm7J//35+++03vLy8cHFxYerUqWqbj91PpVKxY8cOWrduzcCBA2nYsCF9+vThwoULyvO7D4t3+vTppKen06BBA2WGtDwrV66kefPmdO3aFXd3d4qLi9mxY0epJcuPIjQ0lHHjxjF16lQcHBzo3bt3pVYEVK1alZ9++omaNWvSuXNnnJycmDt3rrJc3tfXl4iICObPn0/jxo1ZtmwZK1euxNvb+7FjfRJff/01BQUFNG/enODgYGbOnKmWXrt2bcLDw5k0aRLm5ubKDt8zZswgNDSUOXPm4ODgQMeOHdm+fTs2NjbP4zaEEEIIIcRzJLttCyHEM1TZ3RuFEEIIIcTzIbttCyGEEEIIIYQQT4k88yz+Mzp16sSBAwfKTPvggw/44IMP/uWIXlyzZ88u91xsLy8vdu7c+S9H9PJrMm33S3XOs5zxLIQQQgihTgbP4j9jxYoV3Lp1q8y08s4rflV4e3vj7OzM4sWLy0xXqVRs3rwZX19fAIYPH06vXr3KzFveMVWRkZEEBweTlZX1FCJ+NgICAsjKymLLli3l5rG2tiY4OJjg4GBAvW/S09OxsbHhxIkTODs7/ysxCyGEEEKIF4MMnsV/xoNn9Yr/k5mZSbVq1ZT3pqamr/wPCuWJi4tDX1//eYchhBBCCCFeMDJ4FkJU6hzs/4qH7XouhBBCCCH+m2TDMCH+I4qKipgwYQKmpqZYWFgQFhampKlUKmUpc3p6OiqViqioKDw8PNDR0aFJkybs37+/Uu3s3r0bBwcHDAwM6NixI5mZmWoxTJ8+nTp16qCtrY2zszO7du1S0p+0bYAzZ87QtWtXjIyMMDQ0xMvLi7S0NLU88+fPx9LSkurVq/P+++9z9+5dJc3a2rrc5e1CCCGEEOK/SwbPQvxHrFq1Cn19fY4cOcJHH33E9OnT2bNnT7n5x48fz7hx4zhx4gTu7u5069aNa9euVdhGXl4e8+fPZ82aNfzyyy9kZGQQEhKipEdERLBgwQLmz5/PyZMn8fHx4c033yQ1NfWJ2wb4888/ad26Ndra2vz8888cO3aMQYMGUVBQoOTZt28faWlp7Nu3j1WrVhEZGUlkZORD666s/Px8srOz1V5CCCGEEOLlJ4NnIf4jmjZtyrRp07Czs8Pf3x83Nzf27t1bbv6goCDeeustHBwcWLJkCcbGxnz11VcVtnH37l2WLl2Km5sbrq6uBAUFqbUxf/58Jk6cSJ8+fbC3t2fevHllbmT2OG0DfP755xgbGxMVFYWbmxsNGzZk4MCB2NvbK3mqVavGZ599RqNGjejatStdunSpsB8e1Zw5czA2NlZeVlZWT61uIYQQQgjx/MjgWYj/iKZNm6q9t7S05MqVK+Xmd3d3V/7W0tLCzc2N5ORkABo3boyBgQEGBgZ06tRJyaenp0eDBg3KbCM7O5tLly7h6emp1o6np6dSb2XarkhCQgJeXl5UqVKl3DyNGzdGU1OzzBifhsmTJ3Pz5k3ldfHixadWtxBCCCGEeH5kwzAh/iMeHFCqVCqKiooeq64dO3Yozwnff3RVWW0UFxc/VhuPo7xjtO73NPuhLNra2mhraz+1+oQQQgghxItBZp6FEGU6fPiw8ndBQQHHjh3DwcEBgHr16mFra4utrW2ljwAzMjKiVq1axMbGql2PjY3F0dGx0m1XpGnTphw4cEBtAzAhhBBCCCGeBhk8CyHK9Pnnn7N582bOnj3L+++/z40bNxg0aNAT1Tl+/HjmzZvH+vXrSUlJYdKkSSQkJDB69Oin0nZQUBDZ2dn06dOH+Ph4UlNTWbNmDSkpKU8UtxBCCCGEELJsWwhRprlz5zJ37lwSEhKwtbVl27Zt1KhR44nqHDVqFDdv3mTcuHFcuXIFR0dHtm3bhp2d3VNpu3r16vz888+MHz+eNm3aoKmpibOzc6nnrIUQQgghhHhUquJ/84FEIcQLLz09HRsbG06cOIGzs/N/pu1nJTs7G2NjY27evImRkdHzDkcIIYQQQjygsv9ek2XbQgghhBBCCCHEQ8iybSHES2P48OF88803Zaa9++67LF269F+OqPKaTNuNhrbe8w6j0tLndnneIQghhBBCvFBk2bYQ4qVx5coVsrOzy0wzMjKiZs2aj113ZGQkwcHBZGVlPXYdZSlZBmQVvEEGz0IIIYQQL6DKLtuWmWchxEujZs2aTzRAFkIIIYQQ4nHJM89CCCGEEEIIIcRDyOBZCPFIvL29CQoKIigoCGNjY2rUqEFoaCglT4DcuHEDf39/qlWrhp6eHp06dSI1NVUpHxkZiYmJCVu2bMHOzg4dHR18fHy4ePFipdoPCwvD2dmZr7/+mrp162JgYMCIESMoLCzko48+wsLCgpo1azJr1iy1cgsXLsTJyQl9fX2srKwYMWIEOTk5Fba1detWXF1d0dHRoX79+oSHh1NQUPCIPSaEEEIIIV4FMngWQjyyVatWoaWlxdGjR4mIiGDhwoWsWLECgICAAOLj49m2bRuHDh2iuLiYzp07c/fuXaV8Xl4es2bNYvXq1cTGxpKVlUWfPn0q3X5aWho7d+5k165dfPvtt3z11Vd06dKFP/74g/379zNv3jymTJnCkSNHlDIaGhp88sknnDlzhlWrVvHzzz8zYcKEcts4cOAA/v7+jB49mqSkJJYtW0ZkZGSpQfmD8vPzyc7OVnsJIYQQQoiXn2wYJoR4JN7e3ly5coUzZ86gUqkAmDRpEtu2bWPr1q00bNiQ2NhYPDw8ALh27RpWVlasWrWKd955h8jISAYOHMjhw4d57bXXADh79iwODg4cOXKEli1bVth+WFgYH3/8MZcvX8bQ0BCAjh07kpKSQlpaGhoa934TbNSoEQEBAUyaNKnMer777juGDx/O1atXgdIbhnXo0IH27dszefJkpcw333zDhAkTuHTpUoXxhYeHl7ouG4YJIYQQQryY5JxnIcQz06pVK2XgDODu7k5qaipJSUloaWkpg2KA6tWrY29vT3JysnJNS0uLFi1aKO8bNWqEiYmJWp6KWFtbKwNnAHNzcxwdHZWBc8m1K1euKO+jo6Np3749tWvXxtDQkP79+3Pt2jXy8vLKbCMxMZHp06djYGCgvIYMGUJmZma5ZQAmT57MzZs3lVdll6MLIYQQQogXm+y2LYR46VSpUkXtvUqlKvNaUVERAOnp6XTt2pX33nuPWbNmYWpqysGDBxk8eDB37txBT6/0jHBOTg7h4eH07NmzVJqOjk65sWlra6Otrf04tyWEEEIIIV5gMngWQjyy+58lBjh8+DB2dnY4OjpSUFDAkSNH1JZtp6Sk4OjoqOQvKCggPj5eWaKdkpJCVlYWDg4OzyTeY8eOUVRUxIIFC5TZ6Q0bNlRYxtXVlZSUFGxtbZ9JTEIIIYQQ4uUig2chxCPLyMhg7NixDBs2jOPHj/Ppp5+yYMEC7Ozs6N69O0OGDGHZsmUYGhoyadIkateuTffu3ZXyVapUYeTIkXzyySdoaWkRFBREq1atHvq88+OytbXl7t27fPrpp3Tr1o3Y2FiWLl1aYZmpU6fStWtX6taty9tvv42GhgaJiYmcPn2amTNnPpM4hRBCCCHEi0ueeRZCPDJ/f39u3bpFy5Ytef/99xk9ejRDhw4FYOXKlTRv3pyuXbvi7u5OcXExO3bsUFtWraenx8SJE+nXrx+enp4YGBiwfv36ZxZvs2bNWLhwIfPmzaNJkyasXbuWOXPmVFjGx8eHH3/8kZ9++okWLVrQqlUrFi1aRL169Z5ZnEIIIYQQ4sUlu20LIR6Jt7c3zs7OLF68+LHKP7ir9auusrs3CiGEEEKI50N22xZCCCGEEEIIIZ4SeeZZCPFCady4MRcuXCgzbdmyZfj5+f3LET0dTabtfmnOeZYznoUQQgghSpNl20KI5yogIICsrCy2bNkCwIULF7h7926Zec3NzdXOd35Qeno6NjY2nDhxAmdn52cQ7aMrWQZkFbxBBs9CCCGEEC+gyi7blplnIcQL5Uk25LKysiIzM5MaNWo8xYiEEEIIIYSQwbMQ4hWiqamJhYXF8w5DCCGEEEK8gmTDMCFEpXl7ezNy5EiCg4OpVq0a5ubmfPnll+Tm5jJw4EAMDQ2xtbVl586dABQWFjJ48GBsbGzQ1dXF3t6eiIiICtsoKipizpw5SplmzZrx3XffVSq+9PR0VCoVCQkJlW5fpVKVellbWwP3lpSXlR4TE/NI/SaEEEIIIV5+MngWQjySVatWUaNGDY4ePcrIkSN57733eOedd/Dw8OD48eP873//o3///uTl5VFUVESdOnXYuHEjSUlJTJ06lQ8++IANGzaUW/+cOXNYvXo1S5cu5cyZM4wZM4Z3332X/fv3P3KslWk/MzNTeZ07dw5bW1tat24NQEREhFr66NGjqVmzJo0aNSq3zfz8fLKzs9VeQgghhBDi5ScbhgkhKs3b25vCwkIOHDgA3JvZNTY2pmfPnqxevRqAy5cvY2lpyaFDh2jVqlWpOoKCgrh8+bIym3z/hmH5+fmYmpoSHR2Nu7u7UiYwMJC8vDzWrVtXYXyV2TDswfZLFBcX89Zbb5GRkcGBAwfQ1dVVS9+0aRN+fn5ER0fj6elZbgxhYWGEh4eXui4bhgkhhBBCvJhkwzAhxDPRtGlT5W9NTU2qV6+Ok5OTcs3c3ByAK1euAPD555/z9ddfk5GRwa1bt7hz5065A9tz586Rl5fHG2+8oXb9zp07uLi4PFa8lW3/gw8+4NChQ8THx5caOJ84cYL+/fvz2WefVThwBpg8eTJjx45V3mdnZ2NlZfVYsQshhBBCiBeHDJ6FEI+kSpUqau9VKpXaNZVKBdxbMh0VFUVISAgLFizA3d0dQ0NDPv74Y44cOVJm3Tk5OQBs376d2rVrq6Vpa2s/cqyVbf+bb75h0aJFxMTElGr38uXLvPnmmwQGBjJ48OCHtqmtrf1YsQohhBBCiBebDJ6FEM9MbGwsHh4ejBgxQrmWlpZWbn5HR0e0tbXJyMigTZs2/0r7hw4dIjAwkGXLlpVaZn779m26d+9Oo0aNWLhw4RPHI4QQQgghXl4yeBZCPDN2dnasXr2a3bt3Y2Njw5o1a4iLi8PGxqbM/IaGhoSEhDBmzBiKiop4/fXXuXnzJrGxsRgZGTFgwICn2v7ly5fp0aMHffr0wcfHh8uXLwP3lqObmZkxbNgwLl68yN69e/n777+Vek1NTalatepj9ooQQgghhHgZyW7bQohnZtiwYfTs2ZPevXvz2muvce3aNbVZ4LLMmDGD0NBQ5syZg4ODAx07dmT79u3lDrifpP2zZ8/y119/sWrVKiwtLZVXixYtANi/fz+ZmZk4Ojqqpf/666+PHIsQQgghhHi5yW7bQohXRkpKCo0aNSI1NRVbW9vnHQ5Q+d0bhRBCCCHE81HZf6/JzLMQ4pVw/fp1vvvuO4yMjGR3ayGEEEII8dTJM89CiJfG8OHD+eabb8pMa9GiBWlpaSxZsuSF3O26ybTdL/w5z3K+sxBCCCFE+WTwLMQLQKVSsXnzZnx9fZ93KC+06dOnExISUmaakZERNWvW/JcjEkIIIYQQ/xWybFu88KytrVm8ePHzDkM8B5GRkZiYmCjva9asia2tbZkvGTgLIYQQQohnSQbPQgghhBBCCCHEQ8jg+RVVVFTERx99hK2tLdra2tStW5dZs2YBcOrUKdq1a4euri7Vq1dn6NCh5OTkKGUDAgLw9fVl9uzZmJubY2JiwvTp0ykoKGD8+PGYmppSp04dVq5cqZRJT09HpVKxYcMGvLy80NXVpUWLFvz222/ExcXh5uaGgYEBnTp1Ujsv19vbm+DgYLXYfX19CQgIUNIvXLjAmDFjUKlUqFQqJd/BgweVtqysrBg1ahS5ubmV6h9ra2tmzpyJv78/BgYG1KtXj23btvH333/TvXt3DAwMaNq0KfHx8UqZa9eu0bdvX2rXro2enh5OTk58++23avV6e3szatQoJkyYgKmpKRYWFoSFhanlSU1NpXXr1ujo6ODo6MiePXtKxVfZzyg8PBwzMzOMjIwYPnw4d+7cUfLk5+czatQoatasiY6ODq+//jpxcXFKekxMDCqViu3bt9O0aVN0dHRo1aoVp0+frlQfAsTGxuLt7Y2enh7VqlXDx8eHGzduALBr1y5ef/11TExMqF69Ol27diUtLU0pW/Kd2bRpE23btkVPT49mzZpx6NAhJb6BAwdy8+ZN5bMv6csbN27g7+9PtWrV0NPTo1OnTqSmpip1l8xYb9myBTs7O3R0dPDx8eHixYtq8S9ZsoQGDRpQtWpV7O3tWbNmjVq6SqViyZIldOrUCV1dXerXr893331X6f4RQgghhBCvDhk8v6ImT57M3LlzCQ0NJSkpiXXr1mFubk5ubi4+Pj5Uq1aNuLg4Nm7cSHR0NEFBQWrlf/75Zy5dusQvv/zCwoULmTZtGl27dqVatWocOXKE4cOHM2zYMP744w+1ctOmTWPKlCkcP34cLS0t+vXrx4QJE4iIiODAgQOcO3eOqVOnVvo+Nm3aRJ06dZg+fTqZmZlkZmYCkJaWRseOHXnrrbc4efIk69ev5+DBg6XuoyKLFi3C09OTEydO0KVLF/r374+/vz/vvvsux48fp0GDBvj7+1Nymtvt27dp3rw527dv5/Tp0wwdOpT+/ftz9OhRtXpXrVqFvr4+R44c4aOPPmL69OnKALmoqIiePXtStWpVjhw5wtKlS5k4caJa+cp+Rnv37iU5OZmYmBi+/fZbNm3aRHh4uJI+YcIEvv/+e1atWsXx48extbXFx8eH69evq9Uzfvx4FixYQFxcHGZmZnTr1o27d+8+tP8SEhJo3749jo6OHDp0iIMHD9KtWzcKCwuV+xg7dizx8fHs3bsXDQ0NevToQVFRkVo9H374ISEhISQkJNCwYUP69u1LQUEBHh4eLF68GCMjI+WzL3neOSAggPj4eLZt28ahQ4coLi6mc+fOanHn5eUxa9YsVq9eTWxsLFlZWfTp00dJ37x5M6NHj2bcuHGcPn2aYcOGMXDgQPbt26cWX2hoKG+99RaJiYn4+fnRp08fkpOTy+2X/Px8srOz1V5CCCGEEOLlJ+c8v4L++ecfzMzM+OyzzwgMDFRL+/LLL5k4cSIXL15EX18fgB07dtCtWzcuXbqEubk5AQEBxMTE8Pvvv6Ohce/3lUaNGlGzZk1++eUXAAoLCzE2NmbFihX06dOH9PR0bGxsWLFiBYMHDwYgKiqKvn37snfvXtq1awfA3LlziYyM5OzZs8C9mVpnZ2e1Z5p9fX0xMTEhMjISuDdLHBwcrDZDHRgYiKamJsuWLVOuHTx4kDZt2pCbm4uOjk6FfWRtbY2Xl5cy03j58mUsLS0JDQ1l+vTpABw+fBh3d3cyMzOxsLAos56uXbvSqFEj5s+fr9xPYWEhBw4cUPK0bNmSdu3aMXfuXH766Se6dOnChQsXqFWrFnBvhrZTp07KhmGV/Yx++OEHLl68iJ7evR2cly5dyvjx47l58ya3bt2iWrVqREZG0q9fPwDu3r2r9OX48eOJiYmhbdu2REVF0bt3b+DecU916tQhMjKSXr16VdiH/fr1IyMjg4MHD1aYr8TVq1cxMzPj1KlTNGnSpMzvTFJSEo0bNyY5OZlGjRoRGRlJcHAwWVlZSj2pqak0bNiQ2NhYPDw8gHurAqysrFi1ahXvvPMOkZGRDBw4kMOHD/Paa68BcPbsWRwcHDhy5AgtW7bE09OTxo0bs3z5cqXuXr16kZuby/bt24F7M8/Dhw9nyZIlSp5WrVrh6urKF198UeZ9hoWFqf2IUcIqeIPsti2EEEII8QKSc57/w5KTk8nPz6d9+/ZlpjVr1kwZlAF4enpSVFRESkqKcq1x48bKwBnA3NwcJycn5b2mpibVq1fnypUravU3bdpUrQygVs7c3LxUmceRmJhIZGQkBgYGysvHx4eioiLOnz9fqToqEyugxFtYWMiMGTNwcnLC1NQUAwMDdu/eTUZGRrn1AlhaWip1JCcnY2VlpQycAdzd3dXyV/YzatasmTJwLqknJyeHixcvkpaWxt27d/H09FTSq1SpQsuWLUvNmt7fvqmpKfb29hXOrJYomXkuT2pqKn379qV+/foYGRlhbW0NUGF/WVpaAlT4HUlOTkZLS0sZFANUr169VNxaWlq0aNFCed+oUSNMTEyUPMnJyWr9A/f6uaL+KXlfUf9MnjyZmzdvKq8Hl4oLIYQQQoiXkxxV9QrS1dV94jqqVKmi9l6lUpV57cEluPfnKXk++cFr95fR0NDgwcUPlVkynJOTw7Bhwxg1alSptLp16z60fGVjBZR4P/74YyIiIli8eDFOTk7o6+sTHBys9pzxg3WU1PNgP70KHvY969atG/Xq1ePLL7+kVq1aFBUV0aRJkwr768E+fxlpa2u/kOdMCyGEEEKIJyMzz68gOzs7dHV12bt3b6k0BwcHEhMT1TbWio2NRUNDA3t7+38zTADMzMyU55jh3uzugxtWVa1aVXmOtoSrqytJSUllHllUtWrVZxJrbGws3bt3591336VZs2bUr1+f33777ZHqcHBw4OLFi2r3fPjw4VJ5KvMZJSYmcuvWLbV6DAwMsLKyUjbBio2NVdLv3r1LXFwcjo6Oau3d3/6NGzf47bffcHBweOi9NG3atMzvGNxbRp2SksKUKVNo3749Dg4OykZij6Ksz97BwYGCggKOHDlSqr37762goEBtw7eUlBSysrKUe3NwcFDrH7jXzxX1T8n7yvSPEEIIIYR4tcjg+RWko6PDxIkTmTBhAqtXryYtLY3Dhw/z1Vdf4efnh46ODgMGDOD06dPs27ePkSNH0r9/f2WZ8r+pXbt2bN++ne3bt3P27Fnee+89tedb4d7zyb/88gt//vknV69eBWDixIn8+uuvBAUFkZCQQGpqKlu3bn2kDcMelZ2dHXv27OHXX38lOTmZYcOG8ddffz1SHR06dKBhw4YMGDCAxMREDhw4wIcffqiWp7Kf0Z07dxg8eDBJSUns2LGDadOmERQUhIaGBvr6+rz33nuMHz+eXbt2kZSUxJAhQ8jLy1OeLy4xffp09u7dy+nTpwkICKBGjRr4+vo+9F4mT55MXFwcI0aM4OTJk5w9e5YlS5Zw9epVqlWrRvXq1Vm+fDnnzp3j559/ZuzYsY/UV3Dvs8/JyWHv3r1cvXqVvLw87Ozs6N69O0OGDOHgwYMkJiby7rvvUrt2bbp3766UrVKlCiNHjuTIkSMcO3aMgIAAWrVqRcuWLYF7G6VFRkayZMkSUlNTWbhwIZs2bVI2JSuxceNGvv76a3777TemTZvG0aNHn+n3TAghhBBCvJhk8PyKCg0NZdy4cUydOhUHBwd69+7NlStX0NPTY/fu3Vy/fp0WLVrw9ttv0759ez777LPnEuegQYMYMGAA/v7+tGnThvr169O2bVu1PNOnTyc9PZ0GDRpgZmYG3Jv13L9/P7/99hteXl64uLgwdepUtWeJn7YpU6bg6uqKj48P3t7eWFhYVGqQeT8NDQ02b97MrVu3aNmyJYGBgcoRYiUq+xm1b98eOzs7WrduTe/evXnzzTfVjsWaO3cub731Fv3798fV1ZVz586xe/duqlWrplbP3LlzGT16NM2bN+fy5cv88MMPlZq9b9iwIT/99BOJiYm0bNkSd3d3tm7dipaWFhoaGkRFRXHs2DGaNGnCmDFj+Pjjjx+prwA8PDwYPnw4vXv3xszMjI8++giAlStX0rx5c7p27Yq7uzvFxcXs2LFDbQm4np4eEydOpF+/fnh6emJgYMD69euVdF9fXyIiIpg/fz6NGzdm2bJlrFy5Em9vb7UYwsPDiYqKomnTpqxevZpvv/221Oy0EEIIIYR49clu20K8hAICAsjKymLLli2PXUfJbts3btzAxMTkqcX2Iihrl+7HoVKplF3QH1dld28UQgghhBDPh+y2LYQQQgghhBBCPCWy27Z45Rw4cIBOnTqVm56Tk/MvRvPy6tSpk9p51ff74IMP+OCDD/7liF5uTabtlnOehRBCCCFeYrJsW7xybt26xZ9//lluuq2t7b8YjTpra2uCg4MJDg5+7DoeXG79tJYoP+jPP/9U2827xPfff8+sWbPIzs5+qu09a+np6djY2HDixAmcnZ3/tXZLlgFZBW+QwbMQQgghxAuossu2ZeZZvHJ0dXWfygD5aQx0HxQXF4e+vv5Tqw+gd+/edO7c+anWCVC7du0yr5ubm6Oh8X9PfISFhbFlyxYSEhKeegyPq6xnwq2srMjMzKRGjRrPLzAhhBBCCPHSksGzEP+ikt3CnyZdXV10dXWfer3/tjt37jyzM7oBNDU1sbCweGb1CyGEEEKIV5tsGCaeqqKiIj766CNsbW3R1tambt26ylFMp06dol27dujq6lK9enWGDh2q9vxxQEAAvr6+zJ49G3Nzc0xMTJg+fToFBQWMHz8eU1NT6tSpw8qVK5Uy6enpqFQqNmzYgJeXF7q6urRo0YLffvuNuLg43NzcMDAwoFOnTvz9999KOW9v71Izyr6+vgQEBCjpFy5cYMyYMahUKlQqlZLv4MGDSltWVlaMGjWK3NzcSvWPtbU1ixcvVt6rVCpWrFhBjx490NPTw87Ojm3btqmV2bFjBw0bNkRXV5e2bduSnp6ulh4ZGVlqt+ytW7fi6uqKjo4O9evXJzw8nIKCgkrFuHDhQpycnNDX18fKyooRI0aU+5x4ZGQk4eHhJCYmKv0UGRkJQFZWFoGBgZiZmWFkZES7du1ITExUyoaFheHs7MyKFSuwsbFBR0enUn1SWFjI4MGDsbGxQVdXF3t7eyIiItTqXbVqFVu3blViiomJUb4rCQkJFBUVUadOHZYsWaJ2PydOnEBDQ4MLFy5U6h6EEEIIIcR/hwyexVM1efJk5s6dS2hoKElJSaxbtw5zc3Nyc3Px8fGhWrVqxMXFsXHjRqKjowkKClIr//PPP3Pp0iV++eUXFi5cyLRp0+jatSvVqlXjyJEjDB8+nGHDhvHHH3+olZs2bRpTpkzh+PHjaGlp0a9fPyZMmEBERAQHDhzg3LlzTJ06tdL3sWnTJurUqcP06dPJzMwkMzMTgLS0NDp27Mhbb73FyZMnWb9+PQcPHix1H48iPDycXr16cfLkSTp37oyfnx/Xr18H4OLFi/Ts2ZNu3bqRkJBAYGAgkyZNqrC+AwcO4O/vz+jRo0lKSmLZsmVERkaWOk+6PBoaGnzyySecOXOGVatW8fPPPzNhwoQy8/bu3Ztx48bRuHFjpZ969+4NwDvvvMOVK1fYuXMnx44dw9XVlfbt2yv3BnDu3Dm+//57Nm3apLbsu6I+KRn4bty4kaSkJKZOncoHH3zAhg0bAAgJCaFXr1507NhRicnDw6PUPfbt25d169apXV+7di2enp7Uq1ev0vfwoPz8fLKzs9VeQgghhBDi5SeDZ/HU/PPPP0RERPDRRx8xYMAAGjRowOuvv05gYCDr1q3j9u3brF69miZNmtCuXTs+++wz1qxZw19//aXUYWpqyieffIK9vT2DBg3C3t6evLw8PvjgA+zs7Jg8eTJVq1bl4MGDam2HhITg4+ODg4MDo0eP5tixY4SGhuLp6YmLiwuDBw9m3759lb4XU1NTNDU1MTQ0xMLCQlnuO2fOHPz8/AgODsbOzg4PDw8++eQTVq9eze3btx+r3wICAujbty+2trbMnj2bnJwcjh49CsCSJUto0KABCxYswN7eHj8/P2V2vDzh4eFMmjSJAQMGUL9+fd544w1mzJjBsmXLKhVPcHAwbdu2xdramnbt2jFz5kxlYPogXV1dDAwM0NLSUvpJV1eXgwcPcvToUTZu3Iibmxt2dnbMnz8fExMTvvvuO6X8nTt3WL16NS4uLjRt2rRSfVKlShXCw8Nxc3PDxsYGPz8/Bg4cqMRoYGCArq4u2traSkxlLQf38/MjNjaWjIwM4N6gPCoqCj8/P4BK38OD5syZg7GxsfKysrKqVL8LIYQQQogXmzzzLJ6a5ORk8vPzad++fZlpzZo1U9ssy9PTk6KiIlJSUjA3NwegcePGaptRmZub06RJE+W9pqYm1atX58qVK2r13z/wKqnLyclJ7dqDZR5HYmIiJ0+eZO3atcq14uJiioqKOH/+PA4ODo9c5/2x6+vrY2RkpMSanJzMa6+9ppbf3d39oTHGxsaqzTQXFhZy+/Zt8vLy0NOreMfn6Oho5syZw9mzZ8nOzqagoKDSZe+PIScnh+rVq6tdv3XrFmlpacr7evXqlfkceEV9AvD555/z9ddfk5GRwa1bt7hz584j76Dt7OyMg4MD69atY9KkSezfv58rV67wzjvvPNI9PGjy5MmMHTtWeZ+dnS0DaCGEEEKIV4AMnsVT8zQ2rapSpYrae5VKVea1oqKicsuVPJ/84LX7y2hoaPDgKW137959aHw5OTkMGzaMUaNGlUqrW7fuQ8uXpTL39yhycnIIDw+nZ8+epdJKnisuT3p6Ol27duW9995j1qxZmJqacvDgQQYPHsydO3cqPXjOycnB0tKSmJiYUmn3P59d3s7jFfVJVFQUISEhLFiwAHd3dwwNDfn44485cuRIpWK7n5+fnzJ4XrduHR07dlQGy5W9hwdpa2ujra39yLEIIYQQQogXmwyexVNjZ2eHrq4ue/fuJTAwUC3NwcGByMhIcnNzlQFTbGwsGhoa2Nvb/+uxmpmZKc8xw72Z2dOnT9O2bVvlWtWqVSksLFQr5+rqSlJS0r92VrSDg0OpDcQOHz5cYRlXV1dSUlIeK8Zjx45RVFTEggULlBUA5S3ZLlFeP12+fBktLS2sra0fOY6KxMbG4uHhwYgRI5RrD84ElxVTWfr168eUKVM4duwY3333HUuXLlXSnuU9CCGEEEKIl4888yyeGh0dHSZOnMiECRNYvXo1aWlpHD58mK+++go/Pz90dHQYMGAAp0+fZt++fYwcOZL+/fsry6z/Te3atWP79u1s376ds2fP8t5775GVlaWWx9raml9++YU///yTq1evAjBx4kR+/fVXgoKCSEhIIDU1la1btz7RhmEVGT58OKmpqYwfP56UlBTWrVun7GZdnqlTp7J69WrCw8M5c+YMycnJREVFMWXKlIe2Z2try927d/n000/5/fffWbNmjdqAsizW1tacP3+ehIQErl69Sn5+Ph06dMDd3R1fX19++ukn0tPT+fXXX/nwww+Jj49/lC4oxc7Ojvj4eHbv3s1vv/1GaGgocXFxpWI6efIkKSkpXL16tdxVBdbW1nh4eDB48GAKCwt58803lbRneQ9CCCGEEOLlI4Nn8VSFhoYybtw4pk6dioODA7179+bKlSvo6emxe/durl+/TosWLXj77bdp3749n3322XOJc9CgQQwYMAB/f3/atGlD/fr11WadAaZPn056ejoNGjRQnstt2rQp+/fv57fffsPLywsXFxemTp1KrVq1nkmcdevW5fvvv2fLli00a9aMpUuXMnv27ArL+Pj48OOPP/LTTz/RokULWrVqxaJFi5QdpCvSrFkzFi5cyLx582jSpAlr165lzpw5FZZ566236NixI23btsXMzIxvv/0WlUrFjh07aN26NQMHDqRhw4b06dOHCxcuPPGPJcOGDaNnz5707t2b1157jWvXrqnNQgMMGTIEe3t73NzcMDMzIzY2ttz6/Pz8SExMpEePHmqPHjzLexBCCCGEEC8fVfGDD34KIYR4arKzszE2NubmzZsYGRk973CEEEIIIcQDKvvvNZl5FkIIIYQQQgghHkI2DBPiKTlw4ACdOnUqNz0nJ+dfjKZsa9euZdiwYWWm1atXjzNnzvzLEf13NJm2Gw3tyu1W/rykz+3yvEMQQgghhHhhyeBZiKfEzc2NhISE5x1Ghd58881S50aXePB4qH/L8uXLmTFjBn/++ScLFy4kODj4ucQB9zYQCw4Ofq4xCCGEEEKIF5MMnoV4SnR1df+1I6wel6GhIYaGhs87DEV2djZBQUEsXLiQt956C2Nj4+cdkhBCCCGEEGWSwbMQ4rnJyMjg7t27dOnSBUtLy+cdjhBCCCGEEOWSDcOE+A/z9vYmKCiIoKAgjI2NqVGjBqGhoZRswn/jxg38/f2pVq0aenp6dOrUidTUVKV8ZGQkJiYmbNmyBTs7O3R0dPDx8eHixYsPbTsyMhInJycA6tevj0qlIj09HYCtW7fi6uqKjo4O9evXJzw8nIKCAqWsSqVi2bJldO3aFT09PRwcHDh06BDnzp3D29sbfX19PDw8SEtLU8qkpaXRvXt3zM3NMTAwoEWLFkRHR1cYY1ZWFoGBgZiZmWFkZES7du1ITEysdP8KIYQQQohXhwyehfiPW7VqFVpaWhw9epSIiAgWLlzIihUrAAgICCA+Pp5t27Zx6NAhiouL6dy5M3fv3lXK5+XlMWvWLFavXk1sbCxZWVn06dPnoe327t1bGbwePXqUzMxMrKysOHDgAP7+/owePZqkpCSWLVtGZGQks2bNUis/Y8YM/P39SUhIoFGjRvTr149hw4YxefJk4uPjKS4uJigoSMmfk5ND586d2bt3LydOnKBjx45069aNjIyMcmN85513uHLlCjt37uTYsWO4urrSvn17rl+/Xm6Z/Px8srOz1V5CCCGEEOLlJ+c8C/Ef5u3tzZUrVzhz5gwqlQqASZMmsW3bNrZu3UrDhg2JjY3Fw8MDgGvXrmFlZcWqVat45513iIyMZODAgRw+fFjZiOzs2bM4ODhw5MgRWrZsWWH7CQkJuLi4cP78eaytrQHo0KED7du3Z/LkyUq+b775hgkTJnDp0iXg3szzlClTmDFjBgCHDx/G3d2dr776ikGDBgEQFRXFwIEDuXXrVrntN2nShOHDhyuD7Ps3DDt48CBdunThypUraGtrK2VsbW2ZMGECQ4cOLbPOsLAwwsPDS123Ct4gu20LIYQQQryA5JxnIUSltGrVShk4A7i7u5OamkpSUhJaWlpqu3NXr14de3t7kpOTlWtaWlq0aNFCed+oUSNMTEzU8jyKxMREpk+fjoGBgfIaMmQImZmZ5OXlKfmaNm2q/G1ubg6gLAMvuXb79m1l5jcnJ4eQkBAcHBwwMTHBwMCA5OTkcmeeExMTycnJoXr16mqxnD9/Xm05+IMmT57MzZs3lVdllrALIYQQQogXn2wYJoR4oeTk5BAeHk7Pnj1Lpeno6Ch/33+0Vsngv6xrRUVFAISEhLBnzx7mz5+Pra0turq6vP3229y5c6fcOCwtLYmJiSmVZmJiUm782traajPVQgghhBDi1SCDZyH+444cOaL2/vDhw9jZ2eHo6EhBQQFHjhxRW7adkpKCo6Ojkr+goID4+HhliXZKSgpZWVk4ODg8Vjyurq6kpKQ89WO/YmNjCQgIoEePHsC9wXHJBmXlxXH58mW0tLSUJeVCCCGEEOK/S5ZtC/Efl5GRwdixY0lJSeHbb7/l008/ZfTo0djZ2dG9e3eGDBnCwYMHSUxM5N1336V27dp0795dKV+lShVGjhzJkSNHOHbsGAEBAbRq1eqhzzuXZ+rUqaxevZrw8HDOnDlDcnIyUVFRTJky5Ynu087Ojk2bNpGQkEBiYiL9+vVTZqXL0qFDB9zd3fH19eWnn34iPT2dX3/9lQ8//JD4+PgnikUIIYQQQrx8ZPAsxH+cv78/t27domXLlrz//vuMHj1a2Qxr5cqVNG/enK5du+Lu7k5xcTE7duxQWx6tp6fHxIkT6devH56enhgYGLB+/frHjsfHx4cff/yRn376iRYtWtCqVSsWLVpEvXr1nug+Fy5cSLVq1fDw8KBbt274+Pjg6upabn6VSsWOHTto3bo1AwcOpGHDhvTp04cLFy4oz1gLIYQQQoj/DtltW4j/MG9vb5ydnVm8ePFjlY+MjCQ4OJisrKynGterpLK7NwohhBBCiOdDdtsWQgghhBBCCCGeEhk8CyGemcaNG6sd83T/a+3atc87PCGEEEIIISpNlm2LV1ZAQABZWVls2bLleYfyn2JtbU1wcDDBwcFcuHCBu3fvlpnP3NwcQ0PDfzm6f1/JMiCr4A1oaOs973DKlT63y/MOQQghhBDiuajssm05qkq8siIiIpDfhp6vJ93k63HdP4AXQgghhBDiaZDBs3hlGRsbP+8QXlh37tyhatWqzzuMF570kxBCCCGEKCHPPItXVkBAAL6+vuWmW1tbM2PGDPr27Yu+vj61a9fm888/V8uTkZFB9+7dMTAwwMjIiF69evHXX38p6WFhYTg7O7Ns2TKsrKzQ09OjV69e3Lx5s9JxrlixAgcHB3R0dGjUqBFffPGFkpaeno5KpWLTpk20bdsWPT09mjVrxqFDh9TqOHjwIF5eXujq6mJlZcWoUaPIzc0tda/+/v4YGRkpR1F9+eWXStw9evRg4cKFmJiYKG1raGiUOtN48eLF1KtXr8Izkv/5558n6leAJUuW0KBBA6pWrYq9vT1r1qxR0oqLiwkLC6Nu3bpoa2tTq1YtRo0aBdzbQfzChQuMGTMGlUqFSqV6on66c+cOQUFBWFpaoqOjQ7169ZgzZ0659y6EEEIIIV5NMngW/2kff/wxzZo148SJE0yaNInRo0ezZ88eAIqKiujevTvXr19n//797Nmzh99//53evXur1XHu3Dk2bNjADz/8wK5duzhx4gQjRoyoVPtr165l6tSpzJo1i+TkZGbPnk1oaCirVq1Sy/fhhx8SEhJCQkICDRs2pG/fvhQUFACQlpZGx44deeuttzh58iTr16/n4MGDBAUFqdUxf/585V5DQ0OJjY1l+PDhjB49moSEBN544w1mzZql5Le2tqZDhw6sXLlSrZ6VK1cSEBCAhkb5//t40n7dvHkzo0ePZty4cZw+fZphw4YxcOBA9u3bB8D333/PokWLWLZsGampqWzZsgUnJycANm3aRJ06dZg+fTqZmZlkZmY+UT998sknbNu2jQ0bNpCSksLatWuxtrYu997z8/PJzs5WewkhhBBCiJefbBgmXlkP2zDM2toaBwcHdu7cqVzr06cP2dnZ7Nixgz179tCpUyfOnz+PlZUVAElJSTRu3JijR4/SokULwsLCmDlzJhcuXKB27doA7Nq1iy5duvDnn39iYWFRYYy2trbK7HeJmTNnsmPHDn799VfS09OxsbFhxYoVDB48WC2G5ORkGjVqRGBgIJqamixbtkyp4+DBg7Rp04bc3Fx0dHSwtrbGxcWFzZs3q91rTk4OP/74o3Lt3Xff5ccff1TObd6wYQPDhw8nMzMTbW1tjh8/jpubG7///nu5A8in0a+enp40btyY5cuXK3X06tWL3Nxctm/fzsKFC1m2bBmnT5+mSpUqZcbw4DPPj9tPo0aN4syZM0RHR6vNYpcnLCyM8PDwUtdlwzAhhBBCiBeTnPMsxP+3du1atSOSDhw4oKS5u7ur5XV3dyc5ORmA5ORkrKyslAEegKOjIyYmJkoegLp16yoD55I6ioqKSElJqTCu3Nxc0tLSGDx4sFp8M2fOJC0tTS1v06ZNlb8tLS0BuHLlCgCJiYlERkaq1eHj40NRURHnz59Xyrm5uanVmZKSQsuWLdWuPfje19cXTU1NZTAZGRlJ27ZtK5x5LemDB98/Sr8mJyfj6empVoenp6eS/s4773Dr1i3q16/PkCFD2Lx5szITX57H7aeAgAASEhKwt7dn1KhR/PTTTxW2M3nyZG7evKm8Ll68WGF+IYQQQgjxcpANw8Qr78033+S1115T3t8/0H2ecnJygHvPHd8fH4Cmpqba+/tnV0tmP0ueOc7JyWHYsGHKM7/3q1u3rvK3vr7+I8dYtWpV/P39WblyJT179mTdunVEREQ8cj1Pm5WVFSkpKURHR7Nnzx5GjBjBxx9/zP79+8uciYbH7ydXV1fOnz/Pzp07iY6OplevXnTo0IHvvvuuzHa0tbXR1tZ+grsTQgghhBAvIhk8i1eeoaFhuecJHz58uNR7BwcHABwcHLh48SIXL15UW16clZWFo6OjUiYjI4NLly5Rq1YtpQ4NDQ3s7e0rjMvc3JxatWrx+++/4+fn99j35+rqSlJSEra2to9Uzt7enri4OLVrD76He8udmzRpwhdffEFBQQE9e/Z8aN1P2q8ODg7ExsYyYMAApY7Y2Fi1ftfV1aVbt25069aN999/n0aNGnHq1ClcXV2pWrUqhYWFajE8bj8BGBkZ0bt3b3r37s3bb79Nx44duX79Oqampo9clxBCCCGEeDnJ4Fn8p8XGxvLRRx/h6+vLnj172LhxI9u3bwegQ4cOODk54efnx+LFiykoKGDEiBG0adNGbWmvjo4OAwYMYP78+WRnZzNq1Ch69er10OedAcLDwxk1ahTGxsZ07NiR/Px84uPjuXHjBmPHjq3UPUycOJFWrVoRFBREYGAg+vr6JCUlsWfPHj777LNyy40cOZLWrVuzcOFCunXrxs8//8zOnTtLPdfr4OBAq1atmDhxIoMGDUJXV/ehMT1pv44fP55evXrh4uJChw4d+OGHH9i0aRPR0dHAveXjhYWFvPbaa+jp6fHNN9+gq6urnCttbW3NL7/8Qp8+fdDW1qZGjRqP3U8LFy7E0tISFxcXNDQ02LhxIxYWFsqu5EIIIYQQ4r9BnnkW/2njxo0jPj4eFxcXZs6cycKFC/Hx8QHuLY/eunUr1apVo3Xr1nTo0IH69euzfv16tTpsbW3p2bMnnTt35n//+x9NmzZVO26qIoGBgaxYsYKVK1fi5OREmzZtiIyMxMbGptL30LRpU/bv389vv/2Gl5cXLi4uTJ06VZkJL4+npydLly5l4cKFNGvWjF27djFmzBh0dHRK5R08eDB37txh0KBBlYrpSfvV19eXiIgI5s+fT+PGjVm2bBkrV67E29sbABMTE7788ks8PT1p2rQp0dHR/PDDD1SvXh2A6dOnk56eToMGDTAzM3uifjI0NOSjjz7Czc2NFi1akJ6ezo4dOyrcbVwIIYQQQrx6ZLdt8crq27cvmpqafPPNN2Wml7Uj86MKCwtjy5YtJCQkPHYdL5IhQ4Zw9uxZtU3VAGbMmMHGjRs5efLkc4rs5VXZ3RuFEEIIIcTzIbtti/+sgoICkpKSOHToEI0bN37e4bzQ5s+fT2JiIufOnePTTz9l1apVas8Z5+TkcPr0aT777DNGjhz5HCMVQgghhBDi+ZLBs3jlnD59Gjc3Nxo3bszw4cOfayz3H4v04OvB2d3n4ejRo7zxxhs4OTmxdOlSPvnkEwIDA5X0oKAgmjdvjre3d6WXbAshhBBCCPEqkmXbQjxD586dKzetdu3aaptvxcTE0LZtW27cuPHSbEZVXFzMsGHD+O6777hx4wYnTpzA2dn5iev19vbG2dmZxYsXP3FdT1tAQABZWVls2bKlUvlLlgFZBW9AQ1vv2Qb3mNLndnneIQghhBBCPDeVXbYtu22LF0p6ejo2NjZPbRD2vD3KsUgeHh5kZmZibGz8DCN6unbt2kVkZCQxMTHUr1+fGjVqPO+QhBBCCCGEeCZk8CxeSnfu3KFq1arPO4yn5u7du1StWrVSx1u9SNLS0rC0tMTDw+N5hyKEEEIIIcQzJc88C0VRUREfffQRtra2aGtrU7duXWbNmqWknzp1inbt2qGrq0v16tUZOnQoOTk5Srq3t3epnat9fX0JCAhQ3ltbWzN79mwGDRqEoaEhdevWZfny5Up6yRFNLi4uqFQq5WiigIAAfH19mTVrFrVq1cLe3p7p06fTpEmTUvfh7OxMaGjoQ+83Li6ON954gxo1amBsbEybNm04fvy4Wh6VSsWyZcvo2rUrenp6ODg4cOjQIc6dO4e3tzf6+vp4eHiQlpamVm7r1q24urqio6ND/fr1CQ8Pp6CgQK3eJUuW8Oabb6Kvr8+sWbOIiYlBpVKRlZWl5IuNjcXb2xs9PT2qVauGj48PN27cAO7N+r7++uuYmJhQvXp1unbtqhZHeno6KpWKTZs20bZtW/T09GjWrBmHDh1S8ly7do2+fftSu3Zt9PT0cHJy4ttvv31o38G9z2TkyJFkZGSgUqmwtrYG7n2P5syZg42NDbq6ujRr1ozvvvtOrezp06fp1KkTBgYGmJub079/f65evVqpdkvMnDmTmjVrYmhoSGBgIJMmTVJbrVBUVMT06dOpU6cO2traODs7s2vXLrU6HvadLiwsZOzYsUofT5gwAXnSRQghhBDiv0kGz0IxefJk5s6dS2hoKElJSaxbtw5zc3MAcnNz8fHxoVq1asTFxbFx40aio6MJCgp65HYWLFiAm5sbJ06cYMSIEbz33nukpKQA9zawAoiOjiYzM5NNmzYp5fbu3UtKSgp79uzhxx9/ZNCgQSQnJxMXF6fkOXHiBCdPnmTgwIEPjeOff/5hwIABHDx4kMOHD2NnZ0fnzp35559/1PLNmDEDf39/EhISaNSoEf369WPYsGFMnjyZ+Ph4iouL1frhwIED+Pv7M3r0aJKSkli2bBmRkZFqP0TAvWOuevTowalTp8rcjCshIYH27dvj6OjIoUOHOHjwIN26daOwsBC495mMHTuW+Ph49u7di4aGBj169KCoqEitng8//JCQkBASEhJo2LAhffv2VQbyt2/fpnnz5mzfvp3Tp08zdOhQ+vfvr3wOFYmIiFAGp5mZmcrnMGfOHFavXs3SpUs5c+YMY8aM4d1332X//v0AZGVl0a5dO1xcXIiPj2fXrl389ddf9OrV66Ftlli7di2zZs1i3rx5HDt2jLp167JkyZJS8S1YsID58+dz8uRJfHx8ePPNN0lNTVX672Hf6QULFhAZGcnXX3/NwYMHuX79Ops3b64wtvz8fLKzs9VeQgghhBDi5Scbhgng3kDSzMyMzz77TG235RJffvklEydO5OLFi+jr6wOwY8cOunXrxqVLlzA3Ny9zkydfX19MTEyIjIwE7s08e3l5sWbNGuDehlMWFhaEh4czfPjwcp95DggIYNeuXWRkZKgt1+7cuTPW1tZ88cUXAIwaNYpTp06xb9++R+6DoqIiTExMWLduHV27dgXuzRBPmTKFGTNmAHD48GHc3d356quvlAFvVFQUAwcO5NatWwB06NCB9u3bM3nyZKXub775hgkTJnDp0iWl3uDgYBYtWqTkeXDDsH79+pGRkcHBgwcrFf/Vq1cxMzPj1KlTNGnSROnLFStWMHjwYACSkpJo3LgxycnJNGrUqMx6unbtSqNGjZg/f/5D21y8eDGLFy8mPT0duDdwNDU1JTo6Gnd3dyVfYGAgeXl5rFu3jpkzZ3LgwAF2796tpP/xxx9YWVmRkpJCw4YNH7phWKtWrXBzc+Ozzz5Trr3++uvk5OQoZ27Xrl2b999/nw8++EDJ07JlS1q0aMHnn39eqe90rVq1GDNmDOPHjwfuHYNmY2ND8+bNy90wLCwsjPDw8FLXZcMwIYQQQogXk5zzLB5JcnIy+fn5tG/fvtz0Zs2aKYMMAE9PT4qKipRZ48pq2rSp8rdKpcLCwoIrV648tJyTk1Op55yHDBnCt99+y+3bt7lz5w7r1q2r9JFKf/31F0OGDMHOzg5jY2OMjIzIyckhIyOj3HhLZuKdnJzUrt2+fVuZYUxMTGT69Olqx1INGTKEzMxM8vLylHJubm4Vxlcy81ye1NRU+vbtS/369TEyMlKWTVcUv6WlJYDS34WFhcyYMQMnJydMTU0xMDBg9+7dpeqorHPnzpGXl8cbb7yhdv+rV69WlpQnJiayb98+tfSSgfyDy9/Lk5KSQsuWLdWu3f8+OzubS5cu4enpqZbH09OT5ORk4OHf6Zs3b5KZmclrr72mpGtpaT30c5s8eTI3b95UXhcvXqzUPQkhhBBCiBebbBgmANSOTHpcGhoapZ4HvXv3bql8VapUUXuvUqlKLTUuy/2DnBLdunVDW1ubzZs3U7VqVe7evcvbb79dqXgHDBjAtWvXiIiIoF69emhra+Pu7s6dO3fKjVelUpV7reQecnJyCA8Pp2fPnqXa1NHRqfB+7vewz6Rbt27Uq1ePL7/8klq1alFUVESTJk0qFX9JrB9//DEREREsXrwYJycn9PX1CQ4OLlVHZZU8L7x9+3Zq166tlqatra3k6datG/PmzStVvmRw/zLT1tZW7lUIIYQQQrw6ZOZZAGBnZ4euri579+4tM93BwYHExERyc3OVa7GxsWhoaGBvbw+AmZkZmZmZSnphYSGnT59+pDhKZpZLnut9GC0tLQYMGMDKlStZuXIlffr0qfQPAbGxsYwaNYrOnTvTuHFjtLW1H3nTqrK4urqSkpKCra1tqZeGRuX/k2vatGm5n8e1a9dISUlhypQptG/fHgcHB2UjsUcRGxtL9+7deffdd2nWrBn169fnt99+e+R6Sjg6OqKtrU1GRkape7eysgLu9c+ZM2ewtrYuledhPyiUsLe3V3vWHVB7b2RkRK1atYiNjS11v46OjsDDv9PGxsZYWlpy5MgRJb2goIBjx449WqcIIYQQQohXggyeBXBvRnTixIlMmDBBWWJ7+PBhvvrqKwD8/PzQ0dFhwIABnD59mn379jFy5Ej69++vLGVu164d27dvZ/v27Zw9e5b33ntPbefoyqhZsya6urrKJlI3b958aJnAwEB+/vlndu3aVekl23DvB4M1a9aQnJzMkSNH8PPzeyoz8FOnTmX16tWEh4dz5swZkpOTiYqKYsqUKY9Uz+TJk4mLi2PEiBGcPHmSs2fPsmTJEq5evUq1atWoXr06y5cv59y5c/z888+MHTv2kWO1s7Njz549/PrrryQnJzNs2DD++uuvR66nhKGhISEhIYwZM4ZVq1aRlpbG8ePH+fTTT1m1ahUA77//PtevX6dv377ExcWRlpbG7t27GThwYKV/NBk5ciRfffUVq1atIjU1lZkzZ3Ly5EllZh1g/PjxzJs3j/Xr15OSksKkSZNISEhg9OjRQOW+06NHj2bu3Lls2bKFs2fPMmLEiEf+TgshhBBCiFeDDJ6FIjQ0lHHjxjF16lQcHBzo3bu38mysnp4eu3fv5vr167Ro0YK3336b9u3bq23YNGjQIAYMGIC/vz9t2rShfv36tG3b9pFi0NLS4pNPPmHZsmXUqlWL7t27P7SMnZ0dHh4eNGrUSO351If56quvuHHjBq6urvTv359Ro0ZRs2bNR4q3LD4+Pvz444/89NNPtGjRglatWrFo0SLq1av3SPU0bNiQn376icTERFq2bIm7uztbt25FS0sLDQ0NoqKiOHbsGE2aNGHMmDF8/PHHjxzrlClTcHV1xcfHB29vbywsLPD19X3keu43Y8YMQkNDmTNnDg4ODnTs2JHt27crx5CVzAgXFhbyv//9DycnJ4KDgzExMan0zLyfnx+TJ08mJCQEV1dXzp8/T0BAgNqy+FGjRjF27FjGjRuHk5MTu3btYtu2bdjZ2QGV+06PGzeO/v37M2DAANzd3TE0NKRHjx5P1D9CCCGEEOLlJLtti5decXExdnZ2jBgx4rFmX8Wr4Y033sDCwkLZyf1FUdndG4UQQgghxPNR2X+vyYZh4qX2999/ExUVxeXLlyt1trN4NeTl5bF06VJ8fHzQ1NTk22+/JTo6mj179jzv0IQQQgghxCtKBs/ipVazZk1q1KjB8uXLqVatmlqagYFBueV27tyJl5fXsw7vpZaRkaFsrlWWpKQk6tat+y9G9H9UKhU7duxg1qxZ3L59G3t7e77//ns6dOjwXOIRQgghhBCvPhk8i5eOt7c3zs7OLF68uNTRWPdLSEgo8/r3339P165dlc3IwsLC2LJlS7n5X1QqlYrNmzc/9Bnl9PR0bGxsOHHiBM7OzpWuv1atWmp98sknn7Bnzx5++OEH4N7z0tnZ2WzZsuXRg39Curq6REdH/+vtPokm03ajoa33vMMoJX1ul+cdghBCCCHES0EGz+KVZWtrW+Z1c3NztV2ZX3VWVlZkZmZSo0aNRyqnpaWl1oempqZoa2sr1z799NMKf7x4mTzuDwxCCCGEEOK/QwbPQrziNDU1sbCweOr1GhsbP/U6n4c7d+487xCEEEIIIcRLQI6qEi+lgoICgoKCMDY2pkaNGoSGhiqzoDdu3MDf359q1aqhp6dHp06dSE1NrVS9v/zyC1WqVOHy5ctq14ODg/Hy8qK4uBgzMzO+++47Jc3Z2RlLS0vl/cGDB9HW1iYvLw+49+xw9+7dMTAwwMjIiF69epU6S3nJkiU0aNCAqlWrYm9vX2rH6NTUVFq3bo2Ojg6Ojo6PtDFWeno6KpVKWYIdExODSqVi7969uLm5oaenh4eHBykpKWrl5s6di7m5OYaGhgwePJjbt2+rpQcEBKgtGd+1axevv/46JiYmVK9ena5du5KWllYqjk2bNtG2bVv09PRo1qwZhw4dqtR9REZGYmJiwpYtW7Czs0NHRwcfHx8uXryo5ElLS6N79+6Ym5tjYGBAixYtSi3vtra2ZsaMGfj7+2NkZMTQoUOVY7RcXFxQqVR4e3s/9LsghBBCCCH+W2TwLF5Kq1atQktLi6NHjxIREcHChQtZsWIFcG9QFx8fz7Zt2zh06BDFxcV07tyZu3fvPrTe1q1bU79+fbXB6927d1m7di2DBg1CpVLRunVrYmJigHsD9eTkZG7dusXZs2cB2L9/Py1atEBPT4+ioiK6d+/O9evX2b9/P3v27OH333+nd+/eSv2bN29m9OjRjBs3jtOnTzNs2DAGDhzIvn37ACgqKqJnz55UrVqVI0eOsHTpUiZOnPjEffjhhx+yYMEC4uPj0dLSYtCgQUrahg0bCAsLY/bs2cTHx2NpackXX3xRYX25ubmMHTuW+Ph49u7di4aGBj169KCoqKhUuyEhISQkJNCwYUP69u1LQUFBpWLOy8tj1qxZrF69mtjYWLKysujTp4+SnpOTQ+fOndm7dy8nTpygY8eOdOvWjYyMDLV65s+fT7NmzThx4gShoaEcPXoUgOjoaDIzM9m0adNDvwvlyc/PJzs7W+0lhBBCCCFefrJsW7yUrKysWLRoESqVCnt7e06dOsWiRYvw9vZm27ZtxMbG4uHhAcDatWuxsrJiy5YtvPPOOw+te/DgwaxcuZLx48cD8MMPP3D79m169eoF3NuwbNmyZcC9mWoXFxcsLCyIiYmhUaNGxMTE0KZNGwD27t3LqVOnOH/+PFZWVgCsXr2axo0bExcXR4sWLZg/fz4BAQGMGDECgLFjx3L48GHmz59P27ZtiY6O5uzZs+zevZtatWoBMHv2bDp16vREfThr1iwlzkmTJtGlSxdu376Njo4OixcvZvDgwQwePBiAmTNnEh0dXWr2+X5vvfWW2vuvv/4aMzMzkpKSaNKkiXI9JCSELl3ubVIVHh5O48aNOXfuHI0aNXpozHfv3uWzzz7jtddeA+79iOLg4MDRo0dp2bIlzZo1o1mzZkr+GTNmsHnzZrZt20ZQUJByvV27dowbN055r6mpCUD16tXVlrg/7LtQljlz5hAeHv7QexFCCCGEEC8XmXkWL6VWrVqpbfrl7u5OamoqSUlJaGlpKYMruDcgsre3Jzk5uVJ1BwQEcO7cOQ4fPgzcWy7cq1cv9PX1AWjTpg1JSUn8/fff7N+/H29vb7y9vYmJieHu3bv8+uuveHt7A5CcnIyVlZUycAZwdHTExMREiSc5ORlPT0+1GDw9PdXSrayslIFzyf0+qaZNmyp/lyw7v3LlitLm/X1YmTZTU1Pp27cv9evXx8jICGtra4BSs74VtfswWlpatGjRQnnfqFEjtb7MyckhJCQEBwcHTExMMDAwIDk5uVQMbm5ulWrvYd+FskyePJmbN28qr/uXlQshhBBCiJeXzDwL8YCaNWvSrVs3Vq5ciY2NDTt37lSWaQM4OTlhamrK/v372b9/P7NmzcLCwoJ58+YRFxfH3bt3lVnvF1mVKlWUv0t+iHhwifWj6NatG/Xq1ePLL7+kVq1aFBUV0aRJk1Ibcj3tdu8XEhLCnj17mD9/Pra2tujq6vL222+XiqGiwe/9HvZdKIu2tjba2tqPewtCCCGEEOIFJTPP4qV05MgRtfeHDx/Gzs4OR0dHCgoK1NKvXbtGSkoKjo6Ola4/MDCQ9evXs3z5cho0aKA2M6xSqfDy8mLr1q2cOXOG119/naZNm5Kfn8+yZctwc3NTBmcODg5cvHhRbfYxKSmJrKwsJR4HBwdiY2PV2o+NjVVLv3jxIpmZmWr3+yw5ODiU2cflKenjKVOm0L59exwcHLhx48ZTj6ugoID4+HjlfUpKCllZWTg4OAD3+i0gIIAePXrg5OSEhYUF6f+PvTuPyyn9Hz/+uov2UhFZIrQoKpRGGmSZiTC2wWAksgtZ42MrawzGNvalzBiNGcTY1wwxIspSQiRmmjGDNFmS8vvDr/N1a2UM4v18f9tKggABAABJREFUPO7H477PdZ3rep9zn3r07rrOdZKSCm1XS0sLgKysrFxlBV0LQgghhBDiwyHJsyiWkpOTGTFiBAkJCWzYsIFFixYxbNgwrK2tadu2LX379uXo0aPExsby5ZdfUrFiRdq2bVvk9j09PTEyMmLatGn06tUrV7mHhwcbNmygdu3aGBgYoKGhQaNGjVi/fr1yHzFA8+bNcXBwoHv37pw+fZqoqCi8vb1p3LixMnV49OjRhISEsHTpUi5fvsy8efPYvHkzo0aNUtqwsbGhZ8+exMbGcuTIEcaPH/8vz2DBhg0bxpo1a1i7di2XLl1i8uTJXLhwId/6JiYmlC5dmhUrVnDlyhUOHjzIiBEjXntcJUuWZMiQIZw4cYLo6Gh8fHyoX78+rq6uAFhbW7N582ZiYmKIjY2lW7duRRrVLlu2LLq6uuzevZs///yTe/fuKWWFXQtCCCGEEOLDIMmzKJa8vb15+PAhrq6uDB48mGHDhtGvXz8A1q5di7OzM61bt8bNzY2nT5+yc+dOtenChdHQ0MDHx4esrCy8vb1zlTdu3JisrCzl3mZ4llC/uE2lUrF161ZMTExo1KgRzZs3p1q1avzwww9KnXbt2rFgwQLmzJlDzZo1Wb58OWvXrlXa0dDQYMuWLcrx9unTh+nTp7/cCXtJXbp0YeLEiYwZMwZnZ2euX7/OwIED862voaFBWFgY0dHR1KpVi+HDh/PVV1+99rj09PQICAigW7duuLu7Y2BgoHYu582bh4mJCQ0aNKBNmzZ4enpSt27dQtstUaIECxcuZPny5VSoUEHtHy2FXQtCCCGEEOLDoHqa83BcIYQaX19f/vrrL7Zt2/a2QxE8W6zL39+f1NTUN973v7kW0tLSKFWqFPfu3cPIyOg/iE4IIYQQQvwbRf17TRYME+IF9+7d49y5c3z//feSOH/g5FoQQgghhBA5ZNq2EC9o27Ytn376KQMGDOCTTz552+EUasaMGRgYGOT5+rfPgn6TWrZsme9xzJgx463EVNyuBSGEEEII8d+RadtCvEYeHh7Url2b+fPnv7E+79y5w507d5TPN2/epEmTJmzduhVnZ2cqVqz4n/YfGBjI0qVLuXXrFlu2bKFdu3av1M5vv/3Gw4cPARgzZgxpaWksW7YMAFNTU0xNTV9XyP9KYGAg4eHhxMTEFKl+zjQgC/+NaGjr/bfBvYKk4FZvOwQhhBBCiLdKpm0L8YF4MbEsUeLZj3XlypX/88Q5Pj6eoKAgtmzZQv369TExMXnltp6P1cjIiOzsbKysrF5HmEIIIYQQQvxrkjwLIV5ZYmIi8Gx6s0qlesvRCCGEEEII8d+Re56FeEX379/H29sbAwMDypcvz9y5c3PVycjIYNSoUVSsWBF9fX0++ugjIiIi1OpERkbi4eGBnp4eJiYmeHp6cvfuXQB2797Nxx9/jLGxMaVLl6Z169ZKwpojKiqKOnXqoKOjg4uLC2fOnMkVx/nz55V7isuVK0ePHj34+++/lfKffvoJBwcHdHV1KV26NM2bN+f+/fsFHn9gYCBt2rQBnj3O6fnkedWqVdjZ2aGjo0ONGjVYsmSJ2r43btygc+fOGBsbY2pqStu2bUlKSiqwvxetXLkSCwsL9PT0aN++PfPmzcPY2FitztKlS6levTpaWlrY2try7bffqpUnJyfTtm1bDAwMMDIyonPnzvz5559qdYKDgylXrhyGhob4+vry6NGjl4pTCCGEEEK8HyR5FuIVjR49msOHD7N161b27t1LREQEp0+fVqvj5+fH8ePHCQsL4+zZs3Tq1IkWLVpw+fJlAGJiYmjWrBn29vYcP36co0eP0qZNG7KysoBnCfqIESM4deoUBw4cQENDg/bt25OdnQ1Aeno6rVu3xt7enujoaAIDAxk1apRaDKmpqTRt2pQ6depw6tQpdu/ezZ9//knnzp0BSElJoWvXrvTu3Zv4+HgiIiLo0KEDhS2HMGrUKNauXau0kZKSAsD69euZNGkS06dPJz4+nhkzZjBx4kRCQ0MByMzMxNPTE0NDQ44cOUJkZCQGBga0aNGCx48fF+ncR0ZGMmDAAIYNG0ZMTAyffPJJrmdfb9myhWHDhjFy5EjOnz9P//796dWrF4cOHQIgOzubtm3bcufOHQ4fPsy+ffu4evUqXbp0UdrYuHEjgYGBzJgxg1OnTlG+fPlc/wh4UUZGBmlpaWovIYQQQghR/MmCYUK8gvT0dEqXLs13331Hp06dgGcLd1WqVIl+/foxf/58kpOTqVatGsnJyVSoUEHZt3nz5ri6ujJjxgy6detGcnIyR48eLVK/f//9N2ZmZpw7d45atWqxYsUK/ve//3Hz5k10dHQAWLZsGQMHDuTMmTPUrl2badOmceTIEfbs2aO0c/PmTSwsLEhISCA9PR1nZ2eSkpKoUqXKS52H8PBw2rdvr5ZoW1lZMXXqVLp27apsmzZtGjt37uTYsWN89913TJs2jfj4eGW0+vHjxxgbGxMeHs6nn36Kj48PqamphIeH59nvF198QXp6Otu3b1e2ffnll2zfvl15DrS7uzs1a9ZkxYoVSp3OnTtz//59duzYwb59+2jZsiXXrl3DwsICgLi4OGrWrElUVBT16tWjQYMG1KlTh2+++UZpo379+jx69CjfBcMCAwMJCgrKtV0WDBNCCCGEeDcVdcEwGXkW4hUkJiby+PFjPvroI2Wbqakptra2yudz586RlZWFjY2N2mOXDh8+rEy9zhl5zs/ly5fp2rUr1apVw8jICEtLS+DZdGN4tmCXo6OjkjgDuLm5qbURGxvLoUOH1GKoUaOGchxOTk40a9YMBwcHOnXqxMqVK5Vp4y/r/v37JCYm4uvrq9bftGnTlGOOjY3lypUrGBoaKuWmpqY8evQo15T0/CQkJODq6qq27cXP8fHxuLu7q21zd3cnPj5eKbewsFASZwB7e3uMjY3V6jz/HUPu8/uicePGce/ePeV148aNIh2TEEIIIYR4t8mCYUL8R9LT09HU1CQ6OhpNTU21MgMDAwB0dXULbKNNmzZUqVKFlStXUqFCBbKzs6lVq1aRpzfnxNGmTRtmzZqVq6x8+fJoamqyb98+jh07xt69e1m0aBHjx4/nxIkTVK1atcj95PQFz+5HfjHpzDkHOSPd69evz7W/mZnZS/X3LtLW1kZbW/tthyGEEEIIIV4zGXkW4hVUr16dkiVLcuLECWXb3bt3uXTpkvK5Tp06ZGVlcevWLaysrNRe5ubmADg6OnLgwIE8+7h9+zYJCQlMmDCBZs2aYWdnl2tE2M7OjrNnz6otYvXrr7+q1albty4XLlzA0tIyVxz6+voAqFQq3N3dCQoK4syZM2hpabFly5aXPi/lypWjQoUKXL16NVdfOYl43bp1uXz5MmXLls1Vp1SpUkXqx9bWlpMnT6pte/GznZ0dkZGRatsiIyOxt7dXym/cuKE2MhwXF0dqaqpanee/Y8h9foUQQgghxIdBkmchXoGBgQG+vr6MHj2agwcPcv78eXx8fNDQ+L8fKRsbG7p37463tzebN2/m2rVrREVFMXPmTHbs2AE8m+J78uRJBg0axNmzZ7l48SJLly7l77//xsTEhNKlS7NixQquXLnCwYMHGTFihFoc3bp1Q6VS0bdvX+Li4ti5cydz5sxRqzN48GDu3LlD165dOXnyJImJiezZs4devXqRlZXFiRMnlAWxkpOT2bx5M3/99Rd2dnavdG6CgoKYOXMmCxcu5NKlS5w7d461a9cyb948ALp3706ZMmVo27YtR44c4dq1a0RERDB06FBu3rxZpD6GDBnCzp07mTdvHpcvX2b58uXs2rVLbcXv0aNHExISwtKlS7l8+TLz5s1j8+bNyoJqzZs3x8HBge7du3P69GmioqLw9vamcePGuLi4ADBs2DDWrFnD2rVruXTpEpMnT+bChQuvdF6EEEIIIUTxJsmzEK/oq6++omHDhrRp04bmzZvz8ccf4+zsrFZn7dq1eHt7M3LkSGxtbWnXrh0nT56kcuXKwLMEe+/evcTGxuLq6oqbmxtbt26lRIkSaGhoEBYWRnR0NLVq1WL48OF89dVXau0bGBjw888/c+7cOerUqcP48eNzTc+uUKECkZGRZGVl8emnn+Lg4IC/vz/GxsZoaGhgZGTEL7/8gpeXFzY2NkyYMIG5c+fSsmXLVzovffr0YdWqVaxduxYHBwcaN25MSEiIMvKsp6fHL7/8QuXKlenQoQN2dnbKI6AKWqDhee7u7ixbtox58+bh5OTE7t27GT58uNq93+3atWPBggXMmTOHmjVrsnz5ctauXYuHhwfwbLR969atmJiY0KhRI5o3b061atX44YcflDa6dOnCxIkTGTNmDM7Ozly/fp2BAwe+0nkRQgghhBDFm6y2LYR4L/Tt25eLFy9y5MiRtx2KmqKu3iiEEEIIId6Oov69JguGCSGKpTlz5vDJJ5+gr6/Prl27CA0NLfQZzEIIIYQQQrwqSZ6FEPnKWRU8L7t27aJhw4ZvMBp1UVFRzJ49m3/++Ydq1aqxcOFC+vTp89biEUIIIYQQ7zdJnsV7x8PDg9q1azN//vy3HcprYWlpib+/P/7+/m+875iYmHzLKlasWKQ2fHx8SE1NJTw8/F/Hc/HiRXx8fIiJiaFGjRrcunXrX7f5ptSavAcNbb23HYaapOBWbzsEIYQQQohiQ5JnIT4wL5OMW1lZ/ev+FixYwOtaWmHy5Mno6+uTkJBQ4Ki4EEIIIYQQr5skz0KIXLKyslCpVGqP3npVRX12c1EkJibSqlUrqlSp8traFEIIIYQQoijkUVWiWLt//z7e3t4YGBhQvnx55s6dq1b+7bff4uLigqGhIebm5nTr1k1tqm9ERAQqlYoDBw7g4uKCnp4eDRo0ICEhQa2dn3/+mXr16qGjo0OZMmVo3769UpaRkcGoUaOoWLEi+vr6fPTRR0RERBT5GI4ePUrDhg3R1dXFwsKCoUOHcv/+/Xzrp6am0qdPH8zMzDAyMqJp06bExsYWKV4PDw+uX7/O8OHDUalUynORQ0JCMDY2Ztu2bdjb26OtrU1ycjJ3797F29sbExMT9PT0aNmyJZcvX1b6ydlvz5492NnZYWBgQIsWLUhJSVHq+Pj40K5dO+VzdnY2s2fPxsrKCm1tbSpXrsz06dMLPU8qlYro6GimTJmCSqUiMDAQgHPnztG0aVN0dXUpXbo0/fr1Iz09XW3fNWvWULNmTbS1tSlfvjx+fn4AJCUloVKp1Kanp6amolKplO/w7t27dO/eHTMzM3R1dbG2tmbt2rWFxiuEEEIIId4vkjyLYm306NEcPnyYrVu3snfvXiIiIjh9+rRSnpmZydSpU4mNjSU8PJykpCR8fHxytTN+/Hjmzp3LqVOnKFGiBL1791bKduzYQfv27fHy8uLMmTMcOHAAV1dXpdzPz4/jx48TFhbG2bNn6dSpEy1atFBLMvOTmJhIixYt6NixI2fPnuWHH37g6NGjSnKXl06dOnHr1i127dpFdHQ0devWpVmzZty5c6fQeDdv3kylSpWYMmUKKSkpaknugwcPmDVrFqtWreLChQuULVsWHx8fTp06xbZt2zh+/DhPnz7Fy8uLzMxMtf3mzJnDt99+yy+//EJycjKjRo3KN/5x48YRHBzMxIkTiYuL4/vvv6dcuXKFnquUlBRq1qzJyJEjSUlJYdSoUdy/fx9PT09MTEw4efIkP/74I/v371c7f0uXLmXw4MH069ePc+fOsW3btpeajp4T565du4iPj2fp0qWUKVMm3/oZGRmkpaWpvYQQQgghRPEn07ZFsZWens7q1av57rvvaNasGQChoaFUqlRJqfN8EpyzInO9evVIT09Xu2d2+vTpNG7cGICxY8fSqlUrHj16hI6ODtOnT+eLL74gKChIqe/k5ARAcnIya9euJTk5mQoVKgAwatQodu/ezdq1a5kxY0aBxzBz5ky6d++u3H9sbW3NwoULady4MUuXLkVHR0et/tGjR4mKiuLWrVtoa2sDzx7ZFB4ezk8//US/fv0KjNfU1BRNTU1lJP55mZmZLFmyRKl7+fJltm3bRmRkJA0aNABg/fr1WFhYEB4eTqdOnZT9li1bRvXq1YFn/0yYMmVKnsf7zz//sGDBAhYvXkzPnj0BqF69Oh9//HGB5wnA3NycEiVKYGBgoMS+cuVKHj16xLp169DX1wdg8eLFtGnThlmzZlGuXDmmTZvGyJEjGTZsmNJWvXr1Cu0vR3JyMnXq1MHFxQV4ds94QWbOnKl27oUQQgghxPtBRp5FsZWYmMjjx4/56KOPlG2mpqbY2toqn6Ojo2nTpg2VK1fG0NBQSZCTk5PV2nJ0dFTely9fHkCZ3h0TE6Mk5y86d+4cWVlZ2NjYYGBgoLwOHz5MYmJioccQGxtLSEiI2r6enp5kZ2dz7dq1POunp6dTunRptX2uXbum9FdQvAXR0tJSOw/x8fGUKFFC7fyWLl0aW1tb4uPjlW16enpK4gzPzl9+q2DHx8eTkZHxSvHl156Tk5OSOAO4u7uTnZ1NQkICt27d4vfff/9X/Q0cOJCwsDBq167NmDFjOHbsWIH1x40bx71795TXjRs3XrlvIYQQQgjx7pCRZ/HeypnS6+npyfr16zEzMyM5ORlPT08eP36sVrdkyZLK+5z7gLOzswHQ1dXNt4/09HQ0NTWJjo5GU1NTrawoq0Gnp6fTv39/hg4dmquscuXKedYvX758nvdUGxsbFxpvQXR1dZVjfxnPnzt4dv7yW137VWN7VYX1l7Mg2vPxPj8lHaBly5Zcv36dnTt3sm/fPpo1a8bgwYOZM2dOnm1qa2srswKEEEIIIcT7Q0aeRbFVvXp1SpYsyYkTJ5Rtd+/e5dKlS8CzZwLfvn2b4OBgGjZs+MrPBXZ0dOTAgQN5ltWpU4esrCxu3bqFlZWV2uvFadF5qVu3LnFxcbn2tbKyQktLK8/6f/zxByVKlMhVP+c+3ILihWcjzFlZWYXGZmdnx5MnT9TO7+3bt0lISMDe3r7Q/fNibW2Nrq5ugfG9DDs7O2JjY9UWWIuMjERDQwNbW1sMDQ2xtLTMtz8zMzMAtXu/83q2tZmZGT179uS7775j/vz5rFix4rXEL4QQQgghig9JnkWxZWBggK+vL6NHj+bgwYOcP38eHx8fZTSxcuXKaGlpsWjRIq5evcq2bduYOnXqS/czefJkNmzYwOTJk4mPj+fcuXPMmjULABsbG7p37463tzebN2/m2rVrREVFMXPmTHbs2FFo2wEBARw7dgw/Pz9iYmK4fPkyW7duzXfBsObNm+Pm5ka7du3Yu3cvSUlJHDt2jPHjx3Pq1KlC44Vn9+z+8ssv/Pbbb/z999/5xmZtbU3btm3p27cvR48eJTY2li+//JKKFSvStm3blzmFCh0dHQICAhgzZgzr1q0jMTGRX3/9ldWrV79Se927d0dHR4eePXty/vx5Dh06xJAhQ+jRo4eyCFlgYCBz585l4cKFXL58mdOnT7No0SLg2ch0/fr1CQ4OJj4+nsOHDzNhwgS1PiZNmsTWrVu5cuUKFy5cYPv27djZ2b1SvEIIIYQQoviS5FkUa1999RUNGzakTZs2NG/enI8//hhnZ2fg2WhhSEgIP/74I/b29gQHB+c71bYgHh4e/Pjjj2zbto3atWvTtGlToqKilPK1a9fi7e3NyJEjsbW1pV27dpw8eTLPadcvcnR05PDhw1y6dImGDRtSp04dJk2apCw+9iKVSsXOnTtp1KgRvXr1wsbGhi+++ILr168ryWJh8U6ZMoWkpCSqV6+ujLzmZ+3atTg7O9O6dWvc3Nx4+vQpO3fuzDVV+2VMnDiRkSNHMmnSJOzs7OjSpcsrzQiAZ/db79mzhzt37lCvXj0+//xzmjVrxuLFi5U6PXv2ZP78+SxZsoSaNWvSunVrtZXQ16xZw5MnT3B2dsbf359p06ap9aGlpcW4ceNwdHSkUaNGaGpqEhYW9moHL4QQQgghii3V0/xuThRCCPGvpaWlUapUKe7du4eRkdHbDkcIIYQQQrygqH+vycizEEIIIYQQQghRCEmehfgPtWzZUu2RUs+/CnsG9IdmxowZ+Z6rli1bvu3whBBCCCHEB06mbQvxAg8PD2rXrs38+fPzrWNpaYm/vz/+/v4FtvXbb7/x8OHDPMtMTU0xNTX9F5G+m3x8fEhNTSU8PPyl9rtz5w537tzJs0xXV5eKFSu+hujevJxpQBb+G9HQ1nvb4ahJCm71tkMQQgghhHjrijptW57zLMQrOHnyJPr6+oXWK64J39vwOv+Z8KoJvBBCCCGEEPmRadvig5GZmfna2jIzM0NP790aRXwZjx8/ftshFAtynoQQQgghRA5JnkWxtHv3bj7++GOMjY0pXbo0rVu3JjExUSlPSkpCpVLxww8/0LhxY3R0dFi/fj23b9+ma9euVKxYET09PRwcHNiwYUOu9p88eYKfnx+lSpWiTJkyTJw4kefvcLC0tFSb1p2amkr//v0pV64cOjo61KpVi+3btxfpWI4ePUrDhg3R1dXFwsKCoUOHcv/+fbW+ZsyYQe/evTE0NKRy5cqsWLFCrY0bN27QuXNnjI2NMTU1pW3btiQlJSnlPj4+tGvXjunTp1OhQgVsbW0BOHbsGLVr10ZHRwcXFxfCw8NRqVTExMTw9OlTrKyscj3eKyYmBpVKxZUrVwo8rqCgIMzMzDAyMmLAgAFqiWhGRgZDhw6lbNmy6Ojo8PHHH3Py5Em1/Q8fPoyrqyva2tqUL1+esWPH8uTJE6X8p59+wsHBAV1dXUqXLk3z5s25f/8+gYGBhIaGsnXrVlQqFSqVioiIiH91npYsWYK1tTU6OjqUK1eOzz//vMBjF0IIIYQQ7x9JnkWxdP/+fUaMGMGpU6c4cOAAGhoatG/fnuzsbLV6Y8eOZdiwYcTHx+Pp6cmjR49wdnZmx44dnD9/nn79+tGjRw+15yADhIaGUqJECaKioliwYAHz5s1j1apVecaSnZ1Ny5YtiYyM5LvvviMuLo7g4GA0NTULPY7ExERatGhBx44dOXv2LD/88ANHjx7Fz89Prd7cuXNxcXHhzJkzDBo0iIEDB5KQkAA8G1H39PTE0NCQI0eOEBkZiYGBAS1atFBLWA8cOEBCQgL79u1j+/btpKWl0aZNGxwcHDh9+jRTp04lICBAqa9Sqejduzdr165Vi2Xt2rU0atQIKyurfI/rwIEDxMfHExERwYYNG9i8eTNBQUFK+ZgxY9i0aROhoaGcPn0aKysrPD09lXuef/vtN7y8vKhXrx6xsbEsXbqU1atXK89gTklJoWvXrvTu3Vvpp0OHDjx9+pRRo0bRuXNnWrRoQUpKCikpKTRo0OCVz9OpU6cYOnQoU6ZMISEhgd27d9OoUaN8jz0jI4O0tDS1lxBCCCGEKP5kwTDxXvj7778xMzPj3Llz1KpVi6SkJKpWrcr8+fMZNmxYgfu2bt2aGjVqKCOsHh4e3Lp1iwsXLqBSqYBnSfi2bduIi4sD1BcM27t3Ly1btiQ+Ph4bG5uXirtPnz5oamqyfPlyZdvRo0dp3Lgx9+/fR0dHB0tLSxo2bMi3334LwNOnTzE3NycoKIgBAwbw3XffMW3aNOLj45V4Hz9+jLGxMeHh4Xz66af4+Piwe/dukpOT0dLSAmDZsmVMmDCBmzdvoqOjA8CqVavo27cvZ86coXbt2vz+++9UrlyZY8eO4erqSmZmJhUqVGDOnDn07Nkzz2Py8fHh559/5saNG8rU9mXLljF69Gju3bvHw4cPMTExISQkhG7dugHP/gGQc05Hjx7N+PHj2bRpk9oxLVmyhICAAO7du0dMTAzOzs4kJSVRpUqVPGN48Z7nVz1PmzdvplevXty8eRNDQ8NCv9PAwEC1fxTkkAXDhBBCCCHeTfKcZ/Feu3z5Ml27dqVatWoYGRlhaWkJQHJyslo9FxcXtc9ZWVlMnToVBwcHTE1NMTAwYM+ePbn2q1+/vpJgAbi5uXH58mWysrJyxRITE0OlSpVeOnEGiI2NJSQkRO2xTJ6enmRnZ3Pt2jWlnqOjo/JepVJhbm7OrVu3lDauXLmCoaGh0oapqSmPHj1Sm8ru4OCgJIQACQkJODo6KokzgKurq1p8FSpUoFWrVqxZswaAn3/+mYyMDDp16lTgcTk5OandE+7m5kZ6ejo3btwgMTGRzMxM3N3dlfKSJUvi6upKfHw8APHx8bi5ual9B+7u7qSnp3Pz5k2cnJxo1qwZDg4OdOrUiZUrV3L37t0CY3rV8/TJJ59QpUoVqlWrRo8ePVi/fj0PHjzIt59x48Zx79495XXjxo0C4xJCCCGEEMWDrLYtiqU2bdpQpUoVVq5cSYUKFcjOzqZWrVq5Fnh6cUXsr776igULFjB//nwcHBzQ19fH39//Xy0Mpaur+8r7pqen079/f4YOHZqrrHLlysr7kiVLqpWpVCplinp6ejrOzs6sX78+VxtmZmbK+6KsDp6XPn360KNHD77++mvWrl1Lly5d3vpiaZqamuzbt49jx46xd+9eFi1axPjx4zlx4gRVq1bNc59XPU+GhoacPn2aiIgI9u7dy6RJkwgMDOTkyZMYGxvnaktbWxttbe1/d4BCCCGEEOKdIyPPoti5ffs2CQkJTJgwgWbNmmFnZ1foqGOOyMhI2rZty5dffomTkxPVqlXj0qVLueqdOHFC7fOvv/6KtbV1nvcxOzo6cvPmzTzbKUzdunWJi4vDysoq1+v50c/C2rh8+TJly5bN1UapUqXy3c/W1pZz586RkZGhbHtx0S4ALy8v9PX1Wbp0Kbt376Z3796FxhQbG6v2fOtff/0VAwMDLCwsqF69OlpaWkRGRirlmZmZnDx5Ent7ewDs7Ow4fvy42iJtkZGRGBoaUqlSJeDZPxDc3d0JCgrizJkzaGlpsWXLFgC0tLRyzRJ41fMEUKJECZo3b87s2bM5e/YsSUlJHDx4sNDzIIQQQggh3h+SPItix8TEhNKlS7NixQquXLnCwYMHGTFiRJH2tba2VkYs4+Pj6d+/P3/++WeuesnJyYwYMYKEhAQ2bNjAokWL8r13unHjxjRq1IiOHTuyb98+rl27xq5du9i9e3eh8QQEBHDs2DH8/PyIiYnh8uXLbN26NdeCYQXp3r07ZcqUoW3bthw5coRr164RERHB0KFDuXnzZr77devWjezsbPr160d8fDx79uxR7vt+frq0pqYmPj4+jBs3Dmtra9zc3AqN6fHjx/j6+hIXF8fOnTuZPHkyfn5+aGhooK+vz8CBAxk9ejS7d+8mLi6Ovn378uDBA3x9fQEYNGgQN27cYMiQIVy8eJGtW7cyefJkRowYgYaGBidOnGDGjBmcOnWK5ORkNm/ezF9//YWdnR3w7J70s2fPkpCQwN9//01mZuYrn6ft27ezcOFCYmJiuH79OuvWrSM7O1tZiVsIIYQQQnwYJHkWxY6GhgZhYWFER0dTq1Ythg8fzldffVWkfSdMmEDdunXx9PTEw8MDc3Nz2rVrl6uet7c3Dx8+xNXVlcGDBzNs2DD69euXb7ubNm2iXr16dO3aFXt7e8aMGZPn/dEvcnR05PDhw1y6dImGDRtSp04dJk2aRIUKFYp0PAB6enr88ssvVK5cmQ4dOmBnZ4evry+PHj0qcMEDIyMjfv75Z2JiYqhduzbjx49n0qRJAGr3QQP4+vry+PFjevXqVaSYmjVrhrW1NY0aNaJLly589tlnBAYGKuXBwcF07NiRHj16ULduXa5cucKePXswMTEBoGLFiuzcuZOoqCicnJwYMGAAvr6+TJgwQYn9l19+wcvLCxsbGyZMmMDcuXNp2bIlAH379sXW1hYXFxfMzMyIjIx85fNkbGzM5s2badq0KXZ2dixbtowNGzZQs2bNIp0LIYQQQgjxfpDVtoUQivXr19OrVy/u3bundi/3kSNHaNasGTdu3KBcuXJvMcLip6irNwohhBBCiLejqH+vyYJhQnzA1q1bR7Vq1ahYsSKxsbEEBATQuXNnJXHOyMjgr7/+IjAwkE6dOkniLIQQQgghPlgybVuI/1DLli3VHkP1/GvGjBlvOzz++OMPvvzyS+zs7Bg+fDidOnVixYoVSvmGDRuoUqUKqampzJ49+y1GKoQQQgghxNsl07aF+A/99ttvaqtOP8/U1BRTU1MuXryIj48PMTEx1KhRg5iYmDzrh4SE4O/vT2pq6n8XsHjtcqYBWfhvREP77T7iK0dScKu3HYIQQgghxDtDpm0L8Q6oWLFioXUmT56Mvr4+CQkJGBgY5FuvS5cueHl5vc7wxHN8fHxITU0lPDz8bYcihBBCCCHeQZI8C/GWJSYm0qpVK6pUqZJvnczMTHR1ddUW8RJCCCGEEEK8OXLPsxD/sd27d/Pxxx9jbGxM6dKlad26NYmJicCz5ylHR0czZcoUVCoVgYGBJCUloVKp+OGHH2jcuDE6OjqsX7+ekJAQjI2N1dr++eefqVevHjo6OpQpU4b27dsrZd9++y0uLi4YGhpibm5Ot27duHXrllIeERGBSqXiwIEDuLi4oKenR4MGDUhISCjysRXU/927d/H29sbExAQ9PT1atmzJ5cuXlfKc49m+fTu2trbo6enx+eef8+DBA0JDQ7G0tMTExIShQ4eqPfbL0tKSadOm4e3tjYGBAVWqVGHbtm389ddftG3bFgMDAxwdHTl16pSyT2BgILVr11aLff78+VhaWirloaGhbN26FZVKhUqlIiIiAoAbN27QuXNnjI2NMTU1pW3btiQlJRX5HAkhhBBCiPeDJM9C/Mfu37/PiBEjOHXqFAcOHEBDQ4P27duTnZ1NSkoKNWvWZOTIkaSkpDBq1Chlv7FjxzJs2DDi4+Px9PTM1e6OHTto3749Xl5enDlzhgMHDuDq6qqUZ2ZmMnXqVGJjYwkPDycpKQkfH59c7YwfP565c+dy6tQpSpQoQe/evYt0XIX17+Pjw6lTp9i2bRvHjx/n6dOneHl5kZmZqdR58OABCxcuJCwsjN27dxMREUH79u3ZuXMnO3fu5Ntvv2X58uX89NNPan1//fXXuLu7c+bMGVq1akWPHj3w9vbmyy+/5PTp01SvXh1vb2+KuqTDqFGj6Ny5My1atCAlJYWUlBQaNGhAZmYmnp6eGBoacuTIESIjIzEwMKBFixY8fvw4z7YyMjJIS0tTewkhhBBCiOJPpm0L8R/r2LGj2uc1a9ZgZmZGXFwctWrVokSJEhgYGGBubg7A33//DYC/vz8dOnTIt93p06fzxRdfEBQUpGxzcnJS3j+fBFerVo2FCxdSr1490tPT1e6tnj59Oo0bNwaeJeytWrXi0aNH6OjoFHhcBfV/+fJltm3bRmRkJA0aNACePUPawsKC8PBwOnXqBDxL8JcuXUr16tUB+Pzzz/n222/5888/MTAwwN7eniZNmnDo0CG6dOmi9OPl5UX//v0BmDRpEkuXLqVevXpKuwEBAbi5ufHnn38q57UgBgYG6OrqkpGRoVb/u+++Izs7m1WrVqFSqQBYu3YtxsbGRERE8Omnn+Zqa+bMmWrnRAghhBBCvB9k5FmI/9jly5fp2rUr1apVw8jISJkqnJycXOB+Li4uBZbHxMTQrFmzfMujo6Np06YNlStXxtDQUEmQX+zX0dFReV++fHkAtendr9J/fHw8JUqU4KOPPlK2lS5dGltbW+Lj45Vtenp6SuIMUK5cOSwtLdWS+3LlyuWK5/mYc5497eDgkGtbUY6jILGxsVy5cgVDQ0PlEWOmpqY8evRImXr/onHjxnHv3j3ldePGjX8VgxBCCCGEeDfIyLMQ/7E2bdpQpUoVVq5cSYUKFcjOzqZWrVr5TvvNoa+vX2B5QYuH3b9/H09PTzw9PVm/fj1mZmYkJyfj6emZq9+SJUsq73NGV7Ozsws7rNeyeNnzfef0n9e2F+PJK+aCjkNDQyPXFO7np4/nJz09HWdnZ9avX5+rzMzMLM99tLW10dbWLrRtIYQQQghRvMjIsxD/odu3b5OQkMCECRNo1qwZdnZ23L1797W07ejoyIEDB/Isu3jxIrdv3yY4OJiGDRtSo0aNfz0K+zL929nZ8eTJE06cOKFsyzkX9vb2rzWOojAzM+OPP/5QS6BffJ62lpaW2sJkAHXr1uXy5cuULVsWKysrtVepUqXeROhCCCGEEOIdIcmzEP8hExMTSpcuzYoVK7hy5QoHDx5kxIgRr6XtyZMns2HDBiZPnkx8fDznzp1j1qxZAFSuXBktLS0WLVrE1atX2bZtG1OnTn0t/Ralf2tra9q2bUvfvn05evQosbGxfPnll1SsWJG2bdu+1jiKwsPDg7/++ovZs2eTmJjIN998w65du9TqWFpacvbsWRISEvj777/JzMyke/fulClThrZt23LkyBGuXbtGREQEQ4cO5ebNm2/8OIQQQgghxNsjybMQ/yENDQ3CwsKIjo6mVq1aDB8+nK+++uq1tO3h4cGPP/7Itm3bqF27Nk2bNiUqKgp4NtIaEhLCjz/+iL29PcHBwcyZM+e19FuU/uHZwlrOzs60bt0aNzc3nj59ys6dO3NNy34T7OzsWLJkCd988w1OTk5ERUWprWwO0LdvX2xtbXFxccHMzIzIyEj09PT45ZdfqFy5Mh06dMDOzg5fX18ePXqEkZHRGz8OIYQQQgjx9qieFvVZLkIIIV5aWloapUqV4t69e5JwCyGEEEK8g4r695qMPAshhBBCCCGEEIWQ5FkIkaeaNWsqj2d68ZXX6tNCCCGEEEK8z+RRVUKIPO3cuTPfxznlPEf5VXh4eFC7dm3mz5+fbx2VSsWWLVto167dK/djaWmJv78//v7+r9zG61Rr8h40tPXedhgAJAW3etshCCGEEEIUO5I8CyHyVKVKlbfWd0pKCiYmJm+tfyGEEEIIIV4kybMQ4p1jbm7+tkMQQgghhBBCjdzzLIR447KzsxkzZgympqaYm5sTGBioVq5SqQgPDwcgKSkJlUpFWFgYDRo0QEdHh1q1anH48OFC+3nw4AG9e/fG0NCQypUrs2LFCrXyc+fO0bRpU3R1dSldujT9+vUjPT1dKffx8aFdu3YEBQVhZmaGkZERAwYM4PHjx//6HAghhBBCiOJFkmchxBsXGhqKvr4+J06cYPbs2UyZMoV9+/YVuM/o0aMZOXIkZ86cwc3NjTZt2nD79u0C95k7dy4uLi6cOXOGQYMGMXDgQBISEgC4f/8+np6emJiYcPLkSX788Uf279+Pn5+fWhsHDhwgPj6eiIgINmzYwObNmwkKCsq3z4yMDNLS0tReQgghhBCi+JPkWQjxxjk6OjJ58mSsra3x9vbGxcWFAwcOFLiPn58fHTt2xM7OjqVLl1KqVClWr15d4D5eXl4MGjQIKysrAgICKFOmDIcOHQLg+++/59GjR6xbt45atWrRtGlTFi9ezLfffsuff/6ptKGlpcWaNWuoWbMmrVq1YsqUKSxcuJDs7Ow8+5w5cyalSpVSXhYWFi95doQQQgghxLtIkmchxBvn6Oio9rl8+fLcunWrwH3c3NyU9yVKlMDFxYX4+Pgi96NSqTA3N1f6iY+Px8nJCX19faWOu7s72dnZyug0gJOTE3p6/7dKtpubG+np6dy4cSPPPseNG8e9e/eUV371hBBCCCFE8SILhgkh3riSJUuqfVapVPmO5BaHfp6nra2Ntrb2f9qHEEIIIYR482TkWQhRLPz666/K+ydPnhAdHY2dnd0rt2dnZ0dsbCz3799XtkVGRqKhoYGtra2yLTY2locPH6rFYWBgINOxhRBCCCE+MJI8CyGKhW+++YYtW7Zw8eJFBg8ezN27d+ndu/crt9e9e3d0dHTo2bMn58+f59ChQwwZMoQePXpQrlw5pd7jx4/x9fUlLi6OnTt3MnnyZPz8/NDQkF+fQgghhBAfEpm2LYQoFoKDgwkODiYmJgYrKyu2bdtGmTJlXrk9PT099uzZw7Bhw6hXrx56enp07NiRefPmqdVr1qwZ1tbWNGrUiIyMDLp27Zrr0VpCCCGEEOL9p3r69OnTtx2EEELkJykpiapVq3LmzBlq1679Rvv28fEhNTVVeeb0q0hLS6NUqVLcu3cPIyOj1xecEEIIIYR4LYr695rMOxRCCCGEEEIIIQohybMQQgghhBBCCFEIuedZiGLgZaYuv81pzkUVERFBkyZNuHv3LsbGxgXWTUpKAsDS0jLf8v/qeENCQl5bW7Um70FDW6/wiv+xpOBWbzsEIYQQQohiSZJnIUSxZmFhQUpKyr9aPEwIIYQQQojCyLRt8cF6/Pjx2w5BvAaampqYm5tTokTR/xco370QQgghhHhZkjyLD4aHhwd+fn74+/tTpkwZPD09AZg3bx4ODg7o6+tjYWHBoEGDSE9PV/YLCQnB2NiY8PBwrK2t0dHRwdPTkxs3bhSp38DAQGrXrs3y5cuxsLBAT0+Pzp07c+/ePaVOdnY2U6ZMoVKlSmhra1O7dm12796db5t3796le/fumJmZoauri7W1NWvXrs2zblZWFr1796ZGjRokJyeTlZWFr68vVatWRVdXF1tbWxYsWFCkY4FnK1C3a9eOoKAgzMzMMDIyYsCAAWoJaUZGBkOHDqVs2bLo6Ojw8ccfc/LkyXzbvH79Om3atMHExAR9fX1q1qzJzp0786z74MEDWrZsibu7O6mpqSQlJaFSqYiJicm3fUtLS6ZOnYq3tzdGRkb069cPgICAAGxsbNDT06NatWpMnDiRzMxMZb+ifHdCCCGEEOLDIMmz+KCEhoaipaVFZGQky5YtA0BDQ4OFCxdy4cIFQkNDOXjwIGPGjFHb78GDB0yfPp1169YRGRlJamoqX3zxRZH7vXLlChs3buTnn39m9+7dnDlzhkGDBinlCxYsYO7cucyZM4ezZ8/i6enJZ599xuXLl/Nsb+LEicTFxbFr1y7i4+NZunRpntOWMzIy6NSpEzExMRw5coTKlSuTnZ1NpUqV+PHHH4mLi2PSpEn873//Y+PGjUU+ngMHDhAfH09ERAQbNmxg8+bNBAUFKeVjxoxh06ZNhIaGcvr0aaysrPD09OTOnTt5tjd48GAyMjL45ZdfOHfuHLNmzcLAwCBXvdTUVD755BOys7PZt29fofdLP2/OnDk4OTlx5swZJk6cCIChoSEhISHExcWxYMECVq5cyddff622X2Hf3YsyMjJIS0tTewkhhBBCiOJP7nkWHxRra2tmz56tts3f3195b2lpybRp0xgwYABLlixRtmdmZrJ48WI++ugj4FkSbmdnR1RUFK6uroX2++jRI9atW0fFihUBWLRoEa1atWLu3LmYm5szZ84cAgIClIR81qxZHDp0iPnz5/PNN9/kai85OZk6derg4uKixP2i9PR0WrVqRUZGBocOHaJUqVIAlCxZUi3RrVq1KsePH2fjxo107ty50GMB0NLSYs2aNejp6VGzZk2mTJnC6NGjmTp1Kg8fPmTp0qWEhITQsmVLAFauXMm+fftYvXo1o0ePzvN4OnbsiIODAwDVqlXLVeePP/6gS5cuWFtb8/3336OlpVWkWHM0bdqUkSNHqm2bMGGC8t7S0pJRo0YRFham9s+Twr67F82cOVPt/AohhBBCiPeDjDyLD4qzs3Oubfv376dZs2ZUrFgRQ0NDevTowe3bt3nw4IFSp0SJEtSrV0/5XKNGDYyNjYmPjy9Sv5UrV1aSLwA3Nzeys7NJSEggLS2N33//HXd3d7V93N3d821/4MCBhIWFUbt2bcaMGcOxY8dy1enatSv3799n7969SuKc45tvvsHZ2RkzMzMMDAxYsWIFycnJRToWACcnJ/T0/m/laDc3N9LT07lx4waJiYlkZmaqHU/JkiVxdXXN93iGDh3KtGnTcHd3Z/LkyZw9ezZXnU8++QQrKyt++OGHl06cAeUfDc/74YcfcHd3x9zcHAMDAyZMmJDrPBT03eVl3Lhx3Lt3T3kVdXq/EEIIIYR4t0nyLD4o+vr6ap+TkpJo3bo1jo6ObNq0iejoaGWk911eVKply5Zcv36d4cOH8/vvv9OsWTNGjRqlVsfLy4uzZ89y/Phxte1hYWGMGjUKX19f9u7dS0xMDL169Xqrx9unTx+uXr1Kjx49OHfuHC4uLixatEitTqtWrfjll1+Ii4t7pT5e/O6PHz9O9+7d8fLyYvv27Zw5c4bx48f/6/Ogra2NkZGR2ksIIYQQQhR/kjyLD1p0dDTZ2dnMnTuX+vXrY2Njw++//56r3pMnTzh16pTyOSEhgdTUVOzs7IrUT3Jyslq7v/76KxoaGtja2mJkZESFChWIjIxU2ycyMhJ7e/t82zQzM6Nnz5589913zJ8/nxUrVqiVDxw4kODgYD777DMOHz6s1m6DBg0YNGgQderUwcrKisTExCIdR47Y2FgePnyodjwGBgZYWFhQvXp15b7yHJmZmZw8ebLA47GwsGDAgAFs3ryZkSNHsnLlSrXy4OBgevbsSbNmzV45gX7esWPHqFKlCuPHj8fFxQVra2uuX7+eq15B350QQgghhPhwyD3P4oNmZWVFZmYmixYtok2bNmoLiT2vZMmSDBkyhIULF1KiRAn8/PyoX79+ke53BtDR0aFnz57MmTOHtLQ0hg4dSufOnZV7ZkePHs3kyZOpXr06tWvXZu3atcTExLB+/fo825s0aRLOzs7UrFmTjIwMtm/fnmciP2TIELKysmjdujW7du3i448/xtramnXr1rFnzx6qVq3Kt99+y8mTJ6latWqRz9vjx4/x9fVlwoQJJCUlMXnyZPz8/NDQ0EBfX5+BAwcyevRoTE1NqVy5MrNnz+bBgwf4+vrm2Z6/vz8tW7bExsaGu3fvcujQoTyPZ86cOWRlZdG0aVMiIiKoUaNGkWN+kbW1NcnJyYSFhVGvXj127NjBli1bctUr7LsTQgghhBAfBkmexQfNycmJefPmMWvWLMaNG0ejRo2YOXMm3t7eavX09PQICAigW7du/PbbbzRs2JDVq1cXuR8rKys6dOiAl5cXd+7coXXr1moLkg0dOpR79+4xcuRIbt26hb29Pdu2bcPa2jrP9rS0tBg3bhxJSUno6urSsGFDwsLC8qzr7+9PdnY2Xl5e7N69m/79+3PmzBm6dOmCSqWia9euDBo0iF27dhX5eJo1a4a1tTWNGjUiIyODrl27EhgYqJQHBweTnZ1Njx49+Oeff3BxcWHPnj2YmJjk2V5WVhaDBw/m5s2bGBkZ0aJFi1yrXuf4+uuv1RLoV7n/GeCzzz5j+PDh+Pn5kZGRQatWrZg4caLacUDh350QQgghhPgwqJ4+ffr0bQchxLssJCQEf39/UlNTX2n/wMBAwsPDC3wOcXHi4+NDamoq4eHhbzuU/9zr+O7S0tIoVaoU9+7dk/ufhRBCCCHeQUX9e03ueRZCCCGEEEIIIQoh07aF+Jdq1qyZ50JTAMuXL3/D0fx7BgYG+Za9zNRuIYQQQggh3icybVuIf+n69etkZmbmWVauXDkMDQ3fcEQvJyIigiZNmnD37l2MjY25cuVKvnUrVqyIrq7uG4zuGZVKxZYtW2jXrt2/aqco07A9PDyoXbs28+fPB8DS0hJ/f3/8/f1fKZacaUAW/hvR0NYrfIf/SFJwq7fWtxBCCCHEu6yo07Zl5FmIf6lKlSpvO4R8fffdd0ybNo2kpCTMzc3x9fVl4sSJBe5jZWX1hqJ7N23evJmSJUu+7TCEEEIIIcQ7Ru55FuI99PjxY5KSkvD29qZdu3bEx8ezcePGl3oc1YfK1NT0nZ8tIIQQQggh3jxJnoV4D3h4eODn54e/vz9lypTB09MTlUqFSqWid+/eVK1aFVdXV7788st824iMjMTR0REdHR3q16/P+fPni9T39evXadOmDSYmJujr61OzZk127typlB8+fBhXV1e0tbUpX748Y8eO5cmTJ0q5paWlMkU6R+3atXM9Mqqobt68SdeuXTE1NUVfXx8XFxdOnDihVufbb7/F0tKSUqVK8cUXX/DPP/8oZR4eHsoUbSGEEEIIIXJI8izEeyI0NBQtLS0iIyNZtmwZFStWxMXFBT8/Px49elTo/qNHj2bu3LmcPHkSMzMz2rRpk++93M8bPHgwGRkZ/PLLL5w7d45Zs2Ypi4799ttveHl5Ua9ePWJjY1m6dCmrV69m2rRp//p485Kenk7jxo357bff2LZtG7GxsYwZM4bs7GylTmJiIuHh4Wzfvp3t27dz+PBhgoODX1sMGRkZpKWlqb2EEEIIIUTxJ/c8C/GesLa2Zvbs2crnXr168fTpU6pVq0bLli3ZunWrsgBCmzZtqFKlCosXL1bqT548mU8++QR4lohXqlSJLVu20Llz5wL7TU5OpmPHjjg4OABQrVo1pWzJkiVYWFiwePFiVCoVNWrU4PfffycgIIBJkyahofF6/3/3/fff89dff3Hy5ElMTU2B3PdwZ2dnExISokzN7tGjBwcOHGD69OmvJYaZM2cSFBT0WtoSQgghhBDvDhl5FuI94ezsrLyPi4sjJCSEkJAQli5dSuXKlfHw8ODWrVsAnD9/noYNG6rt7+bmprw3NTXF1taW+Pj4QvsdOnQo06ZNw93dncmTJ3P27FmlLD4+Hjc3N1QqlbLN3d2d9PR0bt68+crHmp+YmBjq1KmjJM55sbS0VLunuXz58sp5eR3GjRvHvXv3lNeNGzdeW9tCCCGEEOLtkeRZiPeEvr6+8v7s2bNoa2tjb2+PSqVizZo1VKtWDXd3d1auXMk///zDZ5999lr67dOnD1evXqVHjx6cO3cOFxcXFi1aVOT9NTQ0ePGJeUWZLp6XojxG68WVtFUqldq07n9LW1sbIyMjtZcQQgghhCj+JHkW4j1UsWJFMjIylIWyNDU1+f7776levTr9+vVj/PjxuRLNX3/9VXl/9+5dLl26hJ2dXZH6s7CwYMCAAWzevJmRI0eycuVKAOzs7Dh+/LhachwZGYmhoSGVKlUCwMzMjJSUFKU8LS2Na9euvdJxOzo6EhMTw507d15pfyGEEEIIIfIjybMQ76GPP/6YBg0a0KVLF8LDw0lMTGT37t38/vvv6Ovr8/333/PgwQO1faZMmcKBAwc4f/48Pj4+lClThnbt2hXal7+/P3v27OHatWucPn2aQ4cOKUn3oEGDuHHjBkOGDOHixYts3bqVyZMnM2LECOV+56ZNm/Ltt99y5MgRzp07R8+ePdHU1Hyl4+7atSvm5ua0a9eOyMhIrl69yqZNmzh+/PgrtSeEEEIIIUQOSZ6FeA+pVCp2797N559/zogRI7C3t2fcuHH4+vpy6dIl/vjjD7p37642XTk4OJhhw4bh7OzMH3/8wc8//4yWllahfWVlZTF48GDs7Oxo0aIFNjY2LFmyBHg2Ar5z506ioqJwcnJiwIAB+Pr6MmHCBGX/cePG0bhxY1q3bk2rVq1o164d1atXf6Xj1tLSYu/evZQtWxYvLy8cHBwIDg5+5WRcCCGEEEKIHKqnL95sKIQQ4rVJS0ujVKlS3Lt3T+5/FkIIIYR4BxX17zUZeRZCCCGEEEIIIQohybMQokAtW7bEwMAgz9eMGTPeaCwzZszIN5aWLVu+0ViEEEIIIcSHRaZtC/EBSkpKomrVqpw5c4batWsXWPe3337j4cOHeZaZmpoW+Ezl1+3OnTv5rqStq6tLxYoV31gsRZUzDcjCfyMa2npvLY6k4FZvrW8hhBBCiHdZUadtl3iDMQkhiqF3KSH9L5L1l/lHghBCCCGE+HDJtG0hiqHHjx+/7RCEEEIIIYT4oEjyLEQx4OHhgZ+fH/7+/pQpUwZPT08OHz6Mq6sr2tralC9fnrFjx/LkyRNln+zsbGbPno2VlRXa2tpUrlyZ6dOn59l+VlYWvXv3pkaNGiQnJxcaT2pqKv3796dcuXLo6OhQq1Yttm/frpRv2rSJmjVroq2tjaWlJXPnzlXb39LSkmnTpuHt7Y2BgQFVqlRh27Zt/PXXX7Rt2xYDAwMcHR05deqUsk9ISAjGxsZs374dW1tb9PT0+Pzzz3nw4AGhoaFYWlpiYmLC0KFDycrKUvZTqVSEh4er9W9sbExISAgAVatWBaBOnTqoVCo8PDyUeqtWrcLOzg4dHR1q1KihPIJLCCGEEEJ8eGTathDFRGhoKAMHDiQyMpI//vgDLy8vfHx8WLduHRcvXqRv377o6OgQGBgIPHt+8sqVK/n666/5+OOPSUlJ4eLFi7nazcjIoGvXriQlJXHkyBHMzMwKjCM7O5uWLVvyzz//8N1331G9enXi4uKUZylHR0fTuXNnAgMD6dKlC8eOHWPQoEGULl0aHx8fpZ2vv/6aGTNmMHHiRL7++mt69OhBgwYN6N27N1999RUBAQF4e3tz4cIFVCoVAA8ePGDhwoWEhYXxzz//0KFDB9q3b4+xsTE7d+7k6tWrdOzYEXd3d7p06VKk8xoVFYWrqyv79++nZs2ayrOt169fz6RJk1i8eDF16tThzJkz9O3bF319fXr27JlvexkZGWRkZCif09LSihSHEEIIIYR4t0nyLEQxYW1tzezZswFYt24dFhYWLF68GJVKRY0aNfj9998JCAhg0qRJ3L9/nwULFrB48WIl0atevToff/yxWpvp6em0atWKjIwMDh06RKlSpQqNY//+/URFRREfH4+NjQ0A1apVU8rnzZtHs2bNmDhxIgA2NjbExcXx1VdfqSXPXl5e9O/fH4BJkyaxdOlS6tWrR6dOnQAICAjAzc2NP//8E3NzcwAyMzNZunQp1atXB+Dzzz/n22+/5c8//8TAwAB7e3uaNGnCoUOHipw85/yzoHTp0ko/AJMnT2bu3Ll06NABeDZCHRcXx/LlywtMnmfOnElQUFCR+hZCCCGEEMWHTNsWophwdnZW3sfHx+Pm5qaMyAK4u7uTnp7OzZs3iY+PJyMjg2bNmhXYZteuXbl//z579+4tUuIMEBMTQ6VKlZTE+UXx8fG4u7urbXN3d+fy5ctq06kdHR2V9+XKlQPAwcEh17Zbt24p2/T09JTEOaeOpaUlBgYGatue3+dV3L9/n8TERHx9fdUehzVt2jQSExML3HfcuHHcu3dPed24ceNfxSKEEEIIId4NMvIsRDGhr69f5Lq6urpFqufl5cV3333H8ePHadq06WttuzAlS5ZU3uf8EyCvbdnZ2Xnuk1Mnr23P76NSqXjxiXyZmZkFxpaeng7AypUr+eijj9TKcqan50dbWxttbe0C6wghhBBCiOJHRp6FKIbs7Ow4fvy4WlIYGRmJoaEhlSpVwtraGl1dXQ4cOFBgOwMHDiQ4OJjPPvuMw4cPF6lvR0dHbt68yaVLl/KNLTIyUm1bZGQkNjY2hSae/wUzMzNSUlKUz5cvX+bBgwfK55x7nJ8fFS9XrhwVKlTg6tWrWFlZqb1yFhgTQgghhBAfFhl5FqIYGjRoEPPnz2fIkCH4+fmRkJDA5MmTGTFiBBoaGujo6BAQEMCYMWPQ0tLC3d2dv/76iwsXLuDr66vW1pAhQ8jKyqJ169bs2rUr133RL2rcuDGNGjWiY8eOzJs3DysrKy5evIhKpaJFixaMHDmSevXqMXXqVLp06cLx48dZvHjxW1upumnTpixevBg3NzeysrIICAhQG60uW7Ysurq67N69m0qVKqGjo0OpUqUICgpi6NChlCpVihYtWpCRkcGpU6e4e/cuI0aMeCvHIoQQQggh3h4ZeRaiGKpYsSI7d+4kKioKJycnBgwYgK+vLxMmTFDqTJw4kZEjRzJp0iTs7Ozo0qVLvvcC+/v7ExQUhJeXF8eOHSu0/02bNlGvXj26du2Kvb09Y8aMUUZu69aty8aNGwkLC6NWrVpMmjSJKVOmqC0W9ibNnTsXCwsLGjZsSLdu3Rg1ahR6enpKeYkSJVi4cCHLly+nQoUKtG3bFoA+ffqwatUq1q5di4ODA40bNyYkJERGnoUQQgghPlCqpy/eDCiEEOK1SUtLo1SpUty7dw8jI6O3HY4QQgghhHhBUf9ek5FnIYQQQgghhBCiEJI8CyHUrF+/Xu3xTM+/atas+bbDE0IIIYQQ4q2QBcOeM3HiRP78809WrFjx1mJQqVRs2bKFdu3aFan+smXL2LFjBz///PN/G9g7qkGDBqxbt45KlSrxySefsHTpUmrVqvW2w8rT48ePsbe3Z926dTRo0OCtxBASEoK/vz+pqan51vnss89yPZ4px4uPhXobius1X2vyHjS09Qqv+B9ICm71VvoVQgghhHifyD3P/98ff/yBjY0N586do0qVKm81DhMTkyI/J/bx48dUrVqVsLAwGjZs+B9H9+75/vvv6d27N0+ePKFNmzZs3rxZeT7wu2bhwoX8/PPP7Nu3763F8PDhQ/755x/Kli371mL4t4rbNZ9zD42F/0ZJnoUQQggh3kFyz/NLWrVqFQ0aNCgwcX78+PF/Hoe5uXmRE2d49ozabt26sXDhwv8wqndXt27duHPnDr///jtbtmx5ZxPnp0+fsnjx4lyPiXpRZmbmfxqHrq7uW0mcX+fPzuu45v/r8yyEEEIIId4/L5U8e3h44Ofnh5+fH6VKlaJMmTJMnDiR5wev7969i7e3NyYmJujp6dGyZUsuX76s1k5kZCQeHh7o6elhYmKCp6cnd+/eBSA7O5vZs2djZWWFtrY2lStXZvr06QAkJSWhUqmIiYlR2po4cSIqlYr58+cr2y5evMgnn3xCqVKlUKlUqFQqjI2NCzy2sLAw2rRpk+fx+vv7U6ZMGTw9PfOMITU1FZVKRUREhHIOunfvjpmZGbq6ulhbW7N27VrgWRLh5+dH+fLl0dHRoUqVKsycOVNpS6VSER4ernwOCAjAxsYGPT09qlWrxsSJE3P94d+mTRu2bdvGw4cPCzzG589hWFgYDRo0QEdHh1q1anH48GHgWZJnZWXFnDlz1PaLiYlBpVJx5coV5Zj79+9PuXLllDa2b9+u1C/oO/bw8MDf31+pu2rVKoyNjTl9+jQAERERqFQqtanFPXr0UDs3z38Penp6lC1bNs9r4UU+Pj60a9eOoKAgzMzMMDIyYsCAAUpy9/vvv9OkSROMjIwwNDSkZcuWXLhwIdf5y+tVUL/R0dEkJibSqlWrXG398MMPNG7cGB0dHdavX09gYCC1a9dW23/+/PlYWloqnyMiInB1dUVfXx9jY2Pc3d25fv06ALGxsTRp0gRDQ0OMjIxwdnbm1KlTwLNp28//LCQmJtK2bVvKlSuHgYEB9erVY//+/Wp9W1paMmPGDHr37o2hoSGVK1cu9NaGvH52AObNm4eDgwP6+vpYWFgwaNAg0tPTlf1y4gsPD8fa2hodHR08PT25ceOGWvuvcs2/eJ5v375N165dqVixInp6ejg4OLBhw4Y8j6Og33lCCCGEEOLD8NIjz6GhoZQoUYKoqCgWLFjAvHnzWLVqlVLu4+PDqVOn2LZtG8ePH+fp06d4eXkpCV9MTAzNmjXD3t6e48ePc/ToUdq0aaM8I3bcuHEEBwczceJE4uLi+P777ylXrlyesdy8eZP58+ejq6urtr13795kZmYSGRlJSkpKgUkNwJ07d4iLi8PFxSXP49XS0iIyMpJly5YV6RzlxL5r1y7i4+NZunQpZcqUAZ5N3d22bRsbN24kISGB9evXqyVFLzI0NCQkJIS4uDgWLFjAypUr+frrr9XquLi48OTJE06cOFGk+ABGjx7NyJEjOXPmDG5ubrRp04bbt2+jUqno3bu3kuznWLt2LY0aNcLKyors7GxatmxJZGQk3333HXFxcQQHB6OpqQkU/h0/b+PGjQwfPpxt27ZRt27dPGONjo5m27ZtBR5PftdCXg4cOEB8fDwRERFs2LCBzZs3ExQUBDz754Gvry/R0dFERkZStWpVGjVqxO+//67Wxv79+0lJSVFelSpVKrDPI0eOYGNjg6GhYa6ysWPHMmzYMOLj45UksyBPnjyhXbt2NG7cmLNnz3L8+HH69eunjLp3796dSpUqcfLkSaKjoxk7dmy+9yqnp6fj5eXFgQMHOHPmDC1atKBNmzYkJyer1Zs7dy4uLi6cOXOGQYMGMXDgQBISEgqMM6+fHQ0NDRYuXMiFCxcIDQ3l4MGDjBkzRm2/Bw8eMH36dNatW0dkZCSpqal88cUXanVe5Zp/8Tw/evQIZ2dnduzYwfnz5+nXrx89evQgKioq13EU9DvvRRkZGaSlpam9hBBCCCFE8ffSC4ZZWFjw9ddfo1KpsLW15dy5c3z99df07duXy5cvs23bNiIjI5UFkdavX4+FhQXh4eF06tSJ2bNn4+LiwpIlS5Q2c1bw/eeff1iwYAGLFy+mZ8+eAFSvXp2PP/44z1jGjx9Ply5dco2UxcTEsGrVKmXhqFKlShV4TMnJyTx9+pQKFSrkKrO2tmb27NnK56SkpELO0LP26tSpoyTjzyfHycnJWFtb8/HHH6NSqQq9v3rChAnKe0tLS0aNGkVYWJhawqGnp0epUqWUkcei8PPzo2PHjgAsXbqU3bt3s3r1asaMGYOPjw+TJk0iKioKV1dXMjMz+f7775XR6P379xMVFUV8fDw2NjYAVKtWTWm7oO/4ebt27aJXr178+OOPNGrUKN9YR4wYwejRo5k4cWK+dfK7FvKipaXFmjVr0NPTo2bNmkyZMoXRo0czdepUKlasyJdffqnUXbJkCSdPnmTJkiVMmzZN2V66dGnMzc2Vzzn/OMjP9evX87y+APz9/enQoUOhcedIS0vj3r17tG7dmurVqwNgZ2enlCcnJzN69Ghq1KgBPLuG8+Pk5ISTk5PyeerUqWzZsoVt27bh5+enbPfy8mLQoEHAs9kQX3/9NYcOHcLW1jbftl/82ck51hyWlpZMmzaNAQMGqF0rmZmZLF68WFm0LDQ0FDs7O+V6hFe75vM6z6NGjVLeDxkyhD179rBx40alHyj4d15eZs6cqfwzRgghhBBCvD9eeuS5fv36aveVurm5cfnyZbKysoiPj6dEiRJqK/WWLl0aW1tb4uPjgf8blcxLfHw8GRkZ+ZY/7/Tp02zZsoWpU6fmKqtatSpbtmzhwYMHRTqmnKmfOjo6ucqcnZ2L1MbzBg4cSFhYGLVr12bMmDEcO3ZMKfPx8SEmJgZbW1uGDh3K3r17C2zrhx9+wN3dHXNzcwwMDJgwYUKuUUF4di9rUY8Xnn1vOUqUKIGLi4vyHVWoUIFWrVqxZs0aAH7++WcyMjLo1KkT8Ow7rFSpkpI4v6ig7zhHVFQUHTt2RF9fP9+VnQHCw8O5evUqI0eOzLdOQddCXpycnNDT+7+Fm9zc3EhPT1emBr/4qKaYmBjOnDlTpLbz8/DhwzyvLyDPGQ8FMTU1xcfHB09PT9q0acOCBQtISUlRykeMGEGfPn1o3rw5wcHBJCYm5ttWeno6o0aNws7ODmNjYwwMDIiPj891jTk6OirvVSoV5ubm3Lp1q8A48/rZ2b9/P82aNaNixYoYGhrSo0cPbt++rXbtlihRgnr16imfa9SogbGxsXJ95njZa/7F85yVlcXUqVNxcHDA1NQUAwMD9uzZk+vYC/qdl5dx48Zx79495fXilHMhhBBCCFE8vfEFwwqaVluUKbc5Ro4cyahRoyhfvnyustWrV3P27FkMDQ0xMDBgwIABBbaVM6U6557c5+nr66t91tB4dsqev+fxxXuQW7ZsyfXr1xk+fDi///47zZo1U0a46taty7Vr15g6dSoPHz6kc+fOfP7553nGdfz4cbp3746Xlxfbt2/nzJkzjB8/Ps/Fl+7cuYOZmVmBx/ky+vTpQ1hYGA8fPmTt2rV06dJFSTgL+56K8j0eP36cefPm4ejoqDbC+bzMzEzGjBnD9OnTC2yzoGvhVXz22WfExMQorxYtWrzUtZmXMmXK5Hl9Qd7X2Iv31L54ja1du5bjx4/ToEEDfvjhB2xsbPj1118BCAwM5MKFC7Rq1YqDBw9ib2/Pli1b8ux71KhRbNmyhRkzZnDkyBFiYmJwcHDIdY29OO1bpVKRnZ1d4DG/eFxJSUm0bt0aR0dHNm3aRHR0NN988w3waguKvew1/2I8X331FQsWLCAgIIBDhw4RExODp6fnv17cTFtbGyMjI7WXEEIIIYQo/l46eX7xHsNff/0Va2trNDU1sbOzy3Uf4u3bt0lISMDe3h54NoJ14MCBPNu2trZGV1c33/Ic27Zt49KlS2pTLp9Xv359PvvsM+UezSlTphTYXvXq1TEyMiIuLq7AeoDyx/rzI33PLx72fL2ePXvy3XffMX/+fLUFloyMjOjSpQsrV67khx9+YNOmTdy5cydXG8eOHaNKlSqMHz8eFxcXrK2t85ymmpiYyKNHj6hTp06h8efISbTg2T200dHRalN/vby80NfXV6Z09+7dWylzdHTk5s2bXLp0Kc+2C/qOc/To0YMBAwawevVqtm/fnmdyt3TpUgwMDOjRo0e+7RR2LeQlNjZWbaGpX3/9FQMDAywsLIBn95lbWVlhZWWFhYUFZ8+excHBocjt56VOnTpcvHixSAtNmZmZ8ccff6jVzesaq1OnDuPGjePYsWPUqlWL77//XimzsbFh+PDh7N27lw4dOuS6hz1HZGQkPj4+tG/fHgcHB8zNzYt0a8KriI6OJjs7m7lz51K/fn1sbGxy3UsOz67HnAXOABISEkhNTVW7Pl/lmn9RZGQkbdu25csvv8TJyYlq1arleU0X9DtPCCGEEEJ8OF46eU5OTmbEiBEkJCSwYcMGFi1axLBhw4BnyW/btm3p27cvR48eJTY2li+//JKKFSvStm1b4NmUxpMnTzJo0CDOnj3LxYsXWbp0KX///Tc6OjoEBAQwZswY1q1bR2JiIr/++iurV69Wi2H27NlMmzZNbert8zZt2kRISAg//vgj1tbWhT6aR0NDg+bNm3P06NFCj19XV5f69esTHBxMfHw8hw8fVrsvGWDSpEls3bqVK1eucOHCBbZv36784T9v3jw2bNjAxYsXuXTpEj/++CPm5uZ5rgZubW1NcnIyYWFhJCYmsnDhwjyTzCNHjlCtWjXl/tei+Oabb9iyZQsXL15k8ODB3L17Vy1B1tTUxMfHh3HjxmFtba02zbtx48Y0atSIjh07sm/fPq5du8auXbvYvXs3UPB3nMPU1BSAKlWq8NVXXzFw4EBu376tFuPs2bOZO3dugY+fKuxayMvjx4/x9fUlLi6OnTt3MnnyZPz8/NDQ0OD69essW7aMhIQEzpw5Q7du3fjnn38YPHhwkdvPS5MmTUhPT1dbuTs/Hh4e/PXXX8yePZvExES++eYbdu3apZRfu3aNcePGcfz4ca5fv87evXu5fPkydnZ2PHz4ED8/PyIiIrh+/TqRkZGcPHlSLfF8nrW1NZs3byYmJobY2Fi6detW6Ijyq7KysiIzM5NFixZx9epVvv322zwX4StZsiRDhgzhxIkTREdH4+PjQ/369dXuQ36Va/5F1tbW7Nu3j2PHjhEfH0///v35888/c9Ur6HeeEEIIIYT4cLx08uzt7c3Dhw9xdXVl8ODBDBs2jH79+inla9euxdnZmdatW+Pm5sbTp0/ZuXOnMu3TxsaGvXv3Ehsbi6urK25ubmzdupUSJZ6tXTZx4kRGjhzJpEmTsLOzo0uXLrnurbSyslIWFHvRpUuX6NOnD99//z2VK1cu8nHlTFMuSuKwZs0anjx5grOzM/7+/moLScGzBanGjRuHo6MjjRo1QlNTk7CwMODZqGbOglr16tUjKSmJnTt3KtPBn/fZZ58xfPhw/Pz8qF27NseOHctz0awNGzbku3hRfoKDgwkODsbJyYmjR4+ybds2Zfp6Dl9fXx4/fkyvXr1y7b9p0ybq1atH165dsbe3Z8yYMco9oIV9xy/q378/tWrVYsiQIWrbmzRpQpMmTQo8joKuhfw0a9YMa2trGjVqRJcuXfjss88IDAwEnn13OQtGubu7k5qayoEDB3Kdm5dVunRp2rdvz/r16wuta2dnx5IlS/jmm29wcnIiKipKbWRdT0+Pixcv0rFjR2xsbOjXrx+DBw+mf//+aGpqcvv2bby9vbGxsaFz5860bNky3wWs5s2bh4mJCQ0aNKBNmzZ4enrmu+r5v+Xk5MS8efOYNWsWtWrVYv369WqPaXv++AICAujWrRvu7u4YGBjwww8/qNV5lWv+RRMmTKBu3bp4enri4eGBubk57dq1y1WvsN95QgghhBDiw6B6+hIPLPXw8KB27dqFPvqpOHr69CkfffQRw4cPp2vXrm87nCK7cOECTZs25dKlS4WuKg7P7jutWrUqZ86cyfUs4RcdOXKEZs2acePGjXwfF1bc+Pj4kJqaqvYs7Tfl7NmzfPLJJyQmJmJgYPDG+y8OQkJC8Pf3V3vG94te9pr/N17H77y0tDRKlSrFvXv35P5nIYQQQoh3UFH/XnvjC4a9q1QqFStWrODJkydvO5SXkpKSwrp1615rEpGRkcHNmzcJDAykU6dO703i/LY5Ojoya9Ysrl279rZDKdb+i2teCCGEEEKIwkjy/JzatWsXuDjVu6h58+Z4enoqn2fMmKH2mKXnXy1btixSmxs2bKBKlSqkpqbmek6v+Hd8fHz+9eJjH7r/4poXQgghhBCiMC81bVu8++7cuZPnyt3wbLGzihUrvtF4nj59Sv/+/fnpp5+4e/dukaaLF8W7fAvB65oa/jJT7F93DP+m7zftTV/zKpWKLVu25Hl/dF5ypgFZ+G9EQ7voC9u9LknBrd54n0IIIYQQxUlRp23nvYKTKLZMTU2VlazfBbt37yYkJISIiAiqVav2rxfeEkWzYMGCIj0WC/JOtC0sLEhJSSkW39e7ds0LIYQQQoj3kyTP4j+VmJhI+fLladCgwdsO5YOQlZWFSqX61/cDa2pqYm5u/pqiEkIIIYQQoviTe57Ff8bHx4chQ4aQnJyMSqXC0tISgOzsbGbOnEnVqlXR1dXFycmJn376SW3f8+fP07JlSwwMDChXrhw9evRQe050UUybNo2yZctiaGhInz59GDt2rNoU5OzsbKZMmUKlSpXQ1tamdu3ayrOqc5w7d46mTZuiq6tL6dKl6devH+np6Up5VlYWI0aMwNjYmNKlSzNmzJgij/jmxDB79mysrKzQ1tamcuXKTJ8+Xa3O1atXadKkCXp6ejg5OXH8+HGlLCQkBGNjY7Zt24a9vT3a2tokJyfj4+OjNq34p59+wsHBQTmO5s2bc//+fQIDAwkNDWXr1q2oVCpUKhUREREkJSWhUqmIiYlRjtPX11f5zmxtbVmwYIFanDl9zpkzh/Lly1O6dGkGDx5MZmZmkc5FSkoKrVq1QldXl6pVq/L9999jaWmpNjU/OTmZtm3bYmBggJGREZ07d1Z7NnNsbCxNmjTB0NAQIyMjnJ2dOXXqlNq5Cg8Px9raGh0dHTw9Pblx44ZaHFu3bqVu3bro6OhQrVo1goKCit1CgkIIIYQQ4vWT5Fn8ZxYsWKAkpykpKZw8eRKAmTNnsm7dOpYtW8aFCxcYPnw4X375JYcPHwYgNTWVpk2bUqdOHU6dOsXu3bv5888/6dy5c5H7Xr9+PdOnT2fWrFlER0dTuXJlli5dmiu+uXPnMmfOHM6ePYunpyefffYZly9fBuD+/ft4enpiYmLCyZMn+fHHH9m/fz9+fn5KG3PnziUkJIQ1a9Zw9OhR7ty5w5YtW4oc57hx4wgODmbixInExcXx/fff51rdfPz48YwaNYqYmBhsbGzo2rWrWjL34MEDZs2axapVq7hw4QJly5ZV2z8lJYWuXbvSu3dv4uPjiYiIoEOHDjx9+pRRo0bRuXNnWrRoQUpKCikpKXnOEsjOzqZSpUr8+OOPxMXFMWnSJP73v/+xceNGtXqHDh0iMTGRQ4cOERoaSkhICCEhIUU6F97e3vz+++9ERESwadMmVqxYofaM9+zsbNq2bcudO3c4fPgw+/bt4+rVq3Tp0kWp0717dypVqsTJkyeJjo5m7NixyjPmc87V9OnTWbduHZGRkaSmpvLFF18o5UeOHMHb25thw4YRFxfH8uXLCQkJyfUPjYJkZGSQlpam9hJCCCGEEMWfTNsW/5lSpUphaGioNgU4IyODGTNmsH//ftzc3ACoVq0aR48eZfny5TRu3JjFixdTp04dZsyYobS1Zs0aLCwsuHTpEjY2NoX2vWjRInx9fenVqxcAkyZNYu/evWqjxnPmzCEgIEBJnmbNmsWhQ4eYP38+33zzDd9//z2PHj1i3bp16OvrA7B48WLatGnDrFmzKFeuHPPnz2fcuHF06NABgGXLlrFnz54inZ9//vmHBQsWsHjxYnr27AlA9erV+fjjj9XqjRo1ilatni36FBQURM2aNbly5Qo1atQAIDMzkyVLluDk5JRnPykpKTx58oQOHTpQpUoVALUVv3V1dcnIyChwmnbJkiUJCgpSPletWpXjx4+zceNGtX9qmJiYsHjxYjQ1NalRowatWrXiwIED9O3bt8BzcfHiRfbv38/JkydxcXEBYNWqVVhbWyt1Dhw4wLlz57h27RoWFhYArFu3jpo1a3Ly5Enq1atHcnIyo0ePVs7N8/vnnKvFixfz0UcfARAaGoqdnR1RUVG4uroSFBTE2LFjle+jWrVqTJ06lTFjxjB58uQCjyHHzJkz1c6VEEIIIYR4P8jIs3ijrly5woMHD/jkk0/UHim0bt06EhMTgWdTbw8dOqRWnpMM5dQpTEJCAq6urmrbnv+clpbG77//jru7u1odd3d34uPjAYiPj8fJyUlJnHPKs7OzSUhI4N69e6SkpCiJGECJEiWU5K8w8fHxZGRk0KxZswLrOTo6Ku/Lly8PoDYiq6WlpVbnRU5OTjRr1gwHBwc6derEypUruXv3bpFifN4333yDs7MzZmZmGBgYsGLFCpKTk9Xq1KxZE01NTbV4n481PwkJCZQoUYK6desq26ysrDAxMVE+x8fHY2FhoSTOAPb29hgbGyvf2YgRI+jTpw/NmzcnODg41/VSokQJ6tWrp3yuUaOG2v6xsbFMmTJF7drr27cvKSkpPHjwoCiniXHjxnHv3j3l9eK0cCGEEEIIUTzJyLN4o3JGfnfs2JHrEULa2tpKnZzR3RflJI/vA11d3SLVe37asUqlAp5NYX6+nZztedHU1GTfvn0cO3aMvXv3smjRIsaPH8+JEyeoWrVqkWIICwtj1KhRzJ07Fzc3NwwNDfnqq684ceJEvrHmxPt8rP+1wMBAunXrxo4dO9i1axeTJ08mLCyM9u3bF2n/9PR0goKClJkEz9PR0SlSG9ra2sq1LIQQQggh3h8y8izeqOcXtbKyslJ75Ywo1q1blwsXLmBpaZmrzvOjwAWxtbVV7rHO8fxnIyMjKlSoQGRkpFqdyMhI7O3tAbCzsyM2Npb79++rlWtoaGBra0upUqUoX768WgL55MkToqOjixSjtbU1urq6HDhwoEj1/w2VSoW7uztBQUGcOXMGLS0t5d5sLS0tsrKyCtw/MjKSBg0aMGjQIOrUqYOVlVWRZwEUha2tLU+ePOHMmTPKtitXrqiNkNvZ2XHjxg21kdy4uDhSU1OV7wzAxsaG4cOHs3fvXjp06MDatWuVsidPnigLiMGzEe/U1FTs7OyAZ9deQkJCruvOysoKDQ35dSmEEEII8SGTvwbFG2VoaMioUaMYPnw4oaGhJCYmcvr0aRYtWkRoaCgAgwcP5s6dO3Tt2pWTJ0+SmJjInj176NWrV6FJXo4hQ4awevVqQkNDuXz5MtOmTePs2bNqI7SjR49m1qxZ/PDDDyQkJDB27FhiYmIYNmwY8GzxKR0dHXr27Mn58+c5dOgQQ4YMoUePHsqiXsOGDSM4OJjw8HAuXrzIoEGDSE1NLVKMOjo6BAQEMGbMGGXa+q+//srq1atf4owW7sSJE8yYMYNTp06RnJzM5s2b+euvv5SE0dLSkrNnz5KQkMDff/+d5+rY1tbWnDp1ij179nDp0iUmTpyY658T/0aNGjVo3rw5/fr1IyoqijNnztCvXz+1UfXmzZvj4OBA9+7dOX36NFFRUXh7e9O4cWNcXFx4+PAhfn5+REREcP36dSIjIzl58qRynPBsZHzIkCGcOHGC6OhofHx8qF+/vjKlf9KkSaxbt46goCAuXLhAfHw8YWFhTJgw4bUdqxBCCCGEKJ5k2rZ446ZOnYqZmRkzZ87k6tWrGBsbU7duXf73v/8BKCPCAQEBfPrpp2RkZFClShVatGhR5NG/7t27c/XqVUaNGsWjR4/o3LkzPj4+REVFKXWGDh3KvXv3GDlyJLdu3cLe3p5t27Ypi0zp6emxZ88ehg0bRr169dDT06Njx47MmzdPaWPkyJGkpKTQs2dPNDQ06N27N+3bt+fevXtFinPixImUKFGCSZMm8fvvv1O+fHkGDBhQ1FNZJEZGRvzyyy/Mnz+ftLQ0qlSpwty5c2nZsiUAffv2JSIiAhcXF9LT0zl06JDyWLEc/fv358yZM3Tp0gWVSkXXrl0ZNGgQu3btem1xrlu3Dl9fXxo1aoS5uTkzZ87kwoULynRplUrF1q1bGTJkCI0aNUJDQ4MWLVqwaNEi4Nn09Nu3b+Pt7c2ff/5JmTJl6NChg9riXXp6egQEBNCtWzd+++03GjZsqPbPCk9PT7Zv386UKVOYNWsWJUuWpEaNGvTp0+e1HacQQgghhCieVE9f5qG0QhRjn3zyCebm5nz77bdvOxRRBDdv3sTCwoL9+/cXuqhaUYSEhODv71/kmQGvS1paGqVKleLevXsYGRm90b6FEEIIIUThivr3mow8i/fSgwcPWLZsGZ6enmhqarJhwwb279/Pvn373nZoIh8HDx4kPT0dBwcHUlJSGDNmDJaWljRq1OhthyaEEEIIIYQkz+L9pFKp2LlzJ9OnT+fRo0fY2tqyadMmmjdv/sZiSE5OVlvI6kVxcXFUrlz5jcXzNh05ckSZJp6X9PR0MjMz+d///sfVq1cxNDSkQYMGrF+/PtcK3kIIIYQQQrwNMm1biP/IkydPSEpKyrfc0tKSEiU+jP9fPXz4kN9++01t25gxY0hLS2PZsmVYWVm9pcgK5uPjQ2pqKuHh4a/cRs40IAv/jWho672+4IooKbjVG+9TCCGEEKI4kWnbQrxlJUqUeGeTwjdNV1c317kwMjIiOztbzpEQQgghhCgW5FFVQoj3ztOnT3ny5MnbDkMIIYQQQrxHJHkWQhTKw8ODIUOG4O/vj4mJCeXKlWPlypXcv3+fXr16YWhoiJWVlfLoqqysLHx9falatSq6urrY2tqyYMGCAvvIzs5m5syZyj5OTk789NNPRYovIiIClUrFrl27cHZ2Rltbm6NHj5KRkcHQoUMpW7YsOjo6fPzxx7meT33hwgVat26NkZERhoaGNGzYkMTExDz7OXnyJGZmZsyaNatIcQkhhBBCiPeHJM9CiCIJDQ2lTJkyREVFMWTIEAYOHEinTp1o0KABp0+f5tNPP6VHjx48ePCA7OxsKlWqxI8//khcXByTJk3if//7Hxs3bsy3/ZkzZ7Ju3TqWLVvGhQsXGD58OF9++SWHDx8ucoxjx44lODiY+Ph4HB0dGTNmDJs2bSI0NJTTp09jZWWFp6cnd+7cAeC3336jUaNGaGtrc/DgQaKjo+ndu3eeo9YHDx7kk08+Yfr06QQEBOQbQ0ZGBmlpaWovIYQQQghR/MmCYUKIQnl4eJCVlcWRI0eAZyPLpUqVokOHDqxbtw6AP/74g/Lly3P8+HHq16+fqw0/Pz/++OMPZTT5+cW4MjIyMDU1Zf/+/bi5uSn79OnThwcPHvD9998XGF9ERARNmjQhPDyctm3bAnD//n1MTEwICQmhW7duAGRmZmJpaYm/vz+jR4/mf//7H2FhYSQkJOS5qndOjD179sTb25tVq1bRpUuXAmMJDAwkKCgo13ZZMEwIIYQQ4t0kC4YJIV4rR0dH5b2mpialS5fGwcFB2VauXDkAbt26BcA333zDmjVrSE5O5uHDhzx+/JjatWvn2faVK1d48OABn3zyidr2x48fU6dOnSLH6OLiorxPTEwkMzMTd3d3ZVvJkiVxdXUlPj4egJiYGBo2bFjg47BOnDjB9u3b+emnn2jXrl2hMYwbN44RI0Yon9PS0rCwsCjyMQghhBBCiHeTJM9CiCJ5McFUqVRq21QqFfDs3uWwsDBGjRrF3LlzcXNzw9DQkK+++ooTJ07k2XZ6ejoAO3bsoGLFimpl2traRY5RX1+/yHXh2SrghalevTqlS5dmzZo1tGrVqtDnTmtra79UzEIIIYQQoniQe56FEK9dZGQkDRo0YNCgQdSpUwcrK6t8F+ECsLe3R1tbm+TkZKysrNRerzpqW716dbS0tIiMjFS2ZWZmcvLkSezt7YFno+lHjhwhMzMz33bKlCnDwYMHuXLlCp07dy6wrhBCCCGEeH9J8iyEeO2sra05deoUe/bs4dKlS0ycODHXKtfPMzQ0ZNSoUQwfPpzQ0FASExM5ffo0ixYtIjQ09JVi0NfXZ+DAgYwePZrdu3cTFxdH3759efDgAb6+vsCz+7DT0tL44osvOHXqFJcvX+bbb78lISFBra2yZcty8OBBLl68SNeuXeUxWEIIIYQQHyBJnoUQr13//v3p0KEDXbp04aOPPuL27dsMGjSowH2mTp3KxIkTmTlzJnZ2drRo0YIdO3ZQtWrVV44jODiYjh070qNHD+rWrcuVK1fYs2cPJiYmAJQuXZqDBw+Snp5O48aNcXZ2ZuXKlXlOzTY3N+fgwYOcO3eO7t27k5WV9cpxCSGEEEKI4kdW2xZCiP9QUVdvFEIIIYQQb0dR/16TkWchhBBCCCGEEKIQkjwLId55AwYMwMDAIM/XgAED3nZ4QgghhBDiAyDTtoUQr01ERARNmjTh7t27GBsbv7Z2b926RVpaWp5lRkZGlC1b9rX1pVKp2LJlS5Ge6VwUOdOALPw3oqGt91raLKqk4FZvtD8hhBBCiOKoqNO25TnPQoh31vPJuJWV1RvpMyUlRVlQTAghhBBCiBySPAshir3Hjx+jpaX1WtoyNzd/Le0IIYQQQoj3i9zzLIR4KdnZ2cycOZOqVauiq6uLk5MTP/30U771jx49SsOGDdHV1cXCwoKhQ4dy//59pTwjI4OAgAAsLCzQ1tbGysqK1atXk5SURJMmTQAwMTFBpVLh4+MDgIeHB35+fvj7+1OmTBk8PT0BOHz4MK6urmhra1O+fHnGjh2r9kxmDw8Phg4dypgxYzA1NcXc3JzAwEC1eFUqFeHh4crnmzdv0rVrV0xNTdHX18fFxYUTJ078y7MohBBCCCGKGxl5FkK8lJkzZ/Ldd9+xbNkyrK2t+eWXX/jyyy8xMzPLVTcxMZEWLVowbdo01qxZw19//YWfnx9+fn6sXbsWAG9vb44fP87ChQtxcnLi2rVr/P3331hYWLBp0yY6duxIQkICRkZG6OrqKm2HhoYycOBAIiMjAfjtt9/w8vLCx8eHdevWcfHiRfr27YuOjo5aghwaGsqIESM4ceIEx48fx8fHB3d3dz755JNc8ec8/7lixYps27YNc3NzTp8+TXZ29ms+q0IIIYQQ4l0nC4YJIYosIyMDU1NT9u/fj5ubm7K9T58+PHjwgH79+qktGNanTx80NTVZvny5Uvfo0aM0btyY+/fvk5ycjK2tLfv27aN58+a5+stvATIPDw/S0tI4ffq0sm38+PFs2rSJ+Ph4VCoVAEuWLCEgIIB79+6hoaGBh4cHWVlZHDlyRNnP1dWVpk2bEhwcDKgvGLZixQpGjRpFUlISpqamRT5HGRkZyue0tDQsLCxkwTAhhBBCiHeULBgmhHjtrly5woMHD3KN0j5+/Jg6derkqh8bG8vZs2dZv369su3p06dkZ2dz7do1zp07h6amJo0bN37pWJydndU+x8fH4+bmpiTOAO7u7qSnp3Pz5k0qV64MgKOjo9p+5cuX59atW3n2ERMTQ506dYqcOMOzkfmgoKAi1xdCCCGEEMWDJM9CiCJLT08HYMeOHVSsWFGtTFtbm8TExFz1+/fvz9ChQ3O1VblyZa5cufLKsejr67/SfiVLllT7rFKp8p2G/fw08aIaN24cI0aMUD7njDwLIYQQQojiTZJnIUSR2dvbo62tTXJycp6jxS8mz3Xr1iUuLi7fx0w5ODiQnZ3N4cOH85y2nbOCdlZWVqGx2dnZsWnTJp4+faqMPkdGRmJoaEilSpUK3T8vjo6OrFq1ijt37hR59FlbWxttbe1X6k8IIYQQQry7ZLVtIUSRGRoaMmrUKIYPH05oaCiJiYmcPn2aRYsWERoamqt+QEAAx44dw8/Pj5iYGC5fvszWrVvx8/MDwNLSkp49e9K7d2/Cw8O5du0aERERbNy4EYAqVaqgUqnYvn07f/31lzLynZdBgwZx48YNhgwZwsWLF9m6dSuTJ09mxIgRaGi82q+6rl27Ym5uTrt27YiMjOTq1ats2rSJ48ePv1J7QgghhBCi+JLkWQjxUqZOncrEiROZOXMmdnZ2tGjRgh07dlC1atVcdR0dHTl8+DCXLl2iYcOG1KlTh0mTJlGhQgWlztKlS/n8888ZNGgQNWrUoG/fvsqjrCpWrEhQUBBjx46lXLlyStKdl4oVK7Jz506ioqJwcnJiwIAB+Pr6MmHChFc+Vi0tLfbu3UvZsmXx8vLCwcGB4OBgNDU1X7lNIYQQQghRPMlq20II8R8q6uqNQgghhBDi7Sjq32sy8iyEEEIIIYQQQhRCkmchhBBCCCGEEKIQstq2EOKDsnv3brp27Yqvry+fffYZq1evznOxs/wEBgYSHh5OTEzMS/Vba/IeNLT1XjLafycpuNUb7U8IIYQQ4n0mI89CiA/Kli1bWLlyJQ8fPsTHxwdfX9+3HZIQQgghhCgGZORZCPFBWb58OQCff/75W45ECCGEEEIUJzLyLMQ7xMPDAz8/P/z8/ChVqhRlypRh4sSJPL8o/t27d/H29sbExAQ9PT1atmzJ5cuXlfKQkBCMjY0JDw/H2toaHR0dPD09uXHjRpHj2Lp1K3Xr1kVHR4dq1aoRFBTEkydPlHKVSsWqVato3749enp6WFtbs23btgLbzMjIYNSoUVSsWBF9fX0++ugjIiIilPLr16/Tpk0bTExM0NfXp2bNmuzcuROAiIgIVCoVO3bswNHRER0dHerXr8/58+eV/W/fvk3Xrl2pWLEienp6ODg4sGHDhlznd+jQoYwZMwZTU1PMzc0JDAxUq5OcnEzbtm0xMDDAyMiIzp078+effxb53AkhhBBCiPeTJM9CvGNCQ0MpUaIEUVFRLFiwgHnz5rFq1Sql3MfHh1OnTrFt2zaOHz/O06dP8fLyIjMzU6nz4MEDpk+fzrp164iMjCQ1NZUvvviiSP0fOXIEb29vhg0bRlxcHMuXLyckJITp06er1QsKCqJz586cPXsWLy8vunfvzp07d/Jt18/Pj+PHjxMWFsbZs2fp1KkTLVq0UBL/wYMHk5GRwS+//MK5c+eYNWsWBgYGam2MHj2auXPncvLkSczMzGjTpo1y3I8ePcLZ2ZkdO3Zw/vx5+vXrR48ePYiKisp1fvX19Tlx4gSzZ89mypQp7Nu3D4Ds7Gzatm3LnTt3OHz4MPv27ePq1at06dKlSOdOCCGEEEK8v+Q5z0K8Qzw8PLh16xYXLlxApVIBMHbsWLZt20ZcXByXL1/GxsaGyMhIGjRoADwbcbWwsCA0NJROnToREhJCr169+PXXX/noo48AuHjxInZ2dpw4cQJXV9cCY2jevDnNmjVj3LhxyrbvvvuOMWPG8PvvvwPPRp4nTJjA1KlTAbh//z4GBgbs2rWLFi1a5GozOTmZatWqkZycTIUKFdT6cnV1ZcaMGTg6OtKxY0cmT56ca/+IiAiaNGlCWFiYksjeuXOHSpUqERISQufOnfM8ltatW1OjRg3mzJmjnN+srCyOHDmi1HF1daVp06YEBwezb98+WrZsybVr17CwsAAgLi6OmjVrEhUVRb169QpdMCwjI4OMjAzlc1paGhYWFlj4b5QFw4QQQggh3kHynGchiqn69esriTOAm5sbly9fJisri/j4eEqUKKEkxQClS5fG1taW+Ph4ZVuJEiWoV6+e8rlGjRoYGxur1clPbGwsU6ZMwcDAQHn17duXlJQUHjx4oNRzdHRU3uvr62NkZMStW7fybPPcuXNkZWVhY2Oj1u7hw4dJTEwEYOjQoUybNg13d3cmT57M2bNnc7Xj5uamvDc1NVU77qysLKZOnYqDgwOmpqYYGBiwZ88ekpOT1dp4Pm6A8uXLK3HHx8c/S3T/f+IMYG9vX+RzBzBz5kxKlSqlvJ5vSwghhBBCFF+yYJgQQk16ejpBQUF06NAhV5mOjo7yvmTJkmplKpWK7OzsfNvU1NQkOjoaTU1NtbKcqdl9+vTB09OTHTt2sHfvXmbOnMncuXMZMmRIkeL+6quvWLBgAfPnz8fBwQF9fX38/f15/PixWr2XiftVjBs3jhEjRiifc0aehRBCCCFE8SbJsxDvmBMnTqh9/vXXX7G2tkZTUxM7OzuePHnCiRMn1KZtJyQkYG9vr+zz5MkTTp06pUzRTkhIIDU1FTs7u0L7r1u3LgkJCVhZWb22Y6pTpw5ZWVncunWLhg0b5lvPwsKCAQMGMGDAAMaNG8fKlSvVkudff/2VypUrA88WTrt06ZJyTJGRkbRt25Yvv/wSeHb/8qVLl9TOS2Hs7Oy4ceMGN27cUJu2nZqaWuR2tLW10dbWLnKfQgghhBCieJDkWYh3THJyMiNGjKB///6cPn2aRYsWMXfuXACsra1p27Ytffv2Zfny5RgaGjJ27FgqVqxI27ZtlTZKlizJkCFDWLhwISVKlMDPz4/69esXer8zwKRJk2jdujWVK1fm888/R0NDg9jYWM6fP8+0adNe6ZhsbGzo3r073t7ezJ07lzp16vDXX39x4MABHB0dadWqFf7+/rRs2RIbGxvu3r3LoUOHciX7U6ZMoXTp0pQrV47x48dTpkwZ2rVrp5ybn376iWPHjmFiYsK8efP4888/Xyp5bt68OQ4ODnTv3p358+fz5MkTBg0aROPGjXFxcXmlYxdCCCGEEO8HuedZiHeMt7c3Dx8+xNXVlcGDBzNs2DD69eunlK9duxZnZ2dat26Nm5sbT58+ZefOnWrTkfX09AgICKBbt264u7tjYGDADz/8UKT+PT092b59O3v37qVevXrUr1+fr7/+mipVqvyr41q7di3e3t6MHDkSW1tb2rVrx8mTJ5WR5KysLAYPHoydnR0tWrTAxsaGJUuWqLURHBzMsGHDcHZ25o8//uDnn39GS0sLgAkTJlC3bl08PT3x8PDA3NxcSayLSqVSsXXrVkxMTGjUqBHNmzenWrVqRT53QgghhBDi/SWrbQvxDvHw8KB27drMnz//ldsICQnB39+f1NTU1xbX25az2vbdu3cxNjZ+2+G8lKKu3iiEEEIIId4OWW1bCCGEEEIIIYR4TSR5FuIDU7NmTbXHRT3/Wr9+/dsOTwghhBBCiHeSTNsWr82bmi5cnKfw/hdedqr39evXyczMzLOsXLlyGBoavsbo3rzXMfX9dcqZBmThvxENbb032ndScKs32p8QQgghRHFU1Gnbstq2eCWWlpb4+/vj7++vbOvSpQteXl5vLyhRJC+78Fdxu4d68+bNuZ7lLIQQQgghxL8lyfM76vHjx8oqwsWFrq4uurq6bzuMV5aZmfnOJV3F6Tp4V2I1NTV92yEIIYQQQoj3kNzz/I7w8PDAz88Pf39/ypQpg6enJ4cPH8bV1RVtbW3Kly/P2LFjefLkido+Q4YMwd/fHxMTE8qVK8fKlSu5f/8+vXr1wtDQECsrK3bt2qXsk5WVha+vL1WrVkVXVxdbW1sWLFigFouPjw/t2rVjzpw5lC9fntKlSzN48GBlqq+HhwfXr19n+PDhqFQqVCoV8GyE8sVp1D///DP16tVDR0eHMmXK0L59+yKdj4yMDAICArCwsEBbWxsrKytWr16tVic6OhoXFxf09PRo0KABCQkJauVLly6levXqaGlpYWtry7fffqtWrlKpWLp0KZ999hn6+vpMnz49z2MIDw9XjhEgNjaWJk2aYGhoiJGREc7Ozpw6dapIx7Vp0yZq1qyJtrY2lpaWyvObc1haWjJ16lS8vb0xMjJSHlEVGRmJh4cHenp6mJiY4Onpyd27d5X9srOzGTNmDKamppibmxMYGKjWbmpqKn369MHMzAwjIyOaNm1KbGxsoccUERFBr169uHfvnvJd57SdX6wBAQHY2Nigp6dHtWrVmDhxYr7TxJ936dIlVCoVFy9eVNv+9ddfU716deVzUX4unp8RUdi1dP78eVq2bImBgQHlypWjR48e/P3330r5Tz/9hIODA7q6upQuXZrmzZtz//79Qo9HCCGEEEK8XyR5foeEhoaipaVFZGQkgYGBeHl5Ua9ePWJjY1m6dCmrV69m2rRpufYpU6YMUVFRDBkyhIEDB9KpUycaNGjA6dOn+fTTT+nRowcPHjwAniVZlSpV4scffyQuLo5Jkybxv//9j40bN6q1e+jQIRITEzl06BChoaGEhIQQEhICPJsWW6lSJaZMmUJKSgopKSl5Hs+OHTto3749Xl5enDlzhgMHDuDq6lqkc+Ht7c2GDRtYuHAh8fHxLF++HAMDA7U648ePZ+7cuZw6dYoSJUrQu3dvpWzLli0MGzaMkSNHcv78efr370+vXr04dOiQWhuBgYG0b9+ec+fOqe1fkO7du1OpUiVOnjxJdHQ0Y8eOLdKIdXR0NJ07d+aLL77g3LlzBAYGMnHiROW85pgzZw5OTk6cOXOGiRMnEhMTQ7NmzbC3t+f48eMcPXqUNm3akJWVpewTGhqKvr4+J06cYPbs2UyZMoV9+/Yp5Z06deLWrVvs2rWL6Oho6tatS7Nmzbhz506Bx9SgQQPmz5+PkZGR8l2PGjUq31gBDA0NCQkJIS4ujgULFrBy5Uq+/vrrQs+PjY0NLi4uuRYtW79+Pd26dQPgt99+K9LPxfMKupZSU1Np2rQpderU4dSpU+zevZs///yTzp07A5CSkkLXrl3p3bs38fHxRERE0KFDB2SpCCGEEEKID48sGPaO8PDwIC0tjdOnTwPPEsNNmzYRHx+vjHouWbKEgIAA7t27h4aGBh4eHmRlZXHkyBHg2ahyqVKl6NChA+vWrQPgjz/+oHz58hw/fpz69evn2befnx9//PEHP/30E/Bs5DkiIoLExEQ0NTUB6Ny5MxoaGoSFhQF53/P84r2xDRo0oFq1anz33XcvdS4uXbqEra0t+/bto3nz5rnKcxYM279/P82aNQNg586dtGrViocPH6Kjo4O7uzs1a9ZkxYoVyn6dO3fm/v377NixA3g28uzv76+W2OV1f294eDjt27dXEiYjIyMWLVpEz549X+q4unfvzl9//cXevXuVbWPGjGHHjh1cuHABeHZe69Spw5YtW5Q63bp1Izk5maNHj+bZ7ovXAYCrqytNmzYlODiYo0eP0qpVK27duoW2trZSx8rKijFjxtCvX78Cjym/e57zijUvc+bMISwsrEij8/Pnz2fx4sVcuXIF+L9rIT4+nho1ahT55yJnwbDCrqVp06Zx5MgR9uzZo2y7efMmFhYWJCQkkJ6ejrOzM0lJSUW+VzwjI4OMjAzlc1paGhYWFrJgmBBCCCHEO0qe81wMOTs7K+/j4+Nxc3NTmy7s7u5Oeno6N2/eVLY5Ojoq7zU1NSldujQODg7KtnLlygFw69YtZds333yDs7MzZmZmGBgYsGLFCpKTk9ViqVmzppI4A5QvX16tjaLIGTF9WTExMWhqatK4ceMC6z1/7OXLlwf+7zjj4+Nxd/9/7N15WI/Z//jx57to30QUlSxJUYqsDbLMJ1sYM/YZknWaECJ7kW1MIYxZmCmMbRbMDGMfhWxFZcsWydIMYylZkur3h5/7663VHl6P67qvq/d9n3Pu133eZq5enXOf46ZW3s3NjcTERLVzrq6uzxzfyJEjGTBgAK1bt2bWrFkkJSUVq15BMZ05c0ZtFPnpmIrTj0/2Bah/XwkJCWRkZFC2bFm1banOnz+vxP68z5Rf/61ZswY3NzfMzc0xMDBg4sSJef59FaRHjx4kJyezf/9+4NGoc926dalZsyZQ/P8uHivq31JCQgI7d+5U65fH90pKSqJOnTq0atUKR0dHunbtyuLFi9Wmy+dn5syZGBsbK4eVlVWxnl0IIYQQQpRskjyXIPr6+s9c5+npwiqVSu3c4yQjJycHgNWrV+Pv70///v3ZunUr8fHx9OvXjwcPHhTZ7uM2iut5Fw8rbr3CnrO4nu5zDQ2NPFNyn35fNygoiOPHj9O+fXv+/vtvHBwcihx9fZGYitMfhX1fGRkZWFhYEB8fr3acOnWK0aNHA8//TE/Hum/fPnr37k27du3YsGEDcXFxTJgwIc+/r4KYm5vTsmVLVq5cCcDKlSvp3bt3sermp6i+y8jIwNPTM0/fnDlzhmbNmqGpqcm2bdvYtGkTDg4OLFiwADs7O86fP19gm+PGjSMtLU05Ll68+NzxCyGEEEKIkkOS5xLK3t6effv2qSVy0dHRGBoaYmlp+dztRkdH06RJE3x8fHBxcaF69erFHmV8kpaWltpoaX6cnJzYsWPHM7ft6OhITk4OUVFRz1z3MXt7e6Kjo9XORUdH4+DgUGg9MzMzbt++rbYgVHx8fJ5yNWrUYMSIEWzdupUuXboQHh7+3DHVqFFDbZT/ac/bj4/VrVuXf/75h1KlSlG9enW1o1y5ckU+U3G+68f27t1L5cqVmTBhAq6urtja2nLhwoVnird3796sWbOGffv2ce7cOXr06KFce9b/Lor6t1S3bl2OHz+OjY1Nnr55/IcBlUqFm5sbU6ZMIS4uDi0trUL/sKCtrY2RkZHaIYQQQggh3n6SPJdQPj4+XLx4kaFDh3Ly5El+//13AgMDGTlyJBoaz/+12draEhsby5YtWzh9+jSTJk0iJibmmduxsbFh165dXL58WW1l4icFBgayatUqAgMDSUxM5OjRo3z55ZfFartv3754e3uzfv16zp8/T2RkZJ5FzQozevRoIiIi+Oabbzhz5gxz5sxh7dq1aotd5adhw4bo6ekxfvx4kpKSWLlypdqCXvfu3cPX15fIyEguXLhAdHQ0MTEx2NvbFxnTqFGj2LFjB8HBwZw+fZqlS5eycOHCImMaN24cMTEx+Pj4cOTIEU6ePMk333xTYL8/rXXr1jRu3JjOnTuzdetWkpOT2bt3LxMmTCA2NrbIZ7KxsSEjI4MdO3bw33//KYvP5cfW1paUlBRWr15NUlIS8+fPf+ZR+S5dunD79m0+//xzWrRoQcWKFZVrz/rfRVH/lr744gtu3LhBz549iYmJISkpiS1bttCvXz+ys7M5cOAAM2bMIDY2lpSUFNauXcu1a9eK9X0LIYQQQoh3iyTPJVSlSpX466+/OHjwIHXq1GHIkCH079+fiRMnvlC7gwcPpkuXLnTv3p2GDRty/fp1fHx8nrmdqVOnkpycTLVq1TAzM8u3jLu7O7/88gt//PEHzs7OtGzZkoMHDxar/W+++YZPPvkEHx8fatasycCBA59pe6DOnTsTFhZGSEgItWrV4rvvviM8PBx3d/dC65mamvLTTz/x119/4ejoyKpVq9S2fdLU1OT69ev06dOHGjVq0K1bN9q2bcuUKVOKjKlu3br8/PPPrF69mtq1azN58mSmTp2Kl5dXofVq1KjB1q1bSUhIoEGDBjRu3Jjff/+dUqWKt027SqXir7/+olmzZvTr148aNWrQo0cPLly4QIUKFYp8piZNmjBkyBC6d++OmZkZs2fPLvBeHTt2ZMSIEfj6+uLs7MzevXuVVbiLy9DQEE9PTxISEvJM2X6e/y4K+7dUsWJFoqOjyc7O5n//+x+Ojo74+flhYmKChoYGRkZG7Nq1i3bt2lGjRg0mTpxIaGgobdu2faZnEkIIIYQQbz9ZbVsIIV6h4q7eKIQQQggh3gxZbVsIIYQQQgghhHhJJHkWr93u3bvVtgZ6+nhbtW3btsBnmjFjxpsOr0SoVatWgX20YsWKNx2eEEIIIYQQBZJp2+K1u3fvHpcvXy7wevXq1V9jNC/P5cuXuXfvXr7XTE1NMTU1fc0RlTwXLlzIs/XXYxUqVMDQ0PA1R6TOy8uLW7dusX79+pfW5uNpQFZ+P6OhrffS2i1K8qz2r+1eQgghhBBvs+JO2y7eikNCvES6urpvbYJcmEqVKr3pEEq8ypUrv+kQhBBCCCGEeC4ybVsIIYQQQgghhCiCJM9CiLeSu7s7Q4cOxc/PjzJlylChQgUWL17MnTt36NevH4aGhlSvXp1NmzYBkJ2dTf/+/alSpQq6urrY2dkRFhZW6D1ycnKYOXOmUqdOnTr8+uuvr+PxhBBCCCFECSPJsxDirbV06VLKlSvHwYMHGTp0KJ9//jldu3alSZMmHD58mP/973989tln3L17l5ycHCwtLfnll184ceIEkydPZvz48fz8888Ftj9z5kyWLVvGt99+y/HjxxkxYgSffvopUVFRr/EphRBCCCFESSALhgkh3kru7u5kZ2eze/du4NHIsrGxMV26dGHZsmUA/PPPP1hYWLBv3z4aNWqUpw1fX1/++ecfZTT5yQXDMjMzMTU1Zfv27TRu3FipM2DAAO7evcvKlSvzjSszM5PMzEzlc3p6OlZWVrJgmBBCCCFECSULhgkh3nlOTk7Kz5qampQtWxZHR0flXIUKFQC4evUqAF9//TU//vgjKSkp3Lt3jwcPHuDs7Jxv22fPnuXu3bt8+OGHaucfPHiAi4tLgTHNnDmTKVOmPO8jCSGEEEKIEkqSZyHEW6t06dJqn1Uqldo5lUoFPHp3efXq1fj7+xMaGkrjxo0xNDTkq6++4sCBA/m2nZGRAcDGjRvzrKSura1dYEzjxo1j5MiRyufHI89CCCGEEOLtJsmzEOK9EB0dTZMmTfDx8VHOJSUlFVjewcEBbW1tUlJSaN68ebHvo62tXWhyLYQQQggh3k6SPAsh3gu2trYsW7aMLVu2UKVKFZYvX05MTAxVqlTJt7yhoSH+/v6MGDGCnJwcPvjgA9LS0oiOjsbIyIi+ffu+5icQQgghhBBvkiTPQoj3wuDBg4mLi6N79+6oVCp69uyJj4+PspVVfoKDgzEzM2PmzJmcO3cOExMT6taty/jx419j5EIIIYQQoiSQ1baFEOIVKu7qjUIIIYQQ4s0o7u9rss+zEEIIIYQQQghRBEmehRBCCCGEEEKIIsg7z0II8RrUDtyChrbea7tf8qz2r+1eQgghhBDvAxl5FuIFJCcno1KpiI+Pf9OhlAiRkZGoVCpu3br1pkMRQgghhBDipZLkWQjxTpEEXgghhBBCvAqSPIv31oMHD950CG9Ebm4uDx8+fNNhlHjST0IIIYQQ4kmSPIv3hru7O76+vvj5+VGuXDk8PDwAiIqKokGDBmhra2NhYcHYsWPVkqacnBxmz55N9erV0dbWxtramunTp+d7j+zsbLy9valZsyYpKSlFxnTr1i0GDBiAmZkZRkZGtGzZkoSEBOV6UFAQzs7OLF++HBsbG4yNjenRowe3b99Wi2/mzJlUqVIFXV1d6tSpw6+//qpcfzwSu2nTJurVq4e2tjZ79uzh9u3b9O7dG319fSwsLJg7dy7u7u74+fkBMHXqVGrXrp0nZmdnZyZNmlToc0VHR+Pk5ISOjg6NGjXi2LFjatd/++03atWqhba2NjY2NoSGhqpdv3nzJn369KFMmTLo6enRtm1bzpw5o1y/cOECnp6elClTBn19fWrVqsVff/1FcnIyLVq0AKBMmTKoVCq8vLxeqJ8SEhJo0aIFhoaGGBkZUa9ePWJjYwt9fiGEEEII8e6R5Fm8V5YuXYqWlhbR0dF8++23XL58mXbt2lG/fn0SEhL45ptv+OGHH5g2bZpSZ9y4ccyaNYtJkyZx4sQJVq5cSYUKFfK0nZmZSdeuXYmPj2f37t1YW1sXGU/Xrl25evUqmzZt4tChQ9StW5dWrVpx48YNpUxSUhLr169nw4YNbNiwgaioKGbNmqVcnzlzJsuWLePbb7/l+PHjjBgxgk8//ZSoqCi1e40dO5ZZs2aRmJiIk5MTI0eOJDo6mj/++INt27axe/duDh8+rJT39vYmMTGRmJgY5VxcXBxHjhyhX79+hT7X6NGjCQ0NJSYmBjMzMzw9PcnKygLg0KFDdOvWjR49enD06FGCgoKYNGkSERERSn0vLy9iY2P5448/2LdvH7m5ubRr105p44svviAzM5Ndu3Zx9OhRvvzySwwMDLCysuK3334D4NSpU6SmphIWFvZC/dS7d28sLS2JiYnh0KFDjB07ltKlSxf47JmZmaSnp6sdQgghhBDi7afKzc3NfdNBCPE6uLu7k56erpYgTpgwgd9++43ExERUKhUAixYtIiAggLS0NO7cuYOZmRkLFy5kwIABedpMTk6mSpUq7N69m6CgIDIzM9mwYQPGxsZFxrNnzx7at2/P1atX0dbWVs5Xr16dMWPGMGjQIIKCgvjqq6/4559/MDQ0BGDMmDHs2rWL/fv3k5mZiampKdu3b6dx48ZKGwMGDODu3busXLmSyMhIWrRowfr16+nUqRMAt2/fpmzZsqxcuZJPPvkEgLS0NCpWrMjAgQOZN28eAO3atcPGxoZFixYBMGzYMI4ePcrOnTvzfabH91q9ejXdu3cH4MaNG1haWhIREUG3bt3o3bs3165dY+vWrUq9MWPGsHHjRo4fP86ZM2eoUaMG0dHRNGnSBIDr169jZWXF0qVL6dq1K05OTnz88ccEBgYWGMPNmzcxMTEBeO5+AjAyMmLBggX07du3yO8UHs0WmDJlSp7zVn4/y2rbQgghhBAlUHp6OsbGxqSlpWFkZFRgORl5Fu+VevXqqX1OTEykcePGSuIM4ObmRkZGBpcuXSIxMZHMzExatWpVaLs9e/bkzp07bN26tViJM0BCQgIZGRmULVsWAwMD5Th//jxJSUlKORsbGyVxBrCwsODq1asAnD17lrt37/Lhhx+qtbFs2TK1NgBcXV2Vn8+dO0dWVhYNGjRQzhkbG2NnZ6dWZ+DAgaxatYr79+/z4MEDVq5cibe3d5HP9mSCampqip2dHYmJicCjPndzc1Mr7+bmxpkzZ8jOziYxMZFSpUrRsGFD5XrZsmXV2hg2bBjTpk3Dzc2NwMBAjhw5Umg8z9tPACNHjmTAgAG0bt2aWbNm5Sn/tHHjxpGWlqYcFy9eLLS8EEIIIYR4O8g+z+K9oq+v/0zldXV1i1WuXbt2/PTTT+zbt4+WLVsWq05GRgYWFhZERkbmufZ4xBTIM0VYpVKRk5OjtAGwceNGKlWqpFbuydFsePZnB/D09ERbW5t169ahpaVFVlaWMlL9Jg0YMAAPDw82btzI1q1bmTlzJqGhoQwdOjTf8i/ST0FBQfTq1YuNGzeyadMmAgMDWb16NR999FG+99LW1s7TphBCCCGEePvJyLN4r9nb2yvv1D4WHR2NoaEhlpaW2Nraoqury44dOwpt5/PPP2fWrFl07Ngxzzu0Balbty7//PMPpUqVonr16mpHuXLlitWGg4MD2trapKSk5GnDysqqwHpVq1aldOnSau8zp6Wlcfr0abVypUqVom/fvoSHhxMeHk6PHj2K9QeF/fv3Kz/fvHmT06dPY29vDzzq8+joaLXy0dHR1KhRA01NTezt7Xn48CEHDhxQrl+/fp1Tp07h4OCgnLOysmLIkCGsXbuWUaNGsXjxYgC0tLSAR4u3vWg/PVajRg1GjBjB1q1b6dKlC+Hh4UXWEUIIIYQQ7xYZeRbvNR8fH+bNm8fQoUPx9fXl1KlTBAYGMnLkSDQ0NNDR0SEgIIAxY8agpaWFm5sb165d4/jx4/Tv31+traFDh5KdnU2HDh3YtGkTH3zwQaH3bt26NY0bN6Zz587Mnj2bGjVqcOXKFTZu3MhHH32UZ/pwfgwNDfH392fEiBHk5OTwwQcfkJaWRnR0NEZGRgW+p2toaEjfvn0ZPXo0pqamlC9fnsDAQDQ0NNSmsMOjUd7Hie/TSW9Bpk6dStmyZalQoQITJkygXLlydO7cGYBRo0ZRv359goOD6d69O/v27WPhwoXKe9W2trZ06tSJgQMH8t1332FoaMjYsWOpVKmS8i6yn58fbdu2pUaNGty8eZOdO3cqMVauXBmVSsWGDRto164durq6z91P9+7dY/To0XzyySdUqVKFS5cuERMTw8cff1ysfhBCCCGEEO+QXCHeE82bN88dPnx4nvORkZG59evXz9XS0so1NzfPDQgIyM3KylKuZ2dn506bNi23cuXKuaVLl861trbOnTFjRm5ubm7u+fPnc4HcuLg4pXxoaGiuoaFhbnR0dJExpaen5w4dOjS3YsWKuaVLl861srLK7d27d25KSkpubm5ubmBgYG6dOnXU6sydOze3cuXKyuecnJzcefPm5drZ2eWWLl0618zMLNfDwyM3KioqNzc3N3fnzp25QO7Nmzfz3LtXr165enp6uebm5rlz5szJbdCgQe7YsWPzxNm0adPcWrVqFfk8j+/1559/5taqVStXS0srt0GDBrkJCQlq5X799ddcBwcHpT+/+uortes3btzI/eyzz3KNjY1zdXV1cz08PHJPnz6tXPf19c2tVq1arra2dq6ZmVnuZ599lvvff/8p16dOnZprbm6eq1Kpcvv27fvc/ZSZmZnbo0ePXCsrq1wtLa3cihUr5vr6+ubeu3evyL54LC0tLRfITUtLK3YdIYQQQgjx+hT39zVZbVsIAcCdO3eoVKkSoaGhaqPqubm52Nra4uPjw8iRI99ghG+n4q7eKIQQQggh3ozi/r4m07aFeE/FxcVx8uRJGjRoQFpaGlOnTgVQ26bp2rVrrF69mn/++afIvZ2FEEIIIYR4l0nyLMQrsmLFCgYPHpzvtcqVK3P8+PHXHFFeISEhnDp1Ci0tLerVq8fu3bvVFisrX7485cqV4/vvv6dMmTJvMNK3X+3ALbLPsxBCCCHEW0ySZyFekY4dO6rtVfykp7efehNcXFw4dOhQoWVe1VsdycnJVKlShbi4OJydnV/JPV4GLy8vbt26xfr16990KEIIIYQQ4g2T5FmIV8TQ0BBDQ8M3HYYQQgghhBDiJZB9noUQz+zBgwdvOgQhhBBCCCFeK0mehRBFcnd3x9fXFz8/P8qVK4eHhwdRUVE0aNAAbW1tLCwsGDt2LA8fPlTq5OTkMHv2bKpXr462tjbW1tZMnz493/azs7Px9vamZs2apKSkFBmPSqXim2++oW3btujq6lK1alV+/fVX5XpkZCQqlYpbt24p5+Lj41GpVCQnJwMQERGBiYkJW7Zswd7eHgMDA9q0aUNqamqB942JicHMzIwvv/yyyBiFEEIIIcS7RZJnIUSxLF26FC0tLaKjowkKCqJdu3bUr1+fhIQEvvnmG3744QemTZumlB83bhyzZs1i0qRJnDhxgpUrV1KhQoU87WZmZtK1a1fi4+PZvXs31tbWxYpn0qRJfPzxxyQkJNC7d2969OhBYmLiMz3T3bt3CQkJYfny5ezatYuUlBT8/f3zLfv333/z4YcfMn36dAICAgpsMzMzk/T0dLVDCCGEEEK8/eSdZyFEsdja2jJ79mwAli1bhpWVFQsXLkSlUlGzZk2uXLlCQEAAkydP5s6dO4SFhbFw4UL69u0LQLVq1fjggw/U2szIyKB9+/ZkZmayc+dOjI2Nix1P165dGTBgAADBwcFs27aNBQsWsGjRomK3kZWVxbfffku1atUA8PX1VbbsetK6devo06cPS5YsoXv37oW2OXPmTKZMmVLsGIQQQgghxNtBRp6FEMVSr1495efExEQaN26MSqVSzrm5uZGRkcGlS5dITEwkMzOTVq1aFdpmz549uXPnDlu3bn2mxBmgcePGeT4/68iznp6ekjgDWFhYcPXqVbUyBw4coGvXrixfvrzIxBkejbinpaUpx8WLF58pJiGEEEIIUTJJ8iyEKBZ9ff1il9XV1S1WuXbt2nHkyBH27dv3vGHlS0Pj0f/antxqKysrK0+5p7cMU6lUebbnqlatGjVr1uTHH3/Mt42naWtrY2RkpHYIIYQQQoi3nyTPQohnZm9vz759+9QSzejoaAwNDbG0tMTW1hZdXV127NhRaDuff/45s2bNomPHjkRFRT1TDPv378/z2d7eHgAzMzMAtcW/4uPjn6n9x8qVK8fff//N2bNn6datW7ESaCGEEEII8e6R5FkI8cx8fHy4ePEiQ4cO5eTJk/z+++8EBgYycuRINDQ00NHRISAggDFjxrBs2TKSkpLYv38/P/zwQ562hg4dyrRp0+jQoQN79uwpdgy//PILP/74I6dPnyYwMJCDBw/i6+sLQPXq1bGysiIoKIgzZ86wceNGQkNDn/t5y5cvz99//83Jkyfp2bOn2qriQgghhBDi/SALhgkhnlmlSpX466+/GD16NHXq1MHU1JT+/fszceJEpcykSZMoVaoUkydP5sqVK1hYWDBkyJB82/Pz8yMnJ4d27dqxefNmmjRpUmQMU6ZMYfXq1fj4+GBhYcGqVatwcHAAHk3HXrVqFZ9//jlOTk7Ur1+fadOm0bVr1+d+ZnNzc/7++2/c3d3p3bs3K1euRFNTs9j1j03xkCncQgghhBBvMVXu0y/4CSFECadSqVi3bh2dO3d+06EUKT09HWNjY9LS0iR5FkIIIYQogYr7+5pM2xZCCCGEEEIIIYog07aFECXKihUrGDx4cL7XKleuzPHjx19zRC9H7cAtaGjrvZZ7Jc9q/1ruI4QQQgjxPpHkWbw33N3dcXZ2Zt68eSWinXdVREQEfn5+3Lp167nqd+zYkYYNG+Z77fHWUvK2iRBCCCGEeN0keRaiAJGRkbRo0YKbN29iYmKinF+7dm2e/YHFy2NoaIihoeELtfGiCbwQQgghhBBPk+RZiGdkamr6pkN4YdnZ2ahUKjQ0ZNmDwkg/CSGEEEKIx+Q3QvHeWr58Oa6urhgaGmJubk6vXr24evUqAMnJybRo0QKAMmXKoFKp8PLyAh5N2/bz81PasbGxYcaMGXh7e2NoaIi1tTXff/99seO4ePEi3bp1w8TEBFNTUzp16kRycrJy3cvLi86dOxMSEoKFhQVly5bliy++ICsrSymTmZmJv78/lSpVQl9fn4YNGxIZGalcj4iIwMTEhD/++AMHBwe0tbVJSUkhNTWV9u3bo6urS5UqVVi5ciU2NjbKlHRvb286dOigFm9WVhbly5fPd8/mJ61fvx5bW1t0dHTw8PDg4sWLate/+eYbqlWrhpaWFnZ2dixfvlztekpKCp06dcLAwAAjIyO6devGv//+q1xPSEigRYsWGBoaYmRkRL169YiNjSUyMpJ+/fqRlpaGSqVCpVIRFBT0Qv0UGRlJgwYN0NfXx8TEBDc3Ny5cuFDo8wshhBBCiHeLJM/ivZWVlUVwcDAJCQmsX7+e5ORkJUG2srLit99+A+DUqVOkpqYSFhZWYFuhoaG4uroSFxeHj48Pn3/+OadOnSpWDB4eHhgaGrJ7926io6MxMDCgTZs2PHjwQCm3c+dOkpKS2LlzJ0uXLiUiIoKIiAjluq+vL/v27WP16tUcOXKErl270qZNG86cOaOUuXv3Ll9++SVLlizh+PHjlC9fnj59+nDlyhUiIyP57bff+P7775U/IAAMGDCAzZs3k5qaqpzbsGEDd+/epXv37gU+1927d5k+fTrLli0jOjqaW7du0aNHD+X6unXrGD58OKNGjeLYsWMMHjyYfv36sXPnTgBycnLo1KkTN27cICoqim3btnHu3Dm1e/bu3RtLS0tiYmI4dOgQY8eOpXTp0jRp0oR58+ZhZGREamoqqamp+Pv7P3c/mZqa0rlzZ5o3b86RI0fYt28fgwYNQqVS5fvsmZmZpKenqx1CCCGEEOLtJ9O2xXvL29tb+blq1arMnz+f+vXrk5GRgYGBgTI9u3z58mrvPOenXbt2+Pj4ABAQEMDcuXPZuXMndnZ2hdZbs2YNOTk5LFmyREnGwsPDMTExITIykv/973/Ao9HvhQsXoqmpSc2aNWnfvj07duxg4MCBpKSkEB4eTkpKChUrVgTA39+fzZs3Ex4ezowZM4BHifqiRYuoU6cOACdPnmT79u3ExMTg6uoKwJIlS7C1tVXia9KkiTIqPGbMGCW+rl27YmBgUOBzZWVlsXDhQmXhr6VLl2Jvb8/Bgwdp0KABISEheHl5KX02cuRI9u/fT0hICC1atGDHjh0cPXqU8+fPY2VlBcCyZcuoVasWMTEx1K9fn5SUFEaPHk3NmjUB1OI2NjZGpVJhbm6unHvefrpx4wZpaWl06NCBatWqAWBvb1/gs8+cOZMpU6YUeF0IIYQQQrydZORZvLcOHTqEp6cn1tbWGBoa0rx5c+BRkvWsnJyclJ8fJ21PjuAWJCEhgbNnz2JoaIiBgYGStN+/f5+kpCSlXK1atdDU1FQ+W1hYKO0fPXqU7OxsatSoobRhYGBAVFSUWhtaWlpqcZ46dYpSpUpRt25d5Vz16tUpU6aMWowDBgwgPDwcgH///ZdNmzap/eEhP6VKlaJ+/frK55o1a2JiYkJiYiIAiYmJuLm5qdVxc3NTu25lZaUkzgAODg5qbYwcOZIBAwbQunVrZs2apfas+XnefjI1NcXLywsPDw88PT0JCwtTG4l/2rhx40hLS1OOp6erCyGEEEKIt5OMPIv30p07d/Dw8MDDw4MVK1ZgZmZGSkoKHh4eatOli+vp1bdVKhU5OTlF1svIyKBevXqsWLEizzUzM7NitZ+RkYGmpiaHDh1SS7ABtdFhXV3dAqcaF6ZPnz6MHTuWffv2sXfvXqpUqULTpk2fuZ2XLSgoiF69erFx40Y2bdpEYGAgq1ev5qOPPsq3/Iv0U3h4OMOGDWPz5s2sWbOGiRMnsm3bNho1apTnPtra2mhra7+EJxRCCCGEECWJJM/ivXTy5EmuX7/OrFmzlNHN2NhYtTJaWlrAoxWXX5W6deuyZs0aypcvj5GR0XO14eLiQnZ2NlevXn2mpNbOzo6HDx8SFxdHvXr1ADh79iw3b95UK1e2bFk6d+5MeHg4+/bto1+/fkW2/fDhQ2JjY2nQoAHwaJT71q1bynRne3t7oqOj6du3r1InOjoaBwcH5frFixe5ePGi8v2cOHGCW7duKWUAatSoQY0aNRgxYgQ9e/YkPDycjz76CC0trTzf2/P205P1XVxcGDduHI0bN2blypX5Js9CCCGEEOLdJNO2xXvJ2toaLS0tFixYwLlz5/jjjz8IDg5WK1O5cmVUKhUbNmzg2rVrZGRkvPQ4evfuTbly5ejUqRO7d+/m/PnzREZGMmzYMC5dulSsNmrUqEHv3r3p06cPa9eu5fz58xw8eJCZM2eycePGAuvVrFmT1q1bM2jQIA4ePEhcXByDBg3Kd+R1wIABLF26lMTERLWEtyClS5dm6NChHDhwgEOHDuHl5UWjRo2UZHr06NFERETwzTffcObMGebMmcPatWuVhb1at26No6MjvXv35vDhwxw8eJA+ffrQvHlzXF1duXfvHr6+vkRGRnLhwgWio6OJiYlRknMbGxsyMjLYsWMH//33H3fv3n3ufjp//jzjxo1j3759XLhwga1bt3LmzJlC33sWQgghhBDvHhl5Fu8lMzMzIiIiGD9+PPPnz6du3bqEhITQsWNHpUylSpWYMmUKY8eOpV+/fvTp00dtheuXQU9Pj127dhEQEECXLl24ffs2lSpVolWrVs80Eh0eHs60adMYNWoUly9fply5cjRq1CjPNlNPW7ZsGf3796dZs2aYm5szc+ZMjh8/jo6Ojlq51q1bY2FhQa1atZTFtop6roCAAHr16sXly5dp2rSp2tZWnTt3JiwsjJCQEIYPH06VKlUIDw/H3d0deDQt/ffff2fo0KE0a9YMDQ0N2rRpw4IFCwDQ1NTk+vXr9OnTh3///Zdy5crRpUsXZaGuJk2aMGTIELp3787169cJDAwkKCjoufpJT0+PkydPsnTpUq5fv46FhQVffPEFgwcPLrIfnnRsisdzzy4QQgghhBBvnio3Nzf3TQchhCgZLl26hJWVFdu3b6dVq1bK+YyMDCpVqkR4eDhdunR5gxG+fdLT0zE2NiYtLU2SZyGEEEKIEqi4v6/JyLMQ77G///6bjIwMHB0dSU1NZcyYMdjY2NCsWTPg0X7L//33H6GhoZiYmKiNzAshhBBCCPE+keRZiFdoxowZyv7BT2vatCmbNm16zRGpy8rKYvz48Zw7dw5DQ0OaNGnCihUrlNW9U1JSqFKlCpaWlkRERFCqlPwv43nVDtyChrbeK71H8qz2r7R9IYQQQoj3mfwmLEQB3N3dcXZ2Zt68ec/dxpAhQ/j999+xt7dn4sSJatd0dXWfuT0vLy9u3brF+vXrnzump9vx8PAo8FltbGyQNzuEEEIIIYSQ5FmIAq1du1Ztf2UbGxv8/Pzw8/Mrdhumpqbo6upiYmJC9erVXzimsLAwtWT2ZST4kPdZhRBCCCGEEOokeRaiAKampm86hDyMjY1fSbtv6lmzsrLeSNL+4MEDZR9vIYQQQgghikP2eRaiAO7u7soos7u7OxcuXGDEiBGoVCplH+Tr16/Ts2dPKlWqhJ6eHo6OjqxatarANqdOnUrt2rXznHd2dmbSpElFxuTl5UXnzp2Vn6OioggLC1NiSk5OJjs7m/79+1OlShV0dXWxs7MjLCys2M8KsHz5clxdXTE0NMTc3JxevXpx9epV5XpkZCQqlYodO3bg6uqKnp4eTZo04dSpUwXeIzk5GZVKxZo1a2jevDk6OjqsWLGiWH3o7u6Or68vvr6+GBsbU65cOSZNmlTsKeU2NjYEBwfTp08fjIyMGDRoEAABAQHUqFEDPT09qlatyqRJk8jKylLqBQUF4ezszHfffYeVlRV6enp069aNtLS0Yt1XCCGEEEK8OyR5FqIY1q5di6WlJVOnTiU1NZXU1FQA7t+/T7169di4cSPHjh1j0KBBfPbZZxw8eDDfdry9vUlMTCQmJkY5FxcXx5EjR+jXr98zxRQWFkbjxo0ZOHCgEpOVlRU5OTlYWlryyy+/cOLECSZPnsz48eP5+eefi912VlYWwcHBJCQksH79epKTk/Hy8spTbsKECYSGhhIbG0upUqXw9vYusu2xY8cyfPhwEhMT8fDwKHYfLl26lFKlSnHw4EHCwsKYM2cOS5YsKfYzhYSEUKdOHeLi4pQ/VBgaGhIREcGJEycICwtj8eLFzJ07V63e2bNn+fnnn/nzzz/ZvHkzcXFx+Pj4FHifzMxM0tPT1Q4hhBBCCPH2k2nbQhSDqakpmpqaykjsY5UqVcLf31/5PHToULZs2cLPP/9MgwYN8rRjaWmJh4cH4eHh1K9fH4Dw8HCaN29O1apVnykmY2NjtLS00NPTU4tJU1OTKVOmKJ+rVKnCvn37+Pnnn+nWrVux2n4yCa5atSrz58+nfv36ZGRkYGBgoFybPn06zZs3Bx4lxe3bt+f+/fvo6OgU2Lafn1+evaKL04dWVlbMnTsXlUqFnZ0dR48eZe7cuQwcOLBYz9SyZUtGjRqldu7JRdxsbGzw9/dn9erVjBkzRjl///59li1bRqVKlQBYsGAB7du3JzQ0VK3fH5s5c6Za/wshhBBCiHeDjDwL8QKys7MJDg7G0dERU1NTDAwM2LJlCykpKQXWGThwIKtWreL+/fs8ePCAlStXFmvE9ll8/fXX1KtXDzMzMwwMDPj+++8Ljelphw4dwtPTE2trawwNDZUE+ek2nJyclJ8tLCwA1KZ358fV1VXtc3H7sFGjRsp0eYDGjRtz5swZsrOzi/VMT98XYM2aNbi5uWFubo6BgQETJ07Mc19ra2slcX5835ycnAKnqI8bN460tDTluHjxYrHiE0IIIYQQJZskz0K8gK+++oqwsDACAgLYuXMn8fHxeHh48ODBgwLreHp6oq2tzbp16/jzzz/Jysrik08+eWkxrV69Gn9/f/r378/WrVuJj4+nX79+hcb0pDt37uDh4YGRkRErVqwgJiaGdevWAeRp48nFvh4ntjk5OYW2r6+vr/b5efrweTx933379tG7d2/atWvHhg0biIuLY8KECS98X21tbYyMjNQOIYQQQgjx9pNp20IUk5aWVp5RzujoaDp16sSnn34KPEocT58+jYODQ4HtlCpVir59+xIeHo6WlhY9evR4rj2fC4upSZMmau/lJiUlFbvNkydPcv36dWbNmoWVlRUAsbGxzxVfcRS3Dw8cOKD2ef/+/dja2qKpqflc9927dy+VK1dmwoQJyrkLFy7kKZeSksKVK1eoWLGicl8NDQ3s7Oye675CCCGEEOLtJCPPQhSTjY0Nu3bt4vLly/z3338A2Nrasm3bNvbu3UtiYiKDBw/m33//LbKtAQMG8Pfff7N58+YXmrJtY2PDgQMHSE5O5r///iMnJwdbW1tiY2PZsmULp0+fZtKkSWoLlBXF2toaLS0tFixYwLlz5/jjjz8IDg5+7hiLUtw+TElJYeTIkZw6dYpVq1axYMEChg8f/kL3TUlJYfXq1SQlJTF//nxlhP1JOjo69O3bl4SEBHbv3s2wYcPo1q1bvu87CyGEEEKId5eMPAtRTFOnTmXw4MFUq1aNzMxMcnNzmThxIufOncPDwwM9PT0GDRpE586di9zKyNbWliZNmnDjxg0aNmz43DH5+/vTt29fHBwcuHfvHufPn2fw4MHExcXRvXt3VCoVPXv2xMfHh02bNhWrTTMzMyIiIhg/fjzz58+nbt26hISE0LFjx+eOszDF7cM+ffpw7949GjRogKamJsOHD1e2nHoeHTt2ZMSIEfj6+pKZmUn79u2ZNGkSQUFBauWqV69Oly5daNeuHTdu3KBDhw4sWrTome93bIqHTOEWQgghhHiLqXKLu1GqEOKlyc3NxdbWFh8fH0aOHPmmwynx3N3dcXZ2Zt68ea/1vkFBQaxfv574+PjnbiM9PR1jY2PS0tIkeRZCCCGEKIGK+/uajDwL8Zpdu3aN1atX888//zzz3s5CCCGEEEKIN0OSZyFes/Lly1OuXDm+//57ypQpo3btyT2Un7Zp0yaaNm36qsN76+zevZu2bdsWeD0jI+M1RlOw2oFb0NDWe6X3SJ7V/pW2L4QQQgjxPpNp20K8QjY2Nvj5+eHn51es8mfPns1zbv78+Wzbto3Dhw+jq6uLl5cXt27dYv369S832FcoOTmZKlWqEBcXh7Ozc6FlIyMjadGiBTdv3sTExKTItu/du8fly5fznB8zZgzp6els374deHNTvx9PA7Ly+1mSZyGEEEKIEkimbQvxjJ410X0Vqlevnuecqakp2traz72d1dumSZMmpKamYmxsXKzyurq6+fabkZGR2p7Ta9euVduXWgghhBBCiGchybMQokTR0tJ6JdtAmZqavvQ2hRBCCCHE+0P2eRYvJCcnh9mzZ1O9enW0tbWxtrZm+vTpABw9epSWLVuiq6tL2bJlGTRokNr7p15eXnTu3JkZM2ZQoUIFTExMmDp1Kg8fPmT06NGYmppiaWlJeHi4Uic5ORmVSsXPP/9M06ZN0dXVpX79+pw+fZqYmBhcXV0xMDCgbdu2XLt2Tann7u6eZ0S5c+fOeHl5KdcvXLjAiBEjUKlUqFQqpdyePXuUe1lZWTFs2DDu3LlT7D66ffs2PXv2RF9fn0qVKvH111+rXU9JSaFTp04YGBhgZGREt27dirVXNMCyZcsoW7YsmZmZeZ7ts88+Iy0tDU1NTWJjY4FH35epqSmNGjVSyv70009YWVkpn4v63nJycpg6dSqWlpZoa2vj7OzM5s2b1e5/8OBBXFxc0NHRwdXVlbi4uOJ1Fo+mbatUKm7dugVAREQEJiYmbNmyBXt7ewwMDGjTpg2pqalKnezsbEaOHImJiQlly5ZlzJgxPP1GytP/BpYvX46rqyuGhoaYm5vTq1cvrl69mieOHTt24Orqip6eHk2aNOHUqVPFfhYhhBBCCPHukORZvJBx48Yxa9YsJk2axIkTJ1i5ciUVKlTgzp07eHh4UKZMGWJiYvjll1/Yvn07vr6+avX//vtvrly5wq5du5gzZw6BgYF06NCBMmXKcODAAYYMGcLgwYO5dOmSWr3AwEAmTpzI4cOHKVWqFL169WLMmDGEhYWxe/duzp49y+TJk4v9HGvXrsXS0pKpU6eSmpqqJGZJSUm0adOGjz/+mCNHjrBmzRr27NmT5zkK89VXX1GnTh3i4uIYO3Ysw4cPZ9u2bcCjRLRTp07cuHGDqKgotm3bxrlz5+jevXux2u7atSvZ2dn88ccfyrmrV6+yceNGvL29MTY2xtnZmcjISOBRYqxSqYiLi1MS4qioKJo3bw5QrO8tLCyM0NBQQkJCOHLkCB4eHnTs2JEzZ84Ajxbo6tChAw4ODhw6dIigoCD8/f2L3V/5uXv3LiEhISxfvpxdu3aRkpKi1mZoaCgRERH8+OOP7Nmzhxs3brBu3bpC28zKyiI4OJiEhATWr19PcnKy8seUJ02YMIHQ0FBiY2MpVaoU3t7ehbabmZlJenq62iGEEEIIId5+kjyL53b79m3CwsKYPXs2ffv2pVq1anzwwQcMGDCAlStXcv/+fZYtW0bt2rVp2bIlCxcuZPny5WqjqqampsyfPx87Ozu8vb2xs7Pj7t27jB8/HltbW8aNG4eWlhZ79uxRu7e/vz8eHh7Y29szfPhwDh06xKRJk3Bzc8PFxYX+/fuzc+fOYj+Lqakpmpqayijk42nDM2fOpHfv3vj5+WFra0uTJk2YP38+y5Yt4/79+8Vq283NjbFjx1KjRg2GDh3KJ598wty5cwHYsWMHR48eZeXKldSrV4+GDRuybNkyoqKiiImJKbJtXV1devXqpTY6/9NPP2FtbY27uzvwaMT1cfIcGRnJhx9+iL29vdKnkZGRSvJcnO8tJCSEgIAAevTogZ2dHV9++aXaQlwrV64kJyeHH374gVq1atGhQwdGjx5drL4qSFZWFt9++y2urq7UrVsXX19fduzYoVyfN28e48aNo0uXLtjb2/Ptt98W+c60t7c3bdu2pWrVqjRq1Ij58+ezadOmPKtzT58+nebNm+Pg4MDYsWPZu3dvod/9zJkzMTY2Vo4nR/WFEEIIIcTbS5Jn8dwSExPJzMykVatW+V6rU6cO+vr6yjk3NzdycnLUpr3WqlULDY3/+2dYoUIFHB0dlc+ampqULVtWbTotgJOTk1odQK1ehQoV8tR5HgkJCURERGBgYKAcHh4e5OTkcP78+WK10bhx4zyfExMTgUf9ZGVlpZZgOTg4YGJiopQpysCBA9m6dauy4nRERAReXl7K1PPmzZuzZ88esrOziYqKwt3dXUmor1y5wtmzZ5VEu6jvLT09nStXruDm5qYWg5ubm9ozOTk5oaOjU2AfPCs9PT2qVaumfLawsFC+37S0NFJTU2nYsKFyvVSpUri6uhba5qFDh/D09MTa2hpDQ0PlDwgpKSlq5Z78t2ZhYQFQ6L+tcePGkZaWphwXL14s5lMKIYQQQoiSTBYME8/tZaz+/PTqxyqVKt9zT66a/HS9x0ni0+eerKOhoZHnHdisrKwi48vIyGDw4MEMGzYszzVra+si678OLi4u1KlTh2XLlvG///2P48ePs3HjRuV6s2bNuH37NocPH2bXrl3MmDEDc3NzZs2aRZ06dahYsSK2trZv8AmKlt+/iRfZZe/x9HQPDw9WrFiBmZkZKSkpeHh48ODBgwLv/fjf2tP/Hp+kra2Ntrb2c8cmhBBCCCFKJhl5Fs/N1tYWXV1dtemzj9nb25OQkKC2sFZ0dDQaGhrY2dm9zjABMDMzy7PA1LFjx9TKaGlpkZ2drXaubt26nDhxgurVq+c5tLS0inXv/fv35/lsb28PPOqnixcvqo1Onjhxglu3buHg4FDs5xswYAARERGEh4fTunVrtZFsExMTnJycWLhwIaVLl6ZmzZo0a9aMuLg4NmzYoIy4Po6nsO/NyMiIihUrEh0drXb/6OhoJV57e3uOHDmiNrX56T54mYyNjbGwsODAgQPKuYcPH3Lo0KEC65w8eZLr168za9YsmjZtSs2aNV/KTAUhhBBCCPHukuRZPDcdHR0CAgIYM2YMy5YtIykpif379/PDDz/Qu3dvdHR06Nu3L8eOHWPnzp0MHTqUzz77TJlm/Tq1bNmSjRs3snHjRk6ePMnnn3+urOb8mI2NDbt27eLy5cv8999/AAQEBLB37158fX2Jj4/nzJkz/P7778+0YFh0dDSzZ8/m9OnTfP311/zyyy8MHz4cgNatW+Po6Ejv3r05fPgwBw8epE+fPjRv3rzIacdP6tWrF5cuXWLx4sX5Lmjl7u7OihUrlETZ1NQUe3t71qxZo5Y8F+d7Gz16NF9++SVr1qzh1KlTjB07lvj4eOWZevXqhUqlYuDAgZw4cYK//vqLkJCQYj/L8xg+fDizZs1i/fr1nDx5Eh8fnzzf75Osra3R0tJiwYIFnDt3jj/++IPg4OBXGqMQQgghhHi7ybRt8UImTZpEqVKlmDx5MleuXMHCwoIhQ4agp6fHli1bGD58OPXr10dPT4+PP/6YOXPmvJE4vb29SUhIoE+fPpQqVYoRI0bQokULtTJTp05l8ODBVKtWjczMTHJzc3FyciIqKooJEybQtGlTcnNzqVatWrFXwwYYNWoUsbGxTJkyBSMjI+bMmYOHhwfwaBrw77//ztChQ2nWrBkaGhq0adOGBQsWPNPzGRsb8/HHH7Nx40Y6d+6c53rz5s2ZN2+e8m4zPEqoExIS1M4V53sbNmwYaWlpjBo1iqtXr+Lg4MAff/yhTP02MDDgzz//ZMiQIbi4uODg4MCXX37Jxx9//EzP9CxGjRpFamoqffv2RUNDA29vbz766CPS0tLyLW9mZkZERATjx49n/vz51K1bl5CQEDp27PjKYjw2xQMjI6NX1r4QQgghhHi1VLkv8uKgEKLEaNWqFbVq1WL+/PlvOhTxhPT0dIyNjUlLS5PkWQghhBCiBCru72sy8izEW+7mzZtERkYSGRnJokWL3nQ4QgghhBBCvJMkeRbiOe3evZu2bdsWeP3p/YJfFRcXF27evMmXX375RhZje1ZDhgzhp59+yvfap59+yrfffvuaI3o9agduQUNb75W1nzyr/StrWwghhBBCSPIsxHNzdXUlPj5e7Vzv3r2xt7dn4sSJry2O5ORktZ+rVKlCXFwczs7Ory2GZzF16lT8/f3zvSbTmoUQQgghREklybMQz0lXV5fq1avnOWdiYpLnvPg/5cuXp3z58m86jDzc3d1xdnZm3rx5bzoUIYQQQghRAslWVUIIIYQQQgghRBEkeRbiOd25c4c+ffpgYGCAhYUFoaGhatczMzPx9/enUqVK6Ovr07BhQyIjI9XKREdH4+7ujp6eHmXKlMHDw4ObN28CsHnzZj744ANMTEwoW7YsHTp0ICkpSa3+wYMHcXFxQUdHB1dXV+Li4vLEeezYMdq2bYuBgQEVKlTgs88+U/axBvj1119xdHREV1eXsmXL0rp1a+7cuVOsPvjxxx+pVasW2traWFhYqO1/nZKSQqdOnTAwMMDIyIhu3brx77//KteDgoJwdnbmxx9/xNraGgMDA3x8fMjOzmb27NmYm5tTvnx5pk+frnZPlUrFd999R4cOHdDT08Pe3p59+/Zx9uxZ3N3d0dfXp0mTJmp95eXllWcLLz8/P2WbLi8vL6KioggLC0OlUqFSqZTp8EX1nxBCCCGEeD9I8izEcxo9ejRRUVH8/vvvbN26lcjISA4fPqxc9/X1Zd++faxevZojR47QtWtX2rRpw5kzZwCIj4+nVatWODg4sG/fPvbs2YOnpyfZ2dnAo+R85MiRxMbGsmPHDjQ0NPjoo4/IyckBHi1I1qFDBxwcHDh06BBBQUF53iW+desWLVu2xMXFhdjYWDZv3sy///5Lt27dAEhNTaVnz554e3uTmJhIZGQkXbp0oTg72H3zzTd88cUXDBo0iKNHj/LHH38o09VzcnLo1KkTN27cICoqim3btnHu3Lk8+2MnJSWxadMmNm/ezKpVq/jhhx9o3749ly5dIioqii+//JKJEydy4MABtXrBwcH06dOH+Ph4atasSa9evRg8eDDjxo0jNjaW3NxctUS+KGFhYTRu3JiBAweSmppKamoqVlZWRfZffjIzM0lPT1c7hBBCCCHE20/eeRbiOWRkZPDDDz/w008/0apVKwCWLl2KpaUl8GjUNTw8nJSUFCpWrAiAv78/mzdvJjw8nBkzZjB79mxcXV3VtpeqVauW8vPHH3+sds8ff/wRMzMzTpw4Qe3atVm5ciU5OTn88MMP6OjoUKtWLS5dusTnn3+u1Fm4cCEuLi7MmDFDrR0rKytOnz5NRkYGDx8+pEuXLlSuXBkAR0fHYvXBtGnTGDVqFMOHD1fO1a9fH4AdO3Zw9OhRzp8/j5WVFQDLli2jVq1axMTEKOVycnL48ccfMTQ0xMHBgRYtWnDq1Cn++usvNDQ0sLOz48svv2Tnzp00bNhQuU+/fv2UBDYgIIDGjRszadIkPDw8ABg+fDj9+vUr1nMAGBsbo6WlhZ6eHubm5sXuvxo1auRpa+bMmUyZMqXY9xZCCCGEEG8HGXkW4jkkJSXx4MEDtYTO1NRU2Srq6NGjZGdnU6NGDQwMDJQjKipKmU78eOS5IGfOnKFnz55UrVoVIyMjbGxsgEeJOUBiYiJOTk7o6OgodRo3bqzWRkJCAjt37lSLoWbNmsoz1KlTh1atWuHo6EjXrl1ZvHixMm28MFevXuXKlSsFxp+YmIiVlZWSOAM4ODhgYmJCYmKics7GxgZDQ0Plc4UKFXBwcEBDQ0Pt3NWrV9Xad3JyUrsO6kl/hQoVuH///guP+hbVf/kZN24caWlpynHx4sUXikEIIYQQQpQMMvIsxCuQkZGBpqYmhw4dQlNTU+2agYEB8Ghl7sJ4enpSuXJlFi9eTMWKFcnJyaF27do8ePDgmeLw9PTkyy+/zHPNwsICTU1Ntm3bxt69e9m6dSsLFixgwoQJHDhwgCpVqhTYblGxF1fp0qXVPqtUqnzPPZ6qnl89lUpV4LnH9TQ0NPJMRc/KyioyvqL6Lz/a2tpoa2sX2bYQQgghhHi7yMizEM+hWrVqlC5dWu1d3Js3b3L69GkAXFxcyM7O5urVq1SvXl3teDwt2MnJiR07duTb/vXr1zl16hQTJ06kVatW2Nvb5xkRtre358iRI9y/f185t3//frUydevW5fjx49jY2OSJQ19fH3iUaLq5uTFlyhTi4uLQ0tJi3bp1hT6/oaEhNjY2BcZvb2/PxYsX1UZdT5w4wa1bt3BwcCi07VfBzMyM1NRUtXNP79GtpaWlvG/+WHH6TwghhBBCvB8keRbiORgYGNC/f39Gjx7N33//zbFjx/Dy8lKmG9eoUYPevXvTp08f1q5dy/nz5zl48CAzZ85k48aNwKPpvTExMfj4+HDkyBFOnjzJN998w3///UeZMmUoW7Ys33//PWfPnuXvv/9m5MiRajH06tULlUrFwIEDOXHiBH/99RchISFqZb744gtu3LhBz549iYmJISkpiS1bttCvXz+ys7M5cOAAM2bMIDY2lpSUFNauXcu1a9ewt7cvsg+CgoIIDQ1l/vz5nDlzhsOHD7NgwQIAWrdujaOjI7179+bw4cMcPHiQPn360Lx5c1xdXV/GV/BMWrZsSWxsLMuWLePMmTMEBgZy7NgxtTI2NjYcOHCA5ORk/vvvP3JycorsPyGEEEII8f6QadtCPKevvvpKmdZraGjIqFGjSEtLU66Hh4cri2pdvnyZcuXK0ahRIzp06AA8SrC3bt3K+PHjadCgAbq6ujRs2JCePXuioaHB6tWrGTZsGLVr18bOzo758+crWyvBowT+zz//ZMiQIbi4uODg4MCXX36pttBYxYoViY6OJiAggP/9739kZmZSuXJl2rRpg4aGBkZGRuzatYt58+aRnp5O5cqVCQ0NpW3btkU+f9++fbl//z5z587F39+fcuXK8cknnwCPRrN///13hg4dSrNmzdDQ0KBNmzZKcv26eXh4MGnSJMaMGcP9+/fx9vamT58+HD16VCnj7+9P3759cXBw4N69e5w/fx4bG5tC++9ZHJvigZGR0ct+NCGEEEII8ZqocouzJ40QQojnkp6ejrGxMWlpaZI8CyGEEEKUQMX9fU2mbQshhBBCCCGEEEWQadtCiHw9XhU8P5s2baJp06avMZq3X+3ALWho672y9pNntX9lbQshhBBCCBl5FuK9k5ycjEqlyrPa9NPi4+PzPe7cucOVK1deKIaIiAhMTEyUz0FBQTg7O79Qm69CcftKCCGEEEK8+2TkWQiRr+rVq+d7PjU1lTJlyrzUe/n7+zN06NCX2qYQQgghhBAvkyTPQrxFHjx4gJaW1huN4fE+1S+TgYFBodPEn0dJ6CshhBBCCPHukGnbQpRg7u7u+Pr64ufnR7ly5fDw8AAgKiqKBg0aoK2tjYWFBWPHjuXhw4dKvZycHGbPnk316tXR1tbG2tqa6dOn53uP7OxsvL29qVmzJikpKUXGpFKpWL9+PfB/05rXrl1LixYt0NPTo06dOuzbt0+tTkREBNbW1ujp6fHRRx9x/fp1tev5TdtesmQJ9vb26OjoULNmTRYtWvTW9ZUQQgghhHh3yMizECXc0qVL+fzzz4mOjgbg8uXLtGvXDi8vL5YtW8bJkycZOHAgOjo6BAUFATBu3DgWL17M3Llz+eCDD0hNTeXkyZN52s7MzKRnz54kJyeze/duzMzMnivGCRMmEBISgq2tLRMmTKBnz56cPXuWUqVKceDAAfr378/MmTPp3LkzmzdvJjAwsND2VqxYweTJk1m4cCEuLi7ExcUxcOBA9PX16du3b4nuq8zMTDIzM5XP6enpRXWfEEIIIYR4C0jyLEQJZ2try+zZs5XPEyZMwMrKioULF6JSqahZsyZXrlwhICCAyZMnc+fOHcLCwli4cKGSaFarVo0PPvhArd2MjAzat29PZmYmO3fuxNjY+Llj9Pf3p337R6s9T5kyhVq1anH27Flq1qxJWFgYbdq0YcyYMQDUqFGDvXv3snnz5gLbCwwMJDQ0lC5dugBQpUoVTpw4wXfffVdo8lwS+mrmzJlMmTKliB4TQgghhBBvG5m2LUQJV69ePbXPiYmJNG7cGJVKpZxzc3MjIyODS5cukZiYSGZmJq1atSq03Z49e3Lnzh22bt36QokzgJOTk/KzhYUFAFevXlXibdiwoVr5xo0bF9jWnTt3SEpKon///sq70AYGBkybNo2kpKRC4ygJfTVu3DjS0tKU4+LFi4WWF0IIIYQQbwcZeRaihNPX13+m8rq6usUq165dO3766Sf27dtHy5Ytnyc0RenSpZWfHyeqOTk5z9VWRkYGAIsXL86TdGtqahZatyT0lba2Ntra2s8UhxBCCCGEKPlk5FmIt4y9vT379u0jNzdXORcdHY2hoSGWlpbY2tqiq6vLjh07Cm3n888/Z9asWXTs2JGoqKhXGu+BAwfUzu3fv7/A8hUqVKBixYqcO3eO6tWrqx1VqlR55nu/TX0lhBBCCCFKLhl5FuIt4+Pjw7x58xg6dCi+vr6cOnWKwMBARo4ciYaGBjo6OgQEBDBmzBi0tLRwc3Pj2rVrHD9+nP79+6u1NXToULKzs+nQoQObNm3K867vyzBs2DDc3NwICQmhU6dObNmypdD3neHRe9PDhg3D2NiYNm3akJmZSWxsLDdv3mTkyJHFvvfb1ldCCCGEEKLkkuRZiLdMpUqV+Ouvvxg9ejR16tTB1NSU/v37M3HiRKXMpEmTKFWqFJMnT+bKlStYWFgwZMiQfNvz8/MjJyeHdu3asXnzZpo0afJS423UqBGLFy8mMDCQyZMn07p1ayZOnEhwcHCBdQYMGICenh5fffUVo0ePRl9fH0dHR/z8/J7p3iWpr45N8cDIyOiZ4hdCCCGEECWHKvfJ+YxCCCFeqvT0dIyNjUlLS5PkWQghhBCiBCru72vyzrMQQgghhBBCCFEEmbYthFCsWLGCwYMH53utcuXKHD9+/DVH9O6oHbgFDW29V9Z+8qz2r6xtIYQQQgghybMQ4gkdO3bMsz3UY09uR/WuCgoKYv369cTHx7/pUIQQQgghRAkjybMQQmFoaIihoeFz1U1OTqZKlSrExcXh7Oz8cgMTQgghhBDiDZN3noUQr9WDBw/edAhCCCGEEEI8M0mehXhH5OTkMHv2bKpXr462tjbW1tZMnz4dgKNHj9KyZUt0dXUpW7YsgwYNIiMjQ6nr7u6eZxuozp074+XlpXy2sbFhxowZeHt7Y2hoiLW1Nd9//71yvUqVKgC4uLigUqlwd3cHwMvLi86dOzN9+nQqVqyInZ0dU6dOpXbt2nmewdnZmUmTJhX5rI/bnDFjBhUqVMDExISpU6fy8OFDRo8ejampKZaWloSHh6vVCwgIoEaNGujp6VG1alUmTZpEVlZWofdasmQJ9vb26OjoULNmTRYtWlRkfEIIIYQQ4t0j07aFeEeMGzeOxYsXM3fuXD744ANSU1M5efIkd+7cwcPDg8aNGxMTE8PVq1cZMGAAvr6+REREPNM9QkNDCQ4OZvz48fz66698/vnnNG/eHDs7Ow4ePEiDBg3Yvn07tWrVQktLS6m3Y8cOjIyM2LZtGwDGxsZMmTKFmJgY6tevD0BcXBxHjhxh7dq1xYrl77//xtLSkl27dhEdHU3//v3Zu3cvzZo148CBA6xZs4bBgwfz4YcfYmlpCTyalh4REUHFihU5evQoAwcOxNDQkDFjxuR7jxUrVjB58mQWLlyIi4sLcXFxDBw4EH19ffr27ZtvnczMTDIzM5XP6enpxXoeIYQQQghRssnIsxDvgNu3bxMWFsbs2bPp27cv1apV44MPPmDAgAGsXLmS+/fvs2zZMmrXrk3Lli1ZuHAhy5cv599//32m+7Rr1w4fHx+qV69OQEAA5cqVY+fOnQCYmZkBULZsWczNzTE1NVXq6evrs2TJEmrVqkWtWrWwtLTEw8NDbWQ4PDyc5s2bU7Vq1WLFYmpqyvz587Gzs8Pb2xs7Ozvu3r3L+PHjsbW1Zdy4cWhpabFnzx6lzsSJE2nSpAk2NjZ4enri7+/Pzz//XOA9AgMDCQ0NpUuXLlSpUoUuXbowYsQIvvvuuwLrzJw5E2NjY+WwsrIq1vMIIYQQQoiSTZJnId4BiYmJZGZm0qpVq3yv1alTB319feWcm5sbOTk5nDp16pnu4+TkpPysUqkwNzfn6tWrRdZzdHRUG4kGGDhwIKtWreL+/fs8ePCAlStX4u3tXexYatWqhYbG//0vrEKFCjg6OiqfNTU1KVu2rFp8a9aswc3NDXNzcwwMDJg4cSIpKSn5tn/nzh2SkpLo378/BgYGyjFt2jSSkpIKjGvcuHGkpaUpx8WLF4v9TEIIIYQQouSSadtCvAN0dXVfqL6Ghga5ublq5/J7F/jp7apUKhU5OTlFtv9k4v6Yp6cn2trarFu3Di0tLbKysvjkk0+KHXN+sRQW3759++jduzdTpkzBw8MDY2NjVq9eTWhoaL7tP34nfPHixXm279LU1CwwLm1tbbS1tYv9HEIIIYQQ4u0gybMQ7wBbW1t0dXXZsWMHAwYMULtmb29PREQEd+7cUZLY6OhoNDQ0sLOzAx5NuU5NTVXqZGdnc+zYMVq0aFHsGB6PLGdnZxerfKlSpejbty/h4eFoaWnRo0ePF/4jQGH27t1L5cqVmTBhgnLuwoULBZavUKECFStW5Ny5c/Tu3fuVxSWEEEIIId4OkjwL8Q7Q0dEhICCAMWPGoKWlhZubG9euXeP48eP07t2bwMBA+vbtS1BQENeuXWPo0KF89tlnVKhQAYCWLVsycuRINm7cSLVq1ZgzZw63bt16phjKly+Prq4umzdvxtLSEh0dHYyNjQutM2DAAOzt7YFHCf2rZGtrS0pKCqtXr6Z+/fps3LiRdevWFVpnypQpDBs2DGNjY9q0aUNmZiaxsbHcvHmTkSNHvtJ4hRBCCCFEySLJsxDviEmTJlGqVCkmT57MlStXsLCwYMiQIejp6bFlyxaGDx9O/fr10dPT4+OPP2bOnDlKXW9vbxISEujTpw+lSpVixIgRzzTqDI9GkufPn8/UqVOZPHkyTZs2JTIystA6tra2NGnShBs3buSZGv2ydezYkREjRuDr60tmZibt27dn0qRJBAUFFVhnwIAB6Onp8dVXXzF69Gj09fVxdHTMs61XcRyb4oGRkdHzP4AQQgghhHijVLlPv+gohBCvSW5uLra2tvj4+LyzI7np6ekYGxuTlpYmybMQQgghRAlU3N/XZORZCPFGXLt2jdWrV/PPP//Qr1+/Nx2OEEIIIYQQhZLkWYh3WG5uLiEhIbi7u1O/fv03HY6a8uXLU65cOb7//nvKlCmjds3AwKDAeps2baJp06avOryXrnbgFjS09V5J28mz2r+SdoUQQgghxP+R5FmId9iCBQvYvHkzERERHDx4MN8to56Vu7s7zs7OzJs374XaKeyNkfj4+DznfvvtN6ZNm4arqysAQUFBrF+/Pt+yQgghhBBCvGwabzoAId5FkZGRqFSqZ16x+mU6d+4c4eHhrF+/nqFDhzJ27Ng3Fsuzql69ep5j2LBhJCUlvdLtrIQQQgghhCiIjDwL8ZJlZWW96RAAqFq1KnFxcQAMGTLkjcby4MEDZR/o56Wrq/vSEueXEY8QQgghhHi/yMizKHFycnKYOXMmVapUQVdXlzp16vDrr78q1x+P6m7ZsgUXFxd0dXVp2bIlV69eZdOmTdjb22NkZESvXr24e/dugfeJiIjAxMSE9evXY2tri46ODh4eHly8eFGt3DfffEO1atXQ0tLCzs6O5cuXq11XqVR88803dOzYEX19fQYOHKhs81SmTBlUKhVeXl4A2NjY5Jnu7OzsrLZd0smTJ/nggw/Q0dHBwcGB7du3o1KpWL9+vdrzPzmqHR8fj0qlIjk5WTm3Z88emjZtiq6uLlZWVgwbNow7d+4o1xctWqQ8d4UKFfjkk08K7KunPXz4EF9fX4yNjSlXrhyTJk1Sm4ZtY2NDcHAwffr0wcjIiEGDBgEQEBBAjRo10NPTo2rVqkyaNEntjw0JCQm0aNECQ0NDjIyMqFevHrGxscD/fV/Pw8vLi86dOzN9+nQqVqyInZ0dAMuXL8fV1RVDQ0PMzc3p1asXV69eVeo97uuNGzfi5OSEjo4OjRo14tixY88VhxBCCCGEeHtJ8ixKnJkzZ7Js2TK+/fZbjh8/zogRI/j000+JiopSKxcUFMTChQvZu3cvFy9epFu3bsybN4+VK1eyceNGtm7dyoIFCwq91927d5k+fTrLli0jOjqaW7du0aNHD+X6unXrGD58OKNGjeLYsWMMHjyYfv36sXPnzjyxfPTRRxw9epQpU6bw22+/AXDq1ClSU1MJCwsr1rNnZ2fTuXNn9PT0OHDgAN9//z0TJkwoVt0nJSUl0aZNGz7++GOOHDnCmjVr2LNnD76+vgDExsYybNgwpk6dyqlTp9i8eTPNmjUrdvtLly6lVKlSHDx4kLCwMObMmcOSJUvUyoSEhFCnTh3i4uKYNGkSAIaGhkRERHDixAnCwsJYvHgxc+fOVer07t0bS0tLYmJiOHToEGPHjqV06dLP/Pz52bFjB6dOnWLbtm1s2LABeDRLIDg4mISEBNavX09ycrLyh44njR49mtDQUGJiYjAzM8PT07PAGQaZmZmkp6erHUIIIYQQ4u0n07ZFiZKZmcmMGTPYvn07jRs3Bh5NP96zZw/fffcdzZs3V8pOmzYNNzc3APr378+4ceNISkqiatWqAHzyySfs3LmTgICAAu+XlZXFwoULadiwIfAoKbS3t+fgwYM0aNCAkJAQvLy88PHxAWDkyJHs37+fkJAQZXQZoFevXmrbLZ0/fx54tKL0s4yWbtu2jaSkJCIjIzE3Nwdg+vTpfPjhh8VuAx79AaJ37974+fkBYGtry/z582nevDnffPMNKSkp6Ovr06FDBwwNDalcuTIuLi7Fbt/Kyoq5c+eiUqmws7Pj6NGjzJ07l4EDByplWrZsyahRo9TqTZw4UfnZxsYGf39/Vq9ezZgxYwBISUlh9OjR1KxZU4n7ZdHX12fJkiVq07W9vb2Vn6tWrcr8+fOpX78+GRkZait+BwYGKt/B0qVLsbS0ZN26dXTr1i3PfWbOnMmUKVNeWtxCCCGEEKJkkJFnUaKcPXuWu3fv8uGHH2JgYKAcy5YtIykpSa2sk5OT8nOFChWUqcBPnntyCm5+SpUqpbaFU82aNTExMSExMRGAxMREJUF/zM3NTbn+2OMVoF/UqVOnsLKyUhJngAYNGjxzOwkJCURERKj1oYeHBzk5OZw/f54PP/yQypUrU7VqVT777DNWrFhR6BT3pzVq1AiVSqV8bty4MWfOnCE7O1s5l1+frFmzBjc3N8zNzTEwMGDixImkpKQo10eOHMmAAQNo3bo1s2bNyvOdvwhHR8c87zkfOnQIT09PrK2tMTQ0VP4482RMj5/vMVNTU+zs7PL8G3hs3LhxpKWlKcfTrwEIIYQQQoi3kyTPokTJyMgAYOPGjcTHxyvHiRMn1N57BtSm86pUqjzTe1UqFTk5Oa8+aCj2FlAaGhp5tmh61gXGNDQe/Wf7ZDtPt5GRkcHgwYPV+jAhIYEzZ85QrVo1DA0NOXz4MKtWrcLCwoLJkydTp06dl7o6+NN9sm/fPnr37k27du3YsGEDcXFxTJgwgQcPHihlgoKCOH78OO3bt+fvv//GwcGBdevWvZJ47ty5g4eHB0ZGRqxYsYKYmBjlXk/G9Ky0tbUxMjJSO4QQQgghxNtPpm2LEsXBwQFtbW1SUlLUpmi/Kg8fPiQ2NlYZ3T116hS3bt3C3t4eAHt7e6Kjo+nbt69SJzo6GgcHh0LbfTzC+eRILICZmRmpqanK5/T0dGWKN4CdnR0XL17k33//pUKFCgDExMTkaQMgNTWVMmXKAHn3Ra5bty4nTpygevXqBcZYqlQpWrduTevWrQkMDMTExIS///6bLl26FPpsAAcOHFD7vH//fmxtbdHU1Cywzt69e6lcubLaO9wXLlzIU65GjRrUqFGDESNG0LNnT8LDw/noo4+KjOlZnTx5kuvXrzNr1iysrKwAlMXJnrZ//36sra0BuHnzJqdPn1b+jQghhBBCiPeDJM+iRDE0NMTf358RI0aQk5PDBx98QFpaGtHR0RgZGaklsS9D6dKlGTp0KPPnz6dUqVL4+vrSqFEjJZkePXo03bp1w8XFhdatW/Pnn3+ydu1atm/fXmi7lStXRqVSsWHDBtq1a4euri4GBga0bNmSiIgIPD09MTExYfLkyWoJ54cffki1atXo27cvs2fP5vbt28p7wo+nSVevXh0rKyuCgoKYPn06p0+fJjQ0VO3+AQEBNGrUCF9fXwYMGIC+vj4nTpxg27ZtLFy4kA0bNnDu3DmaNWtGmTJl+Ouvv8jJyVFWoS5KSkoKI0eOZPDgwRw+fJgFCxbkieFptra2pKSksHr1aurXr8/GjRvVRpXv3bvH6NGj+eSTT6hSpQqXLl0iJiaGjz/+uFgxPStra2u0tLRYsGABQ4YM4dixYwQHB+dbdurUqZQtW5YKFSowYcIEypUrR+fOnV9JXEIIIYQQomSS5FmUOMHBwZiZmTFz5kzOnTuHiYkJdevWZfz48S/9Xnp6egQEBNCrVy8uX75M06ZN+eGHH5TrnTt3JiwsjJCQEIYPH06VKlUIDw/H3d290HYrVarElClTGDt2LP369aNPnz5EREQwbtw4zp8/T4cOHTA2NiY4OFht5FlTU5P169czYMAA6tevT9WqVfnqq6/w9PRER0cHeJTwr1q1is8//xwnJyfq16/PtGnT6Nq1q9KOk5MTUVFRTJgwgaZNm5Kbm0u1atXo3r07ACYmJqxdu5agoCDu37+Pra0tq1atolatWsXqtz59+nDv3j0aNGiApqYmw4cPV7ajKkjHjh0ZMWIEvr6+ZGZm0r59eyZNmqRs06Wpqcn169fp06cP//77L+XKlaNLly6vbPEtMzMzIiIiGD9+PPPnz6du3bqEhITQsWPHPGVnzZrF8OHDOXPmDM7Ozvz555/PvE/0sSkeMoVbCCGEEOItpsp9+gVMId4TERER+Pn5vdT3fF+F6OhoPvjgA86ePUu1atXedDjvlcjISFq0aMHNmzefe4/p9PR0jI2NSUtLk+RZCCGEEKIEKu7vazLyLEQJs27dOgwMDLC1teXs2bMMHz4cNzc3SZyFEEIIIYR4gyR5FqKEuX37NgEBAaSkpFCuXDlat25d5PvEL0tKSkqhi6GdOHFCWTirJHlyT+anbdq0iaZNm77GaPJXO3ALGtp6r6Tt5FntX0m7QgghhBDi/8i0bSGE4uHDhyQnJxd43cbGhlKl/u9vbu7u7jg7OzNv3rznvufLaOPs2bMFXqtUqRK6urrAo62w1q9fn2d18sLisbGxwc/PDz8/P+DRwm3r1q0r9oJhj6cBWfn9LMmzEEIIIUQJJNO2hRDPrFSpUoVub/UiCnp/eO3atXn26H5WLzPmlxGPEEIIIYR490jyLIR4o0xNTd90CGpKWjxCCCGEEKJk0HjTAQgh3g3Lly/H1dUVQ0NDzM3N6dWrF1evXgUgOTmZFi1aAFCmTBlUKhVeXl7Ao2nSj6dEw6Np0jNmzMDb2xtDQ0Osra35/vvvix3HpUuX6NmzJ6ampujr6+Pq6sqBAwfyxGpjY4OxsTE9evTg9u3byrWn4xFCCCGEEAIkeRZCvCRZWVkEBweTkJDA+vXrSU5OVhJkKysrfvvtNwBOnTpFamoqYWFhBbYVGhqKq6srcXFx+Pj48Pnnn3Pq1KkiY8jIyKB58+ZcvnyZP/74g4SEBMaMGUNOTo5SJikpifXr17NhwwY2bNhAVFQUs2bNerGHf0JmZibp6elqhxBCCCGEePvJtG0hxEvh7e2t/Fy1alXmz59P/fr1ycjIwMDAQJkOXb58+SL3TG7Xrh0+Pj4ABAQEMHfuXHbu3ImdnV2h9VauXMm1a9eIiYlR7vf0+9A5OTlERERgaGgIwGeffcaOHTuYPn36Mz1vQWbOnMmUKVNeSltCCCGEEKLkkJFnIcRLcejQITw9PbG2tsbQ0JDmzZsDj7a/elZOTk7KzyqVCnNzc2UKeGHi4+NxcXEp9L1lGxsbJXEGsLCwKFbbxTVu3DjS0tKU4+LFiy+tbSGEEEII8ebIyLMQ4oXduXMHDw8PPDw8WLFiBWZmZqSkpODh4cGDBw+eub2nV7tWqVRqU68L8nhLqlfRdnFpa2ujra390toTQgghhBAlg4w8CyFe2MmTJ7l+/TqzZs2iadOm1KxZM89orpaWFgDZ2dmvLA4nJyfi4+O5cePGK7uHEEIIIYR4P0nyLIR4YdbW1mhpabFgwQLOnTvHH3/8QXBwsFqZypUro1Kp2LBhA9euXSMjI+Olx9GzZ0/Mzc3p3Lkz0dHRnDt3jt9++419+/a99HsJIYQQQoj3i0zbFkK8MDMzMyIiIhg/fjzz58+nbt26hISE0LFjR6VMpUqVmDJlCmPHjqVfv3706dOHiIiIlxqHlpYWW7duZdSoUbRr146HDx/i4ODA119//VLv8zyOTfHAyMjoTYchhBBCCCGekyo3Nzf3TQchhBDvqvT0dIyNjUlLS5PkWQghhBCiBCru72sybVsIIYQQQgghhCiCTNsWQrw1ZsyYwYwZM/K91rRpUzZt2vSaIyq+2oFb0NDWeyVtJ89q/0raFUIIIYQQ/0dGnkWJ5e7ujp+f33PXDwoKwtnZWfns5eVF586dX+k9X6aIiAhMTEyeq66NjQ3z5s17I/d+lYYMGUJ8fHy+x5IlS175/SMjI1GpVNy6deuV30sIIYQQQpQsMvIs3hthYWG8L6/4x8TEoK+vX6yyNjY2+Pn5qf3RoHv37rRr1+4VRff8TE1NMTU1fdNhCCGEEEKI95Akz+K9YWxs/KZDeOUePHiAlpYWZmZmL9SOrq4uurq6LykqIYQQQggh3n4ybVuUaDk5OYwZMwZTU1PMzc0JCgpSrqWkpNCpUycMDAwwMjKiW7du/PvvvwW29fS07Tt37tCnTx8MDAywsLAgNDQ0T53ly5fj6uqKoaEh5ubm9OrVi6tXrwKQm5tL9erVCQkJUasTHx+PSqXi7NmzRT7frVu3GDx4MBUqVEBHR4fatWuzYcMGtTJbtmzB3t4eAwMD2rRpQ2pqap5nmj59OhUrVsTOzg5Qn7adm5tLUFAQ1tbWaGtrU7FiRYYNGwY8mqZ+4cIFRowYgUqlQqVSAXmnbSclJdGpUycqVKiAgYEB9evXZ/v27Wpx2tjYMGPGDLy9vTE0NMTa2prvv/++yD54bO/evTg7O6Ojo4Orqyvr169HpVIRHx+vlImKiqJBgwZoa2tjYWHB2LFjefjwoXL9119/xdHREV1dXcqWLUvr1q25c+eOWl9NmTIFMzMzjIyMGDJkCA8ePFDq5+TkMHPmTKpUqYKuri516tTh119/LfYzCCGEEEKId5ckz6JEW7p0Kfr6+hw4cIDZs2czdepUtm3bRk5ODp06deLGjRtERUWxbds2zp07R/fu3Yvd9ujRo4mKiuL3339n69atREZGcvjwYbUyWVlZBAcHk5CQwPr160lOTsbLywsAlUqFt7c34eHhanXCw8Np1qwZ1atXL/T+OTk5tG3blujoaH766SdOnDjBrFmz0NTUVMrcvXuXkJAQli9fzq5du0hJScHf31+tnR07dnDq1Cm2bduWJ/EG+O2335g7dy7fffcdZ86cYf369Tg6OgKwdu1aLC0tmTp1KqmpqWqJ+ZMyMjJo164dO3bsIC4ujjZt2uDp6UlKSopaudDQUFxdXYmLi8PHx4fPP/+cU6dOFdoP8Gh7AE9PTxwdHTl8+DDBwcEEBASolbl8+TLt2rWjfv36JCQk8M033/DDDz8wbdo0AFJTU+nZsyfe3t4kJiYSGRlJly5d1Kbq79ixQ7m2atUq1q5dy5QpU5TrM2fOZNmyZXz77bccP36cESNG8OmnnxIVFVXkMzyWmZlJenq62iGEEEIIId5+Mm1blGhOTk4EBgYCYGtry8KFC9mxYwcAR48e5fz581hZWQGwbNkyatWqRUxMDPXr1y+03YyMDH744Qd++uknWrVqBTxK1C0tLdXKeXt7Kz9XrVqV+fPnU79+fTIyMjAwMMDLy4vJkydz8OBBGjRoQFZWFitXrswzGp2f7du3c/DgQRITE6lRo4ZyjydlZWXx7bffUq1aNQB8fX2ZOnWqWhl9fX2WLFmClpZWvvdJSUnB3Nyc1q1bU7p0aaytrWnQoAHw6B1iTU1NZWS9IHXq1KFOnTrK5+DgYNatW8cff/yBr6+vcr5du3b4+PgAEBAQwNy5c9m5c6cyIl6QlStXolKpWLx4MTo6Ojg4OHD58mUGDhyolFm0aBFWVlYsXLgQlUpFzZo1uXLlCgEBAUyePJnU1FQePnxIly5dqFy5MoDyR4LHtLS0+PHHH9HT06NWrVpMnTqV0aNHExwcTFZWFjNmzGD79u00btwYePR97Nmzh++++47mzZsX+gyPzZw5Uy0hF0IIIYQQ7wYZeRYlmpOTk9pnCwsLrl69SmJiIlZWVkriDODg4ICJiQmJiYlFtpuUlMSDBw9o2LChcs7U1DRPknfo0CE8PT2xtrbG0NBQSaAej7hWrFiR9u3b8+OPPwLw559/kpmZSdeuXYuMIT4+HktLSyVxzo+enp6SOD/5/E9ydHQsMHEG6Nq1K/fu3aNq1aoMHDiQdevWqU11Lo6MjAz8/f2xt7fHxMQEAwMDEhMT84w8P/l9qVQqzM3N88Sbn1OnTuHk5ISOjo5y7nGC/1hiYiKNGzdWppYDuLm5kZGRwaVLl6hTpw6tWrXC0dGRrl27snjxYm7evKnWRp06ddDT+7/toho3bkxGRgYXL17k7Nmz3L17lw8//BADAwPlWLZsGUlJScXrKGDcuHGkpaUpx8WLF4tdVwghhBBClFySPIsSrXTp0mqfVSoVOTk5r+Xed+7cwcPDAyMjI1asWEFMTAzr1q0DUHtPdsCAAaxevZp79+4RHh5O9+7d1RK0ghRnQa78nv/pFcOLWlXbysqKU6dOsWjRInR1dfHx8aFZs2ZkZWUVef/H/P39WbduHTNmzGD37t3Ex8fj6Oio1g8Fxfu6vi9NTU22bdvGpk2bcHBwYMGCBdjZ2XH+/Pli1c/IyABg48aNaltgnThx4pnee9bW1sbIyEjtEEIIIYQQbz9JnsVbyd7enosXL6qN6p04cYJbt27h4OBQZP1q1apRunRpDhw4oJy7efMmp0+fVj6fPHmS69evM2vWLJo2bUrNmjXzHUVt164d+vr6fPPNN2zevFltqndhnJycuHTpkto9XxVdXV08PT2ZP38+kZGR7Nu3j6NHjwKPpjJnZ2cXWj86OhovLy8++ugjHB0dMTc3Jzk5+aXFZ2dnx9GjR8nMzFTOxcTEqJWxt7dn3759an88iI6OxtDQUJlur1KpcHNzY8qUKcTFxaGlpaX8wQMgISGBe/fuKZ/379+PgYEBVlZWODg4oK2tTUpKCtWrV1c7npzhIIQQQggh3k+SPIu3UuvWrXF0dKR3794cPnyYgwcP0qdPH5o3b46rq2uR9Q0MDOjfvz+jR4/m77//5tixY3h5eaGh8X//SVhbW6OlpcWCBQs4d+4cf/zxB8HBwXna0tTUxMvLi3HjxmFra6u8L1uU5s2b06xZMz7++GO2bdvG+fPn2bRpE5s3by5+RxRDREQEP/zwA8eOHePcuXP89NNP6OrqKu8F29jYsGvXLi5fvsx///2Xbxu2trasXbuW+Ph4EhIS6NWr10sdUX7c3qBBg0hMTGTLli3Ke+OPp2n7+Phw8eJFhg4dysmTJ/n9998JDAxk5MiRaGhocODAAWbMmEFsbCwpKSmsXbuWa9euYW9vr9znwYMH9O/fnxMnTvDXX38RGBiIr68vGhoaGBoa4u/vz4gRI1i6dClJSUkcPnyYBQsWsHTp0pf2rEIIIYQQ4u0kybN4K6lUKn7//XfKlClDs2bNaN26NVWrVmXNmjXFbuOrr76iadOmeHp60rp1az744APq1aunXDczMyMiIoJffvkFBwcHZs2aVeBCYP379+fBgwf069fvmZ7jt99+o379+vTs2RMHBwfGjBlT5CjwszIxMWHx4sW4ubnh5OTE9u3b+fPPPylbtiwAU6dOJTk5mWrVqhW4P/ScOXMoU6YMTZo0wdPTEw8PD+rWrfvSYjQyMuLPP/8kPj4eZ2dnJkyYwOTJkwGU96ArVarEX3/9xcGDB6lTpw5Dhgyhf//+TJw4UWlj165dtGvXjho1ajBx4kRCQ0Np27atcp9WrVpha2tLs2bN6N69Ox07dlTb/iw4OJhJkyYxc+ZM7O3tadOmDRs3bqRKlSov7VmFEEIIIcTbSZX79AuUQohntnv3blq1asXFixepUKHCmw7nnbBixQr69etHWlpasd4PL4qXlxe3bt1i/fr1Lx7cM0hPT8fY2Ji0tDR5/1kIIYQQogQq7u9rslWVEC8gMzOTa9euERQURNeuXSVxfgHLli2jatWqVKpUiYSEBAICAujWrdtLSZyFEEIIIYR4UZI8C/ECVq1aRf/+/XF2dmbZsmVq11asWMHgwYPzrVe5cmWOHz/+OkIsEWbMmMGMGTPyvda0aVM2bdrEP//8w+TJk/nnn3+wsLCga9euTJ8+/TVH+urUDtyChnbRq7A/j+RZ7V9Ju0IIIYQQ4v/ItG1Rori7u+Ps7My8efPeWAzJyclUqVKFuLg4nJ2dn7ud27dv8++//+Z7rXTp0sqCXe8aGxsb/Pz88PPzU87duHGDGzdu5FteV1eXSpUqvaboXr/H04Cs/H6W5FkIIYQQogSSadtCvGGGhoYYGhq+6TBKBFNTU0xNTV/b/fJL4IUQQgghhHgRstq2EO+hBw8evOkQ3grST0IIIYQQ4jFJnsUbc+fOHfr06YOBgQEWFhaEhobmKZOZmYm/vz+VKlVCX1+fhg0bEhkZqVYmOjoad3d39PT0KFOmDB4eHty8eROAzZs388EHH2BiYkLZsmXp0KEDSUlJavUPHjyIi4sLOjo6uLq6EhcXlyeOY8eO0bZtWwwMDKhQoQKfffaZ2p7Iv/76K46Ojujq6lK2bFlat27NnTt3itUPS5Yswd7eHh0dHWrWrMmiRYuUa8nJyahUKtauXUuLFi3Q09OjTp067Nu3T62NPXv20LRpU3R1dbGysmLYsGFq97exsSE4OJg+ffpgZGTEoEGDAFi8eDFWVlbo6enx0UcfMWfOHExMTJR7a2hoEBsbq3avefPmUbly5UL3eb59+zY9e/ZEX1+fSpUq8fXXX6tdT0lJoVOnThgYGGBkZES3bt3yTHH/5ptvqFatGlpaWtjZ2bF8+XLlWm5uLkFBQVhbW6OtrU3FihUZNmwY8Gjq/4ULFxgxYgQqlUrZJ/p5++nBgwf4+vpiYWGBjo4OlStXZubMmQU+uxBCCCGEeDdJ8izemNGjRxMVFcXvv//O1q1biYyM5PDhw2plfH192bdvH6tXr+bIkSN07dqVNm3acObMGQDi4+Np1aoVDg4O7Nu3jz179uDp6anslXznzh1GjhxJbGwsO3bsQENDg48++khJ/DIyMujQoQMODg4cOnSIoKAg/P391WK4desWLVu2xMXFhdjYWDZv3sy///5Lt27dAEhNTaVnz554e3uTmJhIZGQkXbp0oTjLCaxYsYLJkyczffp0EhMTmTFjBpMmTWLp0qVq5SZMmIC/vz/x8fHUqFGDnj178vDhQwCSkpJo06YNH3/8MUeOHGHNmjXs2bMHX19ftTZCQkKoU6cOcXFxTJo0iejoaIYMGcLw4cOJj4/nww8/VFugy8bGhtatWxMeHq7WTnh4OF5eXmhoFPy/j6+++kq519ixYxk+fDjbtm0DICcnh06dOnHjxg2ioqLYtm0b586do3v37kr9devWMXz4cEaNGsWxY8cYPHgw/fr1Y+fOncCj/bHnzp3Ld999x5kzZ1i/fj2Ojo4ArF27FktLS6ZOnUpqaiqpqakv1E/z58/njz/+4Oeff+bUqVOsWLECGxubAp89MzOT9PR0tUMIIYQQQrz9ZMEw8UZkZGRQtmxZfvrpJ7p27Qo8WlTK0tKSQYMGMW/ePFJSUqhatSopKSlUrFhRqdu6dWsaNGjAjBkz6NWrFykpKezZs6dY9/3vv/8wMzPj6NGj1K5dm++//57x48dz6dIldHR0APj222/5/PPPlQXDpk2bxu7du9myZYvSzqVLl7CysuLUqVNkZGRQr149kpOTn3kRsOrVqxMcHEzPnj2Vc9OmTeOvv/5i7969yuJlS5YsoX///gCcOHGCWrVqkZiYSM2aNRkwYACampp89913Sht79uyhefPm3LlzBx0dHWxsbHBxcWHdunVKmR49epCRkcGGDRuUc59++ikbNmzg1q1bAPz8888MGTKE1NRUtLW1OXz4MK6urpw7d67ABNLGxgZ7e3s2bdqkdq/09HT++usvtm3bRtu2bTl//jxWVlZqz3Tw4EHq16+Pm5sbtWrV4vvvv1fa6NatG3fu3GHjxo3MmTOH7777jmPHjlG6dOl8Y3j6nefn7adhw4Zx/Phxtm/frjaKXZCgoCCmTJmS57wsGCaEEEIIUTIVd8EwGXkWb0RSUhIPHjygYcOGyjlTU1Ps7OyUz0ePHiU7O5saNWpgYGCgHFFRUcrU68cjzwU5c+YMPXv2pGrVqhgZGSkJX0pKCgCJiYk4OTkpiTNA48aN1dpISEhg586dajHUrFlTeY46derQqlUrHB0d6dq1K4sXL1amjRfmzp07JCUl0b9/f7W2p02blmdquZOTk/KzhYUFAFevXlXii4iIUGvDw8ODnJwczp8/r9RzdXVVa/PUqVM0aNBA7dzTnzt37oympqaSTEZERNCiRYtCR14hbx82btyYxMRE4FGfW1lZKYkzgIODAyYmJmpl3Nzc1Npwc3NTrnft2pV79+5RtWpVBg4cyLp165SR+II8bz95eXkRHx+PnZ0dw4YNY+vWrYXeZ9y4caSlpSnHxYsXCy0vhBBCCCHeDrLatiixMjIy0NTU5NChQ2hqaqpdMzAwAB5tc1QYT09PKleuzOLFi6lYsSI5OTnUrl37mRaCysjIwNPTky+//DLPNQsLCzQ1Ndm2bRt79+5l69atLFiwgAkTJnDgwAGqVKlSaLvw6L3jJ/+IAOR53idHVx+Pfj459Xzw4MHKO79Psra2Vn7W19cv6lHz0NLSok+fPoSHh9OlSxdWrlxJWFjYM7fzsj0e9d++fTvbtm3Dx8eHr776iqioqHxHouH5+6lu3bqcP3+eTZs2sX37drp160br1q359ddf872PtrY22traL/B0QgghhBCiJJLkWbwR1apVo3Tp0hw4cEBJXG7evMnp06dp3rw5AC4uLmRnZ3P16lWaNm2abztOTk7s2LEj32my169f59SpUyxevFip//T0bnt7e5YvX879+/eV0ef9+/erlalbty6//fYbNjY2lCqV/38yKpUKNzc33NzcmDx5MpUrV2bdunWMHDmywD6oUKECFStW5Ny5c/Tu3bvAckWpW7cuJ06coHr16s9Uz87OjpiYGLVzT3+GR9Oda9euzaJFi3j48CFdunQpsu2n+3D//v3Y29sDj/r84sWLXLx4UW3a9q1bt3BwcFDKREdH07dvX6WN6Oho5To8+sOJp6cnnp6efPHFF9SsWZOjR49St25dtLS0lPfeH3vefgIwMjKie/fudO/enU8++YQ2bdpw48aN17r9lhBCCCGEeLMkeRZvhIGBAf3792f06NGULVuW8uXLM2HCBLVFqGrUqEHv3r3p06cPoaGhuLi4cO3aNXbs2IGTkxPt27dn3LhxODo64uPjw5AhQ9DS0mLnzp107doVU1NTypYty/fff4+FhQUpKSmMHTtWLY5evXoxYcIEBg4cyLhx40hOTiYkJEStzBdffMHixYvp2bMnY8aMwdTUlLNnz7J69WqWLFmiLEb2v//9j/Lly3PgwAGuXbumJIuFmTJlCsOGDcPY2Jg2bdqQmZlJbGwsN2/eLDTxflJAQACNGjXC19eXAQMGoK+vz4kTJ9i2bRsLFy4ssN7QoUNp1qwZc+bMwdPTk7///ptNmzblea/X3t6eRo0aERAQgLe3d5Gj/fAo0Z09ezadO3dm27Zt/PLLL2zcuBF49M66o6MjvXv3Zt68eTx8+BAfHx+aN2+uTJkePXo03bp1w8XFhdatW/Pnn3+ydu1atm/fDjyaPp6dnU3Dhg3R09Pjp59+QldXV3nn3MbGhl27dtGjRw+0tbUpV67cc/fTnDlzsLCwwMXFBQ0NDX755RfMzc2VVcmFEEIIIcT7Qd55Fm/MV199RdOmTfH09KR169Z88MEH1KtXT61MeHg4ffr0YdSoUdjZ2dG5c2diYmKU0eoaNWqwdetWEhISaNCgAY0bN+b333+nVKlSaGhosHr1ag4dOkTt2rUZMWIEX331lVr7BgYG/Pnnnxw9ehQXFxcmTJiQZ3p2xYoViY6OJjs7m//97384Ojri5+eHiYkJGhoaGBkZsWvXLtq1a0eNGjWYOHEioaGhtG3btsg+GDBgAEuWLCE8PBxHR0eaN29OREREodO9n+bk5ERUVBSnT5+madOmuLi4MHnyZLVF1vLj5ubGt99+y5w5c6hTpw6bN29mxIgRau9/P9a/f38ePHiAt7d3sWIaNWoUsbGxuLi4MG3aNObMmYOHhwfwaJT+999/p0yZMjRr1ozWrVtTtWpV1qxZo9Tv3LkzYWFhhISEUKtWLb777jvCw8Nxd3cHwMTEhMWLF+Pm5oaTkxPbt2/nzz//pGzZsgBMnTqV5ORkqlWrhpmZ2Qv1k6GhIbNnz8bV1ZX69euTnJzMX3/9Vehq40IIIYQQ4t0jq20LIRQDBw7k5MmT7N69W+18cHAwv/zyC0eOHHlDkb29irt6oxBCCCGEeDOK+/uaTNsW4j0WEhLChx9+iL6+Pps2bWLp0qUsWrRIuZ6RkUFycjILFy5k2rRpbzBSIYQQQggh3ixJnoV4hR6vCp6fTZs2FbgQ2uty8OBBZs+eze3bt6latSrz589nwIABynVfX19WrVpF586diz1lW+SvduAW2edZCCGEEOItJtO2hXiFzp49W+C1SpUqFWvxrbeNu7s7zs7OzJs37422UVI8ngZk5fezJM9CCCGEECWQTNsWogR4nm2R3nZr165V9lq2sbHBz88PPz+/NxuUEEIIIYQQL0iSZyHES1XS9z5+8OABWlpabzoMIYQQQgjxlpG9VoQQL5W7uzt+fn64u7tz4cIFRowYgUqlUvaPvn79Oj179qRSpUro6enh6OjIqlWrCmxv6tSp1K5dO895Z2dnJk2aVGQ8Xl5edO7cmenTp1OxYkXs7OwAWL58Oa6urhgaGmJubk6vXr24evWqUi8yMhKVSsXGjRtxcnJCR0eHRo0acezYsWftEiGEEEII8Q6Q5FkI8UqsXbsWS0tLpk6dSmpqKqmpqQDcv3+fevXqsXHjRo4dO8agQYP47LPPOHjwYL7teHt7k5iYSExMjHIuLi6OI0eO0K9fv2LFsmPHDk6dOsW2bdvYsGEDAFlZWQQHB5OQkMD69etJTk7Gy8srT93Ro0cTGhpKTEwMZmZmeHp6kpWVVeC9MjMzSU9PVzuEEEIIIcTbT6ZtCyFeCVNTUzQ1NZWR3ccqVaqEv7+/8nno0KFs2bKFn3/+mQYNGuRpx9LSEg8PD8LDw6lfvz4A4eHhNG/enKpVqxYrFn19fZYsWaI2XfvJ1cMfrzRev359MjIy1FZJDwwM5MMPPwRg6dKlWFpasm7dOrp165bvvWbOnMmUKVOKFZcQQgghhHh7yMizEOK1ys7OJjg4GEdHR0xNTTEwMGDLli2kpKQUWGfgwIGsWrWK+/fv8+DBA1auXPlMW2c5Ojrmec/50KFDeHp6Ym1tjaGhIc2bNwfIE0fjxo2Vn01NTbGzsyMxMbHAe40bN460tDTluHjxYrHjFEIIIYQQJZeMPAshXquvvvqKsLAw5s2bh6OjI/r6+vj5+fHgwYMC63h6eqKtrc26devQ0tIiKyuLTz75pNj31NfXV/t8584dPDw88PDwYMWKFZiZmZGSkoKHh0ehcRSHtrY22traL9SGEEIIIYQoeSR5FkK8MlpaWmRnZ6udi46OplOnTnz66acA5OTkcPr0aRwcHApsp1SpUvTt25fw8HC0tLTo0aPHC+2RffLkSa5fv86sWbOwsrICIDY2Nt+y+/fvx9raGoCbN29y+vRp7O3tn/veQgghhBDi7STJsxDilbGxsWHXrl306NEDbW1typUrh62tLb/++it79+6lTJkyzJkzh3///bfQ5BlgwIABStIaHR39QnFZW1ujpaXFggULGDJkCMeOHSM4ODjfslOnTqVs2bJUqFCBCRMmUK5cOTp37vxC9xdCCCGEEG8feedZCPHKTJ06leTkZKpVq4aZmRkAEydOpG7dunh4eODu7o65uXmxklFbW1uaNGlCzZo1adiw4QvFZWZmRkREBL/88gsODg7MmjWLkJCQfMvOmjWL4cOHU69ePf755x/+/PNP2SdaCCGEEOI9pMrNzc1900EIIURRcnNzsbW1xcfHh5EjR77y+0VGRtKiRQtu3ryJiYnJc7eTnp6OsbExaWlpGBkZvbwAhRBCCCHES1Hc39dk2rYQosS7du0aq1ev5p9//in23s5CCCGEEEK8TJI8CyFKvPLly1OuXDm+//57ypQpo3btyT2Zn7Zp0yaaNm36qsMrltqBW9DQ1nvp7SbPav/S2xRCCCGEEHlJ8izEW87GxgY/Pz/8/PzedCjFEhQUxPr164mPjy92ncLeLimsnX79+lGvXj3mzZtX/AD/P3d39zz39fLy4tatW6xfv/6Z2xNCCCGEEG83SZ6FeMvFxMTk2cf4fVK9evUCr/3++++ULl36NUYjhBBCCCHeVZI8C/GWe7yKtcjL1NT0TYcghBBCCCHeEbJVlRAlnLu7O76+vvj6+mJsbEy5cuWYNGmSMqXYxsZGbVrynDlzcHR0RF9fHysrK3x8fMjIyFCuR0REYGJiwpYtW7C3t8fAwIA2bdqQmpqqlMnJyWHq1KlYWlqira2Ns7MzmzdvLnbMly5domfPnpiamqKvr4+rqysHDhzIt2xMTAwffvgh5cqVw9jYmObNm3P48GHlem5uLkFBQVhbW6OtrU3FihUZNmyYcn3RokXY2tqio6NDhQoV+OSTT9T67snp7JmZmQQEBGBlZYW2tjbVq1fnhx9+ACA7O5v+/ftTpUoVdHV1sbOzIywsrNjPLIQQQggh3m0y8izEW2Dp0qX079+fgwcPEhsby6BBg7C2tmbgwIF5ympoaDB//nyqVKnCuXPn8PHxYcyYMSxatEgpc/fuXUJCQli+fDkaGhp8+umn+Pv7s2LFCgDCwsIIDQ3lu+++w8XFhR9//JGOHTty/PhxbG1tC401IyOD5s2bU6lSJf744w/Mzc05fPgwOTk5+Za/ffs2ffv2ZcGCBeTm5hIaGkq7du04c+YMhoaG/Pbbb8ydO5fVq1dTq1Yt/vnnHxISEgCIjY1l2LBhLF++nCZNmnDjxg12795dYGx9+vRh3759zJ8/nzp16nD+/Hn+++8/4NEfDCwtLfnll18oW7Yse/fuZdCgQVhYWNCtW7fCv6AnZGZmkpmZqXxOT08vdl0hhBBCCFFySfIsxFvAysqKuXPnolKpsLOz4+jRo8ydOzff5PnJkVYbGxumTZvGkCFD1JLnrKwsvv32W6pVqwaAr68vU6dOVa6HhIQQEBBAjx49APjyyy/ZuXMn8+bN4+uvvy401pUrV3Lt2jViYmKUadOFvZfcsmVLtc/ff/89JiYmREVF0aFDB1JSUjA3N6d169aULl0aa2trGjRoAEBKSgr6+vp06NABQ0NDKleujIuLS773OX36ND///DPbtm2jdevWAFStWlW5Xrp0aaZMmaJ8rlKlCvv27ePnn39+puR55syZau0IIYQQQoh3g0zbFuIt0KhRI1QqlfK5cePGnDlzhuzs7Dxlt2/fTqtWrahUqRKGhoZ89tlnXL9+nbt37ypl9PT0lMQZwMLCgqtXrwKPRkqvXLmCm5ubWrtubm4kJo8b+CEAAQAASURBVCYWGWt8fDwuLi7Fft/433//ZeDAgdja2mJsbIyRkREZGRmkpKQA0LVrV+7du0fVqlUZOHAg69at4+HDhwB8+OGHVK5cmapVq/LZZ5+xYsUKted8Oi5NTU2aN29eYCxff/019f4fe/ce1/P5P3788S56dz5IFEpRqEglrGJy2CJssTlv5DS00IiYU2HktGHGNkwYCzOHzVlTI41QOeUULaatzSjFJ6l+f/h5f711erOGeN5vt9ft1ut6Xdfzer5efT67dbmu1/Vq1gwLCwsMDQ35+uuvVXloauLEiWRlZamOq1evPlF7IYQQQgjxYpLBsxAvkbS0NLp06YKLiwubN2/m+PHjqpnie/fuqeo9vgO1QqEo83NQT0JPT++J6g8YMICkpCQWLVrE4cOHSUpKwtzcXJWvtbU158+fZ+nSpejp6REYGMjrr79Ofn4+RkZGnDhxgu+++w4rKyumTp1K06ZNuXXr1hPnFRUVRUhICIMHD2bv3r0kJSUxcOBAteemCaVSibGxsdohhBBCCCEqPxk8C1EJPL7Z1q+//oqDgwPa2tpq5cePH6ewsJAFCxbw2muv0aBBA65fv/5EfRkbG1OrVi3i4uLUyuPi4nByciq3vYuLC0lJSfzzzz8a9RcXF8eoUaPw8/PD2dkZpVKpeg/5IT09Pbp27crixYuJiYkhPj6eU6dOAVClShU6dOjA3LlzOXnyJGlpafz888/F+mnSpAmFhYXExsaWmoeXlxeBgYG4ublhb29PamqqRvcghBBCCCFefvLOsxCVQHp6OmPGjGHYsGGcOHGCzz//nAULFhSrZ29vT35+Pp9//jldu3YlLi6OL7/88on7GzduHNOmTaN+/fq4urqyatUqkpKSVBuKlaVPnz7MmjULf39/Zs+ejZWVFYmJidSqVQtPT89i9R0cHFi7di0eHh5kZ2czbtw4tVniyMhICgoKaNmyJfr6+nz77bfo6elRt25dfvrpJy5fvszrr7+OmZkZO3fupLCwkIYNGxbrx9bWlgEDBjBo0CDVhmG//fYbmZmZ9OzZEwcHB9asWcOePXuws7Nj7dq1JCQkYGdn98TPTwghhBBCvHxk5lmISqB///7cvXuXFi1a8OGHHzJ69Gg++OCDYvWaNm3Kp59+ypw5c2jcuDHr1q1j9uzZT9zfqFGjGDNmDGPHjqVJkybs3r2b7du3l7vTNoCOjg579+6lRo0a+Pn50aRJEyIiIorNkj+0cuVKbt68ibu7O++//z6jRo2iRo0aquumpqYsX74cb29vXFxc2L9/Pz/++CPm5uaYmpryww8/0K5dOxwdHfnyyy/57rvvcHZ2LrGvZcuW8e677xIYGEijRo0YOnQoubm5AAwbNozu3bvTq1cvWrZsyY0bNwgMDHziZyeEEEIIIV5OiqKKetFRCPGf8PHxwdXVVe1bzqLyyM7OxsTEhKysLHn/WQghhBDiBaTp32sy8yyEEEIIIYQQQpRD3nkWQjyRWbNmMWvWrBKvtW7dml27dj3jjCqHxtP2oKXUr/C4aRGdKzymEEIIIYQoTgbPQrzgYmJiipVVxFLup40xfPhwevbsWeK1J/1MlRBCCCGEEJWFDJ6FeMnFxMTQtm1bbt68iampqar8hx9+KPa9Z01Uq1aNatWqVWCGQgghhBBCvPhk8CzEK+q/HgDn5+c/1eBcCCGEEEKIF5FsGCZEJffwG8lGRkZYWlrSt29fMjMzAUhLS6Nt27YAmJmZoVAoCAgIAB4s2w4ODlbFsbW1ZdasWQwaNAgjIyNsbGz4+uuvNcohLS0NhULBhg0baNOmDbq6uqxbt47CwkKmT59OnTp1UCqVuLq6snv37mLtNm7cSOvWrdHT06N58+ZcuHCBhIQEPDw8MDQ0pFOnTvz111+qdgkJCbzxxhtUr14dExMT2rRpw4kTJ9RyUigUrFixgm7duqGvr4+DgwPbt29Xq3PmzBm6dOmCsbExRkZGtG7dmtTUVNX1FStW4OjoiK6uLo0aNWLp0qUaPQ8hhBBCCPHykcGzEJVcfn4+M2bMIDk5ma1bt5KWlqYaIFtbW7N582YAzp8/T0ZGBosWLSo11oIFC/Dw8CAxMZHAwEBGjBjB+fPnNc5lwoQJjB49mpSUFHx9fVm0aBELFixg/vz5nDx5El9fX9566y0uXryo1m7atGlMnjyZEydOUKVKFfr27cv48eNZtGgRBw8e5NKlS0ydOlVV//bt2wwYMIBDhw7x66+/4uDggJ+fH7dv31aLGx4eTs+ePTl58iR+fn7069ePf/75B4Dff/+d119/HaVSyc8//8zx48cZNGgQ9+/fB2DdunVMnTqVTz75hJSUFGbNmsWUKVNYvXp1mc8gLy+P7OxstUMIIYQQQlR+smxbiEpu0KBBqp/r1avH4sWLad68OTk5ORgaGqqWZ9eoUUPtneeS+Pn5ERgYCEBoaCifffYZBw4coGHDhhrlEhwcTPfu3VXn8+fPJzQ0lN69ewMwZ84cDhw4wMKFC/niiy9U9UJCQvD19QVg9OjR9OnTh+joaLy9vQEYPHgwkZGRqvrt2rVT6/frr7/G1NSU2NhYunTpoioPCAigT58+wINdwhcvXszRo0fp2LEjX3zxBSYmJkRFRamWlzdo0EDVdtq0aSxYsEB1P3Z2dpw9e5avvvqKAQMGlPoMZs+eTXh4uEbPSwghhBBCVB4y8yxEJXf8+HG6du2KjY0NRkZGtGnTBoD09PQnjuXi4qL6WaFQYGlpqVoCrgkPDw/Vz9nZ2Vy/fl01AH7I29ublJSUUvutWbMmAE2aNFErezSPP//8k6FDh+Lg4ICJiQnGxsbk5OQUu+dH4xoYGGBsbKyKk5SUROvWrUt8Lzs3N5fU1FQGDx6MoaGh6pg5c6basu6STJw4kaysLNVx9erVMusLIYQQQojKQWaehajEcnNz8fX1xdfXl3Xr1mFhYUF6ejq+vr7cu3fvieM9PpBUKBQUFhZq3N7AwOCJ+3y8X4VCUWLZo3kMGDCAGzdusGjRIurWrYtSqcTT07PYPZd1P2V9VisnJweA5cuX07JlS7Vr2traZd6LUqlEqVSWWUcIIYQQQlQ+MngWohI7d+4cN27cICIiAmtrawCOHTumVkdHRweAgoKCZ5qbsbExtWrVIi4uTjUbDhAXF0eLFi3+Vey4uDiWLl2Kn58fAFevXuXvv/9+ohguLi6sXr26xF3Ba9asSa1atbh8+TL9+vX7V7kKIYQQQoiXgyzbFqISs7GxQUdHh88//5zLly+zfft2ZsyYoVanbt26KBQKfvrpJ/766y/VrOqzMG7cOObMmcOGDRs4f/48EyZMICkpidGjR/+ruA4ODqxdu5aUlBSOHDlCv379ypxJLklQUBDZ2dn07t2bY8eOcfHiRdauXavaIC08PJzZs2ezePFiLly4wKlTp1i1ahWffvrpv8pdCCGEEEJUTjJ4FqISs7CwIDIykk2bNuHk5ERERATz589Xq1O7dm3Cw8OZMGECNWvWJCgo6JnlN2rUKMaMGcPYsWNp0qQJu3fvZvv27Tg4OPyruCtXruTmzZu4u7vz/vvvM2rUKGrUqPFEMczNzfn555/JycmhTZs2NGvWjOXLl6tmoYcMGcKKFStYtWoVTZo0oU2bNkRGRmJnZ/evchdCCCGEEJWToqioqOh5JyGEEC+r7OxsTExMyMrKwtjY+HmnI4QQQgghHqPp32sy8yyEEEIIIYQQQpRDNgwTQpRr1qxZzJo1q8RrrVu3ZteuXc84o8qn8bQ9aCn1KzxuWkTnCo8phBBCCCGKk5lnIUS5hg8fTlJSUonHihUrAAgICMDf3//5JloOHx8fgoODy6yjUCjYunUrAGlpaSgUCpKSkgCIiYlBoVBw69at/zRPIYQQQgjx4pGZZyFEuapVq0a1atXKrLNo0SJehi0UMjIyMDMze95pCCGEEEKIF4wMnoUQFcLExOR5p1AhLC0tn3cKQgghhBDiBSTLtoUQFeLRZdu7d++mVatWmJqaYm5uTpcuXUhNTVXVDQsLQ6FQFDsiIyNVS6UfP3x8fDTKIy4uDh8fH/T19TEzM8PX15ebN2+qrhcWFjJ+/HiqVauGpaUlYWFhau0fXbYthBBCCCHEQzJ4FkJUuNzcXMaMGcOxY8eIjo5GS0uLbt26UVhYCEBISAgZGRmqY/78+ejr6+Ph4YG1tbXatcTERMzNzXn99dfL7TcpKYn27dvj5OREfHw8hw4domvXrhQUFKjqrF69GgMDA44cOcLcuXOZPn06+/btq7B7z8vLIzs7W+0QQgghhBCVnyzbFkJUuHfeeUft/JtvvsHCwoKzZ8/SuHFjDA0NMTQ0BODXX39l8uTJrF69msaNGwP/t3T6f//7H/7+/nh6ehabIS7J3Llz8fDwYOnSpaoyZ2dntTouLi5MmzYNAAcHB5YsWUJ0dDRvvPHGU9/vo2bPnk14eHiFxBJCCCGEEC8OmXkWQlS4ixcv0qdPH+rVq4exsTG2trYApKenq9VLT0/H39+fkJAQevbsWSzOoEGDuH37NuvXr0dLq/z/XD2ceS6Li4uL2rmVlRWZmZnlxtbUxIkTycrKUh1Xr16tsNhCCCGEEOL5kZlnIUSF69q1K3Xr1mX58uXUqlWLwsJCGjduzL1791R1cnNzeeutt/D09GT69OnFYsycOZM9e/Zw9OhRjIyMNOpXT0+v3DpVq1ZVO1coFKrl5BVBqVSiVCorLJ4QQgghhHgxyMyzEKJC3bhxg/PnzzN58mTat2+Po6Oj2oZdAEVFRbz33nsUFhaydu1aFAqF2vXNmzczffp0Nm7cSP369TXu28XFhejo6Aq5DyGEEEIIIR4lM89CiAplZmaGubk5X3/9NVZWVqSnpzNhwgS1OmFhYezfv5+9e/eSk5NDTk4O8OBzV6mpqfTv35/Q0FCcnZ35448/ANDR0Sn3W9MTJ06kSZMmBAYGMnz4cHR0dDhw4AA9evSgevXq/80NCyGEEEKIV4LMPAshKpSWlhZRUVEcP36cxo0b89FHHzFv3jy1OrGxseTk5ODl5YWVlZXq2LBhA8eOHePOnTvMnDlT7Vr37t3L7btBgwbs3buX5ORkWrRogaenJ9u2baNKFfl3QiGEEEII8e8oioqKip53EkKIyq9Pnz5oa2vz7bffPu9UXijZ2dmYmJiQlZWFsbHx805HCCGEEEI8RtO/12TmWQjxr9y/f5+zZ88SHx9f7LNQQgghhBBCvCxkLaMQ4l85ffo0Xl5etG3bluHDh/+nfXXq1ImDBw+WeO3jjz/m448//k/7/zcaT9uDllK/wuOmRXSu8JhCCCGEEKI4GTwLIf4VV1dX7ty580z6WrFiBXfv3i3xWkmbiRUVFTFs2DC+//57bt68SWJiIq6urqXGj4mJoW3btty8eRNTU1MiIyMJDg7m1q1bFXQHQgghhBCispLBsxCi0qhdu/YT1d+9ezeRkZHExMRQr1492XFbCCGEEEI8NRk8CyFeWqmpqVhZWeHl5fW8UxFCCCGEEJWcbBgmhHgpBQQEMHLkSNLT01EoFNja2pKXl8eoUaOoUaMGurq6tGrVioSEBI1j/vXXX3h4eNCtWzfy8vL+w+yFEEIIIcSLRgbPQoiX0qJFi5g+fTp16tQhIyODhIQExo8fz+bNm1m9ejUnTpzA3t4eX19f/vnnn3LjXb16ldatW9O4cWO+//57lEplifXy8vLIzs5WO4QQQgghROUng2chxEvJxMQEIyMjtLW1sbS0RF9fn2XLljFv3jw6deqEk5MTy5cvR09Pj5UrV5YZ6/z583h7e+Pr68uqVavQ1tYute7s2bMxMTFRHdbW1hV9a0IIIYQQ4jmQwbMQ4pWQmppKfn4+3t7eqrKqVavSokULUlJSSm139+5dWrduTffu3Vm0aBEKhaLMfiZOnEhWVpbquHr1aoXdgxBCCCGEeH5k8CyEEGVQKpV06NCBn376id9//12j+sbGxmqHEEIIIYSo/GTwLIR4JdSvXx8dHR3i4uJUZfn5+SQkJODk5FRqOy0tLdauXUuzZs1o27Yt169ffxbpCiGEEEKIF4wMnoUQrwQDAwNGjBjBuHHj2L17N2fPnmXo0KHcuXOHwYMHl9lWW1ubdevW0bRpU9q1a8cff/zxjLIWQgghhBAvChk8CyFeGREREbzzzju8//77uLu7c+nSJfbs2YOZmVm5batUqcJ3332Hs7Mz7dq1IzMz8xlkLIQQQgghXhSKoqKiouedhBBCvKyys7MxMTEhKytL3n8WQgghhHgBafr3msw8CyGEEEIIIYQQ5ajyvBMQQohXQeNpe9BS6ldozLSIzhUaTwghhBBClE5mnoUQrwxbW1sWLlxYZh2FQsHWrVufST5CCCGEEKLykMGzEOKpaTIYrWwyMjLo1KnT805DCCGEEEK8YGTZthCiUisqKqKgoIAqVSrmP2eWlpYVEkcIIYQQQrxcZOZZiGessLCQuXPnYm9vj1KpxMbGhk8++QSAU6dO0a5dO/T09DA3N+eDDz4gJydH1TYgIAB/f39mzZpFzZo1MTU1Zfr06dy/f59x48ZRrVo16tSpw6pVq1Rt0tLSUCgUbNy4kdatW6Onp0fz5s25cOECCQkJeHh4YGhoSKdOnfjrr79U7Xx8fAgODlbL3d/fn4CAANX13377jY8++giFQoFCoVDVO3TokKova2trRo0aRW5urkbPZ+3atXh4eGBkZISlpSV9+/ZV+yxUTEwMCoWCXbt20axZM5RKJYcOHSI1NZW3336bmjVrYmhoSPPmzdm/f3+x+Ldv36ZPnz4YGBhQu3ZtvvjiC7Xrjy/bvnbtGn369KFatWoYGBjg4eHBkSNHNLoXIYQQQgjx8pDBsxDP2MSJE4mIiGDKlCmcPXuW9evXU7NmTXJzc/H19cXMzIyEhAQ2bdrE/v37CQoKUmv/888/c/36dX755Rc+/fRTpk2bRpcuXTAzM+PIkSMMHz6cYcOGce3aNbV206ZNY/LkyZw4cYIqVarQt29fxo8fz6JFizh48CCXLl1i6tSpGt/HDz/8QJ06dZg+fToZGRlkZGQAkJqaSseOHXnnnXc4efIkGzZs4NChQ8XuozT5+fnMmDGD5ORktm7dSlpammrA/qgJEyYQERFBSkoKLi4u5OTk4OfnR3R0NImJiXTs2JGuXbuSnp6u1m7evHk0bdqUxMREJkyYwOjRo9m3b1+JueTk5NCmTRt+//13tm/fTnJyMuPHj6ewsLDU/PPy8sjOzlY7hBBCCCFE5SffeRbiGbp9+zYWFhYsWbKEIUOGqF1bvnw5oaGhXL16FQMDAwB27txJ165duX79OjVr1iQgIICYmBguX76MltaDf/tq1KgRNWrU4JdffgGgoKAAExMTVqxYQe/evUlLS8POzo4VK1YwePBgAKKioujTpw/R0dG0a9cOgIiICCIjIzl37hzwYGbZ1dVV7Z1mf39/TE1NiYyMBB688xwcHKw2Qz1kyBC0tbX56quvVGWHDh2iTZs25Obmoqur+0TP7NixYzRv3pzbt29jaGhITEwMbdu2ZevWrbz99ttltm3cuDHDhw9XDdxtbW1xdHRk165dqjq9e/cmOzubnTt3Ag9mnrds2YK/vz9ff/01ISEhpKWlUa1aNY3yDQsLIzw8vFi5dfBG2W1bCCGEEOIFJN95FuIFlJKSQl5eHu3bty/xWtOmTVUDZwBvb28KCws5f/68qszZ2Vk1cAaoWbMmTZo0UZ1ra2tjbm6uttQZwMXFRa0NoNauZs2axdo8jeTkZCIjIzE0NFQdvr6+FBYWcuXKlXLbHz9+nK5du2JjY4ORkRFt2rQBKDaD7OHhoXaek5NDSEgIjo6OmJqaYmhoSEpKSrF2np6exc5TUlJKzCUpKQk3NzeNB87wYGVBVlaW6rh69arGbYUQQgghxItLNgwT4hnS09P71zGqVq2qdq5QKEose3xp8aN1Hr6f/HjZo220tLR4fGFKfn5+ufnl5OQwbNgwRo0aVeyajY1NmW0fLl339fVl3bp1WFhYkJ6ejq+vL/fu3VOr++g/MgCEhISwb98+5s+fj729PXp6erz77rvF2j2Jp/l9KZVKlErlU/cphBBCCCFeTDLzLMQz5ODggJ6eHtHR0cWuOTo6kpycrLaxVlxcHFpaWjRs2PBZpgmAhYWF6j1meLAc/PTp02p1dHR0KCgoUCtzd3fn7Nmz2NvbFzt0dHTK7PPcuXPcuHGDiIgIWrduTaNGjTSeDY+LiyMgIIBu3brRpEkTLC0tSUtLK1bv119/LXbu6OhYYkwXFxeSkpL4559/NMpBCCGEEEK8vGTwLMQzpKurS2hoKOPHj2fNmjWkpqby66+/snLlSvr164euri4DBgzg9OnTHDhwgJEjR/L++++rllk/S+3atWPHjh3s2LGDc+fOMWLECG7duqVWx9bWll9++YXff/+dv//+G4DQ0FAOHz5MUFAQSUlJXLx4kW3btmm0YZiNjQ06Ojp8/vnnXL58me3btzNjxgyN8nVwcOCHH34gKSmJ5ORk+vbtW+LGXnFxccydO5cLFy7wxRdfsGnTJkaPHl1izD59+mBpaYm/vz9xcXFcvnyZzZs3Ex8fr1FOQgghhBDi5SGDZyGesSlTpjB27FimTp2Ko6MjvXr1IjMzE319ffbs2cM///xD8+bNeffdd2nfvj1Llix5LnkOGjSIAQMG0L9/f9q0aUO9evVo27atWp3p06eTlpZG/fr1sbCwAB7M1sbGxnLhwgVat26Nm5sbU6dOpVatWuX2aWFhQWRkJJs2bcLJyYmIiAjmz5+vUb6ffvopZmZmeHl50bVrV3x9fXF3dy9Wb+zYsRw7dgw3NzdmzpzJp59+iq+vb4kxdXR02Lt3LzVq1MDPz48mTZoQERGBtra2RjkJIYQQQoiXh+y2LYQQ/yFNd28UQgghhBDPh+y2LYQQQgghhBBCVBAZPAshnpmDBw+qfcLq8UMIIYQQQogXlSzbFkI8M3fv3uX3338v8dr48eMpLCxk69atFdJXXFwcw4cP59y5c3Tu3FmjuD4+Pri6urJw4ULgwYZowcHBBAcHP3UeD5cBWQdvREup/9RxSpIW0blC4wkhhBBCvIo0XbYt33kWQjwzenp62Nvbl3jN2Ni42G7e/8aYMWNwdXVl165dMqsthBBCCCH+NVm2LYR4KaWmptKuXTvq1KmDqanp805HCCGEEEJUcjJ4FkI8MR8fH0aOHElwcDBmZmbUrFmT5cuXk5uby8CBAzEyMsLe3p5du3YBUFBQwODBg7Gzs0NPT4+GDRuyaNGiMvsoLCxk9uzZqjZNmzbl+++/Lze3tLQ0FAoFN27cYNCgQSgUCiIjIwGIjY2lRYsWKJVKrKysmDBhAvfv39f4vlesWIGpqSnR0dEatxFCCCGEEC8HGTwLIZ7K6tWrqV69OkePHmXkyJGMGDGCHj164OXlxYkTJ3jzzTd5//33uXPnDoWFhdSpU4dNmzZx9uxZpk6dyscff8zGjRtLjT979mzWrFnDl19+yZkzZ/joo4947733iI2NLTMva2trMjIyMDY2ZuHChWRkZNCrVy9+//13/Pz8aN68OcnJySxbtoyVK1cyc+ZMje537ty5TJgwgb1799K+fftS6+Xl5ZGdna12CCGEEEKIyk/eeRZCPJWmTZsyefJkACZOnEhERATVq1dn6NChAEydOpVly5Zx8uRJXnvtNcLDw1Vt7ezsiI+PZ+PGjfTs2bNY7Ly8PGbNmsX+/fvx9PQEoF69ehw6dIivvvqKNm3alJqXtrY2lpaWKBQKTExMsLS0BGDp0qVYW1uzZMkSFAoFjRo14vr164SGhjJ16lS0tEr/t8TQ0FDWrl1LbGwszs7OZT6X2bNnq92rEEIIIYR4OcjgWQjxVFxcXFQ/a2trY25uTpMmTVRlNWvWBCAzMxOAL774gm+++Yb09HTu3r3LvXv3cHV1LTH2pUuXuHPnDm+88YZa+b1793Bzc3uqfFNSUvD09EShUKjKvL29ycnJ4dq1a9jY2JTYbsGCBeTm5nLs2DHq1atXbj8TJ05kzJgxqvPs7Gysra2fKmchhBBCCPHikMGzEOKpVK1aVe1coVColT0cpBYWFhIVFUVISAgLFizA09MTIyMj5s2bx5EjR0qMnZOTA8COHTuoXbu22jWlUlmRt1Gu1q1bs2PHDjZu3MiECRPKra9UKp95jkIIIYQQ4r8ng2chxH8uLi4OLy8vAgMDVWWpqaml1ndyckKpVJKenl7mEu0n4ejoyObNmykqKlIN7OPi4jAyMqJOnTqltmvRogVBQUF07NiRKlWqEBISUiH5CCGEEEKIykUGz0KI/5yDgwNr1qxhz5492NnZsXbtWhISErCzsyuxvpGRESEhIXz00UcUFhbSqlUrsrKyiIuLw9jYmAEDBjxxDoGBgSxcuJCRI0cSFBTE+fPnmTZtGmPGjCnzfWcALy8vdu7cSadOnahSpQrBwcFP3L8QQgghhKjcZPAshPjPDRs2jMTERHr16oVCoaBPnz4EBgaqPmVVkhkzZmBhYcHs2bO5fPkypqamuLu78/HHHz9VDrVr12bnzp2MGzeOpk2bUq1aNQYPHqza9Kw8rVq1YseOHfj5+aGtrc3IkSOfKg8hhBBCCFE5KYqKioqedxJCCPGyys7OxsTEhKysLIyNjZ93OkIIIYQQ4jGa/r0m33kWQgghhBBCCCHKIYNnIUSlM3z4cAwNDUs8hg8f/rzTE0IIIYQQLyFZti2EeCbS0tKws7MjMTGx1O87ayozM5Ps7OwSrxkbG1OjRo1/Fb8iPVwGZB28ES2lfoXGTovoXKHxhBBCCCFeRZou25YNw4QQlU6NGjUqdIDs4+ODq6srCxcurLCYQgghhBDi5SLLtoUQGrl3797zTqHCvYz3JIQQQggh/hsyeBZClMjHx4egoCCCg4OpXr06vr6+xMbG0qJFC5RKJVZWVkyYMIH79++r2hQWFjJ37lzs7e1RKpXY2NjwySeflBi/oKCAQYMG0ahRI9LT08vNR6FQsGzZMjp16oSenh716tXj+++/V6sTGhpKgwYN0NfXp169ekyZMoX8/HzV9bCwMFxdXVmxYgV2dnbo6uoSEBBAbGwsixYtQqFQoFAouHLlCvb29syfP18tflJSEgqFgkuXLj3JoxRCCCGEEC8BWbYthCjV6tWrGTFiBHFxcfzxxx/4+fkREBDAmjVrOHfuHEOHDkVXV5ewsDAAJk6cyPLly/nss89o1aoVGRkZnDt3rljcvLw8+vTpQ1paGgcPHsTCwkKjfKZMmUJERASLFi1i7dq19O7dm1OnTuHo6AiAkZERkZGR1KpVi1OnTjF06FCMjIwYP368KsalS5fYvHkzP/zwA9ra2tStW5cLFy7QuHFjpk+fDoCFhQWDBg1i1apVhISEqNquWrWK119/HXt7+1JzzMvLIy8vT3Ve2rvZQgghhBCicpENw4QQJfLx8SE7O5sTJ04AMGnSJDZv3kxKSgoKhQKApUuXEhoaSlZWFrm5uVhYWLBkyRKGDBlSLN7DDcMOHjxIWFgYeXl5/PTTT5iYmGiUj0KhYPjw4SxbtkxV9tprr+Hu7s7SpUtLbDN//nyioqI4duwY8GDmedasWfz+++9qA/aS3nm+fv06NjY2HD58mBYtWpCfn0+tWrWYP38+AwYMKDXPsLAwwsPDi5XLhmFCCCGEEC8m+c6zEOJfa9asmernlJQUPD09VQNnAG9vb3Jycrh27RopKSnk5eXRvn37MmP26dOH3Nxc9u7dq/HA+SFPT89i5ykpKarzDRs24O3tjaWlJYaGhkyePLnYkvC6detqNNNdq1YtOnfuzDfffAPAjz/+SF5eHj169Ciz3cSJE8nKylIdV69e1fT2hBBCCCHEC0wGz0KIUhkYGGhcV09PT6N6fn5+nDx5kvj4+KdNq0Tx8fH069cPPz8/fvrpJxITE5k0aVKxTcGe5J6GDBlCVFQUd+/eZdWqVfTq1Qt9/bJnj5VKJcbGxmqHEEIIIYSo/GTwLITQiKOjI/Hx8Tz6pkdcXBxGRkbUqVMHBwcH9PT0iI6OLjPOiBEjiIiI4K233iI2NvaJcvj111+LnT983/nw4cPUrVuXSZMm4eHhgYODA7/99ptGcXV0dCgoKChW7ufnh4GBAcuWLWP37t0MGjToifIVQgghhBAvD9kwTAihkcDAQBYuXMjIkSMJCgri/PnzTJs2jTFjxqClpYWuri6hoaGMHz8eHR0dvL29+euvvzhz5gyDBw9WizVy5EgKCgro0qULu3btolWrVhrlsGnTJjw8PGjVqhXr1q3j6NGjrFy5EgAHBwfS09OJioqiefPm7Nixgy1btmgU19bWliNHjpCWloahoSHVqlVDS0sLbW1tAgICmDhxIg4ODsWWjQshhBBCiFeHzDwLITRSu3Ztdu7cydGjR2natCnDhw9n8ODBTJ48WVVnypQpjB07lqlTp+Lo6EivXr3IzMwsMV5wcDDh4eH4+flx+PBhjXIIDw8nKioKFxcX1qxZw3fffYeTkxMAb731Fh999BFBQUG4urpy+PBhpkyZolHckJAQtLW1cXJywsLCQu096cGDB3Pv3j0GDhyoUSwhhBBCCPFykt22hRCVgkKhYMuWLfj7+z/Tfg8ePEj79u25evUqNWvWfOL2mu7eKIQQQgghng9N/16TZdtCCFGCvLw8/vrrL8LCwujRo8dTDZyFEEIIIcTLQ5ZtCyGeu3Xr1mFoaFji4ezs/Fxy+u6776hbty63bt1i7ty5zyUHIYQQQgjx4pBl20K8xAICArh16xZbt259Jv35+Pjg6urKwoULn6jd7du3+fPPP0u8VrVqVerWrVsB2ZUvLCyMrVu3kpSUVGExHy4Dsg7eiJay7M9cPYm0iM4VFksIIYQQ4lUmy7aFEJWGkZERRkZGxcqfdjD+tEJCQhg5cuQz6UsIIYQQQlQuMngWQlRqRUVFFBQUUKXKv//P2cOl4kIIIYQQQjxO3nkW4gXh4+PDyJEjCQ4OxszMjJo1a7J8+XJyc3MZOHAgRkZG2Nvbs2vXLgAKCgoYPHgwdnZ26Onp0bBhQxYtWlRmH4WFhcyePVvVpmnTpnz//fca53j69Gk6deqEoaEhNWvW5P333+fvv/8utX5eXh4hISHUrl0bAwMDWrZsSUxMjFqduLg4fHx80NfXx8zMDF9fX27evElAQACxsbEsWrQIhUKBQqEgLS2NmJgYFAoFu3btolmzZiiVSg4dOkReXh6jRo2iRo0a6Orq0qpVKxISElT9PGwXHR2Nh4cH+vr6eHl5cf78eVWdsLAwXF1d1fL75ptvcHZ2RqlUYmVlRVBQkMbPSwghhBBCvDxk8CzEC2T16tVUr16do0ePMnLkSEaMGEGPHj3w8vLixIkTvPnmm7z//vvcuXOHwsJC6tSpw6ZNmzh79ixTp07l448/ZuPGjaXGnz17NmvWrOHLL7/kzJkzfPTRR7z33nvExsaWm9utW7do164dbm5uHDt2jN27d/Pnn3/Ss2fPUtsEBQURHx9PVFQUJ0+epEePHnTs2JGLFy8CkJSURPv27XFyciI+Pp5Dhw7RtWtXCgoKWLRoEZ6engwdOpSMjAwyMjKwtrZWxZ4wYQIRERGkpKTg4uLC+PHj2bx5M6tXr+bEiRPY29vj6+vLP//8o5bTpEmTWLBgAceOHaNKlSoMGjSo1PyXLVvGhx9+yAcffMCpU6fYvn079vb2ZT6nvLw8srOz1Q4hhBBCCFH5yYZhQrwgfHx8KCgo4ODBg8CDmWUTExO6d+/OmjVrAPjjjz+wsrIiPj6e1157rViMoKAg/vjjD9Vs8qMbhuXl5VGtWjX279+Pp6enqs2QIUO4c+cO69evLzO/mTNncvDgQfbs2aMqu3btGtbW1pw/f54GDRqovaOcnp5OvXr1SE9Pp1atWqo2HTp0oEWLFsyaNYu+ffuSnp7OoUOHSn0mj7/zHBMTQ9u2bdm6dStvv/02ALm5uZiZmREZGUnfvn0ByM/Px9bWluDgYMaNG6dqt3//ftq3bw/Azp076dy5M3fv3kVXV7fYhmG1a9dm4MCBzJw5s8xn86iwsDDCw8OLlcuGYUIIIYQQLybZMEyISsjFxUX1s7a2Nubm5jRp0kRV9vBbw5mZmQB88cUXfPPNN6Snp3P37l3u3btXbNnxQ5cuXeLOnTu88cYbauX37t3Dzc2t3NySk5M5cOBAie8Ep6am0qBBA7WyU6dOUVBQUKw8Ly8Pc3Nz4MHMc48ePcrtuyQeHh5q/efn5+Pt7a0qq1q1Ki1atCAlJUWt3aPP2MrKCnjwPG1sbNTqZWZmcv36ddVAW1MTJ05kzJgxqvPs7Gy1GXMhhBBCCFE5yeBZiBdI1apV1c4VCoVamUKhAB68uxwVFUVISAgLFizA09MTIyMj5s2bx5EjR0qMnZOTA8COHTuoXbu22jWlUllubjk5OXTt2pU5c+YUu/ZwEPp4fW1tbY4fP462trbatYcDcD09vXL7LY2BgcFTtSvteT7uaXNTKpUaPU8hhBBCCFG5yOBZiEoqLi4OLy8vAgMDVWWpqaml1ndyckKpVJKenk6bNm2euD93d3c2b96Mra2tRjtbu7m5UVBQQGZmJq1bty6xjouLC9HR0SUucwbQ0dGhoKCg3L7q16+Pjo4OcXFxqm9C5+fnk5CQQHBwcLntS2JkZIStrS3R0dG0bdv2qWIIIYQQQoiXh2wYJkQl5eDgwLFjx9izZw8XLlxgypQpartLP87IyIiQkBA++ugjVq9eTWpqKidOnODzzz9n9erV5fb34Ycf8s8//9CnTx8SEhJITU1lz549DBw4sMQBboMGDejXrx/9+/fnhx9+4MqVKxw9epTZs2ezY8cO4MES54SEBAIDAzl58iTnzp1j2bJlqh28bW1tOXLkCGlpafz9998lzhDDg1noESNGMG7cOHbv3s3Zs2cZOnQod+7cYfDgwZo8zhKFhYWxYMECFi9ezMWLF1XPSwghhBBCvHpk8CxEJTVs2DC6d+9Or169aNmyJTdu3FCbhS7JjBkzmDJlCrNnz8bR0ZGOHTuyY8cO7Ozsyu2vVq1axMXFUVBQwJtvvkmTJk0IDg7G1NQULa2S/1OyatUq+vfvz9ixY2nYsCH+/v4kJCSo3i9u0KABe/fuJTk5mRYtWuDp6cm2bdtUM9shISFoa2vj5OSEhYUF6enppeYXERHBO++8w/vvv4+7uzuXLl1iz549mJmZlXtvpRkwYAALFy5k6dKlODs706VLF9VO4UIIIYQQ4tUiu20LIcR/SNPdG4UQQgghxPOh6d9rMvMshBBCCCGEEEKUQwbPQggAhg8fjqGhYYnH8OHDn3d6QgghhBBCPFey27YQlZSPjw+urq4sXLjwqdqHhYWxdetWkpKSALh58yavvfYaX375ZbG6D5ev/Ns+KztbW1uCg4OfagfvxtP2oKXUr7Bc0iI6V1gsIYQQQghRPhk8CyEA+PrrrykqKsLU1PR5p/KfUygUbNmyBX9//+edihBCCCGEqCRk8CyEAMDExOR5pyCEEEIIIcQLS955FqISKywsZPz48VSrVg1LS0vCwsJU19LT03n77bcxNDTE2NiYnj178ueff5YaKyAgQG0mNjc3l/79+2NoaIiVlRULFiwo1mbt2rV4eHhgZGSEpaUlffv2JTMzE4CioiLs7e2ZP3++WpukpCQUCgWXLl0q9/4UCgVfffUVXbp0QV9fH0dHR+Lj47l06RI+Pj4YGBjg5eVFamqqWrtt27bh7u6Orq4u9erVIzw8nPv37wMPll4DdOvWDYVCoTpPTU3l7bffpmbNmhgaGtK8eXP2799fbo5CCCGEEOLVIINnISqx1atXY2BgwJEjR5g7dy7Tp09n3759FBYW8vbbb/PPP/8QGxvLvn37uHz5Mr169dI49rhx44iNjWXbtm3s3buXmJgYTpw4oVYnPz+fGTNmkJyczNatW0lLSyMgIAB4MPAdNGgQq1atUmuzatUqXn/9dezt7TXKY8aMGfTv35+kpCQaNWpE3759GTZsGBMnTuTYsWMUFRURFBSkqn/w4EH69+/P6NGjOXv2LF999RWRkZF88sknACQkJKjyyMjIUJ3n5OTg5+dHdHQ0iYmJdOzYka5du5b5bemS5OXlkZ2drXYIIYQQQojKT5ZtC1GJubi4MG3aNAAcHBxYsmQJ0dHRAJw6dYorV65gbW0NwJo1a3B2diYhIYHmzZuXGTcnJ4eVK1fy7bff0r59e+DBQL1OnTpq9QYNGqT6uV69eixevJjmzZuTk5ODoaEhAQEBTJ06laNHj9KiRQvy8/NZv359sdnosgwcOJCePXsCEBoaiqenJ1OmTMHX1xeA0aNHM3DgQFX98PBwJkyYwIABA1R5zZgxg/HjxzNt2jQsLCwAMDU1xdLSUtWuadOmNG3aVHU+Y8YMtmzZwvbt29UG5+WZPXs24eHhGtcXQgghhBCVg8w8C1GJubi4qJ1bWVmRmZlJSkoK1tbWqoEzgJOTE6ampqSkpJQbNzU1lXv37tGyZUtVWbVq1WjYsKFavePHj9O1a1dsbGwwMjKiTZs2AKrZ2lq1atG5c2e++eYbAH788Ufy8vLo0aPHU91jzZo1AWjSpIla2f/+9z/VDG9ycjLTp09X+9TW0KFDycjI4M6dO6X2k5OTQ0hICI6OjpiammJoaEhKSsoTzzxPnDiRrKws1XH16tUnai+EEEIIIV5MMvMsRCVWtWpVtXOFQkFhYeEz6Ts3NxdfX198fX1Zt24dFhYWpKen4+vry71791T1hgwZwvvvv89nn33GqlWr6NWrF/r6mn+y6dF7VCgUpZY9vO+cnBzCw8Pp3r17sVi6urql9hMSEsK+ffuYP38+9vb26Onp8e6776rdiyaUSiVKpfKJ2gghhBBCiBefDJ6FeAk5Ojpy9epVrl69qpp9Pnv2LLdu3cLJyanc9vXr16dq1aocOXIEGxsb4MF3oC9cuKCaXT537hw3btwgIiJC1cexY8eKxfLz88PAwIBly5axe/dufvnll4q6zRK5u7tz/vz5Mt+prlq1KgUFBWplcXFxBAQE0K1bN+DBIDwtLe2/TFUIIYQQQlQiMngW4iXUoUMHmjRpQr9+/Vi4cCH3798nMDCQNm3a4OHhUW57Q0NDBg8ezLhx4zA3N6dGjRpMmjQJLa3/e9PDxsYGHR0dPv/8c4YPH87p06eZMWNGsVja2toEBAQwceJEHBwc8PT0rNB7fdzUqVPp0qULNjY2vPvuu2hpaZGcnMzp06eZOXMm8GDH7ejoaLy9vVEqlZiZmeHg4MAPP/xA165dUSgUTJky5ZnN4gshhBBCiBefvPMsxEtIoVCwbds2zMzMeP311+nQoQP16tVjw4YNGseYN28erVu3pmvXrnTo0IFWrVrRrFkz1XULCwsiIyPZtGkTTk5ORERElLoR2ODBg7l3757axl7/FV9fX3766Sf27t1L8+bNee211/jss8+oW7euqs6CBQvYt28f1tbWuLm5AfDpp59iZmaGl5cXXbt2xdfXF3d39/88XyGEEEIIUTkoioqKip53EkKIl9vBgwdp3749V69eVW369arIzs7GxMSErKwsjI2Nn3c6QgghhBDiMZr+vSbLtoUQ/5m8vDz++usvwsLC6NGjxys3cBZCCCGEEC8PWbYthPjPfPfdd9StW5dbt24xd+5ctWvr1q1T+5zUo4ezs/NzylgIIYQQQoiSybJtISqQj48Prq6uLFy4sNQ6CoWCLVu24O/v/9T9REZGEhwczK1bt546RkWIi4tj+PDhnDt3js6dO7N161aN296+fZs///yzWPmRI0d47733uHnzJqamphWXbAVIS0vDzs6OxMREXF1dNWrzcBmQdfBGtJSaf6Kr3FwiOldYLCGEEEKIV5ks2xbiBZWRkYGZmdnzTqNCjBkzBldXV3bt2oWhoeETtTUyMsLIyKhY+bVr1yoqPSGEEEIIISqMLNsW4hmztLREqVQ+7zQqRGpqKu3ataNOnTov3CyxEEIIIYQQFUkGz0JUsMLCQsaPH0+1atWwtLQkLCxM7bpCoVAtb05LS0OhUBAVFYWXlxe6uro0btyY2NhYjfras2cPjo6OGBoa0rFjRzIyMtTymD59OnXq1EGpVOLq6sru3btV1/9N3w/b3rhxg0GDBqFQKIiMjATg9OnTdOrUCUNDQ2rWrMn777/P33//rZbX7NmzsbOzQ09Pj6ZNm/L9999rdL8PnTt3jlatWqGrq4uTkxP79+9Xe64Ap06dol27dujp6WFubs4HH3xATk6Oxs8H4OjRo7i5uaGrq4uHhweJiYlPlKcQQgghhHh5yOBZiAq2evVqDAwMOHLkCHPnzmX69Ons27evzDbjxo1j7NixJCYm4unpSdeuXblx40aZbe7cucP8+fNZu3Ytv/zyC+np6YSEhKiuL1q0iAULFjB//nxOnjyJr68vb731FhcvXvzXfVtbW5ORkYGxsTELFy4kIyODXr16cevWLdq1a4ebmxvHjh1j9+7d/Pnnn/Ts2VPVdvbs2axZs4Yvv/ySM2fO8NFHH/Hee+9p/A8GBQUF+Pv7o6+vz5EjR/j666+ZNGmSWp3c3Fx8fX0xMzMjISGBTZs2sX//foKCgjR+Pjk5OXTp0gUnJyeOHz9OWFiY2vMtTV5eHtnZ2WqHEEIIIYSo/GTwLEQFc3FxYdq0aTg4ONC/f388PDyIjo4us01QUBDvvPMOjo6OLFu2DBMTE1auXFlmm/z8fL788ks8PDxwd3cnKChIrZ/58+cTGhpK7969adiwIXPmzClxM7On6VtbWxtLS0sUCgUmJiZYWlqip6fHkiVLcHNzY9asWTRq1Ag3Nze++eYbDhw4wIULF8jLy2PWrFl88803+Pr6Uq9ePQICAnjvvff46quvyn6w/9++fftITU1lzZo1NG3alFatWvHJJ5+o1Vm/fj3/+9//WLNmDY0bN6Zdu3YsWbKEtWvXqjYpK+/5rF+/nsLCQlauXImzszNdunRh3Lhx5eY3e/ZsTExMVIe1tbVG9yWEEEIIIV5ssmGYEBXMxcVF7dzKyorMzMwy23h6eqp+rlKlCh4eHqSkpADg7OzMb7/9BkDr1q3ZtWsXAPr6+tSvX7/EfrKzs7l+/Tre3t5q/Xh7e5OcnKxx308qOTmZAwcOlLh5WGpqKvn5+dy5c4c33nhD7dq9e/dwc3PTqI/z589jbW2NpaWlqqxFixZqdVJSUmjatCkGBgaqMm9vbwoLCzl//jx6enrlPp+UlBRcXFzQ1dVVXX/0WZVm4sSJjBkzRnWenZ0tA2ghhBBCiJeADJ6FqGBVq1ZVO1coFBQWFj51vJ07d5Kfnw+Anp5emf087y/P5eTk0LVrV+bMmVPsmpWVFadPnwZgx44d1K5dW+36y7KJmlKpfGnuRQghhBBC/B9Zti3EC+DXX39V/Xz//n2OHz+Oo6MjAHXr1sXe3h57e/tiA87SGBsbU6tWLeLi4tTK4+LicHJy0rjvJ+Xu7s6ZM2ewtbVV5fzwMDAwwMnJCaVSSXp6erHrms7ONmzYkKtXr6p9IzohIUGtjqOjI8nJyeTm5qrK4uLi0NLSomHDhho9H0dHR06ePMn//vc/1fVHn5UQQgghhHi1yOBZiBfAF198wZYtWzh37hwffvghN2/eZNCgQf8q5rhx45gzZw4bNmzg/PnzTJgwgaSkJEaPHv2f9f3hhx/yzz//0KdPHxISEkhNTWXPnj0MHDiQgoICjIyMCAkJ4aOPPmL16tWkpqZy4sQJPv/8c1avXq1RH2+88Qb169dnwIABnDx5kri4OCZPngw8mH0H6NevH7q6ugwYMIDTp09z4MABRo4cyfvvv0/NmjU1ej59+/ZFoVAwdOhQzp49y86dO5k/f/5TPRchhBBCCFH5ybJtIV4AERERREREkJSUhL29Pdu3b6d69er/KuaoUaPIyspi7NixZGZm4uTkxPbt23FwcPjP+n44mxsaGsqbb75JXl4edevWpWPHjmhpPfi3uhkzZmBhYcHs2bO5fPkypqamuLu78/HHH2vUh7a2Nlu3bmXIkCE0b96cevXqMW/ePLp27ap6P1lfX589e/YwevRomjdvjr6+Pu+88w6ffvqpxs/H0NCQH3/8keHDh+Pm5oaTkxNz5szhnXfeeapnI4QQQgghKjdF0fN+SVKIV1haWhp2dnYkJibi6ur6yvRd0eLi4mjVqhWXLl1S20TtRZCdnY2JiQlZWVkYGxs/73SEEEIIIcRjNP17TWaehRCVzpYtWzA0NMTBwYFLly4xevRovL29X7iBsxBCCCGEeHnIO89CiBINHz4cQ0PDEo/hw4c/19xu377Nhx9+SKNGjQgICKB58+Zs27btueYkhBBCCCFebrJsW4hXRGRkJMHBwdy6dUuj+pmZmWRnZ5d4zdjYmBo1alRgdhATE0Pbtm25efMmpqamFRr7eXq4DMg6eCNaSv0Ki5sW0bnCYgkhhBBCvMo0XbYtM89CvIRsbW1ZuHChWlmvXr24cOGCxjFq1KhR7HNSD4+KHjg/KyU9FyGEEEIIITQh7zwL8RTu3buHjo7O807jiejp6aGnp/dc+i4oKEChUKh23H6RVaZchRBCCCHEsyN/HQqhAR8fH4KCgggODqZ69er4+voSGxtLixYtUCqVWFlZMWHCBO7fv6/WZuTIkQQHB2NmZkbNmjVZvnw5ubm5DBw4ECMjI+zt7dm1a5eqTUFBAYMHD8bOzg49PT0aNmzIokWL1HIJCAjA39+f+fPnY2Vlhbm5OR9++CH5+fmqfn/77Tc++ugjFAqF6tvHkZGRxZZD//jjjzRv3hxdXV2qV69Ot27dNHoeN2/epH///piZmaGvr0+nTp24ePGi6vrDvrZv346TkxNKpZL09HTy8vIIDQ3F2toapVKJvb09K1euVIt9/PhxPDw80NfXx8vLi/Pnz6td37ZtG+7u7ujq6lKvXj3Cw8NVz72oqIiwsDBsbGxQKpXUqlWLUaNGafRcHs81ISGBN954g+rVq2NiYkKbNm04ceKERs9HCCGEEEK8fGTwLISGVq9ejY6ODnFxcYSFheHn50fz5s1JTk5m2bJlrFy5kpkzZxZrU716dY4ePcrIkSMZMWIEPXr0wMvLixMnTvDmm2/y/vvvc+fOHQAKCwupU6cOmzZt4uzZs0ydOpWPP/6YjRs3qsU9cOAAqampHDhwgNWrVxMZGUlkZCQAP/zwA3Xq1GH69OlkZGSQkZFR4v3s2LGDbt264efnR2JiItHR0bRo0UKjZxEQEMCxY8fYvn078fHxFBUV4efnpxrAA9y5c4c5c+awYsUKzpw5Q40aNejfvz/fffcdixcvJiUlha+++gpDQ0O12JMmTWLBggUcO3aMKlWqMGjQINW1gwcP0r9/f0aPHs3Zs2f56quviIyM5JNPPgFg8+bNfPbZZ3z11VdcvHiRrVu30qRJk3KfS0m53r59mwEDBnDo0CF+/fVXHBwc8PPz4/bt22U+m7y8PLKzs9UOIYQQQghR+cmGYUJowMfHh+zsbNXM46RJk9i8eTMpKSmqGcylS5cSGhpKVlYWWlpa+Pj4UFBQwMGDB4EHs8omJiZ0796dNWvWAPDHH39gZWVFfHw8r732Wol9BwUF8ccff/D9998DDwauMTExpKamoq2tDUDPnj3R0tIiKioKePBub3BwMMHBwao4j28Y5uXlRb169fj222+f6FlcvHiRBg0aEBcXh5eXFwA3btzA2tqa1atX06NHDyIjIxk4cCBJSUk0bdoUgAsXLtCwYUP27dtHhw4disV9uGHY/v37ad++PQA7d+6kc+fO3L17F11dXTp06ED79u2ZOHGiqt23337L+PHjuX79Op9++ilfffUVp0+fpmrVqsX6KO25PJ5rSQoLCzE1NWX9+vV06dKl1HphYWGEh4cXK5cNw4QQQgghXkyyYZgQFaxZs2aqn1NSUvD09FQNnAG8vb3Jycnh2rVrqjIXFxfVz9ra2pibm6tmQgFq1qwJPNjZ+qEvvviCZs2aYWFhgaGhIV9//TXp6elquTg7O6sGzgBWVlZqMTSRlJSkGqQ+iZSUFKpUqULLli1VZebm5jRs2JCUlBRVmY6Ojtr9JyUloa2tTZs2bcqM/2gbKysr4P+eT3JyMtOnT1f7bNbQoUPJyMjgzp079OjRg7t371KvXj2GDh3Kli1b1JbSl+bxXAH+/PNPhg4dioODAyYmJhgbG5OTk1Psd/G4iRMnkpWVpTquXr1abv9CCCGEEOLFJxuGCaEhAwODJ27z+OynQqFQK3s4+C4sLAQgKiqKkJAQFixYgKenJ0ZGRsybN48jR46UG/dhDE3915uH6enpqf3jgqb9lfV8cnJyCA8Pp3v37sXa6erqYm1tzfnz59m/fz/79u0jMDCQefPmERsbW+JMdGm5AgwYMIAbN26waNEi6tati1KpxNPTk3v37pWZv1KpRKlUanSvQgghhBCi8pCZZyGegqOjo+pd34fi4uIwMjKiTp06Tx334VLowMBA3NzcsLe3JzU19Ynj6OjoUFBQUGYdFxcXoqOjnzi2o6Mj9+/fVxvQ37hxg/Pnz+Pk5FRquyZNmlBYWEhsbOwT9/mQu7s758+fL/HzWQ93x9bT06Nr164sXryYmJgY4uPjOXXqFKDZc3koLi6OUaNG4efnh7OzM0qlkr///vupcxdCCCGEEJWbDJ6FeAqBgYFcvXqVkSNHcu7cObZt28a0adMYM2bMv/rEkYODA8eOHWPPnj1cuHCBKVOmkJCQ8MRxbG1t+eWXX/j9999LHfBNmzaN7777jmnTppGSksKpU6eYM2eORjm+/fbbDB06lEOHDpGcnMx7771H7dq1efvtt8vMacCAAQwaNIitW7dy5coVYmJiim2GVpapU6eyZs0awsPDOXPmDCkpKURFRTF58mTgwfvLK1eu5PTp01y+fJlvv/0WPT096tatq/FzefQ+165dS0pKCkeOHKFfv37P7VNfQgghhBDi+ZPBsxBPoXbt2uzcuZOjR4/StGlThg8fzuDBg1WDuKc1bNgwunfvTq9evWjZsiU3btwgMDDwieNMnz6dtLQ06tevj4WFRYl1fHx82LRpE9u3b8fV1ZV27dpx9OhRjeKvWrWKZs2a0aVLFzw9PSkqKmLnzp1lLo0GWLZsGe+++y6BgYE0atSIoUOHkpubq/F9+fr68tNPP7F3716aN2/Oa6+9xmeffaYaHJuamrJ8+XK8vb1xcXFh//79/Pjjj5ibm2v8XB5auXIlN2/exN3dnffff59Ro0ZRo0YNjXMVQgghhBAvF9ltWwgh/kOa7t4ohBBCCCGeD9ltWwghhBBCCCGEqCAyeBZCqDl48KDap6AeP4QQQgghhHgVyaeqhHhFpaWlYWdnR2JiIq6urqpyDw8PkpKSym2vUCjYsmUL/v7+/1mOD5WW638tJiaGtm3bcvPmTUxNTf9VrMbT9qCl1K+YxIC0iM4VFksIIYQQQpRPBs9CCDV6enrY29s/7zSEEEIIIYR4ociybSEqoXv37j3vFP4TFXlfL+szEkIIIYQQz4cMnoWoBHx8fAgKCiI4OJjq1avj6+sLQGxsLC1atECpVGJlZcWECRO4f/++ql1hYSFz587F3t4epVKJjY0Nn3zySYl9FBQUMGjQIBo1akR6erpGef39999069YNfX19HBwc2L59u1q8wYMHY2dnh56eHg0bNmTRokVq7QMCAvD39+eTTz6hVq1aNGzYEICjR4/i5uaGrq4uHh4eJCYmlpuLra0tM2bMoH///hgbG/PBBx8AsHnzZpydnVEqldja2rJgwQK1dnl5eYSGhmJtbY1SqcTe3p6VK1eW2MedO3fo1KkT3t7e3Lp1S6NnJIQQQgghXg6ybFuISmL16tWMGDGCuLg4AH7//Xf8/PwICAhgzZo1nDt3jqFDh6Krq0tYWBgAEydOZPny5Xz22We0atWKjIwMzp07Vyx2Xl4effr0IS0tjYMHD5b7DeSHwsPDmTt3LvPmzePzzz+nX79+/Pbbb1SrVo3CwkLq1KnDpk2bMDc35/Dhw3zwwQdYWVnRs2dPVYzo6GiMjY3Zt28fADk5OXTp0oU33niDb7/9litXrjB69GiN8pk/fz5Tp05l2rRpABw/fpyePXsSFhZGr169OHz4MIGBgZibmxMQEABA//79iY+PZ/HixTRt2pQrV67w999/F4t969YtOnfujKGhIfv27UNfv+T3l/Py8sjLy1OdZ2dna5S7EEIIIYR4scl3noWoBHx8fMjOzubEiROqskmTJrF582ZSUlJQKBQALF26lNDQULKyssjNzcXCwoIlS5YwZMiQYjEfbsJ18OBBwsLCyMvL46effsLExESjnBQKBZMnT2bGjBkA5ObmYmhoyK5du+jYsWOJbYKCgvjjjz/4/vvvgQczz7t37yY9PR0dHR0Avv76az7++GOuXbuGrq4uAF9++SUjRowoc8MwW1tb3Nzc2LJli6qsX79+/PXXX+zdu1dVNn78eHbs2MGZM2e4cOECDRs2ZN++fXTo0KFYzIcbhqWkpNCrVy8cHBxYv369KteShIWFER4eXqzcOnijbBgmhBBCCPECku88C/GSadasmdp5SkoKnp6eqoEzgLe3Nzk5OVy7do2UlBTy8vJo3759mXH79OlDbm4ue/fu1Xjg/JCLi4vqZwMDA4yNjcnMzFSVffHFFzRr1gwLCwsMDQ35+uuviy0Jb9KkidpgNCUlBRcXF9XAGcDT01OjfDw8PNTOU1JS8Pb2Vivz9vbm4sWLFBQUkJSUhLa2Nm3atCkz7htvvIG9vT0bNmwoc+AMD2b7s7KyVMfVq1c1yl0IIYQQQrzYZPAsRCVhYGDwRPX19PQ0qufn58fJkyeJj49/4pyqVq2qdq5QKCgsLAQgKiqKkJAQBg8ezN69e0lKSmLgwIHFNvJ60vsqy3/1jDp37swvv/zC2bNny62rVCoxNjZWO4QQQgghROUng2chKilHR0fi4+N59M2LuLg4jIyMqFOnDg4ODujp6REdHV1mnBEjRhAREcFbb71FbGxsheUXFxeHl5cXgYGBuLm5YW9vT2pqarntHB0dOXnyJP/73/9UZb/++utT5eDo6Kh6R/zRvBo0aIC2tjZNmjShsLCw3PuOiIhgwIABtG/fXqMBtBBCCCGEePnI4FmISiowMJCrV68ycuRIzp07x7Zt25g2bRpjxoxBS0sLXV1dQkNDGT9+PGvWrCE1NZVff/21xJ2kR44cycyZM+nSpQuHDh2qkPwcHBw4duwYe/bs4cKFC0yZMoWEhIRy2/Xt2xeFQsHQoUM5e/YsO3fuZP78+U+Vw9ixY4mOjmbGjBlcuHCB1atXs2TJEkJCQoAH70kPGDCAQYMGsXXrVq5cuUJMTAwbN24sFmv+/Pn069ePdu3albjpmhBCCCGEeLnJbttCVFK1a9dm586djBs3jqZNm1KtWjUGDx7M5MmTVXWmTJlClSpVmDp1KtevX8fKyorhw4eXGC84OJjCwkL8/PzYvXs3Xl5e/yq/YcOGkZiYSK9evVAoFPTp04fAwEB27dpVZjtDQ0N+/PFHhg8fjpubG05OTsyZM4d33nnniXNwd3dn48aNTJ06lRkzZmBlZcX06dNVO20DLFu2jI8//pjAwEBu3LiBjY0NH3/8cYnxPvvsMwoKCmjXrh0xMTE0aNDgiXMSQgghhBCVk+y2LYQQ/yFNd28UQgghhBDPh+y2LYQQQgghhBBCVBAZPAshilm3bh2GhoYlHs7Ozs87PSGEEEIIIZ45eedZiAqUlpaGnZ0diYmJuLq6Vnj8yMhIgoODuXXrVoXHftRbb71Fy5YtS7z2+OepNPFfP5f/UlhYGFu3biUpKelfxWk8bQ9aSv0KySktonOFxBFCCCGEEJqTwbMQlVhFDeweZ2RkhJGR0VO1DQgI4NatW2zdulVVZm1tTUZGBtWrV6+gDIUQQgghhHi2ZNm2EP/fvXv3nncKz81/fe/a2tpYWlpSpcqz/fe6/Pz8Z9qfEEIIIYR4ecngWbyyfHx8CAoKIjg4mOrVq+Pr6wtAbGwsLVq0QKlUYmVlxYQJE7h//76qXWFhIXPnzsXe3h6lUomNjQ2ffPJJiX0UFBQwaNAgGjVqRHp6erk5ffrppzRp0gQDAwOsra0JDAwkJyenxLqRkZGEh4eTnJyMQqFAoVAQGRkJwK1btxgyZAgWFhYYGxvTrl07kpOTVW3DwsJwdXVlxYoV2NnZoaurC4BCoWDFihV069YNfX19HBwc2L59u9r9DB48GDs7O/T09GjYsCGLFi1Si7t69Wq2bdumyikmJoa0tDQUCgVJSUkUFhZSp04dli1bpnY/iYmJaGlp8dtvv2l0D4972MeGDRto06YNurq6rFu3jsLCQqZPn06dOnVQKpW4urqye/dutbbXrl2jT58+VKtWDQMDAzw8PDhy5EiJ/aSmplKvXj2CgoKQjxUIIYQQQrw6ZPAsXmmrV69GR0eHuLg4vvzyS37//Xf8/Pxo3rw5ycnJLFu2jJUrVzJz5kxVm4kTJxIREcGUKVM4e/Ys69evp2bNmsVi5+Xl0aNHD5KSkjh48CA2Njbl5qOlpcXixYs5c+YMq1ev5ueff2b8+PEl1u3Vqxdjx47F2dmZjIwMMjIy6NWrFwA9evQgMzOTXbt2cfz4cdzd3Wnfvj3//POPqv2lS5fYvHkzP/zwg9qy7/DwcHr27MnJkyfx8/OjX79+qnYPB76bNm3i7NmzTJ06lY8//piNGzcCEBISQs+ePenYsaMqp8e/F62lpUWfPn1Yv369Wvm6devw9vambt26Gt9DSSZMmMDo0aNJSUnB19eXRYsWsWDBAubPn8/Jkyfx9fXlrbfe4uLFiwDk5OTQpk0bfv/9d7Zv305ycjLjx4+nsLCwWOyTJ0/SqlUr+vbty5IlS1AoFMXq5OXlkZ2drXYIIYQQQojKT955Fq80BwcH5s6dqzqfNGkS1tbWqoFRo0aNuH79OqGhoUydOpXc3FwWLVrEkiVLGDBgAAD169enVatWanFzcnLo3LkzeXl5HDhwABMTE43yCQ4OVv1sa2vLzJkzGT58OEuXLi1WV09PD0NDQ6pUqYKlpaWq/NChQxw9epTMzEyUSiUA8+fPZ+vWrXz//fd88MEHwIOl2mvWrMHCwkItbkBAAH369AFg1qxZLF68mKNHj9KxY0eqVq1KeHi4qq6dnR3x8fFs3LiRnj17YmhoiJ6eHnl5eWo5Pa5fv34sWLCA9PR0bGxsKCwsJCoqismTJz/RPZT2DLt37646nz9/PqGhofTu3RuAOXPmcODAARYuXMgXX3zB+vXr+euvv0hISKBatWoA2NvbF4t7+PBhunTpwqRJkxg7dmyp/c+ePVvtGQkhhBBCiJeDzDyLV1qzZs3UzlNSUvD09FSbUfT29iYnJ4dr166RkpJCXl4e7du3LzNunz59yM3NZe/evRoPnAH2799P+/btqV27NkZGRrz//vvcuHGDO3fuaBwjOTmZnJwczM3N1T4xdeXKFVJTU1X16tatW2zgDODi4qL62cDAAGNjYzIzM1VlX3zxBc2aNcPCwgJDQ0O+/vprjZakP8rV1RVHR0fV7HNsbCyZmZn06NHjie6hJB4eHqqfs7OzuX79Ot7e3mp1vL29SUlJASApKQk3NzfVwLkk6enpvPHGG0ydOrXMgTM8WJmQlZWlOq5evVpmfSGEEEIIUTnIzLN4pRkYGDxRfT09PY3q+fn58e233xIfH0+7du00apOWlkaXLl0YMWIEn3zyCdWqVePQoUMMHjyYe/fuoa+v2WeOcnJysLKyIiYmptg1U1NT1c+l3fvjn6JSKBSqJcxRUVGEhISwYMECPD09MTIyYt68eaW+H1yWfv36sX79eiZMmMD69evp2LEj5ubmT3QPJfkvfqcWFhbUqlWL7777jkGDBmFsbFxqXaVSqZotF0IIIYQQLw+ZeRbiEY6OjsTHx6ttBBUXF4eRkRF16tTBwcEBPT09oqOjy4wzYsQIIiIieOutt4iNjdWo7+PHj1NYWMiCBQt47bXXaNCgAdevXy+zjY6ODgUFBWpl7u7u/PHHH1SpUgV7e3u1499+KiouLg4vLy8CAwNxc3PD3t6+2ExwSTmVpG/fvpw+fZrjx4/z/fff069fvwq/B2NjY2rVqkVcXFyx+3BycgIezLQnJSWV+S61np4eP/30E7q6uvj6+nL79m2NcxBCCCGEEC8HGTwL8YjAwECuXr3KyJEjOXfuHNu2bWPatGmMGTMGLS0tdHV1CQ0NZfz48axZs4bU1FR+/fVXVq5cWSzWyJEjmTlzJl26dOHQoUPl9m1vb09+fj6ff/45ly9fZu3atXz55ZdltrG1teXKlSskJSXx999/k5eXR4cOHfD09MTf35+9e/eSlpbG4cOHmTRpEseOHXvqZwMP3hE/duwYe/bs4cKFC0yZMoWEhIRiOZ08eZLz58/z999/l/q5KFtbW7y8vBg8eDAFBQW89dZbqmsVeQ/jxo1jzpw5bNiwgfPnzzNhwgSSkpIYPXo08GCJvaWlJf7+/sTFxXH58mU2b95MfHy8WhwDAwN27NhBlSpV6NSpU6m7oAshhBBCiJeTDJ6FeETt2rXZuXMnR48epWnTpgwfPpzBgwerNrICmDJlCmPHjmXq1Kk4OjrSq1cvtXeCHxUcHEx4eDh+fn4cPny4zL6bNm3Kp59+ypw5c2jcuDHr1q1j9uzZZbZ555136NixI23btsXCwoLvvvsOhULBzp07ef311xk4cCANGjSgd+/e/PbbbyXuCv4khg0bRvfu3enVqxctW7bkxo0bBAYGqtUZOnQoDRs2xMPDAwsLi2Kzvo/q168fycnJdOvWTW35dEXew6hRoxgzZgxjx46lSZMm7N69m+3bt+Pg4AA8mCnfu3cvNWrUwM/PjyZNmhAREYG2tnaxWIaGhuzatYuioiI6d+5Mbm7uE+UihBBCCCEqL0WRfKhUCCH+M9nZ2ZiYmJCVlVXmu9JCCCGEEOL50PTvNZl5FkIIIYQQQgghyiGDZyGekXXr1ql9dunRw9nZ+XmnJ4QQQgghhCiDfKpKiGfkrbfeomXLliVee/zzUPDg01V2dnYkJibi6ur6RH0FBARw69Yttm7d+hSZ/ru+X3YKhYItW7bg7+//RO0aT9uDllKzz42VJy2ic4XEEUIIIYQQmpPBsxDPiJGREUZGRs+kr0WLFqHpdgYlDbStra3JyMj415+2EkIIIYQQ4mUhg2chXiIFBQUoFApMTEz+VRxtbW0sLS0rKCshhBBCCCEqP3nnWYjnrLCwkLlz52Jvb49SqcTGxoZPPvlEdf3y5cu0bdsWfX19mjZtqvb94cjISExNTdm+fTtOTk4olUrS09MJCAhQW1b8/fff06RJE/T09DA3N6dDhw7k5uYSFhbG6tWr2bZtGwqFAoVCQUxMDGlpaSgUCpKSkoAHg/LBgwdjZ2eHnp4eDRs2ZNGiRWr38bDP+fPnY2Vlhbm5OR9++GGp33l+XEZGBp07d0ZPTw87OzvWr1+Pra0tCxcuVNVJT0/n7bffxtDQEGNjY3r27Mmff/6pup6cnEzbtm0xMjLC2NiYZs2aqb4L/fBZbd26FQcHB3R1dfH19eXq1atqeWzbtg13d3d0dXWpV68e4eHh3L9/X6N7EEIIIYQQLy+ZeRbiOZs4cSLLly/ns88+o1WrVmRkZHDu3DnV9UmTJjF//nwcHByYNGkSffr04dKlS1Sp8uD/vnfu3GHOnDmsWLECc3NzatSooRY/IyODPn36MHfuXLp168bt27c5ePAgRUVFhISEkJKSQnZ2NqtWrQKgWrVqXL9+XS1GYWEhderUYdOmTZibm3P48GE++OADrKys6Nmzp6regQMHsLKy4sCBA1y6dIlevXrh6urK0KFDy30O/fv35++//yYmJoaqVasyZswYte9nFxYWqgbOsbGx3L9/nw8//JBevXoRExMDPPhutJubG8uWLUNbW5ukpCS198nv3LnDJ598wpo1a9DR0SEwMJDevXurvkV98OBB+vfvz+LFi2ndujWpqal88MEHAEybNq3cewDIy8sjLy9PdZ6dna1ROyGEEEII8WKTwbMQz9Ht27dZtGgRS5YsYcCAAQDUr1+fVq1akZaWBkBISAidOz/YICo8PBxnZ2cuXbpEo0aNAMjPz2fp0qU0bdq0xD4yMjK4f/8+3bt3p27dugA0adJEdV1PT4+8vLwyl2lXrVqV8PBw1bmdnR3x8fFs3LhRbfBsZmbGkiVL0NbWplGjRnTu3Jno6OhyB8/nzp1j//79JCQk4OHhAcCKFStwcHBQ1YmOjubUqVNcuXIFa2trANasWYOzszMJCQk0b96c9PR0xo0bp3o2j7Z/+KyWLFmi2rht9erVODo6cvToUVq0aEF4eDgTJkxQ/S7q1avHjBkzGD9+vMaD59mzZ6s9KyGEEEII8XKQZdtCPEcpKSnk5eXRvn37Uuu4uLiofraysgJQm5HV0dFRq/O4pk2b0r59e5o0aUKPHj1Yvnw5N2/efOJcv/jiC5o1a4aFhQWGhoZ8/fXXpKenq9VxdnZGW1tbLd9Hcy3N+fPnqVKlCu7u7qoye3t7zMzMVOcpKSlYW1urBs4ATk5OmJqakpKSAsCYMWMYMmQIHTp0ICIigtTUVLV+qlSpQvPmzVXnjRo1UmufnJzM9OnT1T4jNnToUDIyMrhz544mj4mJEyeSlZWlOh5fFi6EEEIIISonGTwL8Rzp6emVW+fRZccKhQJ4sIT50RgPy0uira3Nvn372LVrF05OTnz++ec0bNiQK1euaJxnVFQUISEhDB48mL1795KUlMTAgQO5d+9eqbk+zPfRXP9rYWFhnDlzhs6dO/Pzzz/j5OTEli1bNG6fk5NDeHg4SUlJquPUqVNcvHgRXV1djWIolUqMjY3VDiGEEEIIUfnJ4FmI58jBwQE9PT2io6P/034UCgXe3t6Eh4eTmJiIjo6OalCpo6NDQUFBme3j4uLw8vIiMDAQNzc37O3ti83q/hsNGzbk/v37JCYmqsouXbqkNkPu6OjI1atX1WZyz549y61bt3ByclKVNWjQgI8++oi9e/fSvXt31bvcAPfv31dtIAYPZrxv3bqFo6MjAO7u7pw/fx57e/tih5aW/OdSCCGEEOJVJu88C/Ec6erqEhoayvjx49HR0cHb25u//vqLM2fOlLmU+0kcOXKE6Oho3nzzTWrUqMGRI0f466+/VANGW1tb9uzZw/nz5zE3Ny/xM1cODg6sWbOGPXv2YGdnx9q1a0lISMDOzq5CcmzUqBEdOnTggw8+YNmyZVStWpWxY8eqzap36NCBJk2a0K9fPxYuXMj9+/cJDAykTZs2eHh4cPfuXcaNG8e7776LnZ0d165dIyEhgXfeeUfVT9WqVRk5ciSLFy+mSpUqBAUF8dprr9GiRQsApk6dSpcuXbCxseHdd99FS0uL5ORkTp8+zcyZMyvkXoUQQgghROUkUylCPGdTpkxh7NixTJ06FUdHR3r16qXRe8KaMjY25pdffsHPz48GDRowefJkFixYQKdOnQAYOnQoDRs2xMPDAwsLC9XO048aNmwY3bt3p1evXrRs2ZIbN24QGBhYYTnCg82/atasyeuvv063bt0YOnQoRkZGquXSCoWCbdu2YWZmxuuvv06HDh2oV68eGzZsAB4sT79x4wb9+/enQYMG9OzZk06dOqlt3qWvr09oaCh9+/bF29sbQ0NDVXsAX19ffvrpJ/bu3Uvz5s157bXX+Oyzz1QbrQkhhBBCiFeXoqioqOh5JyGEEI+7du0a1tbW7N+/v0Jm4SMjIwkODubWrVv/PrknkJ2djYmJCVlZWfL+sxBCCCHEC0jTv9dk2bYQ4oXw888/k5OTQ5MmTcjIyGD8+PHY2try+uuvP+/UhBBCCCGEkMGzEOK/d/DgQdUy8ZLk5OSQn5/Pxx9/zOXLlzEyMsLLy4t169YV28FbCCGEEEKI50GWbYtXgo+PD66urixcuPCp2qelpWFnZ0diYiKurq7ExMTQtm1bbt68iampaYXmWpJn3V9FUigUREVF0axZs1Lr2NvbP5NcNPnfgUKhYMuWLfj7+1fI7/3hMiDr4I1oKfUr5D7SIjpXSBwhhBBCCCHLtoVQ88MPP1ToDKaXlxcZGRkl7kz9LDyv93fLEhYWxtatW0lKSlIrz8jIwMzMDKVS+XwSe0IP8xVCCCGEEOJRMngWr4Rq1apVaDwdHR0sLS0rNObzUFBQgEKh+E+/YVzZnlNly1cIIYQQQjwb8qkq8Urw8fEhODgYePBd41mzZjFo0CCMjIywsbHh66+/Vqt/9OhR3Nzc0NXVxcPDg8TERLXrMTExKBQKtZnfQ4cO0bp1a/T09LC2tmbUqFHk5uZqlN/atWvx8PDAyMgIS0tL+vbtW+rnqmJiYhg4cCBZWVkoFAoUCgVhYWEA5OXlERISQu3atTEwMKBly5bExMSo2kZGRmJqasr27dtxcnJCqVSSnp6u0TMJDQ2lQYMG6OvrU69ePaZMmUJ+fr4qbnh4OMnJyaqcIiMjgQfLoLdu3Qo8mLEPDQ1Vi/vXX39RtWpVfvnlF43uoTxxcXH4+Pigr6+PmZkZvr6+3Lx5U3W9sLCQ8ePHU61aNSwtLVXP7qFH8xVCCCGEEOIhGTyLV9KCBQtUg+LAwEBGjBjB+fPngQebV3Xp0gUnJyeOHz9OWFgYISEhZcZLTU2lY8eOvPPOO5w8eZINGzZw6NAhgoKCNMonPz+fGTNmkJyczNatW0lLSyMgIKDEul5eXixcuBBjY2MyMjLIyMhQ5RcUFER8fDxRUVGcPHmSHj160LFjRy5evKhqf+fOHebMmcOKFSs4c+YMNWrUKPeZABgZGREZGcnZs2dZtGgRy5cv57PPPgOgV69ejB07FmdnZ1VOvXr1KpZ7v379iIqK4tGtFjZs2ECtWrVo3bq1xvdQmqSkJNq3b4+TkxPx8fEcOnSIrl27UlBQoKqzevVqDAwMOHLkCHPnzmX69Ons27ev3NiaysvLIzs7W+0QQgghhBCVnyzbFq8kPz8/AgMDgQczqp999hkHDhygYcOGrF+/nsLCQlauXImuri7Ozs5cu3aNESNGlBpv9uzZ9OvXTzW77eDgwOLFi2nTpg3Lli1DV1e3zHwGDRqk+rlevXosXryY5s2bk5OTg6GhoVpdHR0dTExMUCgUakuM09PTWbVqFenp6dSqVQuAkJAQdu/ezapVq5g1axbwYKC+dOlSmjZtqvEzAZg8ebKqrq2tLSEhIURFRTF+/Hj09PQwNDSkSpUqZS577tmzJ8HBwapZeoD169fTp08fFAqFxvdQmrlz5+Lh4cHSpUtVZc7Ozmp1XFxcmDZtGvDg97RkyRKio6N54403yoytqdmzZxMeHl4hsYQQQgghxItDBs/ileTi4qL6+eEg9OEy6ZSUFFxcXNQGvJ6enmXGS05O5uTJk6xbt05VVlRURGFhIVeuXMHR0bHM9g9nuJOTk7l58yaFhYXAgwGxk5OTRvd06tQpCgoKaNCggVp5Xl4e5ubmqnMdHR21+3+orGcCD2aIFy9eTGpqKjk5Ody/f7/M3QhLYmFhwZtvvsm6deto3bo1V65cIT4+nq+++uqJ7qE0SUlJ9OjRo8w6j9+7lZVVqUvkn8bEiRMZM2aM6jw7Oxtra+sKiy+EEEIIIZ4PGTyLV9LjO28rFArVgPVp5OTkMGzYMEaNGlXsmo2NTZltc3Nz8fX1xdfXl3Xr1mFhYUF6ejq+vr7cu3fviXLQ1tbm+PHjaGtrq117dPZaT08PhUJRrH1ZzyQ+Pp5+/foRHh6Or68vJiYmREVFsWDBAo3ze6hfv36MGjWKzz//nPXr19OkSROaNGnyRPdQGj09vXLrVPTv/nFKpbLS7CwuhBBCCCE0J4NnIR7j6OjI2rVr+d///qeaff7111/LbOPu7s7Zs2ef6nvF586d48aNG0RERKhmKI8dO1ZmGx0dHbX3eAHc3NwoKCggMzNTtSS6ohw+fJi6desyadIkVdlvv/1Wbk4lefvtt/nggw/YvXs369evp3///qpr//YeXFxciI6OlmXTQgghhBCiwsmGYUI8pm/fvigUCoYOHcrZs2fZuXMn8+fPL7NNaGgohw8fJigoiKSkJC5evMi2bds02jDMxsYGHR0dPv/8cy5fvsz27duZMWNGmW1sbW3JyckhOjqav//+mzt37tCgQQP69etH//79+eGHH7hy5QpHjx5l9uzZ7Nix44meweMcHBxIT08nKiqK1NRUFi9ezJYtW4rldOXKFZKSkvj777/Jy8srMZaBgQH+/v5MmTKFlJQU+vTpo7r2b+9h4sSJJCQkEBgYyMmTJzl37hzLli3j77///lf3L4QQQgghhAyehXiMoaEhP/74I6dOncLNzY1JkyYxZ86cMtu4uLgQGxvLhQsXaN26NW5ubkydOlW16VVZLCwsiIyMZNOmTTg5OREREVHuYN3Ly4vhw4fTq1cvLCwsmDt3LgCrVq2if//+jB07loYNG+Lv709CQkK5S8fL89Zbb/HRRx8RFBSEq6srhw8fZsqUKWp13nnnHTp27Ejbtm2xsLDgu+++KzVev379SE5OpnXr1sVy+zf30KBBA/bu3UtycjItWrTA09OTbdu2UaWKLLIRQgghhBD/jqLo0W/GCCGEqFDZ2dmYmJiQlZX1xBusCSGEEEKI/56mf6/JzLMQQgghhBBCCFEOGTwL8R87ePAghoaGpR5Cc506dSr1OZb3DWghhBBCCCH+DVm2LV46aWlp2NnZkZiYiKur6/NOh7t37/L777+XeK1fv354enqycOHCZ5vUf8jW1pbg4GCCg4MrPPbvv//O3bt3S7xWrVo1qlWr9q/7CAgI4NatW2zduvVfx4L/WwZkHbwRLaV+hcRMi+hcIXGEEEIIIYTmy7ZlFx0hnkJMTAxt27bl5s2bmJqalllXT0+v1E9YafJd4lfdo4Px2rVr/+f9LVq0CPk3RSGEEEII8TgZPIuXyr179553CuI5KCgoQKFQoKX1799EMTExqYCMhBBCCCHEy0beeRbP1E8//YSpqSkFBQUAJCUloVAomDBhgqrOkCFDeO+99wDYvHkzzs7OKJVKbG1tWbBggVo8W1tbZsyYQf/+/TE2NuaDDz4o1mdBQQGDBg2iUaNGpKenA7Bs2TLq16+Pjo4ODRs2ZO3atar6aWlpKBQKkpKSVGW3bt1CoVAQExNDWloabdu2BcDMzAyFQkFAQEC5956bm0v//v0xNDTEysqq2L0ArF27Fg8PD4yMjLC0tKRv375kZmaqrsfExKBQKIiOjsbDwwN9fX28vLw4f/68Wpwff/yR5s2bo6urS/Xq1enWrZvqWl5eHiEhIdSuXRsDAwNatmxJTExMufk/dOjQIVq3bo2enh7W1taMGjWK3NzcUuvfunWLIUOGYGFhgbGxMe3atSM5OVmjfH18fPjtt9/46KOPUCgUKBQKACIjIzE1NWX79u04OTmhVCpJT0/n5s2b9O/fHzMzM/T19enUqRMXL15U9fOw3Z49e3B0dMTQ0JCOHTuSkZGhqhMQEIC/v7/qvLCwkLlz52Jvb49SqcTGxoZPPvlE4+clhBBCCCFeDjJ4Fs9U69atuX37NomJiQDExsZSvXp1tcFbbGwsPj4+HD9+nJ49e9K7d29OnTpFWFgYU6ZMITIyUi3m/Pnzadq0KYmJicW+PZyXl0ePHj1ISkri4MGD2NjYsGXLFkaPHs3YsWM5ffo0w4YNY+DAgRw4cECje7C2tmbz5s0AnD9/noyMDBYtWlRuu3HjxhEbG8u2bdvYu3cvMTExnDhxQq1Ofn4+M2bMIDk5ma1bt5KWllbiwHzSpEksWLCAY8eOUaVKFQYNGqS6tmPHDrp164afnx+JiYlER0fTokUL1fWgoCDi4+OJiori5MmT9OjRg44dO6oNMkuTmppKx44deeeddzh58iQbNmzg0KFDBAUFldqmR48eZGZmsmvXLo4fP467uzvt27fnn3/+KTffH374gTp16jB9+nQyMjLUBrl37txhzpw5rFixgjNnzlCjRg0CAgI4duwY27dvJz4+nqKiIvz8/MjPz1drN3/+fNauXcsvv/xCeno6ISEhpeY/ceJEIiIimDJlCmfPnmX9+vXUrFmz1Pp5eXlkZ2erHUIIIYQQ4iVQJMQz5u7uXjRv3ryioqKiIn9//6JPPvmkSEdHp+j27dtF165dKwKKLly4UNS3b9+iN954Q63tuHHjipycnFTndevWLfL391erc+XKlSKg6ODBg0Xt27cvatWqVdGtW7dU1728vIqGDh2q1qZHjx5Ffn5+au0TExNV12/evFkEFB04cKCoqKio6MCBA0VA0c2bNzW659u3bxfp6OgUbdy4UVV248aNIj09vaLRo0eX2i4hIaEIKLp9+7Zav/v371fV2bFjRxFQdPfu3aKioqIiT0/Pon79+pUY77fffivS1tYu+v3339XK27dvXzRx4sRy72Pw4MFFH3zwgVrZwYMHi7S0tFT9161bt+izzz5TXTM2Ni763//+p9amfv36RV999VW5+T4e76FVq1YVAUVJSUmqsgsXLhQBRXFxcaqyv//+u0hPT0/13B+2u3TpkqrOF198UVSzZk3V+YABA4refvvtoqKioqLs7OwipVJZtHz58rIei5pp06YVAcUO6+CNRXVDf6qQQwghhBBCVJysrKwioCgrK6vMejLzLJ65Nm3aEBMTQ1FREQcPHqR79+44Ojpy6NAhYmNjqVWrFg4ODqSkpODt7a3W1tvbm4sXL6qWfQN4eHiU2E+fPn3Izc1l7969au+xlhY3JSWlAu9SXWpqKvfu3aNly5aqsmrVqtGwYUO1esePH6dr167Y2NhgZGREmzZtAFTLzR9ycXFR/WxlZQWgWt6dlJRE+/btS8zj1KlTFBQU0KBBA7XPPMXGxpKamlrufSQnJxMZGanW1tfXl8LCQq5cuVJi/ZycHMzNzdXaXLlyRdVfWfmWRUdHR+05pKSkUKVKFbVnbG5uTsOGDdV+t/r6+tSvX191bmVlpbY0/lEpKSnk5eU9UX4TJ04kKytLdVy9evVJbksIIYQQQrygZMMw8cz5+PjwzTffkJycTNWqVWnUqBE+Pj7ExMRw8+ZN1YBRUwYGBiWW+/n58e233xIfH0+7du00jvdw06miR3ZcfnTZ738lNzcXX19ffH19WbduHRYWFqSnp+Pr61tsI7SqVauqfn74HnBhYSFQ9g7eOTk5aGtrc/z4cbS1tdWuafLN6ZycHIYNG8aoUaOKXbOxsSmxvpWVVYnvVD/cpfxpdxzX09NT3fuTePTZwYPnV1TK7tpPk5tSqUSpVD5xOyGEEEII8WKTmWfxzD187/mzzz5TDZQfDp5jYmLw8fEBwNHRkbi4OLW2cXFxNGjQoNjAryQjRowgIiKCt956i9jYWFV5aXGdnJwAsLCwAFB7v/bRzcPgwawnoDYDXpb69etTtWpVjhw5oiq7efMmFy5cUJ2fO3eOGzduEBERQevWrWnUqFGpM6JlcXFxITo6usRrbm5uFBQUkJmZib29vdphaWlZbmx3d3fOnj1brK29vb3qmTxe/48//qBKlSrF6levXr3cfOHBs9bkOTs6OnL//n21Z3zjxg3Onz+v+t0+KQcHB/T09MrMTwghhBBCvBpk5lk8c2ZmZri4uLBu3TqWLFkCwOuvv07Pnj3Jz89XDajHjh1L8+bNmTFjBr169SI+Pp4lS5awdOlSjfsaOXIkBQUFdOnShV27dtGqVSvGjRtHz549cXNzo0OHDvz444/88MMP7N+/H3gw2/jaa68RERGBnZ0dmZmZTJ48WS1u3bp1USgU/PTTT/j5+aGnp1fmzK2hoSGDBw9m3LhxmJubU6NGDSZNmqT2aSUbGxt0dHT4/PPPGT58OKdPn2bGjBka3+tD06ZNo3379tSvX5/evXtz//59du7cSWhoKA0aNKBfv37079+fBQsW4Obmxl9//UV0dDQuLi507ty5zNihoaG89tprBAUFMWTIEAwMDDh79iz79u1T/S4f1aFDBzw9PfH392fu3Lk0aNCA69evqzYJ8/DwKDNfeLCj+i+//ELv3r1RKpWqQffjHBwcePvttxk6dChfffUVRkZGTJgwgdq1a/P2228/8XME0NXVJTQ0lPHjx6Ojo4O3tzd//fUXZ86cYfDgwU8VUwghhBBCVE4y8yyeizZt2lBQUKCaZa5WrRpOTk5YWlqq3gN2d3dn48aNREVF0bhxY6ZOncr06dM1+izUo4KDgwkPD8fPz4/Dhw/j7+/PokWLmD9/Ps7Oznz11VesWrVKlQvAN998w/3792nWrBnBwcHMnDlTLWbt2rUJDw9nwoQJ1KxZs8zdph+aN28erVu3pmvXrnTo0IFWrVrRrFkz1XULCwsiIyPZtGkTTk5OREREMH/+/Ce6V3gwi79p0ya2b9+Oq6sr7dq14+jRo6rrq1aton///owdO5aGDRvi7+9PQkJCicuuH+fi4kJsbCwXLlygdevWuLm5MXXqVGrVqlVifYVCwc6dO3n99dcZOHAgDRo0oHfv3vz222+qHavLy3f69OmkpaVRv3591aqA0qxatYpmzZrRpUsXPD09KSoqYufOncWWaj+JKVOmMHbsWKZOnYqjoyO9evV6qhUBQgghhBCiclMUlfaynxBCiH8tOzsbExMTsrKyMDY2ft7pCCGEEEKIx2j695rMPAshhBBCCCGEEOWQwbMQFSA9PV3tU0yPH49/aupF1alTp1LvYdasWc87PSGEEEIIIZ4b2TBMiApQq1atYjtyP369MlixYgV3794tVj5+/HgOHTr0HDJSt3XrVkJCQrhy5QojR45k4cKFzzsljTWetgctpX6FxEqLKHtjNyGEEEIIUfFk8CxEBXj4KabKrnbt2iWWr1q1qtRvIT9Lw4YNY+DAgYwaNQojI6PnnY4QQgghhHiFyOBZCFEuExOT550COTk5ZGZm4uvrW2lm8oUQQgghxMtD3nkWQpQrICAAf39/AHbv3k2rVq0wNTXF3NycLl26kJqaqqobFhaGQqEodkRGRpKWllbitUc/E1aSmJgY1Uxzu3btUCgUxMTEALB582acnZ1RKpXY2tqyYMECtbZ5eXmEhoZibW2NUqnE3t6elStXAhAZGYmpqala/a1bt6JQKFTnycnJtG3bFiMjI4yNjWnWrBnHjh17iqcohBBCCCEqMxk8CyGeSG5uLmPGjOHYsWNER0ejpaVFt27dKCwsBCAkJISMjAzVMX/+fPT19fHw8MDa2lrtWmJiIubm5rz++utl9unl5cX58+eBB4PljIwMvLy8OH78OD179qR3796cOnWKsLAwpkyZQmRkpKpt//79+e6771i8eDEpKSl89dVXGBoaany//fr1o06dOiQkJHD8+HEmTJhQ5nej8/LyyM7OVjuEEEIIIUTlJ8u2hRBP5J133lE7/+abb7CwsODs2bM0btxYtTs3wK+//srkyZNZvXo1jRs3BsDS0hKA//3vf/j7++Pp6UlYWFiZfero6FCjRg0AqlWrporx6aef0r59e6ZMmQJAgwYNOHv2LPPmzSMgIIALFy6wceNG9u3bR4cOHQCoV6/eE91veno648aNo1GjRgA4ODiUWX/27NmEh4c/UR9CCCGEEOLFJzPPQogncvHiRfr06UO9evUwNjbG1tYWoNjnuNLT0/H39yckJISePXsWizNo0CBu377N+vXr0dJ6uv8UpaSk4O3trVbm7e3NxYsXKSgoICkpCW1tbdq0afNU8QHGjBnDkCFD6NChAxEREWpL1EsyceJEsrKyVMfVq1efum8hhBBCCPHikMGzEOKJdO3alX/++Yfly5dz5MgRjhw5AsC9e/dUdXJzc3nrrbfw9PRk+vTpxWLMnDmTPXv2sH379v9012w9Pb0yr2tpaRXbRTw/P1/tPCwsjDNnztC5c2d+/vlnnJyc2LJlS6kxlUolxsbGaocQQgghhKj8ZPAshNDYjRs3OH/+PJMnT6Z9+/Y4Ojpy8+ZNtTpFRUW89957FBYWsnbtWrXNt+DBO8vTp09n48aN1K9f/1/l4+joSFxcnFpZXFwcDRo0QFtbmyZNmlBYWEhsbGyJ7S0sLLh9+za5ubmqspK+192gQQM++ugj9u7dS/fu3Vm1atW/ylsIIYQQQlQ+8s6zEEJjZmZmmJub8/XXX2NlZUV6ejoTJkxQqxMWFsb+/fvZu3cvOTk55OTkAA8+d5Wamkr//v0JDQ3F2dmZP/74A3jwTnO1atWeOJ+xY8fSvHlzZsyYQa9evYiPj2fJkiUsXboUAFtbWwYMGMCgQYNYvHgxTZs25bfffiMzM5OePXvSsmVL9PX1+fjjjxk1ahRHjhxR22zs7t27jBs3jnfffRc7OzuuXbtGQkJCsfe+hRBCCCHEy09mnoUQGtPS0iIqKorjx4/TuHFjPvroI+bNm6dWJzY2lpycHLy8vLCyslIdGzZs4NixY9y5c4eZM2eqXevevftT5ePu7s7GjRuJioqicePGTJ06lenTpxMQEKCqs2zZMt59910CAwNp1KgRQ4cOVc00V6tWjW+//ZadO3fSpEkTvvvuO7XNy7S1tblx4wb9+/enQYMG9OzZk06dOsmGYEIIIYQQryBF0eMv/AkhxGP69OmDtrY233777fNOpdLJzs7GxMSErKwsef9ZCCGEEOIFpOnfazLzLIQo1f379zl79izx8fE4Ozs/73SEEEIIIYR4bmTwLIQo1enTp/Hw8MDZ2Znhw4f/p3116tRJ9Y3ox49Zs2b9p30LIYQQQghRHtkwTIhKIjIykuDgYG7duvVM+lMoFGzZsoU7d+48k/5WrFjB3bt3S7z2NJuJlSQsLIytW7eWuKP2f63xtD1oKfUrJFZaROcKiSOEEEIIITQn7zwL8QKytbUlODiY4OBgVdndu3e5ffs2NWrUeCY5/PHHH5iZmaFUKp9Jf89CTk4OeXl5mJubP7M+H75DYx28UQbPQgghhBAvIE3feZaZZ/FKunfvHjo6Os87jSeip6eHnp7eM+vP0tLymfX1rDxcBi6EEEIIIcSTkneexSvBx8eHoKAggoODqV69Or6+vsTGxtKiRQuUSiVWVlZMmDCB+/fvq7UZOXIkwcHBmJmZUbNmTZYvX05ubi4DBw7EyMgIe3t7du3apWpTUFDA4MGDsbOzQ09Pj4YNG7Jo0SK1XAICAvD392f+/PlYWVlhbm7Ohx9+SH5+vqrf3377jY8++giFQoFCoQAeLNs2NTVVi/Xjjz/SvHlzdHV1qV69Ot26ddPoedja2jJjxgz69OmDgYEBtWvX5osvvlCro1Ao2Lp1q+o8NDSUBg0aoK+vT7169ZgyZYoqZ3iwJNrV1ZW1a9dia2uLiYkJvXv35vbt26o6eXl5jBo1iho1aqCrq0urVq1ISEgoN9/CwkLq1KnDsmXL1MoTExPR0tLit99+AyA9PZ23334bQ0NDjI2N6dmzJ3/++WexHB/1zTff4OzsrPrfQVBQkOrarVu3GDJkCBYWFhgbG9OuXTuSk5PLzVcIIYQQQrx8ZPAsXhmrV69GR0eHuLg4wsLC8PPzo3nz5iQnJ7Ns2TJWrlzJzJkzi7WpXr06R48eZeTIkYwYMYIePXrg5eXFiRMnePPNN3n//fdV7wU/HORt2rSJs2fPMnXqVD7++GM2btyoFvfAgQOkpqZy4MABVq9eTWRkJJGRkQD88MMP1KlTh+nTp5ORkUFGRkaJ97Njxw66deuGn58fiYmJREdH06JFC42fx7x582jatCmJiYlMmDCB0aNHs2/fvlLrGxkZERkZydmzZ1m0aBHLly/ns88+U6uTmprK1q1b+emnn/jpp5+IjY0lIiJCdX38+PFs3ryZ1atXc+LECezt7fH19eWff/4pM1ctLS369OnD+vXr1crXrVuHt7c3devWpbCwkLfffpt//vmH2NhY9u3bx+XLl+nVq1epcZctW8aHH37IBx98wKlTp9i+fTv29vaq6z169CAzM5Ndu3Zx/Phx3N3dad++fZn55uXlkZ2drXYIIYQQQojKT955Fq8EHx8fsrOzOXHiBACTJk1i8+bNpKSkqGZ2ly5dSmhoKFlZWWhpaeHj40NBQQEHDx4EHswqm5iY0L17d9asWQM8eC/YysqK+Ph4XnvttRL7DgoK4o8//uD7778HHsw8x8TEkJqaira2NgA9e/ZES0uLqKgooOR3nh/fMMzLy4t69eo91beXbW1tcXR0VJs17927N9nZ2ezcuRP4vw3D/P39S4wxf/58oqKiOHbsGPBgVnfevHn88ccfGBkZAQ8Gy7/88gu//vorubm5mJmZERkZSd++fQHIz89X3eu4cePKzDkpKQl3d3fS0tKwsbGhsLAQGxsbJk+ezPDhw9m3bx+dOnXiypUrWFtbA3D27FmcnZ05evQozZs3L7ZhWO3atRk4cGCxfzQBOHToEJ07dyYzM1PtvW97e3vGjx/PBx98UGKeYWFhhIeHFyuXd56FEEIIIV5M8p1nIR7TrFkz1c8pKSl4enqqBs4A3t7e5OTkcO3aNVWZi4uL6mdtbW3Mzc1p0qSJqqxmzZoAZGZmqsq++OILmjVrhoWFBYaGhnz99dekp6er5eLs7KwaOANYWVmpxdBEUlIS7du3f6I2j/L09Cx2npKSUmr9DRs24O3tjaWlJYaGhkyePLnYfdna2qoGzqB+X6mpqeTn5+Pt7a26XrVqVVq0aFFmvw+5urri6Oiomn2OjY0lMzOTHj16AA9+p9bW1qqBM4CTkxOmpqYlxs/MzOT69eulPsPk5GRycnIwNzdX+2zWlStXSE1NLTXPiRMnkpWVpTquXr1a7r0JIYQQQogXn2wYJl4ZBgYGT9ymatWqaucKhUKt7OHgu7CwEICoqChCQkJYsGABnp6eGBkZMW/ePI4cOVJu3IcxNPUsNw+Lj4+nX79+hIeH4+vri4mJCVFRUSxYsECtXkXcV1n69evH+vXrmTBhAuvXr6djx45PvXN2ec8vJycHKysrYmJiil17/N3zRymVypdqh3IhhBBCCPGAzDyLV5KjoyPx8fE8+tZCXFwcRkZG1KlT56njxsXF4eXlRWBgIG5ubtjb25c5S1kaHR0dCgoKyqzj4uJCdHT006bKr7/+Wuzc0dGxxLqHDx+mbt26TJo0CQ8PDxwcHFSbdGmqfv36qnfOH8rPzychIQEnJyeNYvTt25fTp09z/Phxvv/+e/r166e65ujoyNWrV9Vmes+ePcutW7dKjG9kZIStrW2pz9Dd3Z0//viDKlWqYG9vr3ZUr15d09sWQgghhBAvCRk8i1dSYGAgV69eZeTIkf+PvXuP6/n8Hz/+eCe9lU6UJaRQUg6F2Kohh63J2ea0JmHMLMqZbSmnOcwpx5mNYsYcxmzMcfKhGUXllKRJNs25kkOo1++P/by+3it6hyn2vN9ur9vN63Vdr+t6vq73O7eurut1XZw6dYoffviBsLAwhg8fjoHBk/9YODk5ERcXx/bt2zl9+jShoaF6rSb9Tw4ODvzvf//jzz//5MqVK4XmCQsLY/Xq1YSFhZGUlMSxY8eYPn263nXExMQwY8YMTp8+zcKFC1m3bh3BwcGPfK709HTWrFlDamoq8+bNY+PGjcV6pvLly/Phhx8yatQotm3bxsmTJxkwYAC3bt2if//+epXh4OCAl5cX/fv3Jy8vj44dO6ppbdq0oX79+vj7+3PkyBEOHTpEQEAALVq0wMPDo9DywsPDmTVrFvPmzSMlJYUjR44wf/58tTxPT086d+7Mjh07SEtL49dff+WTTz5R3/MWQgghhBD/HdJ5Fv9JVatWZevWrRw6dAg3NzcGDRpE//79+fTTT5+q3A8++ICuXbvSo0cPXn31Va5evcrgwYOLXc7EiRNJS0ujVq1aVKpUqdA8Pj4+rFu3js2bN+Pu7k6rVq04dOiQ3nWMGDGCuLg4GjZsyOTJk5k9eza+vr6F5u3YsSPDhg0jKCgId3d3fv31V0JDQ4v9XNOmTePtt9+md+/eNGrUiDNnzrB9+3YqVKigdxn+/v4kJibSpUsXnanXGo2GH374gQoVKtC8eXPatGlDzZo1+e677x5ZVp8+fZg7dy6LFi2ibt26tG/fnpSUFLW8rVu30rx5c/r27Uvt2rXp2bMn586dU991F0IIIYQQ/x2y2rYQ/0GFreYt/h36rt4ohBBCCCFKhqy2LYQQQgghhBBCPCPSeRbiJbNv3z6drZX+eZRWgwYNemTMgwYNKunwhBBCCCHEf5xM2xaiFAoMDCQzM5NNmzYV+97bt2/z559/PjLd0dHxKSL791y6dIns7OxC08zNzXnllVeec0TPxoNpQHYhazHQmjx1eWnT2j2DqIQQQgghxAP6TtuWfZ6FKIUiIiJ40r9rGRsbl9oO8uO88sorJdpB9vHxwd3dnblz55ZYDEIIIYQQovSSzrMQpZCFhUVJhyCEEEIIIYR4iLzzLEQpFBgYSOfOnR+Z7uDgwKRJk+jVqxfly5enatWqLFy4UCdPeno6nTp1wtTUFHNzc7p3787FixfV9PDwcNzd3VmyZAl2dnaYmJjQvXt3srKy9I5z2bJl1K1bF61Wi62tLUFBQcWuf9myZVSvXh1TU1MGDx5MXl4eM2bMoHLlyrzyyitMmTJFp06NRsOSJUto3749JiYmuLi4cODAAc6cOYOPjw/ly5fHy8uL1NTUx7ZnSEgIPj4+avrevXuJiIhAo9Gg0WhIS0sD4Pjx47Rt2xZTU1NsbGzo3bv3I/feFkIIIYQQLy/pPAvxgvr8889xc3MjPj6esWPHEhwczM6dOwHIz8+nU6dOXLt2jb1797Jz505+//13evTooVPGmTNnWLt2LT/++CPbtm0jPj5e732pFy9ezEcffcTAgQM5duwYmzdvVqeL61t/amoqP//8M9u2bWP16tV8/fXXtGvXjj/++IO9e/cyffp0Pv30Uw4ePKhz36RJkwgICCAhIYE6derw7rvv8sEHHzBu3Dji4uJQFEWnI1+UiIgIPD09GTBgABkZGWRkZGBnZ0dmZiatWrWiYcOGxMXFsW3bNi5evEj37t0fWVZubi7Z2dk6hxBCCCGEePHJtG0hXlDe3t6MHTsWgNq1axMTE8OcOXN444032L17N8eOHePs2bPY2dkBsGLFCurWrUtsbCxNmjQB4M6dO6xYsYKqVasCMH/+fNq1a8esWbOoXLnyY+ufPHkyI0aMIDg4WL32oFx968/Pz2fZsmWYmZnh6upKy5YtSU5OZuvWrRgYGODs7Mz06dPZs2cPr776qlpP37591Q7smDFj8PT0JDQ0FF9fXwCCg4Pp27ev3m1pYWGBkZERJiYmOs+9YMECGjZsyGeffaZeW7ZsGXZ2dpw+fZratWsXKGvq1KlMmDBB77qFEEIIIcSLQUaehSjFVq1apbNl0759+9Q0T09Pnbyenp4kJSUBkJSUhJ2dndpxBXB1dcXS0lLNA1C9enW14/ygjPz8fJKTkx8b16VLl7hw4QKtW7cuNF3f+h0cHDAzM1PPbWxscHV1xcDAQOfapUuXdMpv0KCBTjpA/fr1da7duXPnqUd9ExMT2bNnj85nUKdOHQCdaeEPGzduHFlZWepx/vz5p4pBCCGEEEKUDjLyLEQp1rFjR50R14c7uiXJ2Nj4mZRTtmxZnXONRlPotfz8/Efep9FoHnntwX0GBgYFVi+/d+9ekfHl5OTQoUMHpk+fXiDN1ta20Hu0Wi1arbbIsoUQQgghxItFOs9ClGJmZmY6I7MP++233wqcu7i4AODi4sL58+c5f/68Ovp78uRJMjMzcXV1Ve9JT0/nwoULVKlSRS3jwXTpouJycHBg9+7dtGzZskC6vvU/L5UqVeL48eM61xISEnQ63EZGRuTl5enkadSoERs2bMDBwQFDQ/nvUgghhBDiv0ymbQvxgoqJiWHGjBmcPn2ahQsXsm7dOvX94zZt2lC/fn38/f05cuQIhw4dIiAggBYtWuDh4aGWUa5cOfr06UNiYiL79u1j6NChdO/evcj3neHv1bJnzZrFvHnzSElJ4ciRI8yfP79Y9T8vrVq1Ii4ujhUrVpCSkkJYWFiBzrSDgwMHDx4kLS2NK1eukJ+fz0cffcS1a9fo1asXsbGxpKamsn37dvr27Vugoy2EEEIIIV5u0nkW4gU1YsQI4uLiaNiwIZMnT2b27NnqglkajYYffviBChUq0Lx5c9q0aUPNmjX57rvvdMpwdHSka9eu+Pn58eabb9KgQQMWLVqkV/19+vRh7ty5LFq0iLp169K+fXtSUlKKVf/z4uvrS2hoKKNHj6ZJkybcuHGDgIAAnTwjR46kTJkyuLq6UqlSJdLT06lSpQoxMTHk5eXx5ptvUr9+fUJCQrC0tNR5L1sIIYQQQrz8NMo/XwQUQpS4Xr16UaZMGb755ptC0x0cHAgJCSEkJOSJ6wgPD2fTpk0kJCQ8cRmiaNnZ2VhYWJCVlYW5uXlJhyOEEEIIIf5B39/XZOhEiFLk/v37nDx5kgMHDlC3bt2SDkcIIYQQQgjx/0nnWYhS5Pjx43h4eFC3bl0GDRpUorE8vD3TP4+Ht8wSQgghhBDiv0CWjxWiFHF3d+fWrVtF5ktLS3uqenx8fHB3d3/slO3HpZWWLbNeJPXCtmOgNXnqctKmtXsG0QghhBBCiOKSzrMQolCOjo4lHcJzEx0dTcuWLbl+/TqWlpYlHY4QQgghhCiFZNq2EOI/7d69eyUdghBCCCGEeAFI51kIwZYtW7CwsGDVqlWFpvv4+BAUFERQUBAWFhZYW1sTGhrKw4v1X79+nYCAACpUqICJiQlt27ZVt64CiIyMxNLSkk2bNuHk5ES5cuXw9fXl/PnzesUYHh6Ou7s7S5Yswc7ODhMTE7p3705WVpaaJzY2ljfeeANra2ssLCxo0aIFR44c0SlHo9GwePFiOnbsSPny5RkwYAAtW7YEoEKFCmg0GgIDA1mxYgVWVlbk5ubq3N+5c2d69+6tV8xCCCGEEOLlIZ1nIf7jvv32W3r16sWqVavw9/d/ZL6oqCgMDQ05dOgQERERzJ49m6+++kpNDwwMJC4ujs2bN3PgwAEURcHPz09nZPfWrVtMmTKFFStWEBMTQ2ZmJj179tQ71jNnzrB27Vp+/PFHtm3bRnx8PIMHD1bTb9y4QZ8+fdi/fz+//fYbTk5O+Pn5cePGDZ1ywsPD6dKlC8eOHWPChAls2LABgOTkZDIyMoiIiKBbt27k5eWxefNm9b5Lly6xZcsW+vXrp3fMQgghhBDi5SDvPAvxH7Zw4UI++eQTfvzxR1q0aPHYvHZ2dsyZMweNRoOzszPHjh1jzpw5DBgwgJSUFDZv3kxMTAxeXl4ArFq1Cjs7OzZt2kS3bt2Av6dIL1iwgFdffRX4u0Pu4uLCoUOHaNq0aZHx3rlzhxUrVqgLls2fP5927doxa9YsKleuTKtWrXTyf/nll1haWrJ3717at2+vXn/33Xfp27even727FkAXnnlFZ13nt99912WL1+uxv/NN99QvXp1fHx8Hhljbm6uzmh1dnZ2kc8lhBBCCCFKPxl5FuI/av369QwbNoydO3eqHed9+/bpbEn18DTu1157DY1Go557enqSkpJCXl4eSUlJGBoaqp1iACsrK5ydnUlKSlKvGRoa0qRJE/W8Tp06WFpa6uR5nOrVq+us9O3p6Ul+fj7JyckAXLx4kQEDBuDk5ISFhQXm5ubk5OSQnp6uU46Hh4de9Q0YMIAdO3bw559/An9PPQ8MDNRph3+aOnUqFhYW6mFnZ6dXXUIIIYQQonSTkWch/qMaNmzIkSNHWLZsGR4eHmg0Gjw8PHS2qLKxsSm5AJ9Anz59uHr1KhEREdjb26PVavH09OTu3bs6+cqXL69XeQ0bNsTNzY0VK1bw5ptvcuLECbZs2fLYe8aNG8fw4cPV8+zsbOlACyGEEEK8BKTzLMR/VK1atZg1axY+Pj6UKVOGBQsWYGxs/Mgtqg4ePKhz/uCd4jJlyuDi4sL9+/c5ePCgOm376tWrJCcn4+rqqt5z//594uLi1CnaycnJZGZm4uLiolfM6enpXLhwgSpVqqgxGBgY4OzsDEBMTAyLFi3Cz88PgPPnz3PlypUiyzUyMgIgLy+vQNr777/P3Llz+fPPP2nTpk2RHWGtVotWq9XreYQQQgghxItDpm0L8R9Wu3Zt9uzZw4YNGwgJCXls3vT0dIYPH05ycjKrV69m/vz5BAcHA+Dk5ESnTp0YMGAA+/fvJzExkffee4+qVavSqVMntYyyZcsyZMgQDh48yOHDhwkMDOS1117T631ngHLlytGnTx8SExPZt28fQ4cOpXv37lSuXFmNY+XKlSQlJXHw4EH8/f0xNjYuslx7e3s0Gg0//fQTly9fJicnR0179913+eOPP1i6dKksFCaEEEII8R8mnWch/uOcnZ355ZdfWL16NSNGjHhkvoCAAG7fvk3Tpk356KOPCA4OZuDAgWr68uXLady4Me3bt8fT0xNFUdi6dStly5ZV85iYmDBmzBjeffddvL29MTU15bvvvtM7VkdHR7p27Yqfnx9vvvkmDRo0YNGiRWr6119/zfXr12nUqBG9e/dm6NChvPLKK0WWW7VqVSZMmMDYsWOxsbEhKChITbOwsODtt9/G1NSUzp076x2rEEIIIYR4uWiUhzdqFUKIQvj4+ODu7s7cuXOfuIzIyEhCQkLIzMx8ovvDw8PZtGmTzjvZz0vr1q2pW7cu8+bNK/a92dnZWFhYkJWVhbm5+b8QnRBCCCGEeBr6/r4m7zwLIcQjXL9+nejoaKKjo3VGuIUQQgghxH+PdJ6FEKVC3bp1OXfuXKFpS5Ysec7R/K1hw4Zcv36d6dOnq4uSCSGEEEKI/yaZti1eWIqi8MEHH7B+/XquX79OfHw87u7uT13us5ii/G8JDAwkMzOTTZs2FZn3SdonOjqali1bcv36dSwtLZ96qnVxnDt3jnv37hWaZmNjg5mZ2b8eA0BaWho1atR4Zt+nB9OA7ELWYqA1efr4prV76jKEEEIIIcT/kWnb4qW3bds2IiMjiY6OpmbNmlhbW5d0SKXKi9Y+9vb2z73Owv4YYWdnR0ZGRqlvLyGEEEII8XxJ51m8sFJTU7G1tVX3FRa6pH2eTJkyZdStr4QQQgghhHhAtqoSL6TAwECGDBlCeno6Go0GBwcHAPLz85k6dSo1atTA2NgYNzc31q9fr3Pv8ePHadu2LaamptjY2NC7d2+uXLlSrPonT57MK6+8gpmZGe+//z5jx47VmeKbn5/PxIkTqVatGlqtFnd3d7Zt26ZTxrFjx2jVqhXGxsZYWVkxcOBAnf2F8/LyGD58OJaWllhZWTF69Gj0fcviUe2Tm5urbt9Urlw5Xn/9dWJjY/V+7suXL+Ph4UGXLl3Izc19bN68vDz69++vfhbOzs5EREQUyLds2TLq1q2LVqvF1tZWZ5uo9PR0OnXqhKmpKebm5nTv3p2LFy/qPOc/t48KCQnBx8dHPV+/fj3169dX27lNmzbcvHmT8PBwoqKi+OGHH9BoNGg0GqKjo0lLS0Oj0eis6n3ixAnat2+Pubk5ZmZmNGvWjNTUVL3bTQghhBBCvPik8yxeSBEREWrnNCMjQ+0ATp06lRUrVvDFF19w4sQJhg0bxnvvvcfevXsByMzMpFWrVjRs2JC4uDi2bdvGxYsX6d69u951r1q1iilTpjB9+nQOHz5M9erVWbx4cYH4Zs2axcyZMzl69Ci+vr507NiRlJQUAG7evImvry8VKlQgNjaWdevWsWvXLp2O46xZs4iMjGTZsmXs37+fa9eusXHjxqdqn9GjR7NhwwaioqI4cuQIjo6O+Pr6cu3atSLLPH/+PM2aNaNevXqsX78erVb72Pz5+flUq1aNdevWcfLkScaPH8/HH3/M2rVr1TyLFy/mo48+YuDAgRw7dozNmzfj6Oio3t+pUyeuXbvG3r172blzJ7///js9evTQqw0AMjIy6NWrF/369SMpKYno6Gi6du2KoiiMHDmS7t2789Zbb5GRkUFGRkaho/R//vknzZs3R6vV8ssvv3D48GH69evH/fv39Y5DCCGEEEK8+GTatnghWVhYYGZmpjPFNjc3l88++4xdu3bh6ekJQM2aNdm/fz9LliyhRYsWLFiwgIYNG/LZZ5+pZS1btgw7OztOnz5N7dq1i6x7/vz59O/fn759+wIwfvx4duzYoTNqPHPmTMaMGUPPnj0BmD59Onv27GHu3LksXLiQb7/9ljt37rBixQrKly8PwIIFC+jQoQPTp0/HxsaGuXPnMm7cOLp27QrAF198wfbt25+4fW7evMnixYuJjIykbdu2ACxdupSdO3fy9ddfM2rUqEeWl5yczBtvvEGXLl2YO3cuGo2myBjKli3LhAkT1PMaNWpw4MAB1q5dq/6xYvLkyYwYMYLg4GA1X5MmTQDYvXs3x44d4+zZs9jZ2QGwYsUK6tatS2xsrJrvcTIyMrh//z5du3ZV36muX7++mm5sbExubu5jp2kvXLgQCwsL1qxZQ9myZQEe+z3Jzc3VGZXPzs4uMk4hhBBCCFH6ycizeGmcOXOGW7du8cYbb2BqaqoeK1asUKfYJiYmsmfPHp30OnXqAOg9DTc5OZmmTZvqXHv4PDs7mwsXLuDt7a2Tx9vbm6SkJACSkpJwc3NTO84P0vPz80lOTiYrK4uMjAxeffVVNd3Q0BAPD49itIiu1NRU7t27pxNX2bJladq0qRpXYW7fvk2zZs3o2rUrERERenWcH1i4cCGNGzemUqVKmJqa8uWXX5Keng7ApUuXuHDhAq1bty703qSkJOzs7NSOM4CrqyuWlpaPjfdhbm5utG7dmvr169OtWzeWLl3K9evX9Y4fICEhgWbNmqkd56JMnToVCwsL9Xg4fiGEEEII8eKSzrN4aTwY+d2yZQsJCQnqcfLkSfW955ycHDp06KCTnpCQQEpKCs2bNy/J8EstrVZLmzZt+Omnn/jzzz/1vm/NmjWMHDmS/v37s2PHDhISEujbty93794F/h71fVoGBgYF3gN/eLurMmXKsHPnTn7++WdcXV2ZP38+zs7OnD17Vu86ihvnuHHjyMrKUo/z588X634hhBBCCFE6SedZvDRcXV3RarWkp6fj6OioczwY/WvUqBEnTpzAwcGhQJ6HR4Efx9nZucAiWw+fm5ubU6VKFWJiYnTyxMTE4OrqCoCLiwuJiYncvHlTJ93AwABnZ2csLCywtbXl4MGDavr9+/c5fPhw8RrlIbVq1cLIyEgnrnv37hEbG6vGVRgDAwNWrlxJ48aNadmyJRcuXNCrvpiYGLy8vBg8eDANGzbE0dFRZ3TfzMwMBwcHdu/eXej9Li4unD9/XqfzefLkSTIzM9V4K1WqREZGhs59Dy/0BaDRaPD29mbChAnEx8djZGSkvjtuZGREXl7eY5+jQYMG7Nu375F7UP+TVqvF3Nxc5xBCCCGEEC8+6TyLl4aZmRkjR45k2LBhREVFkZqaypEjR5g/fz5RUVEAfPTRR1y7do1evXoRGxtLamoq27dvp2/fvkV2oh4YMmQIX3/9NVFRUaSkpDB58mSOHj2qM5151KhRTJ8+ne+++47k5GTGjh1LQkKC+m6vv78/5cqVo0+fPhw/fpw9e/YwZMgQevfujY2NDQDBwcFMmzaNTZs2cerUKQYPHkxmZuYTt0/58uX58MMPGTVqFNu2bePkyZMMGDCAW7du0b9//8feW6ZMGVatWoWbmxutWrXir7/+KrI+Jycn4uLi2L59O6dPnyY0NLTAHx3Cw8OZNWsW8+bNIyUlRf28ANq0aUP9+vXx9/fnyJEjHDp0iICAAFq0aKFOX2/VqhVxcXGsWLGClJQUwsLCOH78uFr+wYMH+eyzz4iLiyM9PZ3vv/+ey5cv4+LiAoCDgwNHjx4lOTmZK1euFNpBDgoKIjs7m549exIXF0dKSgorV64kOTm5yDYQQgghhBAvD+k8i5fKpEmTCA0NZerUqbi4uPDWW2+xZcsWatSoAaCOCOfl5fHmm29Sv359QkJCsLS0xMBAvx8Hf39/xo0bx8iRI2nUqBFnz54lMDCQcuXKqXmGDh3K8OHDGTFiBPXr12fbtm1s3rwZJycnAExMTNi+fTvXrl2jSZMmvPPOO7Ru3ZoFCxaoZYwYMYLevXvTp08fPD09MTMzo0uXLk/VPtOmTePtt9+md+/eNGrUiDNnzrB9+3YqVKhQ5L2GhoasXr2aunXr0qpVKy5duvTY/B988AFdu3alR48evPrqq1y9epXBgwfr5OnTpw9z585l0aJF1K1bl/bt26srkms0Gn744QcqVKhA8+bNadOmDTVr1uS7775T7/f19SU0NJTRo0fTpEkTbty4QUBAgJpubm7O//73P/z8/Khduzaffvops2bNUhdMGzBgAM7Oznh4eFCpUqUCswUArKys+OWXX8jJyaFFixY0btyYpUuX6v0OtBBCCCGEeDloFH03jhVCPNIbb7xB5cqVWblyZUmHIkqZ7OxsLCwsyMrKkincQgghhBClkL6/r8lWVUIU061bt/jiiy/w9fWlTJkyrF69ml27drFz586SDk0IIYQQQgjxL5Fp20IUk0ajYevWrTRv3pzGjRvz448/smHDBtq0afPcYkhPT9fZbuufx4PtoP5NgwYNemT9gwYN+tfrF0IIIYQQ4nmSadtCvIDu379PWlraY/M4OTkRHx+Pu7v7vxLDpUuXyM7OLjTN3NycV155pcB1Hx8f3N3dmTt37iPL1Wg0bNy4kc6dOz9xbJGRkYSEhDzVAmvPyoNpQHYhazHQmjx1eWnT2j2DqIQQQgghxAMybVuIl5ihoSGOjo6PTC+qY/0snDx5kpYtW3L9+nUsLS2fWbkZGRl6LWAmhBBCCCHE8ySdZyFeMnfv3i3pEJ5K5cqVSzoEIYQQQgghCpB3noV4zn766ScsLS3VfaUTEhLQaDSMHTtWzfP+++/z3nvvAbBhwwbq1q2LVqvFwcGBWbNm6ZTn4ODApEmTCAgIwNzcnIEDBxaoMy8vj379+lGnTh31fejFixdTq1YtjIyMcHZ21lkpPC0tDY1GQ0JCgnotMzMTjUZDdHQ0aWlptGzZEoAKFSqg0WgIDAzU6/nz8/MZPXo0FStWpHLlyoSHh+ukazQaNm3apBPHmjVr8PLyoly5ctSrV4+9e/fqVdf27dtxcXHB1NSUt956i4yMDJ04Jk6cSLVq1dBqtbi7u7Nt27YCbfCkdQshhBBCiJeLdJ6FeM6aNWvGjRs3iI+PB2Dv3r1YW1sTHR2t5tm7dy8+Pj4cPnyY7t2707NnT44dO0Z4eDihoaFERkbqlDlz5kzc3NyIj48nNDRUJy03N5du3bqRkJDAvn37qF69Ohs3biQ4OJgRI0Zw/PhxPvjgA/r27cuePXv0egY7Ozs2bNgAQHJyMhkZGUREROh1b1RUFOXLl+fgwYPMmDGDiRMnFrlS+ahRoxgxYgTx8fF4enrSoUMHrl69+th7bt26xcyZM1m5ciX/+9//SE9PZ+TIkWp6REQEs2bNYubMmRw9ehRfX186duyo7jP9NHULIYQQQoiXj3SehXjOLCwscHd3VzvL0dHRDBs2jPj4eHJycvjzzz85c+YMLVq0YPbs2bRu3ZrQ0FBq165NYGAgQUFBfP755zpltmrVihEjRlCrVi1q1aqlXs/JyaFdu3ZcvnyZPXv2UKlSJeDvznZgYCCDBw+mdu3aDB8+nK5duzJz5ky9nqFMmTJUrFgRgFdeeYXKlStjYWGh170NGjQgLCwMJycnAgIC8PDwYPfu3Y+9JygoiLfffhsXFxcWL16MhYUFX3/99WPvuXfvHl988QUeHh40atSIoKAgnXpmzpzJmDFj6NmzJ87OzkyfPr3QxcyKW3dubi7Z2dk6hxBCCCGEePFJ51mIEtCiRQuio6NRFIV9+/bRtWtXXFxc2L9/P3v37qVKlSo4OTmRlJSEt7e3zr3e3t6kpKSo074BPDw8Cq2nV69e3Lx5kx07duh0bh9VblJS0jN8ysI1aNBA59zW1pZLly499h5PT0/134aGhnh4eKix1q1bV90iq23btmo+ExMTnT8kPFxPdnY2Fy5c0KsNHld3YaZOnYqFhYV62NnZPfbZhBBCCCHEi0E6z0KUAB8fH/bv309iYiJly5alTp06+Pj4EB0dzd69e2nRokWxyitfvnyh1/38/Dh69CgHDhwoVnkGBn//1/DwTnb37t0rVhmPUrZsWZ1zjUZDfn7+E5e3detWEhISSEhI4KuvvnpsPc9jZ75x48aRlZWlHufPn//X6xRCCCGEEP8+6TwLUQIevPc8Z84ctaP8oPMcHR2Nj48PAC4uLsTExOjcGxMTQ+3atSlTpkyR9Xz44YdMmzaNjh076ix09ahyXV1dAdTp3Q8vsPXw4mEARkZGADoj4P+W3377Tf33/fv3OXz4MC4uLgDY29vj6OiIo6MjVatW1as8c3NzqlSp8tg20Kfuwmi1WszNzXUOIYQQQgjx4pOtqoQoARUqVKBBgwasWrWKBQsWANC8eXO6d+/OvXv31A71iBEjaNKkCZMmTaJHjx4cOHCABQsWsGjRIr3rGjJkCHl5ebRv356ff/6Z119/nVGjRtG9e3caNmxImzZt+PHHH/n+++/ZtWsXAMbGxrz22mtMmzaNGjVqcOnSJT799FOdcu3t7dFoNPz000/4+flhbGyMqanpM2ohXQsXLsTJyQkXFxfmzJnD9evX6dev31OVOWrUKMLCwqhVqxbu7u4sX76chIQEVq1a9a/XLYQQQgghXjzSeRaihLRo0YKEhAR1lLlixYq4urpy8eJFnJ2dAWjUqBFr165l/PjxTJo0CVtbWyZOnKj3tlAPhISEkJ+fj5+fH9u2baNz585EREQwc+ZMgoODqVGjBsuXL1djAVi2bBn9+/encePGODs7M2PGDN588001vWrVqkyYMIGxY8fSt29fAgICCqwC/qxMmzaNadOmkZCQgKOjI5s3b8ba2vqpyhw6dChZWVmMGDGCS5cu4erqyubNm3FycvrX6xZCCCGEEC8ejfI8XgIUQognkJaWRo0aNYiPj8fd3f2FrDs7OxsLCwuysrJkCrcQQgghRCmk7+9r8s6zEEIIIYQQQghRBOk8CyGeifT0dHXLqMKO9PT0kg5RCCGEEEKIJybTtoUQz8T9+/dJS0t7ZLqDgwOGhv+9ZRYeTAOyC1mLgdbkqctLm9buGUQlhBBCCCEekGnbQogipaWlodFoCmxDpa+//vqLN954g/Lly2Ntba1uGVXYUZyOs0ajYdOmTU8U07/NwcGBuXPnlnQYQgghhBDiOfvvDQMJIZ6ZOXPmkJGRQUJCAhYWFiUdjhBCCCGEEP8a6TwL8YK6e/cuRkZGJRpDamoqjRs3LrC9kxBCCCGEEC8bmbYtxAvCx8eHoKAgQkJCsLa2xtfXF4C9e/fStGlTtFottra2jB07lvv376v35efnM2PGDBwdHdFqtVSvXp0pU6YUWkdeXh79+vWjTp06RS7w5eDgwIYNG1ixYgUajUbdezozM5P333+fSpUqYW5uTqtWrUhMTNS594cffqBRo0aUK1eOmjVrMmHCBJ2Yi3Ljxg38/f0pX748tra2zJkzBx8fH0JCQtQ8169fJyAggAoVKmBiYkLbtm1JSUnRKWfDhg3UrVsXrVaLg4MDs2bN0km/dOkSHTp0wNjYmBo1arBq1Sq9YxRCCCGEEC8XGXkW4gUSFRXFhx9+SExMDAB//vknfn5+BAYGsmLFCk6dOsWAAQMoV64c4eHhAIwbN46lS5cyZ84cXn/9dTIyMjh16lSBsnNzc+nVqxdpaWns27ePSpUqPTaW2NhYAgICMDc3JyIiAmNjYwC6deuGsbExP//8MxYWFixZsoTWrVtz+vRpKlasyL59+wgICGDevHk0a9aM1NRUBg4cCEBYWJhe7TB8+HBiYmLYvHkzNjY2jB8/niNHjujsxxwYGEhKSgqbN2/G3NycMWPG4Ofnx8mTJylbtiyHDx+me/fuhIeH06NHD3799VcGDx6MlZWV+oeAwMBALly4wJ49eyhbtixDhw7l0qVLj40tNzeX3Nxc9Tw7O1uvZxJCCCGEEKWbrLYtxAvCx8eH7Oxsjhw5ol775JNP2LBhA0lJSWg0GgAWLVrEmDFjyMrK4ubNm1SqVIkFCxbw/vvvFygzLS2NGjVqsG/fPsLDw8nNzeWnn37S+/3lzp07Y2lpSWRkJAD79++nXbt2XLp0Ca1Wq+ZzdHRk9OjRDBw4kDZt2tC6dWvGjRunpn/zzTeMHj2aCxcuAH8vGLZx40Y6d+5coM4bN25gZWXFt99+yzvvvANAVlYWVapUYcCAAcydO5eUlBRq165NTEwMXl5eAFy9ehU7OzuioqLo1q0b/v7+XL58mR07dqhljx49mi1btnDixAlOnz6Ns7Mzhw4dokmTJgCcOnUKFxcX5syZozPK/bDw8HAmTJhQ4Lqsti2EEEIIUTrJattCvIQaN26sc56UlISnp6facQbw9vYmJyeHP/74g6SkJHJzc2nduvVjy+3Vqxc3b95kx44dT7XwV2JiIjk5OVhZWens8Xz27FlSU1PVPBMnTtRJHzBgABkZGdy6davIOn7//Xfu3btH06ZN1WsWFhY4Ozur50lJSRgaGvLqq6+q16ysrHB2diYpKUnN4+3trVO2t7c3KSkp5OXlqWU83OZ16tTB0tLysfGNGzeOrKws9Th//nyRzySEEEIIIUo/mbYtxAukfPnyxcr/YCp1Ufz8/Pjmm284cOAArVq1epLQAMjJycHW1pbo6OgCaQ86nTk5OUyYMIGuXbsWyFOuXLknrru00Gq1OqPuQgghhBDi5SAjz0K8wFxcXDhw4AAPv30RExODmZkZ1apVw8nJCWNjY3bv3v3Ycj788EOmTZtGx44d2bt37xPH06hRI/766y8MDQ0L7PNsbW2t5klOTi50L2gDg6L/S6pZsyZly5YlNjZWvZaVlcXp06fVcxcXF+7fv8/BgwfVa1evXiU5ORlXV1c1z4N3xx+IiYmhdu3alClThjp16nD//n0OHz6spicnJ5OZmflEbSOEEEIIIV5sMvIsxAts8ODBzJ07lyFDhhAUFERycjJhYWEMHz4cAwMDypUrx5gxYxg9ejRGRkZ4e3tz+fJlTpw4Qf/+/XXKGjJkCHl5ebRv356ff/6Z119/vdjxtGnTBk9PTzp37syMGTOoXbs2Fy5cYMuWLXTp0gUPDw/Gjx9P+/btqV69Ou+88w4GBgYkJiZy/PhxJk+eXGQdZmZm9OnTh1GjRlGxYkVeeeUVwsLCMDAwUKevOzk50alTJwYMGMCSJUswMzNj7NixVK1alU6dOgEwYsQImjRpwqRJk+jRowcHDhxgwYIFLFq0CABnZ2feeustPvjgAxYvXoyhoSEhISF6j+YLIYQQQoiXi3SehXiBVa1ala1btzJq1Cjc3NyoWLEi/fv359NPP1XzhIaGYmhoyPjx47lw4QK2trYMGjSo0PJCQkLIz8/Hz8+Pbdu2qYtt6Uuj0bB161Y++eQT+vbty+XLl6lcuTLNmzfHxsYGAF9fX3766ScmTpzI9OnTKVu2LHXq1Cl0QbNHmT17NoMGDaJ9+/aYm5szevRozp8/rzPte/ny5QQHB9O+fXvu3r1L8+bN2bp1K2XLlgX+HgFfu3Yt48ePZ9KkSdja2jJx4kR1pe0HZbz//vu0aNECGxsbJk+eTGhoaLHa5IHjE3wfuwCFEEIIIYQo3WS1bSHEC+/mzZtUrVqVWbNmFRhRL2n6rt4ohBBCCCFKhr6/r8nIsxDihRMfH8+pU6do2rQpWVlZTJw4EUCdki2EEEIIIcSzJp1nIUShVq1axQcffFBomr29PSdOnHjOEemaOXMmycnJGBkZ0bhxY/bt26cuSlYa1QvbLvs8CyGEEEK8wKTzLEQJ8/Hxwd3dnblz55Z0KDo6duyos0/ywx68N1xSGjZsqLMKthBCCCGEEP826TwLIQplZmaGmZlZSYfxXAQGBpKZmcmmTZtKOhQhhBBCCFFKyT7PQgghhBBCCCFEEaTzLEQps2XLFiwsLFi1alWh6T4+PgQFBREUFISFhQXW1taEhoby8ML5169fJyAggAoVKmBiYkLbtm1JSUlR0yMjI7G0tGTTpk04OTlRrlw5fH19OX/+vN5x/vjjjzRp0oRy5cphbW1Nly5dil3/Tz/9hLOzMyYmJrzzzjvcunWLqKgoHBwcqFChAkOHDiUvL0+9z8HBgcmTJxMQEICpqSn29vZs3ryZy5cv06lTJ0xNTWnQoAFxcXHqPeHh4bi7u+vEPnfuXBwcHNT0qKgofvjhBzQaDRqNhujoaADOnz9P9+7dsbS0pGLFinTq1Im0tDS920gIIYQQQrw8pPMsRCny7bff0qtXL1atWoW/v/8j80VFRWFoaMihQ4eIiIhg9uzZfPXVV2p6YGAgcXFxbN68mQMHDqAoCn5+fty7d0/Nc+vWLaZMmcKKFSuIiYkhMzOTnj176hXnli1b6NKlC35+fsTHx7N7926aNm1a7PrnzZvHmjVr2LZtG9HR0XTp0oWtW7eydetWVq5cyZIlS1i/fr1O3XPmzMHb25v4+HjatWtH7969CQgI4L333uPIkSPUqlWLgIAA9N2Fb+TIkXTv3p233nqLjIwMMjIy8PLy4t69e/j6+mJmZsa+ffuIiYnB1NSUt956i7t37z6yvNzcXLKzs3UOIYQQQgjx4pN3noUoJRYuXMgnn3zCjz/+SIsWLR6b187Ojjlz5qDRaHB2dubYsWPMmTOHAQMGkJKSwubNm4mJicHLywv4e+VsOzs7Nm3aRLdu3QC4d+8eCxYsUBcFi4qKwsXFhUOHDul0hAszZcoUevbsyYQJE9Rrbm5uAMWqf/HixdSqVQuAd955h5UrV3Lx4kVMTU1xdXWlZcuW7Nmzhx49eqj1+Pn5qauAjx8/nsWLF9OkSRO13DFjxuDp6cnFixepXLlyke1uamqKsbExubm5Ovm/+eYb8vPz+eqrr9BoNAAsX74cS0tLoqOjefPNNwstb+rUqTrtIoQQQgghXg4y8ixEKbB+/XqGDRvGzp071Y7zvn37MDU1VY+Hp3G/9tpraocOwNPTk5SUFPLy8khKSsLQ0FBnpWwrKyucnZ1JSkpSrxkaGtKkSRP1vE6dOlhaWurkeZSEhARat25daJq+9ZuYmKgdZwAbGxscHBwwNTXVuXbp0iWd8hs0aKCTDlC/fv0C1/55X3ElJiZy5swZzMzM1M+gYsWK3Llzh9TU1EfeN27cOLKystSjOFPhhRBCCCFE6SUjz0KUAg0bNuTIkSMsW7YMDw8PNBoNHh4eJCQkqHkedApLA2Nj46cu45/bXWk0mkKv5efnP/K+B39AKOzag/sMDAwKTOF+ePr4o+Tk5NC4ceNC3z2vVKnSI+/TarVotdoiyxdCCCGEEC8WGXkWohSoVasWe/bs4YcffmDIkCHA3x1UR0dH9Xh426iDBw/q3P/bb7/h5OREmTJlcHFx4f79+zp5rl69SnJyMq6uruq1+/fv6yyslZycTGZmJi4uLkXG26BBA3bv3l1omr71Py+VKlXir7/+0ulAP/xHCQAjIyOdhckAGjVqREpKCq+88orO5+Do6IiFhcXzCF0IIYQQQpQi0nkWopSoXbs2e/bsYcOGDYSEhDw2b3p6OsOHDyc5OZnVq1czf/58goODAXBycqJTp04MGDCA/fv3k5iYyHvvvUfVqlXp1KmTWkbZsmUZMmQIBw8e5PDhwwQGBvLaa68V+b4zQFhYGKtXryYsLIykpCSOHTvG9OnTi1X/8+Lj48Ply5eZMWMGqampLFy4kJ9//lknj4ODA0ePHiU5OZkrV65w7949/P39sba2plOnTuzbt4+zZ88SHR3N0KFD+eOPP577cwghhBBCiJIl07aFKEWcnZ355Zdf8PHxoUyZMsyaNavQfAEBAdy+fZumTZtSpkwZgoODGThwoJq+fPlygoODad++PXfv3qV58+Zs3bpVZ3qziYkJY8aM4d133+XPP/+kWbNmfP3113rF6ePjw7p165g0aRLTpk3D3Nyc5s2bF6v+58XFxYVFixbx2WefMWnSJN5++21GjhzJl19+qeYZMGAA0dHReHh4kJOTw549e/Dx8eF///sfY8aMoWvXrty4cYOqVavSunVrzM3Nix3H8Qm+T3SfEEIIIYQoHTSKvvu5CCFKBR8fH9zd3Zk7d+4TlxEZGUlISAiZmZnPLC5RuOzsbCwsLMjKypLOsxBCCCFEKaTv72sybVsIIYQQQgghhCiCTNsWQhRQt25dzp07V2jakiVL8Pf3f84RvfjqhW3HQGvy1OWkTWv3DKIRQgghhBDFJdO2hRAFnDt37pHbOdnY2Ois/F2Y4kwLf9mnkD+YBmQXslY6z0IIIYQQpZC+07Zl5FkIUYC9vX1JhyCEEEIIIUSpIu88CyH+U+7evVvSIQghhBBCiBeQdJ6FEAX4+PgQFBREUFAQFhYWWFtbExoayoO3PK5fv05AQAAVKlTAxMSEtm3bkpKS8sjyEhMTadmyJWZmZpibm9O4cWPi4uIKzXv58mU8PDzo0qULubm5pKam0qlTJ2xsbDA1NaVJkybs2rVL72dxcHBg0qRJBAQEYG5urm7pNWbMGGrXro2JiQk1a9YkNDRUZ6p6eHg47u7uLFmyBDs7O0xMTOjevTtZWVl61y2EEEIIIV4e0nkWQhQqKioKQ0NDDh06REREBLNnz+arr74CIDAwkLi4ODZv3syBAwdQFAU/P79Hvift7+9PtWrViI2N5fDhw4wdO7bQPZ/Pnz9Ps2bNqFevHuvXr0er1ZKTk4Ofnx+7d+8mPj6et956iw4dOpCenq73s8ycORM3Nzfi4+MJDQ0FwMzMjMjISE6ePElERARLly5lzpw5OvedOXOGtWvX8uOPP7Jt2zbi4+MZPHjwY+vKzc0lOztb5xBCCCGEEC8+eedZCFEoOzs75syZg0ajwdnZmWPHjjFnzhx8fHzYvHkzMTExeHl5AbBq1Srs7OzYtGkT3bp1K1BWeno6o0aNok6dOgA4OTkVyJOcnMwbb7xBly5dmDt3LhqNBgA3Nzfc3NzUfJMmTWLjxo1s3ryZoKAgvZ6lVatWjBgxQufap59+qv7bwcGBkSNHsmbNGkaPHq1ev3PnDitWrKBq1aoAzJ8/n3bt2jFr1iwqV65caF1Tp05lwoQJesUlhBBCCCFeHDLyLIQo1GuvvaZ2YAE8PT1JSUnh5MmTGBoa8uqrr6ppVlZWODs7k5SUVGhZw4cP5/3336dNmzZMmzaN1NRUnfTbt2/TrFkzunbtSkREhE69OTk5jBw5EhcXFywtLTE1NSUpKalYI88eHh4Frn333Xd4e3tTuXJlTE1N+fTTTwuUWb16dbXj/KAN8vPzSU5OfmRd48aNIysrSz3Onz+vd5xCCCGEEKL0ks6zEOJfFx4ezokTJ2jXrh2//PILrq6ubNy4UU3XarW0adOGn376iT///FPn3pEjR7Jx40Y+++wz9u3bR0JCAvXr1y/Wwl/ly5fXOT9w4AD+/v74+fnx008/ER8fzyeffPJMFhPTarWYm5vrHEIIIYQQ4sUnnWchRKEOHjyoc/7bb7/h5OSEq6sr9+/f10m/evUqycnJuLq6PrK82rVrM2zYMHbs2EHXrl1Zvny5mmZgYMDKlStp3LgxLVu25MKFC2paTEwMgYGBdOnShfr161O5cmXS0tKe6tl+/fVX7O3t+eSTT/Dw8MDJyYlz584VyJeenq4Ty2+//YaBgQHOzs5PVb8QQgghhHjxSOdZCFGo9PR0hg8fTnJyMqtXr2b+/PkEBwfj5OREp06dGDBgAPv37ycxMZH33nuPqlWr0qlTpwLl3L59m6CgIKKjozl37hwxMTHExsbi4uKik69MmTKsWrUKNzc3WrVqxV9//QX8/X70999/T0JCAomJibz77rvk5+c/1bM5OTmRnp7OmjVrSE1NZd68eToj4Q+UK1eOPn36kJiYyL59+xg6dCjdu3d/5PvOQgghhBDi5SULhgkhChUQEMDt27dp2rQpZcqUITg4WN3mafny5QQHB9O+fXvu3r1L8+bN2bp1a6EraJcpU4arV68SEBDAxYsXsba2pmvXroUuqmVoaMjq1avp0aMHrVq1Ijo6mtmzZ9OvXz+8vLywtrZmzJgxT72CdceOHRk2bBhBQUHk5ubSrl07QkNDCQ8P18nn6OhI165d8fPz49q1a7Rv355FixY9UZ3HJ/jKFG4hhBBCiBeYRnmwcasQQvx/Pj4+uLu7M3fu3JIOpcSEh4ezadMmEhISnqqc7OxsLCwsyMrKks6zEEIIIUQppO/vazJtWwghhBBCCCGEKIJM2xZCvLD27dtH27ZtC1zPzc1FURTu379fAlEVrl7Ydgy0Jk9VRtq0ds8oGiGEEEIIUVwybVsI8cK6fft2ga2tAG7cuIGiKDRq1KgEotL1YBqQXcha6TwLIYQQQpRC+k7blpFnIcQLy9jYGEdHx5IOQwghhBBC/AfIO89CiJdOYGAgnTt3BmDbtm28/vrrWFpaYmVlRfv27UlNTVXzhoeHo9FoChyRkZGkpaUVmubj41MyDyaEEEIIIUqMdJ6FEC+1mzdvMnz4cOLi4ti9ezcGBgZ06dJF3St65MiRZGRkqMfMmTMxMTHBw8MDOzs7nbT4+HisrKxo3rx5CT+VEEIIIYR43mTathDipfb222/rnC9btoxKlSpx8uRJ6tWrh6mpKaampgD89ttvfPrpp0RFRVGvXj0AKleuDMCdO3fo3Lkznp6eBfaDflhubi65ubnq+dPuSS2EEEIIIUoHGXkWQrzUUlJS6NWrFzVr1sTc3BwHBwcA0tPTdfKlp6fTuXNnRo4cSffu3QuU069fP27cuMG3336LgcGj/+ucOnUqFhYW6mFnZ/dMn0cIIYQQQpQM6TwLIV5qHTp04Nq1ayxdupSDBw9y8OBBAO7evavmuXnzJh07dsTT05OJEycWKGPy5Mls376dzZs3Y2Zm9tj6xo0bR1ZWlnqcP3/+2T6QEEIIIYQoETJtWwjx0rp69SrJycksXbqUZs2aAbB//36dPIqi8N5775Gfn8/KlSvRaDQ66Rs2bGDixIn8/PPP1KpVq8g6tVotWq322T2EEEIIIYQoFaTzLIR4aVWoUAErKyu+/PJLbG1tSU9PZ+zYsTp5wsPD2bVrFzt27CAnJ4ecnBwALCwsSE1NJSAggDFjxlC3bl3++usvAIyMjKhYseJzfx4hhBBCCFFyZNq2EOKlZWBgwJo1azh8+DD16tVj2LBhfP755zp59u7dS05ODl5eXtja2qrHd999R1xcHLdu3WLy5Mk6aV27di2hJxJCCCGEECVFoyiKUtJBCCHEs9SrVy/KlCnDN998U9KhkJ2djYWFBVlZWZibm5d0OEIIIYQQ4h/0/X1NRp6FEC+N+/fvc/LkSQ4cOEDdunVLOhwhhBBCCPESkc6zEOKlcfz4cTw8PKhbty6DBg0q6XCEEEIIIcRLRBYME0K8NNzd3bl161ZJh1GoemHbMdCaPFUZadPaPaNohBBCCCFEccnIsxBCCCGEEEIIUQTpPAshXgrh4eG4u7uXdBhCCCGEEOIlJZ1nIcS/7u7duyUdgurevXslHYIQQgghhHgBSedZCPHM+fj4EBQUREhICNbW1vj6+jJ79mzq169P+fLlsbOzY/DgweTk5Kj3REZGYmlpyaZNm3BycqJcuXL4+vpy/vz5IuuLjIxkwoQJJCYmotFo0Gg0REZGAqDRaFi8eDEdO3akfPnyTJkyhby8PPr370+NGjUwNjbG2dmZiIgInTIDAwPp3LkzEyZMoFKlSpibmzNo0KBS9YcAIYQQQgjx/MiCYUKIf0VUVBQffvghMTExAPz888/MmzePGjVq8PvvvzN48GBGjx7NokWL1Htu3brFlClTWLFiBUZGRgwePJiePXuqZTxKjx49OH78ONu2bWPXrl0AWFhYqOnh4eFMmzaNuXPnYmhoSH5+PtWqVWPdunVYWVnx66+/MnDgQGxtbenevbt63+7duylXrhzR0dGkpaXRt29frKysmDJlyiNjyc3NJTc3Vz3Pzs4uXsMJIYQQQohSSTrPQoh/hZOTEzNmzFDPnZ2d1X87ODgwefJkBg0apNN5vnfvHgsWLODVV18F/u6Au7i4cOjQIZo2bfrIuoyNjTE1NcXQ0JDKlSsXSH/33Xfp27evzrUJEyao/65RowYHDhxg7dq1Op1nIyMjli1bhomJCXXr1mXixImMGjWKSZMmYWBQ+MSdqVOn6pQthBBCCCFeDjJtWwjxr2jcuLHO+a5du2jdujVVq1bFzMyM3r17c/XqVZ2tpQwNDWnSpIl6XqdOHSwtLUlKSnqqWDw8PApcW7hwIY0bN6ZSpUqYmpry5Zdfkp6erpPHzc0NE5P/217K09OTnJycx04lHzduHFlZWeqhz7RzIYQQQghR+knnWQjxryhfvrz677S0NNq3b0+DBg3YsGEDhw8fZuHChcDzWUzs4VgA1qxZw8iRI+nfvz87duwgISGBvn37PpNYtFot5ubmOocQQgghhHjxybRtIcS/7vDhw+Tn5zNr1ix1uvPatWsL5Lt//z5xcXHqFO3k5GQyMzNxcXEpsg4jIyPy8vL0iicmJgYvLy8GDx6sXktNTS2QLzExkdu3b2NsbAzAb7/9hqmpKXZ2dnrVI4QQQgghXh4y8iyE+Nc5Ojpy79495s+fz++//87KlSv54osvCuQrW7YsQ4YM4eDBgxw+fJjAwEBee+21x77v/ICDgwNnz54lISGBK1eu6Cza9U9OTk7ExcWxfft2Tp8+TWhoKLGxsQXy3b17l/79+3Py5Em2bt1KWFgYQUFBj3zfWQghhBBCvLxk5FkI8a9zc3Nj9uzZTJ8+nXHjxtG8eXOmTp1KQECATj4TExPGjBnDu+++y59//kmzZs34+uuv9arj7bff5vvvv6dly5ZkZmayfPlyAgMDC837wQcfEB8fT48ePdBoNPTq1YvBgwfz888/6+Rr3bo1Tk5ONG/enNzcXHr16kV4ePiTNAHHJ/jKFG4hhBBCiBeYRlEUpaSDEEKIyMhIQkJCyMzMLOlQgL/3ec7MzGTTpk1PVU52djYWFhZkZWVJ51kIIYQQohTS9/c1mXsohBBCCCGEEEIUQaZtCyFeCHXr1uXcuXOFpi1ZsgR/f//nHFHx1AvbjoHWpOiMj5E2rd0zikYIIYQQQhSXTNsWQrwQzp07x7179wpNs7GxwczM7F+P4Ummcj+YBmQXslY6z0IIIYQQpZC+07Zl5FkI8UKwt7d/ZmX5+Pjg7u7O3Llzn1mZQgghhBDi5SbvPAshhBBCCCGEEEWQzrMQolTz8fFhyJAhhISEUKFCBWxsbFi6dCk3b96kb9++mJmZ4ejoqLPN1PHjx2nbti2mpqbY2NjQu3dvrly5Avw99Xrv3r1ERESg0WjQaDSkpaWRl5dH//79qVGjBsbGxjg7OxMREVFSjy2EEEIIIUoZ6TwLIUq9qKgorK2tOXToEEOGDOHDDz+kW7dueHl5ceTIEd5880169+7NrVu3yMzMpFWrVjRs2JC4uDi2bdvGxYsX6d69OwARERF4enoyYMAAMjIyyMjIwM7Ojvz8fKpVq8a6des4efIk48eP5+OPP2bt2rXFijU3N5fs7GydQwghhBBCvPhkwTAhRKnm4+NDXl4e+/btAyAvLw8LCwu6du3KihUrAPjrr7+wtbXlwIED7Nq1i3379rF9+3a1jD/++AM7OzuSk5OpXbu23u88BwUF8ddff7F+/XpAvwXDwsPDmTBhQoHrsmCYEEIIIUTpJPs8CyFeGg0aNFD/XaZMGaysrKhfv756zcbGBoBLly6RmJjInj17MDU1VY86deoAkJqa+th6Fi5cSOPGjalUqRKmpqZ8+eWXpKenFyvWcePGkZWVpR7nz58v1v1CCCGEEKJ0ktW2hRClXtmyZXXONRqNzjWNRgNAfn4+OTk5dOjQgenTpxcox9bW9pF1rFmzhpEjRzJr1iw8PT0xMzPj888/5+DBg8WKVavVotVqi3WPEEIIIYQo/aTzLIR4qTRq1IgNGzbg4OCAoWHh/8UZGRmRl5ency0mJgYvLy8GDx6sXitqpFoIIYQQQvx3yLRtIcRL5aOPPuLatWv06tWL2NhYUlNT2b59O3379lU7zA4ODhw8eJC0tDSuXLlCfn4+Tk5OxMXFsX37dk6fPk1oaCixsbEl/DRCCCGEEKK0kJFnIcRLpUqVKsTExDBmzBjefPNNcnNzsbe356233sLA4O+/F44cOZI+ffrg6urK7du3OXv2LB988AHx8fH06NEDjUZDr169GDx4sM4WWE/j+ATfxy5AIYQQQgghSjdZbVsIIf5F+q7eKIQQQgghSoasti2EEEIIIYQQQjwjMm1bCCGeg3ph22WfZyGEEEKIF5iMPAtRAhRFYeDAgVSsWBGNRkNCQsIzKdfHx4eQkJBnUtazFhgYSOfOnfXK+2+1jz5xleY2FEIIIYQQJUdGnoUoAdu2bSMyMpLo6Ghq1qyJtbV1SYdUqjzP9omIiECWfhBCCCGEEEWRzrMQJSA1NRVbW1u8vLxKOpRS6Xm2j4WFxb9ehxBCCCGEePHJtG0hnrPAwECGDBlCeno6Go0GBwcHAPLz85k6dSo1atTA2NgYNzc31q9fr3Pv8ePHadu2LaamptjY2NC7d2+uXLlSrPonT57MK6+8gpmZGe+//z5jx47F3d1dTc/Pz2fixIlUq1YNrVaLu7s727Zt0ynj2LFjtGrVCmNjY6ysrBg4cCA5OTlqel5eHsOHD8fS0hIrKytGjx6t9+juo9pn27ZtvP7662qZ7du3JzU1Vb0vLS0NjUbD2rVradasGcbGxjRp0oTTp08TGxuLh4cHpqamtG3blsuXL+vU96jp5BMnTqRevXoFrru7uxMaGqrX8wghhBBCiJeDdJ6FeM4iIiLUzmlGRgaxsbEATJ06lRUrVvDFF19w4sQJhg0bxnvvvcfevXsByMzMpFWrVjRs2JC4uDi2bdvGxYsX6d69u951r1q1iilTpjB9+nQOHz5M9erVWbx4cYH4Zs2axcyZMzl69Ci+vr507NiRlJQUAG7evImvry8VKlQgNjaWdevWsWvXLoKCgtQyZs2aRWRkJMuWLWP//v1cu3aNjRs3PlX73Lx5k+HDhxMXF8fu3bsxMDCgS5cu5Ofn69wfFhbGp59+ypEjRzA0NOTdd99l9OjRREREsG/fPs6cOcP48eP1iqVfv34kJSWpMQDEx8dz9OhR+vbtW+g9ubm5ZGdn6xxCCCGEEOLFJ9O2hXjOLCwsMDMzo0yZMlSuXBn4u8P12WefsWvXLjw9PQGoWbMm+/fvZ8mSJbRo0YIFCxbQsGFDPvvsM7WsZcuWYWdnx+nTp6ldu3aRdc+fP5/+/furHb/x48ezY8cOnVHjmTNnMmbMGHr27AnA9OnT2bNnD3PnzmXhwoV8++233LlzhxUrVlC+fHkAFixYQIcOHZg+fTo2NjbMnTuXcePG0bVrVwC++OILtm/f/sTtA/D222/r5Fu2bBmVKlXi5MmTOqPDI0eOxNfXF4Dg4GB69erF7t278fb2BqB///5ERkbqFUu1atXw9fVl+fLlNGnSBIDly5fTokULatasWeg9U6dOZcKECXqVL4QQQgghXhwy8ixEKXDmzBlu3brFG2+8gampqXqsWLFCnZqcmJjInj17dNLr1KkDoDN9+XGSk5Np2rSpzrWHz7Ozs7lw4YLa0XzA29ubpKQkAJKSknBzc1M7zg/S8/PzSU5OJisri4yMDF599VU13dDQEA8Pj2K0SEEpKSn06tWLmjVrYm5urk7nTk9P18nXoEED9d82NjYA1K9fX+fapUuX9K53wIABrF69mjt37nD37l2+/fZb+vXr98j848aNIysrSz3Onz+vd11CCCGEEKL0kpFnIUqBByO/W7ZsoWrVqjppWq1WzfNgdPefbG1t//0gS1iHDh2wt7dn6dKlVKlShfz8fOrVq8fdu3d18pUtW1b9t0ajKfTaP6d6F1WvVqtl48aNGBkZce/ePd55551H5tdqtepnJoQQQgghXh4y8ixEKeDq6opWqyU9PR1HR0edw87ODoBGjRpx4sQJHBwcCuR5eBT4cZydnXXe3wV0zs3NzalSpQoxMTE6eWJiYnB1dQXAxcWFxMREbt68qZNuYGCAs7MzFhYW2NracvDgQTX9/v37HD58uHiN8pCrV6+SnJzMp59+SuvWrXFxceH69etPXF5xGBoa0qdPH5YvX87y5cvp2bMnxsbGz6VuIYQQQghResjIsxClgJmZGSNHjmTYsGHk5+fz+uuvk5WVRUxMDObm5vTp04ePPvqIpUuX0qtXL0aPHk3FihU5c+YMa9as4auvvqJMmTJF1jNkyBAGDBiAh4cHXl5efPfddxw9elTn/d1Ro0YRFhZGrVq1cHd3Z/ny5SQkJLBq1SoA/P39CQsLo0+fPoSHh3P58mWGDBlC79691WnSwcHBTJs2DScnJ+rUqcPs2bPJzMx84vapUKECVlZWfPnll9ja2pKens7YsWOfuLziev/993FxcQEo8IcFIYQQQgjx3yCdZyFKiUmTJlGpUiWmTp3K77//jqWlJY0aNeLjjz8GUEeEx4wZw5tvvklubi729va89dZbGBjoN4nE39+f33//nZEjR3Lnzh26d+9OYGAghw4dUvMMHTqUrKwsRowYwaVLl3B1dWXz5s04OTkBYGJiwvbt2wkODqZJkyaYmJjw9ttvM3v2bLWMESNGkJGRQZ8+fTAwMKBfv3506dKFrKysJ2obAwMD1qxZw9ChQ6lXrx7Ozs7MmzcPHx+fJyqvuJycnPDy8uLatWs673IXx/EJvpibmz/jyIQQQgghxPOiUfTdfFUI8VJ64403qFy5MitXrizpUEotRVFwcnJi8ODBDB8+vFj3ZmdnY2FhQVZWlnSehRBCCCFKIX1/X5ORZyH+Q27dusUXX3yBr68vZcqUYfXq1ezatYudO3eWdGil1uXLl1mzZg1//fXXI/d2FkIIIYQQLz/pPAvxH6LRaNi6dStTpkzhzp07ODs7s2HDBtq0afPcYkhPT1cXHyvMyZMnqV69+nOLpyivvPIK1tbWfPnll1SoUOGJy6kXth0DrclTxZI2rd1T3S+EEEIIIZ6cdJ6FeIbS0tKoUaMG8fHxuLu7/6t1RUZGEhISUqyFuIyNjdm1a1ehadHR0bRs2ZLr169jaWn5bIIsRJUqVUhISCg0zd/fn5kzZzJv3rx/rf7ikjdbhBBCCCEESOdZiBdWjx498PPzK+kwis3Q0BBHR8dC04yNjfVe/OxJPMkfHIQQQgghhADpPAvxwjI2Nn6h9hu+e/cuRkZGJR2GXl6kWIUQQgghxPPx7w3xCPESy8/PZ8aMGTg6OqLVaqlevTpTpkwpkC8vL4/+/ftTo0YNjI2NcXZ2JiIiQidPdHQ0TZs2pXz58lhaWuLt7c25c+cASExMpGXLlpiZmWFubk7jxo2Ji4sD/h5F/ef06h9//JEmTZpQrlw5rK2t6dKli5q2cuVKPDw8MDMzo3Llyrz77rtcunTpidtgw4YN1K1bF61Wi4ODA7NmzdJJd3BwYNKkSQQEBGBubs7AgQOBv/dJ9vHxwcTEhAoVKuDr68v169d12vbBPtaVK1cmPDxcp9zMzEzef/99KlWqhLm5Oa1atSIxMVFNf1SbRUdH07dvX7KystBoNGg0GrXsR8U6ZswYateujYmJCTVr1iQ0NJR79+49cZsJIYQQQogXl3SehXgC48aNY9q0aYSGhnLy5Em+/fZbbGxsCuTLz8+nWrVqrFu3jpMnTzJ+/Hg+/vhj1q5dC8D9+/fp3LkzLVq04OjRoxw4cICBAwei0WiAv98BrlatGrGxsRw+fJixY8dStmzZQmPasmULXbp0wc/Pj/j4eHbv3k3Tpk3V9Hv37jFp0iQSExPZtGkTaWlpBAYGPtHzHz58mO7du9OzZ0+OHTtGeHg4oaGhREZG6uSbOXMmbm5uxMfHExoaSkJCAq1bt8bV1ZUDBw6wf/9+OnToQF5ennpPVFQU5cuX5+DBg8yYMYOJEyfqrAberVs3Ll26xM8//8zhw4dp1KgRrVu35tq1a49tMy8vL+bOnYu5uTkZGRlkZGQwcuTIR8YKYGZmRmRkJCdPniQiIoKlS5cyZ86cx7ZNbm4u2dnZOocQQgghhHjxyT7PQhTTjRs3qFSpEgsWLOD999/XSdNnwbCgoCD++usv1q9fz7Vr17CysiI6OpoWLVoUyGtubs78+fPp06dPgbR/vr/r5eVFzZo1+eabb/R6jri4OJo0acKNGzcwNTUt1oJh/v7+XL58mR07dqjXRo8ezZYtWzhx4gTw92huw4YN2bhxo5rn3XffJT09nf379xdaro+PD3l5eezbt0+91rRpU1q1asW0adPYv38/7dq149KlS2i1WjWPo6Mjo0ePZuDAgcVqswcKi7UwM2fOZM2aNerof2HCw8OZMGFCget2IWtltW0hhBBCiFJI332eZeRZiGJKSkoiNzeX1q1b65V/4cKFNG7cmEqVKmFqasqXX35Jeno6ABUrViQwMBBfX186dOhAREQEGRkZ6r3Dhw/n/fffp02bNkybNo3U1NRH1vNgVPdRDh8+TIcOHahevTpmZmZqZ/1BLMWRlJSEt7e3zjVvb29SUlJ0RpE9PDyKFSNAgwYNdM5tbW3V6eWJiYnk5ORgZWWFqampepw9e1Ztm+K02cP+GSvAd999h7e3N5UrV8bU1JRPP/20yPYaN24cWVlZ6nH+/Hm96hdCCCGEEKWbdJ6FKKbiLNK1Zs0aRo4cSf/+/dmxYwcJCQn07duXu3fvqnmWL1/OgQMH8PLy4rvvvqN27dr89ttvwN+jmCdOnKBdu3b88ssvuLq6PnJ09HFx3bx5E19fX8zNzVm1ahWxsbFqOQ/H8qyVL19e7xgf+Oe0dI1GQ35+PgA5OTnY2tqSkJCgcyQnJzNq1CigeG32uFgPHDiAv78/fn5+/PTTT8THx/PJJ58U2V5arRZzc3OdQwghhBBCvPik8yxEMTk5OWFsbMzu3buLzBsTE4OXlxeDBw+mYcOGODo6FjoS2rBhQ8aNG8evv/5KvXr1+Pbbb9W02rVrM2zYMHbs2EHXrl1Zvnx5oXU1aNDgkTGdOnWKq1evMm3aNJo1a0adOnWearEwFxcXYmJiCjxr7dq1KVOmzCPve1yM+mjUqBF//fWXut3Vw4e1tbWa71FtZmRkpDMy/ji//vor9vb2fPLJJ3h4eODk5KQu5CaEEEIIIf57pPMsRDGVK1eOMWPGMHr0aFasWEFqaiq//fYbX3/9dYG8Tk5OxMXFsX37dk6fPk1oaCixsbFq+tmzZxk3bhwHDhzg3Llz7Nixg5SUFFxcXLh9+zZBQUFER0dz7tw5YmJiiI2NxcXFpdC4wsLCWL16NWFhYSQlJXHs2DGmT58OQPXq1TEyMmL+/Pn8/vvvbN68mUmTJj1xG4wYMYLdu3czadIkTp8+TVRUFAsWLNBZgKsw48aNIzY2lsGDB3P06FFOnTrF4sWLuXLlil71tmnTBk9PTzp37syOHTtIS0vj119/5ZNPPiEuLq7INnNwcCAnJ4fdu3dz5coVbt269ci6nJycSE9PZ82aNaSmpjJv3jy9RrCFEEIIIcRLShFCFFteXp4yefJkxd7eXilbtqxSvXp15bPPPlPOnj2rAEp8fLyiKIpy584dJTAwULGwsFAsLS2VDz/8UBk7dqzi5uamKIqi/PXXX0rnzp0VW1tbxcjISLG3t1fGjx+v5OXlKbm5uUrPnj0VOzs7xcjISKlSpYoSFBSk3L59W1EURVm+fLliYWGhE9eGDRsUd3d3xcjISLG2tla6du2qpn377beKg4ODotVqFU9PT2Xz5s06se7Zs0cBlOvXr+vVBuvXr1dcXV3V5//888910u3t7ZU5c+YUuC86Olrx8vJStFqtYmlpqfj6+qp1tmjRQgkODtbJ36lTJ6VPnz7qeXZ2tjJkyBClSpUqStmyZRU7OzvF399fSU9PL7LNFEVRBg0apFhZWSmAEhYW9thYR40apVhZWSmmpqZKjx49lDlz5hRo86JkZWUpgJKVlVWs+4QQQgghxPOh7+9rstq2EEL8i/RdvVEIIYQQQpQMWW1bCCGEEEIIIYR4RgxLOgAhROnTtm1bnb2WH/bxxx/z8ccfP+eIXnz1wrbLPs9CCCGEEC8w6TwLIQr46quvuH37dqFpFStWfM7RCCGEEEIIUfKk8yyEKKBq1aolHcJzFRgYSGZmJps2bSrpUIQQQgghRCkl7zwLIYQQQgghhBBFkM6zEC8gHx8fgoKCCAoKwsLCAmtra0JDQ3mweP7169cJCAigQoUKmJiY0LZtW1JSUtT7IyMjsbS0ZNOmTTg5OVGuXDl8fX05f/683jH8+OOPNGnShHLlymFtbU2XLl3UNH3r/+mnn3B2dsbExIR33nmHW7duERUVhYODAxUqVGDo0KHk5eWp9zk4ODB58mQCAgIwNTXF3t6ezZs3c/nyZTp16oSpqSkNGjQgLi5OvSc8PBx3d3ed2OfOnYuDg4OaHhUVxQ8//IBGo0Gj0RAdHQ3A+fPn6d69O5aWllSsWJFOnTqRlpamdxsJIYQQQoiXh3SehXhBRUVFYWhoyKFDh4iIiGD27Nl89dVXwN/TkOPi4ti8eTMHDhxAURT8/Py4d++eev+tW7eYMmUKK1asICYmhszMTHr27KlX3Vu2bKFLly74+fkRHx/P7t27adq0qZqub/3z5s1jzZo1bNu2jejoaLp06cLWrVvZunUrK1euZMmSJaxfv16n7jlz5uDt7U18fDzt2rWjd+/eBAQE8N5773HkyBFq1apFQEAA+u7CN3LkSLp3785bb71FRkYGGRkZeHl5ce/ePXx9fTEzM2Pfvn3ExMRgamrKW2+9xd27dx9ZXm5uLtnZ2TqHEEIIIYR48ck7z0K8oOzs7JgzZw4ajQZnZ2eOHTvGnDlz8PHxYfPmzcTExODl5QXAqlWrsLOzY9OmTXTr1g2Ae/fusWDBAl599VXg7864i4sLhw4d0ukIF2bKlCn07NmTCRMmqNfc3NwASElJ0bv+xYsXU6tWLQDeeecdVq5cycWLFzE1NcXV1ZWWLVuyZ88eevToodbj5+fHBx98AMD48eNZvHgxTZo0UcsdM2YMnp6eXLx4kcqVKxfZjqamphgbG5Obm6uT/5tvviE/P5+vvvoKjUYDwPLly7G0tCQ6Opo333yz0PKmTp2q0y5CCCGEEOLlICPPQrygXnvtNbVTB+Dp6UlKSgonT57E0NBQ7RQDWFlZ4ezsTFJSknrN0NCQJk2aqOd16tTB0tJSJ8+jJCQk0Lp160LTkpKS9KrfxMRE7TgD2NjY4ODggKmpqc61S5cu6ZTfoEEDnXSA+vXrF7j2z/uKKzExkTNnzmBmZoapqSmmpqZUrFiRO3fukJqa+sj7xo0bR1ZWlnoUZyq8EEIIIYQovWTkWQhRbMbGxk9dRtmyZXXONRpNodfy8/Mfed+DPx4Udu3BfQYGBgWmcD88ffxRcnJyaNy4MatWrSqQVqlSpUfep9Vq0Wq1RZYvhBBCCCFeLDLyLMQL6uDBgzrnv/32G05OTri6unL//n2d9KtXr5KcnIyrq6t67f79+zoLayUnJ5OZmYmLi0uRdTdo0IDdu3cXmubi4qJX/c9LpUqV+Ouvv3Q60AkJCTp5jIyMdBYmA2jUqBEpKSm88sorODo66hwWFhbPI3QhhBBCCFGKSOdZiBdUeno6w4cPJzk5mdWrVzN//nyCg4NxcnKiU6dODBgwgP3795OYmMh7771H1apV6dSpk3p/2bJlGTJkCAcPHuTw4cMEBgby2muvFfm+M0BYWBirV68mLCyMpKQkjh07xvTp0wH0rv958fHx4fLly8yYMYPU1FQWLlzIzz//rJPHwcGBo0ePkpyczJUrV7h37x7+/v5YW1vTqVMn9u3bx9mzZ4mOjmbo0KH88ccfz/05hBBCCCFEyZJp20K8oAICArh9+zZNmzalTJkyBAcHM3DgQODvha2Cg4Np3749d+/epXnz5mzdulVnerOJiQljxozh3Xff5c8//6RZs2Z8/fXXetXt4+PDunXrmDRpEtOmTcPc3JzmzZur6frU/7y4uLiwaNEiPvvsMyZNmsTbb7/NyJEj+fLLL9U8AwYMIDo6Gg8PD3JyctizZw8+Pj7873//Y8yYMXTt2pUbN25QtWpVWrdujbm5ebHjOD7B94nuE0IIIYQQpYNG0Xc/FyFEqeHj44O7uztz5859ovsjIyMJCQkhMzPzmcYlCsrOzsbCwoKsrCzpPAshhBBClEL6/r4m07aFEEIIIYQQQogiyLRtIUQBdevW5dy5c4WmLVmyBH9//+cc0YuvXth2DLQmT3x/2rR2zzAaIYQQQghRXDLyXApFRkZiaWn5UteflpaGRqMpsOqxvqKjo9FoNP/ZacfR0dE6U7Z9fHwICQnR+/7AwMDHtt3WrVtJSEgo9OjYseOTB/6cFLc9hBBCCCGEKIp0nkuYg4NDgfdWe/TowenTp0smoFJQvyh59vb2Olsz7d+/Hw8PDxwdHTEzMyvp8Ir0/fffM2nSpJIOQwghhBBCvERe6mnbd+/excjIqKTDKDZjY2OMjY3/s/WXpHv37pXIitCP8yJ9j0tLrBUrVizpEIQQQgghxEvmpRp59vHxISgoiJCQEKytrfH19QVg7969NG3aFK1Wi62tLWPHjuX+/fs69w0ZMoSQkBAqVKiAjY0NS5cu5ebNm/Tt2xczMzMcHR119obNy8ujf//+1KhRA2NjY5ydnYmIiNCJJzAwkM6dOzNz5kxsbW2xsrLio48+4t69e2q9586dY9iwYWg0GjQaDVD4tOkff/yRJk2aUK5cOaytrenSpYtebeLg4MDkyZMJCAjA1NQUe3t7Nm/ezOXLl+nUqROmpqY0aNCAuLg49Z6H61cUhTZt2uDr68uDhdmvXbtGtWrVGD9+vHrPV199hYuLC+XKlaNOnTosWrRIJ45Dhw7RsGFDypUrh4eHB/Hx8UXGnpuby5gxY7Czs0Or1eLo6FhgK6XDhw/j4eGBiYkJXl5eJCcn66QvXryYWrVqYWRkhLOzMytXrtRJ12g0LF68mI4dO1K+fHmmTJlSaPtv2rRJ/XwAEhMTadmyJWZmZpibm9O4cWOdNnycDRs2ULduXbRaLQ4ODsyaNUsn3cHBgUmTJhEQEIC5ubm6/VRMTAw+Pj6YmJhQoUIFfH19uX79unpffn4+o0ePpmLFilSuXJnw8HCdcjMzM3n//fepVKkS5ubmtGrVisTExCKfKTo6mr59+5KVlaV+Tx+U/ahYx4wZQ+3atTExMaFmzZqEhoaq3/vHOX36NBqNhlOnTulcnzNnDrVq1VLP9fmZfnjadlHfpePHj9O2bVtMTU2xsbGhd+/eXLlyRU1fv3499evXx9jYGCsrK9q0acPNmzeLfB4hhBBCCPHyeKk6zwBRUVEYGRkRExPDF198wZ9//omfnx9NmjQhMTGRxYsX8/XXXzN58uQC91lbW3Po0CGGDBnChx9+SLdu3fDy8uLIkSO8+eab9O7dm1u3bgF/d1SqVavGunXrOHnyJOPHj+fjjz9m7dq1OuXu2bOH1NRU9uzZQ1RUFJGRkURGRgJ/Ty2tVq0aEydOJCMjg4yMjEKfacuWLXTp0gU/Pz/i4+PZvXs3TZs21btN5syZg7e3N/Hx8bRr147evXsTEBDAe++9x5EjR6hVqxYBAQEUtmuZRqMhKiqK2NhY5s2bB8CgQYOoWrWq2nletWoV48ePZ8qUKSQlJfHZZ58RGhpKVFQUADk5ObRv3x5XV1cOHz5MeHg4I0eOLDLugIAAVq9ezbx580hKSmLJkiWYmprq5Pnkk0+YNWsWcXFxGBoa0q9fPzVt48aNBAcHM2LECI4fP84HH3xA37592bNnj04Z4eHhdOnShWPHjunc/zj+/v5Uq1aN2NhYDh8+zNixY/UasT58+DDdu3enZ8+eHDt2jPDwcEJDQ9XvxAMzZ87Ezc2N+Ph4QkNDSUhIoHXr1ri6unLgwAH2799Phw4dyMvLU++JioqifPnyHDx4kBkzZjBx4kR27typpnfr1o1Lly7x888/c/jwYRo1akTr1q25du3aY5/Jy8uLuXPnYm5urn5PH/78/hkrgJmZGZGRkZw8eZKIiAiWLl3KnDlzimyf2rVr4+HhwapVq3Sur1q1infffRdA75/phz3uu5SZmUmrVq1o2LAhcXFxbNu2jYsXL9K9e3cAMjIy6NWrF/369SMpKYno6Gi6du1a6M8L/N1Rz87O1jmEEEIIIcRLQHmJtGjRQmnYsKHOtY8//lhxdnZW8vPz1WsLFy5UTE1Nlby8PPW+119/XU2/f/++Ur58eaV3797qtYyMDAVQDhw48Mj6P/roI+Xtt99Wz/v06aPY29sr9+/fV69169ZN6dGjh3pub2+vzJkzR6ec5cuXKxYWFuq5p6en4u/vX8TTF87e3l557733CjxHaGioeu3AgQMKoGRkZBRav6Ioytq1a5Vy5copY8eOVcqXL6+cPn1aTatVq5by7bff6uSfNGmS4unpqSiKoixZskSxsrJSbt++raYvXrxYAZT4+PhC405OTlYAZefOnYWm79mzRwGUXbt2qde2bNmiAGo9Xl5eyoABA3Tu69atm+Ln56eeA0pISIhOnsKef+PGjcrDPy5mZmZKZGRkobE9zrvvvqu88cYbOtdGjRqluLq6quf29vZK586ddfL06tVL8fb2fmS5//wOK4qiNGnSRBkzZoyiKIqyb98+xdzcXLlz545Onlq1ailLliwp8pkKa5NHxVqYzz//XGncuHGR+RRFUebMmaPUqlVLPX/wXUhKSlIURf+f6eDgYJ37H/VdmjRpkvLmm2/qXDt//rwCKMnJycrhw4cVQElLS9Mr/rCwMAUocNiFrFXsx/z0xIcQQgghhPh3ZGVlKYCSlZX12Hwv3chz48aNdc6TkpLw9PTUmXLr7e1NTk4Of/zxh3qtQYMG6r/LlCmDlZUV9evXV6/Z2NgAcOnSJfXawoULady4MZUqVcLU1JQvv/yS9PR0nfrr1q1LmTJl1HNbW1udMvTxYNTxST38bA+eo6hn+6du3brRpUsXpk2bxsyZM3FycgLg5s2bpKam0r9/f0xNTdVj8uTJpKamAn9/Bg0aNKBcuXJqeZ6eno+NOSEhgTJlytCiRQu9n83W1lbnOZKSkvD29tbJ7+3tTVJSks41Dw+Px9ZRmOHDh/P+++/Tpk0bpk2bpj5rUR4VU0pKis4o8j9j0uc78HBbgO53LTExkZycHKysrHQ+p7Nnz6qxP+kzFdZ+3333Hd7e3lSuXBlTU1M+/fTTAj8bj9KzZ0/S0tL47bffgL9HnRs1akSdOnUA/X+mHyjqu5SYmMiePXt02uVBXampqbi5udG6dWvq169Pt27dWLp0qc50+X8aN24cWVlZ6nH+/Hm9nlsIIYQQQpRuL13nuXz58k903z+n3Go0Gp1rD35Rz8/PB2DNmjWMHDmS/v37s2PHDhISEujbty93794tstwHZejraRfvKuw5Hvdshbl16xaHDx+mTJkypKSkqNdzcnIAWLp0qc52RsePH1c7P09C32cu7nMU5p/fGQMDgwJTcv/5vm54eDgnTpygXbt2/PLLL7i6urJx48Zi1VucmPRpj8d913JycrC1tS2w7VRycjKjRo0CnvyZ/hnrgQMH8Pf3x8/Pj59++on4+Hg++eSTAj8bj1K5cmVatWrFt99+C8C33377VPtKF9V2OTk5dOjQoUDbpKSk0Lx5c8qUKcPOnTv5+eefcXV1Zf78+Tg7O3P27NlCy9NqtZibm+scQgghhBDixffSdZ7/ycXFhQMHDuh0hmJiYjAzM6NatWpPXG5MTAxeXl4MHjyYhg0b4ujoqPdI3cOMjIx0RhwL06BBA3bv3v2koT4TI0aMwMDAgJ9//pl58+bxyy+/AH+PWlepUoXff/9dZ2sjR0dHatSoAfz9GRw9epQ7d+6o5RXVsa5fvz75+fns3bv3iWN2cXEhJiZG51pMTAyurq6Pva9SpUrcuHFDZ0Gowvajrl27NsOGDWPHjh107dqV5cuXP3FMtWvX1pmh8E9P+x1o1KgRf/31F4aGhgU+J2tr6yKfSZ/v6QO//vor9vb2fPLJJ3h4eODk5MS5c+eKFa+/vz/fffcdBw4c4Pfff6dnz55qWnF/pov6LjVq1IgTJ07g4OBQoG0e/GFAo9Hg7e3NhAkTiI+Px8jI6Jn+sUQIIYQQQpR+L33nefDgwZw/f54hQ4Zw6tQpfvjhB8LCwhg+fDgGBk/++E5OTsTFxbF9+3ZOnz5NaGgosbGxxS7HwcGB//3vf/z55586q/s+LCwsjNWrVxMWFkZSUhLHjh1j+vTpTxx7cW3ZsoVly5axatUq3njjDUaNGkWfPn3UqasTJkxg6tSpzJs3j9OnT3Ps2DGWL1/O7NmzAXj33XfRaDQMGDCAkydPsnXrVmbOnPnYOh0cHOjTpw/9+vVj06ZNnD17lujo6AILsj3OqFGjiIyMZPHixaSkpDB79my+//77Ihcre/XVVzExMeHjjz8mNTWVb7/9VmdBr9u3bxMUFER0dDTnzp0jJiaG2NhYXFxcioxpxIgR7N69m0mTJnH69GmioqJYsGBBkTGNGzeO2NhYBg8ezNGjRzl16hSLFy9+5Hfmn9q0aYOnpyedO3dmx44dpKWl8euvv/LJJ58QFxdX5DM5ODiQk5PD7t27uXLlirpwXmGcnJxIT09nzZo1pKamMm/evGJ3NLt27cqNGzf48MMPadmyJVWqVFHTivszXdR36aOPPuLatWv06tWL2NhYUlNT2b59O3379iUvL4+DBw/y2WefERcXR3p6Ot9//z2XL1/W6/MWQgghhBAvkefxAvbz8vAiQQ+Ljo5WmjRpohgZGSmVK1dWxowZo9y7d++x9xW2kBegbNy4UVEURblz544SGBioWFhYKJaWlsqHH36ojB07VnFzc1Pz9+nTR+nUqZNOGcHBwUqLFi3U8wMHDigNGjRQtFqtuiBVYYszbdiwQXF3d1eMjIwUa2trpWvXrvo0SZHPoSiKcvbsWZ3Fux6u/9KlS4qNjY3y2Wefqfnv3r2rNG7cWOnevbt6bdWqVWp8FSpUUJo3b658//33Os/p5uamGBkZKe7u7sqGDRseu2CYoijK7du3lWHDhim2traKkZGR4ujoqCxbtkxRlP9bMOz69etq/vj4eAVQzp49q15btGiRUrNmTaVs2bJK7dq1lRUrVjy2LR7YuHGj4ujoqBgbGyvt27dXvvzyS/Xzyc3NVXr27KnY2dkpRkZGSpUqVZSgoCCdBdEeZ/369Yqrq6tStmxZpXr16srnn3+uk17YZ6Yof3+Pvby8FK1Wq1haWiq+vr7q8xf2He7UqZPSp08f9Tw7O1sZMmSIUqVKFaVs2bKKnZ2d4u/vr6Snp+v1TIMGDVKsrKwUQAkLC3tsrKNGjVKsrKwUU1NTpUePHsqcOXMKXXDscbp3764A6mf+z7Yozs/0475LiqIop0+fVrp06aJYWloqxsbGSp06dZSQkBAlPz9fOXnypOLr66tUqlRJ0Wq1Su3atZX58+fr/Rz6LkAhhBBCCCFKhr6/r2kU5RH7rQghhHhq2dnZWFhYkJWVJe8/CyGEEEKUQvr+vvbST9sWQgghhBBCCCGelmFJByCe3L59+2jbtu0j0x+shC2en7Zt27Jv375C0z7++GM+/vjj5xxR6VO3bt1HLiC2ZMmSp1pZuzSrF7YdA63JE9+fNq3dM4xGCCGEEEIUl3SeX2AeHh6FrgItSs5XX33F7du3C02rWLHic46mdNq6dWuBrb8euHPnDhqNhvj4eNzd3Z9pvZGRkYSEhJCZmfnIPIGBgWRmZrJp0yYAfHx8cHd3Z+7cucDfi4+FhIQQEhLyTGMTQgghhBCln3SeX2DGxsY4OjqWdBjiIVWrVi3pEEo9e3v7R6alpaU9v0AKERERUWCPbyGEEEIIIUA6z0KIZ+ju3bsYGRmVdBhPzMLCoqRDEEIIIYQQpZQsGCaEeGI+Pj4EBQUREhKCtbU1vr6+7N27l6ZNm6LVarG1tWXs2LHcv39fvSc/P58ZM2bg6OiIVqulevXqTJkypdDy8/Ly6NevH3Xq1CE9Pb3IeDIzM/nggw+wsbGhXLly1KtXj59++kknz/bt23FxccHU1JS33nqLjIwMNS0wMJDOnTs/WWMIIYQQQoiXmow8CyGeSlRUFB9++CExMTH89ddf+Pn5ERgYyIoVKzh16hQDBgygXLlyhIeHAzBu3DiWLl3KnDlzeP3118nIyODUqVMFys3NzaVXr16kpaWxb98+KlWq9Ng48vPzadu2LTdu3OCbb76hVq1anDx5kjJlyqh5bt26xcyZM1m5ciUGBga89957jBw5klWrVj2z9sjNzSU3N1c9z87OfmZlCyGEEEKIkiOdZyHEU3FycmLGjBkArFixAjs7OxYsWIBGo6FOnTpcuHCBMWPGMH78eG7evElERAQLFiygT58+ANSqVYvXX39dp8ycnBzatWtHbm4ue/bs0Ws69a5duzh06BBJSUnUrl0bgJo1a+rkuXfvHl988QW1atUCICgoiIkTJz51Gzxs6tSpTJgw4ZmWKYQQQgghSp5M2xZCPJXGjRur/05KSsLT0xONRqNe8/b2Jicnhz/++IOkpCRyc3Np3br1Y8vs1asXN2/eZMeOHXq/h5yQkEC1atXUjnNhTExM1I4zgK2tLZcuXdKrfH2NGzeOrKws9Th//vwzLV8IIYQQQpQM6TwLIZ5K+fLl9c5rbGysVz4/Pz+OHj3KgQMHnmnZZcuW1TnXaDTPfHVtrVaLubm5ziGEEEIIIV580nkWQjwzLi4uHDhwQKdDGhMTg5mZGdWqVcPJyQljY2N279792HI+/PBDpk2bRseOHdm7d69edTdo0IA//viD06dPP9UzCCGEEEIIURjpPAshnpnBgwdz/vx5hgwZwqlTp/jhhx8ICwtj+PDhGBgYUK5cOcaMGcPo0aNZsWIFqamp/Pbbb3z99dcFyhoyZAiTJ0+mffv27N+/v8i6W7RoQfPmzXn77bfZuXMnZ8+e5eeff2bbtm3/xqMKIYQQQoj/GFkwTAjxzFStWpWtW7cyatQo3NzcqFixIv379+fTTz9V84SGhmJoaMj48eO5cOECtra2DBo0qNDyQkJCyM/Px8/Pj23btuHl5fXY+jds2MDIkSPVd6YdHR2ZNm3aM33GJ3V8gq9M4RZCCCGEeIFplGf9wp8QQghVdnY2FhYWZGVlSedZCCGEEKIU0vf3NZm2LYQQQgghhBBCFEGmbQshXgirVq3igw8+KDTN3t6eEydOPOeIiqde2HYMtCZPfH/atHbPMBohhBBCCFFcMvIs9KYoCgMHDqRixYpoNBoSEhKeSbk+Pj6EhIQ8k7KetcDAQDp37lzSYbzUHBwcmDt3rnqu0WjYtGlTgXwdO3YkISGBn376iZs3b/Ltt9+SkJBAQkICW7dufX4BCyGEEEKI/yQZeRZ627ZtG5GRkURHR1OzZk2sra1LOiTxEoiNjdVrr2gzMzPMzMwwNPz7v63q1avj6Oj4b4cnhBBCCCEEIJ1nUQypqanY2toWueKx+Nvdu3cxMjIq6TBKrQftU6lSpZIORQghhBBCiCLJtG2hl8DAQIYMGUJ6ejoajQYHBwcA8vPzmTp1KjVq1MDY2Bg3NzfWr1+vc+/x48dp27Ytpqam2NjY0Lt3b65cuVKs+idPnswrr7yCmZkZ77//PmPHjsXd3V1Nz8/PZ+LEiVSrVg2tVou7u3uB/X2PHTtGq1atMDY2xsrKioEDB5KTk6Om5+XlMXz4cCwtLbGysmL06NEUZzF6Hx8fgoKCCAkJwdraGl9fX72e/8aNG/j7+1O+fHlsbW2ZM2dOgansGRkZtGvXDmNjY2rUqMG3335bYLrz7NmzqV+/PuXLl8fOzo7BgwfrPB/A/v37adasGcbGxtjZ2TF06FBu3ryp1/Pl5uYyZswY7Ozs0Gq1ODo6qvsz5+Xl0b9/f/V74OzsTEREhM79D6bAT5kyhSpVquDs7AwUnLb94Hnbtm2LsbExNWvWLPCdAjh16hReXl6UK1eOevXqsXfvXp30otp927ZtvP766+rn3b59e1JTU9X0tLQ0NBoN33//PS1btsTExAQ3NzcOHDigV3sJIYQQQoiXi3SehV4iIiLUzmlGRgaxsbEATJ06lRUrVvDFF19w4sQJhg0bxnvvvad2ZDIzM2nVqhUNGzYkLi6Obdu2cfHiRbp376533atWrWLKlClMnz6dw4cPU716dRYvXlwgvlmzZjFz5kyOHj2Kr68vHTt2JCUlBYCbN2/i6+tLhQoViI2NZd26dezatYugoCC1jFmzZhEZGcmyZcvYv38/165dY+PGjcVqp6ioKIyMjIiJieGLL77Q6/mHDx9OTEwMmzdvZufOnezbt48jR47olBsQEMCFCxeIjo5mw4YNfPnll1y6dEknj4GBAfPmzePEiRNERUXxyy+/MHr0aDU9NTWVt956i7fffpujR4/y3XffsX//fp02eJyAgABWr17NvHnzSEpKYsmSJZiamgJ///GiWrVqrFu3jpMnTzJ+/Hg+/vhj1q5dq1PG7t27SU5OZufOnfz000+PrCs0NJS3336bxMRE/P396dmzJ0lJSTp5Ro0axYgRI4iPj8fT05MOHTpw9epVQL/v3c2bNxk+fDhxcXHs3r0bAwMDunTpQn5+vk49n3zyCSNHjiQhIYHatWvTq1cv7t+//8jYc3Nzyc7O1jmEEEIIIcRLQBFCT3PmzFHs7e3V8zt37igmJibKr7/+qpOvf//+Sq9evRRFUZRJkyYpb775pk76+fPnFUBJTk5WFEVRWrRooQQHBz+y3ldffVX56KOPdK55e3srbm5u6nmVKlWUKVOm6ORp0qSJMnjwYEVRFOXLL79UKlSooOTk5KjpW7ZsUQwMDJS//vpLURRFsbW1VWbMmKGm37t3T6lWrZrSqVOnR8b2sBYtWigNGzbUuVbU82dnZytly5ZV1q1bp6ZnZmYqJiYmapskJSUpgBIbG6vmSUlJUQBlzpw5j4xn3bp1ipWVlXrev39/ZeDAgTp59u3bpxgYGCi3b99+7LMlJycrgLJz587H5nvYRx99pLz99tvqeZ8+fRQbGxslNzdXJ5+9vb3OcwDKoEGDdPK8+uqryocffqgoiqKcPXtWAZRp06ap6Q8+q+nTpyuKot/37p8uX76sAMqxY8d06vnqq6/UPCdOnFAAJSkp6ZHPHRYWpgAFDruQtYr9mJ+e+BBCCCGEEP+OrKwsBVCysrIem09GnsUTO3PmDLdu3eKNN97A1NRUPVasWKFOf01MTGTPnj066XXq1AHQmSL7OMnJyTRt2lTn2sPn2dnZXLhwAW9vb5083t7e6mhlUlISbm5uOgtTeXt7k5+fT3JyMllZWWRkZPDqq6+q6YaGhnh4eBSjRaBx48Y650U9/++//869e/d0nsfCwkKd0vzg+Q0NDWnUqJF6zdHRkQoVKujUtWvXLlq3bk3VqlUxMzOjd+/eXL16lVu3bqmxREZG6sTi6+tLfn4+Z8+efexzJSQkUKZMGVq0aPHIPAsXLqRx48ZUqlQJU1NTvvzyS9LT03Xy1K9fX6/3wD09PQuc/3Pk+eE8Dz6rB3n0+d6lpKTQq1cvatasibm5ufoqwj9jbtCggfpvW1tbgAKj/g8bN24cWVlZ6nH+/Pkin1cIIYQQQpR+smCYeGIP3qfdsmULVatW1UnTarVqng4dOjB9+vQC9z/oiLxM/rlqdFHPf+bMmWdSb1paGu3bt+fDDz9kypQpVKxYkf3799O/f3/u3r2LiYkJOTk5fPDBBwwdOrTA/dWrV39s+cbGxo9NX7NmDSNHjmTWrFl4enpiZmbG559/zsGDB3Xy6bOq9rOgz/euQ4cO2Nvbs3TpUqpUqUJ+fj716tXj7t27OvnLli2r/luj0QAUmNr9MK1Wq37/hRBCCCHEy0NGnsUTc3V1RavVkp6ejqOjo85hZ2cHQKNGjThx4gQODg4F8ujbkXJ2dlbfsX7g4XNzc3OqVKlCTEyMTp6YmBhcXV0BcHFxITExUWdxrJiYGAwMDHB2dsbCwgJbW1udzt79+/c5fPhw8RrlH4p6/po1a1K2bFmd58nKyuL06dM6z3///n3i4+PVa2fOnOH69evq+eHDh8nPz2fWrFm89tpr1K5dmwsXLhSI5eTJkwXicHR0LHI0uH79+uTn5xdYlOuBmJgYvLy8GDx4MA0bNsTR0VHvmQWF+e233wqcu7i4PDLPg8/qQZ6i2v3q1askJyfz6aef0rp1a1xcXHTaUwghhBBCiH+SzrN4YmZmZowcOZJhw4YRFRVFamoqR44cYf78+URFRQHw0Ucfce3aNXr16kVsbCypqals376dvn37kpeXp1c9Q4YM4euvvyYqKoqUlBQmT57M0aNH1VFA+HvxqOnTp/Pdd9+RnJzM2LFjSUhIIDg4GAB/f3/KlStHnz59OH78OHv27GHIkCH07t0bGxsbAIKDg5k2bRqbNm3i1KlTDB48mMzMzKdqo6Ke38zMjD59+jBq1Cj27NnDiRMn6N+/PwYGBurz1alThzZt2jBw4EAOHTpEfHw8AwcOxNjYWM3j6OjIvXv3mD9/Pr///jsrV67kiy++0IllzJgx/PrrrwQFBZGQkEBKSgo//PCDXguGOTg40KdPH/r168emTZs4e/Ys0dHR6oJgTk5OxMXFsX37dk6fPk1oaGiBP3gUx7p161i2bBmnT58mLCyMQ4cOFYhz4cKFbNy4kVOnTvHRRx9x/fp1+vXrp1e7V6hQASsrK7788kvOnDnDL7/8wvDhw584XiGEEEII8fKTzrN4KpMmTSI0NJSpU6fi4uLCW2+9xZYtW6hRowaAOiKcl5fHm2++Sf369QkJCcHS0hIDA/2+fv7+/owbN46RI0fSqFEjzp49S2BgIOXKlVPzDB06lOHDhzNixAjq16/Ptm3b2Lx5M05OTgCYmJiwfft2rl27RpMmTXjnnXdo3bo1CxYsUMsYMWIEvXv3pk+fPurU4y5dujxV++jz/LNnz8bT05P27dvTpk0bvL29cXFx0Xm+FStWYGNjQ/PmzenSpQsDBgzAzMxMzePm5sbs2bOZPn069erVY9WqVUydOlUnlgYNGrB3715Onz5Ns2bNaNiwIePHj6dKlSp6PcvixYt55513GDx4MHXq1GHAgAHqSP4HH3xA165d6dGjB6+++ipXr15l8ODBT9xuEyZMYM2aNTRo0IAVK1awevVqdRbBA9OmTWPatGm4ubmxf/9+Nm/ejLW1NVB0uxsYGLBmzRoOHz5MvXr1GDZsGJ9//vkTxyuEEEIIIV5+GkUpxka2QpQSb7zxBpUrV2blypUlHcozd/PmTapWrcqsWbPo379/oXn++OMP7Ozs1EXCROmVnZ2NhYUFWVlZmJubl3Q4QgghhBDiH/T9fU0WDBOl3q1bt/jiiy/w9fWlTJkyrF69ml27drFz586SDu2ZiI+P59SpUzRt2pSsrCwmTpwIQKdOndQ8v/zyCzk5OdSvX5+MjAxGjx6Ng4MDzZs3L6mwhRBCCCGE+E+RzrMo9TQaDVu3bmXKlCncuXMHZ2dnNmzYQJs2bZ5bDOnp6QWmDT/s5MmTRa5Y/TgzZ84kOTkZIyMjGjduzL59+9QpyAD37t3j448/5vfff8fMzAwvLy9WrVqlsxL009i3bx9t27Z9ZPqDldXFk6sXth0DrckT3582rd0zjEYIIYQQQhSXTNsWLxUfHx/c3d2ZO3fuI/M4ODgQEhJCSEiI3uXev3+ftLS0x5ZpaPji/i3q9u3b/Pnnn49Md3R01LusJ2nfl9mDaUB2IWul8yyEEEIIUQrJtG0hniFDQ8NidSBfNMbGxi/V80kHXgghhBBCPGuy2rYQ/0F3794t6RBeCNJOQgghhBDiAek8i5fO/fv3CQoKwsLCAmtra0JDQ3nU2wlpaWloNBoSEhLUa5mZmWg0GqKjo9Vrx48fp23btpiammJjY0Pv3r25cuWKmr5+/Xrq16+PsbExVlZWtGnTRt3GqShfffWVujVVnTp1WLRoUYH4vv/+e1q2bImJiQlubm4cOHBAp4z9+/fTrFkzjI2NsbOzY+jQoTr1Ozg4MGnSJAICAjA3N2fgwIEALF26FDs7O0xMTOjSpQuzZ8/G0tJSrdvAwIC4uDiduubOnYu9vT35+fmPfKYbN27Qq1cvypcvT9WqVVm4cKFOenp6Op06dcLU1BRzc3O6d+/OxYsXdfIsXryYWrVqYWRkhLOzs87K6oqiEB4eTvXq1dFqtVSpUoWhQ4cCf0/dP3fuHMOGDUOj0ejsB/4k7XT37l2CgoKwtbWlXLly2NvbF9gGTAghhBBCvPyk8yxeOlFRURgaGnLo0CEiIiKYPXs2X3311ROXl5mZSatWrWjYsCFxcXFs27aNixcv0r17dwAyMjLo1asX/fr1IykpiejoaLp27frIDvvDVq1axfjx45kyZQpJSUl89tlnhIaGEhUVpZPvk08+YeTIkSQkJFC7dm169erF/fv3AUhNTeWtt97i7bff5ujRo3z33Xfs37+foKAgnTJmzpyJm5sb8fHxhIaGEhMTw6BBgwgODiYhIYE33niDKVOmqPkdHBxo06YNy5cv1yln+fLlBAYGPnaf7s8//1yta+zYsQQHB6uro+fn59OpUyeuXbvG3r172blzJ7///js9evRQ79+4cSPBwcGMGDGC48eP88EHH9C3b1/27NkDwIYNG5gzZw5LliwhJSWFTZs2Ub9+feD/tXfnYVVV+x/H3weUeVZEVBQHUBBQHCMrSTTU5Go2SeZwtdIUDc00b86amqY53ay0RM20LIeus6KooOIUjjiRhBVlmhOYE5zfHz6eXyfAgyOin9fz7Odh773W2t+9OJ34utZeGxYtWkSFChUYMWIEmZmZZGZm3lE/TZkyhe+//55vvvmGw4cPM2/ePHx9fQu898uXL3P+/HmzTURERESKPy0YJg+V8PBwTp7C8vgBAABFXklEQVQ8yYEDB0wjju+++y7ff/89Bw8eBMyfh01PT6dy5cr88MMP1K5dG7ieLLu7u7NhwwbCw8MZNWoUmzdvZvXq1abr3HjP8uHDh8nKyqJu3bqkp6dTqVKlW4q3WrVqjBw5kujoaNOxUaNGsWLFCrZs2WKKb+bMmaZ3Ph88eJCaNWuSmppKjRo1eO2117C2tubTTz81tZGYmEjjxo3Jzs7Gzs4OX19fQkNDWbx4salMu3btyMrKYtmyZaZjr776KsuWLePs2bMAfPPNN3Tv3p3MzExsbW3ZvXs39erV48cffywwgfT19SUgIICVK1eaXev8+fOsWLGCtWvX0qJFC44fP46Pj4/ZPW3fvp369evTqFEjatasyWeffWZq46WXXiI7O5vly5czceJEPv30U/bv35/viuP5PfN8u/3Uu3dvDhw4wLp168xGsQsybNgwhg8fnue4FgwTEREReTAVdsEwjTzLQ+exxx4zS3LCwsI4evQoOTk5t9Xenj172LBhA05OTqatRo0awPXRzFq1ahEREUFwcDAvvvgiM2bM4MyZMxbbzc7OJi0tja5du5q1PWrUKNLS0szKhoSEmH729vYG4OTJk6b44uLizNqIjIwkNzeX48ePm+rVq1fPrM3Dhw/ToEEDs2P/3G/Tpg3W1tamZDIuLo6nn376piOvcL3P/7mfmpoKQGpqKj4+PqbEGSAwMBA3NzezMo0aNTJro1GjRqbzL774In/99RdVqlTh9ddfZ/HixaaR+ILcbj917tyZlJQUqlevTu/evVmzZs1NrzNw4EDOnTtn2k6cOHHT8iIiIiJSPGi1bXmk3Zh6/PcJGFevXjUrk5WVRVRUFB988EGe+t7e3lhbW7N27Vq2bNnCmjVrmDp1Ku+99x7JyclUrly5wGvfeHfyjBkzaNiwodk5a2trs/2/j67e+IeBG88cZ2Vl0a1bN9Mzv3/393dPOzo6FhhLQWxsbOjYsSOzZs2ibdu2fPXVV0yePPmW27nbboz6r1u3jrVr19KjRw/Gjx/Pxo0bC3z39e32U506dTh+/DgrV65k3bp1vPTSSzRt2pRvv/023+vY2tpia2t7B3cnIiIiIg8iJc/y0ElOTjbb37ZtG35+fnkSUgBPT0/g+nPLoaGhAGaLh8H15Om777676bucDQYDjRo1olGjRgwZMoRKlSqxePFi+vbtW2CcXl5elCtXjh9//JH27dvfyi3mie/gwYO3/Kqp6tWrs2PHDrNj/9yH69Odg4KC+Pjjj7l27Rpt27a12Pa2bdvy7AcEBAAQEBDAiRMnOHHihNm07bNnzxIYGGgqk5SURKdOnUxtJCUlmc7D9ddrRUVFERUVRc+ePalRowb79u2jTp062NjY5JlpcLv9BODi4sLLL7/Myy+/zAsvvEDz5s35888/8fDwuOW2RERERKR4UvIsD52MjAz69u1Lt27d2L17N1OnTmXChAn5lrW3t+exxx5j7NixVK5cmZMnTzJo0CCzMj179mTGjBlER0fTv39/PDw8OHbsGAsWLGDmzJns3LmT+Ph4nnnmGcqUKUNycjJ//PGHKVm8meHDh9O7d29cXV1p3rw5ly9fZufOnZw5c+amifffDRgwgMcee4yYmBhee+01HB0dOXjwIGvXrmXatGkF1uvVqxdPPfUUEydOJCoqivXr17Ny5co8z/UGBATw2GOPMWDAALp06YK9vb3FmJKSkhg3bhxt2rRh7dq1LFy4kOXLlwPQtGlTgoODad++PZMmTeLatWv06NGDxo0bm6ZMv/POO7z00kuEhobStGlT/ve//7Fo0SLWrVsHXJ8+npOTQ8OGDXFwcODLL7/E3t7e9My5r68vmzZtol27dtja2lK6dOnb7qeJEyfi7e1NaGgoVlZWLFy4kLJly5pWJRcRERGRR4OeeZaHTseOHfnrr79o0KABPXv25K233jK9mik/X3zxBdeuXaNu3brExsYyatQos/PlypUjKSmJnJwcnnnmGYKDg4mNjcXNzQ0rKytcXFzYtGkTLVu2xN/fn0GDBjFhwgRatGhhMdbXXnuNmTNnMmvWLIKDg2ncuDFxcXE3ne79TyEhIWzcuJEjR47w5JNPEhoaypAhQyhXrtxN6zVq1IhPPvmEiRMnUqtWLVatWkWfPn2ws7PLU7Zr165cuXKFLl26FCqmt99+m507dxIaGsqoUaOYOHEikZGRwPVR+qVLl+Lu7s5TTz1F06ZNqVKlCl9//bWpfps2bZg8eTIffvghNWvW5NNPP2XWrFmEh4cD4ObmxowZM2jUqBEhISGsW7eO//3vf5QqVQqAESNGkJ6eTtWqVU2zC263n5ydnRk3bhz16tWjfv36pKens2LFipuuNi4iIiIiDx+tti0iJq+//jqHDh1i8+bNZsdHjhzJwoUL2bt3bxFFVnwVdvVGERERESkahf17TdO2RR5hH374Ic2aNcPR0ZGVK1cye/ZsPv74Y9P5rKws0tPTmTZtWp4ReRERERGRR4mSZ5F7yMnJqcBzK1eu5Mknn7yP0eS1fft2xo0bx4ULF6hSpQpTpkzhtddeM52PiYlh/vz5tGnTptBTtiV/QUNX6z3PIiIiIsWYpm2L3EPHjh0r8Fz58uULtfiWPFjCw8OpXbs2kyZNKlT5G9OAfGK/UfIsIiIi8gDStG2RB8DtvBapOPP19SU2NpbY2NiiDsWi4hSriIiIiBQ9LRcrIiIiIiIiYoGSZ5Eilpuby7hx46hWrRq2trZUrFiR999/H4B9+/bRpEkT7O3tKVWqFG+88QZZWVmmup07d6ZNmzaMHj0aLy8v3NzcGDFiBNeuXeOdd97Bw8ODChUqMGvWLFOd9PR0DAYD33zzDU8++ST29vbUr1+fI0eOsGPHDurVq4eTkxMtWrTgjz/+MNULDw/PM0rbpk0bOnfubDr/008/0adPHwwGg9n7ohMTE03X8vHxoXfv3mRnZxeqf3x9fRk1ahQdO3bEycmJSpUq8f333/PHH3/QunVrnJycCAkJYefOnWb1bnbNgmI9ffo00dHRlC9fHgcHB4KDg5k/f36h4hQRERGRh5uSZ5EiNnDgQMaOHcvgwYM5ePAgX331FV5eXmRnZxMZGYm7uzs7duxg4cKFrFu3jpiYGLP669ev59dff2XTpk1MnDiRoUOH0qpVK9zd3UlOTqZ79+5069aNn3/+2aze0KFDGTRoELt376ZEiRK88sor9O/fn8mTJ7N582aOHTvGkCFDCn0fixYtokKFCowYMYLMzEwyMzMBSEtLo3nz5jz//PPs3buXr7/+msTExDz3cTMfffQRjRo14ocffuDZZ5+lQ4cOdOzYkVdffZXdu3dTtWpVOnbsyI0lHCxds6BYL126RN26dVm+fDn79+/njTfeoEOHDmzfvr3QsV6+fJnz58+bbSIiIiJS/GnBMJEidOHCBTw9PZk2bZrZKtcAM2bMYMCAAZw4cQJHR0cAVqxYQVRUFL/++iteXl507tyZhIQEfvzxR6ysrv9bWI0aNShTpgybNm0CICcnB1dXV2bOnEm7du1IT0+ncuXKzJw5k65duwKwYMECoqOjiY+Pp0mTJgCMHTuWuLg4Dh06BOS/UFabNm1wc3MjLi4OyP854tdeew1ra2s+/fRT07HExEQaN25MdnY2dnZ2N+0jX19fnnzySebOnQvAb7/9hre3N4MHD2bEiBEAbNu2jbCwMDIzMylbtmyhrlnYZ55btWpFjRo1+PDDDwvsh78bNmwYw4cPz3NcC4aJiIiIPJgKu2CYRp5FilBqaiqXL18mIiIi33O1atUyJc4AjRo1Ijc3l8OHD5uO1axZ05Q4A3h5eREcHGzat7a2plSpUpw8edKs/ZCQELM6gFk9Ly+vPHVux549e4iLi8PJycm0RUZGkpuby/HjxwvVRmFiBUzx3u41c3JyGDlyJMHBwXh4eODk5MTq1avJyMgo9P0OHDiQc+fOmbYTJ04Uuq6IiIiIPLi02rZIEbobr6oqWbKk2b7BYMj3WG5uboH1bjzz+89jf69jZWXFPyeqXL161WJ8WVlZdOvWjd69e+c5V7FiRYv1CxsrYIr3dq85fvx4Jk+ezKRJkwgODsbR0ZHY2FiuXLlSqDgBbG1tsbW1LXR5ERERESkelDyLFCE/Pz/s7e2Jj4/PM207ICCAuLg4srOzTaPPSUlJWFlZUb169fseq6enp+nZYLg+Srt//36efvpp0zEbGxtycnLM6tWpU4eDBw/e19d2Feaa+cWalJRE69atefXVV4HryfiRI0cIDAy8p/GKiIiIyINP07ZFipCdnR0DBgygf//+zJkzh7S0NLZt28bnn39O+/btsbOzo1OnTuzfv58NGzbQq1cvOnToYJqmfD81adKE5cuXs3z5cg4dOsSbb77J2bNnzcr4+vqyadMmfvnlF06dOgXAgAED2LJlCzExMaSkpHD06FGWLl16SwuG3arCXDO/WP38/Fi7di1btmwhNTWVbt268fvvv9+zOEVERESk+FDyLFLEBg8ezNtvv82QIUMICAjg5Zdf5uTJkzg4OLB69Wr+/PNP6tevzwsvvEBERATTpk0rkji7dOlCp06d6NixI40bN6ZKlSpmo84AI0aMID09napVq+Lp6Qlcf15548aNHDlyhCeffJLQ0FCGDBlCuXLl7lmshblmfrEOGjSIOnXqEBkZSXh4OGXLlqVNmzb3LE4RERERKT602raIyD1U2NUbRURERKRoaLVtERERERERkbtEC4aJSJHZvHkzLVq0KPB8VlbWfYzm3goaulrveRYREREpxjTyLPKQunjxIs8//zwuLi4YDIY8i3vlJy4uDjc3N9P+sGHDqF279j2LsV69eqSkpBS4FYWEhIRC95eIiIiIPDo08izyAPD19SU2NpbY2Ni71ubs2bPZvHkzW7ZsoXTp0ri6ut61tu8We3v7+/oKq38KDw+ndu3aTJo0yXTs8ccfJzMz84HsLxEREREpOkqeRR5SaWlpBAQEEBQUVNShFCs2NjaULVu2qMMQERERkQeMpm1LsZWbm8u4ceOoVq0atra2VKxYkffffx+Affv20aRJE+zt7SlVqhRvvPGG2fOznTt3pk2bNowePRovLy/c3NwYMWIE165d45133sHDw4MKFSowa9YsU5309HQMBgPffPMNTz75JPb29tSvX58jR46wY8cO6tWrh5OTEy1atOCPP/4w1QsPD88zotymTRs6d+5sOv/TTz/Rp08fDAYDBoPBVC4xMdF0LR8fH3r37k12drbFvgkPD2fChAls2rQJg8FAeHg4AGfOnKFjx464u7vj4OBAixYtOHr0aKH7PC0tjSpVqhATE4OlhfpPnz5NdHQ05cuXx8HBgeDgYObPn29W5ma/Q7D8e7TUtwAff/wxfn5+2NnZ4eXlxQsvvABc/wxs3LiRyZMnm/o9PT0932nbSUlJhIeH4+DggLu7O5GRkZw5c6bQ/SYiIiIixZ+SZym2Bg4cyNixYxk8eDAHDx7kq6++wsvLi+zsbCIjI3F3d2fHjh0sXLiQdevWERMTY1Z//fr1/Prrr2zatImJEycydOhQWrVqhbu7O8nJyXTv3p1u3brx888/m9UbOnQogwYNYvfu3ZQoUYJXXnmF/v37M3nyZDZv3syxY8cYMmRIoe9j0aJFVKhQgREjRpCZmUlmZiZwPVFt3rw5zz//PHv37uXrr78mMTExz30U1Obrr79OWFgYmZmZLFq0CLieMO7cuZPvv/+erVu3YjQaadmyJVevXrXY5t69e3niiSd45ZVXmDZtmlmSn59Lly5Rt25dli9fzv79+3njjTfo0KED27dvN5Up6HcIFPr3eDM7d+6kd+/ejBgxgsOHD7Nq1SqeeuopACZPnkxYWBivv/66qd99fHzytJGSkkJERASBgYFs3bqVxMREoqKiyMnJyfealy9f5vz582abiIiIiBR/mrYtxdKFCxeYPHky06ZNo1OnTgBUrVqVJ554ghkzZnDp0iXmzJmDo6MjANOmTSMqKooPPvjAlJx5eHgwZcoUrKysqF69OuPGjePixYv85z//Af4/sUtMTKRdu3ama/fr14/IyEgA3nrrLaKjo4mPj6dRo0YAdO3albi4uELfi4eHB9bW1jg7O5tNFx4zZgzt27c3jaz6+fkxZcoUGjduzPTp07Gzs7tpmw4ODmZTkI8ePcr3339PUlISjz/+OADz5s3Dx8eHJUuW8OKLLxbY3pYtW2jVqhXvvfceb7/9dqHuq3z58vTr18+036tXL1avXs0333xDgwYNbvo7BPjqq68K9Xu8mYyMDBwdHWnVqhXOzs5UqlSJ0NBQAFxdXbGxscHBweGm07THjRtHvXr1+Pjjj03HatasWWD5MWPGMHz4cIuxiYiIiEjxopFnKZZSU1O5fPkyERER+Z6rVauWKeECaNSoEbm5uRw+fNh0rGbNmlhZ/f9/Al5eXgQHB5v2ra2tKVWqFCdPnjRrPyQkxKwOYFbPy8srT53bsWfPHuLi4nBycjJtkZGR5Obmcvz48VtuLzU1lRIlStCwYUPTsVKlSlG9enVSU1MLrJeRkUGzZs0YMmRIoRNngJycHEaOHElwcDAeHh44OTmxevVqMjIyTPEU9Du8cb4wv8ebadasGZUqVaJKlSp06NCBefPmcfHixULfA/z/yHNhDRw4kHPnzpm2EydO3NL1REREROTBpORZiiV7e/s7bqNkyZJm+waDId9jubm5Bda7MXX5n8f+XsfKyirP88GFmSadlZVFt27dzF7dtGfPHo4ePUrVqlUt1r9bPD09adCgAfPnz7+lKcjjx49n8uTJDBgwgA0bNpCSkkJkZCRXrlwB7s7v0FLfOjs7s3v3bubPn4+3tzdDhgyhVq1at/QaqluN09bWFhcXF7NNRERERIo/Jc9SLPn5+WFvb098fHyecwEBAezZs8dsYa2kpCTT9Oz7zdPT0/QcM1wfkd2/f79ZGRsbmzzP0NapU4eDBw9SrVq1PJuNjc0txxEQEMC1a9dITk42HTt9+jSHDx8mMDCwwHr29vYsW7YMOzs7IiMjuXDhQqGul5SUROvWrXn11VepVasWVapU4ciRI6bzN/sd3ojX0u+xMH1bokQJmjZtyrhx49i7dy/p6emsX78eyL/f/ykkJKTAGEVERETk0aHkWYolOzs7BgwYQP/+/ZkzZw5paWls27aNzz//nPbt22NnZ0enTp3Yv38/GzZsoFevXnTo0KFQz8nebU2aNGH58uUsX76cQ4cO8eabb+YZ+fT19WXTpk388ssvnDp1CoABAwawZcsWYmJiSElJ4ejRoyxduvSWFsz6Oz8/P1q3bs3rr79OYmIie/bs4dVXX6V8+fK0bt36pnUdHR1Zvnw5JUqUoEWLFmYrXt/semvXrmXLli2kpqbSrVs3fv/9d9P5m/0OgUL9Hi317bJly5gyZQopKSn89NNPzJkzh9zcXFPy7evrS3JyMunp6Zw6dSrPLAO4Pg17x44d9OjRg71793Lo0CGmT59u+j2JiIiIyKNBybMUW4MHD+btt99myJAhBAQE8PLLL3Py5EkcHBxYvXo1f/75J/Xr1+eFF14gIiKCadOmFUmcXbp0oVOnTnTs2JHGjRtTpUoVnn76abMyI0aMID09napVq+Lp6QlcH/HcuHEjR44c4cknnyQ0NJQhQ4ZQrly5245l1qxZ1K1bl1atWhEWFobRaGTFihV5pqvnx8nJiZUrV2I0Gnn22WctvjJr0KBB1KlTh8jISMLDwylbtixt2rQxK1PQ7xAo1O/RUt+6ubmxaNEimjRpQkBAAJ988gnz5883LfjVr18/rK2tCQwMxNPT0/Q89t/5+/uzZs0a9uzZQ4MGDQgLC2Pp0qWUKKH1FkVEREQeJQajpZe1iojIbTt//jyurq6cO3dOzz+LiIiIPIAK+/eaRp5FRERERERELNC8Q5FiaPPmzbRo0aLA84V5JvlOtWjRgs2bN+d77j//+Y/pfdlyXdDQ1VjZOtx2/fSxz97FaERERETkVil5FimG6tWrR0pKSpHGMHPmTP766698z3l4eNx2u5999hkjR47kl19+YeLEicTGxt52WyIiIiIid4uSZ5FiyN7enmrVqhVpDOXLl7/rbZ4/f56YmBgmTpzI888/j6ur612/hoiIiIjI7dAzzyJSKFeuXLnn18jIyODq1as8++yzeHt74+CQd5rz/YhDREREROSflDyLSL7Cw8OJiYkhNjaW0qVLExkZycSJEwkODsbR0REfHx969Ohh9nx1XFwcbm5uLFmyBD8/P+zs7IiMjOTEiRMWrxcXF0dwcDAAVapUwWAwkJ6ezrBhw6hduzYzZ86kcuXK2NnZAbBq1SqeeOIJ3NzcKFWqFK1atSItLc3UXnp6OgaDgUWLFvH000/j4OBArVq12Lp1q9l1k5KSCA8Px8HBAXd3dyIjIzlz5gwAubm5jBkzhsqVK2Nvb0+tWrX49ttv77hvRURERKT4UfIsIgWaPXs2NjY2JCUl8cknn2BlZcWUKVM4cOAAs2fPZv369fTv39+szsWLF3n//feZM2cOSUlJnD17lnbt2lm81ssvv8y6desA2L59O5mZmfj4+ABw7NgxvvvuOxYtWmR61js7O5u+ffuyc+dO4uPjsbKy4rnnniM3N9es3ffee49+/fqRkpKCv78/0dHRXLt2DYCUlBQiIiIIDAxk69atJCYmEhUVRU5ODgBjxoxhzpw5fPLJJxw4cIA+ffrw6quvsnHjxgLv4/Lly5w/f95sExEREZHiT+95FpF8hYeHc/78eXbv3l1gmW+//Zbu3btz6tQp4Pro8b///W+2bdtGw4YNATh06BABAQEkJyfToEGDm14zJSWF0NBQjh8/jq+vLwDDhg1j9OjR/PLLL3h6ehZY99SpU3h6erJv3z6CgoJIT0+ncuXKzJw5k65duwJw8OBBatasSWpqKjVq1OCVV14hIyODxMTEPO1dvnwZDw8P1q1bR1hYmOn4a6+9xsWLF/nqq6/yjWPYsGEMHz48z3Gf2G+02raIiIjIA0jveRaRO1a3bl2z/XXr1hEREUH58uVxdnamQ4cOnD59mosXL5rKlChRgvr165v2a9SogZubG6mpqbcdR6VKlfIkzkePHiU6OpoqVarg4uJiSrYzMjLMyoWEhJh+9vb2BuDkyZPA/4885+fYsWNcvHiRZs2a4eTkZNrmzJljNj38nwYOHMi5c+dMW2GmrIuIiIjIg0+rbYtIgRwdHU0/p6en06pVK958803ef/99PDw8SExMpGvXrly5ciXfxb3uRRw3REVFUalSJWbMmEG5cuXIzc0lKCgoz4JiJUuWNP1sMBgATFO77e3tC7zmjWe5ly9fnmdlcVtb2wLr2dra3vS8iIiIiBRPGnkWkULZtWsXubm5TJgwgcceewx/f39+/fXXPOWuXbvGzp07TfuHDx/m7NmzBAQE3LVYTp8+zeHDhxk0aBAREREEBASYFvm6FSEhIcTHx+d7LjAwEFtbWzIyMqhWrZrZduNZbBERERF5dGjkWUQKpVq1aly9epWpU6cSFRVlWkTsn0qWLEmvXr2YMmUKJUqUICYmhscee8zi8863wt3dnVKlSvHZZ5/h7e1NRkYG77777i23M3DgQIKDg+nRowfdu3fHxsaGDRs28OKLL1K6dGn69etHnz59yM3N5YknnuDcuXMkJSXh4uJCp06d7tr9iIiIiMiDTyPPIlIotWrVYuLEiXzwwQcEBQUxb948xowZk6ecg4MDAwYM4JVXXqFRo0Y4OTnx9ddf39VYrKysWLBgAbt27SIoKIg+ffowfvz4W27H39+fNWvWsGfPHho0aEBYWBhLly6lRInr/644cuRIBg8ezJgxYwgICKB58+YsX76cypUr39X7EREREZEHn1bbFpG7Ji4ujtjYWM6ePVvUoTwwCrt6o4iIiIgUDa22LSIiIiIiInKX6JlnEblvatasyU8//ZTvuU8//ZT27dvf54jun6Chq2/7Pc96x7OIiIhI0dPIs0gxkp6ejsFgICUl5a61aTAYWLJkyV1pq3PnzgVO2R42bBhGo5GUlJR8t3/96193JYZ7KSEhAYPBoGnpIiIiIo8gJc8ictcVlJDb2Njkee3Tjc3Z2fm+xRcXF4ebm9t9u56IiIiIFH9KnkXukytXrhR1CCIiIiIicpuUPIvcI+Hh4cTExBAbG0vp0qWJjIwEYOPGjTRo0ABbW1u8vb159913uXbtmqlebm4u48aNo1q1atja2lKxYkXef//9fK+Rk5NDly5dqFGjBhkZGRZjOnr0KE899RR2dnYEBgaydu3aPGVOnDjBSy+9hJubGx4eHrRu3Zr09HTT+R07dtCsWTNKly6Nq6srjRs3Zvfu3abzvr6+ADz33HMYDAbT/g1z587F19cXV1dX2rVrx4ULFwqM98YI8bJly6hevToODg688MILXLx4kdmzZ+Pr64u7uzu9e/cmJyfHVO/y5cv069eP8uXL4+joSMOGDUlISACuT73+97//zblz5zAYDBgMBoYNG2aKrV69ejg7O1O2bFleeeUVTp48abFfRUREROThp+RZ5B6aPXs2NjY2JCUl8cknn/DLL7/QsmVL6tevz549e5g+fTqff/45o0aNMtUZOHAgY8eOZfDgwRw8eJCvvvoKLy+vPG1fvnyZF198kZSUFDZv3kzFihVvGktubi5t27bFxsaG5ORkPvnkEwYMGGBW5urVq0RGRuLs7MzmzZtJSkrCycmJ5s2bm0bOL1y4QKdOnUhMTGTbtm34+fnRsmVLUxK8Y8cOAGbNmkVmZqZpHyAtLY0lS5awbNkyli1bxsaNGxk7duxN47548SJTpkxhwYIFrFq1ioSEBJ577jlWrFjBihUrmDt3Lp9++inffvutqU5MTAxbt25lwYIF7N27lxdffJHmzZtz9OhRHn/8cSZNmoSLiwuZmZlkZmbSr18/0/2PHDmSPXv2sGTJEtLT0+ncufNN4/uny5cvc/78ebNNRERERIo/rbYtcg/5+fkxbtw40/57772Hj48P06ZNw2AwUKNGDX799VcGDBjAkCFDyM7OZvLkyUybNo1OnToBULVqVZ544gmzdrOysnj22We5fPkyGzZswNXV1WIs69at49ChQ6xevZpy5coBMHr0aFq0aGEq8/XXX5Obm8vMmTMxGAzA9STYzc2NhIQEnnnmGZo0aWLW7meffYabmxsbN26kVatWeHp6AuDm5kbZsmXNyubm5hIXF2d6vrlDhw7Ex8cXOLIO1xPa6dOnU7VqVQBeeOEF5s6dy++//46TkxOBgYE8/fTTbNiwgZdffpmMjAxmzZpFRkaG6T779evHqlWrmDVrFqNHj8bV1RWDwZAnvi5duph+rlKlClOmTKF+/fpkZWXh5ORksY8BxowZw/DhwwtVVkRERESKD408i9xDdevWNdtPTU0lLCzMlJgCNGrUiKysLH7++WdSU1O5fPkyERERN203Ojqa7Oxs1qxZU6jE+ca1fXx8TAklQFhYmFmZPXv2cOzYMZydnXFycsLJyQkPDw8uXbpEWloaAL///juvv/46fn5+uLq64uLiQlZWVqGmjfv6+potDObt7W1xWrSDg4MpcQbw8vLC19fXLJn18vIytbNv3z5ycnLw9/c33YOTkxMbN2403UNBdu3aRVRUFBUrVsTZ2ZnGjRsDFOrebhg4cCDnzp0zbSdOnCh0XRERERF5cGnkWeQecnR0vKXy9vb2hSrXsmVLvvzyS7Zu3ZpnJPhOZGVlUbduXebNm5fn3I0R5U6dOnH69GkmT55MpUqVsLW1JSwsrFALopUsWdJs32AwkJube8t1btZOVlYW1tbW7Nq1C2tra7NyNxs9zs7OJjIyksjISObNm4enpycZGRlERkbe0mJvtra22NraFrq8iIiIiBQPSp5F7qOAgAC+++47jEajafQ5KSkJZ2dnKlSoQJkyZbC3tyc+Pp7XXnutwHbefPNNgoKC+Ne//sXy5ctNI6SWrn3ixAkyMzPx9vYGYNu2bWZl6tSpw9dff02ZMmVwcXHJt52kpCQ+/vhjWrZsCVxfYOzUqVNmZUqWLGm2gNf9FBoaSk5ODidPnuTJJ5/Mt4yNjU2e+A4dOsTp06cZO3YsPj4+AOzcufOexysiIiIixYOmbYvcRz169ODEiRP06tWLQ4cOsXTpUoYOHUrfvn2xsrLCzs6OAQMG0L9/f+bMmUNaWhrbtm3j888/z9NWr169GDVqFK1atSIxMdHitZs2bYq/vz+dOnViz549bN68mffee8+sTPv27SldujStW7dm8+bNHD9+nISEBHr37s3PP/8MXH+Oe+7cuaSmppKcnEz79u3zjJj7+voSHx/Pb7/9xpkzZ+6gx26dv78/7du3p2PHjixatIjjx4+zfft2xowZw/Lly03xZWVlER8fz6lTp7h48SIVK1bExsaGqVOn8uOPP/L9998zcuTI+xq7iIiIiDy4lDyL3Efly5dnxYoVbN++nVq1atG9e3e6du3KoEGDTGUGDx7M22+/zZAhQwgICODll18u8Lng2NhYhg8fTsuWLdmyZctNr21lZcXixYv566+/aNCgAa+99lqehbocHBzYtGkTFStWpG3btgQEBNC1a1cuXbpkGon+/PPPOXPmDHXq1KFDhw707t2bMmXKmLUzYcIE1q5di4+PD6GhobfTVXdk1qxZdOzYkbfffpvq1avTpk0bduzYYVqR/PHHH6d79+68/PLLeHp6Mm7cODw9PYmLi2PhwoUEBgYyduxYPvzww/seu4iIiIg8mAxGo9FY1EGIiDyszp8/j6urK+fOnStwKryIiIiIFJ3C/r2mkWcRERERERERC7RgmMhDYt68eXTr1i3fc5UqVeLAgQP3OSL5u6Chq7Gydbituuljn73L0YiIiIjIrdLIs8hD4l//+hcpKSn5bitWrCiyuMLDw4mNjb1pGV9fXyZNmvRAxGIwGFiyZAkA6enpGAwGUlJSAEhISMBgMHD27Nl7GqeIiIiIPHg08izykHB2dsbZ2bmow7gtO3bsuOV3Yt8rmZmZuLu7F3UYIiIiIvKAUfIsIrfl6tWrlCxZ8q605enpeVfauRvKli1b1CGIiIiIyANI07ZFBIBVq1bxxBNP4ObmRqlSpWjVqhVpaWnA/09f/vrrr2ncuDF2dnbMmzeP06dPEx0dTfny5XFwcCA4OJj58+fnafvatWvExMTg6upK6dKlGTx4MH9f6P+f07bPnj1Lt27d8PLyws7OjqCgIJYtW1ao+0hKSiI8PBwHBwfc3d2JjIw0e9d0bm4u/fv3x8PDg7JlyzJs2DCz+n+fti0iIiIicoOSZxEBIDs7m759+7Jz507i4+OxsrLiueeeIzc311Tm3Xff5a233iI1NZXIyEguXbpE3bp1Wb58Ofv37+eNN96gQ4cObN++3azt2bNnU6JECbZv387kyZOZOHEiM2fOzDeO3NxcWrRoQVJSEl9++SUHDx5k7NixWFtbW7yHlJQUIiIiCAwMZOvWrSQmJhIVFUVOTo5ZLI6OjiQnJzNu3DhGjBjB2rVrb7PX8rp8+TLnz58320RERESk+NO0bREB4Pnnnzfb/+KLL/D09OTgwYM4OTkBEBsbS9u2bc3K9evXz/Rzr169WL16Nd988w0NGjQwHffx8eGjjz7CYDBQvXp19u3bx0cffcTrr7+eJ45169axfft2UlNT8ff3B6BKlSqFuodx48ZRr149Pv74Y9OxmjVrmpUJCQlh6NChAPj5+TFt2jTi4+Np1qxZoa5hyZgxYxg+fPhdaUtEREREHhwaeRYRAI4ePUp0dDRVqlTBxcUFX19fADIyMkxl6tWrZ1YnJyeHkSNHEhwcjIeHB05OTqxevdqsDsBjjz2GwWAw7YeFhXH06FGzEeEbUlJSqFChgilxvhU3Rp5vJiQkxGzf29ubkydP3vK1CjJw4EDOnTtn2k6cOHHX2hYRERGRoqORZxEBICoqikqVKjFjxgzKlStHbm4uQUFBXLlyxVTmnytijx8/nsmTJzNp0iSCg4NxdHQkNjbWrM6tsre3v6d1/7nImcFgMJuafqdsbW2xtbW9a+2JiIiIyINBI88iwunTpzl8+DCDBg0iIiKCgIAAs0W2CpKUlETr1q159dVXqVWrFlWqVOHIkSN5yiUnJ5vtb9u2DT8/v3yfYw4JCeHnn3/Otx1LQkJCiI+Pv+V6IiIiIiKWKHkWEdzd3SlVqhSfffYZx44dY/369fTt29diPT8/P9auXcuWLVtITU2lW7du/P7773nKZWRk0LdvXw4fPsz8+fOZOnUqb731Vr5tNm7cmKeeeornn3+etWvXcvz4cVauXMmqVassxjNw4EB27NhBjx492Lt3L4cOHWL69OmcOnXKcieIiIiIiNyEkmcRwcrKigULFrBr1y6CgoLo06cP48ePt1hv0KBB1KlTh8jISMLDwylbtixt2rTJU65jx4789ddfNGjQgJ49e/LWW2/xxhtvFNjud999R/369YmOjiYwMJD+/fvn+3z0P/n7+7NmzRr27NlDgwYNCAsLY+nSpZQooSdUREREROTOGIx/f9mqiIjcVefPn8fV1ZVz587h4uJS1OGIiIiIyD8U9u81jTyLiIiIiIiIWKC5jCJSbLRo0YLNmzfne+4///kP//nPf+5zRIUXNHQ1VrYOt1U3feyzdzkaEREREblVGnkWeQSEh4cTGxtbZNdPT0/HYDCQkpJyR+3MnDmTlJSUfLfu3bsXqg2DwcCSJUsKPJ+QkIDBYODs2bMAxMXF4ebmZjo/bNgwateuffs3ISIiIiLFkkaeRaTYKF++/D2/xuOPP05mZiaurq73/FoiIiIiUnwoeRYR+RsbGxvKli1b1GGIiIiIyANG07ZFHjLZ2dl07NgRJycnvL29mTBhgtn5y5cv069fP8qXL4+joyMNGzYkISHBrExSUhLh4eE4ODjg7u5OZGQkZ86cAWDVqlU88cQTuLm5UapUKVq1akVaWppZ/e3btxMaGoqdnR316tXjhx9+yBPn/v37adGiBU5OTnh5edGhQwez9zF/++23BAcHY29vT6lSpWjatCnZ2dmF6oMvvviCmjVrYmtri7e3NzExMWbnT506xXPPPYeDgwN+fn58//33pnP/nLYtIiIiIgJKnkUeOu+88w4bN25k6dKlrFmzhoSEBHbv3m06HxMTw9atW1mwYAF79+7lxRdfpHnz5hw9ehSAlJQUIiIiCAwMZOvWrSQmJhIVFWV6z3J2djZ9+/Zl586dxMfHY2VlxXPPPUdubi4AWVlZtGrVisDAQHbt2sWwYcPo16+fWYxnz56lSZMmhIaGsnPnTlatWsXvv//OSy+9BEBmZibR0dF06dKF1NRUEhISaNu2LYV5s9706dPp2bMnb7zxBvv27eP777+nWrVqZmWGDx/OSy+9xN69e2nZsiXt27fnzz//vP1O/5vLly9z/vx5s01EREREij9N2xZ5iGRlZfH555/z5ZdfEhERAcDs2bOpUKECABkZGcyaNYuMjAzKlSsHQL9+/Vi1ahWzZs1i9OjRjBs3jnr16vHxxx+b2q1Zs6bp5+eff97sml988QWenp4cPHiQoKAgvvrqK3Jzc/n888+xs7OjZs2a/Pzzz7z55pumOtOmTSM0NJTRo0ebtePj48ORI0fIysri2rVrtG3blkqVKgEQHBxcqD4YNWoUb7/9Nm+99ZbpWP369c3KdO7cmejoaABGjx7NlClT2L59O82bNy/UNW5mzJgxDB8+/I7bEREREZEHi0aeRR4iaWlpXLlyhYYNG5qOeXh4UL16dQD27dtHTk4O/v7+ODk5mbaNGzeapl7fGHkuyNGjR4mOjqZKlSq4uLjg6+sLXE/MAVJTUwkJCcHOzs5UJywszKyNPXv2sGHDBrMYatSoYbqHWrVqERERQXBwMC+++CIzZswwTRu/mZMnT/Lrr7/eNH6AkJAQ08+Ojo64uLhw8uRJi+0XxsCBAzl37pxpO3HixF1pV0RERESKlkaeRR4hWVlZWFtbs2vXLqytrc3OOTk5AWBvb3/TNqKioqhUqRIzZsygXLly5ObmEhQUxJUrV24pjqioKD744IM857y9vbG2tmbt2rVs2bKFNWvWMHXqVN577z2Sk5OpXLlyge1aiv2GkiVLmu0bDAbTtPM7ZWtri62t7V1pS0REREQeHBp5FnmIVK1alZIlS5KcnGw6dubMGY4cOQJAaGgoOTk5nDx5kmrVqpltN1aYDgkJIT4+Pt/2T58+zeHDhxk0aBAREREEBATkGREOCAhg7969XLp0yXRs27ZtZmXq1KnDgQMH8PX1zROHo6MjcD2hbdSoEcOHD+eHH37AxsaGxYsX3/T+nZ2d8fX1LTB+EREREZHbpeRZ5CHi5ORE165deeedd1i/fj379++nc+fOWFld/0/d39+f9u3b07FjRxYtWsTx48fZvn07Y8aMYfny5cD1acc7duygR48e7N27l0OHDjF9+nROnTqFu7s7pUqV4rPPPuPYsWOsX7+evn37msXwyiuvYDAYeP311zl48CArVqzgww8/NCvTs2dP/vzzT6Kjo9mxYwdpaWmsXr2af//73+Tk5JCcnMzo0aPZuXMnGRkZLFq0iD/++IOAgACLfTBs2DAmTJjAlClTOHr0KLt372bq1Kl3qYdFRERE5FGl5FnkITN+/HiefPJJoqKiaNq0KU888QR169Y1nZ81axYdO3bk7bffpnr16rRp04YdO3ZQsWJF4HqCvWbNGvbs2UODBg0ICwtj6dKllChRAisrKxYsWMCuXbsICgqiT58+jB8/3uz6Tk5O/O9//2Pfvn2Ehoby3nvv5ZmeXa5cOZKSksjJyeGZZ54hODiY2NhY3NzcsLKywsXFhU2bNtGyZUv8/f0ZNGgQEyZMoEWLFhbvv1OnTkyaNImPP/6YmjVr0qpVK9NK4iIiIiIit8tgLMy7X0RE5LacP38eV1dXzp07h4uLS1GHIyIiIiL/UNi/1zTyLCIiIiIiImKBkmcRKVb+/nqrf26bN28u6vBERERE5CGlV1WJSLGSkpJS4Lny5cvfv0BERERE5JGi5FlEipVq1aoVdQgiIiIi8gjStG0RERERERERC5Q8i4iIiIiIiFig5FlERERERETEAiXPIiIiIiIiIhYoeRYRERERERGxQMmziIiIiIiIiAVKnkVEREREREQsUPIsIiIiIiIiYoGSZxERERERERELlDyLiIiIiIiIWKDkWURERERERMQCJc8iIiIiIiIiFih5FhEREREREbFAybOIiIiIiIiIBUqeRURERERERCxQ8iwiIiIiIiJigZJnEREREREREQuUPIuIiIiIiIhYoORZRERERERExAIlzyIiIiIiIiIWKHkWERERERERsUDJs4iIiIiIiIgFSp5FRERERERELFDyLCIiIiIiImKBkmcRERERERERC5Q8i4iIiIiIiFig5FlERERERETEAiXPIiIiIiIiIhYoeRYRERERERGxQMmziIiIiIiIiAVKnkVEREREREQsUPIsIiIiIiIiYoGSZxERERERERELlDyLiIiIiIiIWKDkWURERERERMQCJc8iIiIiIiIiFih5FhEREREREbFAybOIiIiIiIiIBUqeRURERERERCxQ8iwiIiIiIiJigZJnEREREREREQuUPIuIiIiIiIhYoORZRERERERExAIlzyIiIiIiIiIWKHkWERERERERsUDJs4iIiIiIiIgFSp5FRERERERELFDyLCIiIiIiImKBkmcRERERERERC5Q8i4iIiIiIiFig5FlERERERETEAiXPIiIiIiIiIhYoeRYRERERERGxQMmziIiIiIiIiAVKnkVEREREREQsUPIsIiIiIiIiYoGSZxERERERERELlDyLiIiIiIiIWKDkWURERERERMQCJc8iIiIiIiIiFih5FhEREREREbFAybOIiIiIiIiIBUqeRURERERERCxQ8iwiIiIiIiJiQYmiDkBE5GFmNBoBOH/+fBFHIiIiIiL5ufF32o2/2wqi5FlE5B46ffo0AD4+PkUciYiIiIjczIULF3B1dS3wvJJnEZF7yMPDA4CMjIybfhnL3XX+/Hl8fHw4ceIELi4uRR3OI0P9XjTU70VD/V401O9F42Hvd6PRyIULFyhXrtxNyyl5FhG5h6ysri8t4erq+lD+z+ZB5+Lion4vAur3oqF+Lxrq96Khfi8aD3O/F2aQQwuGiYiIiIiIiFig5FlERERERETEAiXPIiL3kK2tLUOHDsXW1raoQ3mkqN+Lhvq9aKjfi4b6vWio34uG+v06g9HSetwiIiIiIiIijziNPIuIiIiIiIhYoORZRERERERExAIlzyIiIiIiIiIWKHkWERERERERsUDJs4jIHfrvf/+Lr68vdnZ2NGzYkO3bt9+0/MKFC6lRowZ2dnYEBwezYsWK+xTpw+VW+j0uLg6DwWC22dnZ3cdoi79NmzYRFRVFuXLlMBgMLFmyxGKdhIQE6tSpg62tLdWqVSMuLu6ex/mwudV+T0hIyPNZNxgM/Pbbb/cn4IfEmDFjqF+/Ps7OzpQpU4Y2bdpw+PBhi/X0/X5nbqff9f1+56ZPn05ISAguLi64uLgQFhbGypUrb1rnUf2sK3kWEbkDX3/9NX379mXo0KHs3r2bWrVqERkZycmTJ/Mtv2XLFqKjo+natSs//PADbdq0oU2bNuzfv/8+R1683Wq/A7i4uJCZmWnafvrpp/sYcfGXnZ1NrVq1+O9//1uo8sePH+fZZ5/l6aefJiUlhdjYWF577TVWr159jyN9uNxqv99w+PBhs897mTJl7lGED6eNGzfSs2dPtm3bxtq1a7l69SrPPPMM2dnZBdbR9/udu51+B32/36kKFSowduxYdu3axc6dO2nSpAmtW7fmwIED+ZZ/pD/rRhERuW0NGjQw9uzZ07Sfk5NjLFeunHHMmDH5ln/ppZeMzz77rNmxhg0bGrt163ZP43zY3Gq/z5o1y+jq6nqfonv4AcbFixfftEz//v2NNWvWNDv28ssvGyMjI+9hZA+3wvT7hg0bjIDxzJkz9yWmR8XJkyeNgHHjxo0FltH3+91XmH7X9/u94e7ubpw5c2a+5x7lz7pGnkVEbtOVK1fYtWsXTZs2NR2zsrKiadOmbN26Nd86W7duNSsPEBkZWWB5yet2+h0gKyuLSpUq4ePjc9N/UZe7Q5/1olW7dm28vb1p1qwZSUlJRR1OsXfu3DkAPDw8Ciyjz/zdV5h+B32/3005OTksWLCA7OxswsLC8i3zKH/WlTyLiNymU6dOkZOTg5eXl9lxLy+vAp8v/O23326pvOR1O/1evXp1vvjiC5YuXcqXX35Jbm4ujz/+OD///PP9CPmRVNBn/fz58/z1119FFNXDz9vbm08++YTvvvuO7777Dh8fH8LDw9m9e3dRh1Zs5ebmEhsbS6NGjQgKCiqwnL7f767C9ru+3++Offv24eTkhK2tLd27d2fx4sUEBgbmW/ZR/qyXKOoARERE7rWwsDCzf0F//PHHCQgI4NNPP2XkyJFFGJnI3VW9enWqV69u2n/88cdJS0vjo48+Yu7cuUUYWfHVs2dP9u/fT2JiYlGH8kgpbL/r+/3uqF69OikpKZw7d45vv/2WTp06sXHjxgIT6EeVRp5FRG5T6dKlsba25vfffzc7/vvvv1O2bNl865QtW/aWyktet9Pv/1SyZElCQ0M5duzYvQhRKPiz7uLigr29fRFF9Whq0KCBPuu3KSYmhmXLlrFhwwYqVKhw07L6fr97bqXf/0nf77fHxsaGatWqUbduXcaMGUOtWrWYPHlyvmUf5c+6kmcRkdtkY2ND3bp1iY+PNx3Lzc0lPj6+wOeEwsLCzMoDrF27tsDyktft9Ps/5eTksG/fPry9ve9VmI88fdYfHCkpKfqs3yKj0UhMTAyLFy9m/fr1VK5c2WIdfebv3O30+z/p+/3uyM3N5fLly/mee6Q/60W9YpmISHG2YMECo62trTEuLs548OBB4xtvvGF0c3Mz/vbbb0aj0Wjs0KGD8d133zWVT0pKMpYoUcL44YcfGlNTU41Dhw41lixZ0rhv376iuoVi6Vb7ffjw4cbVq1cb09LSjLt27TK2a9fOaGdnZzxw4EBR3UKxc+HCBeMPP/xg/OGHH4yAceLEicYffvjB+NNPPxmNRqPx3XffNXbo0MFU/scffzQ6ODgY33nnHWNqaqrxv//9r9Ha2tq4atWqorqFYulW+/2jjz4yLlmyxHj06FHjvn37jG+99ZbRysrKuG7duqK6hWLpzTffNLq6uhoTEhKMmZmZpu3ixYumMvp+v/tup9/1/X7n3n33XePGjRuNx48fN+7du9f47rvvGg0Gg3HNmjVGo1Gf9b9T8iwicoemTp1qrFixotHGxsbYoEED47Zt20znGjdubOzUqZNZ+W+++cbo7+9vtLGxMdasWdO4fPny+xzxw+FW+j02NtZU1svLy9iyZUvj7t27iyDq4uvGK5D+ud3o506dOhkbN26cp07t2rWNNjY2xipVqhhnzZp13+Mu7m613z/44ANj1apVjXZ2dkYPDw9jeHi4cf369UUTfDGWX58DZp9hfb/ffbfT7/p+v3NdunQxVqpUyWhjY2P09PQ0RkREmBJno1Gf9b8zGI1G4/0b5xYREREREREpfvTMs4iIiIiIiIgFSp5FRERERERELFDyLCIiIiIiImKBkmcRERERERERC5Q8i4iIiIiIiFig5FlERERERETEAiXPIiIiIiIiIhYoeRYRERG5B4xGI2+88QYeHh4YDAZSUlKKOiQzFy9e5Pnnn8fFxQWDwcDZs2fzlBk2bBi1a9e+pXYNBgNLliy5o9g6d+5MmzZt7qgNEZG7TcmziIiIyD2watUq4uLiWLZsGZmZmQQFBRV1SGZmz57N5s2b2bJlC5mZmbi6uhZ1SPfMhx9+SJkyZShTpgwTJkwwO5ecnEzdunW5du1aEUUnIsVFiaIOQERERORhlJaWhre3N48//niBZa5cuYKNjc19jOr/paWlERAQ8MAl9Xfb3r17GTJkCMuWLcNoNNKqVSueeeYZgoODuXbtGt27d+ezzz6jRAn9WSwiN6eRZxEREZG7rHPnzvTq1YuMjAwMBgO+vr4AhIeHExMTQ2xsLKVLlyYyMhKAiRMnEhwcjKOjIz4+PvTo0YOsrCyzNpOSkggPD8fBwQF3d3ciIyM5c+ZMgTF899131KxZE1tbW3x9fc1GXMPDw5kwYQKbNm3CYDAQHh5eqPvasWMHzZo1o3Tp0ri6utK4cWN2796dp1xmZiYtWrTA3t6eKlWq8O2335qdP3HiBC+99BJubm54eHjQunVr0tPTC7zut99+S3BwMPb29pQqVYqmTZuSnZ1dqJgPHTpESEgITZo0ISIigpCQEA4dOgTA+PHjeeqpp6hfv36h2hKRR5uSZxEREZG7bPLkyYwYMYIKFSqQmZnJjh07TOdmz56NjY0NSUlJfPLJJwBYWVkxZcoUDhw4wOzZs1m/fj39+/c31UlJSSEiIoLAwEC2bt1KYmIiUVFR5OTk5Hv9Xbt28dJLL9GuXTv27dvHsGHDGDx4MHFxcQAsWrSI119/nbCwMDIzM1m0aFGh7uvChQt06tSJxMREtm3bhp+fHy1btuTChQtm5QYPHszzzz/Pnj17aN++Pe3atSM1NRWAq1evEhkZibOzM5s3byYpKQknJyeaN2/OlStX8lwzMzOT6OhounTpQmpqKgkJCbRt2xaj0ViomIODgzly5AgZGRn89NNPHDlyhKCgINLS0pg1axajRo0qVDsiIhhFRERE5K776KOPjJUqVTI71rhxY2NoaKjFugsXLjSWKlXKtB8dHW1s1KhRoa/9yiuvGJs1a2Z27J133jEGBgaa9t966y1j48aNb9rO0KFDjbVq1SrwfE5OjtHZ2dn4v//9z3QMMHbv3t2sXMOGDY1vvvmm0Wg0GufOnWusXr26MTc313T+8uXLRnt7e+Pq1auNRqPR2KlTJ2Pr1q2NRqPRuGvXLiNgTE9Pv2msNzN9+nSjv7+/0d/f3zh9+nSj0Wg0RkREGBcvXmxcuHChsWbNmsbatWsbN27ceNvXEJGHnx7uEBEREbmP6tatm+fYunXrGDNmDIcOHeL8+fNcu3aNS5cucfHiRRwcHEhJSeHFF18s9DVSU1Np3bq12bFGjRoxadIkcnJysLa2vq3Yf//9dwYNGkRCQgInT54kJyeHixcvkpGRYVYuLCwsz/6N1cb37NnDsWPHcHZ2Nitz6dIl0tLS8lyzVq1aREREEBwcTGRkJM888wwvvPAC7u7uhY67e/fudO/e3bQ/e/ZsnJ2dCQsLo3r16uzYsYOff/6Zdu3acfz4cWxtbQvdtog8OpQ8i4iIiNxHjo6OZvvp6em0atWKN998k/fffx8PDw8SExPp2rUrV65cwcHBAXt7+yKK1lynTp04ffo0kydPplKlStja2hIWFpbvdOuCZGVlUbduXebNm5fnnKenZ55j1tbWrF27li1btrBmzRqmTp3Ke++9R3JyMpUrV77lezh16hTDhw9n06ZNJCcn4+/vj5+fH35+fly9epUjR44QHBx8y+2KyMNPzzyLiIiIFKFdu3aRm5vLhAkTeOyxx/D39+fXX381KxMSEkJ8fHyh2wwICCApKcnsWFJSEv7+/rc96nyjjd69e9OyZUvTYmSnTp3KU27btm159gMCAgCoU6cOR48epUyZMlSrVs1sK+h1WQaDgUaNGjF8+HB++OEHbGxsWLx48W3dQ58+fejTpw8VKlQgJyeHq1evms5du3atwOfIRUSUPIuIiIgUoWrVqnH16lWmTp3Kjz/+yNy5c00Lid0wcOBAduzYQY8ePdi7dy+HDh1i+vTp+SauAG+//Tbx8fGMHDmSI0eOMHv2bKZNm0a/fv3uKFY/Pz/mzp1LamoqycnJtG/fPt9R8YULF/LFF19w5MgRhg4dyvbt24mJiQGgffv2lC5dmtatW7N582aOHz9OQkICvXv35ueff87TVnJyMqNHj2bnzp1kZGSwaNEi/vjjD1MyfivWrl3LkSNH6NmzJwD169fn0KFDrFy5ks8++wxra2uqV69+y+2KyKNBybOIiIhIEapVqxYTJ07kgw8+ICgoiHnz5jFmzBizMv7+/qxZs4Y9e/bQoEEDwsLCWLp0aYHvJq5Tpw7ffPMNCxYsICgoiCFDhjBixAg6d+58R7F+/vnnnDlzhjp16tChQwd69+5NmTJl8pQbPnw4CxYsICQkhDlz5jB//nwCAwMBcHBwYNOmTVSsWJG2bdsSEBBA165duXTpEi4uLnnacnFxYdOmTbRs2RJ/f38GDRrEhAkTaNGiBQAJCQkYDIabvuoK4K+//iImJoZPP/0UK6vrfwJXqFCBqVOn8u9//5v333+f2bNnPzBT5EXkwWMwGgu5zr+IiIiIyANm1qxZjB49moMHD1KyZMmiDkdEHmIaeRYRERGRYmvFihWMHj1aibOI3HMaeRYRERERERGxQCPPIiIiIiIiIhYoeRYRERERERGxQMmziIiIiIiIiAVKnkVEREREREQsUPIsIiIiIiIiYoGSZxERERERERELlDyLiIiIiIiIWKDkWURERERERMQCJc8iIiIiIiIiFih5FhEREREREbHg/wBjyN+BXRhtvAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fracs = []\n",
    "labels = []\n",
    "for tag, counts in c2.most_common(100)[::-1]:\n",
    "    frac = 100 * counts / (df_tags.shape[0])\n",
    "    # print(f\"{tag}, {frac:.3f}%\")\n",
    "    fracs.append(frac)\n",
    "    labels.append(tag)\n",
    "\n",
    "x = list(range(len(fracs)))\n",
    "plt.figure(figsize=(8, 20))\n",
    "plt.barh(x, fracs)\n",
    "plt.yticks(x, labels, rotation='horizontal')\n",
    "plt.xlabel(\"frac of labels, %\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "837815d9",
   "metadata": {},
   "source": [
    "# Text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "42e1e3ec",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:26:14.088871Z",
     "start_time": "2024-01-30T04:26:13.204038Z"
    }
   },
   "outputs": [],
   "source": [
    "df_text = df[\"text\"].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9b8eed53",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:26:14.103123Z",
     "start_time": "2024-01-30T04:26:14.090511Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4317652,)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_text.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "17ae1f23",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:26:14.163762Z",
     "start_time": "2024-01-30T04:26:14.104209Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2     Jaane Kaise Toote Rishton Se\\nBikhre Hain Yeh ...\n",
       "9     When you need someone to talk to\\nSomeone to f...\n",
       "17    Sé de una isleña muchacha\\r\\nAislada está del ...\n",
       "21    Our worship and our praise is shifting the atm...\n",
       "24    Где ты и я?\\nМой человек, что мне останется ве...\n",
       "Name: text, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_text.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1ffa783a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:27:38.888884Z",
     "start_time": "2024-01-30T04:26:14.164837Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████| 4317652/4317652 [01:24<00:00, 50995.94it/s]\n"
     ]
    }
   ],
   "source": [
    "c_text = Counter()\n",
    "c_format = Counter()\n",
    "for row in tqdm.tqdm(df_text):\n",
    "    clean_lines = [l for l in row.split(\"\\n\") if len(l.strip()) > 0]\n",
    "    num_lines = len(clean_lines)\n",
    "    c_text[num_lines] += 1\n",
    "    for l in clean_lines:\n",
    "        formats = re.findall('\\[.*?\\]', l)\n",
    "        for f in formats:\n",
    "            c_format[f] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7a79930b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-01-30T04:27:39.146438Z",
     "start_time": "2024-01-30T04:27:38.890489Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fracs = []\n",
    "labels = []\n",
    "for tag, counts in c_format.most_common(30)[::-1]:\n",
    "    frac = 100 * counts / (df.shape[0])\n",
    "    # print(f\"{tag}, {frac:.3f}%\")\n",
    "    fracs.append(frac)\n",
    "    labels.append(tag)\n",
    "x = list(range(len(fracs)))\n",
    "plt.figure(figsize=(8, 20))\n",
    "plt.barh(x, fracs)\n",
    "plt.yticks(x, labels, rotation='horizontal')\n",
    "plt.xlabel(\"frac of tags, %\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dddb74c2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
