Analysis of Crop Production.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8392b19a-829e-4003-be18-a49e92033820",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c57d6cf1-3171-4e5f-8058-9927434b1faf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Arecanut</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Other Kharif pulses</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>102.0</td>\n",
       "      <td>321.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Banana</td>\n",
       "      <td>176.0</td>\n",
       "      <td>641.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Cashewnut</td>\n",
       "      <td>720.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246086</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Rice</td>\n",
       "      <td>306.0</td>\n",
       "      <td>801.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246087</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Summer</td>\n",
       "      <td>Sesamum</td>\n",
       "      <td>627.0</td>\n",
       "      <td>463.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246088</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Sugarcane</td>\n",
       "      <td>324.0</td>\n",
       "      <td>16250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246089</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Rice</td>\n",
       "      <td>279151.0</td>\n",
       "      <td>597899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246090</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>PURULIA</td>\n",
       "      <td>2014</td>\n",
       "      <td>Winter</td>\n",
       "      <td>Sesamum</td>\n",
       "      <td>175.0</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246091 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         State_Name District_Name  Crop_Year       Season  \\\n",
       "0       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "1       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "2       Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "3       Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "4       Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "...                             ...           ...        ...          ...   \n",
       "246086                  West Bengal       PURULIA       2014  Summer        \n",
       "246087                  West Bengal       PURULIA       2014  Summer        \n",
       "246088                  West Bengal       PURULIA       2014  Whole Year    \n",
       "246089                  West Bengal       PURULIA       2014  Winter        \n",
       "246090                  West Bengal       PURULIA       2014  Winter        \n",
       "\n",
       "                       Crop      Area  Production  \n",
       "0                  Arecanut    1254.0      2000.0  \n",
       "1       Other Kharif pulses       2.0         1.0  \n",
       "2                      Rice     102.0       321.0  \n",
       "3                    Banana     176.0       641.0  \n",
       "4                 Cashewnut     720.0       165.0  \n",
       "...                     ...       ...         ...  \n",
       "246086                 Rice     306.0       801.0  \n",
       "246087              Sesamum     627.0       463.0  \n",
       "246088            Sugarcane     324.0     16250.0  \n",
       "246089                 Rice  279151.0    597899.0  \n",
       "246090              Sesamum     175.0        88.0  \n",
       "\n",
       "[246091 rows x 7 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('C:/Users/SHREYA SAHA/Downloads/Crop Production data.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "edda7ac5-9e36-47ec-ac9f-30f9d544e5fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "State_Name          0\n",
       "District_Name       0\n",
       "Crop_Year           0\n",
       "Season              0\n",
       "Crop                0\n",
       "Area                0\n",
       "Production       3730\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check if there is missing values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "658e32fa-11b5-4100-a635-cf7693a554f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Handle outliers\n",
    "plt.figure(figsize=(8,6))\n",
    "df.boxplot(column=['Production'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f13df02a-8a63-4fc1-aa3d-c89142a4fc2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State_Name</th>\n",
       "      <th>District_Name</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>Crop</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Arecanut</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Other Kharif pulses</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Rice</td>\n",
       "      <td>102.0</td>\n",
       "      <td>321.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Banana</td>\n",
       "      <td>176.0</td>\n",
       "      <td>641.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>NICOBARS</td>\n",
       "      <td>2000</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Cashewnut</td>\n",
       "      <td>720.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    State_Name District_Name  Crop_Year       Season  \\\n",
       "0  Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "1  Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "2  Andaman and Nicobar Islands      NICOBARS       2000  Kharif        \n",
       "3  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "4  Andaman and Nicobar Islands      NICOBARS       2000  Whole Year    \n",
       "\n",
       "                  Crop    Area  Production  \n",
       "0             Arecanut  1254.0      2000.0  \n",
       "1  Other Kharif pulses     2.0         1.0  \n",
       "2                 Rice   102.0       321.0  \n",
       "3               Banana   176.0       641.0  \n",
       "4            Cashewnut   720.0       165.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Display few rows \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "be0a42d8-0c4f-4971-bb5d-699b5d7ff8de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>246091.000000</td>\n",
       "      <td>2.460910e+05</td>\n",
       "      <td>2.423610e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2005.643018</td>\n",
       "      <td>1.200282e+04</td>\n",
       "      <td>5.825034e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.952164</td>\n",
       "      <td>5.052340e+04</td>\n",
       "      <td>1.706581e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1997.000000</td>\n",
       "      <td>4.000000e-02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2002.000000</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>8.800000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2006.000000</td>\n",
       "      <td>5.820000e+02</td>\n",
       "      <td>7.290000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>4.392000e+03</td>\n",
       "      <td>7.023000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>8.580100e+06</td>\n",
       "      <td>1.250800e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Crop_Year          Area    Production\n",
       "count  246091.000000  2.460910e+05  2.423610e+05\n",
       "mean     2005.643018  1.200282e+04  5.825034e+05\n",
       "std         4.952164  5.052340e+04  1.706581e+07\n",
       "min      1997.000000  4.000000e-02  0.000000e+00\n",
       "25%      2002.000000  8.000000e+01  8.800000e+01\n",
       "50%      2006.000000  5.820000e+02  7.290000e+02\n",
       "75%      2010.000000  4.392000e+03  7.023000e+03\n",
       "max      2015.000000  8.580100e+06  1.250800e+09"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "66daf76a-29d0-4904-9764-1cfabf5385e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 246091 entries, 0 to 246090\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count   Dtype  \n",
      "---  ------         --------------   -----  \n",
      " 0   State_Name     246091 non-null  object \n",
      " 1   District_Name  246091 non-null  object \n",
      " 2   Crop_Year      246091 non-null  int64  \n",
      " 3   Season         246091 non-null  object \n",
      " 4   Crop           246091 non-null  object \n",
      " 5   Area           246091 non-null  float64\n",
      " 6   Production     242361 non-null  float64\n",
      "dtypes: float64(2), int64(1), object(4)\n",
      "memory usage: 13.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a33d61e6-7f05-4856-9a3d-11b0f8c729d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Histogram\n",
    "df.hist(figsize=(12,8))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c6d7ed44-6ad1-4f57-923c-7ae068375006",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Boxplot\n",
    "plt.figure(figsize=(12,8))\n",
    "sns.boxplot(data=df)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2a617576-1c65-4299-b701-4ce2e957cbf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5uTksLS0xYMCAbJNonjlzBk2aNIGJiQkcHBxeOO/TL7/8gmrVqsHExAQuLi7ZbjKdk1qIiIiI9EmvExSnpKSgdu3a6N+/Pzp27JhteVBQEBYvXozg4GA4OTlhypQp8Pb2xoULF2BiYgIA6NmzJ+7cuYOQkBCkp6ejX79+GDRoEDZs2AAASE5ORsuWLeHl5YXly5fj7Nmz6N+/PywtLTFo0CAAwLFjx9CjRw8EBgaiXbt22LBhA3x8fBAdHY2aNWvmuJZXycrKwu3bt1GiRIm3dosjIiIiKtxEBA8fPoS9vb0y0fm/dS4QAMimTZuU51lZWWJnZ6cz0WZiYqIYGxvLjz/+KCIiFy5cyDZB6a5du0Sj0citW7dERGTp0qViZWUlqampSp8JEyZI1apVleddu3aVtm3b6tTj4eEhn376aY5ryYmbN28KAD744IMPPvjgg49cP27evPnKrFFgbyl29epVxMbG6tx02sLCAh4eHggPD0f37t0RHh4OS0tLuLm5KX28vLxgYGCAiIgIdOjQAeHh4WjatCmMjIyUPt7e3pg9ezYePHgAKysrhIeHw8/PT+f9vb29lUPDOaklJ0qUKAEAuHnzZp7u7UhERETvnuTkZDg4OCg54t8U2GAXGxsLALC1tdVpt7W1VZbFxsbCxsZGZ7mhoSFKliyp0+ef91/UrjM2NhZWVlaIjY195fu8qpYXSU1NVW5qDQAPHz4EAJibmzPYERERUa7k5DQuXhX7BgUGBsLCwkJ5ODg46LskIiIiUrECG+zs7OwAAHFxcTrtcXFxyjI7OzvEx8frLM/IyMD9+/d1+rxoHc+/x8v6PL/8VbW8iL+/P5KSkpTHzZs3X/GpiYiIiPKuwAY7Jycn2NnZITQ0VGlLTk5GREQEPD09AQCenp5ITExEVFSU0mf//v3IysqCh4eH0ufQoUNIT09X+oSEhKBq1aqwsrJS+jz/Pto+2vfJSS0vYmxsrBx25eFXIiIieuNyfEnnG/Dw4UM5efKknDx5UgDI/Pnz5eTJk3L9+nUREZk1a5ZYWlrKli1b5MyZM/LRRx+Jk5OTPHnyRFlHq1atpG7duhIRESFHjhyRypUrS48ePZTliYmJYmtrK5988omcO3dO/vvf/0qxYsVkxYoVSp+jR4+KoaGhzJ07Vy5evChTp06VokWLytmzZ5U+OanlVZKSkgSAJCUlvc5mIyIiondIbvKDXoPdgQMHXng5b58+fUTk2TQjU6ZMEVtbWzE2NpbmzZvLpUuXdNaRkJAgPXr0EDMzMzE3N5d+/frJw4cPdfqcPn1aGjduLMbGxlK2bFmZNWtWtlp+/vlnqVKlihgZGUmNGjVkx44dOstzUsurMNgRERFRbuUmP2hERPQ1WviuSU5OhoWFBZKSknhYloiIiHIkN/mhwJ5jR0RERES5w2BHREREpBIMdkREREQqwWBHREREpBIMdkREREQqwWBHREREpBIMdkREREQqYajvAig713Hf6buEAilqTm99l0BERFSgccSOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUY7IiIiIhUgsGOiIiISCUKdLDLzMzElClT4OTkBFNTU1SsWBEzZsyAiCh9RAQBAQEoU6YMTE1N4eXlhcuXL+us5/79++jZsyfMzc1haWmJAQMG4NGjRzp9zpw5gyZNmsDExAQODg4ICgrKVs8vv/yCatWqwcTEBC4uLti5c+eb+eBEREREeVCgg93s2bOxbNkyfP3117h48SJmz56NoKAgLFmyROkTFBSExYsXY/ny5YiIiEDx4sXh7e2Np0+fKn169uyJ8+fPIyQkBNu3b8ehQ4cwaNAgZXlycjJatmwJR0dHREVFYc6cOZg2bRpWrlyp9Dl27Bh69OiBAQMG4OTJk/Dx8YGPjw/OnTv3djYGERER0Sto5PnhrwKmXbt2sLW1xerVq5W2Tp06wdTUFD/88ANEBPb29hgzZgzGjh0LAEhKSoKtrS3WrVuH7t274+LFi6hevToiIyPh5uYGANi9ezfatGmDv//+G/b29li2bBkmTZqE2NhYGBkZAQA+//xzbN68GTExMQCAbt26ISUlBdu3b1dqadCgAerUqYPly5fn6PMkJyfDwsICSUlJMDc3f2k/13Hf5W5DvSOi5vTWdwlERERvXU7zA1DAR+waNmyI0NBQ/PHHHwCA06dP48iRI2jdujUA4OrVq4iNjYWXl5fyGgsLC3h4eCA8PBwAEB4eDktLSyXUAYCXlxcMDAwQERGh9GnatKkS6gDA29sbly5dwoMHD5Q+z7+Pto/2fV4kNTUVycnJOg8iIiKiN8VQ3wX8m88//xzJycmoVq0aihQpgszMTMycORM9e/YEAMTGxgIAbG1tdV5na2urLIuNjYWNjY3OckNDQ5QsWVKnj5OTU7Z1aJdZWVkhNjb2X9/nRQIDA/HFF1/k9mMTERER5UmBHrH7+eefsX79emzYsAHR0dEIDg7G3LlzERwcrO/ScsTf3x9JSUnK4+bNm/ouiYiIiFSsQI/YjRs3Dp9//jm6d+8OAHBxccH169cRGBiIPn36wM7ODgAQFxeHMmXKKK+Li4tDnTp1AAB2dnaIj4/XWW9GRgbu37+vvN7Ozg5xcXE6fbTPX9VHu/xFjI2NYWxsnNuPTURERJQnBXrE7vHjxzAw0C2xSJEiyMrKAgA4OTnBzs4OoaGhyvLk5GRERETA09MTAODp6YnExERERUUpffbv34+srCx4eHgofQ4dOoT09HSlT0hICKpWrQorKyulz/Pvo+2jfR8iIiIifSvQwa59+/aYOXMmduzYgWvXrmHTpk2YP38+OnToAADQaDQYNWoUvvzyS2zduhVnz55F7969YW9vDx8fHwCAs7MzWrVqhYEDB+L48eM4evQohg8fju7du8Pe3h4A8PHHH8PIyAgDBgzA+fPn8dNPP2HRokXw8/NTavnss8+we/duzJs3DzExMZg2bRpOnDiB4cOHv/XtQkRERPQiBfpQ7JIlSzBlyhQMHToU8fHxsLe3x6effoqAgAClz/jx45GSkoJBgwYhMTERjRs3xu7du2FiYqL0Wb9+PYYPH47mzZvDwMAAnTp1wuLFi5XlFhYW2Lt3L4YNGwZXV1dYW1sjICBAZ667hg0bYsOGDZg8eTImTpyIypUrY/PmzahZs+bb2RhEREREr1Cg57FTG85j93o4jx0REb2LVDOPHRERERHlHIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUow2BERERGpBIMdERERkUoY6rsAIiLKOddx3+m7hAIpak5vfZdAVCBwxI6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSiwAe7W7duoVevXihVqhRMTU3h4uKCEydOKMtFBAEBAShTpgxMTU3h5eWFy5cv66zj/v376NmzJ8zNzWFpaYkBAwbg0aNHOn3OnDmDJk2awMTEBA4ODggKCspWyy+//IJq1arBxMQELi4u2Llz55v50ERERER5UKCD3YMHD9CoUSMULVoUu3btwoULFzBv3jxYWVkpfYKCgrB48WIsX74cERERKF68OLy9vfH06VOlT8+ePXH+/HmEhIRg+/btOHToEAYNGqQsT05ORsuWLeHo6IioqCjMmTMH06ZNw8qVK5U+x44dQ48ePTBgwACcPHkSPj4+8PHxwblz597OxiAiIiJ6BY2IiL6LeJnPP/8cR48exeHDh1+4XERgb2+PMWPGYOzYsQCApKQk2NraYt26dejevTsuXryI6tWrIzIyEm5ubgCA3bt3o02bNvj7779hb2+PZcuWYdKkSYiNjYWRkZHy3ps3b0ZMTAwAoFu3bkhJScH27duV92/QoAHq1KmD5cuX5+jzJCcnw8LCAklJSTA3N39pP9dx3+Vofe+aqDm99V0Ckd5x//Bi3D+QmuU0PwAFfMRu69atcHNzQ5cuXWBjY4O6devi22+/VZZfvXoVsbGx8PLyUtosLCzg4eGB8PBwAEB4eDgsLS2VUAcAXl5eMDAwQEREhNKnadOmSqgDAG9vb1y6dAkPHjxQ+jz/Pto+2vd5kdTUVCQnJ+s8iIiIiN6UAh3s/vrrLyxbtgyVK1fGnj17MGTIEIwcORLBwcEAgNjYWACAra2tzutsbW2VZbGxsbCxsdFZbmhoiJIlS+r0edE6nn+Pl/XRLn+RwMBAWFhYKA8HB4dcfX4iIiKi3CjQwS4rKwv16tXDV199hbp162LQoEEYOHBgjg996pu/vz+SkpKUx82bN/VdEhEREalYgQ52ZcqUQfXq1XXanJ2dcePGDQCAnZ0dACAuLk6nT1xcnLLMzs4O8fHxOsszMjJw//59nT4vWsfz7/GyPtrlL2JsbAxzc3OdBxEREdGbUqCDXaNGjXDp0iWdtj/++AOOjo4AACcnJ9jZ2SE0NFRZnpycjIiICHh6egIAPD09kZiYiKioKKXP/v37kZWVBQ8PD6XPoUOHkJ6ervQJCQlB1apVlStwPT09dd5H20f7PkRERET6VqCD3ejRo/H777/jq6++wp9//okNGzZg5cqVGDZsGABAo9Fg1KhR+PLLL7F161acPXsWvXv3hr29PXx8fAA8G+Fr1aoVBg4ciOPHj+Po0aMYPnw4unfvDnt7ewDAxx9/DCMjIwwYMADnz5/HTz/9hEWLFsHPz0+p5bPPPsPu3bsxb948xMTEYNq0aThx4gSGDx/+1rcLERER0YsY6ruAf1O/fn1s2rQJ/v7+mD59OpycnLBw4UL07NlT6TN+/HikpKRg0KBBSExMROPGjbF7926YmJgofdavX4/hw4ejefPmMDAwQKdOnbB48WJluYWFBfbu3Ythw4bB1dUV1tbWCAgI0JnrrmHDhtiwYQMmT56MiRMnonLlyti8eTNq1qz5djYGERER0SsU6Hns1Ibz2L0ezlNFxP3Dy3D/QGqmmnnsiIiIiCjnGOyIiIiIVKJAn2NH9CbwUNaL8VAWEVHhxxE7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSiTwFu2bNmiExMTFbe3JyMpo1a/a6NRERERFRHuQp2IWFhSEtLS1b+9OnT3H48OHXLoqIiIiIci9X052cOXNG+f8LFy4gNjZWeZ6ZmYndu3ejbNmy+VcdEREREeVYroJdnTp1oNFooNFoXnjI1dTUFEuWLMm34oiIiIgo53IV7K5evQoRQYUKFXD8+HGULl1aWWZkZAQbGxsUKVIk34skIiIiolfLVbBzdHQEAGRlZb2RYoiIiIgo7/J8S7HLly/jwIEDiI+Pzxb0AgICXrswIiIiIsqdPAW7b7/9FkOGDIG1tTXs7Oyg0WiUZRqNhsGOiIiISA/yFOy+/PJLzJw5ExMmTMjveoiIiIgoj/I0j92DBw/QpUuX/K6FiIiIiF5DnoJdly5dsHfv3vyuhYiIiIheQ54OxVaqVAlTpkzB77//DhcXFxQtWlRn+ciRI/OlOCIiIiLKuTwFu5UrV8LMzAwHDx7EwYMHdZZpNBoGOyIiIiI9yFOwu3r1an7XQURERESvKU/n2BERERFRwZOnEbv+/fv/6/I1a9bkqRgiIiIiyrs8BbsHDx7oPE9PT8e5c+eQmJiIZs2a5UthRERERJQ7eQp2mzZtytaWlZWFIUOGoGLFiq9dFBERERHlXr6dY2dgYAA/Pz8sWLAgv1ZJRERERLmQrxdPXLlyBRkZGfm5SiIiIiLKoTwdivXz89N5LiK4c+cOduzYgT59+uRLYURERESUO3kKdidPntR5bmBggNKlS2PevHmvvGKWiIiIiN6MPAW7AwcO5HcdRERERPSa8hTstO7evYtLly4BAKpWrYrSpUvnS1FERERElHt5ungiJSUF/fv3R5kyZdC0aVM0bdoU9vb2GDBgAB4/fpzfNRIRERFRDuQp2Pn5+eHgwYPYtm0bEhMTkZiYiC1btuDgwYMYM2ZMftdIRERERDmQp0Oxv/76KzZu3IgPPvhAaWvTpg1MTU3RtWtXLFu2LL/qIyIiIqIcytOI3ePHj2Fra5ut3cbGhodiiYiIiPQkT8HO09MTU6dOxdOnT5W2J0+e4IsvvoCnp2e+FUdEREREOZenQ7ELFy5Eq1atUK5cOdSuXRsAcPr0aRgbG2Pv3r35WiARERER5Uyegp2LiwsuX76M9evXIyYmBgDQo0cP9OzZE6ampvlaIBERERHlTJ6CXWBgIGxtbTFw4ECd9jVr1uDu3buYMGFCvhRHRERERDmXp3PsVqxYgWrVqmVrr1GjBpYvX/7aRRERERFR7uUp2MXGxqJMmTLZ2kuXLo07d+68dlFERERElHt5CnYODg44evRotvajR4/C3t7+tYsiIiIiotzL0zl2AwcOxKhRo5Ceno5mzZoBAEJDQzF+/HjeeYKIiIhIT/IU7MaNG4eEhAQMHToUaWlpAAATExNMmDAB/v7++VogEREREeVMnoKdRqPB7NmzMWXKFFy8eBGmpqaoXLkyjI2N87s+IiIiIsqhPAU7LTMzM9SvXz+/aiEiIiKi15CniyeIiIiIqOBhsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSiUIV7GbNmgWNRoNRo0YpbU+fPsWwYcNQqlQpmJmZoVOnToiLi9N53Y0bN9C2bVsUK1YMNjY2GDduHDIyMnT6hIWFoV69ejA2NkalSpWwbt26bO//zTffoHz58jAxMYGHhweOHz/+Jj4mERERUZ4UmmAXGRmJFStWoFatWjrto0ePxrZt2/DLL7/g4MGDuH37Njp27Kgsz8zMRNu2bZGWloZjx44hODgY69atQ0BAgNLn6tWraNu2LT788EOcOnUKo0aNgq+vL/bs2aP0+emnn+Dn54epU6ciOjoatWvXhre3N+Lj49/8hyciIiLKgUIR7B49eoSePXvi22+/hZWVldKelJSE1atXY/78+WjWrBlcXV2xdu1aHDt2DL///jsAYO/evbhw4QJ++OEH1KlTB61bt8aMGTPwzTffIC0tDQCwfPlyODk5Yd68eXB2dsbw4cPRuXNnLFiwQHmv+fPnY+DAgejXrx+qV6+O5cuXo1ixYlizZs3b3RhEREREL1Eogt2wYcPQtm1beHl56bRHRUUhPT1dp71atWp47733EB4eDgAIDw+Hi4sLbG1tlT7e3t5ITk7G+fPnlT7/XLe3t7eyjrS0NERFRen0MTAwgJeXl9KHiIiISN8M9V3Aq/z3v/9FdHQ0IiMjsy2LjY2FkZERLC0tddptbW0RGxur9Hk+1GmXa5f9W5/k5GQ8efIEDx48QGZm5gv7xMTEvLT21NRUpKamKs+Tk5Nf8WmJiIiI8q5Aj9jdvHkTn332GdavXw8TExN9l5NrgYGBsLCwUB4ODg76LomIiIhUrEAHu6ioKMTHx6NevXowNDSEoaEhDh48iMWLF8PQ0BC2trZIS0tDYmKizuvi4uJgZ2cHALCzs8t2laz2+av6mJubw9TUFNbW1ihSpMgL+2jX8SL+/v5ISkpSHjdv3szTdiAiIiLKiQId7Jo3b46zZ8/i1KlTysPNzQ09e/ZU/r9o0aIIDQ1VXnPp0iXcuHEDnp6eAABPT0+cPXtW5+rVkJAQmJubo3r16kqf59eh7aNdh5GREVxdXXX6ZGVlITQ0VOnzIsbGxjA3N9d5EBEREb0pBfocuxIlSqBmzZo6bcWLF0epUqWU9gEDBsDPzw8lS5aEubk5RowYAU9PTzRo0AAA0LJlS1SvXh2ffPIJgoKCEBsbi8mTJ2PYsGEwNjYGAAwePBhff/01xo8fj/79+2P//v34+eefsWPHDuV9/fz80KdPH7i5ucHd3R0LFy5ESkoK+vXr95a2BhEREdG/K9DBLicWLFgAAwMDdOrUCampqfD29sbSpUuV5UWKFMH27dsxZMgQeHp6onjx4ujTpw+mT5+u9HFycsKOHTswevRoLFq0COXKlcOqVavg7e2t9OnWrRvu3r2LgIAAxMbGok6dOti9e3e2CyqIiIiI9EUjIqLvIt4VycnJsLCwQFJS0r8elnUd991brKrwiJrTO1/Ww+37Yvm1fenN4vf3xfj9JTXLaX4ACvg5dkRERESUcwx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgU62AUGBqJ+/fooUaIEbGxs4OPjg0uXLun0efr0KYYNG4ZSpUrBzMwMnTp1QlxcnE6fGzduoG3btihWrBhsbGwwbtw4ZGRk6PQJCwtDvXr1YGxsjEqVKmHdunXZ6vnmm29Qvnx5mJiYwMPDA8ePH8/3z0xERESUVwU62B08eBDDhg3D77//jpCQEKSnp6Nly5ZISUlR+owePRrbtm3DL7/8goMHD+L27dvo2LGjsjwzMxNt27ZFWloajh07huDgYKxbtw4BAQFKn6tXr6Jt27b48MMPcerUKYwaNQq+vr7Ys2eP0uenn36Cn58fpk6diujoaNSuXRve3t6Ij49/OxuDiIiI6BU0IiL6LiKn7t69CxsbGxw8eBBNmzZFUlISSpcujQ0bNqBz584AgJiYGDg7OyM8PBwNGjTArl270K5dO9y+fRu2trYAgOXLl2PChAm4e/cujIyMMGHCBOzYsQPnzp1T3qt79+5ITEzE7t27AQAeHh6oX78+vv76awBAVlYWHBwcMGLECHz++ec5qj85ORkWFhZISkqCubn5S/u5jvsuT9tH7aLm9M6X9XD7vlh+bV96s/j9fTF+f0nNcpofgAI+YvdPSUlJAICSJUsCAKKiopCeng4vLy+lT7Vq1fDee+8hPDwcABAeHg4XFxcl1AGAt7c3kpOTcf78eaXP8+vQ9tGuIy0tDVFRUTp9DAwM4OXlpfQhIiIi0jdDfReQU1lZWRg1ahQaNWqEmjVrAgBiY2NhZGQES0tLnb62traIjY1V+jwf6rTLtcv+rU9ycjKePHmCBw8eIDMz84V9YmJiXlpzamoqUlNTlefJycm5+MREREREuVNoRuyGDRuGc+fO4b///a++S8mxwMBAWFhYKA8HBwd9l0REREQqViiC3fDhw7F9+3YcOHAA5cqVU9rt7OyQlpaGxMREnf5xcXGws7NT+vzzKlnt81f1MTc3h6mpKaytrVGkSJEX9tGu40X8/f2RlJSkPG7evJm7D05ERESUCwU62IkIhg8fjk2bNmH//v1wcnLSWe7q6oqiRYsiNDRUabt06RJu3LgBT09PAICnpyfOnj2rc/VqSEgIzM3NUb16daXP8+vQ9tGuw8jICK6urjp9srKyEBoaqvR5EWNjY5ibm+s8iIiIiN6UAn2O3bBhw7BhwwZs2bIFJUqUUM6Js7CwgKmpKSwsLDBgwAD4+fmhZMmSMDc3x4gRI+Dp6YkGDRoAAFq2bInq1avjk08+QVBQEGJjYzF58mQMGzYMxsbGAIDBgwfj66+/xvjx49G/f3/s378fP//8M3bs2KHU4ufnhz59+sDNzQ3u7u5YuHAhUlJS0K9fv7e/YYiIiIheoEAHu2XLlgEAPvjgA532tWvXom/fvgCABQsWwMDAAJ06dUJqaiq8vb2xdOlSpW+RIkWwfft2DBkyBJ6enihevDj69OmD6dOnK32cnJywY8cOjB49GosWLUK5cuWwatUqeHt7K326deuGu3fvIiAgALGxsahTpw52796d7YIKIiIiIn0pVPPYFXacx+71cB67N4vzgBUO/P6+GL+/pGaqnceOiIiIiF6OwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJQr0vWKJiIjeJt6y7cV4y7bCgyN2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEob6LoCIiIjeDa7jvtN3CQVS1Jze+bYujtgRERERqQSDHREREZFKMNgRERERqQTPsSOifMVzaF4sP8+hISJ6GY7YEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEg10uffPNNyhfvjxMTEzg4eGB48eP67skIiIiIgAMdrny008/wc/PD1OnTkV0dDRq164Nb29vxMfH67s0IiIiIga73Jg/fz4GDhyIfv36oXr16li+fDmKFSuGNWvW6Ls0IiIiIhjqu4DCIi0tDVFRUfD391faDAwM4OXlhfDw8Be+JjU1FampqcrzpKQkAEBycvK/vldm6pN8qFh9XrXdcorb98W4fd8sbt83i9v3zeL2fbNetX21y0Xk1SsTypFbt24JADl27JhO+7hx48Td3f2Fr5k6daoA4IMPPvjggw8++Hjtx82bN1+ZVzhi9wb5+/vDz89PeZ6VlYX79++jVKlS0Gg0eqwsZ5KTk+Hg4ICbN2/C3Nxc3+WoDrfvm8Xt+2Zx+75Z3L5vVmHbviKChw8fwt7e/pV9GexyyNraGkWKFEFcXJxOe1xcHOzs7F74GmNjYxgbG+u0WVpavqkS3xhzc/NC8cUvrLh93yxu3zeL2/fN4vZ9swrT9rWwsMhRP148kUNGRkZwdXVFaGio0paVlYXQ0FB4enrqsTIiIiKiZzhilwt+fn7o06cP3Nzc4O7ujoULFyIlJQX9+vXTd2lEREREDHa50a1bN9y9excBAQGIjY1FnTp1sHv3btja2uq7tDfC2NgYU6dOzXY4mfIHt++bxe37ZnH7vlncvm+WmrevRiQn184SERERUUHHc+yIiIiIVILBjoiIiEglGOyIiIiIVILBjoiIiEglGOyIiIiIVILBjoiIiEglGOyIiIiIVILBjkhFOC0lEdG7jcGOSEU0Gg3Wr1+PGTNmIDMzU9/lEBHRW8ZgR6QC2pG6W7duYcSIEShRogSKFCmi56qIiOht4y3FiFTiwIEDOHfuHK5fv465c+fquxwiItIDQ30XQESvLyUlBatXr8aGDRvQrFkzAP8bxdNoNPosjYiI3iIeiiVSgeLFi2Ps2LEYMGAADh06hMOHD0Oj0fBiCiKidwwPxRIVQiLywpG48+fP44svvsC+ffuwY8cOeHp6IisrCwYG/A1HRPQuYLAjKmS0oe7w4cPYunUrRATOzs4YMGAAgGfhbubMmQgJCcG2bdvQoEEDhjsioncE9/REhYxGo8Fvv/0GHx8f/PXXX7h37x7GjBmDyZMnAwBq1KiBSZMmoVWrVmjYsCEiIyMZ6oiI3hG8eIKokDlx4gRGjRqFmTNnYvDgwbh8+TK2bNmCr776CgkJCVi2bBlq1KiBsWPHwtjYGBYWFvoumYiI3hIeiiUqREQE3333Hc6dO4c5c+bg5s2baNq0KVq0aIEGDRrA19cX/v7+mDlzJgAgLS0NRkZGeq6aiIjeFgY7eqVffvkFXl5esLKy0ncp76znL5ZISkrCxYsX4erqirZt26Js2bJYu3Ytbt++jQYNGuDvv//GyJEjsXDhQv0WTUREbx1PvKF/5e/vj27duiElJUVp42+Bt0e7rVNSUpCVlYWHDx/CwsICDRo0wJ07d3D37l30798fAGBqaormzZtj/fr1GDp0qD7LJiIiPWGwo5f6888/sWXLFuzduxflypXDpUuXAHDC2zfp+dCcnp4OjUaDnTt3onfv3mjcuDH69u2LsLAwpe/Fixdx+PBhPHr0CEFBQTh9+jS8vb1RpUoVPX0CInobtPsK3hM6f6hpwILBjl6qbNmyyMrKwq+//ort27ejbt26uHjxor7LUi3t4dbY2FgAQNGiRbF161Z06tQJ9evXx9ChQ2FkZIRmzZrhjz/+gKOjIwIDAzF58mTUrVsXq1atwurVq1GyZEk9fxIietM0Gg1+/fVXDBkyBOnp6foup9DTaDT46aefMGfOHH2X8toY7CibJ0+eAHgWLObMmYMtW7agY8eOWL16NZydnfkL8Q3RaDS4d+8eWrZsiUOHDuHRo0dYtmwZZsyYAX9/fzRr1gzh4eEYOHCgMiI3evRoREdHY/78+YiOjkbdunX1/CkKNu2v8r/++gvR0dFITEzUb0FEeRQTE4PPP/8c7u7unM4oH1y8eBEjRoyAiYlJoR+947eBdCxcuBCff/45MjMzYWhoiKysLMTFxcHCwgKRkZEAgCJFijDcvSGZmZn4+++/kZycjCJFiiAmJgbvv/8+4uPj4e7uDm9vb6xYsQIA8MMPP+Dq1auoU6cO2rdvDwcHBz1XX/BpNBps3LgRzZo1g5eXF9q1a4eVK1fy+0yFyrlz5/DDDz/gww8/VM6xpbw7e/YsfvzxR/Tq1QsjRozQdzmvjcGOdGg0GgwbNgxFihRBVlYWzM3NsX79esyePRubN2/G8OHDATDcvQlZWVmwtbVF06ZNcenSJZiamsLNzQ1hYWGoX78+2rVrh2+++QYAEBcXh7179yIiIqLQ/7p8my5fvowZM2Zg/Pjx2LZtGxwcHLBu3TrMmTMHGRkZ+i6P6JVSUlIwevRoLF68GFeuXIGBgYGyv6bci4+Px4QJE7B06VLcu3cPAAr9fbYZ7EjHZ599hipVquDYsWMYPnw46tati+7du6N9+/bw8/PDrl27GO7yyT93xNodia2tLXbu3AkAKFeuHCZMmIBatWph8eLFMDR8Nqf4woULceLECTRs2JAXs+TQmTNn8P3336Nx48b49NNP0ahRI6xcuRL16tXDli1bMHfuXIa7Fzh37hz/nhcA2v1D8eLFsWjRInzwwQe4ePEigoODAQAGBgaFOozoi42NDXx9fVGzZk3s3bsXhw8fBlC4LxLkPHak0N5P9PHjx1ixYgXWrFmDJk2aYMaMGShVqhTu3buHn376CfPnz0e7du2waNEifZdc6F2+fBmhoaGoUqUKypcvjwoVKmDFihXYsmWLEu46duyI48ePo3v37rC2tsbly5fx66+/IiwsDHXq1NHvBygkUlNT0aVLFxw4cAB169bFoUOHlGXJycnw9/fHmTNn8OGHH2Lq1KkoUqSIHqstOL7++mv8+uuv2LJlC8zNzfVdzjtJe1HV/fv3YWRkhIyMDFhaWuLPP//EiBEjkJ6ejsGDB6Nz584AwPtCv4J2ez59+hQiAlNTUwDA/v378eWXX8LY2BgBAQHw9PTUc6WvQYieExwcLO3bt5eEhASZM2eOeHp6yqBBg+TevXsiInL37l1ZunSpWFpayrhx4/RcbeE3ePBgcXV1lRIlSoijo6N4enpK/fr1RaPRSEhIiNJv7Nix0q5dO6lXr57069dPzp07p8eqC6dbt27Jxx9/LI6OjrJixQrJyspSliUlJUnv3r2lRYsWynedRB4+fCiXL18WEZG4uDjJyMjQc0XvFu13dNu2bdK4cWNxdXWVKlWqyI8//igiIn/88Yd4e3uLl5eXbNy4UZ+lFgra7blz505p27atuLu7S+vWreXIkSMiIrJr1y7x9vaWVq1aSXh4uD5LfS0MdqR82ZOSkqRhw4YSFBSktAcFBWULd3FxcfLtt98qO3x6fX/99ZecP39e5s+fL5MnT5aqVatK37595eDBg0qftLQ0efr0qaSnp+ux0sJB+52Oj4+X1NRUefjwoYiI/P3339KhQwd5//33Ze3atTqvSU5Oljt37rztUgus50Pc77//Lm5ubrJx40aGu7dsx44dYmpqKnPnzpXTp0/L4MGDRaPRKGEkJiZG2rRpI/Xr15fNmzfrudqCb9u2bVKsWDGZPHmyhIWFiZubm5QvX17OnDmjLG/Tpo14enrK8ePH9Vxt3jDYkYiIhIaGSu/evaVXr15y7949yczMFBGRzMxMJdwNGTJE7t69q7TT63l+xOifdu7cKfXr15fu3bvLsWPH3mJV6rFp0yapVauW1KtXT0aMGCHnz58XEZEbN26Ij4+PNG3aVIKDg/VcZeGQnJwsbm5u0qhRI9myZQvD3VuSnp4u3bp1k0mTJomIyPXr16Vy5coycOBAEfnfPuT06dPSqVMnuX79ut5qLeiysrIkKSlJmjdvLl9++aWIPBvMKF++vAwdOlSn78aNG6VTp05y48YNfZT62hjsSNLT02XhwoVibm4ujo6Oys7i6dOnIvIsxM2dO1ecnZ1l1KhRkpmZ+a+hhPLu+e26detWadiwobRp06bQ/nLUl/Pnz4uNjY3MmTNHRo0aJS1bthRPT085efKkiDwLd507d5ZatWrJ+vXr9VtsAfOyv9tJSUnStGlT8fDwYLh7S548eSIuLi4SGhoqycnJYm9vL4MGDVL+jJYuXSrXrl0TEZHU1FR9llpgPf89ffz4sbi6usqff/4psbGxUqZMGRk0aJCyfNOmTcrovva/hRGD3Tvs+R14bGysfP3112JkZCRjx45V2rU7i8zMTFm8eLFcvXr1bZf5znn+z2Xjxo3SvHlz+fvvv/VYUeHw/HaLjo6Wzz77THm+e/du5Zwabbi7du2a9OrVS/mH8V2XnJwsIv/7hzAqKkqCg4Nl165dcvbsWRERSUxMZLh7ywYMGCA9evSQcuXKyZAhQyQtLU1ERB49eiTt27eXuXPnSlZWFn9s/z/t0STt91lE5OTJkxIbGysiIu7u7uLn5ycVK1aUwYMHK9szLi5OWrVqJRs2bHj7ReczBrt3kHYH8OTJE53n8fHxsmDBAilRooQy9C/CX4Jvyr/tiJ9fVph/Ob4t2u114MABmTVrlowePVp69+6t02fPnj3Spk0badiwoURGRoqI8HzF/7dq1SoZNGiQEnJ/+eUXKVasmFStWlUcHR3FwcFBvv/+exH5X7hr1KiR/Pzzzwx3+UT7HX706JFOKFmzZo04OTmJh4eHss8WEfH395dKlSrJX3/99dZrLehu3bolbdu2lZ07d8rmzZtFo9HI0aNHRUTkm2++ERsbG2nYsKHOayZOnCjVq1dXxQ89Brt3jHbnsXfvXuncubO0a9dOBgwYoBx2jY+Pl4ULF4qVlZUEBATos1RV0W73GzduyPnz5+XGjRvy+PHjHL2Gv8RzZsuWLWJqaiq1atUSR0dHKV68uFy4cEGnz969e6Vx48bSvHlzefr0Kc8V/X8BAQHi4uIiY8aMkePHj0uLFi1kxYoV8ujRIzl58qSMHTtWNBqNctg6KSlJ6tSpI15eXvzhkY82b94sTZs2lbp168rMmTMlNTVVMjMzZdy4cVKrVi3x8vKSMWPGSJcuXcTKykoZfSZd0dHR0qlTJ6lRo4aYmJjojMJdv35dfH19pWrVqjJ06FCZN2+e9OvXTywsLFSzPRns3kGbNm2SEiVKyOjRoyUwMFDq1Kkj9evXVy6MiI+Pl8WLF4tGo1FOMqW80waz3377TSpXrizOzs5SoUIF6d+/P8+dyyfJyckyffp0WbVqlYiIHD16VFq1aiXlypVTLprQ2r9/f6E9KfpNmjt3rtSvX1+GDx8uXl5ecuvWLWXZgwcPZMyYMVKpUiWJiYkRkWcjS2oY3SgoIiMjxdraWvz8/GTcuHFibGws3bt3l/v370tGRoZ899130qtXL2nZsqV89tlncvHiRX2XXKCtXbtWNBqNVK5cWbZt26az7M8//5QlS5ZInTp1pHHjxtKzZ09VTSHFYPeOOX/+vNSsWVOWLl0qIs9+vZQrV05MTU2lUqVKynkIcXFxsnz5cmUnTrn3/EhbWFiYlChRQhYvXiwiIgsWLJCiRYvKmjVr9FWeakRHR4uZmZnUr19f9u3bp7SfPHlS2rVrJ+XKleM/gv/i+VHLwMBAqVChgpiZmSmjndrv8bFjx6RMmTJy+PBhvdSpNv88L+748eM6R0kiIiLExMREunTpovzoplfTnhqwfft2Wbp0qfTs2VMaN24sP/3000tfoz3PTi0Y7N4xhw8fltGjR4vIs8OCFStWFF9fX4mKipKyZcuKh4eH3L59W0Q4pUlePX/Oi/YcrrFjx0r//v1F5NlcahUqVJDBgwcr/RITE99ukSpy+/Zt6dq1q2g0Gvntt990lp08eVJ8fHykWLFicunSJT1VWLgsWbJEypUrJ71799aZqzIhIUEqVqwomzZt0l9xKqINdUePHpVvvvlGevToIRMnTtTpow13PXv2lCtXruijzEJDuz3v37+v8/zYsWPStWtXady4sfzyyy9K/507dyrzVqrtdBcGu3eQ9tBUjx49pFu3bpKeni7p6eni5eUlGo1G6tSpIxkZGar7sr8N3333nTRt2lR27dql0z506FD5+uuvJTExMduUBZs3b+bEr3lw9uxZZSd+69Yt6dy5s1haWsqpU6d0+kVGRkr37t3ljz/+0EeZBZb2+5eSkpLtPLnZs2dLnTp1pEePHhIdHS0xMTHi7+8vJUuW5Fxp+Wj79u2i0WjE09NTNBqN1KpVK9u8lcePHxeNRiO+vr682OcVtmzZIq6urtKkSRPp3bu3cuHfsWPHpFu3btK4cWNZsGCBTJs2TTQajWpnG2CwUzFtUIiNjZW7d+/qDDcnJiaKu7u7rFu3TkSejc4NGjRIdu7cKTdv3tRLvWpw8OBB8fT0FB8fH9m9e7fSPmHCBHFwcJBy5crJyJEjlR10Wlqa9OrVSyZMmKC6wwFv0v3796Vo0aLSrVs3JdzFxsaKj4+PWFlZZQt32ouD6BltqNu+fbv4+PhIpUqVZPz48bJjxw6lT1BQkNjb24uZmZl4eXnJf/7zH4mOjtZXyarx/IVUvr6+8u2330pGRoaEh4dL+fLlpXv37spV21pRUVE8neAltNszOjpaTExMJCAgQEaPHi1169aVGjVqKH/3IyIiZNCgQVKtWjWpUaOGnDhxQp9lv1EMdiqzadMmOXDggPJ848aNUrduXSlTpowMHTpU9u/fryzz8PCQhg0bSnR0tIwaNUrKly/PUJcPwsPDpUmTJtK+fXvZuXOniDybGLN58+ZiaWmpjI6kpaWJv7+/lC1blocJ82Dfvn1ibm4uffv2zRbubGxsVL3jzg9btmxRbq20fPly8fLykgYNGuhM2Pz1119L6dKlZeLEibyHbj46fvy4dOrUSTw9PXVO2j9y5IhUqFBBunbtyu/vKzx/RCkqKkp27dols2bNEpFngxqRkZFSq1YtqVatmjJNTHx8vMTFxUl8fLxean5bGOxUIisrSy5fvixVqlSRjh07SmRkpPzxxx9ia2srQUFBEhQUJA0aNJBWrVop5yEdPXpUnJ2dpVy5clKpUiX+Gs8Hz5/XoQ132sOyBw8eFGdnZylTpow0b95cvL29xcbGhts9B/55WsDz89aZmJhkC3fNmjUTJycnjtS9RExMjNSsWVOWL18uIs9+eJQuXVqqVq0qHh4e8t///lfpO2fOHF79ms+OHDkidevWFVNT02y3tTt69KhUrVpVWrdurZrpN/KTn5+f7N27V3keHx8vzs7OotFoxN/fX2nPysqSEydOSK1ataRmzZo6cwCqHYOdCjx/kUNoaKh4enpKnz59ZMaMGTJ58mRlWUREhLRt21ZatGihHHJ5+vSpnDx5klddvQGHDh2SJk2aSNu2bSU0NFREnk3LMWPGDBk/frwsWrSIJ0Tnwp49e2TixInKKQb/DHcDBw5UvsdxcXEcfZaXnxR+/fp1mTBhgiQkJMjNmzelQoUKMnToUImKihInJyepW7euMnUMvb4X/TlERkZK48aNpUWLFjqnbYg8+xFYt25d1Z4DllePHz+W0aNH6wTex48fy6+//iqurq5Sr149nf5ZWVkSFRUl7733nnh4eLzlavWHwU4lzpw5I/PnzxeRZ4dYPD09pWzZsuLr66vT7/fff5fWrVtL69at//Xyb8o57U47JiZGwsLC5MiRI5KSkiIiz36Za8PdP3fe9GrPn4v4448/ikajkWnTpinhTvujRjvv4vMjd+867ba5d++enD9/Xs6cOaMsy8jIUA5HDRo0SD7++GPlbgfa21f95z//kcTERF5E9Zq02y8qKko2btwoR48eVSYnP3z4sDKy/8/9w7s0wvQq2u/y8yPwu3btku3bt4vIs221fft2qVChgnh5eem8NisrS06ePPlO/YhmsCvktDuN1q1by5AhQ5T2kJAQqV27ttSuXVsOHTqk85qIiAhp1KiRdOzYkbPGvybt9t+4caM4ODiIg4ODODo6ipOTk5w+fVpE/hfuOnToIJs3b872Wsru2rVryjlGGzduVCbK/v7776VIkSIyZcoUnSsEg4ODpUGDBmJnZ6czse67SvsP4dmzZ6V+/fpSvnx5cXR0lIEDB2br+/7778uYMWOU54MGDZIFCxYoc1rS6/vtt9/E0tJSypYtK87OztK3b19liiPtyH6HDh1k69atymu4f9B148YNqV69ujISP3DgQNFoNMp5zE+ePJFt27ZJ1apVpUWLFvosVe8Y7FSiadOmMnXqVJ22PXv2iLu7u3Tv3l25T57WiRMnOPt+Pvn999/FzMxMvv32W7l8+bIcP35c2rdvL6VKlVJOjD5y5Ii4uLhIjx495NGjR3quuGBLSUmRXr16SdWqVWXWrFmi0WiU+5SKPJtSxtDQUCZPnqyMOk2aNElWrlzJUQ75X6g7deqUFC9eXMaMGSMHDhyQYcOGiZGRkTI5eUZGhqSkpMgnn3wi7dq1kxUrVsj48eOlTJkyPASYT7KysuTJkyfSsWNH+f777yU2NlYWL14snp6e0r59eyXcHT58mPuHV7hx44ZUqFBBevfuLenp6fLo0SMZNmyYFC1aVDm1SBvuatSoIfXr19dzxfrDYFcIvWjiYG9vb1m5cqWIiM58aDt27BAPDw/p2rVrtvmRKH+sWrVKPvzwQ50RpJSUFGnTpo04Ozsrh12OHz/Ok9BzKDIyUtzc3MTAwECmTZsmIqIzt+KPP/4ohoaG4uLiIg0aNBBLS0udQ43vusuXL4uJiYnOObZ//fWXGBkZ6YzOiTz7AdiqVSupWLGi1KhRgxfz5APt9zQxMVEePnwoPj4+ynQl6enp8t1330mDBg10wt2xY8e4f3jOP0csMzIyZPbs2eLi4qKM0iUkJMjQoUOzhbtff/1V6tev/87OuchgV0hdv35dFi1apDyvW7eurF69WkSy36pmx44d0qhRI2nVqpX8/vvvb71WtZs1a5aUKlVKea4NeKGhoVK+fHnlkCy9mvZHy927d8XV1VVcXFzEzc1NwsPDleXaPpGRkTJ58mSZNGkS5/h6TmZmpvj7+0vp0qVlwYIFSvtXX30lGo1G/vOf/8iCBQskODhYGeFMS0tT5ruk/LF582apUaOGcoW29o4+Iv8Ld40bN5b3339fkpKS9FhpwaP9O/7P82UTExOlVq1a0qpVK6Xt3r17SrjTBr6nT5++06cZMdgVQhkZGTJhwgSpWrWqzJ07V0REXFxc/vUqtq1bt0rz5s15iOU1vOwWa2fPnhVnZ2eZOXOmzqHA06dPi6OjI0dAckl7j9KEhAQ5fPiw+Pj4SN26dZVwxzt0vNqtW7fks88+Ew8PD1m6dKnMnj1brKysZPLkybJx40bp0KGDuLm5SdmyZaVZs2Y653ZR3ml/UJ85c0ZKlCghU6ZMkaFDh4qjo6O4urrqTEKenp4uK1eulBYtWvC0mBf4888/xdraWj766COJi4tTLkjT3mYtKChI6Xv//n0ZMWKEaDQanalQ3lUaERFQoXPr1i3MmTMHx44dQ+vWrbF371507doVjo6OAAATExNkZGTg6dOnePjwIRo2bIjy5cvD1NRUz5UXPk+fPoWJiYny/PTp07h+/Tqsra3RsGFDpKamYsKECYiOjoaXlxcmTpyIx48fIygoCBs3bsTBgwdha2urx09QeNy5cwfvvfcePvnkE6xZswYAsG/fPnzzzTe4efMmvvnmG3h4eCAwMBAajQZjxoxB0aJF9Vx1wRQbG4uZM2ciJCQEV65cwZ49e9CsWTMAQEZGBgwNDfH1118jOjoaY8eORfXq1fVcsTpERETgwYMHiIqKwqRJk5Ceno6DBw9i7NixKFasGMLCwmBkZATg2Z/D48ePYW5urueqC57Lly/D3d0dSUlJaNGiBdq0aYPmzZujZs2aGDNmDA4dOoQlS5agQYMGAID79+8jMDAQ/fv3h7Ozs56r1zN9J0vKuzt37siwYcPE1dVVNBqNmJubS4UKFaRkyZJiZWUlpUuXFnt7e7Gzs+OhqjyaOXOmjBw5Upl1f9OmTWJiYiLVq1cXjUYjI0aMkPv378vDhw/Fz89PnJ2dpXjx4uLh4SGlS5eWqKgoPX+CwuXJkyeydu1aMTc3l0GDBintISEh0rlzZylVqpR06NBBNBoNJ2/NgdjYWBk5cqTUqlVLGd0XEeUemiLC+4/mo0ePHomLi4toNBoZMGCA0p6eni4hISFSp04dadKkCSfOfgntURHtd3LRokUyevRomTRpkgwePFjq168vu3btkuPHj0vVqlXliy++EJH/jZTySuJnGOwKuTt37sjIkSPFw8NDhg8frvyFiI+Pl0ePHklWVpY8ePBAv0UWYitWrFBmNL906ZI0bdpUVq1aJQkJCbJlyxYxNzeXfv36KffivX79uixbtkx+++03uXr1qr7LL/BetCN+8uSJ/PDDD2JqaqoT7qKiomTu3LnSv39/5XAtvdqdO3dk+PDh4uHhodxySYSBLr/8M1ScOnVKmjdvLhUrVtS5DVtGRoaEhoaKo6OjtGzZUi+1FlTabffP8+LCwsKkVatWsnPnTnn8+LEsWbJELC0tZf78+dKqVSuxtLSUs2fP6qPkAo3BTgVu374tw4cPl/r1679wx81fMbmj/dWovZp13bp1otFoZNy4cfLJJ5/onNC7a9cusbS0lH79+slff/2ll3oLu3379sn06dN12rThzsjISIYPH66z7GXnOtLLacNdo0aNJCAgQN/lqM7u3bvlq6++UkZCz507Jy4uLlK7dm2dCyPS09MlLCzsnZosN6fu3LkjDg4OMnHiRJ2rWWfMmCHW1tbK+eGHDx+W/v37S9u2bUWj0Uj79u11rpgnBjvV0IY77rjzx82bN6VatWrKSc2rV68WjUYjlpaWEhMTIyL/C8y7d++W0qVLS7du3bjDzqX09HSZPXu2aDQa+eqrr3SWPXnyRMaMGSMajUZn5I7y5s6dO9K3b1/x8vLSGUmi16e980lQUNALw532rh70cg8ePJAvvvhCLCwspFmzZjpXdPfp00f69OmjTA0TGxsr+/fvl7Zt23KaoxdgsFMR7rjzj3YyzJ49eyo76p9//lk0Go2MGTMm2/bdunWrlC9fXmdKA3q550fd7t69K/PmzRMLCwuZMWOGTr9ly5ZJ3bp15b333pPbt2/zV/lrio2N5R0l3pClS5eKRqORWbNm6YQ77ff3XZ5+IzfOnz8vnTt3lkqVKskHH3wgMTEx8vPPP0ufPn0kJCREpy/3By/GYKcy3HHnzcsmw6xVq5Zs27ZNaf/uu++Uc+4SEhJ0XsMZ4//dxYsXZeLEiXLt2rVs2zs+Pl6CgoLE0tJSuX2YyLM7SsyaNUuZ6oBI37Tf3Tt37mRbtmTJEiXcaS+QOH36tDRs2JCj+bmQkJAg27dvl7p160qFChXk888/F1dXV47c5xCDHb3zXjUZZuvWrXXag4ODRaPRyOTJk3UmdOWvx5dLS0uT+vXri0ajkcqVK8vYsWPl559/1ulz584dmT9/vhgbG4urq6u0aNFCLCwseKEEFQjPjzLHxMSIgYGBrFu3Llu/efPmSZEiRWTJkiXKD5Lnr0Km3Bk1apS0atVKypYtKxqNRr799lt9l1TgMdgRyasnw5wzZ45O/++//140Go1Mnz6dJ/PnUFBQkMyfP1/27t0rU6dOFSsrK+nVq5d88803OtvwyJEj0qdPHxk9erRyr10ifbp69aqsWLFCIiMjlbbPPvtMihcvLhs2bNDpe+/ePSWELFy48G2XqhrP/1A+cOCATJgwQUqUKMGpu3KAwY5IRP744w+xtLQUjUYjLVu2lIULFyqX0fv5+Ymbm5tERETovObHH3+U8+fP66PcQunAgQNibm6u/ON4+/ZtmTZtmhQrVkw8PDxk5cqVOhemMDBTQXDmzBmpUqWKdOjQQbZv366zbPz48VK0aFFZv3690vbgwQMZOXKkzJ8/n/uH1/TPoyC89VrO8M4T9M7KysqCgYGBMgv/4sWLce3aNRQrVgwJCQmIiorC9OnTUapUKXzyySf4+OOPERAQgPT0dBgaGkKj0ej7IxQ648aNw507d7Bq1SqYmJige/fuOH36NDw8PHD16lWEh4cjMDAQY8aM0XepRIiJiUHDhg3x6aefYsSIEbC3t8/WZ+zYsVi0aBHmzJmDevXqYf/+/di6dSuOHDmCYsWK6aFqetcZ6rsAordNRKDRaPD48WOYmZnB0PDZX4PatWtj165dGDlyJD744AOsXr0aPXr0QEBAAJycnLBgwQJ07NgRNWvW1PMnKLw8PDwwf/58GBkZwdfXF2FhYQgNDUWNGjVw6dIl7NmzB82bN9d3mUR4+vQpAgIC8PHHHyMwMFBpT09PR1xcHFJSUlC1alXMnTsXVlZWmDZtGkqVKoW0tDRs3bqVoY70hiN29E6KjY2Fu7s7PvnkE3z66ad47733AABffvklFi1ahFOnTqFs2bI4cuQI1q5di7i4OOzcuRPt2rXDpk2bYGBgwBG7PHr//fdx5MgR2NnZYefOnahdu7a+SyLKJiMjA82aNUPXrl0xfPhwAMCePXuwe/durFmzBiVLlkSFChWwb98+aDQanD17FgYGBihZsiTKlCmj5+rpXcZgR++kxMRELF68GPPnz4erqyvat2+PUaNGAQD69u0LAFi0aBEsLCwQFxeHCxcuYN68eQgMDISLi4v+Ci/EtCOlO3fuxOjRozF79mz4+Pgo7UQFSXJyMjw8PNCkSROMGTMGv/32G4KDg1GzZk00bdoUZmZmCAwMRLt27bBgwQJ9l0ukYLCjd9qFCxcwdepUnDp1CuXKlcPy5ctx5swZ7NixA7169YKXl5fSlwEkf8TFxaFx48bo3r07ZsyYoe9yiF5q//798Pb2RtmyZXH//n3MmTMHzZs3R6VKlZCeno527dqhTJkyWLdunb5LJVIw2NE77/79+wgPD8eUKVOQlJSErl27IiQkBK6urlixYoW+y1OlH374AYMHD8b+/fvh7u6u73KIXurmzZuIj4+Ho6MjrK2tlfasrCx0794dVatWxfTp0wGAP/yoQGCwI3rO6NGjERMTg7Nnz+L27dtYuXIlfH199V2W6ty6dQu9evXC999/j3Llyum7HKJcSUtLw4wZM7BmzRqEhYWhcuXK+i6JSMFgRwTdw6xhYWHYvXs3li5diuPHj6NatWp6rk6dnj59ChMTE32XQZQrP/zwAyIjI/HTTz9h165dqFu3rr5LItLBYEf0//55Dl1ycjLMzc31WBERFSSXLl3C4MGDYWVlhZkzZ8LZ2VnfJRFlw2BHRESUQ/Hx8TA2NoaFhYW+SyF6IQY7IiIiIpUw0HcBRERERJQ/GOyIiIiIVILBjoiIiEglGOyIiIiIVILBjoiIiEglGOyIiIiIVILBjoiIiEglGOyIiIiIVILBjogoF+7evYshQ4bgvffeg7GxMezs7ODt7Y2jR4/quzQiIhjquwAiosKkU6dOSEtLQ3BwMCpUqIC4uDiEhoYiISFB36UREXHEjogopxITE3H48GHMnj0bH374IRwdHeHu7g5/f3/85z//Ufr4+vqidOnSMDc3R7NmzXD69GllHVeuXMFHH30EW1tbmJmZoX79+ti3b5/O+yxduhSVK1eGiYkJbG1t0blzZ2VZamoqRo4cCRsbG5iYmKBx48aIjIxUloeFhUGj0SA0NBRubm4oVqwYGjZsiEuXLr3hrUNEBQGDHRFRDpmZmcHMzAybN29GamrqC/t06dIF8fHx2LVrF6KiolCvXj00b94c9+/fBwA8evQIbdq0QWhoKE6ePIlWrVqhffv2uHHjBgDgxIkTGDlyJKZPn45Lly5h9+7daNq0qbL+8ePH49dff0VwcDCio6NRqVIleHt7K+vXmjRpEubNm4cTJ07A0NAQ/fv3f0NbhYgKFCEiohzbuHGjWFlZiYmJiTRs2FD8/f3l9OnTIiJy+PBhMTc3l6dPn+q8pmLFirJixYqXrrNGjRqyZMkSERH59ddfxdzcXJKTk7P1e/TokRQtWlTWr1+vtKWlpYm9vb0EBQWJiMiBAwcEgOzbt0/ps2PHDgEgT548yfsHJ6JCgSN2RES50KlTJ9y+fRtbt25Fq1atEBYWhnr16mHdunU4ffo0Hj16hFKlSimje2ZmZrh69SquXLkC4NmI3dixY+Hs7AxLS0uYmZnh4sWLyohdixYt4OjoiAoVKuCTTz7B+vXr8fjxYwDPDuOmp6ejUaNGSj1FixaFu7s7Ll68qFNnrVq1lP8vU6YMACA+Pv6Nbhsi0j9ePEFElEsmJiZo0aIFWrRogSlTpsDX1xdTp07F0KFDUaZMGYSFhWV7jaWlJQBg7NixCAkJwdy5c1GpUiWYmpqic+fOSEtLAwCUKFEC0dHRCAsLw969exEQEIBp06bpnEeXE0WLFlX+X6PRAACysrLy9oGJqNDgiB0R0WuqXr06UlJSUK9ePcTGxsLQ0BCVKlXSeVhbWwMAjh49ir59+6JDhw5wcXGBnZ0drl27prM+Q0NDeHl5ISgoCGfOnMG1a9ewf/9+VKxYEUZGRjpTq6SnpyMyMhLVq1d/mx+ZiAoojtgREeVQQkICunTpgv79+6NWrVooUaIETpw4gaCgIHz00Ufw8vKCp6cnfHx8EBQUhCpVquD27dvYsWMHOnToADc3N1SuXBm//fYb2rdvD41GgylTpuiMpG3fvh1//fUXmjZtCisrK+zcuRNZWVmoWrUqihcvjiFDhmDcuHEoWbIk3nvvPQQFBeHx48cYMGCAHrcMERUUDHZERDlkZmYGDw8PLFiwQDnfzcHBAQMHDsTEiROh0Wiwc+dOTJo0Cf369cPdu3dhZ2eHpk2bwtbWFgAwf/589O/fHw0bNoS1tTUmTJiA5ORk5T0sLS3x22+/Ydq0aXj69CkqV66MH3/8ETVq1AAAzJo1C1lZWfjkk0/w8OFDuLm5Yc+ePbCystLLNiGigkUjIqLvIoiIiIjo9fEcOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUon/A8h/1LVTADq8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xxhj7G8kA4HNngohIJpPR6tWrKTExUWP+7du3KTQ0lDZv3kwJCQmUmppKqampRER07tw58vHxoSNHjlBISAgREW3atIlq1qxJt27dIltbW5o5cyYNHDiQMjMzSaFQEBFRv379aM2aNXT+/HkiImrcuDE9efKE1q9fL743LCyMypYtS7NmzXqn/Ofk5JCRkRE9evSIDA0NX5suuPf34v8ZE1q+07oZY4wx9s9513t6SVOi29QVFRXRF198Qb179yZfX9+Xlh84cICMjY1FQEdEFBsbS3K5nA4dOiTSREdHi4COiCguLo4uXLhADx8+FGliY2M11h0XF0cHDhx4bd5yc3MpJydH48MYY4wx9rmU6KBu3LhxpK2tTd26dXvl8szMTLK0tNSYp62tTaamppSZmSnSWFlZaaSRpt+WRlr+KmPGjCEjIyPxsbe3f7+NY4wxxhj7hLQ/dwZeJyMjg6ZOnUq//fYbyWSyz52dl/Tv35/S0tLEdE5Ozn8isOPqY8YYY6xkKrEldXv27KF79+6Rg4MDaWtrk7a2Nl2/fp169uxJTk5ORERkbW1N9+7d0/i7goICevDgAVlbW4s0WVlZGmmk6belkZa/ilKpJENDQ40PY4wxxtjnUmKDui+++IJOnjxJx48fFx9bW1vq3bs3bd68mYiIwsPDKTs7mzIyMsTfbd++nYqKiig0NFSk2b17N+Xn54s0W7duJU9PTzIxMRFptm3bpvH9W7dupfDw8L97MxljjDHGPonPWv36+PFjunTpkpi+evUqHT9+nExNTcnBwYHMzMw00uvo6JC1tTV5enoSEZG3tzfVqFGD2rdvT7NmzaL8/HxKSUmhJk2aiOFPmjVrRsOGDaPk5GTq27cvnT59mqZOnUqTJ08W6+3evTtVqlSJJk6cSAkJCfTTTz/R0aNHNYY9YYwxxhgryT5rSd3Ro0cpKCiIgoKCiIgoLS2NgoKCKD09/Z3XsWjRIvLy8qKYmBiqWbMmRUZGagRjRkZGtGXLFrp69SoFBwdTz549KT09XWMsu4iICFq8eDHNmTOHAgMDacWKFbRmzRry8/P7dBvLGGOMMfY3KjHj1P3b/VfGqfu3558xxhh7Gx6njjHGGGOMfTYc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQIc1DHGGGOMlQKfNajbvXs31a5dm2xtbUkmk9GaNWvEsvz8fOrbty/5+/uTnp4e2draUsuWLenOnTsa63jw4AE1b96cDA0NydjYmJKTk+nx48caaU6ePElRUVGkUqnI3t6exo8f/1Jeli9fTl5eXqRSqcjf3582btz4t2wzY4wxxtjf4bMGdU+ePKHAwECaMWPGS8uePn1Kv/32Gw0ePJh+++03WrVqFV24cIHq1Kmjka558+Z05swZ2rp1K61fv552795NHTp0EMtzcnKoevXq5OjoSBkZGTRhwgQaOnQozZkzR6TZv38/NW3alJKTk+nYsWOUmJhIiYmJdPr06b9v4xljjDHGPiEZAHzuTBARyWQyWr16NSUmJr42zZEjR6hChQp0/fp1cnBwoHPnzpGPjw8dOXKEQkJCiIho06ZNVLNmTbp16xbZ2trSzJkzaeDAgZSZmUkKhYKIiPr160dr1qyh8+fPExFR48aN6cmTJ7R+/XrxXWFhYVS2bFmaNWvWO+U/JyeHjIyM6NGjR2RoaPjadMG9vxf/z5jQ8p3WXZL82/PPGGOMvc273tNLmn9Vm7pHjx6RTCYjY2NjIiI6cOAAGRsbi4COiCg2NpbkcjkdOnRIpImOjhYBHRFRXFwcXbhwgR4+fCjSxMbGanxXXFwcHThw4LV5yc3NpZycHI0PY4wxxtjn8q8J6p4/f059+/alpk2biqg5MzOTLC0tNdJpa2uTqakpZWZmijRWVlYaaaTpt6WRlr/KmDFjyMjISHzs7e0/bgMZY4wxxj7CvyKoy8/Pp0aNGhEAmjlz5ufODhER9e/fnx49eiQ+N2/e/NxZYowxxth/mPbnzsDbSAHd9evXafv27Rp129bW1nTv3j2N9AUFBfTgwQOytrYWabKysjTSSNNvSyMtfxWlUklKpfLDN4wxxhhj7BMq0SV1UkB38eJF+vXXX8nMzExjeXh4OGVnZ1NGRoaYt337dioqKqLQ0FCRZvfu3ZSfny/SbN26lTw9PcnExESk2bZtm8a6t27dSuHh4X/XpjHGGGOMfVKfNah7/PgxHT9+nI4fP05ERFevXqXjx4/TjRs3KD8/nxo2bEhHjx6lRYsWUWFhIWVmZlJmZibl5eUREZG3tzfVqFGD2rdvT4cPH6Z9+/ZRSkoKNWnShGxtbYmIqFmzZqRQKCg5OZnOnDlDS5cupalTp1JaWprIR/fu3WnTpk00ceJEOn/+PA0dOpSOHj1KKSkp//g+YYwxxhj7EJ81qDt69CgFBQVRUFAQERGlpaVRUFAQpaen0+3bt2ndunV069YtKlu2LNnY2IjP/v37xToWLVpEXl5eFBMTQzVr1qTIyEiNMeiMjIxoy5YtdPXqVQoODqaePXtSenq6xlh2ERERtHjxYpozZw4FBgbSihUraM2aNeTn5/fP7QzGGGOMsY/wWdvUVa5cmd40TN67DKFnampKixcvfmOagIAA2rNnzxvTJCUlUVJS0lu/jzHGGGOsJCrRbeoYY4wxxti74aCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU4KCOMcYYY6wU0P7cGWD/bsG9vxf/z5jQ8jPmhDHGGPtv+6wldbt376batWuTra0tyWQyWrNmjcZyAJSenk42NjakVqspNjaWLl68qJHmwYMH1Lx5czI0NCRjY2NKTk6mx48fa6Q5efIkRUVFkUqlInt7exo/fvxLeVm+fDl5eXmRSqUif39/2rhx4yffXsYYY4yxv8tnDeqePHlCgYGBNGPGjFcuHz9+PE2bNo1mzZpFhw4dIj09PYqLi6Pnz5+LNM2bN6czZ87Q1q1baf369bR7927q0KGDWJ6Tk0PVq1cnR0dHysjIoAkTJtDQoUNpzpw5Is3+/fupadOmlJycTMeOHaPExERKTEyk06dP/30bzxhjjDH2CX3W6tf4+HiKj49/5TIANGXKFBo0aBDVrVuXiIi+//57srKyojVr1lCTJk3o3LlztGnTJjpy5AiFhIQQEdH06dOpZs2a9NVXX5GtrS0tWrSI8vLyaN68eaRQKMjX15eOHz9OkyZNEsHf1KlTqUaNGtS7d28iIhoxYgRt3bqVvv76a5o1a9Y/sCcYY4wxxj5Oie0ocfXqVcrMzKTY2Fgxz8jIiEJDQ+nAgQNERHTgwAEyNjYWAR0RUWxsLMnlcjp06JBIEx0dTQqFQqSJi4ujCxcu0MOHD0Wa4t8jpZG+hzHGGGOspCuxHSUyMzOJiMjKykpjvpWVlViWmZlJlpaWGsu1tbXJ1NRUI42zs/NL65CWmZiYUGZm5hu/51Vyc3MpNzdXTOfk5LzP5jHGGGOMfVIltqSupBszZgwZGRmJj729/efOEmOMMcb+w0psUGdtbU1ERFlZWRrzs7KyxDJra2u6d++exvKCggJ68OCBRppXraP4d7wujbT8Vfr370+PHj0Sn5s3b77vJjLGGGOMfTIlNqhzdnYma2tr2rZtm5iXk5NDhw4dovDwcCIiCg8Pp+zsbMrIyBBptm/fTkVFRRQaGirS7N69m/Lz80WarVu3kqenJ5mYmIg0xb9HSiN9z6solUoyNDTU+LAX49ZJH8YYY4z9cz5rUPf48WM6fvw4HT9+nIhedI44fvw43bhxg2QyGaWmptLIkSNp3bp1dOrUKWrZsiXZ2tpSYmIiERF5e3tTjRo1qH379nT48GHat28fpaSkUJMmTcjW1paIiJo1a0YKhYKSk5PpzJkztHTpUpo6dSqlpaWJfHTv3p02bdpEEydOpPPnz9PQoUPp6NGjlJKS8k/vEsYYY4yxD/JZO0ocPXqUqlSpIqalQKtVq1a0YMEC6tOnDz158oQ6dOhA2dnZFBkZSZs2bSKVSiX+ZtGiRZSSkkIxMTEkl8upQYMGNG3aNLHcyMiItmzZQl26dKHg4GAyNzen9PR0jbHsIiIiaPHixTRo0CAaMGAAubu705o1a8jPz+8f2AuMMcYYYx/vswZ1lStXJgCvXS6TyWj48OE0fPjw16YxNTWlxYsXv/F7AgICaM+ePW9Mk5SURElJSW/OMGOMMcZYCVVi29QxxhhjjLF3x0EdY4wxxlgpwEEdY4wxxlgpwEEdY4wxxlgpwEEdY4wxxlgpwEEdY4wxxlgpwEEdY4wxxlgpwEEdY4wxxlgpwEEdY4wxxlgp8EFBXdWqVSk7O/ul+Tk5OVS1atWPzRNj/yrBvb8XH8YYY+xz+aCgbufOnZSXl/fS/OfPn7/1dVyMMcYYY+zTe693v548eVL8/+zZs5SZmSmmCwsLadOmTVSmTJlPlzvGGGOMMfZO3iuoK1u2LMlkMpLJZK+sZlWr1TR9+vRPljlW+vy1ijJjQsvPlBPGGGOsdHmvoO7q1asEgFxcXOjw4cNkYWEhlikUCrK0tCQtLa1PnknGGGOMMfZm7xXUOTo6EhFRUVHR35IZxhhjjDH2Yd4rqCvu4sWLtGPHDrp3795LQV56evpHZ4wxxhhjjL27Dwrq5s6dS19++SWZm5uTtbU1yWQysUwmk3FQxxhjjDH2D/ugoG7kyJE0atQo6tu376fOD2OMMcYY+wAfNE7dw4cPKSkp6VPnhTHGGGOMfaAPCuqSkpJoy5YtnzovjDHGGGPsA31Q9aubmxsNHjyYDh48SP7+/qSjo6OxvFu3bp8kc4wxxhhj7N18UEndnDlzSF9fn3bt2kVff/01TZ48WXymTJnyyTJXWFhIgwcPJmdnZ1Kr1eTq6kojRowgACINAEpPTycbGxtSq9UUGxtLFy9e1FjPgwcPqHnz5mRoaEjGxsaUnJxMjx8/1khz8uRJioqKIpVKRfb29jR+/PhPth2MMcYYY3+3Dyqpu3r16qfOxyuNGzeOZs6cSQsXLiRfX186evQotWnThoyMjERp4Pjx42natGm0cOFCcnZ2psGDB1NcXBydPXuWVCoVERE1b96c7t69S1u3bqX8/Hxq06YNdejQgRYvXkxERDk5OVS9enWKjY2lWbNm0alTp6ht27ZkbGxMHTp0+Ee2lTHGGGPsY3zwOHX/hP3791PdunUpISGBiIicnJxoyZIldPjwYSJ6UUo3ZcoUGjRoENWtW5eIiL7//nuysrKiNWvWUJMmTejcuXO0adMmOnLkCIWEhBAR0fTp06lmzZr01Vdfka2tLS1atIjy8vJo3rx5pFAoyNfXl44fP06TJk3ioI4xxhhj/wofFNS1bdv2jcvnzZv3QZn5q4iICJozZw79/vvv5OHhQSdOnKC9e/fSpEmTiOhFiWFmZibFxsaKvzEyMqLQ0FA6cOAANWnShA4cOEDGxsYioCMiio2NJblcTocOHaJ69erRgQMHKDo6mhQKhUgTFxdH48aNo4cPH5KJickn2R7GGGOMsb/LBwV1Dx8+1JjOz8+n06dPU3Z2NlWtWvWTZIyIqF+/fpSTk0NeXl6kpaVFhYWFNGrUKGrevDkREWVmZhIRkZWVlcbfWVlZiWWZmZlkaWmpsVxbW5tMTU010jg7O7+0DmnZq4K63Nxcys3NFdM5OTkfs6mMMcYYYx/lg4K61atXvzSvqKiIvvzyS3J1df3oTEmWLVtGixYtosWLF4sq0dTUVLK1taVWrVp9su/5EGPGjKFhw4Z91jwwxhhjjEk+WZs6uVxOaWlpVLlyZerTp88nWWfv3r2pX79+1KRJEyIi8vf3p+vXr9OYMWOoVatWZG1tTUREWVlZZGNjI/4uKyuLypYtS0RE1tbWdO/ePY31FhQU0IMHD8TfW1tbU1ZWlkYaaVpK81f9+/entLQ0MZ2Tk0P29vYfsbUfJrj39+L/GRNa/uPf/1/A+5gxxti/wQcNafI6ly9fpoKCgk+2vqdPn5JcrplFLS0tKioqIiIiZ2dnsra2pm3btonlOTk5dOjQIQoPDyciovDwcMrOzqaMjAyRZvv27VRUVEShoaEize7duyk/P1+k2bp1K3l6er62PZ1SqSRDQ0OND2OMMcbY5/JBJXXFS6iIXvRCvXv3Lm3YsOGTVovWrl2bRo0aRQ4ODuTr60vHjh2jSZMmiY4aMpmMUlNTaeTIkeTu7i6GNLG1taXExEQiIvL29qYaNWpQ+/btadasWZSfn08pKSnUpEkTsrW1JSKiZs2a0bBhwyg5OZn69u1Lp0+fpqlTp9LkyZM/2bYwxhhjjP2dPiioO3bsmMa0XC4nCwsLmjhx4lt7xr6P6dOn0+DBg6lz58507949srW1pY4dO1J6erpI06dPH3ry5Al16NCBsrOzKTIykjZt2iTGqCMiWrRoEaWkpFBMTAzJ5XJq0KABTZs2TSw3MjKiLVu2UJcuXSg4OJjMzc0pPT2dhzNhjDHG2L/GBwV1O3bs+NT5eCUDAwOaMmXKG99SIZPJaPjw4TR8+PDXpjE1NRUDDb9OQEAA7dmz50OzyhhjjDH2WX1UR4n79+/ThQsXiIjI09OTLCwsPkmmGGPsY3DnFsbYf9EHBXVPnjyhrl270vfffy86LWhpaVHLli1p+vTppKur+0kzyf69it9cGWOMMfb3+aDer2lpabRr1y76+eefKTs7m7Kzs2nt2rW0a9cu6tmz56fOI2OMMcYYe4sPKqlbuXIlrVixgipXrizm1axZk9RqNTVq1Ihmzpz5qfLHGGOMMcbewQcFdU+fPn3p1VxERJaWlvT06dOPzhRjnxO3x2KMMfZv9EHVr+Hh4TRkyBB6/vy5mPfs2TMaNmyYGPSXMcYYY4z9cz6opG7KlClUo0YNsrOzo8DAQCIiOnHiBCmVStqyZcsnzSBjjDHGGHu7Dwrq/P396eLFi7Ro0SI6f/48ERE1bdqUmjdvTmq1+pNmkDHGGGOMvd0HBXVjxowhKysrat++vcb8efPm0f3796lv376fJHOMMcYYY+zdfFCbutmzZ5OXl9dL8319fWnWrFkfnSnGPkZw7+/FhzHGGPuv+KCSuszMTLKxsXlpvoWFBd29e/ejM8VYaca9axljjP0dPiios7e3p3379pGzs7PG/H379pGtre0nyRhj7N1wkMgYY4zoA4O69u3bU2pqKuXn51PVqlWJiGjbtm3Up08ffqMEY4wxxthn8EFBXe/evel///sfde7cmfLy8oiISKVSUd++fal///6fNIOMMcYYY+ztPiiok8lkNG7cOBo8eDCdO3eO1Go1ubu7k1Kp/NT5Y4wxxhhj7+CDgjqJvr4+lS9f/lPlhTHGGGOMfaAPGtKEMcYYY4yVLBzUMcYYY4yVAh9V/cr+/Xg4DMYYY6x04JI6xhhjjLFSgIM6xhhjjLFSoMQHdbdv36YWLVqQmZkZqdVq8vf3p6NHj4rlACg9PZ1sbGxIrVZTbGwsXbx4UWMdDx48oObNm5OhoSEZGxtTcnIyPX78WCPNyZMnKSoqilQqFdnb29P48eP/ke1jjDHGGPsUSnRQ9/DhQ6pYsSLp6OjQL7/8QmfPnqWJEyeSiYmJSDN+/HiaNm0azZo1iw4dOkR6enoUFxdHz58/F2maN29OZ86coa1bt9L69etp9+7d1KFDB7E8JyeHqlevTo6OjpSRkUETJkygoUOH0pw5c/7R7WWMMcYY+1AluqPEuHHjyN7enubPny/mFX/fLACaMmUKDRo0iOrWrUtERN9//z1ZWVnRmjVrqEmTJnTu3DnatGkTHTlyhEJCQoiIaPr06VSzZk366quvyNbWlhYtWkR5eXk0b948UigU5OvrS8ePH6dJkyZpBH+MMcYYYyVViS6pW7duHYWEhFBSUhJZWlpSUFAQzZ07Vyy/evUqZWZmUmxsrJhnZGREoaGhdODAASIiOnDgABkbG4uAjogoNjaW5HI5HTp0SKSJjo4mhUIh0sTFxdGFCxfo4cOHf/dmMsYYY4x9tBId1F25coVmzpxJ7u7utHnzZvryyy+pW7dutHDhQiIiyszMJCIiKysrjb+zsrISyzIzM8nS0lJjuba2NpmammqkedU6in/HX+Xm5lJOTo7GhzHGGGPscynR1a9FRUUUEhJCo0ePJiKioKAgOn36NM2aNYtatWr1WfM2ZswYGjZs2GfNA2OMMcaYpESX1NnY2JCPj4/GPG9vb7px4wYREVlbWxMRUVZWlkaarKwsscza2pru3bunsbygoIAePHigkeZV6yj+HX/Vv39/evTokfjcvHnzQzaRMcYYY+yTKNFBXcWKFenChQsa837//XdydHQkohedJqytrWnbtm1ieU5ODh06dIjCw8OJiCg8PJyys7MpIyNDpNm+fTsVFRVRaGioSLN7927Kz88XabZu3Uqenp4aPW2LUyqVZGhoqPFhjDHGGPtcSnRQ16NHDzp48CCNHj2aLl26RIsXL6Y5c+ZQly5diIhIJpNRamoqjRw5ktatW0enTp2ili1bkq2tLSUmJhLRi5K9GjVqUPv27enw4cO0b98+SklJoSZNmpCtrS0RETVr1owUCgUlJyfTmTNnaOnSpTR16lRKS0v7XJvOGGOMMfZeSnSbuvLly9Pq1aupf//+NHz4cHJ2dqYpU6ZQ8+bNRZo+ffrQkydPqEOHDpSdnU2RkZG0adMmUqlUIs2iRYsoJSWFYmJiSC6XU4MGDWjatGliuZGREW3ZsoW6dOlCwcHBZG5uTunp6TycCWOMMcb+NUp0UEdEVKtWLapVq9Zrl8tkMho+fDgNHz78tWlMTU1p8eLFb/yegIAA2rNnzwfnkzHGGGPscyrR1a+MMcYYY+zdlPiSOla6Bff+XmM6Y0LLz5QTxhhj7N+NS+oYY4wxxkoBLqljJQqX3DHGGGMfhkvqGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAQ7qGGOMMcZKAe3PnQHG2JsF9/5e/D9jQsvPmBPGGGMlGZfUMcYYY4yVAlxSx/5VipdaEXHJFWPvikt8GSv9uKSOMcYYY6wU4JI6xj4xLhFhjDH2OXBJHWOMMcZYKfCvCurGjh1LMpmMUlNTxbznz59Tly5dyMzMjPT19alBgwaUlZWl8Xc3btyghIQE0tXVJUtLS+rduzcVFBRopNm5cyeVK1eOlEolubm50YIFC/6BLWL/RsG9vxcfxhhjrKT411S/HjlyhGbPnk0BAQEa83v06EEbNmyg5cuXk5GREaWkpFD9+vVp3759RERUWFhICQkJZG1tTfv376e7d+9Sy5YtSUdHh0aPHk1ERFevXqWEhATq1KkTLVq0iLZt20bt2rUjGxsbiouL+8e39WN86qo/rkpkjBHxtYCxf4N/RVD3+PFjat68Oc2dO5dGjhwp5j969Ii+++47Wrx4MVWtWpWIiObPn0/e3t508OBBCgsLoy1bttDZs2fp119/JSsrKypbtiyNGDGC+vbtS0OHDiWFQkGzZs0iZ2dnmjhxIhEReXt70969e2ny5Mn/uqCOvR3fnBhjjJVG/4rq1y5dulBCQgLFxsZqzM/IyKD8/HyN+V5eXuTg4EAHDhwgIqIDBw6Qv78/WVlZiTRxcXGUk5NDZ86cEWn+uu64uDixjlfJzc2lnJwcjQ9jjDHG2OdS4kvqfvrpJ/rtt9/oyJEjLy3LzMwkhUJBxsbGGvOtrKwoMzNTpCke0EnLpWVvSpOTk0PPnj0jtVr90nePGTOGhg0b9sHbxRhjjDH2KZXokrqbN29S9+7dadGiRaRSqT53djT079+fHj16JD43b9783FlijDHG2H9YiS6py8jIoHv37lG5cuXEvMLCQtq9ezd9/fXXtHnzZsrLy6Ps7GyN0rqsrCyytrYmIiJra2s6fPiwxnql3rHF0/y1x2xWVhYZGhq+spSOiEipVJJSqfzobWQfj9vIMcYYYyW8pC4mJoZOnTpFx48fF5+QkBBq3ry5+L+Ojg5t27ZN/M2FCxfoxo0bFB4eTkRE4eHhdOrUKbp3755Is3XrVjI0NCQfHx+Rpvg6pDTSOhhjjDHGSroSXVJnYGBAfn5+GvP09PTIzMxMzE9OTqa0tDQyNTUlQ0ND6tq1K4WHh1NYWBgREVWvXp18fHzoiy++oPHjx1NmZiYNGjSIunTpIkraOnXqRF9//TX16dOH2rZtS9u3b6dly5bRhg0b/tkNZowxxhj7QCU6qHsXkydPJrlcTg0aNKDc3FyKi4ujb775RizX0tKi9evX05dffknh4eGkp6dHrVq1ouHDh4s0zs7OtGHDBurRowdNnTqV7Ozs6Ntvv+XhTBhjjDH2r/GvC+p27typMa1SqWjGjBk0Y8aM1/6No6Mjbdy48Y3rrVy5Mh07duxTZFEDt/dijDHG2D+hRLepY4wxxhhj74aDOsYYY4yxUoCDOsYYY4yxUuBf16aO/bcUb5PIXuB2mowxxl6FS+oYY4wxxkoBLqljjLES5q8l1Fwiyxh7FxzUfWZclcY+tb8eUxwgMMbYfwNXvzLGGGOMlQIc1DHGGGOMlQJc/fovw9W1jDHGGHsVLqljjDHGGCsFOKhjjDHGGCsFOKhjjDHGGCsFOKhjjDHGGCsFuKME+8/jzieMMcZKAy6pY4wxxhgrBTioY4wxxhgrBTioY4wxxhgrBTioY4wxxhgrBbijBGOM/cOKd84h4g46jLFPg0vqGGOMMcZKgRId1I0ZM4bKly9PBgYGZGlpSYmJiXThwgWNNM+fP6cuXbqQmZkZ6evrU4MGDSgrK0sjzY0bNyghIYF0dXXJ0tKSevfuTQUFBRppdu7cSeXKlSOlUklubm60YMGCv3vzGGOMMcY+mRId1O3atYu6dOlCBw8epK1bt1J+fj5Vr16dnjx5ItL06NGDfv75Z1q+fDnt2rWL7ty5Q/Xr1xfLCwsLKSEhgfLy8mj//v20cOFCWrBgAaWnp4s0V69epYSEBKpSpQodP36cUlNTqV27drR58+Z/dHsZY4wxxj5UiW5Tt2nTJo3pBQsWkKWlJWVkZFB0dDQ9evSIvvvuO1q8eDFVrVqViIjmz59P3t7edPDgQQoLC6MtW7bQ2bNn6ddffyUrKysqW7YsjRgxgvr27UtDhw4lhUJBs2bNImdnZ5o4cSIREXl7e9PevXtp8uTJFBcX949vN2OMMcbY+yrRJXV/9ejRIyIiMjU1JSKijIwMys/Pp9jYWJHGy8uLHBwc6MCBA0REdODAAfL39ycrKyuRJi4ujnJycujMmTMiTfF1SGmkdbxKbm4u5eTkaHwYY4zoRUcI6cMYY/+Uf01QV1RURKmpqVSxYkXy8/MjIqLMzExSKBRkbGyskdbKyooyMzNFmuIBnbRcWvamNDk5OfTs2bNX5mfMmDFkZGQkPvb29h+9jYwxxhhjH6pEV78W16VLFzp9+jTt3bv3c2eFiIj69+9PaWlpYjonJ+dvCez4vaSMMcYYexf/iqAuJSWF1q9fT7t37yY7Ozsx39ramvLy8ig7O1ujtC4rK4usra1FmsOHD2usT+odWzzNX3vMZmVlkaGhIanV6lfmSalUklKp/OhtY4wxxhj7FEp09SsASklJodWrV9P27dvJ2dlZY3lwcDDp6OjQtm3bxLwLFy7QjRs3KDw8nIiIwsPD6dSpU3Tv3j2RZuvWrWRoaEg+Pj4iTfF1SGmkdTDGGGOMlXQluqSuS5cutHjxYlq7di0ZGBiINnBGRkakVqvJyMiIkpOTKS0tjUxNTcnQ0JC6du1K4eHhFBYWRkRE1atXJx8fH/riiy9o/PjxlJmZSYMGDaIuXbqIkrZOnTrR119/TX369KG2bdvS9u3badmyZbRhw4bPtu2MsU+HmzEwxv4LSnRJ3cyZM+nRo0dUuXJlsrGxEZ+lS5eKNJMnT6ZatWpRgwYNKDo6mqytrWnVqlViuZaWFq1fv560tLQoPDycWrRoQS1btqThw4eLNM7OzrRhwwbaunUrBQYG0sSJE+nbb7/l4UwYY4wx9q9RokvqALw1jUqlohkzZtCMGTNem8bR0ZE2btz4xvVUrlyZjh079t55ZIwxxhgrCUp0UPdvFD1oCWkpX3SuKAnVPFztxBhjjP03lOjqV8YYY4wx9m64pI4xxkohLqVn7L+HS+oYY4wxxkoBLqlj7G/GJSasNOLjmrGSh4M6xhhjH42DPMY+P65+ZYwxxhgrBTioY4wxxhgrBbj6tYThKgzGGGOMfQguqWOMMcYYKwW4pO4/hksCGWOMsdKJgzrGGGOfHD9AMvbP4+pXxhhjjLFSgIM6xhhjjLFSgIM6xhhjjLFSgNvUMQ3cDoYx9nfgawtjfz8O6hhj/zkcYDDGSiOufmWMMcYYKwW4pI4x9sl96pIwLln7+/E+Zuzfj4M6xpiG4jd3on/mBv/XgIIDjLfjffRxPsdxztjfjYM6xti/Hgc4jDHGQd1LZsyYQRMmTKDMzEwKDAyk6dOnU4UKFT53thj7bD5FiQZXx/79eB8zxjioK2bp0qWUlpZGs2bNotDQUJoyZQrFxcXRhQsXyNLS8nNnj7G/xV+DNvZ2/3TAw1WF7FU48GZ/xUFdMZMmTaL27dtTmzZtiIho1qxZtGHDBpo3bx7169fvM+eOfSi+8Gn6O4I43seMfTw+j9jH4qDu/+Tl5VFGRgb1799fzJPL5RQbG0sHDhx4KX1ubi7l5uaK6UePHhERUWHeMzEvJyeHCnN5+u/0ubfpU0xHD1oipnePbPrSdEn7Dcp2m60x/SF5/KvP/Rv81V9/g7fl923Li6/vVf66jrf9Zn/Hcfe59/nbvO03eV9/3cd/zdPbfrNXnavvO/2mPH3ItYF9OtL+BPCZc/J+ZPi35fhvcufOHSpTpgzt37+fwsPDxfw+ffrQrl276NChQxrphw4dSsOGDfuns8kYY4yxf8jNmzfJzs7uc2fjnfHgwx+of//+9OjRI/F5+PAhXb58mW7cuEFELw6ER48e0c2bN//R6c/xnTzNv0FJmy4JefivT5eEPPzXpktCHkrL9I0bN+jmzZtka2tL/yZc/fp/zM3NSUtLi7KysjTmZ2VlkbW19UvplUolKZVKjXnGxsaiyNbQ0JAMDQ3Fsn96uiTk4b8+XRLy8F+fLgl5+K9Pl4Q8/NemS0Ie/u3TRkZGL+3TfwMuqfs/CoWCgoODadu2bWJeUVERbdu2TaM6ljHGGGOsJOKSumLS0tKoVatWFBISQhUqVKApU6bQkydPRG9YxhhjjLGSioO6Yho3bkz379+n9PR0yszMpLJly9KmTZvIysrqndehVCppyJAhomr2n54uCXn4r0+XhDz816dLQh7+69MlIQ//temSkIfSNv1vw71fGWOMMcZKAW5TxxhjjDFWCnBQxxhjjDFWCnBQxxhjjDFWCnBQx/7z8vLyPncW2D+Amw9/uEePHn3uLJRabzsu+bj9eP+lfchBHaOioqK/bd0l8WQqKioS+Ro9ejSNHDmSb1r/ATKZjIhef0x+rmMVAC1dupT++OOPN6bbsmULZWdnvzHN5MmTqUuXLhrzPvb8/u677yghIYFGjRr1Uet5H5MmTaLevXv/Y99H9PdeB19n7Nix1LVrVyooKHhp2bJly4joxXE7Z84cSktL+6ez91Z/9z5buXIlPX78+KO+d/r06bRp0yYqLCwkopJ1TwIg8vWpcFBXAuXn5xMRfZIf+1UHv7R+Is0DfNasWXThwoV3XvfrTg7pO4sHT8eOHXttft5l3a/6u1fNe9sJe/HiRZLL5SSTyWjLli309OlTGjlyJM2ePVu8TeRDLlTFv/d1/3/f9bxp+bNnz2jFihXvte63rfNdAtv79+9/9PcVv4FJpaSf+sJW3OjRo6lfv350/vx5evr0KclkMrHNxY9VKeh78ODBa483af7H5rf4en788Ufq3bs3jR8//rX7d9asWdSgQQNaunTpa1/cnpubS4WFhfTDDz9Qv379RAAol2te5t/3mLx8+TKdOXOGJkyYQJMmTXqvvy1u7ty5dPXq1beme/78OT179oxmzpxJw4cPf2n5m87PD71hAxD76fz58+/1dx/z/Uqlkr755htKT0+n27dv040bN+j58+d08+ZNatGiBcXHx9OTJ0/oypUrtH79eho6dOh7rf998/b8+XMievv1Nj8/nwCIeatWraLbt29/cN5e5dSpUzRgwABq3rw5PXnyRMwHQLdu3SIiovXr1791Pd9//z01btyY1q1bRzk5OeI8JyJauHDhJ83z+7p9+zZpaWkREdHatWvpypUrH79SsBLj1q1bePjwIQBg/fr1+PHHH5Gfn//R671y5QouXLgAAFi5ciVatmyJvLw8FBUVobCwEAAwbdo0GBoaYtCgQbh3795L6ygqKtKYlv4OAPLy8vDnn39qzC8qKsKSJUuwcuVKJCUlwcjICJs3b37luqTpY8eO4ddff33pu4t/1/79+zWW3bp1Cw8ePAAArF27FsOGDQMA7NixA7/99pvGd02ZMgXBwcH44osv0KBBAxgbG+Py5cuYOnUqiAhxcXG4dOnSq3fia/bH48ePkZeXh7y8PBQUFIjlZ86ceaf1SEaPHo158+a9U9o1a9agW7duMDc3x82bN9/re15nxYoV6NixI+7cuYOjR4/i1KlTKCgo0Nj3ffv2Ra9evZCbmwvgxT4YP3682P/vorCwEIWFhbh+/Tp++OEHrF27FsuWLcPAgQORn5+PK1euID8/X+N735f029y7dw9ZWVn48ccfER0djbi4OERHR+Ps2bMax8W1a9cwcOBAsR/CwsJw//59jXWdPHlSzPvhhx+wZs0aPHr06IPy9+zZM/G9ffr0AQDUrVsXurq66NmzJ/74449X/l3Hjh3h7u6OmTNn4n//+5/GMml/PXjwADNmzIBarYaTkxMCAwMxb948ZGVlaWzP++rXrx8sLCxgYmKC8ePHv/K7XzevqKgIWVlZKFOmDC5fvvxO33f//n1MmjQJZmZm6N+/P+bMmYNly5ZprFf6f/F50jn4PttZPG3Pnj3h7Oz8ymvgX/8mNzcXLVu2xLBhw3Dt2jXcvXv3ld/97NkzrFixAgcPHtT4+1mzZkEmk2HUqFGQyWRwcnKCra0tbt++jcLCQuzcuRO2traoWbMm7ty5gxEjRsDPzw8DBgz44PNj+fLl+Omnn165bMGCBWjWrJk4topfyyU3b97EH3/8gfz8fPz8889YuHAhevXqBZVKhQsXLnzw8fUqz58/x7x58xAaGorY2Fj0798fRUVFWLZsGUJCQtCjRw/o6enh3Llzr/x7KS+XLl2Cvr4+lEol/Pz8sH37djx69AgXLlyAg4MDrly58sny/C6k/Xrw4EG4uLhg586d6NWrF0xNTXHr1q2PXj8HdSXEo0ePEBcXh7i4OCxYsABEhBUrVnz0egsKClC9enXY2Nhg8uTJkMlk+PHHHzXSHD58GP7+/jAwMMCcOXNw7949zJ49G9OmTcP06dNFOukkKX5BGTt2LGrVqgVnZ2f06tULv/76K4qKitCnTx+UKVMGSUlJkMvlMDExgYmJiTiBpHVJ/65cuRL29vYYNmyYxklW/LsaNGiA+vXr448//kBRURGePXsGDw8P1KpVC/PmzYNMJsNPP/2EnTt3QiaTYfXq1RqB1vXr13HlyhUkJibCwcEBrq6uIviyt7eHXC6HgYEB0tPTsXPnzpe+X8qvdJOaP38+EhMTERwcjPr16yMmJgYAsHTpUlhZWeHEiRMv7btt27Zh9erVGuvMy8tDt27dIJPJsGTJEo30f/37s2fPwsDAAN999524+L5vAPnXdV6/fh329vaYPXs2Vq1aBUtLSwwdOlQEAgDw1VdfoX79+li3bh0A4MmTJ7h48SJkMhkaNmyI7Ozsd/q+wsJCPHv2DDY2NpDL5ahQoQKICD/99BNWrVqF8uXLIyMjQyOY2rlzJ27evImcnJx33qZ169YhPDwcW7duRW5uLoqKirB79240bNgQKpUK06dPx6FDh7B792707NkTPj4+qFu3LrS0tLBw4UKNda1atQouLi4YOHAg0tLSYGVlhYULF2rsn+K/15tuuBMnToSTkxO6deuGVq1aISAgAAkJCdDS0kKNGjUQERGBoUOHioc74MXNTZKcnAw/Pz/MnDkT2dnZWLNmDQ4cOIAjR46IYPjEiRPo168fiAhaWlrw9vZGnTp1MGLECIwaNQpjx47F3r1737ov/7otffv2hbm5OUxMTDBhwgQsXLgQ169ff+U+kKZzcnJQUFAggiAAOHLkyGsfngoLC8V6Tpw4gWHDhkEmkyEoKAj+/v4IDw/HlClTsGLFCuzevRs//fSTOGcWL16MoKCgD34QPnbsGOrVq/fSg+NfSfmbPHkyTE1NYWZmBj8/P5iamopz8fr167hx4wb+/PNPLFq0CM2aNYO+vj46duyIOXPmYPz48fDw8IBSqYRSqYS2tjaICPb29mI/AcCuXbtgZWWFcuXKITExEX5+fjAxMcG4cePee/tOnDgBPT09TJs27aXjtaioCOnp6Shfvjy+/PJLHD9+HFeuXMGtW7fEefu///0P8fHxiImJwbx580BEiI+Ph729PZydnTF9+vRPEpQAmsH5/PnzYWdnByKCs7MziAgDBw5EcnKyuE4/fPgQjx8/xpMnT8Q1GnhxX1m8eDEAwNfXF+bm5tDT00OXLl2wf/9+HD16FMePH8eYMWMwdOjQT5L3Nyl+Po0cORLlypWDrq4ujIyMcOPGjZfSfAgO6j4z6eC7e/cu5s6dCxcXF+jo6GDmzJkoLCx86QIlpb9y5QoOHjyIq1evilKy191YCgoK4OLiApVKhTFjxmisb+3atbC2tgYRYf78+QCA8PBw6OjoQEdHB3K5HJ6enhoXb8nAgQNhZmaG0aNHY+jQoQgICEDVqlXRvHlzmJiYICgoCHK5HM7Ozvj1119RrVo12NjY4OLFixp53Lx5M3R1dfHNN99oXNCKB34bN25EtWrVxIGfl5cH4MWTo5GREVQqFWbMmIHLly9jzZo1L22n9H3Lly+HTCaDjY0NIiMjoVKpUKZMGXzxxRewtbUFEcHGxgYODg4YNWqU+NvLly8jJycHz58/FwEoEcHPzw/NmjVDXFwciAgeHh6QyWRYsGDBS7/J7t27oVarsWLFipd+15ycHPTv3x9yuRyjRo3CsmXL8OOPP6J3796YPn06Tp8+jX379uGnn35Cz549xbrv3r0LhUKBtm3bvrS9xUn5+O2337BmzRosXLgQd+7cwebNmzF9+nR07NgR69atg56eHr799luNkqCWLVvCzMwM33//Pe7evYu+ffuiXLlyGDNmDFavXg0LCws0aNDgrYHdkSNHAAATJkyAWq0WQce4ceOQkZGB8uXL46uvvhLp+/XrBw8PDzg6OqJs2bJo2bIlfv/99zd+B/DiQq6vr4+RI0fi3Llz4liR9sOwYcOgVCqhp6cHe3t72NrawtLSEkSE6OhoHDp0CIcOHUJBQQHWrVsHlUqF2bNnIz09HVZWVjhy5Ahu3LiBixcv4tmzZ6LkrXjJN/CiJO7UqVMaN5n8/HysXLkSgwYNglqthqmpKYgISqUSFSpUgJGREYyMjDB8+HA8ePBA4/j5/vvvMXbsWCiVSlhbW2PAgAGwtbWFnp4eBg8ejOvXr6NLly6wtraGl5cXFAoF5HI5GjRoAF9fX8hkMpQvXx7NmzeHTCbD8uXL37ovAWg8GPXq1Qvm5uYwNDSEpaWlCICL7+MHDx4gNzcXP/zwA1xcXPD06VMUFRVh79692Lx5M/T19VG5cmVxHSj+2xT/DYODg5GUlAQTExPI5XIMGTIEPXv2hKOjI7S0tGBpaQmFQgFdXV20bt0aOjo6mDt3rkZg+K5++uknREdHo2rVqnjy5InGNr/Khg0boFQqMWvWLGzduhUBAQGwsrKCl5cXBgwYABcXF5ibm6Np06biIe7gwYPw9vaGk5MTbGxsIJPJRDCnra0NlUoFIkLfvn2Rm5uLX375BV26dBHHpra2NnR0dEBEUCgUaN269Ttv3+nTpzF8+HD0799fzPvmm2/w9ddf4+TJkwBeXB+/+uoreHp6QqVSwdnZGVZWVhg0aBAKCgqQkZGBnj17wsbGBtra2qhSpQqICLq6uqhUqRLKlSuHjh074urVqwA+vFS4+N/u3r0btWrVgkwmAxGBiKCjo4MyZcrAy8sL169fx6hRo1CjRg14eXmhVatW2Lp1KwCgYsWKUKvVaNCgARo2bIj4+HjI5XJYWFjA398f5cqVg62trXig9vX1/eiA6m3q1q2Lvn37om/fvrC3t4erqyuICHK5HJMmTXpp+z8EB3WfkXSxX7VqFaKiomBrawulUgkDAwPUr19fPK3/tUpBKjlwcnKCu7s7UlJSRPXq/fv3kZmZCeDFhfHkyZN4+vQpTExMYGtrC29vb43i6kePHsHX1xfa2tro3r07oqOjIZPJYGdnh8TERHh6eoKIEBsbq5H38+fPw9vbG5s2bQIALFmyBCdOnEBSUhIMDQ2ho6MDDw8PceM2NzdH1apV4enpCWdnZ3HiP3nyBE2bNkWPHj1Efo4dO4bBgwdj4MCBKCgoQO/evVGjRg00a9YM06dPR8uWLVG1alUsWrQIN2/ehEwmg0qlQu3ataGtrQ2FQoHhw4e/cp9fu3YNbdq0gUwmw7Rp06ClpQWZTIbo6GgsWbJE5DkoKAja2tpISUlB//79Rb47deqEMmXKwNPTE3Xq1IGrqyuqVq2KFStWiIucl5fXS997/fp1TJ06VVQPv6rU8+rVq6hVqxaICEZGRiAiuLi4QF9fH3FxcSJgjI2NFcFvQUEBFi1aBCMjI3Tp0uWNx9vy5cthbGyM8uXLQ6lUIigoCOHh4SLPSUlJ6Nq1q/hdzpw5g/Lly0Mul6Njx44AXgRa+vr6kMvlMDY2RqVKlTBv3jyYmZm9MbDbsGEDjI2NcffuXZQtWxZ6enrQ09ODkZGROF5kMhn8/f3Rs2dPTJo0CVZWVti2bRsAoH379jA1NcWuXbveuI3Xr1+Hh4cHJk+ejOnTp6Nt27aoXLkyJkyYgIyMDAAvzgu5XA6FQoFp06Zh5cqV8PDwgEKhgI6ODszMzKCtrY3k5GSEh4djzJgxKCwsRMOGDdGlSxe0adMGNjY20NPTg6WlJaKiorB//36NYGLw4MHw8/ODgYEBqlSpggULFojgD3gRBLVp00bkQ7phhYaGolatWvD09MTQoUNF1XZ6ejqMjY3x448/Yv78+ahVqxaMjY2hpaUFFxcXNGzYEC1btgQRwcHBQZx3Pj4+Yl83btwYcrkcvXv3hkwme2N1v3RtevLkiUapIQD06NED5ubm0NHRgYuLi8ayoUOHolKlSggMDMSwYcMQGBiIvXv3on379rC2toarqytMTEygra0NOzs79OjRA0ePHtX43pMnT0JPTw/ffPMN7t+/j7Nnz6Jfv34wMjJCx44d4eDggKioKOjq6mLu3Lki0Klfvz4AiJLBrVu3olOnTujbty+2bNnyxuNmzJgx8PHxgZWVlah6/WsVsuTJkyeoW7cuhg0bhsOHD6Njx46oXLkyBgwYAA8PD+jo6KB169aIiIiAr68voqKisHDhQuzfvx916tQBEUEmk0FXVxdEJB5wZDIZ9PT0IJfL0ahRI+jo6GD06NGoXLky5HK5KMkrV66cCOy+/PLLN24X8OLBNyYmBubm5khLSwPwIjh3cHBAo0aNEBgYKB7irl27BkNDQ7i4uCAwMBBKpVJcjywsLODq6godHR1oaWnBxsYG8fHx0NLSQvfu3REeHg4LCwuEhITg2rVrL+2399WxY0fIZDLUqVMHLVq0gIuLizhPpP1VpUoVmJmZoWnTpmjWrBkqVqwIKysrjBs3TiMQrF+/Po4cOYJTp04hKioKhoaGkMvlcHNzwxdffIE6derAysoKSUlJH53v13n+/Dl++eUXTJs2DWXKlEFGRgaOHTuG/v37i/NVuj98THDJQd1n9ssvv0ClUmHEiBE4fvw4OnfuDJlMBk9PT9SqVUtc1KXAbv369TAyMsLUqVNRWFiIsWPHwszMDPXr18fevXsREBCAiRMn4ttvv4VMJsOECRNQWFiI3Nxc5OXloUKFCvD09MS5c+fw/PlzFBUVoWnTpuKk1dLSgoODAzp27AgvLy8QEaKiomBqaopGjRqJfF+9ehW2trZYv349Dh8+DFdXV9y4cQNr164FEcHR0RGtW7cWJ5Wenh4MDAzEtIWFBU6dOgUAaN26NapVq4Zjx46hbdu2iImJQWBgIOzs7FCjRg0MGTIESqUSZmZmsLS0RPfu3TFo0CDRHuXs2bM4f/48TE1NUa5cOVhaWqJJkyai/dZfT9AbN26gfv36UCqVkMlksLW1hUKhgEwmExd3IkKlSpWgra0NAwMDrFu3Dj179kRoaCicnZ1hZ2eH0aNH49atWwgJCUHVqlXRuXNneHh4QKVSoUGDBnjw4AEKCwtx+/ZtyGQyqNVqpKenv/KCsXLlSgQFBcHa2lpcjEJCQlC2bFk0bdoU1atXR2RkJMqVKwdTU1McOHBA/O3z58+xbNkyqNXq1wZ2J06cgKWlJebOnYucnBz8+eef6NSpE6KiohAZGQmZTAYfHx80adIE586dQ4cOHVC1alWYmJiIC3jHjh0RHBwsqltUKhUcHR1Rvnx5fPfdd28N7O7cuYPHjx/D0dFRlIRK1SrSx9jYGB4eHnBwcBBtt9avXw8DAwPMnj0bwIs2Sq+ripUeNpKTk2FhYYHg4GCYm5uLqpslS5Zg4sSJiImJQVpaGgwMDLBhwwbMmjULOjo6MDc3R3BwMOLi4kTg2q5dO5w5cwaurq4wNjYWv4+9vT0sLS1hamoKHx8f/PnnnygqKsKQIUNgbW2NNWvW4I8//kB0dDR8fHzw1Vdfieqh3377DV5eXiIgls6NqlWr4s8//0S3bt1ga2uLtLQ0nD9/Hh4eHpg1axYAiPabrq6uUCqVaNasGQICAmBkZAQrKyvcv38fXbt2BRHBysoKTk5OICIMGTIE8fHxkMlkGDx4MACItkXFSQHd+vXrERERAQMDA/j7+4vS4IKCAvTo0QPGxsaQy+Vo2rQpioqK8O2338La2hqTJk1CgwYNYGZmBltbWzg4OEBLSwtqtRqzZs3Cl19+KW5iOjo6CAsLE9sGvGgz6uHhoVFafP36ddSoUQNEhLCwMNy6dQsNGjQQQYQU9HTv3h2PHz/Gzz//DKVSifj4eISGhsLY2FjURLzuhvntt9/Czc0NSUlJol3bX9NK1+OaNWuicePGSExMhFKphI6ODtzd3aFQKGBgYAB7e3tRehUWFoaKFSti4cKF2Lx5swjk9PT0RCmNtrY2tLS0QESoWLEiiEjUoFhYWEBHRwdt27aFiYkJ6tSpA6VSKZqLTJgw4ZXbU9ysWbMQEBAAd3d3DB06FBYWFjhy5AiOHz8uamGWLl2K77//Hr1790ZaWhpUKhWCgoJgZWUl8rx48WKkpaWJ89XDwwMxMTHi2K1cubLYF1IV+/sGSEVFRXj06BFMTU2hra0tqqxNTU3RuHFjmJiYiO+Xy+VISUnByJEjIZPJoFQqMWDAAKjValGaLJPJIJfL0atXL2RnZ+PRo0cwNjaGrq4udHV1oVarUbNmTXTu3Bl6enoisPtUipf6Pn36FP369UOzZs2QmJiItWvXwsDAAL1794azszO0tLQwevRokf677757ZS3Zm3BQ9xnl5uYiOTkZXbt2hUwmw9SpU2FnZ4fOnTtj4cKFCA8PR926dcVNcvz48ShfvjzS09MBvKiydXJyQqVKlRAUFIR69eqhW7duIjAYOXIk1Go1UlJScO3aNRQWFuLBgwdwcnKCsbExIiMj8e2332LkyJEoU6aMuEjXrFkTM2bMABHBzMwMly9fRmpqqgjWzpw5gxs3bsDOzg6TJk1CTk4OsrKyRNWWjo4OLCwsoKenB5lMJqqYPDw84OHhAV1dXSgUCujp6eHKlSuYP3++CKAaNWqEFStWIC8vD7169UJUVBSePn2KVq1aQS6Xo2XLlrh58yaWLFkinta6dOmCrKwsHDlyRNyUtbW10bt3b0yePBlffvklBg8ejNTUVCxcuBCFhYVYv369uIimpKRoVIN06tRJPP17eHhAW1sb/fr1Q5cuXVCuXDlYWVnBwcEBMTExyMzMxI0bNxAcHIzq1aujWrVqCAkJgampKerXry+CjyVLlkAmkyEhIUGj3UlRUREyMjKgUqkwc+ZMxMfHIyIiAlZWVpDJZGjatCn8/f2RlJQkGvo7ODjAysoKo0aNEtW4BQUFbwzsVqxYAXd3d9y7dw/79u3DoEGDcP78ecTExEClUqFly5ZQKBRQqVQwNTVFw4YNsWjRIowbNw4mJiaiKl5fXx99+/bFqFGjYG1tDWNjYzg5OaF8+fKYN28eTE1NRWD314C6qKgIFy5cEKUMUnsie3t76Ovri99z8ODBUCgUiIiIwNatW6Gvry9u+rm5uZgzZ85rS16ePXsGY2NjKBQKceMs/jARHh6OAQMGwNnZGWfPnoWVlRUMDAwQFRWF8uXLw8rKCtHR0ZDL5XBwcBAlJzKZDAEBATAzM4O+vj6Cg4MRHh6Oq1evIjAwEGZmZpg9ezYOHz6MkJAQUYK9Y8cO6OnpITw8HO7u7pg8eTI2btyIhg0bwsDAAKNGjYKjo6OoFipbtizatWuHZcuWwd7eHgqFQgQlM2fOxIIFC9CuXTs8f/4csbGxsLCwgKGhIQwMDKBSqaClpYWePXsiNTUVfn5+kMvlMDU1Fcezjo4OAgMD0bdvXxQUFIib9F8D8bVr10JHRwcKhQKRkZGwsbGBQqFASEiIKCXu1KkTtLW1oa2tje+//x6zZ8/WaOs1atQoWFhYQFtbG/r6+nB2dkb37t2hUCjQtGlTnD9/HgYGBihTpgxCQkIwY8YMAMCBAwegra2NxMREAECfPn2QlpaG+Ph48TuOGjUKv//+O6pXr45mzZqhd+/eogSpe/fumD59ungIuHz5MgYPHgyZTIZvv/1W5G/r1q1Ys2aNRseB2bNnIyIiAq1atcKdO3dw5coVjBgxAsCLku6EhATcuXMHc+bMESWi7u7u0NfXh4eHB8qWLQtTU1MEBwejQoUKaNGiBUJCQhASEoJKlSph9uzZqFGjBrS0tESwJJfLRYnYXz/SA4S2tjZWrVqFlJQUEBHs7OxQv359saxv374a55l0TSjenOWnn35CcHAwnJ2dRQnf2bNnsWDBAvj5+YnroZeXF7777jtERUXBz88PZmZmCAgIEMePSqWCkZGRCKSVSiUiIiKgo6ODpk2bimpkT0/Pl/L0JlKaixcv4qeffhKl91JA6eLigoyMDLRp00ZjH5mamqJSpUqQyWSQyWQYMWIEvLy8YGpqCjs7O6hUKqhUKshkMqSmpuLRo0fw8/MT+17ahxYWFjA2NoZSqfxkgZ0U0BUUFGDPnj3Iy8vD/v378dVXX4mHOand+qRJk8Q2devWDTVr1oSXl9d7l9pxUPeZValSBZMnT0a7du1E6RDw4mk8JSUFPj4+8PPzw5dffgmZTIZZs2bhxIkT+OOPP+Dr64v27dsDeFHdo6uri9DQUHFjnjJlCsaPHw9TU1P07t0bN2/eRJ8+fWBgYCAu8tKBvWjRIty9excBAQHQ19eHTCaDkZGRuMF17doVurq60NbWxpUrV1BYWIgJEyZALpcjOTkZX3zxhWgnQkSiesbd3R0qlQrm5ubQ0tKCiYkJqlevDiKCiYkJHBwccP36ddy+fVuj9GnGjBkwMTGBv78/nj17hoULF6JevXooU6YMmjRpAkNDQ1SuXFnk1dXVFePHj8eKFStgbm4OR0dHcZIbGBiIG7OZmRni4uKwZMkSUdUpfdRqNbp37w6ZTAYHBweYmppCV1dXlCbZ29vDwMBAlIgYGhqicePGmDp1Kvr37y9KoJo3b469e/fCzMwM9erVw4kTJzB48GCYmppCJpOhT58+Gj0c+/TpA7VaDXd3d5QpUwbe3t5Qq9XiwmNoaAhjY2P4+voiODgYOjo6onTA0dFRVKcXFhZi2bJlMDQ0xBdffAEAonfsmjVr4OTkhNmzZ4tqDKkkQCaTiRuGSqXCkCFDcPXqVXFBKlu2rCgZ0NLSwtixYzF48GDY2toiKioKJiYmcHFxgYuLC5YsWSICO6lUY8qUKWjTpg0qVKiA77//Hq1atRI3NakE+LfffhM3FelmqVarYWBgINonAkBmZiaqVKmCmTNnipvA77//jjNnzojG/zNmzBAPD82bN4eRkZGoViciNGnSBE5OTli0aBFatWoFa2trUd1taGgoHl5sbGzEzdbKykp0JoqLi0NycjI6d+6MvLw8VK5cGc7OzqhSpQrGjh2LBQsW4Pnz59ixYwcsLCwwZ84cAICnpycsLS2ho6MDJycnERBJbTwdHBwQHR0NV1dXcSOys7NDTEwMKlSogMjISHTp0gXBwcFIS0tDQkICjI2NXxkI6Ovri6BBuhkrFAoMGjQI06ZNg7u7O+7evYv4+HikpqZqXJPOnz8Pc3NzyGQydO7cGU+fPtX4HhMTE5w9exYA0KRJE8jlcnzxxRfiHE9NTcWTJ08AvKhCk64xUk2As7Mz9uzZg/z8fLRt2xb6+vqwtLRESEgIZs6ciZs3b4qSwapVq8LPzw/Lly/HsmXL4OTkBC0tLaSkpGDevHno1KkT/P39MWrUKNH+Ui6Xo0yZMqLtYoUKFfDHH39g4MCBor1rnz594ODggIoVK8Lc3ByVKlXC4cOHAbwYCSAyMhKtW7dG//79YW9vj8aNG4OIsGDBAly8eBGHDx/GTz/9BA8PD4SGhkImk8HQ0FBUpffr1w/e3t7o2LEjQkNDoVarYWNjg7CwMCgUCigUCpiZmYl2dVK7OamkTwo26tati+DgYFFCaWFhAUtLS/j4+GDbtm1wdnaGt7c3Fi1aBOD/B0abNm1C06ZNUalSJXTo0AHnz58HAMyfP1/UTIwYMQLh4eGoXr06OnfuLI596RiKiYnBiBEj4OPjg7i4OHHPkMvliIiIECWNUpApnWNhYWHo378/lEqluA69i6KiIqxevRru7u6IiIhAaGioRmArnZ9VqlRBUFAQfH19NY77Bg0aYPz48SK9o6MjHB0dxW8inQNSaXXxZg/6+vqoWLEimjRpgsjISFhZWSEuLu6d8/4qv/zyCyIiIgC8aLJQrlw5HD9+HMCLURN69uwJhUKB2rVrA3jxANisWTNERUXB29sbtWvXFm1V3yew46DuHySdcDk5OeJH6tSpEzp27AhHR0cEBgZCJpNh4cKFyM7ORqtWrdCpUye0adMGtWvXxsmTJ0W7nNmzZ6Nq1apimIUff/xRVJ9t3boVw4cPh729PcaMGYPJkyfDwMBABEPSU39sbKx4SunVqxcePXqEJUuWQKVSQS6XQ6VS4e7du2jYsKE4uaQi9YKCAuTn56N8+fIgIvEkJJV4SZ+VK1fC399fY55KpYK7u7tGlZt0kwBe3FSkhs+WlpZITU1FVlYWbty4gYEDB0JHRwfVqlXDrFmzRCAgVa8FBQUhIyMDjRo1gqOjI4gItra2OHLkiHiy1dHRgb29PZo3b66RX5lMBjc3N3HxsrOz0zjxO3XqhB07dqBmzZrw8/ODWq2GTCaDsbExLCwsoFaroVAocOTIEezevRtdu3aFWq2Gra0trKyscPToUcyfPx8ymQx9+/bF//73P5w9e1bsuyZNmsDFxQXh4eFwdXXVuJhJVeG6uroIDw/HqVOnxL53cXER7ZLOnTuHFi1awMbGBrNnz0bFihWRlZWFO3fuQE9PD1paWpg+fTrq1asn1u3g4IBdu3ahqKhIXEjVajViY2PFDaVNmzaIj4+HUqmEQqEQDdUjIyNFNUn58uXx7NkzHD58GBYWFqhSpQpSU1Ohq6sLBwcH0V7Uw8NDBAkGBgZQKBTiZi1Vb7q6usLAwADu7u4AXrRjknrfVaxYUZRQrlq1SgzdoVarUb9+fWzYsAHVqlWDu7s7tLS0EBQUJEoUDA0NxcOFgYGBKPUsX768+N0tLCzQsWNHGBsbo2LFirCwsIBCoUBYWBgiIiJgYmICXV1d9OjRA5UqVYKfnx9at24NDw8PxMfH49q1a6JZQ1paGgoKCjBo0CCxfplMJtISEQICAmBjY4PQ0FBYW1ujbNmy8PX1RUBAAMaOHYuioiKsW7cOpqamcHBwQPv27REaGorExERREieVhhf/fPHFF+L8JiLx22dkZCAoKAgeHh6it2hRUZHYp9euXUN0dDRcXFzg4eEhOkbUqlVLlKjK5XJ06dIFNWvWFMeCdG4plUrY2tpixIgRuHr1KsqUKSPyJJ1fU6dORWZmJqpXr46GDRvC0NAQDg4OcHJywowZM7Bx40aYmpqKa8Xt27fRr18/+Pv7o2LFipDL5XB0dIS9vb1oIiENSSQFFw4ODrCwsBC9WR88eIAhQ4aIAOy3334DANFzXmpgDwBff/01PDw8kJ6ejiZNmoCIUK9ePaxatQp2dnZwd3eHtbU1wsLCxINqREQE5HI5/Pz8REcJV1dXuLu7i3NZLpdDLpejTp068PX1FcGbnp4eTExMNErmXF1dkZCQgG+++UbsX6l68PLly+jXrx+cnJzg6+sr2igDL0pZ9fT0kJqaip9++gl2dnYIDg4WowqkpaWJzmUJCQnw8PBAQUEBpk2bBgsLCxgYGIh2ypMnT8bQoUNFJzLp+JVKwy0tLaGnpwdvb2+Ym5ujTJkyiI6ORnZ2NgICAiCTyURbx7fdF//44w9UrFgRISEhqF69Ouzs7KCvrw9tbW2YmZlpBHi+vr7Izs4W1ycjIyNUq1YNU6dOFdX0Hh4emDBhAuzt7UXbaenh3sDAAKamphg9ejRiYmIgl8vh4+MDa2trxMTEYO3atXB2dv7g3ryFhYXYuHEjPDw84ObmBmNjY9EkShraa/r06eLhtnbt2qhduzY6duyIvLw8ZGdni4DufXtzc1D3D5EO3PXr16NRo0b4+uuvsXnzZmzZsgVyuRwBAQHiRCUi1KlTB05OTli5ciWWLVsmnsQkY8eOhaenp+gN2rp1azg4OKBbt26iSnTgwIGwt7fH+PHjMXnyZHFBGTduHJYvX65RfF6uXDksWLAAOTk5iIyMFCe2VDon3ehPnDiB/Px8FBQU4MCBAxonu/SEGRISIp5+fvjhB/j7+4uqEalaeM2aNRg4cCC0tLSgp6eHbt26iR5ybdu2RVBQEIYNGwYtLS34+/tj9uzZ2L59O6ZNmybaSTg7O2P48OEoV64cVCoV1Gq1RrVClSpV0LhxY+jo6KBVq1YvlWbIZDJ07NgRFhYWGhddqZp07dq1IphSKpVo2LAhCgsLceXKFYSHh0NbWxuVKlVC586dUbZsWRC96Dnbq1cvEWC4ubnBzc0NUVFRyMnJQVFRERYsWAAdHR0kJSVh9OjRYpiKWrVqYdy4cYiOjoaFhQWsrKxga2uLhg0bwsrKCmXLlsXw4cORl5eHGzduwMHBAXZ2dggLC4OzszMyMjLE2FdJSUmiMbx0w05ISICOjg46duwo2uVIv9v169cxbNgwmJubo169epg5cyYMDQ0hk8lENdjjx4/FdkrVHNu3bxcX+enTp+PZs2coKCjA3r17ERoaChMTE9G2ReoxTETo06ePaCAsrU+62Y0dO1Y8advZ2cHR0RHBwcEICwtDuXLlxMVu27Zt0NHRQdmyZfHtt9+KC/93332HsLAwrFixQgT9KpUKq1evFkGr9LGwsICRkRHc3d1F2yaZTAZzc3McOnQIvXv3Rrdu3aClpYVBgwahdu3aUKlUCAwMhFwuh5WVFVq1agVjY2Ns3LhR3AQKCwsRExODbt26Yfjw4aKUSltbW5SISD2vfXx8REm4lpaWSCfdrBo2bAiZTCY6AhkZGWlUKRMRfHx8RMAlrVsq+dHS0kJMTAwsLS0RGBgo2s16enri9u3bOHHiBAoKCvDTTz9h4sSJuH37Nu7fv4/ly5fDx8cH2traiI6OBgA0atRI5M3Kykp8j52dHcaPHw8fHx+Ym5vD2NhYlGwGBgaKQKVatWqiFKZcuXJwc3ODgYEBkpOTERcXB1NTU8THxwMAIiIiRGmWSqWCrq4uzM3NIZfLxXlpZWUlgjip2cGlS5dE2y6pClbyxx9/ICIiQtRwLFmyBEZGRvjmm28AQIwkALxoY/b06VN07doV9erVEw8eRC86jnXu3FkEshYWFnBycsKXX34JS0tL0RBfV1cXSqUSTZo00XiA7NSpkzju/hqMFy+VkkqbPD09Na7D5ubmUKlU0NPTE6U/wIuOcmFhYaI96vPnz2FiYoLIyEhMnToVN27cQEpKCmQyGSwsLMRv16pVKwQGBqJq1apo1KiRxvVQ6lAhlfxKy7y8vNCwYUN07doVrq6uMDc3xw8//IDCwkI8ffoUycnJWLdu3TuNTbhlyxZERUXBzc0NZcqUgbW1NSwsLODm5iYKPIrvP11dXXTv3h09evQQ84uXcEr/1qlTR5SyFv/o6OggODgYNjY22L9/v+gYJ5fL4e3tjd27d4vS5o8h9TSvUKECHj9+jNatW8PAwABbtmxBXl4eqlSpAplMBi0tLRgZGWn0Igc+rMMEB3X/oNWrV0NXVxf9+vUTY2Jt3boVixYtglwuR/369VGrVi0RKEntE/z9/SGXy5GUlCRuGtKYXpUqVULdunWhUqlQsWJF0UV68uTJIrBzcXFBmzZtxBNzWFiYOBEiIiJw4MAB0fD9xx9/xJMnT3DkyBH06tULFSpUQHx8PBo2bIjatWtDV1cX+/btAwARgCYlJYmgLTU1FWq1GpGRkZDL5VCr1Ro3djc3N+Tn5+PPP//EgAEDRNVmfHw8RowYgeXLl+PAgQOYMWMG+vXrh0GDBqFRo0YoV64cypYtK068pKQk2NnZoVq1aqhUqRJUKhUMDAwwdepUZGdno169etDX10fZsmVhZGQELS0tlC1bFoMHD9Y4yW1tbaFWq9G6dWtxISAi1KhRA4sWLUJISIhoF+jg4IATJ07g+fPnGDRokCjpmDZtGhwcHJCSkoKaNWtCLpejffv2YoyuFStWICIiAtWrV8fTp0+xd+9e1K1bV5Rs6uvrw9TUFAqFAvr6+ujSpQv09PRgYWEBXV1dqFQqVK9eHZs3b8bx48cxf/58eHt7o0OHDigqKsKuXbsgk8lgZWWF48ePi4bWderUAfD/B/xNSEhA+/btRTWZ9LQqk8lQt25duLu7i3HopF56RC+GbZkzZw4ePnyI2NhYuLm5iZusQqHAggUL0LhxY9jY2GDVqlXiYrhgwQLo6upiy5YtmD59usZFNSAgAFOmTBGlV1paWjAzMxNjGtra2uLEiRN4+PAhxowZg4kTJ+KHH34QAyLn5+djyJAhqFy5MhwdHdGwYUNoa2vD29sbAJCYmCjOI4VCASsrK4SHh6NGjRowNTWFXC6Hjo4O3NzcUKdOHSxYsACLFy9GVFSURgmmlpYW5HI5QkNDsXTpUqxfvx4jRoxATEwMKlasCJVKBaVSKYatWLJkCZ49e4b8/Hy0bt1aNGeQSkb+enNp3749evToAUtLS5ibm4vArl69emjRooVoFC4dg+3atXtl+yupBLL4PCcnJwQFBeHmzZtYuHAh2rVrhxMnTmDXrl04dOgQ1qxZA09PTzg5OaFly5biZr1jxw4ALzrvSFX0NjY2WL9+Pdq0aYPg4GAkJyejbNmyonRNLpcjODgYbdq0gbOzsyjhlo5FtVotxmMzMDCAnp4e9PX1YWNjg7lz5yI3NxcPHjyAUqlEv379ALxoUmJtbS3ayFpZWYkOGhYWFmjbti3c3d1Ru3ZtKJVKmJiYiFKQy5cvo3379jAyMsL69es1zoOYmBh89dVXOHr0KPT19TFz5kwAL2ofRo4cqVHdX1BQgIKCAmRnZ6Nq1arQ09ODjY0N6tSpA7lcDmtra6hUKjGEzrFjx0T1t9SmuFq1agCg0RbM2tpao3pcWm+DBg00fkNLS0sYGBigVatWaN68ubhOuLu7Iy4uTgxHUry0Kzg4GPfv38eNGzegp6cHtVqNWrVqwcHBAcHBwVi6dKloI+fr64uYmBgR/Ldq1QqbN29GtWrVNK6HZmZmiI+PF00jpE/Pnj2xbt06+Pj4QKVSoU2bNrhz5w569+4Nb29vjbEc3yQ9PV2sUyoR1tLSQrVq1XD27Fn06NEDKpVKo9mQFAwRvWjXGBYWJqqE1Wq1eJgwNzdHTEyMaDYj/b2VlRU6deqEzZs3o3bt2iLIDQ4OFr1331fxAZufPXuGZcuWYfbs2fD390flypVFsKtWq7FlyxYUFRVh+fLlSEtLg5aWFoYMGfLRLxzgoO4fcvPmTfj4+GDKlCkAXpQkSRedLVu24Ndff0VKSgoSExNRsWJF0e1/5syZohOAlZUVqlevLoYsmTt3Ljp27IgmTZrg9OnTOH36NBITE8UAjZMnT8b8+fORnp6Ohg0bavQ0lHpODR48GE+fPkXFihVFNdiGDRvw+++/i16z+/btQ926dXHp0iU0bdoUenp6+Oqrr8RNQLrJSBcce3t70chbai/Tu3dv+Pj4QFdXFwYGBihfvrxYLrXx0tfXR9WqVTFz5kzRDmXcuHG4efMmbGxsEBQUJNYh9XTy9vYW45gZGhrCwsICrVq1gr6+PtLT0zF16lRRgiF1CNDR0RFBbWBgoCjFk0p6pGDP2NhYVKlIJRuOjo64dOkSDhw4INrelC9fHu3atQMA/Pzzz+KiIgVIz58/FxfSIUOGwNDQEK1atRK9EnV0dLB582Z06NBBVKNJvXGlm1XTpk3x+PFj3L9/H/Hx8XBycsLp06cBvHjLRsOGDdGgQQNcuHABNWrUED0+pVHY8/LyUK9ePXh7e0NXVxdeXl5YtmwZbt68iUmTJokqibNnz4q2fL6+vggKCkKZMmVgYmKCIUOGYO/evbh9+7ao9rC0tMTDhw+xe/duUdomBQXTp0+HUqnEkiVLxP6WGlpL1a8KhQJ169aFsbExOnXqBE9PT9jY2KB27do4ePCgxgVOunFJ7YOaNGmCwYMHY+3ataIaIygoCJcuXcLgwYPh4uICCwsLUT2sVCpRvnx5mJmZaQwTIVWZFRYWYsuWLaJ0Sgo2K1asCGdnZ2hra2Po0KFo0aIFli9fjooVK0JHRwd6enqoVasW0tLS0Lx5czGkxoMHDxASEiJuTosXL9YI7KQ2qH379kW3bt1Qvnx5JCQkYPjw4cjPzxdtT6V2oNIwHgYGBqIzlFTqJ1Vj29vbixuf9KB3+PBh1KxZEykpKS91iBg3bpzIk5aWlqgR6NGjB8qUKSNKSHR1dUUjcj8/P4wfP1505hkzZgwaNWoEfX19uLq6avTsJCJUqFABR44cgY2NjejoI/Xs1tfXx7x583D+/HnY29ujWbNmWLlyJVauXIm5c+eif//+iIqKQpMmTWBlZSXapEVERGDPnj2oWbOmKMU0NzcXHVSka25ycjLMzc2xatUqMX/evHmws7PTGGgaeNEspnr16khPT8eOHTswdOhQNG7cGD///DP27NmDWrVqISwsDEZGRtDR0UGLFi3g5uamcd1QKpWoV68edHR0oFarRcn/d999p9FGU/rNtLS0oFAokJycjJCQENHpYPbs2SJd8fHTsrKyRKe0p0+firxL7VcfPnwId3d3TJw4UQy0Kw0LNH78eBCRuAZI12htbW3Y2tqK+4Ovry9Wrlwpji3pOi/VbkijIUgP7ZGRkWjZsiUWLVokShdtbW1F9farSD2sr169iitXrqCgoAAtWrQQ56N0vhG96MjWpEkTpKSk4OTJk+LaIY3bFx4eDgCYOnUqtLS0xHYVPwbt7e3h5+eHs2fPirbUlpaWoqlEv379cPLkSYwePfqN+X6T4qVqM2fOxKJFizBy5EicPn0aGzZsgI+PDypXrownT56gbdu20NPTw+jRo/H8+XP8+eef+PXXXzU6tnwoDur+BpMmTXqph+OFCxfg5OSEX375Rcy7fPkyWrduDVNTU43XYyUlJSE0NBT16tXTeA3U77//DisrK8TGxuLevXvIyMjA1q1bcebMGRw5cgSXL1/GiRMnUK9ePY0nqsDAQJw/fx69evXSaN9mYWGBiIgIVKlSBfr6+oiPj0elSpXg7u4ungRr1KiBlJQUGBoaIjMzEzNnzhQ3xPj4eI1qIqnKoUOHDqhYsaJo06atrY0bN25g8eLF0NHRQbt27cSAkrVr10bLli0RFhYGS0tLREREID4+Hn369EGFChVgb2+PgwcPomrVqqJRcJ06dWBkZCSCwXbt2qFv377YuXOn6ChSpkwZ3L17FytWrBA3QKntmpaWFlq0aCHm+/n5Yfr06di2bZto2C3d5NauXSuGGnF3d0fVqlVFB4KUlBQ0btwYgYGBOHToEIAXDZQNDQ0RGRmpMR7gpk2bRHsVqQHu6NGjIZfLYW9vj7Jly8LR0REbNmxA+fLlRQmNjY0N+vTpI46bAQMGwNLSEmq1WgT3gwYNQosWLTSK7levXg1vb28QEQYMGIBVq1ZBpVKJkpLg4GD4+vri/v37GDBggLhQSgFwkyZNALwYKFgKxqytrUUPxYSEBFhaWmLPnj0oLCzEjh07MGDAADRs2BCbN2/Gtm3bULlyZVFiI5PJkJKSgm+++UajnaJcLsfatWuRmZmJzp07o2PHjvjpp5+gpaWF+vXrY8+ePRrn0apVq2BgYIC7d+9iyJAhcHNzg6mpKWrXri2qA3v06IH69esjIiICrq6uogemdBPYtGkTioqKEB0drZGP4OBgAMCFCxc0qjejoqKgUChQq1YtaGlpIT4+HoWFhTh69Cjq1q2LI0eOwMTEBNWqVcOZM2dQWFiIffv2YcOGDQgJCYGDgwP27NmDzp07Iy4uDpGRkWIfSKVVhoaG2LdvH+zt7cUo+ESExo0bo0OHDqhQoQJCQkJEaUJERIQ4v6TgVF9fH9WqVYOdnZ24QWppacHX1xd+fn5ISEhAy5YtNQZJvnr1qvjNjYyMMH78eJw/fx7u7u5Yu3Yttm3bJnrRSkH7119/jfPnz8PR0RHu7u6oW7eueDBSqVQYNWoUhg8fLtqBEb1oj5aYmIg+ffpgwoQJqFSpEqZNmwY9PT1Uq1YNDg4O8PLyEm8akQZOHjlyJLZt2wYDAwPUqFEDdnZ2kMvl8Pf3x5kzZxAVFYWyZcvC3Nwc9vb2mDt3LiZMmIDly5cjJycHf/zxh6h6vn79OgoLC3Ht2jU0aNAA3t7e2L59O4AXg7nHx8ejfPnyWLZsGYyMjNCqVSu0adMGRkZGokmDt7e3+O3Mzc1hYGCAkSNHiuNFpVLB0tJSDGhbvFQrOjoaoaGh4liUgg2FQoHY2FhoaWlBV1cX165dE21gpd8wOTkZS5cuFWMGFu9ZfvbsWdjb24t2tUOGDIG+vj4cHBzQsmVLJCYmYvbs2SJvQUFBUKlUqFatGvT09KBQKJCamvrK6vvKlSuL8fSk379Vq1YYO3YsypQpA5lMBhMTE9y5cwfAi6FnduzYIaZfRRqq5ty5c7Czs4Ofnx9cXV0RFBQkSt5CQkLQrFkzjfNTrVajYcOGotRbKtmPiIjA5s2b4erqivDwcPz666+vbGNqYWGBpk2bwsXFRRR8+Pr64vjx44iPj9coof1QhYWF6NOnDywtLTFu3DhUqVIFJiYmOH36NDZu3AgvLy+Eh4djz549MDAwgFKpxIYNGzTW8baBr9+Gg7pPTGq8+dexnyZOnCieDuLi4nD8+HEUFRXh+vXroii/ZcuWaNCgAQwNDcWI91IHAuki/Pvvv8POzg7lypVDcHAwAgICYG5uDlNTU4SFhWH48OE4e/YsjI2NNYqqTUxMoFarMX/+fPj5+WlccNRqNTw8PJCXl4d79+6J4SvKlSsnqh+7d++OY8eOoVy5crCzsxOlXVKHCukp1dTUVAymKXXVl4apyMvLQ7t27cQYQV26dBHDsYwaNQqjRo1C9+7dUaVKFdSsWROJiYmiyN3Gxka0YRk/fjwSExNFr0UjIyMolUpMnDhRXAj9/f1x8OBBGBsbo0OHDhont0KhwNWrV5GbmyvSh4eHo2XLluJJWupOn5CQgOXLl4vqaWNjYwQGBqJr164wMjLCjBkzoKuri4MHD+LJkyfo168fLC0tUaVKFfGasN27d8PQ0BB+fn7iBpGSkiLyvW7dOtSoUQN6enqiV5ulpaVGezAHBwdUqlQJRkZGOHLkCPz9/WFsbIywsDAYGBhgxYoV2LZtmyiROHXqlOgRLV3Qpk2bhiZNmohqXxMTE3h6esLExAS//fabqJaWSjTnzp0LU1NTsU+kMZ2kEgV9fX0cPHgQFy9eRK1atRAUFARnZ2f069cPBw8eFL06pf0+ffp0zJ07V9wApZujvb09UlJSYGlpKUof/f394evri7Zt24p2o7du3ULr1q0xY8YMETybm5vD0tISv/zyC9atWyc6r8jlctELOC4uDmXLlhUlW5aWlqKjS9OmTTWqc2xsbERbmzJlysDe3h5JSUlIT09HlSpVoKuri3r16mHJkiXIyMgQb0WQxklMSEjA119/Lba7+LmhUCiQlJSEHTt2ICIiQuNmI7VV7dOnD2rUqCHO3cmTJ+PixYsICAgQ47pJfxcZGSlKZKWPnp4eAgICNHoyyuVyeHh4iJ7kkoKCArRu3RphYWHo0KEDdHV1YWNjg+7du8PAwACrV69GYWEhevbsie7duyM1NVX0dP7666/h7+8vxtkrfm5FRUWhTZs2cHBwQK1atcTvbGdnh7p16yIvLw8PHjzAs2fPRJsyNzc3ODk5wdXVFXPnzoWenp4IfGJjY9G6dWtYW1vD1tZWVEUnJycjKCgILVq0gK+vr+iUJDW76NWrF9LS0mBmZgZDQ0O4urri22+/RV5eHg4cOID69etDT08Pzs7OCAgIQEREBM6dOwc3NzfMnj0bmZmZuHLlCnR0dFCzZk3xUKijowNdXV3o6OigWbNmokOKdJ6Ym5vjxx9/1AhKpE+ZMmU0qjWLf+RyOSwtLZGWliZqBiIjI8U4kUlJSdi4caP4/aSg7syZM4iPj8ewYcNQWFiIkydPokGDBnBxcUFsbCzKlCkjrtcdOnRAhw4dRBVx48aNkZCQIM7v4gP8Ojs74+TJkxg5cqRGiZ3U0czd3R3m5uawtbXF8OHD3+kdqvfu3YOtrS1u3LiBn3/+WbQlk9pWS+2upWBW+hTfT7a2tjA1NdXogCP97jNnzhQPqMXbBUrHoFRLBEA0gYmNjYWnp+cHV7kW9/XXX8PS0hLt27dHamoqzp8/j5o1a8LCwgLnz5/Hnj17EBAQAAcHB5ibm8PGxgZVqlT5pIMdc1D3CRV/FRAA7N27Fzdu3MBvv/0mSnrKly8PZ2dnBAYGimqqNm3aICwsTDTsP3HiBPbs2QNDQ0O0aNECjx8/1lj/2bNn4enpiWnTpokL2OTJk9GtWzeEhIQgKipKnAguLi6oVasWtLW1oaenBzc3N/j4+IgGz7q6uuJpp0KFCnBzc4NCocD69esxcOBAUUUo9c6U/i8NRTF27FjxtCmdXFIpoVKpFKO0E71of9GqVStR5B8WFiaevBMTE9GpUyeoVCr07dtXjFtnbW0tuqIHBASIUsx9+/ZhxIgRqFevnqgacnFxQXR0tLjJODk5oXbt2ujWrZtGtYdURB8QECAaxxe/sU+ZMgXdu3cXpYwDBgyArq4uLC0tNXqrbd++HXv27IGrqyu0tLTE+H+bN2+Gi4uLGHpj9+7d6Ny5s/ithg4dCqIX4zi5u7tjwIABGD16NBwcHKBQKNC4cWMYGhpiwIABmDt3LqpVqwZLS0uUKVNGDDSanZ2NQYMGYcyYMZg+fTqcnJzE2EwODg5wcHBA69atUaFCBRFke3t7w8DAQLRJUiqVSExMxKhRo3D48GHo6emJ0isbGxsRTEvDdUhjy9nY2ODYsWOIjo6GtrY2HB0dxe8k/dYtW7YU1T3Fb1qmpqZijCupNEb6TaRqov/9739o2bIlpkyZAiMjIyxfvlyUikVERODChQu4c+cOvvvuO3h4eIgG0lLJAdGLdjG1a9cG0YthgnR1ddGoUSPxFgyp7dy8efNE71gpAPP29kZcXByqV68uegdWrFhR9HDV1dWFra0tnJ2dER4ejr1796KwsBAXLlyAlZUVfHx8xLap1Wpxs5SOs0qVKsHZ2RkmJiaizdrAgQMBvGgwLjX+d3NzQ+fOnZGeni6q6YoHdVLAM3r0aI2e5xYWFoiOjsbu3buxfPlyjB07VrT1k6rib9++jf3792PMmDGwtrZGp06dkJ6eLo5zZ2dnDBkyBGlpaXBxcYGtra14PZe+vr4YHLxjx45i/MKKFSviyy+/FL34AwICkJubi19//VXk193dHT179kSdOnVQo0YNbNu2DS4uLqIjUoMGDcRbbYYMGSJu0FWqVEHfvn0xcOBAzJs3T6PGQAoEYmNj4eHhgYCAAFSpUgWRkZEICQnBzp07cefOHbRt2xa+vr6YMmUK8vLysHjxYjH2X8+ePXH+/HmcOnUK5cqVw/Lly0UVraGhIVJTU2Fubg4PDw/o6emJXr7SPjc2NkabNm3EtUd6m0e5cuVeCuKKVwsWPzekNspSYGhiYoJBgwZh0KBBUCqV8PX1Fe9iBSBK6qXhpdzc3ETtwIEDBzBgwACUKVNGlGjJZDKEh4dDqVSK/dq9e3eMHTtWHFd/zZs0dFPXrl3Fg4KOjg6GDx8u8jJ27Fio1WqMHTv2je3BpOpWJycn/Pjjj6hQoQJGjhwpht/R09ODra2tRocqFxcXDBo0SORXGjdSaiKhUqmgUChEYC0dd9ra2mJIJGNjYxgaGiI8PByJiYkIDAxEixYtxDVXJpO987uQ33b/79atG2rVqgU3NzesWbNGdBSU9uO5c+eQm5uLI0eOoHHjxjh06NBLnSM+Fgd1n8Creqg8f/4crq6ucHFxwZQpUzBo0CAsWrQIYWFhiI+Ph4eHB1xdXdGgQQOYmJjg4MGDuH//vsYPvG3bNujp6aFNmzYisLt//z6ePn2Kffv2ISUlBfHx8bCyskLFihWxcuVKDBkyBCYmJlAoFKhSpQru3LmDKlWqaPSciomJgY6ODsaPHw9nZ2f4+Pigd+/e6NGjB7744gvxqpL58+dDpVLB1tZWtEOQ2lVIA57a2dnB0NAQ+vr6orG2VMUpvcdTOuGkXmJ79+7Fpk2b0Lt3bwwdOhQ9evRAWFgYmjdvjl69ekFPTw9RUVGIiYlBQkKC6CVmbGwMb29veHp6ipvgtWvXRO/VL7/8Eq1atdJotyRVaRw5ckS8n7X456uvvsKFCxdE1YODgwPu3bsnXl0lDegq7ZOlS5fCzMwM7du3x7Jly6Cnp4eqVavCxcUFMpkMzZo1w+PHj3Hr1i3UqVMHnp6esLOzQ2BgIH788UfxvdJgmUQvSm/d3d3h6+sLJycnlClTBgYGBqJ9U15eHo4cOYKGDRsiMjISy5YtE8fIli1bYGRkhLlz5+LSpUuid6qtra0Yfka6cEpvQKhcuTIsLCxw+PBhnDt3DpUqVUL9+vXRunVr3Lp1C6tXr0ZwcDC0tLSgUqnw22+/YceOHeJ9i82bN8eRI0dQWFiIpUuXYsmSJWL7pZ6JUtVbSEiI6KUn/R7S+Ifz58+Hv7+/eP1ZjRo18NVXX4lOCAAQGhqK5ORkJCQkiPecHjp0CN27d4eVlZV4a4HUpkzqLSkFoObm5tDW1kbZsmWRkZGBsWPHisGDpeppe3t7zJ8/H2lpafDy8oJKpYK1tTXKly+PcePG4datW8jNzcW3334LpVKJWrVq4d69e1i/fj2SkpLg7OyMgwcPAngxxpmNjQ1MTU1haGgIT09P1KhRQzwQSEGINMix9NDk6emJzp074/Dhw1Cr1dDR0YGRkZEoDZc6zLi4uGiUZkgPIXPmzBG9XM3NzcVvJN1kpeq6/Px8MQyM9N5UAwMD0Wh86NCh0NfXF8MaFS+Bc3d3F52DbGxsRKmOs7MzZs2aBXt7eyiVSlE6bGBggKFDh2Lv3r3w8vISD5pSIJuUlIQHDx4gPT1doxRILpejU6dOOH36tAjwZDIZunXrhjt37sDW1hYJCQm4e/cujhw5gmnTpmHp0qUAXpQ+1qtXD5aWlvD19UWvXr00SkE6d+4MHx8f0bZVquKX2lwtWbJEDFgrdbCpV68e3NzcoKuri7i4OHz11Vcv9VpdtWoVAgICUKFCBTHPwMAABw4cwMaNG18a509qtyqdE68qvVOr1XB0dESHDh1gYGCg0ct169atMDExweDBg8X9JyAgAJaWlmjTpg127dqFnJwcPHnyRAxCb2triwYNGqB8+fLw9vYWvYal8d6ke0TZsmVFNb/0kHDjxg3x0C2Xy+Hq6oqlS5eKqvxJkya99b3MhYWF2Lt3r3g1V7t27bBjxw6Ym5uLgcjr16+vUQIn9eBv06YNmjRpAoVCAWNjY6jVavGGob8OoyV9nJycoK+vD319fVGzIB0TQUFBqFSpElq3bo2dO3e+Md+vIx1XO3fuFPshKioK5ubmqFy5MiIjI1GrVi20a9cOCQkJoiNU48aNERQUhKCgoA8ah+5tOKj7SNKPcePGDXz77beYM2cO9uzZg6KiIly6dEkccNJYPatWrUKjRo3ETUdXVxedOnUSr5SJjo7G6dOnRYPJX3/9FXp6emjXrh2WLl2KsmXLinHMzM3NUaFCBdjY2ECtViMoKEg0WJYuHhEREaJkrXjj9E6dOkFLSwu7du2Cu7s7zMzMsGXLFgwcOBAKhQJ79+5FuXLlMHjwYFEaV7yoW7rQqtVqpKamombNmqJ0TmonBrxoY6Gvr4/q1atj+PDhqFevnmhTkZeXh1mzZqFBgwYYM2YMwsLC0LBhQ7i5uYmLi/T6l/Lly4v30bq7u0NHRwfHjh3D7NmzxQDJ9evXh4GBAby9vcUbMaSbTl5eHlatWiWesKXqsJSUFKxevRp6enqiHYY0PEpGRoZ4n6a3tzcOHjwIW1tbdOjQAVeuXIGTk5N4Zy0A8XJ7aWiFbdu2ibdVSC/flqqQg4ODRdWfVIpYvNRQR0dHvOBZOsaOHj2KJk2awN/fHytXrsTjx4/RpUsXjBw5UhyD0pAPOjo68Pb2RvPmzTFixAjx+0kvU5dGTPf09NSopvDw8EDHjh3h6+sLMzMzESiFhITA09NTjG0YHR2NVatWYcGCBdi1axcsLCxEYF+8ukMmk4lXRhW/4FpaWsLCwkK0UbSxsYG1tTWCgoJQt25dPH/+HMCLYS1GjhyJatWqibEA1Wo1rK2tsWzZMly7dg2bNm2Cv78/ZDIZhg0bJgJbohe9mP39/aGlpYU6deqgfv36Yvys4k0Q3N3dERISgq5du8Lf3x96enqIi4tDcHAwEhISMGnSJHh5eUFbWxtnzpwRr+7JyMhAQkICwsPDERwcLAIxohdNAKTG9FIAVfy3NjY2xowZM+Ds7Aw/Pz/RAaBChQpQKBQaVWFSMCidv8WrpHR0dDBlyhR8++23UCgUqFChAoyNjZGUlCQ6lUi2bdsmShGbNWuGhIQE8RAkk70YcX/ChAnw8/MTPdr19PTQsGFD0ZZTLpcjNjZW4+Gpfv36UKlU8Pb2hr29vRhvMCQkBKGhodDX18e4cePw888/Y9iwYaKXd2pqKry8vFC9enURKH3xxReQyWSYO3euGNhXeiXdpUuXsHDhQjg7O2u8p1Mqgbx27RoGDBggSp5q1KjxUhulTp06ITAwEG3btoWbmxsaNWqEjRs3iuYmUomUdCz6+/sjLCwMMtmLd2Jv374d5ubm8PLyEtdaqROXtD+k37l69ep48uSJ6PRS/BoqvWNY6ogVHh6OUaNGiSFH9PT04OTkhMTERBw7dkxjG1asWCGOi+TkZNSsWVM0LZA6GQwZMgRbtmxBfHy8eP+v9ODl5OSE0NBQuLi4iIG3pWtls2bN4OrqqtFsRa1WQ6VSwcLCAoGBgYiNjUV8fLxGR5O3+fPPP1G5cmXxYPT06VPRI1gqiFAoFBr5kXqDS+85dnNzE+0ApfEsi/eg/+vQVNJDxDfffCNKmmvWrImWLVti/fr1olPT+5KuybNmzQLRix7jT58+Fe9KNzIywoQJE0Snix9//BEREREYNGgQWrVqJQYuBz6+Dd1fcVD3EaQf9sSJE3B0dESFChVgZmYmnmKkZVIQsXnzZo1eP5cuXYK1tTW0tLTQp08fbNu2DREREQgMDMTGjRuRm5uLoqIibN++XTxJde3aFampqaK3p7m5OcaNGyduXGZmZvDy8oJSqRQXYKlovHjxvo+Pj2gz1q1bNygUCly6dAn79+9HzZo1RbXb8uXLsWLFCsTExEAmk4leodLTuK6uLvz8/FCnTh2YmJjg2P9j76+js7rW9X84D3F3d3dPSCBCCEkIkBAhuAXXhOBarLi1WHEtLRSneNECLW1xtxbpbkvR4oSQ5PP+kXfeOynt1nO+v3PG2XMMRts0JOtZa64573ndl5w5Q1paGhqNRng6enp6XL58madPn2Jra0tCQgKvXr1i7ty5klkZExPD5MmTqVOnDunp6WK+2759e4KDgykoKGDp0qUYGRlJIL1qX3Xq1Ek2BD09PQIDA9+R3o8fPx4PDw+Ki4vFo01tjsbGxixYsIBJkyZJMaJybhXB2MbGBltbW7p3705ZWZmQfKOjo6WIhyobCI1Gw9ixY7G2tqZBgway2Ddu3JhHjx7Rtm1bOcmr62vUqBG6uroEBQWJmMXW1vad0PVvvvmGTp06ifv91q1bGTJkCAUFBURHR9O2bVt8fX2lIFAbw+TJk8WDTUVjKcsPT09PMQdWhd/ixYsFRVb8uxcvXvDVV1+RlJQkC2mTJk0ICQkRvp1aXHV0dKRINjc3Z9CgQfTs2ZOoqCi0tbVxdnbGxMRE7nOTJk0YNWoUZWVllJWVUVFRQe/evUW52K9fP/T19aVNoyLlLl68yOnTpzEyMpJA7jFjxkjB0apVKwlA19Kq4k726dMHU1NTMjIyhJiv/p+uri6ZmZkkJCRQp04dRo4cSdOmTYmKisLT05OIiAhGjBhBUlKSZBerIlKZsar3QkdHh9atW+Po6CiCl2XLlolyMDg4mCFDhkgB1KBBA9577z2ZB3p6emI/ozYoU1NTmjRpwuXLl2vMn8DAQO7fv8/cuXPx8vKiXr16dOzYsQYCUFFRwaBBg3B2dpZg94EDB0pmqSpGunTpwqNHjzh79iwTJ07E2toad3d36tevj66uLt7e3uJlpv6enZ0dRkZGdO/enVu3bomPo4oe9Pf3p7y8nNu3b4uqdty4cWRkZLBo0SL5ecq2qFWrVvzlL38hMDAQLy8vQc2mTp3KzZs3BVFr2bKlFDyHDh3C29sbDw8Pzpw5Q+vWrXFzc2P16tWiFF2+fDmjRo2iefPmtG/fXugTqrBTKKKpqSl16tSRjGl1KFEG2iNGjGDhwoU1iu3qPEAnJyf5ujJR1mg0Mj+U76QqpjUajYiQvvjiC+rVq0diYiIXL17k1atXsr5UL0AmTJhAx44d6d69O35+fvj7+9OiRQuaN2/O+PHjMTc3Jzc3V1BZHR0dKTp0dHTQ09OTz6veW09PT7E5atCgQQ3jX9WKfvPmDRcvXiQ2Npa8vLw/zWGGKmuZefPmsWPHDpKSkuRn6erqUlRUJGITf39/CgsLBaVW63d1fp2tra1QmdS60rFjR/T19aXgVAVodfuc1NRULl26xNWrV9FoNGKsrZSv/+yoXtBpa2sTGxuLm5sbgwYNEkW2q6srGzdupLy8nLKyMho3bkyLFi1k/1fj37Uv+aPxn6LuXxzVCzrlPffixQv27duHs7MzTZo0kZbp2bNnxY+susr15s2bREdHS7j2gwcP8PT0xM7ODjs7O3bt2kVpaSknTpxgypQpdO/eHRcXFz766CNOnTolhGh/f3/atWuHt7c3bm5urFu3TswyW7ZsSePGjQkKCkJbW1vSDdTpSC28qlWqWn2KW6WKguoZeQqJUScqZUORmJgovjsuLi7o6Ojg7OzM2bNnZaPOzs7G0dGR1q1b4+DgwMCBA2nQoAH6+vp4e3szefJknJ2dRQ2qra1NTk4O4eHhnDp1iqNHj5KYmChFRVhYGG/fvq1hKqs2QVtbW2kLKmKzh4eHWE2oRbZjx468fPmS169fSzEQFRXFq1evKCkpEbPj1NRUeXYq1koZuKoCvLKyEn9/f8zMzMQwuVu3bnLvhg4dSmJiohS+wcHBODk5ERkZSd++fZk1a5a0q5Wj//Lly7lx44Zk/n766afUq1ePu3fvUlpaKipCe3t7rl69SvPmzQUJUO1hT09PQkNDcXFxkbizWrVqkZCQwLVr1xg2bJjwsiZPnszLly95+vQp69evx8/Pj3r16vHixQvevn3LqlWrZDNLTk6mRYsW0tZ3cHDA09OT/Pz8Gj5S+vr67Nu3jx07duDt7c25c+fEby84OBgTExN5D65fv05aWppES5mbm2NsbMzGjRsF5VaLd3h4OHp6eowcOZLJkycTFhZGs2bNsLe3l4NHcHAwSUlJko+alZXFJ598Qp8+fahTpw7du3eX+TRo0CAxye3cubO858+fP2fhwoX4+PhQVFRESkoKOTk5rFixQtpnqampQp5X11erVi0RL3Tt2pXXr1/TvHlzQkNDKSgokM/SpUsXzp07x7p16+RdUzwcKysruY8KifH396/R6nRxcaFhw4Y8ffqUvLw81q9fL9euUP/KykqaN2+OkZERM2fO5IsvvsDCwoKjR48yffp0zMzMxDw4LCyMFi1acOzYMXx9fcU0vX379tIS1dbWxt3dXdp3urq6FBQUsGPHDhITE/H09GTcuHGyDuzevRsPDw88PDxwcnIiODiY+Ph4srOzOX36tNgcqffY2dmZRo0a8f3335OXl4exsTHOzs4SY7d27Vo5FI8YMYKhQ4fKPFMjNzeXsLAw1qxZw6tXr2jfvj0RERFMmTJFbEBUYZeXl0efPn0EgVMonIODA3Z2drI26Ojo0KtXL7S1tWsIVRo0aMDChQtl7axundSuXbsan83T05OxY8fy6NEjOQzp6Oiwbt06Ro0axYgRI2qIWqCq5dqsWTNRnH/55ZfUrVsXAwMDvL29Reil0WhqeBwaGhpKFJk62ClailJQa2lViVWGDx9Ofn4+lpaWwrlV2cwGBgZ07NiRX3/9lbKyMi5fvvw3w+bfvHkjpsVKYFJ9L1EHy/j4ePF7VIchRVVQBa96P6vn5aalpQm9onpxrKgY3t7e1K9fH0dHRwICAoR/a2Ji8i/blqixcuVK2UMXLFjAtm3bsLW1JSkpievXr5OQkEBcXBzFxcVy8FXP879SFPFH4z9F3b8xVLurefPm8qAUP8PS0pJvv/2Wp0+fAnDmzBnhaCkZ/bVr15g6dSovXrzgl19+wcfHRxIRYmNjCQsLY/Xq1dJaGjRoECNHjsTa2poffviBM2fOSEajIjC7ublhbm5ObGysmDgqxET5cS1atKhG+0lfXx8fHx/KysqkjTFv3rwaUHZ1SFxbW1uKNvWC6unpsXr1ajHrzM/PR09Pj82bN/Pq1SuuXLnC8OHDsba2JjQ0FDs7OyGYz5gxQ15aLy8vunTpQlpaGpaWljg6OqKjo0NiYiKjRo2S+654M9W9n5R/nbrO2rVr8/btW1avXi1fy87OZvv27ZiYmMjCERgYyI4dO3j16pUkCygEr/qmHB0dTc+ePSUn9ffZq5WVlZSXl0tubPPmzYWXpk7FOjo61KlTBzMzMzm1BgQEoNFoxDj3wYMHTJo0ie3bt9OnTx+Cg4Np27attJg1mqr8ygcPHrB7924KCgok61YVDkoZHBoaiqenJx4eHujq6vL+++9z8eJF4XJ16dKF3bt3y8Kv0WgIDQ1l+vTprFmzhmfPnrF+/Xqio6PJzMzkwoUL6Ojo0KdPH1xdXSXxQKGRiiCugs3VBqbQ4aKiIvz8/Hjw4AGnT58mKioKjUYjHNOVK1fy888/4+TkxMSJE/nqq6+YMGECZmZm1K1bl4ULF0qbRj1TVUxs27YNR0dHKeqVwEa14YqLi+U0HxYWhqGhIU2aNKF///506NABGxsbiouLOXjwILq6ujRs2JBly5axfft2eb7NmjXD29ubXr16kZiYWKPlpqVVZUFiZ2dHXl4eFhYWonY2NjZmyJAhJCQkEBkZSXh4uLTfzM3N8fDwwNXVVTay3+dSKjVt9XdOV1eXunXrys/Q1tbGy8uL4OBg7ty5w8GDBykrK+OTTz6he/funDlzhjVr1gg3dcmSJXh5efH8+XM2bNggVjyq7RYfH0+7du0oLi6mtLQUa2trLCwsanCY7O3tSUxMlPmkirHk5GROnDjBnTt3CAkJITo6WhAZX19fiouL8fb2xtzcnDp16nD//n1evnxJp06dRHGt0VSlltSrV4/MzEw0mirfRi8vLx4+fMjz589Zvnw5tra2onZWSunqHm45OTkEBASwdu1anj9/TnFxMdHR0QwZMoTr16/z66+/CsqXmZnJuHHjZH00MDCgQYMGTJ48ucYzUUXE7wsKhdKpZ6QKNjc3N/leHR0dvLy8OH36NG/fvhVrEbXWmpqavtNuhSqBXFBQEA0aNKCoqIjy8nJyc3OxtrbG0NCQs2fPCh9WCU8cHBwYP368XLOiASQmJhIYGEjt2rVr/G41/4yNjYmOjqZx48acOXOGQ4cOMWPGDJKTk2nWrNnfNRVW++G0adPk2Sijb9WJUPuW2sOq31straqW/o4dO8SbtPpeo62tzbx58+RQU/2PlZUVfn5+xMfHEx0dTZ06dSgpKSEhIQFra2uOHDnyz2/21cbZs2clcvDLL78E4NtvvxUhilrDa9eujZ2dHfXq1ZOD1X8HMvf78Z+i7t8Yt27dIjY2lqZNm3Ls2DHxAlMLsb6+PvHx8bz//vs8fPiQ48ePY2BggJ+fnxQCyhKhd+/eNGvWTGJqFK/E19eXGTNmEBERQUhICKWlpTRu3JhOnTqxc+dOXFxcRM1kaWmJiYmJLCSZmZkcPHhQEAEl63d3d0dXVxdra2t2795N3759MTY2ZsSIERw8eJCXL1+KhYKKo9HV1ZVNWvEyVHqFOrGYm5uTkZHBnj17KC0tJT4+XlRK1tbWODs7c/r0aTp27Iiuri5Xr15lyJAhaGtrEx4eLj/fz8+PX3/9lffee09Ob/r6+vj5+dGgQQNmz55N3bp1mThxohR0hoaGJCUl1VgcatWqxZgxY6hXr558zcjIqIbCS32/mZmZmMFGRESIQKJp06Z8//33jB8/Xrh2AQEBpKWlsXr1aho3boy3tze7du3i4MGDYguiWu4ajUb4I9nZ2dJ+cXBwQE9PTxZ71W5WcUVqXL16lY4dOxITEyNzokmTJixYsEDc7Fu2bCnogGqRm5qakp2dLVYs+vr6JCYm4uXlxfjx4+nYsaMUVCpZwcnJCRsbG6ytrTE1NZUi+s2bN6xfvx5nZ2cJTB84cCCRkZE0aNBAFtbqJtSq7a7mouIp6evrc+rUKfl8W7ZsYdmyZVy4cIF+/foRGBhIv379aN26tZxsf/zxR86dO4ednR1WVlaMHDkSR0dH4YgqA2BlMqytrS0ZqooHpaenx/Dhw6X1raVVJZBQNiYRERHUrVuXgQMHAlVxWOq69fX1adiwIZcvX+bt27e0bdtWOGfVCy+18QQFBbFhwwYcHBxo3LixbEKWlpYkJydTVlZGz549pQ07btw4vvzyS7lX6v2qvlFZW1vj4OAgKLmenp4kGbi7u9O/f39sbW2ZOHEiT58+lYOTQoS1tLTYvn07N2/eJCAgQPi2Li4ufPHFFwwcOFDEBbm5ufLZDA0Nad68OatXr8bU1FQQrep8OqXU7tOnjzxjS0tLfHx8qFevHo6OjsybN0+UjYWFhRw7dkwc/w0MDEhNTWXDhg08f/6c7du3S5Grq6vLggULuHDhAnv37qVx48aYmJgI/eD58+cUFRXJM1ACKkDmz8KFC3F0dMTGxoYFCxbw9OlTKWaqR7X17NkTJycn/Pz8aNy4sZDrra2tsbS0FORYpa2oe9CvXz/CwsLkOavWpro/Tk5O0kkYMmQIYWFhYqXSvXt3bGxs2LVrF0VFRTg5OeHr6ysH7OqjoqKCp0+fsmDBAhE7bNmyBXt7e1xdXXF3d2fixIlymHFxcUGj0WBubl5DOW1vb0+/fv2IjIyUv6v+n7KhysjIYMSIEbRq1aqGIe77779Pw4YN/6YPnRo7d+6UYnf69OmC2io6hJrvRkZGJCUlsWrVKiwsLGQfqF+/Pk+fPhUDeSWCUteouloqrlHxg62srDhw4ACZmZnExsaSlJTE8OHDRfT17463b9+KHc4HH3zAhg0bJPHk9u3bMofv3btH3bp18fPz4/jx4//l3Lk/G/8p6v7Ncf36dTIzM0lMTBQJ9YYNG7h+/ToaTVUmpnKAV9C5j49PDQm1inAaOnSovMj9+/fn1KlTHDlyRKBxGxsbkpKS+Oyzz/D19SU3N5eUlBRcXFzIy8uTE42dnZ1A740aNWL9+vVYWFhQVFQkE9/Dw0NODarYVIt/RkaGkFOVr5Kenh7Z2dkiYlCbqVrcIiMjxe9ozpw5QNXk79u3rwSnKx4PQOvWrcnNzUVbW5vc3FwOHjzI6NGjpTAICQmhsrKSnTt3Ym1tXYMYrk5+yt1eS6vKgkN5sFU/vVWH7xWaaWhoyHvvvSekWyX40NfXF6S0vLycDh06YG9vz7BhwzAxMWHhwoXcu3eP58+fS2v98uXLtG/fHgMDAzw8PLC1taVFixbCS1HoRuPGjUlJScHGxgZDQ0P69+/PxYsXWbp0qdw3tdAtXLjwnTn2008/MWLECNq2bYuNjQ3t27dn5syZzJ07Vzy/Ro4cKehBixYtJOaspKSE/Px8bG1tiY+Px9XVlY8++oirV69KYRQXF8e1a9eYMGGC8A2VerayspI3b96wb98+fHx8ZGFVG5OaA4GBgYJGqHnYoEEDMXROSkrC39+fwYMHU1lZyYwZM8SIGaqoDMXFxbi7uxMSEsKTJ0+YOXMm+fn5xMTE0KJFC2rVqsWHH35IXl6eiIBUG10VQrt372bbtm3o6+tjbm7O5s2bef/99zE1NeWrr74SJaOyzFFG2oGBgYwYMYIbN24QFBTEsmXL+PLLL7ly5QoBAQEkJCTw448/UlFRwdSpU/Hx8cHX15eQkBBq164tz1xHR4d27drh5OREQkICzZo1w8rKio8//pjvv/+eDRs24OTkRGBgIIaGhgQGBtbgNqn3s3qhrKenx9dffy2cwqysLEGzzc3NadeuHYmJiWJOe+jQIeHc1apVqwY389SpU3h6esqhQ0UyGRoaSuvf3Nyc999/XxJYYmNjiYmJwdPTswYKYmRkRGhoKMnJyaxZs0baeeowpqurK7SBwYMHy2dU74GzszNWVlZYWlqSkJBAWVkZL168YPv27Tg4OGBhYSGimdLSUu7cuUNGRgZWVlaCZv3000989913LF26FEtLSwYPHlxjbd23bx83btyQKLT69etja2srxYWuri7Ozs6EhITg5+eHoaEhnp6euLq6CvdYGXdPmzaN9evXS9tVHbwDAgKYM2cObdu2lRSOuLg4Wbc0mqq4sAsXLkhus/JgU9yr8vJyHjx4wM2bN2UfOHLkCGPGjKGoqIgNGzYAcPHiRc6cOUN+fj4BAQE4ODjg7u4uYihjY2MxVtfSqqKSDBs2TMQFSmGspVVlTO/v709QUFANpbGyaFIZudULOyV0+1ujoqKCdu3a0apVK8LCwoiNjWXOnDmiuI2KipK2vVr3mjZtKoc/1XVJSkqiTp06GBgYkJmZKSKw6geenJwcdu/eTWpqKr6+vmg0Gry8vNi3b1+NyLGTJ0/+S63P6n9HFWZnzpyRVI5ataoyoB88eABUWZk1atSI06dPc+/ePXr06PH/BKFT4z9F3X/BuHz5MsHBwejo6DB9+nR++OEHPDw86Nu3L0VFRejr61NYWMj48eNxd3fH2dmZevXq1VAOZWdnExAQwPLly2natKkUUVOmTMHe3h4XFxfJmoyNjZXTTFJSEosWLRJZ+MyZMxkyZAjBwcHyPdnZ2cKlUf49zs7O1K9fny1btrBv3z5q1ar1h0amxcXFouhTpFYlRLC0tJToMuXWHxQUJIoipUpVPCRtbW0hA69fv56AgABBKkxMTCQCSLV4evXqRUVFBX5+fhgYGIjNSLNmzdDR0cHDw4ORI0fKtSqTTXNzc3Hs1tLSEoNdRbZ1cHDgk08+kXBzAwMDMWd2cXERkUtFRYWQd+vVq8eTJ094+vQpX3/9NX379qVz587cvXuXtWvXYmNjIw70mzdvFuGGsuvQ19cX8rQSsdSpU4fBgwfz6tUrxo4di6urKz179sTU1JQlS5b84QL06tUryUk0NTVl9OjRYmx5584dZs+eLW2U0NBQsYVR16EWbOWEX6dOHVn8ra2tiYqKws3NjZCQELp06VLjdDl16lRJNFEB9aoAWLFihXClqqNXERER7Nu3j6KiIo4dO8aUKVMICQmhcePGbNmy5R115vnz54mNjZVnqqenx4ABA8QnTCEfqnWpvBbVs9ZoNCQkJODs7Cz8ndTUVD788EPS09Np1KgRcXFxdOvWDUdHR0JCQgRtNDU1paSkhObNm9OhQwfJCu3Tpw8jRozA1dVVfoY6HChemUKnYmJi5PNra2tjZ2eHiYkJw4cPZ/Xq1QwYMIBWrVpRUlLC4MGD2bdvHz179nwnPqp6e0qhPkrNqpSYhYWFJCQk4OTkhK6urhjTvn37locPHwoqbGxsTM+ePdm6dStLly5l2bJlnD9/nnHjxuHs7IyOjg62trYMGzaMgwcPytydPHkyW7dulefs7OxM7969cXR0FIQ6PDycZs2aUa9ePdng1Gbdrl078vPzsba2pkOHDhw9epTCwkIMDAzEwsXOzg4nJyexylAZuq9fvxYPPJX0oWwjtm7dKnN548aNgsgp8ZWlpSVDhw6VOTV48GC+/fZbTpw4IUXDlClTeO+994iPj8fKygpdXV0sLS0FbbW1taVx48Y4OzuLR6apqakYi5uZmdVA/F1cXPD09CQ6OlqKDgsLC7p27YqJiUkNP7tz586xc+dOWZ/t7OxEdFN9bNq0CSMjI9LT0yX4PSoqCh8fHzw9PUUMZWFhIb9DmW9XN1G3tbXl4MGD5OXlvdOq1NKqokcoGtGHH34ovoPa2tpyEFe0nN+PP7PiGDFiBNra2rRs2ZKffvpJPquurq787K1bt8q7/vv2q6ur6ztZyZ6enpiYmEgEmzqwKNPmunXr8urVKzw9PdFoNNjY2EghuHHjxj+8zr83qn8+1UVTX+vZs6eACMOHD6esrIzS0lKaNGlC06ZN34n8+g9S9z98qA1XPeD9+/dLaLsKvIaqhUYhZ1ZWVixcuFBI2m5ubsyePVu+T7VDVG8+OzsbU1NTgoKCMDc35/vvvycjIwNjY2PhuCl1j3oBFEelsLCQ1q1bS/unc+fONG/eHDMzMxYsWMBnn31GgwYNiIyMZO7cuXTq1El4TeoF09PTEx6C8rrT19cnKiqKZ8+e0aRJE6ysrNi4cSMGBgZER0eLq3jXrl3lBKMW5datW/PBBx8IdK9MSg0MDBg7diwZGRnk5OTQqVMnSXTo2rUrOTk5mJmZYWBgwNSpUxk/fry0CNu0afNOwLlqfyn0ISEhgRkzZlBUVCTcJMWp8vLywt3dXbhWyqTy2bNn8ozVdQ4fPpw2bdqQmZkpSIVCiKovSqmpqTx8+BAfH58aEU4aTVXUkK6uLrq6uuTn5+Ph4UHTpk0pLy/n6dOn/OUvf5GibcWKFXz99dfMmzePESNGcPbsWV6/fs3jx4/FQiY6OprExERMTU2pW7cuT548YeDAgXItsbGxgmampqYydOhQQdc0Gg3Tpk0jLy9P7mFxcTEPHz5kzpw5RERE0KxZM86cOcPPP/9MvXr12LBhA69evaoRjK0QyfT0dAwMDJg1a1aN9lN1U9S7d+8SExODjY0Nd+/eBap8npKTkwGYP3++iH/U5hocHEzXrl3ldynun0IaFOphbGwsn6OwsJD+/ftLYWhubo6JiQmenp4YGhqybNkyRo8eLTFFI0aMwNvbG29vb4yNjalbty5QZfDaqVMnAgICakTsqYJy9OjRwmlSmZqqKNPW1sbb2xsdHR3CwsJITk6ugYgbGhqyfv16PvjgA+Li4t4pCJVJefWvFRUVyaGxW7durFmzhsDAQEJCQli2bFmNtengwYPMnz8fCwsLadVGREQQFxdHaGgo9+/fp6KigpKSEhwdHTEwMMDU1BQbGxvq1auHtrY2/fv3r8GtbdasGfr6+gwfPpxt27bh5uZGeHg4ycnJku6SkpJCamoqISEhYmdiYGBA3bp1OXXqFN26dcPGxgYzMzMWL17Mjz/+KJ0FXV1diU1SUWSOjo5cuHBBPteZM2fw8/MTXqqjoyMzZszg7t27vH37lrlz52JmZkZqair+/v54enpSWlrKhx9+WCO5wM3NjRkzZsjvDg8Pp1WrVpiYmGBhYcEnn3zCsmXLmD17tsQKqs+i6Ayq4DUzM2Pu3LkMGjRIimmFjCnivnqO9erVA6psSZTnmurcqM9469YtvLy8mDRpkuw57dq1EzrH+fPnayD8yu4jODhYDmpq7VE+h9UPC0pIVv2//f39iYmJITg4GEtLS2bPni3+hX801N53584dVq5cyfvvvy+Fy7Fjx0R1u3XrVpKTk7GyssLOzk6UqcbGxuzbt68GAmdqakphYSFpaWk1uJsq2qxWrVo4OTlRp04dsVxSxd7GjRu5f/8+7dq1Y8iQIWRlZdG5c+cadI9/dUydOpVGjRrRqlUrDhw4QGlpKVevXiUnJwcDAwM58KWmphIcHCzo8n+l/9w/Ov5T1P0LQ714+/fvl8UEqtpkSUlJmJiY8OGHHwJVL2d6ejqxsbF06NBBfsbt27cZPnw4zs7OUtj99NNP+Pn5MXToUOrWrSs5mnFxcfj5+REeHi7mltWzBnV1dUlISJCAaFdXV7y9vSUoecaMGcIdmjhxImVlZZSXl/P27VtiYmKwsLAQIr27u7sodVUxYmRkhIODQ42WLsDatWul1VJUVCQT+NChQ2hpVbVQP/roI7E6cHV1xcfHB1NTUxISEhgwYIC8uPb29sTFxXH9+nVpS1laWnL48GEKCgqwsLDAxcWF2NhYRowYQe3ateWkqnhDenp6WFpaSk6pllaVLUhERITYmSiRhzqBW1hYsHv3buHXqMit6qeqLVu24OHhgZGREW3atGH79u28ffuWGTNmSKsgIiKC+Ph4WSj9/Pz46quv0NXVxcnJiRUrVojZ7LBhw0hISGDChAnC40tMTBSI/vbt20yYMIEPP/wQU1NTEhMT8fPzw9LSkhEjRvDTTz9x7949SUywt7cXC5H58+dz7NgxunbtWsNuwszMjAYNGrB7927Wr18vC37Pnj25dOkS2dnZGBsbs27dOuCvYo369evj5ubGnDlz2LVrFz/++KNwin5fTGtrazN8+HAqKiqYOHGibBixsbH4+/tz584dTp06hZ2dHV988QVQFUS+fft2ib5TRrJz584VhXJ1t/uRI0diZGRE7dq1hfOkLFIUaqmUwBYWFsyaNUsoB0qtHBISQkZGBlu3bqVXr17069ePyspK9u7dS2BgIAMHDkSj0QiN4Pvvvxc1rioGHBwccHZ2JjY2lp49e6Knp4ePjw/+/v7UrVuX4cOH07FjR/l7bm5uuLq6SsKAQnmOHj1Kt27dCA8P5/z58/J1BwcHFi5cKHNSS6vKPiYuLo7KykoePXok80UdsHJycoC/biTqn926dRNuVZcuXcTD0cTEhGnTpjF48GB5f/Ly8hg4cKBEZ6loMk9PzxpE9UWLFrFs2TLMzMxISUnhhx9+4PDhwzVMhlNTU+nduzfLli0jLCwMAwMDRowYwaVLl4iKisLY2JjOnTsTFBSEgYGB8Bp1dHSEgjBmzBji4uIYMmQIT5484fnz56IyXr9+PadOnWLEiBEEBAQwePBgoSJ8/PHH0l5WLcTy8nJ69OiBubm52MiYmZmJutXMzExQT7Wuqoix4cOHs2HDBi5fvsxPP/3EggULKCwsJDExUea/rq6uFC/qfcjPz+fWrVusX79eRDUGBgY8ePCA9957j5YtWxIQEMD8+fNrFAA3btzA1taWyMhIXr9+zYkTJ6hXrx6TJ09GS0uLsWPHSoqOehcNDAzw8fER0ZO6hupGwgYGBmzevBl7e3uhsah2rL6+PgMHDuTatWuUl5fz8uVLpkyZgpeXF/fu3avROVDXeuHCBSIiIujRo4fYPZ08eZKXL1/KAU3ZlCiqR61atfD09CQlJQVDQ0P69u0rBZuRkRFjxoyR1riOjo54Y6q5FxISgp2dHUOGDGHw4MHExcXh4eGBsbExOTk51K5dm/v37/P27dt/O62hoqKCuXPnYm1tzdixYwkODiYmJoa5c+dSVlbGzZs3GTZsmBxo6tatKxSI/5ct1+rjP0Xdvzg2btyImZkZ/fv3r5Hz+tlnn6Gvry82AKpwMzMzIzMzs8bPUIWdu7s7kydP5ueff8bT05M1a9bw8ccfS9CxkupHRkbi5eVFSEgINjY2eHh4CGHU1dVVCi+FQPXu3Zu7d++SmprK8OHDsbCwQE9Pj40bN7J27VomTZok3DT10ri5uZGdnS0vvHqxlHmxtrY2Y8eO5cWLF/zlL3/Bzc0NU1NTdu3aRWVlJWfOnKF9+/bo6OiQmprKgQMHWLRokXDaVHGhApzj4+PllPzpp58yY8YMab9qNBpmzJjBvHnz0NLSwtvbWzbONm3a8NFHHxEcHMyzZ8/YsmVLDb6FQkTUPTIyMiI8PJz+/ftLG1EpYAMCAujVq5ckc9ja2jJt2rQakP2TJ08khxeqMgxVS9fd3Z1+/fqJv5La1GxsbPD19RWF4KhRoygpKQEgISEBY2NjunXrxoEDBzAxMSE3N1cWoUuXLuHs7MyyZct48+YNV65coaioCC8vL7p27cr69eulKNHS0mLEiBEkJiai0VQlM3z77beSgFC9ZRkUFET79u2ZOnUqzs7OGBkZsX//fs6fP09BQQH29vaSjvD8+XNKSkowMjLCw8ODhQsXSsapl5cXZ8+ercFf1NPTIyYmhjVr1uDm5kb//v05duwYU6dOFe7W5s2bcXZ25vz586xatYrWrVtz4sQJPvjgA0GElixZQkVFBYcOHaJz587y88PCwigrK8PPzw83NzdSUlKElO7j40PdunVrBJMbGRlJAabRaHBwcMDLywt/f3/CwsLIzc1l+/btPH/+nNLSUioqKnj58iU//vgjw4cPR1tbm+nTp3Pjxg0SExOl1ePn50dISAhff/21CBiU4laJei5dusTDhw9JSEigUaNG5ObmMmPGDOzs7MQrTKPRiFpdW1ubunXr1rCYUJu1qakp9evXx9ramnHjxvHixQuxz1EbR+/evYXUfuTIEWbMmMGMGTP47LPPGDJkCMOGDZNc5upKTWXGqrwnMzMzycnJETsOdTgKDQ0VrzPVKVDt8JCQELH0mTp1Kjo6OqSkpODq6irvukKkjI2NWbp0KZ9++ilubm4S8ZeWloaVlVWNIkn57I0cOZKYmBh0dXWJiIhAW1ub3r1711hLP/zwQ5ydnYV3duXKFXx9fUVAMGzYME6ePMnnn39O9+7dxSRb/a7atWszaNAgvvjiC0HS1T2KjIyU1ltlZaX4a06ePJmAgIAaJtGqaFFrZ1paGm/fvuXFixfC+dXSqlK8Gxsb89133xEdHU1sbCw7d+6UYunixYtoa2tTv359oAowmDx5Mrdu3ZLW/4IFC5g+fbocBBS9prqZtKOjI3Xr1q2BFG7ZsoWDBw+KDVGXLl2ky7Nnzx6gisv34sULnj17JtYvalTPnDU3N2fkyJF8/vnnwF+5nGPGjCEjIwNPT0/53f7+/iKuUzxmtV6bmZkRHR2NlpaWqIFVO7n6vVVWTGp9/fLLL5k9ezZRUVEibps8eXIN9fM/O36Pro0ePVp4mhUVFXTu3Fk4gi9fvgTg4cOH9O7dGw8PDz755JP/Z63WPxr/Ker+hXHu3DkcHByk3fH70bhxYyGa2tjY8PHHH9O1a1cMDAyErwVVL8edO3coKioiKCiIvXv3Ymtry6JFi6isrOTVq1d07dqVyMhIEVsoTpDyX9PS0iIhIUEUpZaWlqSnp9O9e3d8fHzEFf/Vq1dERESIGahGo8HZ2Zng4GBq1aqFg4ODGD56eXmRm5tbw8pEnaSKi4u5efMmL1++ZMyYMTg5OdG0aVMp/NSLGhwcTGpqKk2aNMHZ2VkWHqUgVUWbWoxtbW0FCbS0tKRXr16C6C1ZsoQ2bdqISlRtDpaWljg7O9O+fXuaNWsmJ1IdHR0CAwMFfQgJCRFrFAsLC7p168by5csZMGCAFAB2dnacOnWKzZs3o6+vL9yPBg0acPHixRqmkefOnaN169Y1Nkc9PT3Cw8MxMjKiqKhI7ptSc7m6upKRkcHx48eprKzEycmJoKAgKioqePHiBWFhYbJ5Xrhwgdu3b+Pu7s6ZM2fYvHkz3t7eQuJWBa5Go6Fnz570799fuGdKIRYQEMA333zDp59+KvFtPj4+UnD26dOH999/X7zeSktLuXDhgmw8Fy9e5Pvvvyc2NhaNRoOlpSUuLi4EBgYKQrBixQpJJ1CteY2mytw4NTVVFtY1a9bQunVrRo8eTXl5OVlZWZLTOnDgQHx8fFi+fLm0N21sbOQdWb9+vYhYzM3NOX78OK1bt2b16tX88ssvkt1oaWmJn58frq6uGBoaYm9vT0lJCVZWVujp6YnnYXUEV1mLREVFkZaWRq9eveQZ3759m6FDh4rFhCoMVfvX0NCQ6OhoMWaOiYmRKK9p06ZRUVHB5cuXsbe3l9i0lJSUGu/t7/9YWVmRkJBQQ8VtbW3N7du36dmzJ8HBwSQkJNRATCorK7l//z61a9dm//79LFmyREQApqamBAcH07FjR54/fy5G2ubm5iIWUfSH/v37c/r0aZlf6kCp2sTqYBAXFyeRWhEREVhaWjJv3jzevHnDsmXLRBBw6NAhfH19awTYDxo0iN69exMYGMiKFSsoKCiQQ6GdnR0fffQRFy9eJD09HR0dHbp27QpUIWy//vory5cv55NPPiEiIoL3338fQNpcAM2bN5d4ufLycoYNGyZejSEhITg5OZGcnMyOHTvo06fPO0r45s2bU1JSUiMNRfGGW7VqxYABA8jOzhYhhZmZGREREYIw2drayt9VEXRaWlWigPz8fBwcHIiKipI4rGbNmjFs2DAeP35McnIy8fHxbN++XQoClTOr2odXr15lx44dMudUvJWzszMuLi6yTyjUUM0pe3t7yWZWRWf79u2JiooSv0NlTBwfH8+pU6fo2rUr58+f/9M98LfffiMlJYVevXqxe/duNBoN/fv3p379+vK58/PzGT58uNgMaWlp0axZM5YuXSptabV2ent7i9BP/X1ra2tatmyJi4uLPA8HBwfpTBQWFvL27Vtev37No0ePOHfunFARVBH+z47q79b27dvZtGkTubm5mJubC9/z1atXdO7cmdq1a/PBBx+I+XJZWRnTp0///wyhU+M/Rd2/MLZv305MTAwPHjyoka0If50Ua9euZePGjcIxO3v2LJ06dSIwMJANGzbI9+3bt4/i4mJpz6m2gOLkHT58WAoxNdkbNGgghZGyjWjbti2enp54enqKVYWenh6xsbHcu3ePsrIy9u7dKyouZYugFiFTU1OKi4sFbViyZImoU1UWn42NDUFBQTRt2pTc3Fwh4AIkJSVhb2/PiBEjWL9+Pa6urnh5ecnG0LBhQ4ncUpwNLa0qMrbaTHR1dWndujWHDx9m+PDhmJiYyKLbrVs3unTp8o7Vg7KIcXNzk+JFRTCpOJzt27eLl5X6rG3btqVjx45kZ2dTWFhIREQEH3zwAZaWlixdupTatWsL4TY1NZVTp05RWVnJxx9/TP369bGzs5MTvZWVFe3bt+fq1at8+OGHNVAAR0dHcnJycHFxoVOnTsyZM4du3bpRq1Ytae+dOHFCFMLa2tqCHPr4+LB48WLh6zx48ECQzYCAAD799FN0dXXJy8sjJycHjabKBV4Vqu7u7qSkpODp6SnIS+vWralTpw5eXl7ExcWRm5vLrVu3pGg9e/asJCoYGhoKLyg+Ph57e3uZL6pNpSxUDh48iLW1NVZWVvj4+GBnZ8fjx48pKysjNzeXUaNGyWa1du1aKf4uX75Mfn6+RFApHz5XV1cqKyu5dOmSFLxqYXd3d+eLL76goqKCMWPGYGdnR/fu3aWQDg4OZvjw4UL+zsrK4scffxQ+UlZWFpMnT6Z169aSCzt79mxsbGzIycnh7NmzjBs3jkaNGlFYWIiFhQUpKSmCZjg4OMhhplevXgQEBEj+r6OjIytWrAAQ3mN2drYUUEr4oAQe6nOpNme9evVYt24dgYGBUrhv3bqVvLy8Grwy9bwqKyvZtm0b4eHhBAcHo6ury2effcarV684cOAA9evXJykpiQcPHjBv3jwiIyPJysoS8VFqaioDBw7kypUrzJo1Szbf0NBQeV8VkhIQEEB8fDx+fn6CACse1eLFi6lVqxZdu3bFycmJ3r17M2/ePEE309LSiIiIED6xsj8aNWqUoLAAffr0wdDQkM6dO8t6e/HixRrrb2FhId7e3jKfVGE3atSoGgT1GzdukJeXR2xsLE2aNBHkLjMzk+3bt9OjRw+MjY0FVdNoqszA33vvPfnc7u7uWFlZ4eLiIkKucePGcfToUVJTU+WQoA41aq1TObDqGevq6tKiRQtiYmKIioqisLBQDpIAT58+pUGDBkRHR4svYlZWliCN8+fPr1EIKZ7zgQMHCA8PJzY2ljdv3nDu3DlBY1WxqSyjXF1dhbJRq1YtaRPr6+vj4ODA999/L7zf+Ph4fv311z/dA7///nsCAgLYvn07Pj4+QpnR0qpq6yuT6a+++oqKigri4+MF5bWysiIrKwsvLy+MjY3JyMh4x+9RS6uK5lM9R1pPT4/k5GSsra3x9/fHwsKCXbt2Sat4xIgR9OjRo0bn7J8Z1Qu6/v37Y2lpKbnitra2NVTVr1+/plu3bnh5ebFu3bp3kLn/IHX/y8bs2bMxMzOT/1YPsLKyklOnTrFt2zYGDBhAcXFxDd+xEydO0KVLFwIDA9m0aZMQZRs1aoSenh5z585lx44dNYjt1b3gXFxchBcUHx8vCJtyyg8KCuLmzZtcu3ZNHPVdXFzIzMyUVuKyZcvQ19eXxVshEerfq28yAwcOJDMzEysrK1E7ZmZmEhwcLG0jKysrpk2bRkJCArdv3wZgxowZNeLKFJ+nXbt2rFy5koMHD0pRpK2tzfbt2+nWrRtmZma4ubnh7u6Ov78/6enpGBkZYWZmhkajYd68eUJ+t7OzIzMzUxzP33//fb799ltiYmJo3ry5FI2qtaJSFZT6WBkL9+rVi++++05sGlSqwc2bN3Fzc6OwsBAvLy/i4+OZNWuWKPdUu83R0ZHu3bvj5eVFw4YN+eKLL2QRsra2FrRh2LBhpKWl4enpSXp6OkFBQeTm5rJr1y45eU+fPp2lS5eSkZFBbGwsTk5OWFlZMXHiRB4/fiztDjMzMywtLcnIyBBfPC2tKsWYKlZUgePg4CBFkUKafH19Rb138+ZNKioqOHz4MDNmzCA1NRUzM7MahZSdnZ2YWTs5OYkBrto49u3bx5MnTyRRYtu2bUJkDg0NJTAwUA4/r169YsGCBaxatYqwsDBsbGxo2LChJIosWbJEiiFlrqvafNVNdxUilpmZKUkIRkZGkqqiipcxY8bg4uKCk5MTnTt3Jjc3l4kTJwrHad68edy6dYtt27ZJ68rQ0JB+/fpJC1HNP3VPTUxMBGlUfmAqpk9LS4t9+/bx2WefSRG8adMmeU7qffvmm2/EfNrIyIh69epJkdy3b19GjhyJvr6+mBUHBQXJPayOGm/ZskXaTlpaWmLJow6ZU6ZMwcHBgUePHgmxvqSkhHbt2gkKt2nTJl69ekVOTg5aWlpykFLFdWpqKhYWFoIcKasSU1NTGjVqxKBBgwQ1hipfOBsbG1q3bo2trS329vb4+fnRokULTE1NCQ0NlezU169fy0FFZfI2a9ZM1tQjR44watQofvnllxo520oQ8PTpU0pLS7l+/Tre3t507NhR7s+zZ89o0KCBRLyVlJTg6uqKkZERzs7OtG3blh49ehAaGkpwcLCgziEhIcLtU/dDpazEx8eLgn/Pnj2CqNavX19Mxhs2bMjVq1cZM2aM3DMtrSrrjZEjR2JjY0NJSQmRkZEA7NixgzVr1rBnzx7Mzc0JDAxk9+7ddOjQgS5dutC9e3cp1KpHfSkE28vLC0tLS4YMGfKHJsnqWQ4YMIBRo0bVsARRKPv+/ftZsGCBrAvnzp37m3vg559/Tq1atbhz5w7ffvutOCSoezh+/Hjq1q2Ls7MzN27coLKyUvjOiieq9rbz58+Tl5cnsXjV1yqlcldIuaurK8bGxiQmJspBdteuXZKXe/bs2X9mK39nVFRUcOPGDZo0acLJkyf58ccfGTp0KF5eXujq6vLVV1/J97569YrJkyf/f1rA/dH4T1H3L4zLly/j5eXFhAkT5JRYXl5ORUUF9evXx9DQUDx6lDWEGidOnKB79+5YWVlhbm7O/Pnz6dKlC+PGjQPg559/Fn6cao0ovysnJyd8fHwkFiYmJgZ9fX3S0tJITU0VJVBUVBS6urp8/PHHzJo1i86dO4uS7eDBg+zdu7cGD6hLly7imaQgeRMTE9LS0jh27BgXLlygadOmoszNzMyUDMaIiAjy8/NFGDJ//nwcHBzYtWsXFy5ceIdMP3nyZPLy8nBxcaFRo0ZSAAUEBNC8eXMuXbrEiRMn+PjjjzExMSEyMpIBAwYI1ygpKYmRI0eSkZFBw4YNOXToEAUFBbi6urJ+/XpWrFiBlpYWgwcPxtfXV7Iz1Waio6MjSJqKcWrbti2ZmZkYGxuzdetWfvvtN2JjY+natSuVlZUcOHBANt/o6Gjc3d3Jy8uTwkZZODg4OAhROTk5GW1tbZo0acKePXsoKSnBzMxMeEabN28WI1+lxkxISBAStpmZGevXr8fT01OeuzLWNTc3Z+bMmVJUqda4KqCrk4yVXYutrS2FhYVifTB69GgiIyOJjY1lxowZ+Pn50aFDB+rWrcvnn39OREQEkydPlkXWxMSE3r17ExcXR1hYGE5OTlI4m5mZSQyZ4qYpntyMGTOkGFF8wdevX4sKV12Pubm5IBO6urr4+fnVMNlt06YNaWlpJCUl1WhV5ubmytzq3r0748ePJzw8nOjoaGrXrs369evFCNre3h53d3c+/fRT0tPT5Z3buXOnoJvqnirboHXr1tG5c2dRTavCTm2w2traxMTE4ObmhpubG2lpabRv357+/fszePBgMfRV6LEqvgoKCgQhqlWrFsuWLSM9PR2Npsos+ezZs4wePZqCggK6desmrezqOZu3b9/Gw8MDc3NzJk2aRGJiIllZWcyfP5/9+/fz5s0bpk6diqenp6Bwurq6mJmZERgYKJt7eHg4GzZsIC8vT9z4FZXByMiIqVOnYmlpiaenJ7169SI+Ph5TU1M8PT3x9vZm/fr1TJ48GUNDQ3Jzc3ny5AmLFi0SzuqWLVvQaDSEhYVhaWkpalxvb2/WrVvHkiVL5F526NChBmLSt29fsrKyePLkiXytsrKSo0ePEhERgb29PbGxsXJf69Wrx4QJEzh+/Dhffvkl6enpeHp6EhAQgLe3txi1qwIsJSWFOXPmYGFhQUhIiBREqr2s7lF6ejqXLl0iICCAZs2asXXrVk6cOCEHHAMDA7p06cLp06exs7OjcePGdO7cmXbt2on5uRIInD59mu3btxMVFUVWVhYajYZNmzZx9epVEhMTsbS0lOSIiRMnUl5ezg8//MA333wjh+OBAwe+I2pTqGB18Vn1Vr8yyP3oo48k7aRevXqkpqbWiBWsHmX5Z+PgwYOS6qDeB6UC1dHRoXnz5uzZs4eIiAjhInfv3r1GezgxMREbGxtR67Zq1Yqvv/6amTNnClVmzpw50lbOyMhg2rRpXL58WbxhmzVrRteuXTE0NPwvMRZeuXIlsbGxpKamiu+c4habm5uTnJzM27dv/0chc78f/ynq/saoLqHfsGEDa9askVZA3759SUhIYPTo0ZSWlnLr1i06d+5MrVq1GDt2LFBF1lU8i/z8fPm5x48fp3HjxkRERPDw4UMiIyNZvnw5d+/excnJibZt2+Lh4SEihlmzZknmpTrJqdzN2NhYEhIS+Oijj8jNzcXOzo6kpCTmzJkjprEPHjyQFycrK4v8/HwaNmzInj17BP2Ii4uTcORPP/1U+HFKpXjy5EmWLFnC5MmTefjwoXyWJk2aMHPmTB4/fsyTJ0+oU6cO8+fP58KFC1y/fl1g9+obob+/v5jZNmrUSHhHrVq1kvv+/fffyya3fft25syZIwtUp06duH79OllZWcTFxfHVV1/RsmVLHB0dWbhwobR9FFfE0NAQExMTwsPD5dSsCirluRcZGYlGoyE7O5uZM2cSFRUlaR+TJk0S5VZgYCD6+vrExMTUsLjw8/Oje/fu2NvbY2NjQ2hoKObm5ujr62NtbU2zZs2YPXs2y5YtIzAwkJKSEk6cOEFgYCANGzbk6NGjsogsWbIEGxsbTp8+zdq1a8UMWG0g9evXp3PnzlLwhYWFiX2K4vKoIl0JXPT09KTlpqury6xZs/jxxx8lVaFXr164uLjg4uLCyJEjsbOzY/z48Tx48OCdlrfy3PP09MTS0hIbGxt69eolZPnqiJIaKti6oqKCDz74ADs7O9asWSMKai0tLREUOTg4sGjRIubMmSOFQWJionDC7Ozs8PLy4ty5c8yYMQM3NzcSEhKoXbs2o0aNYtSoUURFRYlHnHoWtWvX5quvvmLgwIE0bdqUCxcucPfuXeLj4ykqKhL+l9rIleO/mndKAV2/fn35voCAAIkCKykpYeLEidjb23PlyhVevHjBnDlzpHU0fvz4Gginvr4+xsbGYpORnZ0tnmm9evV6R7k3YcIEOnToIG2xO3fu4Ovri7u7O0+ePBFRi7peNzc39PX1JfYqNTWVnJwcZsyYwciRIzEzM6uholccVVX8GRsb4+7uLuaxkyZNYtu2bSQkJMjhwsXFhcGDB3P37l02btyIh4cHeXl5PH36lCFDhqClpUVKSoqgMkoduG/fPuGVpqens3TpUnR1dZk6dSp37tzh+++/p0+fPlhaWr7TflXj5cuXzJo1i6KiIkEzfXx8xEewS5cumJqa4uPjQ1ZWFrq6unh5edG3b98anDdzc3OcnZ3p1KmTIE3W1tYy79X6pQrCWrVq0bJlS7EGUgfXoqIiAL7++msRzBw9epTu3bsTEBAgljXHjx8HoE2bNkKZUOPGjRs0aNBA5oGLiwv16tUjOTmZ1NRU4uLixFO0V69ebNq0CY2mKtarsLBQDlrK51QhaGreBQQEYGVlxYABA7hy5Qrl5eVcvHiR/Px8zM3N/6kIrYiICGJiYhgyZAi6urpMmTJF5rO+vj7h4eHk5uby008/8fDhQ/Lz82Wt2rhxo3SB1Lum5ntZWRmfffaZrN06Ojr06NGjxlpy5coVsrKysLS0RE9P79+2LamoqKCsrIypU6cKtzw3N5fx48dTUVHB8+fPSUtLQ1dXl27duv2PKuJ+P/5T1P2dsWnTJmxsbMjIyJAMw4ULF/Ly5UsGDBhAUFAQ+vr6hIaGYm1tLcXbnTt38PT0pFOnTixdulROcmosWLAAa2trfv31VwYPHkzv3r1xdXWle/fu7Nq1qwYMraJQVGSXOk3a2trSrl07MjIySE5OFmm4trY23bt35/Xr11RWVvLhhx9iYWEhSkAzMzMsLCx49uyZoFBaWlo0btyYzMxM2RDq1auHk5NTjYBsNXbs2EGnTp2wsbERDsPFixexsrJi37596OrqkpWVRUpKCj4+PqLM1NHR4eTJk0DVy/vFF1+Ql5cni6jyqCovL+f69etyivzuu+8ICgqS1I7Dhw9z6tQpCgoKuHPnDqNHj0ZbWxsnJydWrlzJ1KlTiYmJEY6dpaUlWVlZUsxlZ2fTrl07IiIiaNKkCREREYSFhTFx4kTMzc1xdHTkp59+AqBp06bCh4qPj2fKlClyP1ULTUurimcWERFBnTp15KSsFvz+/fsDVc7s6enpYm9z/fp1GjZsSEZGBpcvX+bmzZtoa2sTEhLC7t27GT16tHBFXFxc2LZtmxjGamtr8+mnn3L9+nV8fX3x8fEhPz9f5k1xcTEjRoyQTUnlvAYHBxMYGMj+/fsJCAggNjaWjRs3EhER8U7xpjY59TNNTEwEsVWRYjY2NqLeUwtzRUWFFHUffPAB06dPZ/r06WzYsIEhQ4aQn59fg1qg0FOFFoeEhNCtWzdBaM3MzLC1taWgoID09HTS0tKYNm0aXl5erFy5EqjiwURGRjJ69GiKiopwc3OTNv9nn33GhQsXGDFiBNbW1ly8eJEPPviAbt264eLiwpdffimea9X5kBqNhlWrVsmhQn1PcHAw+vr6LF++nMuXLxMWFkZYWBjXrl0jKChINqG+ffvK++rl5VXD369WrVosWLCAefPmyfd8/vnn3Lt3jxYtWsjhEKoKZLWBFxUVcffuXVljVCSbhYUF3t7eNdI1MjIyOH36NImJifj4+JCXlwdAVFQUOjo6hIeHS2tPS6tKobh48WJcXV3x9/ensLAQZ2dnrK2txSw9Ly9PbIMyMjIwMjKStW3z5s14eHiQm5vLlStXMDU1laIiIyNDPgtU5VtbWFhQUlLC8+fPWbJkCQYGBuIbaWlpyZo1a/7m+qxasp999hmmpqbSklQiJ6WoVHYjfn5+eHh4YGVlJdxIhZxWVlYyaNAg8Ue0t7cXPnH1P79PNFBzTBH5GzVqJOkirq6uaGtrC+LUtm1brl27xrNnzwgMDKSgoIC4uDj69u0rn+Xq1as0aNBAeHqdO3emd+/eNGzYkAEDBoiPZ0ZGBoMHDxZhkPLCrI7UjRw5kk8++USiwrS0tPD19eUvf/kLUMVHPHz4MEOGDPnT4vn3Q5nLz5w5s4ZHm6KAqLVCtYgVn1cV+I6OjkyaNIkrV66I2tnAwIDVq1dTWlrK27dv+fHHH+XQbGhoKNxt9bvVfWratOk/fN3/yOjZsydNmzbF2tqaiIgIsSEaPXo033zzDQ4ODsTGxv5LyRT/r8Z/irq/MU6fPo29vT0LFiwAqgwV9fX1GTlyJNeuXaNnz540btyYNm3a8OWXX0pcTXl5OZmZmbJxP3jwQOK1WrduzePHj9mxYwdubm7k5+ezaNEi9PX1qV27Nr/++quc6Ozt7cVDSKm6qr80oaGh6OvrSzZor169mDZtmngWLViwgNLSUlq2bEl8fLwsxCqqJTg4mMePHwtip/h6vr6+onxKSkrC2NiYSZMmCQITExMjJ/y0tDRRBUHVQq2I/rVq1cLd3V34GUogYG5uLrYZUNX+atiwIT4+Pnh4eDBt2jRxiT958iRRUVEi+mjUqJEoMTt37szr16/FbDcuLo709HQxet23bx+XLl0iIyNDFjRjY2OGDRtGx44dmTBhAoWFhezdu5f8/HySk5PZsmUL586dk5zTOnXqYGJiQnp6uhimKg6UIhtHRERIK9fKyoqOHTty8OBBTp48ydWrV8UKBKo2oYKCAkaNGiXcn+vXr9OoUSNCQkKwsLAgNTWVqKgoHBwcMDIyom3btly9ehVzc3OioqLEkFZPT4+oqCgArl27JokjSgWtilXVZm/durXcU41Gw5gxY/Dw8ODKlSucOXNGrDWUf5d6xvXq1ZO2o7a2NpGRkRQVFaHRaAgKCuLatWukpKSQlJTEpk2baix4gwYNkpO4UmNGR0djZmYmrdcGDRrU2BDUAUg5syv1m4uLC/Pnz2fevHmiBFYtLRWsPWDAAGJjYxk6dCjr16+XFq6xsTExMTF4e3tz7NgxvvnmG/r06UNOTg4hISFC1FYGqXp6elhbW5ORkYGTkxOnTp1i7Nixguw0bdoUBwcHCfC+du0arq6uJCcnU1xcTFxcHMXFxeIdWR3R+X1R4OTkhIODgyC76jrVOwB/bV0vX74cjUZDmzZtuHfvHpcuXSI3N5ewsDD69OnDuXPnuH79umSVamtrs2TJEq5fvy5eeQkJCXLvP/roI3bs2CHPOjAwkHXr1uHt7S3FTUBAAC1btuTs2bMMGDAAW1tb5s6dS6NGjcjIyGDAgAFoNBq+/vprSktL2bRpE25uboSGhtZoj6t4xIqKCrmXenp6pKam0qlTJzZt2sSBAwckVm3BggXvBMdXt5tQG/y5c+cwMjKiU6dOFBYWYmpqKtzRkydPihAnLS2NNWvWYGdnh4GBAcHBwcTFxUkbXD33jh07Ymtri4WFhTgG/F7UYm9vz65du7C2tkZfX5/AwEChPSjFbGhoKFZWVnTq1InKykp+/vlnysrKuHr1Kq9eveLNmzeUl5czYcIEYmJiKCoqkjXhxo0bZGRkYGNjw+7duzlx4oTk5kJVQWNmZlYjucbJyYn58+fL+l6rVi0R19StW1ciEZs0aVJD2Kc6Ov/oqKysZOPGje/EN1YX3al/qmKuU6dOzJw5k7KyMubMmYO1tTUXLlzgxo0b4iOpp6dHQEAASUlJ1K1bF1tbW+Gaurm51YjW/P178a+O6mvVuXPncHV15YsvvmDevHlERETQoUMHxo4dS3Z2tnTK0tPTa9y7/2njP0Xd3xiffvqpON3fvHkTDw8PevTowdmzZ7G1tSUtLY1WrVoJ9KzG7du3CQ4O5vDhw6xZs4YHDx6QnZ3NuHHjGDBgAKGhocTGxgqqNnfuXEaNGoWBgYGc5FW7z9ramujoaBwdHeVUo07Wzs7OODs74+DgwJgxY+TFnD59OmZmZrRr144bN26Iq72LiwvFxcW8efNGAstDQkJ49uwZZ86cIS0tDRsbG3r27MmVK1d4+/YtJ0+exNDQEENDQ2bOnMnHH39McHAwQ4YMYfHixWRmZpKamsqnn34KVBXCGRkZREVFUadOHfT09CgsLOTRo0eUlpZKO8vOzo7S0lJ5KT755BNpE6oNQLVGlYLOxsaGuLg4QW9MTU1ZvXo1rq6uFBQUyP3ft28fbdq0ISUlhYsXL3LlyhVBzxwdHRk2bBjR0dG0b9+egIAA5s2bx/3798nLyyMhIYGtW7dy8OBBdHV1RQ15584djh8/XiPofPr06aSmpmJvb0+zZs349ttvsba2Jjs7m59//lmuRy2gb968YdSoUTg5OXH9+vUac23jxo3yvL/88kvmzZuHr6+veKvt2bOHEydO0K5dOxHgqHvVtGlToEqRFhMTI9FYaWlpQuq3s7OT6LFTp04RFBREt27dsLa2lmeQl5eHhYWFoA5eXl6CCKpNTRV8+fn5tG/fHiMjI/Fk8/X1reE+P3HiRHR0dOjYsaOoMVNSUuQ5+/r6Svj4ggULWLdunaCQDRo0IDU1lXPnznHo0CHx3lLFlyo+lfrQ2dmZo0ePAlWilPDwcElJWLp0KVOnTuXSpUtMmjSJgoICmYP6+vqUlJTUQFxbtGhBy5Yt0dHRwcnJiaysrBrcOB8fH/FSjIqKYtGiRUAV6urh4UF8fLzkIR85coTU1FT52QYGBnz33XdMnz5d7mteXh7p6emUlJQwb9485syZIweot2/fUllZSXl5uaBgCl3y9/cX/pOaY69fv2bYsGGCWLm4uFCrVi02b95Ms2bNcHR0xNjYGGNjYwIDA7l27RrTpk2TqLCgoCA8PDywsLBgyZIljBkzhjp16uDg4CAK4I4dOwJVIo1GjRqRmJiIhYWFtO7Kyso4d+4cWVlZNGnShISEBDFcdnV1JTAwED09PczMzNi5cyebN29m/Pjx2NraSsFVnaj/+PFjzp8//4cu/T/++COmpqY0b94cgNzcXBITEwUdHDp0KLdv3+bixYtix6Ji+pQHorpPal4p2xkVPxUVFUXt2rUxNTUVkUhhYSFlZWVs2LBBDtExMTFs3LiRcePGMWjQIAoKCrC0tGTChAlyvdeuXSMkJISioiLu3LkDVNmDTJw4UQo79fnWr19PUlISmZmZ7Nmzhw8//JCoqCg6d+4sLcjqXqI+Pj60bNmSH3/8UebziBEj6Nq1KzY2NlhYWGBmZkZGRoYU1//K+PbbbzE2NsbQ0FAOWb9HMd9//30aNWokc1z530GVo0N+fr6g+fv378fJyQl9fX2io6Np164ds2bNokGDBnz00UeMGzdOzKlV6/q/ekydOpWhQ4dKLNrz588FXVVit3Xr1tGxY0eMjIxYunTpf8t1/FeM/xR11UZ1Dt2TJ0/49NNPad26NT///DMuLi50796dM2fOiIXI+PHj+fXXX+nbty8lJSVysv7111/x8fGhY8eOmJiYYG1tLckCqrWpvN0sLCzw8fFBX1+/RhagqakpDRo0wMDAgLCwsBqbzsCBA8U/zMHBgSlTpkhChIKvZ8yYga+vr1h5KFj+008/paKigtLSUtlsGjVqxNOnT3nz5g0fffQR7u7ulJSUSLTTkSNHRBXVsGFDli5dKpyCc+fOCVKgVGsbN27E1NQULy8vKVy7devGgwcPePPmDd27d8fIyIi1a9cCCAF40aJFrF27lry8PIHvnZ2dSU5OFqsLtfCq0Gy1Gf0+22/fvn2iMlYxRBpNlRlxeHg4dnZ2ojRMSkri/v37XL58mby8PFJSUiQ2ytLSkk2bNlFaWsrLly+loKxVqxatWrWiRYsWTJ8+XYq4CxcuYG9vT0pKisShAXz88ccUFxdjb29fg9BbUVHBxYsXWbx4MYMHDyYzM5OGDRty7NgxOXU7ODiQnp7Ovn37anDWVOavqakpderUoX379hJy7+vry5IlS6QYU/Ycb9++JSsri3r16vHJJ59gZGTE3r17xTOxdevWUrCoIs7R0ZHMzEyMjIzo0aMHgYGB5ObmcvToUXR0dMSv8enTpzIv1qxZI8jo8uXLJbezR48e0u5S4fEmJiZ0796duLg4KRpVuzswMJCWLVtKa93GxkYEIHFxcURERKCjo0NISIjcN6hCI9evX4+zszNhYWEkJSWRl5dHaGgovXr1YteuXaxduxZLS0s8PDwoKCgQY1MTExPy8/Np0aKF+BWqzUpdl/IdVAeO9u3b88svv3DmzBlsbW1F/KEC2lV2p4ODA76+vhgYGLBw4UJOnDhB/fr18fPze4eLWJ23c+TIEYyMjDA3N6dXr14i3KhXr54k2ixdupTExESMjY0xNTVl69atNGnSRNqxKt5K8UoVcq/EPikpKezevRsvLy+Sk5MZOnQoRkZGTJkyhSNHjtCjRw9BHocNGwZU0TBUofTjjz++s6Yqc9Zvv/2WjIwM4UimpKRw/fr1GkjHw4cPKSoqIiYmhlevXnHlyhUmTJiAh4cHgYGBNGnSpAZ6qe6LsseJj4/H29ubbt26yTqh/CMXLlzIoUOHWLlyJYaGhmRlZfHLL79IoaoOkkuWLOH169dMnTpVWtiBgYHUrVtXDnN6enrMmzdPsoHfe+89QUUtLS1p166dtPDq1q1LnTp1xBQZqnJRY2NjGTx4sNyzJ0+eMGHCBOLj4+nUqZN4vy1fvpxGjRoRExPD8ePHmT17NuHh4YL+de7cuYYYwtzcnPz8/BprqHrW+vr6nD9/XrjIf6tAqk6fqD4Uncfb25uJEydy584dnJycMDExoVWrVkRHR4st15IlS9i2bRve3t60bNmSb7/9lvHjxxMaGipI7vHjx+XA4unpibGxMT4+PmKyD1UUKHd3d7Kzs6UQ/ndGdVsgqJqj7du3R6PR0KhRI/n68+fPmTdvHk5OThLX9ujRI/r160e7du2EI/w/bfynqPvd+Pzzz9FoNHz77bccOHBAsgL79evHjz/+KN5XvXr1olmzZjx79oyWLVsSERFBQEAAmZmZLF68mA8++KCGQtDLy4vly5dTUlIiClNPT0+JobGxsUGj0bB69Wr27dvHggULsLGxoW3btowdOxZ/f3+xE2jatKnEeim/poqKCsrLyzl37hxjx47lzZs3kvuoTnMqR3H16tU8fPiQ5ORkQfAGDx4sk3nJkiU4OztTXFwshd3mzZsFvh8+fHiNe3b+/HlpPTRu3Jjo6GhWrVrF+fPn+fjjj2VDLCws5PHjx1LY2dra8uzZM2bPnk3t2rVlE7t69So+Pj6Eh4dLq2DlypUStu3u7s7x48ellRAZGcm8efOAmqf4uLg4OnXqxO3bt4mJiaFOnTpERUXRpEkTzMzM0NPTY9asWTRq1EjC0C9duiQqWWU2amZmxqZNm7h79y6JiYmywCt7it9zOs6ePYuXl5fwVq5evUpKSgp5eXk1UilmzJjBnDlzpB05efJkrl+/TuPGjYmPj+f48ePMnz+fgIAAbGxsaNCgAQcOHAD+uiANGjRIrGDCwsLYtGkTnTp1EkWslpYW8fHxpKWlcejQIfLz83F3d6esrEyKuvz8fBYvXkxwcDDLli2jZcuWEr+lpVXlTzhu3DguXbrEiBEjmDlzJg8fPuTt27e4uLgIPUGN8vJyDh06hIuLC7q6uoIkQpUCTk9PT3Ji7e3tMTQ0RFtbW9pYixcvplmzZlLcWVhYkJSUxJ07d1iwYAERERF88cUXeHp6ivXO9evXadCgATExMVLYvXnzRmw6XFxcCA8P58CBAyJIefz4sbSVfX19ZTPS1tbGwMCAvLw8MZlWaIiFhQVNmzbl1atX7NmzB2NjYxo1aoS/vz8uLi6kp6fj4eEhlgzK22rGjBkSGabQobp16xIXF4ePjw+jR4/mt99+e4eArZ5znz590NfXZ+HChdy6dQtPT09SU1OpVasWffv25ebNm1y9elUsh2JiYli3bh2XLl1iwIABFBUVyeecMGGCFK/GxsaEh4fj5+dHaWkpX3/9NfXr18fd3R0bGxvi4+MpLCzkt99+w8nJidq1a8uBaNq0aSJm2bx5szz76tdd/XOUl5dLfnWjRo2kZQ5VHGS1uTs7O9OsWTNcXV1p3749H374IStWrMDb27sGbUONTZs2SeHSoUMHEdsolF95b7q5uUlnw8DAQDiXir9sYGDA9OnTBTkyMzMjPDycmJgYRowYIXxkT09PGjRowKFDhwAoLi4mISGBjIwMzMzMSEpKYujQoVy/fp0TJ07QunVrkpKS+OSTT+Sax40bR2Rk5DuF3ciRI6lbty5z585l+vTpQJXbQv/+/amoqODZs2cUFRURGBhITEyMcJjbtm0rBzElwlGK+tzcXNq2bStI57lz54SL/Pvx++d38uRJtmzZwrZt2+R7PvzwQ1JSUti6dasctLp37w4gvoPqMLljxw4OHToksXM2NjasXbuWn376Sbipypfv3r17nDx5kmnTprFy5Upprfbr14/U1FTu37//zvX+M2P//v0cOHBADN+r+/A9efKE/v37o6Ojw9atW2vY4vw+NnLVqlV4e3vXUKL/Txr/KeqqjSdPnjBz5kxmzJghX5s1axa1atVi5cqVfPfdd4SHh+Pj44OZmRmXLl1i8uTJGBkZ8f7777N06VICAgIIDw/nyy+/5PLly/Ts2RN/f38h6Pfo0YPS0lLCwsIE8q/OF7p8+bIUTqqwKy4uplevXvj6+tbYbHV1dWVzLS8v5+zZs2g0GhYsWMCJEyc4evQo06dPJygoSJIGFArj6+tLcHAwNjY2hISE0LlzZ8lbhL8Wdv379yc5OZkVK1awf/9+yThVqlg1zp8/L6TiqKioGgrZfv36odFUxcIcOnSIH374gXv37nH16lXKy8uZN28eISEhYltw/vx5DA0NJT/0zJkzTJ8+Xcw0VQtEeQB27NgRS0tLab9B1aLUpEkTaX1cv36d/Px8cnNz2bx5M1u2bCEpKYmGDRuipVVlqfLmzRvOnDmDtbU106ZNk5/Tpk0b2bg2bNhAbGystIoUavv7Bef3HJV79+7VsGUAyM7OxsDAgA4dOuDp6SmRQFeuXCE/P18W3RkzZogAo06dOtJyU9ybuLg4mjdvTnR0NCUlJTx+/JidO3dSp04dzp07x7Vr12jcuDG6uro4OjoSHBzM0qVLadKkiajLtLW1GTx4sLSF69SpUyNQ29LSkkaNGmFkZCRF7A8//EBERAQHDhx4J+WgoqKCr776Ci8vL7S1tXF0dGT//v2SE+zk5CQJG4MGDaJRo0YiaFFozJ49e4iNjRWT5wMHDnDy5ElCQ0OZOXMmxsbGeHh4kJqaytGjR1m5ciVWVlYkJSVx6NAhhgwZgqGhIQcOHODmzZs1rvHs2bNMmTJFfMVq1apFVlZWDZK3Qg1tbW0xNTXl888/x9HRkb/85S98/vnnmJiYMH/+fMrLy3ny5AmxsbFSRCh1pUajYcuWLezatUt+rvJ57Ny5M7NmzSI9PZ2ioqK/6USvlI3Hjx/H2dmZHj16iBm2UrU/evRIUhT27t0rvpFQhaJ26tSJWrVqER0dLV0BLa0qEUrHjh1p1aoVTk5OeHh4kJKSQklJCR9++CGtWrXC39+f3r178+DBA7KysiR1RXHp4O/bOqj7r8RBClkdP3487du3lyJvwYIFlJSUsGbNGjkYnT59mrCwME6ePElFRUWNe7Vv3z4cHR2Ff6wsgg4fPkxxcbEkvHh6emJjY0N0dDQhISHk5+cTEBBQIxJMR0cHa2triRm0sbFBT08PR0dHUlNT8fDwwMvLCwcHB4KDg2natCnm5uacO3euxuevzvU6ceIELVq0ICkpSWgq8MeF3enTpwV5XLBgwTuo0qNHj8jMzERPTw9TU1PCw8MFVdu9e7coN1Uaw+9pHmpd+iMO3dSpU2nfvj2vXr2ioqJCPBCDgoLQaDR06NCB06dPs3LlStzd3bG3tyczM5O6dety69YtoGpNc3V1pWHDhkyePJkNGzYwZswY6XDUqVOHU6dO1fDks7KyYvv27e9Ee127do1+/frJ/f13xrJly7C3t6d9+/b07t0bLy8vfH198fb2plWrVlRWVvL69WvJzP7iiy/e4cyp5zt16lQ8PDx49OjRv3VN/13jP0Xd/3+cO3dOiJq/z/wcNmyYhN0HBgYKUb5r167Y2dmxd+9eoCoP9PPPP0dLS0t4Nu+99x6BgYEcP34cc3Nz3NzcePXqFadPnxZOlLm5OZaWlri5uckCpMwiVYstJSVFjF/VYvzNN9+IFPvSpUvo6ekxevRoXr9+TW5uLt7e3nz11VdMmzZN2ngqXsvIyEgSEwoKCiR0PS4uThbMJUuWSDC6QoiOHTtG3bp1ycvLY926dVy4cIH79+/z6tUrJk6cKIvjkCFDuH//PpWVlYwcOZK+ffsKf8rb21tQzRMnTnD48GE0Gg3169fn1q1b3L9/n+TkZLp3746/vz/r169HW1sbFxcXgoODxZupT58+QFVCgVKiTpkyRSLAzMzMBGmEKsRMkbuvXbvGixcv2LhxI5aWlkRERHDs2DF2795NQkICz58/57fffmPFihXi+6dUs9evX+fq1avcvXuXr7/+GmNjYzp27Pg3HdjVqKysrPF97du3x9TUlK5du4paGqoW3eoL7+PHjxk3bhxaWlq0adOG9evXy8/r1KkTtWvXZtq0aYSHh4sSUW0sin9TVFTE7du3RYSxfPly6tWrJ/wjZVSdlpYmbTmFNCv1okIaX758SZMmTUhOTpbF7vDhw0yePJm2bduyb98+Hj9+zNy5c6WA0Gg0omacPHmyJIEodZyyZiguLub69euUlpZy8uRJAgIC0NHRITk5mUOHDpGbm4uBgQHDhw/n2LFj1KtXjxs3bpCdnU2jRo1o0qTJO1YHFRUVnD17lq1btzJixAhppZmZmXHnzh1pBVtYWBAQEICenp4Y0NavX587d+5w584d6tevz6hRo8RjUm2oM2fOFAHF+vXrhcOp7C9+/PFHpk2bJsKF06dPc+rUKdLT04mIiBAUpfpGotqqUKXsVUKOkpIS2QAfP34s7dQOHToQFhbG9u3ba2xGkyZNIi0tjezsbGk3qqJMxcd5e3tja2uLsbEx6enpXL58mTdv3nDt2jX09PSIjo6WDNCxY8cSEBBAUFAQBgYG76h0/5GhLImcnJwwNzdnw4YNojZXc1a1N5W5raenZ41i7rPPPmP9+vVUVlZSVlbGxo0bZS6vXr0aqFJ3vnjxQsRUyq9TxTyFhYWJjYuFhQWmpqYi2LGzsxN7F2WH0qJFC9577z3h/llbW8vhsnqX4PcJQ8ePH//Twi42NpbevXvz008/8fTpU+GQDR06FICjR48ydepU8vPzyc/P59y5c2KrY25uLuKJt2/f0rVrV6Ha1K1bl7Zt20ph/PfG1q1b0dHRoVevXty7dw83NzdiYmKYNWuWKLRNTExEWKToK0ZGRty/f59hw4YJR7S0tJQDBw7I4XvhwoV07doVS0tLkpKSsLCwYPHixQCEhIQQGhrK+vXr5fm+efOGBQsWkJub+28XdPv378fCwoJ+/frh6upKjx49GDJkCKNHj8bY2Bh9fX1GjRpFRUUFr169olu3bhgYGIjrQ/U5/ejRIzp16sSZM2f+rWv67xz/54s6tSHdvXuXLl26oNFopCCr/pJ+9913EoR89OhR0tPTMTQ0FFTv4sWL1K1bl5SUFMzMzFi3bh1ffvklY8eOxcjIiGnTplFUVIS7uzupqakcP34cJycnSkpKatiVKBRp5MiR6Ojo0KdPHxYtWoStrS2pqamidkpPT+fJkyeUlZVx5swZ2TiXL18OwN69e2nRogXh4eEcO3aMsWPHEhoaKkkUakEfP3685MweOXKEkJAQUfT17NmTpKQkbG1tpRCprKzk8OHDEkhtbW2Nj48PzZo149q1ayxfvlxI7Or3WVhYsHDhQlH/Kfm7Msvdtm2bfK5Zs2bxyy+/MGHCBHR1dTE3N2flypXi9aSlpUWrVq2k2O3ZsydZWVl07NiR3r17k5CQgI+PD/Xq1fvDF+/69etkZGQIWVh9TXHZpkyZQq1atRg+fDhhYWFER0eL8la5r2dlZdXYXFQruHv37n+TY6HCwOvVq0dRURFDhw4VUYepqSmdO3cmNDRUijKlSqu+qMybN48ePXpgZGRETk4Oq1ev5urVq/j6+rJo0SLGjh1LnTp1uHv37h8iJ7du3cLf35+QkBASExOZN2+eFDc5OTmkpqbSpUsXye+8evUqHTp0oFatWjg7O4vaOzExkfDwcCkcN2zYIMaoCvEJCQnB09OT9u3bS4SQo6OjfJ4NGzZgZ2dHRkYGPXv2JC8vT4pIJycn5s6dyy+//IKhoaGkmnTq1Im5c+cSFRVFeno6ixcvZuHChaSnpxMaGsrbt2+5evUq2dnZgihWVFSwZs0aIiIi8Pf3l2vR1tYmNTVV7DMyMzPFOV4Voc2aNUNLS0taYX369EFLqyqlRI3i4mIpSu3t7cXmQxHoldfY/v37GT16NGZmZkLAT0tLq1F8q6Jux44dpKen89lnn1FeXs6bN29wd3dHo9EI6fzVq1cMHjwYY2NjJkyYwLp16zA3N+fEiRNybbNnz8bc3JyxY8cSHx9PbGwsycnJZGZmkpSUJO9Vo0aNaNu2Lbq6uqxevZrXr1/LXFYqTuXWX1JSwpQpU7h3754k1IwaNepP5/2fjXXr1mFsbCwHFDXn1Xj9+jUlJSXC/VOt14qKCn755RdBQ1euXMmWLVv48ssvGTlypBS/hw8f5qeffqJx48YMHz5ckLi+ffuydetWtLSqVNkqcsrExETW4datW4sAxN/fHycnJwwMDKhduzZXrlzh8ePHwp/t1q3bH36+r7/+mvT0dDmc/VFhV1lZydChQ0lOThal75s3bxg9erT4R5qYmBATEyOIYr9+/Thx4gReXl6i/m7RogVQVfwXFhZSu3ZtFi9eTFxcnHBe/5GCe8+ePRgYGJCRkYGBgQHGxsYyh5V4xNHRUVq/iuOqkiIMDAxkngwaNKiGB9/du3eFh+vt7c2JEycoLS0lOztb0kmqj9LSUp4+ffp3r/nvjTlz5uDm5oaenh5r164VnidUcT2NjIyws7OTefjo0SN69eqFRqPhu+++e+fn/TNK4f8vxv/Jou7KlSuMGDGC27dv19iEf/nlFzp27IihoaG08v6spVCdG7Jq1SosLCwYMWIERUVFeHh4sGjRIkxNTeVrXl5eTJs2jaVLl2JiYiICiXv37kmWq6urKxMnTuTt27e8ePGCRYsWCWK3YMECNBoNTZs2ZeTIkSQlJdGuXTv27duHkZERycnJcpp88+YNFRUVHDx4kPz8fCIjIzl+/DiPHj1i7969+Pj4iPfUqVOnBCV4+/ateJctXbqUZs2aodFoaN++fY17cfjwYUmv8PPzw9zcnOjoaMLCwvj+++/56KOP0NbWpl69eowaNYrx48czZ84c5syZI+hH9+7dJR5NmdkqE0uFGijkJjY2lpycHLH4UCT9Xr16SfaqKrLu3bvHo0eP/uZioIq4jIwMjh49ypMnTzh+/Lh8rX///mRlZdG+fXs8PDz48MMPGTp0qLiwazQakpKSarRYvvvuuxqo4J+NYcOGCWE+JCQEjaYqCDs3NxdTU1O6dOmCt7c3KSkp8nd+++03Hj9+XAPFuXDhAl27diU6Ohp7e3vs7Ozo2bMnjx8/FtNkNT7++GPGjh3LoEGDaN26NR06dODWrVvk5OSQlJQkXEsfHx9atGhB69atMTY2ZteuXSxatIgXL15w5swZevXqRf369enYsSNTpkyRe3758mV8fHxEEfb27VvhpSmE98svvxQuVmRkJPv372fw4ME12o5Xr14lLS0NLS0tsrKy6NWrF23atJH4KF9fXxwdHenWrRszZ86kc+fOWFpakpqaKsRlNU+rP5tVq1ZhaGhITk4OpqamYk2jpaVFdHQ0bdq0wdnZGVNTU5KSkkSx5+3tTWRkJIaGhqJuf/nyJR4eHmhraxMXF0e7du1qmPSqdBF3d3d27NhBixYtxCpDmWtfvHiRkydPcunSJVl/1PUqPzo9PT3q1Kkj8/HZs2ds2bJFBD+BgYFERkZiYmKCg4MDz54949SpU3h6eorX44kTJyRwfdOmTSxevJhBgwYRGxtL3759adCgAQ0bNmT37t1yr5Tr/9q1a2XzKi4uxsTEhLCwMNq1a4e5uTnff/+9XPeyZcvQaDTviJX+3jhw4ACurq7Suqs+ysrKqKyspGHDhnh4eNRQA6uxaNEi4ccpUQFAcHAwGo0GfX19nJ2dSUhIICYmRlIP1B8lbrCzs8Pc3BxbW1s5eCq/RFWIqQOlRqPBysoKNzc3vL29cXd3Jy4u7p1WXGVlJZ999hm+vr40adLkbxZ2qhjt3r07mzdv5rfffgP+eoDIyclh2rRptG3blkmTJmFlZcWgQYMEgdLW1sbGxob8/Hysra1JTEwUO60mTZqQk5PzTz2XnTt3SqSXQgN9fX3p3bu3UBJCQkKIiYkhMDCQUaNGUa9ePQYNGsTFixdljVJZtxcvXpR38rfffhN0Pi8vjxMnTtC+fft39uL/SquQNm3aiKr9yJEjfPrpp6xdu5Z169axatUqYmJiMDQ0JDQ0lMWLF/P69WsePHjAtGnT/iYl4n/q+D9X1JWVlYly1NfXl0GDBvHZZ5/J/3/x4gWtWrXCyMhIkJw/Q1+UOa6FhQWtW7dm6tSpYqFgYWHBihUrqKio4ObNm0yYMEEyV1WL0srKirt374qbukLJJk6cSFlZGU+ePJHCqn///mzevFlUrsOHDxeLhQEDBnD9+nWJi6mezHDw4EEKCgpwcHBgwIABFBYWCu9IX1+fQYMGAVWF2qNHj3jx4gX+/v68//77/PTTT/Ts2bPG5lxeXs6IESNo0aIFX3zxBWPGjCEyMhJXV1eRoz9//lwKuyFDhhAZGYmWlhZjx44lIyODmJgYDAwMWLVqldgHGBkZsWXLFo4cOULz5s0xNTVlw4YNbNq0iQkTJtCjRw9mzJjBhg0bCA8Pl5ZpZGSk8A7/GZfva9eukZWVJahVQEAAvr6+ODk5ERsby+HDh9m1axfFxcX07dtXFvo2bdpw4MABTExMyMvL+9NT2x8tSsorTGVQFhYWMmnSJKytrRk0aBBt2rQRJ39vb28uXLjAhAkTiIuLw9/fn5SUFA4dOiSq2tevX/Ps2TPGjRtHvXr1MDQ0pEOHDqLsg6qTu4WFBbGxsYKCOTo6MnnyZG7cuEFOTg4eHh7Cg2nRogVZWVmcP3+ewYMHU7t2bWm7/dEoLy/n/PnzxMTEAFWFmYuLCw0bNsTW1paHDx9y4cIFAA4dOiSZsoprFxMTI8/t559/Jjg4mKSkJBwdHTE0NGTfvn3Mnj2bdevW4e/vj7e3N4aGhvTt25c3b95w//79Gs/994vwxYsXCQ4Opri4GCcnJ/EzU954Wlp/jVPatm0bPXr0wNLSEl9fX6Kjo8nIyMDNzQ1HR0dBo1QKhVKj1q5dm7KyMoqLi0Wxra2tzXvvvcfLly+pU6cO2tra9OjR4x315p07d2qsLzdv3sTZ2RldXV0GDhzI6NGjCQsLw9XVladPn3L8+HESEhJE9e3s7MypU6eEmB8XF0dUVBQfffQRwcHBeHp6cuzYMbKzs+nbty+lpaUMHjyYuLg4evXqRWZmJvHx8YKCVVZWUlxcjIGBgajT79y5I/m8bm5ufP755zU+w5s3b2qIHv7RsXnzZvT19aU9WL0Q379/P/v376dNmzYkJydz6dIlysvLefXqlRzYlPlyeHg42traLFiwgLdv33Lu3Dl8fHzQ1dUVq6GGDRvW4DSuWLFCbKMUgmdvb09ISIgg8j4+PoIuqUQfMzMzrKysSE1NZfHixezdu5cbN2784drz5s0bNm7cSGRkJA0bNqxR2LVu3ZrQ0FAGDRqEsbExPXr0oGHDhgQFBZGQkMCLFy/49ttva2RYGxoaYm1tLYKeHTt2iGm2jo4OxsbG+Pn5ERYWJr+rV69etGrV6m+iS9Xb/UrBvm/fPvFqVPdXT0+PrKwszp49i6enJ4sXL6Zu3bq4uLhQUFBQgzM8cOBAESH5+/uzcOFCmedhYWHo6emJkW9ISIjcv/9qNWllZSWNGjUSQVBaWhr169cnJSWFhg0bkpycLMImNTd+fw3/2wq7/3NFHcC0adOYNWuWFCWWlpa0bdtWiKlPnjyha9eumJmZicLpz8auXbswMjISAcLJkyeZMmWKQMkvXrzgiy++ICAgQFCC3r17i+9WSEgIR48excjICEdHR5o3b463tzcrVqwA/srJq1WrFvb29vTs2VOEB8nJydja2tKiRQu2bt2Krq6utH2q+4WdPXuWMWPGEBERQePGjTlz5gw7duzA1tYWKysrevbsKb5kS5cuJTY2VtpNT548oVWrVhgbG/PJJ5/w/PlzBg4cSEREhLyIb9++JSkpCSsrKzw9PWVhWLhwIVpaVSHjtWvXxsHBgWXLllFWViZ5s8XFxcTGxuLi4oKxsTFz5swhJiZGNpS//OUvHDhwgG7duvHBBx8AVS/+pUuXePToEU+ePGHJkiVoNBqxWfhHx+LFi8XLateuXWKW6ePjI7myymNLV1dX5O4vXryQk3/Dhg3f+blqUbh//z4nTpwQXteFCxfw8vLi7NmzQmouLCwUNWJxcTH6+voYGRmxfPlyRo4cKZydFStWkJSUhKGhIdnZ2aLgVOPWrVsUFBSQnJxMYmIiLVu25ODBgzRu3Ji5c+fKdVRPjZg2bRo///wz8fHxUsS0bt1aeHFmZmY1ArL/7PS8b98+/Pz8RJXZrVs37ty5g52dHUOHDqVLly788MMPQNVmrRZ7Pz8/NBqNcJJ+/vlnvLy8mD9/Pr6+vhgZGVG7dm0sLCywtLRk69ateHt7ExwcLA7zvxdo/H7s3bsXNzc3pk6dKuTzPXv2iB+fShxQG6WPjw8uLi6Ym5vz1Vdf8fbtW27fvs2AAQPw9fVlzJgxQFVBERkZSa1atfDz8wOqimxlyJqbmyvJIKampqL8GzhwoCDjqj2mPgtUoVd6enq89957lJeXM2rUKImIi4yMlAL72rVrLFq0iFGjRjFo0CBycnJ4+/Yt9+7dw9/fHz8/P0JDQyWhISgoqEYGrwop79ixIykpKe8oIVVhp9Ck8vJyZsyYQWBgoHQI/mjO/9Gm/GcITHl5ObVr1yYxMVHQKahqK2dkZDB27Fi2bduGj48PQUFBNG7cWBA1Hx8fMa2tTuVYvXo1L1++JDc3VzjLKm1DceMMDQ3FEqZ6BJ6enh61a9eWFAR7e3tGjx7No0ePOHbsGPb29lhaWuLn5ydq1N+P3yvh37x5w4YNG4iKiiIzM1OKq6NHj1JQUICnpycLFy7k4sWLkmHr5uZGeXm5ZOKGhIQICDBv3jzGjx+PoaEhMTExPHnyhF9++YU9e/YwduxYVq5cKc/57t27JCQkyKHqj4Z6Htu2bSMzM5M1a9ZI0Zyfn0+tWrVITk4WRa3KA1+5ciXTpk0TcVFBQQEXLlxg586dwuE+ceIETZo0QVdXFxsbGxGfDRs2jICAALGqqp5C8189ysvLKS0tpXHjxlKMV0fF37x5w8iRI8Ua5u8BOf8bxv/Jou7QoUOYmZkJ9+SXX35h7NixGBgYUKdOHRYvXszRo0fp0KEDzs7O75yuq49PPvkEHR0dsrOzuXDhAhUVFUyYMIHIyEiWLFlCTk4OcXFx6OnpSRLCDz/8wJw5c4SLoOTzhoaGNGnSRFCnZ8+e4evri7m5OSkpKQQHB6OnpydJASrBwNXVFUtLSwwMDPjggw9wdXXFysqKPn361PAbevz4cQ0+wcqVK4mMjCQsLIzatWvTvXt3Qf/atGnD4cOHqaio4PXr16SkpIiyduTIkfj7+7Nv3z5ZpMrKysQK5PPPP+fp06fcunWLZcuWMWfOHBwcHLC3t0dHR4f27duTlpYmBqlr166loqICX19ftLW1CQoKonv37uzYsQMnJyciIyNJT09HV1dXLCKqbw6PHz9m5cqVElf2Z6P6i/r69WsKCgoYMmQIV65ckdZqhw4dhMRtaWmJjo4OSUlJ+Pv7S3JGaWkpXbt2ZefOndy8efMPf8elS5dISEggMzOT/Px8ysvLOXHiBLq6uoKKbNu2TQo7JR4ZN24cHTp0QEurKmtUEb7V8PPzQ19fX35vdW+zkSNHkpCQwNSpU9HV1SU8PBxfX19q1arF1q1bgSrFalBQkCDGkyZN4tGjR/zyyy/MmTOHlJQUateuLYt09VE9ouf3nzchIUEUcorgXlhYKOKi+/fv8+LFC27dukW7du3YuHEjjo6ONG7cGGNjYxYuXMjr169p2bKl8NosLCyYMWMGz549Iyoqiu7duzNr1iwR1Shk4PcLcPX/btWqFfr6+sydOxd/f39+/fVXYmNjJdqqbdu2goaEhISwfv16Jk2aRGRkZA3k6NSpU3To0EGI6du3b+fcuXPExsaipaUlNif5+fl4eHgQERGBi4sLtra2nD9/nn79+pGSkkL9+vWlTXj9+nWCgoJo1KiRFHYnT56U2EE3NzcMDAyIiori5s2bWFhYiDXFkCFDhKunHPi3b9/O+vXr+fLLL+nYsSMJCQnY2tpiY2PDhx9+WCOIXFke5eXloaenV0M5rkZOTg7Ozs6sWrVK3vONGzdSWFiIvb09I0aMkFbvn43q82XJkiX07duXUaNGybu0d+9eYmNjCQ4OZsuWLSxdupSGDRsSFhYm9//OnTukpaUxdepU6tati7m5OcuWLePQoUMEBQVhY2MjfoQq5cPb21s4ZzY2NsKVU8WRUv3q6OjUQGq0tLSIjIzEzMwMbW1tTExMaN68OT179sTY2BgnJydcXV3FwqX6XLtz5w4hISG0adOmxj14/fo1q1atws7OjpYtW0pRf+jQIQIDAzl37pwkuGg0GqKiotizZw8ajYa6detiYmJC69atqV27NikpKezcuVMoE7+3E1JDPee/tXepsXjxYnR1dcnOzpbkm8WLFzNp0iQpfp2dnQkICBDPzNzcXAIDAzE0NGTFihWsX78eT09PXF1dsbGxwdDQkG+//Zbbt2/Leqarq4urqyvGxsacPXu2hiXIfxcaptas0tJS/P39xQ9Vza3nz5/ToEEDmjVrRkpKCg8fPvxfXdDB/9GiDqpInG3btpVJ37JlSwICAujQoQMpKSno6uoyfPjwv6sc+uqrrzAwMGDdunXyNcW3CwwMJDY2VhbnBg0aEBUVxbVr1ygrK6NOnTqCQihrjeDgYFxcXEhISMDb2xt9fX0OHjzIzJkz8fHxQU9Pj8aNGzN06FBiY2MxMTHBysoKX19frK2tuXz5MtbW1jRu3BgbGxtKSkrYu3fvO6dl9d/Xrl0jPz9f7C6ioqJYsWIFbdq0ITY2luzsbFauXElQUJCgGh4eHhgaGhIREcGePXt49eoVlZWVkj3r7OxMVFQUZmZmpKeny6b6+eef4+PjI1YBf/nLX+jatasQltVmraenJ8karq6usuH17t37T0nJf4+DcevWLRYtWlSDRK4MfXNycjAyMhKvJajyYqpbty47d+7k/v37REdHk5uby61btxg0aBB+fn411InVr+HixYvCsVT+W1CFejZt2pSgoCDhve3cuRNXV1dMTU0xNTUVhLV169Y4ODiwa9eud9pbAQEB9O/f/x27g379+hEeHs7Tp09rmDXPmjWLn3/+WRbOjz/+GENDQ5ycnKSwg79uUKWlpTUKmurWGFCFMowePZoFCxZw6dIlADp16oS5uTkGBgZ07dqV+fPn06tXL7S1tQkLCyM3N5egoCCMjY0xNzdn+fLlBAQE0LVrV1q3bo2RkRFz587l4cOHrFy5UmxP5syZA1ShBlOmTGHdunWiiq7uf6dG9Xk+adIk9PT00NXVZeTIkURERHDkyBHxnvz4449p1qwZAQEBUsB/8MEHrF27lsDAQClqHz9+jJ2dnQS+KwWyupcBAQHUqlWL3Nxc7ty5g5WVFTk5OVy+fJkXL17w9u1bmjVrxpo1a0R9rebEzZs3CQsLIyMjg8OHD/P48WNiYmIk3aM6V7BevXrEx8fTt29f3N3d+frrr/nyyy9p2rSppB+Eh4eTlZXFyZMnefXqFT///DOtW7emTp06jBs3jlWrVrF48WKx0CgrK6OgoAAbGxuOHj3KDz/8IL9v8ODBkoNcHUl79OgR+/btk8SIyZMn/2H7sfo7+d5772FsbEzLli0JDQ3F399f1Ovnzp0jLy8PJycnoqOjKSgooKysjPLyctmUmzVrxsSJE6moqKBFixZYW1tz8OBBcnNzGTJkCO7u7tjZ2REYGIiJiQlbt25l8eLF+Pr6oqenh5WVFTo6OsTFxQmVQkurKj+7uo1NrVq1aNiwIVeuXJHcY4XUBwQE4O7uTseOHd/hgAE8e/aMGTNmEB0dLWIn9T0vX74kIiICjUYjMVMnT54kISGBqKgoTExMxCpJdQwaNmzIp59+irW1NZaWlnz22WeiGDc3NycnJ0doD//q2LVrlxRbSvldVFSElZWViC7UWpyeno6fn59kzCoD9uPHj2NhYcH06dMF4dfS0mLmzJnye1asWEFKSgrm5ub07dv3T+fJf8dQc3Pfvn1oa2tjbW1NUVERGzZsICMjg7CwMBo2bEjPnj3/R8Z+/bPj/2xRt2HDBurUqUNFRQVdunTB3t5eoPMrV64wd+7cvxsUXFlZyU8//YSVlRXh4eFMnjxZ/s5vv/0mC6paLBwcHIiJieH+/fuUlpZSWlpKUlKShC0XFBQQGhrK8uXL6dOnD/369SMsLIzKykrS09PR1tampKQEf39/Dh8+LI7xLi4uEmtkZmaGgYEBlpaWsoBpaWlJO7P6qE7SnjhxItHR0SIfP336tEj2lUQ+JSWFefPmcefOHYKDgzExMcHf3x8vLy8aNmyIubm5ZNx6enpy4MABzM3Nsba25vvvv+fFixcUFRWJ7YCKG5o6dSpBQUHSch49ejQtWrQQew91rcrl/p8dhMWMNgAAnOZJREFU58+fx8/Pj7y8vBrIQmZmpnjFJSYmyma2adMmvL29pXWVkZHB5s2b8fb2xtnZGVdX1xqpENXHo0ePSExMpLi4WOYIVNkFJCYmYm9vj62tLU5OTuzevZvNmzcL2mNkZISXl5f8rNDQUFq3bs3169cpLi4WNW9OTg5FRUXyfYoHZWNjI55hX3zxhTz7sLAw8VpUWbMODg410gbmzZv3jo8eVIkMUlNTpd2mNoHU1FSMjY1p3LgxBQUFWFtbM3DgQEFH9PT0iI+PZ8OGDbRr1064a4GBgWRlZREQEICdnR3W1tb4+flJYkp+fr4U3kVFRURHR9OgQQOsra05cuQIWVlZTJgwgc2bN2NnZ/eH7eHKykpKSkrQ19eX+RsWFiY2DEpNq6LIDAwMsLGxoVu3biQkJHDixAk8PDzo37+/FD/btm2TQsDa2hoHBwe6deuGl5eX5KQqR3oVIxgdHU1SUhLR0dH4+voCVUq8iIgIXr58WcO3LSwsjLS0NA4cOEB2djYajYZWrVoxdOhQLl++zOjRozEyMiIwMJDmzZszd+5clixZgrm5ubTGVC5xYmIiOTk5nDp1ioqKCh4/fkyTJk0wNjYmMjJSeLTw1w0vLy8PAwMDGjduzNdff01lZSVDhgzhyJEj4sH4+w1P5Zf+Lc4lVNE/GjZsKAcTRZnw8fGRWCaoar+/ePFCjIrVIUTlwbq4uLB69Wrmzp1LeHg4+vr62Nra8u2334qS1tvbW+bR7NmzZe21tbUVk2tVwOnq6tK/f39B8Pz9/WndurUYSBcWFjJ69GhMTU2JjY2V/OvXr1//KX/3t99+k9QHFS917do1ievq2bMnoaGh3Llzh5cvX0pOal5enqRdqCLT1NSUBw8ekJ+fL9Yb6kDt5+dHr169ahwQ/tlx9uxZDAwMsLOzY+3atVy8eFEEJNbW1tjZ2fHZZ5/Rtm1bsXrx9PQUFH3kyJH06tWLVatWiZhu165dGBsbo6urK/ZFCjj5y1/+QnFxMTk5Of9txdOf5bGqe7R+/XpJNfH19SUnJ4esrKx3bIX+N4//s0UdIFwBJyenGpvDPzLUg9+0aZMo0mxtbTE3N2fz5s2UlZXx8uVLBg8eLC+qUuCov//mzRvevn1LYmIiVlZWzJw5k4iICFkkv//+e1xcXIiPj5eTUklJCRkZGUybNo369etz8uRJcnJy0Gg0kvcZExMjbQRfX99/iGt26tQpUlJS+Prrr5k3bx4mJiZkZWVhYWEhi15iYqJc+507dwgKCsLb25v+/fszc+ZMDh48iL29PbNnz+bHH3/k4MGDaDQaMjIyOHv2LMXFxdSrV0988iwtLUlISCA8PJyIiAjhXcFfX0JFGFYnqn8Wpr9y5QqWlpYMGzasRh4rwMGDB/Hy8kJPT49u3bpx9epVES4YGxvz3nvvsWzZMgIDAykpKeHevXscO3bsHYSu+rh06RLe3t58+eWXUjRv374dExMTxo4dy9dff01cXBwWFhayGWs0Gjp16oShoSEGBgbk5uYCVdnDvr6+uLu7k5aWJj8vPj5eSPvqa/fu3WPbtm38+uuvHD58mISEBOLj4yWaTqFoQ4cOJTMzk8jISG7cuEHnzp3Fk2727NnvfJ59+/YRFxdHXl4e27dvp0ePHvTu3ZuVK1dy+vRp6tevj4mJCRMmTKCyspIDBw6gr6/PjBkzRHjTtGlTiouLhatTWVkpGa7t27dn8ODBUtR5enpiaWnJ3r17WbVqlRDXLSws8PDwkOigI0eO4Onp+U77u7KykkmTJmFqaoqenh6dOnWStBOFfgcHB8smqdAYZ2dnwsPDef78ORUVFXz88ccSX7Zx40by8/PlHVZebzo6OlKodOrUSYqFzp07c/fuXaZNm0ZxcTGjR4+WedumTRvy8/MpLS3l0qVLrF69mr59+xIXF4eTkxNJSUkSrRQfHy/FmqGhISYmJpw7d47vv/+eSZMmoauri62tLdOnT+fAgQMEBgaKwjM8PJymTZty6tQpQY69vb0pLCyUtevzzz+XpID8/HxMTU0xNDSkoKCAgoICzMzMuHHjxr/Vjpo/fz4pKSnUqVNHLDugqrCbPn060dHRQpuoTpZXvzMnJwdPT09JwNBoNBKsrp5BfHw8Ojo6Ynujvq6lVRWjFhQUJDY1RkZGgrZW/6PRaMS2Izo6mo4dO1JeXs7z588lxlEdQlUeL1ShbUuWLGHp0qXi4fjbb78xZ84cQkNDyc7O5r333pN3UKPRsHLlSrkPvXr1kqJu+/btxMXFiQJXX1+fJUuW8PDhQ/z8/MRL8/jx4zRo0ID4+HjatWv3d5/BH9ETbty4gYGBgcQkpqenY2Njg76+Pu7u7jRp0gRXV1eaNm1KXFwcWVlZdO3alc8//5yxY8fSqVMnzp07h6mpKS1atKBhw4b89NNPuLm50bx5c7p27Srr5uDBg+XAfO/evXc6DP/u+L0nICBZwdV/l3oHb9++TWJiIhEREQQGBuLv7y++j/9qgfw/afyfLOrUg965cyd+fn7C7/hbk+yP/t/hw4exsbFh4cKFFBcX1+Bl2Nra4uHhgZGRkXi9KTJudV5YaWkpjx49wsPDA3d3d4yMjPjll1948eIFL168kJZn69atxSBVX18fb29vGjZsKBO6oKAAW1tbQVSKioowNDTExsaG5cuXi5nnHw319caNG6Ovr4++vj5BQUHk5ubSp08ffvvtN3x8fIiMjOT06dPcuXOH27dvc+fOHdkohw0bRrt27dDW1ub69esSK5aenk5wcDC6uroif3/+/Dl9+/YlMjJSUBpdXV2WLl1Kq1at+Pbbb+Wa1q5dS/PmzcnMzKxhWfGPjNevX9O8eXNp86hRVlbG3bt3+eabb5gyZYpwalTbw9DQUDhob968IT09XSwC/t5QHEs1X27dukXt2rX54IMPxKrGyclJ+DN2dnYMHDgQqMrRXLBgAQ4ODri4uODr64urq6uEhXfp0oWEhAQCAwNr8KPevn3L2LFjqVu3rvzc9PR0UVZmZ2dLy0mj0dC4cWPmzZvHyZMnefDgAcXFxcyaNUtaqWqoz6CKxJYtWwp/q1mzZkAV4q3m+IABAzA2Nmb8+PH88MMPvHz5kk8++YS4uLgaRqo5OTmYm5tjZ2dHSEiIWLL06tVLbHyWL1/OlStX+PDDDzl27BhLly7l888/l4V5wIAB1K1bt0ZyiXpecXFxomZU76SyU6mO1CgUx9fXl65duxIbG0tUVBTPnj3j5s2bzJo1i+TkZMkvdnd3Z926dUKu19HRITExkbVr10q7XSF1vx8//PADAwcOxMrKigsXLnD79m18fHyEYzphwgTs7e0xNjamQYMGrF27luzsbJycnNDW1sbU1FRMzg8dOiT2RsnJyTx//hxA/ABnzpzJ+vXradCgAY0bNyYqKoq+fftKwQpV5s/qIFhcXIyPjw8PHz5k9OjR5Ofnk5aWxuLFi0WQ848Wdr//vj179uDi4oKent47qtlLly6hq6vLjh07gKpiqDoHeNWqVcTHx3PlyhVmzJiBnp4ednZ25OXlMW7cODQaDbq6ujRu3BhPT09OnTrFsmXLpKBT/6yuclXUBXWIUKiU4gx7eHjg6+srlI9ff/2VFi1ayEG1+nuxadMmaRknJydLCxuqEjzWrVtHeHg4bm5uIsRp0qSJ/P2KigqOHj0qfGt9fX1B7pycnOjbty+mpqa0adOGhIQEIiIisLCwwNfXl6ioKIKDg2uQ/v/WqG7jVV5ezvDhw7G1teWDDz7g8OHDzJ07lyZNmqClVZUe4+XlJf+u2vfKGqW0tFTWngEDBpCWlkZcXBxWVlZ07twZqEIBu3fvLmbDao6q8d9R0G3cuJGJEyeSlJREZGTkH2YRq+suLS2V1rfii/5vU7n+2fg/WdSp8euvv+Lj4/N3jTN/r2ZU7aExY8YwevRoli1bJh5qyt9HLSI2NjasWbOGhw8fkpubK0WZKuwqKip4+fKlWCzY2dkRFxdH7969uXz5Mnv37qVBgwb4+/uTlZUlC5WjoyNPnz7l7du3cn1ZWVk4ODiwadMmFi1ahJ2dnahbf/9Z1FBw9cWLFzE3NxeuxosXL0hKSqJLly589913PHnyBHt7exwdHSWeKTs7mxcvXlBYWEhiYiIxMTHY2NjQsWNHiVACqF+/vsTt6Ovr895779GhQweaN2/O7NmzxabC2NhYkBg1Xr58yddffy3X/c+8eEqVO3fuXPnanj17KCkpwcTEhODgYCIjI9m7d694tnXv3r2G31xFRQUFBQWMGjXqT6H96kNxLJVn14MHDxg7dix3797l7t27eHt7ixO/4ki2adOGe/fucebMGT766COaNm0qflguLi4cOXKELl260KZNG0pKSuSZl5eXc//+fbp06YK5uTmrVq0SRamBgQGTJ0+Wz6AyUJ2dnWUzXL58uVjSKAFN9flR3Qbh1KlTxMfHC6qpq6vLpUuX+Omnn/D29iY8PFwU2i4uLnh6elJQUECLFi3Izs4Ws95t27ZJHmxoaKjYjHTv3p1NmzZhampKr169mDBhAr/99ts7heb58+cldeX3xVNlZSWPHj3C2NiY4cOHc+TIEZlzvr6+tG3bFk9PT7y8vEQckZOTQ9++fXn27Bn79+8nOjoaLy8vAgICSEpKYuzYsWhpaZGRkUFlZSU7d+6U91tZi2hra9OsWTN2795NWVkZ77//vkS5QVWxMnPmTEJCQuSaf/rpJxwdHfH29qZnz5788MMPmJmZ0bVrV+HYbd++nd9++40zZ87g5+dH7dq1+fHHH7l+/TpJSUmEh4djZWXF0aNHefPmDYGBgZibm0sh9umnn1KnTh2xD1LPdv78+ejq6jJ//nzS09MJCwsjMDCQhw8f8sUXX9C3b18sLCwIDAwkISHhncL5z0b1ufPVV18JMvvNN9/g6elJTk5OjRD5u3fv4u/vz86dO9m5cyedOnUSY+U5c+aQmZkpOdOjR4+WvO34+Hisra0pLCwkNDRUDtHffvstn3/+Oc2bN8fAwEAM1qsjci4uLrRo0YIFCxZgbGyMs7MzDRo0wNbWlvT0dLy9vdHT06Nnz548fPiQkSNHkpiY+E4MoDrQq1SEEydOyHunKB6qG3PlyhWGDRtGYWEh+vr6DBw4kIcPH3L58mU2bdqEnZ2dCCLs7e2ZN28eTZo0wd/fn+7du0s6xODBg9HR0WHkyJHMmzfvD737/mj8kY3XRx99RL9+/YiLi2PBggVMnjwZW1tbPvnkE6Kjo2UfMzQ0FD5ycnIyL1684MaNG1y4cIGrV6+ydetW8Uy0t7cXisevv/5K165dMTAwwNzc/B219H/1GDx4MG5ubqSlpckBbsOGDX/4vdUPw//KvvI/ffyfLuqgiuhsbGzMt99++4f//4/UjHl5eUAV9D5kyBD09PTw8fGha9euDB06tEa7VSEBihjfvHlzOUXOnj27hnePpeX/r72zjqpia8P4PnR3dyhId7cgISiIiIqKLSqKildBUUwUr3FtsQNbsQsVr91ioOi1G1BCQBCp5/uDNfs7R0Cxg/mtdde6HOecMzNnz8y73/2+zyOLFStWICYmhhb2ysjIwNnZGQEBAZCQkOAJClJTU3mWtIC6pbm2bdsiOTkZkpKSGD58OFRUVKgHKvcxMRQUFFBbLn9/f0RGRqK4uJhmF21sbDB48GAqM6Gvr4+JEydCR0cHo0ePRmFhIV6/fo0tW7ZARUWFzvAYjTfmAenu7k47M/n5+bFgwQJkZWXhwIED6NmzJ3UX+PfffxsMnj53Gai4uBitWrXiWVo1NDREx44dMXfuXOrVyx3Uc3/v+/fvMW7cOKipqdXzUGyM58+fQ0lJCe3bt8fjx4/Rvn17jB49GrW1tRg5ciQ6deqE1q1bQ0FBAX369KHinioqKvT/Bw0ahPT0dGzduhUtWrTAP//8w5OdZLwvb926RWsbPT09kZmZCTU1NdocICIiQmUEANClyBYtWtDAXENDo1594N27d+nDd8uWLejUqROAOoV8R0dH+Pr6wtTUFFFRUaipqUG3bt3oWO/Rowc2btyI7t27Q1hYGIaGhrh58yaUlJTg5uYGDQ0NaGlpoVu3blBWVgY/Pz9MTEywa9cuOhGIjo5Gv379sHbtWkyZMoWnS27Dhg3o3r07bty4UW8Z58GDB8jJyYGRkRHMzc0hKiqKcePGQV9fH6GhoXBwcKDC2keOHKEZWiYALy8vx19//QVBQUFISUlBR0cHfHx8mD59Op48eUKDHXFxcbi7u/MEC/z8/MjKykJBQQG8vLwwZ84cnnNaWlqK169f04fHy5cvYW1tjaSkJFhYWEBcXJzqSy5YsIAuu44fPx5AXT2SoaEhT2Dn7OxMSz6YYJ3bPg4A+vfvDw6HQ8dPdXU1nj17hpMnTwKok9kxNTWFoKAg7R4dNmwY9u7di+3bt8PAwAA3btz45LjnvjYTEhJgY2OD5cuX00zSiRMnoKurC3d3d8yePRu7du1CUFAQjI2NsXXrVoiKimLKlCn477//cODAAYiKioLD4cDAwAC1tbW4fPkyzp49i+3bt9Ms74IFC9C2bdt6S6nOzs5UqkVZWZkuZyoqKmLs2LHQ1dWlk2OmBMfS0hLW1tYYOXIkVFVVoampCTU1NSgrK+PKlSuNTuiZa15LSwu9e/dGZGQkhIWFG5TCqq6uxrp16yAoKAgtLS106NABQ4cOxdatW2kDnLq6Otzc3JCRkYE2bdpAXl4eUlJS0NLSgqOjI5VH4v7MpsAt45WYmAhZWVl07NgRpqamUFRUBB8fH5YvX45169bRJq358+dDTk6OBtg9evTAtm3boKCgQAW4e/fujejoaEhKSsLMzAytWrWCvLw83NzcoKOjgw0bNmDGjBnfdVlz+/btNLPp5ORExcqZGu2GaMjS7U+h2Qd1z58/h6enZ4Ndrp/qZty5cyc4HA5mzZoFW1tbzJ49mwZdVlZW8PX1pbM3a2trpKWl4erVq4iOjqaCr8yDVkREBCdOnMDKlSvpcmSHDh2wdOlSmJqaQlVVFerq6rT4lrGKWr9+PQoKCnD+/HnqvRkeHo5evXrh+PHjKC4uRkJCAlq1aoWkpCR6bNwDOTs7G/r6+jh27Bh1i2A6F/n4+OjyU3x8PDIzMyEuLg5/f3/q/MBIZ4iJiWHSpEkICwujN1gxMTG0bNkSpqamOHjwIL0ZMNlGTU1NHD9+HEBdQbGFhQX8/f3pjP1rycjIgICAALS1tSEpKYmUlBQaYFdWVsLX15enLoX5zVNTUxETEwNlZeVGmyI+hHnvokWLICQkhNDQUKxYsYIW4DKdr8zyqqqqKqSkpKiOE1PkzdQ5FRYWwtLSssGgkxmTQ4YMweDBg1FZWYnRo0eDEILly5fTLk9hYWEkJibS3/vp06e4c+cOcnNzcfPmTSpSzFBdXY2oqChwOBxMnTqVpwaopqYGJ06cgIuLCwwMDKCmpobi4mJcu3aNGqlPnToV48ePh6enJ8TFxeHs7IyKigqsWbMGwsLC0NTU5PHSFRISgpiYGERERDB79myMGTMGysrKuHTpEnx9fWlGm5u3b9/yjN9Xr14hJSUFysrKUFZWhpiYGOTk5ODv749Xr15RM3ZlZWWIiopi3bp18PPzg7+/P6Kjo8HhcLBjxw5s2rQJYmJiGD9+PExNTalmYefOnXHmzBno6OhAUFAQ27Ztw6lTp2BoaEg7Kq9cuYK8vDwEBATAycmpwZn/qVOnMHHiRBQUFCA7OxuamppIT0+n3Y2DBg3C9OnTISEhQTPhfHx8VLbi2bNnaNWqFWxsbPDixQvcvXsXLi4u0NXVBT8/P9auXQugbjLC3KNOnToFYWFhpKWlUZcGoC6zxAR2TJfopEmTcOHCBRpEZ2VlwczM7LPqjceOHQt5eXkcP368XobvxIkT1OosPDwcI0aMwM2bN6GlpYXly5fzjOsOHTrAzs4Otra22Lt3L4A6n1R9fX3auNW9e3esXbuWR2tOQkIC4uLiEBUVhampKWbPng0vLy+amWXsCPn4+KiF1ebNm6mWoL29PUaNGoXMzEykpaXhyZMnjU7oz549i5KSEjg4ONDO+dOnT9MavZSUFOzZswcbN26k5z0zM5OO/R49eqCkpASJiYnQ0dGh9ykJCQmoqqrC2dkZQkJCaNmyJTIzM1FUVPTFwREj48XYXr18+RIuLi60YURISAhaWlpYuXIlJk2ahHv37lF3EULqHFIKCwuhpqaGRYsWISsrC7t374apqSnat2+PPn36QF5eHn369EF8fDyOHDlClz+5JxTfgg9r6GbOnIkePXogPT2dCvBPmTIFQN3E/lNSV38azT6oAz6u5fNhNyNDeXk5Bg4cCH19feoTt3TpUvTr148+oOXk5KgbATMzVFRUpPVh0dHRtF5MQ0MDixcvhoCAAISFhbFw4UIAdQ+w6dOno3PnzrQb88WLF6iursaQIUPoQ9fJyQkSEhI83pu9e/dGeXk5nj17hoSEBJiYmDS41Jyamgp+fn7U1tbi3bt3sLa2xvjx43Hy5Ek8ffoUmzdvpnUKBQUFyMvLw6BBg2jgkp6eTou5mcJmWVlZHh/PqqoqrFq1CpKSkti1axe6du0KBwcH9OjRAyIiIjw+rCoqKhgxYsQ3+32fPn1K68e4qampQadOneg5YW4Sd+7cgaenJzp06ECLn5tKWloa5OXlaZaTCdydnJwgLi4OAQEB9OvXD0FBQRASEqJd1g8fPsTTp0/h4OBAg8jCwkK4u7tTL+Jr167h6NGj2LRpE8+YLCsrQ01NDdzc3CAgIEDldfz8/GhtWWZmJmprazFv3jweP8rGcHJygoCAAKKiovDs2TMaEDDev46OjhAREUFYWBjGjBkDBQUFeHh4wMPDA35+foiIiICHhwfs7e2xd+9e2rjRrl07+Pv7U2N6KysrqhtmZmYGZWVlbN++Hb6+vrC2tuYJjj7M3nbo0AG+vr5UUsTc3BwxMTHo3LkzZGRkoKGhgVatWkFXV5c+aKWkpOhycWVlJd6/f4+hQ4dSOaGFCxeisrIS27ZtQ6dOnbB69WpYW1vDw8ODWoK1a9cOJ06cgLGxMS1ZsLOzg6WlJWxtbWkQn5+fjwcPHtBJRL9+/aCsrIwpU6agsLCQZtE6duxIddD4+PgQEBAAW1tbvHz5El27dsX8+fNpc87Tp09hZWUFa2trGti1bt0apqamOH/+PH1wMr/Vs2fPeDLHANCxY0eoqalBWloatra26NOnDzp16kSDubKyMjx8+BCmpqbo2rVrk8f+zZs3YWZmRoPFgoIC3Lp1C9OnT8fly5cxb948mJmZQVtbG1FRUbhy5QpOnToFU1NTPHnyBM+ePYO+vj7U1NSgra1N/YmDgoIQEhICOTk56uEqLS1N6yO5V0ZCQkIwaNAgKqshJiaGf//9Fx06dODZTlZWltaI1dTU0O5ZIyMjdO3alQYOjU3oGS5cuABbW1taspGVlYXw8HBqa2hiYkIntRcuXKDLxUxzh4mJCWRlZXH58mVcuHABYWFhVItSS0sL69atQ2BgIJSVlT8pr/UpuGW85s6dCzExMWhrayM8PJyeLwkJCezduxcTJkyAuLg4AgIC6JL0/Pnz0b9/f54J1alTp9CqVStERUVhzpw58Pb2hpOTE5YsWcLTmPatauiY+wFTtgQAc+bMQc+ePWnGV1hYGBEREXj79i02b96M2NjYBjv7/1TYoO4TNNTNCPzfVDomJgb29vbUb5Dx82SKRhl7GklJScjKyqJNmzbQ1NTE3Llz6U32zp07NGUsKiqKlJQUVFVVobCwEMeOHUPnzp2xe/duODg4gJ+fH/7+/rh9+zbKysowceJEuLu7Q1RUlNZ3VFVVQUBAgCeAy8nJwfDhw2FnZ1dvBs09mwd4dcmYY162bBlsbW3x9OlTXLlyhfol3r17F9u3b4eAgABkZWWxdOlS6OrqIioqCmlpadQiLCgoCGPGjKEF9tHR0ejSpQtycnIQHh4OT09P6p/IBK3fk08trebl5X32jeDly5cwMTGhRf3MUru2tjZatWoFUVFRquFnZ2dHMyDMbx0UFAQXFxfU1NTg1atXCAwMhIODA6qrq7Fq1Sq0aNECWlpakJKSgoSEBM+YLCkpga6uLsTFxdG+fXtcv34dnTt3xtKlS+nSTkVFBUaOHIn4+PiP3mTLy8vh4uJCO1RNTEyQkJCAV69e0WDw2LFjVNT13LlztD5n4sSJVCpBSEgIEydOxIsXL2iQyyx1dunSBaampigvL8e+fftgbW1Nu44dHBzg4eHRYGMMc7zv37+ndaimpqbw9/enBdvjx4/HkCFDoKmpiXbt2sHc3ByCgoIQFhaGiooKZGRkYGJiQickx44dw7Bhw0AIQUxMDLKysmh9Y1hYGO24lJOTg6ioKJSUlKCgoECXlletWoUZM2Zg8+bNdJ+vXr0KV1dXaGhoQEdHBx06dICSkhI8PT2pyPThw4fRtm1b6Onp0e5aWVlZKs4KABYWFjAzM4OkpCScnZ2xfv16PH36FObm5tDR0UFeXh7u3bsHf39/+Pv708kRN8zyXo8ePTB+/HjY2dnhwoULSE9Ph5qaGvj4+LB582bU1NSguLgYI0aMgK2tLb1WgaY9lO/duwclJSXs3bsXN27cQFRUFFq1agV9fX0qcaGoqAhHR0doa2sjIiICK1euhKmpKYyNjSEmJgZ+fn44Ojpi8+bNUFNTQ3x8PLS1tUEIwYYNG1BZWUn9dZn/mAk00+XcrVs3HDp0iDYNLVy4ECUlJXjy5AmMjIyoLM2HNn/btm0DIQTx8fGorKxEfn5+gxN67ufAvn37wOFw6LLouHHjqAsK44WcmZlJ3UpatGiBdevWQVJSEv7+/liwYAF182CkXIC6TKqkpCQCAwNx+PBhxMbGfvU9kZHxKiwshJ6eHqSkpHDz5k3s3bsXoqKi0NDQoKLLfHx8uHz5MvLy8lBYWEgz2oaGhrTkh9mfzZs3Q0hICI8ePcKVK1ewbNkyaGtro0OHDvXKEL6GPXv24MiRI6ipqUFMTAzatWuHo0ePYtiwYdRWcN68eThy5AjExcXRvXt3+Pr6Yvjw4d9sH34H2KDuE3zYzfjh+ntmZia6desGQ0ND9OjRA3PmzMG0adPA4XCgqqoKHR0dGBgYwM/PDzt27EB+fj4sLS3Rvn17tGnTBjU1NaioqKDK3UFBQQCA5ORktG7dGhISEtDV1cWlS5eQnp5Ou7VMTU2hq6sLOzs7GBoawtraGkDdUqqGhgZdpgVARVRfvHhRr+AXQIOzeQA8xxwbG4tOnTph7NixVIzSw8MD+/bto/U/Z8+epSLJV65coZkMRl6ie/fu0NfXx8OHD2FsbIyxY8cCAFatWgUtLa16UiHfK7D7kqXVxuCu63r16hVGjBhBHxTFxcUYNWoU+Pj4kJqaiu3bt0NdXR19+vShyyAVFRVYu3YtPD09aXZm+vTpaNu2Lezs7FBZWYmUlBQICAhg48aNuHr1Km24YTJ4VVVVKC0tRd++fWFgYAB+fn4oKytDT08PNTU1tAljzJgx0NbW/uRyxNChQ/Hvv/+ivLwcHh4etMbM2NgYPXv2pEHwnj17ICQkhPXr1+PFixcYMmQILCwsICAgQB9awcHBSElJwevXr6GlpQV7e3uamVRQUKDiwkBdIHT8+HHcuHHjkwXMJ0+exIQJE2BgYABC6gSx8/Pzqbbd5s2bER0dDVNTUyQnJ2PYsGFo37494uLi8OrVKyxduhQhISHQ09ODqqoqlQ1iuiVFREQgJiaG4OBgHD58GMOGDYOYmBgkJCSgoKAAQgh9kHNnD4C6phIJCQkMGjQIGzdupGUYISEhtLbSxsYGEyZMwL///osePXpASEgIQkJCUFBQoNZcoaGhaNGiBbZs2YKDBw/CxMQERkZGePbsGR4/foyuXbvSa+Tu3bsIDAyEra0t1ZpkYCz7GHcFd3d3REVF0cYqS0tLes0CdaoATJMT93F9ioKCAvTq1Qvq6urUn5eZKFpZWWHSpEm4efMmVFVVYW9vD0lJSfTv3592dTI6ghYWFtR3eOnSpXBwcICIiAjMzc1x8OBBmmllJs+qqqro168frl69Sm3woqOjoampSbN33KLjjHaonZ1dvez9jh07cOfOHWpF2NCEnqG2thaVlZXw9/cHIQQWFhaQkJBAZGQkJk+eDKAus6qtrY0+ffrQ8oqLFy/i6tWrEBcXR1hYGM89t7S0lMrkXLp0iWZ5uX/Lr4GpIVRSUsK+ffuQlZUFHR0dmg12cnKiGTvu487MzERUVBT4+PjqaZ6ePn0a+vr6ePToEX0tNzcX9+7do/e5b4GHhwfk5OTQsWNHyMrKUicea2traGlp0YD8ypUrSElJoULDzOT8d9efaypsUPcJuLsZ58+fz3MBxsfH06YFxjA4OTkZubm5sLW1hZ+fH+zs7KCurk7lRwoLC+Hm5oYJEyZASEiIeqzev3+f2qvo6upSoVFlZWU4OTnBwcEBmzdvpu4VGzduxKxZs7Bhwwakp6fDwMAA9+7do96bzMV45swZHu/Nxti+fTudzXN3HBYXF+Ovv/6CrKws/P39aQeVs7MzoqKiIC4uDnNzc1o03LVrV0hJSSE9PR23bt2CiooKpKWl4e3tTWu85OTk4OvrS7/j5MmTMDExwf3797/Z79YYX7O0+iHMTWLfvn3o1q0bfagyelwHDx5Eamoq+vTpA2FhYaxcuRJbt26FhoYGoqKicOfOHVRVVWHTpk2YMmUKqqqqcPXqVQQGBmLYsGGoqqrC7t27QQihchYAsGLFCipzww1jD8U8zMTExNCjRw8MHDgQ7du3h5KSUoNBLHMc169fx8GDB+Hu7k4V8d++fYuuXbvSpX2m41NPTw8HDx7EqFGj4OrqitevX+PEiRMQFBSEuLg4bG1tsWXLFvj4+EBCQgI2NjYYP348zVZdu3aNdsc2thTcUDFzTU0NsrKywOFwwOFw0LNnT/og79OnD9UVGzVqFO7cuYOePXvCzs4O2dnZGDx4MGxtbXm6oW/fvo1///2XZnk4HA5d/iOEQFxcHCEhIbh58ya1/2Ls+ADU2/dp06bRDm+g7iHcv39/qKiowMHBAcXFxThz5gysra2hqKgIXV1dtGvXDqKioti9ezfatGmDwMBAKrfA/aC8cuUKOBwOldthYB702dnZiI2NbTAAKSgooMvcqqqqcHV1RVxcHO7du4fKykq4u7tDT0+PWtg19BsA/y9Vacxzl/FqPnPmDH2toqICjo6OWLlyJYC6DmY1NTXY2dlh0KBBsLKyQk5ODs6cOQMBAQE6KZCUlER2djZOnDgBLy8vKCsro3fv3hAREUFMTAytzZWTk6PyPbNnz0arVq2onqCIiAhERERw//59nv2MiIgAIQTe3t408/Qhn5rQA3VL1atXr4aysjJsbW1x584dZGRk4OrVqygqKoKdnR2tt2P06pSUlHDr1i1kZmZCTEyMJ7BLSUnhmZB/Ldz1Z0z3NreM14IFC+Dt7U2XMlesWAF/f3/MnTsXhw4dQmhoKGJjY6GrqwslJSUqPrxhwwYqoh8XFwcdHZ1GRaq/Fu7P09LSgqCgICIjI6GsrEwbumbPnk1XRZhsL3NNJyUl/RH6c02FDeo+AdPN2Lp1axBCEBkZiby8PKxZswZaWlpYu3YtfH19qdq3mZkZZs6cieXLl9O2cHd3d1RWViIvLw/e3t6ws7NDdXU1Fi9ezKOJdPfuXWrdpKGhgcGDB+PgwYMQFhamyy3m5uZ4+vRpvQvH2dkZHA6H6gQxxMXFwc3NrcEMHTfMbF5AQACtWrVCnz59MGDAADqbnzp1KkRERBAcHIzXr19jyJAhEBMTQ0REBKSkpLBt2zaUlZXBxsYGHA4HwcHB6NixI+2KsrW1xZEjR+Dn5wdtbW1MnjwZd+7cwf379+Hn5wdvb+8fNpP6kqVVbrj389ixY5CQkEBISAiCgoLA4XAwf/58jBo1CkpKSpCRkYG1tTXs7e0hJyeHkpISbN26FZqamhg4cGC9pd/q6moUFRVRDcOxY8dCTU2NWnkBoHpSioqKGDRoEOLj45GXl0eX/srKytC1a1cYGhrCwsICbm5uiIuL+2gH77Zt2yAvL0+tjBjfVaCuti8yMhIcDgfe3t7UD5fJZnE4HJw/fx69evUCPz8/lTBJTk7GuHHjIC0tDR8fH5iamkJGRgYSEhJwcnLChg0bwOFweCzQPnXe8/Ly8PbtW2zdupXKJfj5+UFMTIxen3369EGXLl2oewaTAX758iWGDBkCe3t7nqYhABg5ciTk5eVx5coVPHz4EFVVVcjKyoKsrCzk5eWhpqYGFRUVTJo0CWPHjoWJiQmPdRbzezGuBaNGjaLjJC4uDqqqqmjVqhU6duwIf39/6k8qKyuLwYMH04nU3bt34ePjA2lpadrJymi3MdnvhnxaP4T7Icbsx9OnT2FrawsLCwsaRDD/VllZCUNDQx6Hhw8ZNWoUEhISqObYh93H+/fvR0ZGBt3+3bt3uH37NgIDA2FlZUVFe2tra3Hjxg16TpgO7XHjxoHD4VCRXmlpaYwcORLFxcXYvn07rUsVFxeHpKQk5OXloaenB35+fvDz82PSpElwdnYGIQQtWrSgcjnr169HZWUlnj17xjNh7dmzJwQEBDB+/PgGA7sP5Yk+PJ9AXVMU40tramqKw4cP0387cuQInVAAdZM/ISEhnpKPixcv8gR2gwcPxsSJE7/JvfDD/YyNjUVMTAz09PRoac68efOgqqqKy5cvo7q6Gu3bt6fyTefPnwc/Pz/ExMSwcuVKbNiwgQZ3fHx80NLSwqBBg6Cjo/PVKx6NwT2ZKy0thZOTE7XH7Ny5M6qrq2nn/LJly/Dw4UMcOnQI586dQ01NDS5fvtwk/9s/CTaoawJpaWkQFhaGv78/hISEMHjwYCQnJ2PZsmV0SevAgQN0hm9lZQUlJSW0aNECN2/eRF5eHpKSkmBsbAwBAQEkJSXh8ePH6NKlC/VnZW4q+/fvh5mZGezt7dGzZ0/Iy8tjypQp2LFjB12eWbRoERITE7F06VJ6k0pPT4e1tTW8vLzw4MED/Pvvvxg9ejQkJSWbJEnAcP78eYSGhsLCwgKurq6Ij4/H4sWL0bNnT8jKytKUfGlpKQICAmBmZgZhYWG4urrCwcEBJiYm1Fqqc+fOuH79Otzc3Ohyx5s3bzB+/Hga/Jmbm8PW1pYGJL9Dezlzs3zx4gVmzJiBefPmUU2qpKQk8PPzo0WLFrh27RoePXqE2NhYmpVgMjvbtm2DgIAAZsyY8dHvefHiBaZMmQIjIyMkJSXRWjRGesPCwgKGhoYwMDCAiooK9u3bR8fkp2zuGDIzM6GgoIAVK1agsLAQ9+/fh5iYGG3eAeqChDVr1lDZicLCQly6dAlBQUHw9/dHdXU1Kioq0LZtW+r1qqWlBTExMRw4cABAXc3VuHHjaK2elpYWtLS00LVr13ripA2di927d0NeXh6Ojo7Q1NSkXZB9+vTB4cOHYW9vTzM3H/pLAnVjKycnhzo4JCcn06XTvn37QkpKCkFBQaipqaEPgh07dlAhaHl5efDz88PBwQEcDofHco6ZJNy7d486pjCi1xs3bgQ/Pz8EBQURERGBPXv2oLq6Grt374ajoyOtJWVgJjoBAQG06QCo06H09PT85DXyYVbiQ9N5Q0NDODg41BPT/Vg2o7a2FhEREbC3t8eMGTPo78W8Jy0tjUdGoqqqCqmpqQgICICbmxtyc3ORn59Px39hYSGysrKgrKwMHx8f2njStm1b8PHx0Wydnp4epkyZAh0dHZppZP7r0qULXrx4gbCwMJ4OWD09PSxYsAD9+/dH69atsW3bNgwfPhxSUlLQ1dWFp6cnPeZp06ZBVla2QS2+D+WJmHNZW1tLXX9iY2MRFxeHoqIimJubw9/fn74/JSUFEhIS1CS+Xbt2UFdXByEEnTp1opOCK1eu0JUZDQ2NekuuX8vUqVOp84OMjAx0dXUhKiqKCxcu4OLFi/D19YWcnBzVcGSuid27d2P06NF0mbikpASvX79Gy5YtoaqqCg6Hg3Xr1v2QJoQ9e/bwrJIx9X+TJ0+GuLg47RAvLi7GmjVrMG/ePFRUVPyROnSfgg3qmsCaNWsQGRkJAQEBaGlp0RuIsbExlJSUaC1KdnY21NTUoKGhAWdnZ3oDu3jxIgICAuDq6gpJSUmEhoaiVatWWLRoEW2/Z2Q9qqurkZ2djYEDB0JKSgqmpqZo3bo1nJycICYmRjWFuL03meWY3bt3w97eHhISEjAyMoKTkxP1C/0cuG/uJSUl1M+Vw+HwLEWUlJQgKSkJMjIykJKSgqqqKlJSUgDUFdtXVFQgLCwMenp6cHZ2homJCRwcHFBUVISysjIcOHAAZ8+e5RGD/BXhni0yPHz4EBwOB/Ly8pg7dy59vaSkBLGxsSCE0Lqk0tJSJCQkwMHBAaNGjaLjIiMjo0nLAjk5OZg0aRKVZSkoKEBNTQ1PZtXb2xv29vZo164dXWZtbInsQzZs2ABjY2MUFxfT7VJSUiAuLg4DAwNqocNdyM1sx3h1VlVVoaqqChUVFWjTpg0UFRUhICAAS0tLvHr1im5fVVWF//77D0uWLIGhoSE4HA6tI23svDPMnj0bHA4Hfn5+CA8Ph6ysLDQ0NGgXob+/P7WPioqKavCznjx5QoVUHR0dkZCQgJqaGhw9epRaaTEF7q9fv0aPHj0gJiYGCwsLlJeX4/Dhw2jTpg2P5+aECRMwc+ZMep4ePHgAaWlpiIuLo3fv3tDQ0MCAAQNoxoY5F8OHD4eHhwePDh/D3bt34e/vj7Zt2+LUqVMIDQ2FgYHBJyc/3OMpMTERkZGR8PX1xenTp+l7nz59CkNDQzg5OX1UyunDv2trazFkyBC4uLhg+vTpePv2LYA6/UJGLoibGzduYOfOndi1axfs7e1hampKvWsnTJiAO3fuICsrC6qqqrC2toaOjg7Onj2LBQsWUKkNRsKE6TJOTk6GiIgIBAQEYGZmhsWLF2PlypXQ0NCgQZ2ysjJsbGwgJSWFYcOGUW3KefPmYeXKlWjRogWGDRtG9/Nj3rXMhJ67LIUplWnZsiU0NDRoU8uFCxd4tCHLyspgZGQERUVFqiPo5eVFAyJdXV0MGzYMsbGx8PDwAIfDgZ2d3UdtCJvCh2NjwIABVDfv7du3MDQ0hJiYGJ2UbNmyBbq6upCTk4O2tjb69++PnJwciIiIgMPhYMCAAZCTk6OBHWNbpqqqSuWXvhc1NTW4c+cOlJSU0LNnT1qjN3nyZGqxOHjwYLx+/RpBQUHo3LkzfH19MWnSpO+6X78ybFD3EWpqavDmzRsYGhpi69atPC3nfHx80NPToxcLc+O7ffs2+Pn5qWk2U8ReVFSER48ewdLSEmPGjMGWLVugo6ND7cXk5eV5WsAvXbpEFc8FBAQgLi4OFxcX+Pr60uxJZmYm2rdvD09PT1ojAQDnzp3Dixcv6mUAmsLly5exfv16rF69mj7kc3Nz6bJcXFxcvZv+sWPHqJWRrKwsXR7q2LEjDA0NYWlpieHDhyM7OxuWlpawsLCoNzP+VWsemBsko6rOXXC9aNEicDgc9O3bFwUFBZgwYQKMjY1hbW1NfSSZzAUT2Dk7O2PAgAE8AeznBHaGhoY8N6xTp04hLCwMlpaWdJn1c2sFN23aBH19fdohnZqaiidPnlBRYe4u6o9ZzTHHcfnyZbRv3x7a2tpYu3YtDWKZ9zLbFRcX4+jRo/UCxQ+5f/8+9ZC1tbWFiYkJlixZAgkJCURFRUFdXR3i4uIwMzNDXFwcfbjv2LGD53uvX78OXV1dWFtbQ1paGlJSUujduzeV/ujevTuUlJRgZmaGo0eP4sKFC2jRogUUFRWpZyXTqcyd3Zo+fTrNijKBzv379yEtLQ0BAQEYGxvzBLXXr1/HsGHDICMjU6+pgRum+UFQUBCGhoY0KGvK5Cc0NBRGRkYYNWoU+vXrB0lJSaxcuZKuCDCBnZ6e3keDGu7zx5xDf39/mJiYYNasWXj37h1u3LjRqK7knj17ICkpiUmTJuHy5ctQVVWFoKAg4uLiqEbizZs3qT0fU76grKxMZaBERERoI9nq1athZmZGLdbk5eWhr68PLy8vODg48GTyVFVVG9WmZHxcgY9PeD6cPPXu3Rtdu3alriKOjo6YO3cubUaLjY2Fra0tzp49i6dPn+Lp06d0ssGMx71791KlA6YbftiwYdiyZQtat279VasV3O+9dOkSjh8/jv79+/O45FRWVsLIyAjGxsZUymXkyJH4999/ER0dDSEhISxevBhZWVkwMDCAm5sbDhw4ADk5OXTu3BnFxcUoKCiArKxsvXKfb0FDNYwJCQnQ0dFBUFAQvQf7+vpSz199fX0YGhrC19cXdnZ2v2yC4EfABnWf4P3799DQ0KBBE/OAOnPmDISEhBAZGUlnu8xg/O+//6jX6saNG+Hj40NneSdOnICamhqys7Nx5coV/PXXXzQTZmdnR2+6+fn58PDwgLq6OvT19amKuoeHB27evMnzoAoODoanp2e9rqTPZd26dbCwsEDPnj1pMMItVsrcRFNTU+l7mItn8eLFVGjZ2NgYFhYW0NTURMuWLdGuXTu6PdOdGxER8VX7+iNgzvGNGzdgYGCADh06YP/+/Tw3HSawY7TR5s+fj65du0JRURG2trY8AVZpaSmGDh2K/v37f1HNDBPYtWrVijamAPWL9T+H2tpa3L9/H8LCwoiMjISkpCRd8tu3bx+kpaVhZGREdRMZuG+43McyfPhweHp64t69e1Rrbvv27fU8Kj98cH0Y2BYVFeHBgwe0e3jWrFk0aHVycqJ6WAMGDICbmxssLS2p5VqvXr2wdu1aHhuga9euQVRUFAkJCbQzT01NjWr61dTU4ObNmwgPDwc/Pz8kJCRgbGwMGRkZXLlyBdXV1fX2saHJzdSpU+kyEZOxExMTo7IY169fx4ABA+Ds7PzRgI7h9u3bGDp0aJMtoYC6LIaZmRnt7Fy5ciW9NhcuXEjvMY8ePcLo0aM/+XkMw4YNQ+vWreHj4wMtLS0oKSlh1qxZNEP54W/69OlTuLq6Yvbs2QDqXA0EBQWhqakJMTExbNiwgQbBFy9eRHBwMJUhcXd3h4qKCjgcDq2rS0xMpA0ybdq0gZSUFFUD2Lt3L168eIF27dpRr9f4+Hh6DlJSUnD48GEebcqm2P4xnDt3DmFhYbRG1dvbG7169UJCQgIGDhwIOzs7HDx4EBcvXoSBgQHCw8Nhb2+PGzduICkpiWbt09LSIC0tjWXLllGZm+XLl9eref6SwI77WGJjY6GoqAhFRUVwOBwsWbKEZ+xUVlbShhLurPbDhw8hJCRE/ahv3LgBFRUVKq3CNCfV1taiuLj4u0zGIyIiMGfOHDpOR4wYATk5OcjLy0NAQADW1ta4cuUKFX5WUFCgUkhOTk50PP6qiYLvDRvUNQJzgZSWlkJHR4c+6Gpra+kFx3hL9uzZE8+fPwdQV9v2999/UyHQdevWITQ0FCIiIpgzZw6WL1+O4OBg2NjYICcnB0VFRXR5ljvFDdQFWZ6entDT04OjoyPs7e0hJCSEDRs28OzrjRs30LFjR+pa8SWsWbMGEhISSEtL4ykAX7ZsGc1CMGbrysrKdIkKqFtmiI+Ph5KSEjQ1NWlXmoGBAS28rqmpoeeNMZX+Hbh9+zZkZWURHx/Pk0nlpmfPnjSwe/PmDcrKyrBgwQJYWVmhd+/ePNuWl5fXKzD/HJjAztTUlOovNXWZ9WP07t0b/Pz8NCDLy8tDQkICVFRUEBMTA1lZWfTo0QOXLl1CRUUFT/E9I7b77NkzeHp60lKCiooK+Pn5wcHBgWqMfYra2lpkZWVRjTfGeF1UVJRadMXFxaF169bo1asXnJycYGpqShuU+Pn5oaOjw2PSfe/ePYiIiNQT3nZxcUFCQgK1NsvPz0dZWRnWr19PhYuZYKyx34w7MBg/fjxdImTq1biXYpmHZ3Z2Nu2Q/hyaEtC9ffsW//zzD80KzZ49G3Jycrhw4QJGjx5NAwrua7yh4/qQrVu3Qk5ODlevXqWBWGRkJMzNzTFz5swGvYMfPnyIOXPmoKioCDk5OZCTk4O6ujrev38Pf39/6OrqYtWqVfQhXFlZiWvXrqFdu3YQFhaGkZER5OXlISQkhNjYWEyePJk25qxatQr//fcfFXC2s7PDyZMnkZubi9zcXCQnJ4OPjw8xMTHo168fxMTEcPXq1c+2/eN+DnDfs44fPw5/f38cOHAA5eXlWLBgAWRkZJCcnAwfHx8ICAhQe72srCzk5ubi7t27MDY2xj///APGb1tERARqamrUNeNLr1/u837s2DHY29vj4MGDuHz5MvXlZmo5me1Hjx4NYWFhGnSvWbMGXl5eIITAx8cHc+bMwbp163Dx4kUoKSkhKCgIR44cwZ07d3j281vdy8+ePYuLFy9i6NChEBERgZeXF65evQpzc3NcvXoVV65cQWRkJBUqZ8qe0tPTsX37dp4SAzZTx8LD4cOHsWXLFpSVlaG4uBgqKiq02eDDwstTp05BVFQUQUFBmDdvHtTV1TFo0KB6XrJz586Furo6hIWFoaioCFFRUWhpafE86M6fPw9ZWVn4+vrSjsC1a9ciKCgIVVVVOHfuHBwcHODv789jGA78Xy+Pu5i0qVy6dAktWrSgumcM4eHhEBUVRVhYGM0OMhp8wsLCaNeuHQYNGsQjl1FYWIizZ8/CxcUFbdq0oUux3EEdw68e2L179w6dOnWiBe8M3J10TL0H4//JdNKVlJTQwK4hiYKv6W7LycnByJEjERER8U265F68eEF12hi7IKZe6MqVKygvL0dmZiY8PDzg7+8PKysrXL16FRs2bIC9vT1u3bqFv//+G05OTvD390d+fj79bRk5C09PzwZrxz7k2rVrPBpvkZGREBQUhICAAGxtbamLgKamJiIjIzF//nyqUWVgYAA9PT0oKysjNzeXTsDGjBkDRUVFKkMCANOnTwcfHx91NhEQEMDw4cPpPj569AgTJkyAubk5HB0dsXr1aqpfBvy/ZvTJkyc0KAGAiRMnQkNDA0lJSfUCO27nlG9FQxmdmzdvorCwEBcvXkSrVq3oRC8jI4Oev881WF+0aBGMjY1RUlLC0zEbGhoKBQUFzJo1q8Hf99GjR7h//z5GjhwJLS0t2NraAgCGDBkCUVFRqKmpIT8/H2lpabhz5w6AuiztsGHDwOFw8Pfff0NbWxsCAgLg4+PDypUrMXnyZBBCsHHjRuzfv59qgTo6OuLkyZN0/5YtWwYbGxv4+Phg6tSpX6xNmZOTA01NTYwZM4ZHKHjKlClQUFCgE/rk5GSqm8csG+fm5tLP2bt3LywsLOhS8L///ouoqCiMHz/+i++F3JI3QF0msFevXjz2eiUlJfD09IS9vT12795Nv+vFixdUNNzHxweSkpIQFBSErq4upKSk4ODgAGtra2hqatLufUdHx0YlYL6GR48ewcHBAe3ataOBPYfDgaWlJSIjI+l2paWl1O/XyMiIjhlufodmu+8JG9R9QG1tLTw8PGBkZITdu3fj5cuXUFNT+2gH6alTp2BkZAQxMTFs2bKlwUHPiCGGh4fTh5CAgADOnj3L82A+ffo0NaBmWvwb8t4MCQnhkQ8AvnwZbsWKFbC2tuYpmmZm4bNnz0br1q3RqVMneg727NlDNbsak8tgCr39/f2bJMHwK1JVVQU3NzceXbNDhw7xdNK5u7tjy5YtMDAwoBIVTL1gaWkpFi1aVE+ShJsvDcry8/O/OOPX0PanT5+Gn58f5OTkkJqaiv379+Phw4c821RUVCAvLw+pqak4ffo0vLy86LlhPEzl5eWpuDF3YMc8DD8Gk1Fr3bo1wsLCcPz4cRw6dAhCQkKQkZFBZmYmYmJiaNMOIQSurq4QFxfH9u3bcevWLdqZzT1T5354LVmyBDNmzICioiIOHjxIz8WQIUMgKSmJR48e0dcqKipQUFCA2NhY9O7dG7169cLLly+RnZ2N0NBQ6g9raWlJl6uAusaJhgI7c3PzT+pFfg7cgUB+fj4NLhi2bt0KGxsbeu6PHTuGWbNm0SxeU2AekMuXL0fLli1phpG512RnZ0NaWhp6enpYt24d7ty5gzFjxtAMp5+fH+Li4hAaGoqQkBBIS0tjypQpGDFiBM6dO0cdMVxcXLBkyRK6KlBQUIABAwZAWFgY27Ztg4ODA6SkpCApKYmYmBiEh4cjOzub/q4PHjyAqakpbGxscOrUKXpuCgoKcPXq1a/SpiwqKsKkSZMgLS2N1q1b80wOevbsiZ49e+LNmzfIzs6mXqmEENowwZzDNWvWQF1dHenp6Xj06BHatWvHY4f4uYFddHQ0z0pIWVkZ/P39ISoqCj8/P55tS0pK4OXlBWdnZ2zZsoXuU05ODjw9Pak+YEZGBo4fP07rvDdu3IjZs2ejd+/e2Lp1K9q1a/fdgqalS5fCy8sLnTt3Rm5uLkJCQmhDCXfwmpycjBYtWoCPj6/ZuUU0BTaoa4B3795RIdmFCxdCRUUFM2bMwOrVq7FmzRqsXLkSq1atwqpVq5CQkIAbN27A09MTCxcu5BnwpaWluHDhAqZPnw4Oh4M9e/aguLgYt27doiKmAwcOhIeHBxYsWEAH7vnz56npNLNkxG3Gffz4cbi4uCAsLAwHDx784uNkHnzdu3eHk5MTz7+lpaXRWeaWLVvg6OiIwMBAGrA0xaT5Yyr3vwPFxcVo1aoV+vfvjzt37mDatGkNdtJFR0cjLS0NmpqaCAgI4PmMkpISbN++vcHzxB1c3bhxgy5jfg6fG9Bxj8+ioiKeYOvGjRtUP40J8Jkxwv09hw4dQnh4OEJCQngCvxMnTkBSUpL6LgJNf1BxZ9QYOztvb28EBgZCTU0NsrKytLN78uTJ8PDwgL6+Pnx8fOp1eDf00GGkTAwNDcHPz08nREyWbf/+/dDT02tw5s8c/+vXr3Hjxg1IS0sjOjoaK1aswI4dOxAcHEwlj7iXYjU0NJCcnEyv62+pw8h9jIMGDYKDgwNatmwJX19fOvlKTU2FkJAQtm/fjuPHj8PMzIwn+GzoPDX2wC4oKICCggK6devG8/q5c+fQqVMnJCUlYdu2bbSLUkBAABISEtDU1ERhYSEGDhwIJSUltGnTBhISEuDn58fff/+NPXv2QEJCgpZuzJs3jzZQ5OfnU7Hhbdu2oU+fPlSXTltbGwMHDoSEhAS9txQWFkJVVRV+fn60fo7ha7UpgTrLyLCwMLRo0QKenp64c+cOtm7dip49e9LMZ9euXcHhcMDPz4+wsLB6Uj2urq5QUFCAhoYGrKysmlSS0Bj79u2j72dq8vLz89GrVy+0aNECCxcurKdkYGpqiv79+9PX3r59i3HjxsHb2xvm5ubo1asXpKSkkJqaih49ekBBQQFbtmypt1z/LQM7Zin61atXWL16NdTV1REQEID79++jQ4cOIISgTZs2uHDhAs0Op6amYvr06XBzc/vlV3x+NGxQ9wHc2QUfHx8qzSAjIwMzMzO6vKOtrQ0jIyPY29sjJycHxsbGPB2ojG8ko0ovIiLCI33Rvn17qKqqIi4uDm3btoWgoCDGjBmDiooKlJeXw9raGlZWVhAXF6dLNox4JwCq6xQREUHrWZrKhzV5zDJCYw80oK7mqnv37vTvptZxfUzl/ncgIyMDAgICVE6E6aSrqqri6aSrqKhAWloa9flsiIYEYYG6omZPT0+a1flecH/nxIkT4eHhAUlJSXTv3h3Lly8HUNe52rp1axgYGNDMz4fODhkZGRAREaGCr3v37qUZKMZ3sXfv3k0al9yf/eLFC8TExMDBwQHx8fFYunQp1NTUQAiBi4sLOBwOT1Cxb98+DBky5JMlB8x35ObmIiYmBubm5lRYmYHJ+HzYCcp9zl69egUrKyvExcXxbPPq1SssXLgQ4uLiPH6pU6ZMgZiYGGbPns1z7X5LOnfuDFNTU+zbtw8PHz6EgIAAgoODaVDdq1cvCAoKQktLq9Fx2RCLFy9Gv379MGnSJKran5GRAWlpaQQHByM9PR0XLlxAQEAABgwYgBMnTkBKSgrLly/Hw4cPqZVg586d6Wd26tQJJiYm0NXVpYLBoqKiEBUVhbi4OBYsWFDPtqu8vBw9e/aEpKQkNm7ciCFDhsDGxgaCgoLg4+OrV0PMePUGBATwLIt/KwoKCrBv3z5YWVlBT08PcXFxMDU1RWBgIM6ePYsVK1Zg27ZtUFBQAD8/P7p27YqysjKe4O3o0aM89W2fW//14That24dvL29qbRKfn4+OnfuTLOf3NdYWVlZvXvxxYsXkZmZie7du9NSIuD/yQUOh8MjqvwtYWpo5eXlMXv2bAwaNAiEEFhZWaFz5864d+8eOnToAD4+PkhJScHAwAAmJiaoqqrCu3fveBwzWOpgg7oGYC629+/fo0OHDjA0NMSSJUvoTK+oqIgWvDOen4zfakZGBjp27AgzMzMMGjQIhw8fxrJlyyAlJQVNTU3MnTsXHTt2hKWlJR4+fEgHZY8ePaCsrExvauXl5SgvL0eXLl0gLi5OlzC5bwBZWVn1aio+xaVLl9C6dWuezsDt27dDWFgYiYmJ9Pu5L5LS0lIEBQVh4sSJX3A2/8/vGtg9ffoUly9fxuvXrzF//nwe3TruTrry8nKkpaWhRYsWcHNza9JnM80FP3KJeuLEiVBUVERaWhquX78OBwcHtGrVitq0XbhwAa1bt4aUlFSjTiRMRkJWVhatW7eGtrY2Ll++DKBumU9SUhJ9+/alwUVDcI+HlJQUDB06FCEhIQgICICTkxNGjRoFVVVV2ngjJiYGZ2dnPHnyBO/evYO/vz+6dev2SUkKhgcPHtQTHwbqgi/ujE9jZGZmwtTUFFlZWTwF50Cd+PDUqVMhJiaGbdu20ff8/fffTS7K/1yuXbsGKysr2lm/cOFCyMrK1pMXuXjxIk/5yKcydAkJCZCXl0e7du1gY2MDExMTuiJw+fJlGBsbQ0dHBxoaGnB0dERlZSVmzJhBZUKOHj0KKSkptGrVCkZGRjz6da9fv8bbt29RUVEBCQkJCAkJwc7ODqNGjaJLiA8fPsTs2bOxcuVKVFZWoqamBiEhIVBWVsbNmzfRu3dvaGtrQ1paGm3atOGZjMbFxSEjI6Ne6cC3pra2FjExMbCysqLjU0dHBxYWFjh37hyuX78OOTk58PPzo0ePHvQ6+FCh4FtkmVasWAE3NzeEhYXRMfz69Wsa2C1durReTXN5eXm9SVdqaioUFRVhY2ODxMREnD59GgkJCZg+ffp3bzxITk6GtLQ0REVFcezYMaxevRouLi7o3LkzsrOzMWjQIIiKiqJbt250Xz4lhdRcafZBXWMDgjtj5+vrC1tb2walGQBQ8VKmtsTCwgIZGRl0qbKwsBAmJiaws7OjyxNMFqSsrAy1tbVYunQpTExMsHHjRmzfvp1mDLi9N5kH//Tp09G1a9cvutAePHgAJSWlejf+fv36QVBQEElJSXRJrqqqCs+fP4evry9sbGyaZUcR941w4cKF4HA4uHjxIt6/f99gJ11FRQXWr1+PsLCwTwaxHzYXfG9qa2vx5MkT2NvbU+HREydOQFRUlPpyMpw5cwZDhgyhv/ndu3eRkZGBs2fPYubMmVBWVsa8efMgLi4OOzs7cDgcnmAmIyMDHA6nnh1XQ4wcORKKiooIDw+Hubk5CCGQkpKClJQUbG1tceLECUhISEBdXR0mJibYuXMn2rRpAzMzswaXhxm4z//EiRNhY2ODc+fO0cDOzc0N9vb2EBERoQHpx1i9ejVERER4zic3Dx8+hLS0NPVz/t6kp6dDX18fADBr1izIyspSj+DHjx/zrAwwfGpMZmdnY8SIEbTR68qVK+jVqxc0NTXpmCkrK0N2djauX7+Omzdv4vjx4+jUqRMGDBiA8vJyKrb84MEDDB06FMrKyujSpQu9pxYVFeHMmTPw8vKCmZkZJCQk0KVLF1oz6e3tDVVVVZiZmaFv377YvXs37OzsYG5ujoSEBNrlytzLvLy8MHr0aNql/bXivZ+itrYWJSUlOHPmDMTExGBgYAABAQEqgDxw4EAAoBkoQgjatWsHf39/2NraftXktrHn1fr16+Hl5YUOHTrwBHZdu3aFgYEBTx3l7Nmz0bZtW9jb26Nv37601GLt2rUQFRVF27ZtqSYqt9zJt7z/fyhttGvXLsjIyEBJSQmzZ8/GixcvsGrVKri6uqJz5844d+4c9c7dtWsXu+T6EZp1UPepmibuwM7f3x92dnZITU1tdEC9evWqwRliYWEh3NzcMHPmTMTExMDGxobnxl9VVQVzc3MICQnB0tISfHx8cHR0pNpgb9++pd6bPj4+EBIS+iKvPeZ4x40bh3bt2tHaFaDu4oqMjAQ/Pz/s7e0xefJk9OrVCx4eHrC2tqbBbHO9mP79919MmjQJe/bsQWpq6kc76bgbVj52A2+oueBbwu0AwZCXlwdLS0uUlpZi586dkJCQoBY75eXlSE1NrecLytRKMY4gCgoK6NGjBwDQTkRXV1e8ffsWpaWl9KF6+fLlTz4Ijh8/DlVVVVy8eBGjRo2Curo6/Pz8ICIiAkIINDQ0MGnSJBw7dgyGhobQ1taGnZ0dOnbs2OQxGRcXBxUVFaSlpdEJS05ODnr37o0WLVo0+Vo6depUg16g3FhZWX2X4u2GHuavX7+Go6MjunTpAllZWZ6O+BMnTsDZ2ZkuyTWFHTt2QF1dHWZmZjxNF1lZWTQ7tmfPHvr6nj17ICUlBQ6HAxUVFejp6UFCQoIGNbW1tbh16xbMzMyol/CbN2+gqqqKCRMm0M9RUlKCkJAQhISEEBYWhvXr1yMvLw/Dhg2Dj48PxMXFMWXKFPTt2xceHh7w9fWlchaPHz9Ghw4d4OLiAkdHx8863i9l3bp1mDhxIubMmQMTExPIyckhOjoaYmJiUFJSgqurKzIyMvD69Wvcv38fGhoaMDQ0hIuLS4NJgabCfS95/fo1cnJyeMb+2rVr6wV2eXl5PN21Y8aMgYqKCubMmYPDhw+Dn58f7du3p7V/AQEB4OPjg4aGBiwtLb+q5u9j5Obm4unTp7h+/TqKiopoJnHq1KlQV1dHUlISXr58iVWrVsHd3R3du3fH3bt3sXjx4maZXPgcmm1Q19SaJu7AzsbGpp7u2Kd49eoVAgMD4eDggOrqapolsLe3p4Gdu7s7+Pn5sXTpUhQWFiInJwc9e/aEm5sbdY8AwOO9+TUcOHAAtra22LhxY72gY+7cuQgKCoKamhoCAwMxadKkzxI+/RM5ceIENDQ0ICsri7Vr18LT0xMhISGf1UnXWHDXUHPBt4I7Y7FlyxZkZ2fj1atX0NbWxqBBgyArK0tFUYG6iY2fnx+P3MWZM2cgJSVFx+GOHTtACIGfnx/27t0LCQkJDB8+nNr1cPsuMnCPm2vXrmHXrl20TvTQoUPQ19fH1q1boaWlhfPnzwOom3gwiv0uLi5ITExEaWkpnjx5QuVKPvzshrh48SL09PSozuS7d++Qk5ODffv24erVqzySE5/i2bNn9bxAgf//toWFhXB2duYR5/4WcB/j+/fv6d9lZWXo168fZGRkMH78eLpNTk4OLC0taXDVVA4ePIjg4GCIiYnROjqGrKws9OvXD0JCQtQtoWvXrhg4cCCioqIQGxsLTU1NCAoKIjAwEBkZGSgqKkJCQgIUFBTQt29fSEpKQllZGfz8/OjevTtPcGxoaAgtLS0cPnwYDx8+hLGxMUxMTGBhYcFjcL9z5074+/vD29ubBnZlZWV4//79J/2DvwUpKSngcDg4ePAgYmJiIC0tjY0bN9LsZEZGBrp06QIrKyuMHj0ab9++RWVlJY8czpfcR7nvH5MmTYK7uztt2OG26mICu9DQUBrYMecuKysLxsbGNPj/999/ISYmhmXLlvF8165du5Cenv7d7Bs3bNgANzc3apempaWFoUOH0n+fMGEC1NXVMWPGDLx8+RIrV66EnJwcVRBgnF1YGqbZBnUMTalpYgY3U9/RFF6/fo3p06cjMDAQdnZ2PFmFnJwcDB06FM7OzlBSUoKKigqMjIxQXFxMt8vNzUW3bt3g6urKU/D7Jan7ht7Tr18/KCsr04foh3x4g2yuGTqgbsl6zJgxkJSUxPDhw2knXVN/C+7tMjIysHbt2q9qLmgK58+fh4iICDIzMzF69GioqKjQQGTJkiUQEhLisfgpKytDYGAgj6dpTU0N5syZQ7Nyz549g5aWFuzt7aGurg5JSUk6MTlx4gTOnTsHX19fTJ48ucF9Wr9+PSwtLdG+fXuMGTOGHruAgABmz54NPz8/VFRUYOvWrRAXF4ecnByWL1+OiIgIODo61luibsr5T09Ph7q6OioqKnD58mWMHj0aBgYGEBYWhre392fXu6WlpUFISAg9evSg8hsM48aNg46OzhdpRX5IWVlZvRq/qKgo+Pj4wMjICHPnzsWTJ0/w/PlztGnTBubm5ujcuTNiYmJgbGzM46f7qaVpbk6dOkWXtj+8N2RmZmLatGk4c+YMevToAVdXV+zZswctW7bE0aNHcfz4cdja2lI/a1lZWSgoKFDtuOvXr2Ps2LFQV1eHoKAgZGVleRpfnJycoK2tDRUVFWhra4Ofnx9ycnI8WT2gLrDz8/ODn58fj23f92bdunUQFBSky9AJCQnU0WLAgAF0u3379kFSUhLBwcH1mjW+tq543LhxUFRUxKZNm7B37144OzvD3t4e69evp9swE8+OHTvyJADOnTsHIyMjAHWBG3eW/s2bNw06En3r+/6qVasgIiKCRYsWISMjAydPnkSvXr0gIiLCI8OSmJgIbW1tdOzYEa6urhASEuJxJmJpnGYd1H1OTdOHHYCf4urVqwgKCsKwYcMazHTl5OQgMjISAQEBSE1NbVBG4tGjR18kFNoYx44d43FF8Pf3h4aGBk6ePIl3794B+L9jRnMN4hoTSM7Ly8PYsWOhqanJUyf2OTfpUaNGQV9fH9bW1mjTps0XNRc0lbt376J///6QlJSEjIwMXWqvra1FXl4eRo4cCQ6Hgz59+qB3797w8vKCqalpPUX2SZMmISAgAOvXr4eioiIGDBiA2tpa+Pr6QkJCAkOGDMHdu3fx6NEjWqLQ0CyaqdfZtGkTjydxdXU1goODoaOjAxMTE6xZswZSUlKYMWMGWrZsiX379mH58uXw9fX9pAtDQ8FLcXEx1NTU0KpVK8jIyCAqKgpbt27F/fv3P7mU2hDV1dXUC9TQ0BB9+vRBQkICIiIiICsr+0VlEQ0RGxsLDodDM2Y9e/ZEy5YtMXPmTERFRaFVq1bo0KED7t27h2fPnmHhwoXw8PDAwIEDMX36dPo5n2qKOHz4MHbt2kXt0oC67GxwcDCsrKzqiagDdVlfPT09iIiIYP/+/Zg5cyZcXFzw6NEj3LlzBwsWLICAgACUlJRgaGgIR0dHTJkyBQcOHICEhAQWLVqEKVOmUNFupkO2trYWiYmJMDc3h6mpKcaOHQtTU1NYWVnVW0XZvXs3HB0dERwc/FU2eZ+CyQqtXr0aHA4Hjo6OtOkkKysLYmJi4OPjw7lz51BaWoqSkhKMGTMG/Pz8VKvvW3H06FEYGxvj7NmzAP7vaGRvbw9bW1ts3bqVbpuamgpPT0/ExsbSpr4XL17A0tISCQkJkJKS4mlguXjxIlxdXWn283uQmZkJfX19bNmyhef1/Px8LF68GGJiYujatSt9fcmSJRg8eDD69euHgQMHokuXLt9s0vsn06yDuu9d01RUVMRj/P0hhYWFqKmpod6bH9oYPX78uMEZc1PhvnnfuHEDHA4HEydOpA/4qqoqBAUFQV1dHX///Xc9SZPm1lX0YVNEdHQ03N3dsX37dpqdS0hIQKtWrXjEhJtynlauXAllZWX6kJ49e/ZXNRc0hQULFoDD4UBaWpqOIWZfS0pKsGnTJgQFBaF79+6YMGECqqqqEBERwVPv6e3tTeUnmNomoG5sKykpQVJSErKysnB0dISTk1ODdW43b96EiYkJli9fznOO9+/fj4sXLyIjIwOenp4QFRWlAt1t27aFtbU1SktL0b59e0RGRja5y7WoqIhHmuTJkyeYOnUqDhw4QDPQVVVVcHZ25lm6+hzOnz+P0NBQmJiYwMXFBYMHD+YxTf9a3r9/j7CwMCgpKdFsBtPlCtRlq1q3bo3IyMhGpTs+NeEYOXIkVFVVYWhoCElJSTg6OtIVi1OnTqFDhw6wtbVtcBVj//79VMqDsTN89OgRcnJyoKCgQF1U0tPTYWlpCQMDAwQGBlJLqpcvX1IvTwEBAYSFhQGoq8M0MzOjDjbLly+Ho6Njg245+/fvb5Ko9Zcwc+ZMzJs3D0CdMwXjncvPzw9paWkaOHfp0gUCAgJQVlaGnp4evL29oaKiAkNDQyoa/624f/8+7dg+ePAg5OXlsWrVKty6dQuqqqqwsrLC0qVL6bU3btw4ODo60vFRVlaGyMhIiIuL8wScFRUVCAoKQkhIyHdVKNi9ezcsLCx4agGZa7qoqAjjxo2DtLQ0j6h+dXU1Xr9+DRcXl3p6lCwN02yCup9R08TwqYd+TU0N1q9fDyEhIcTHx/N4b2pqajbqOdrU75w2bRrmzZsHKSkpiIiIYOzYsTxSFYmJiQgMDISuri7mz5//2zpAfCtGjx4NZWVljB8/HiNGjICMjAwGDRqEmpoaPH36FOPGjYOxsTFdQmwKw4YNQ3x8PID/L30wtSyf21zQGPfv36cz2alTp+L48eM4efIkBgwYAFlZWXqzbMiYvqqqCoWFhYiIiICkpCQSExNRUFAAc3NzODk50cwDPz8/Ro8ejTFjxlAPYMZ3sbGaofT0dOjq6vJ4RsbFxUFbWxsbNmzAmzdvcP36dVpbKiMjAwcHB2zduhV+fn48Xa6fyjxNnToVPj4+UFZWRlxcHLXbY3j37h3y8vIQGBgIGxubr8pIV1dX1+vi+5a8f/8ewcHBEBERoTZ83GzcuBHS0tJfFEyuWrUKioqKyMzMRG5uLnJycmBvbw9ra2uaicrIyIC7uzt69+6N69ev49ChQ1i7di3NjO3Zswe2trbo1q0bfH19YWRkBAUFBfTq1QsPHz7EpUuXcOXKFYwePRoaGhoIDAzE6dOnkZeXB1NTU0RFRaFnz54QExMDIQQdOnRAXl4epKSkeESSlyxZAldXV0RERHy3II6bt2/fYvjw4RAREUHnzp3B4XCgoaGB1atXY8SIERAXF+cRhg8MDISEhAQ8PDwQEREBNzc3njH7JWRlZeH48eP4999/6WtVVVUoLi5GRUUF2rZti4kTJ9Jx5+vrC319fcTExNDvDQgIgLi4ONq0aYOdO3eiqKgIt2/fhrOzMxwdHTF+/HjMmTMHrVu35snSf6/AbuLEiVBWVqZ/f/hc/O+//yAgINBgTSqzksTyaZpFUPczapo+l9raWmzatAmSkpLQ0tKCgYEB9d78GqZOnUq1q/bt20e9W+Pj43kK6R8/foy1a9eiQ4cOGDduHLKysr72kH5Ljh07Bl1dXXreL168CA6HwyPYzNREdu3atcnZzOjoaMyYMYM2FzC1LDU1NZ9sLmgKFy5cgJaWFhVo5XA4NPP633//oVevXpCVleUJckJCQjB27FgAdeNvy5YtkJeXpx2NdnZ2GDJkCN6+fQtbW1toaGhAXl4eHA4HEhISDS41NvRAmDZtGhQUFOjfU6dOhYqKCk6dOkVv1tnZ2bh58yaWLl0Kb29vCAoKwtnZGSEhIU3ucmWK8teuXYs1a9bA3t4eHh4etAaquroaq1atgpOTU6NZxc+hqQLcX0NFRQU1rV+/fn09I3UNDY3Pyggx7x8zZgzat28P4P9j7d27d/Xq8TIzM2kTi42NDUxNTaGhoUFLQrZv3w47Ozt06NABysrK6NixI65evQoXFxf4+/sjNDQUlZWVmDRpEtTU1DB16lQkJSXB29sbubm5GD16NIyMjKCsrAxdXV08f/4cu3btgra2No+wcEpKCry8vBAUFPTdRbqBukxiYmIiREVFERwcjOjoaLx//x5v3rzBvHnzICEhAQ6HQ6+f+Ph4BAYGwtnZGZGRkV81tlavXg0DAwOoqqpCQ0MDvXr14vn30tJSGBkZYcaMGfRvExMTiIqK0mzu+PHjISYmhk6dOqF169bQ09NDZGQkcnNzkZWVhbi4OOjp6aFt27YYMGDAD2mG27JlC8TExKjszodUVVVBQ0OD3htZvoxmEdQx/Miapi/l8ePHOHToEPbv38/jxfolVFRUwN3dvV6h8YoVK8DhcDB+/HgeWRPg/51kzZUDBw7A3d0dQF0mRFJSknZ+lpSU0GXMvLy8Br1XG5vlTp48mTYXcN+0CgoKPtpc8Dn06dMHCgoKEBcXp3U3DHfv3kWvXr0gLi6OuXPnwsvLC/Ly8hAREcHy5ctRW1uLVq1aYfXq1di/fz88PT1BCIGenh79jPXr1yM5ORl9+/aFkJAQj2/lx9i6dStERUWRnp6OwsJCuLq60nPw/PlzHD9+HObm5rC3t6dLRXfv3uUxj//Uw+bAgQNo1aoV/X1OnjwJQUFBWFtbw8XFhQYhV69e5bFP+h266CoqKtCpUyfIy8vj6NGjdN/v3bsHZWXlTy4hf9hxDNQ5xLi4uNC/mfN+4MABKCsrUyHq8+fPQ1ZWFitWrABQt5TN4XB4/E937NgBXV1dmo2TkZFBYGAg5syZg3379tHtJkyYAE1NTdja2sLExASvX7+Gm5sbvL29IS0tjalTp9KJSGRkJAYMGMAz8Zw7dy4CAgLqedx+C7ivZe4lwTFjxkBWVhaWlpZ02+LiYhrY8fPz46+//gJQd+/kzih9ydhKSUmBkJAQUlNTce3aNURHR0NQUJDWPFZXVyM/Px+hoaEIDAzElClT4OvrC2tra7i6usLAwACZmZmIiIjgmcCtXLmS1lwyk8cPl+2/97Xw4MEDSEtLo2PHjjwZV2Y8P3jwAJaWlvU8zVk+j2YT1P2MmqafSU1NDd6+fQtjY2NaB8XtIhEZGQkhISFMmjSJLT7lYuPGjTA1NcX+/fshLS3NI/mxY8cO9OrVi2c5vLGALj09HUeOHMGZM2foa76+vpCRkcH58+fx/PnzTzYXNAVuLbqVK1dCTEwMWlpaWL9+fT2vy8ePH2P06NEwNjZGSEgInjx5gsTERIiJiWHYsGGIjo7GyJEjcfv2bTx48AD+/v5UvoSbt2/fIjk5GW5ubk3KUHHfzK9fvw4XFxeMGzcOGzduRHh4OJycnCAnJwdVVVUMGTKknvp9U5aDsrKy6Djfv38/5OTksGrVKpw5cwby8vJwcnLisfEDfq+O7vfv3yM0NBSSkpLo0aMHpkyZAhsbG56sWkM01HEM1AW9EhISNDhjfsfdu3fDxMSENqWsW7eONjLcvXsX2traPJ2eDLt27aKTRSUlJWhpaUFDQwNmZmYYNmwY3W7atGnQ1dUFIQQiIiJQUVGBmJgYhISE4OvrCwsLCxw8eBD79u2Duro6zbIyfOhB+i1gjj0/P58GkWlpabh58yYKCgowYcIEcDgcHnmp4uJizJ8/n1pAvn79+qsztzt37qQe4QzMSsGHtnbp6ekIDQ2FtbU1goKCUFlZiaKiIjg5OUFVVRUGBgb1VnkWLVoEZWVlukLV0Dn43mzcuBHCwsKIiIjg2T+m+97d3f23dR76VWg2Qd2PqGn6mTR2IYwcORIqKipUuoF5kCUkJMDHxwccDgfr1q0D0LwaI7hFNbnPXUVFBRwcHMDhcLBgwQKe14OCghq0pYqIiMCcOXPo3yNGjICcnBw0NTWhqalJg42SkhI4ODhAW1v7k80Fn0tOTg7evHmDnJwc9O3bFy1btsTy5ctRXFxMt2H2Ozc3FzU1NaitrcXJkyep/6aCggI4HA5der9//z58fX2poTY37969azBTyQ33ed20aRO9mQ8cOBAWFhYQERHB0KFD4eDgABcXF/Ts2RPR0dGfPNbG6uoKCwtRVlaGNm3a0HMOAG5ubmjRogVPcPE78v79e/Ts2ZNqAnKXBDR0Trg7jj8Mht68eYPExETo6upi2rRpePPmDa5evQpPT084ODjQ3zQ+Ph5+fn4oKiqClpYWBgwYQL9r7dq1iIuLo9tmZmZCUFAQGhoaePXqFe7evYt//vkH+vr6GDhwIN3u0KFDGDFiBExMTNClSxccP34cPj4+6NGjB/bt20ddBUxNTdGiRYtPdj1/C/Lz82FmZoaZM2di+fLldLkbqLu2xo4dCwkJCZ6O0eLiYuoy05B7x+dQUVGBgQMHQl9fnzZoAP/3su3SpQtGjx6NGTNm8HSPv337lmYXmbrY9u3bg8Ph0OVr7rGhpKTEE5z+aKqqqrB8+XIICQlBXV0dbdu2RUREBFxdXWFhYdHsRe6/Bc0mqPveNU0/E+6L9syZMzh27BhdVn348CG1Obt37x6AuodD+/btcfLkSYwaNQo6Ojr1jMz/VLg9MIG65Y7evXtj+vTpdOa4d+9eWFpawt3dHSdOnMCGDRvg7+8PU1PTerZUhYWFGDp0KKSlpbFs2TLaXHD16lVcuXIFc+bMAT8/P484bHp6+iebCz6HDRs2wMnJiadWJTIyEi1btsSqVatQWlqK2tpa9O/fH/fu3aMTmG3btuHmzZtITEykDg5M4MMc3/379+Ht7Q0Oh4M5c+bUC+CaEtCtWLEC8fHxcHJyonZKXl5ecHV1hYODA9Vx9Pb2/uSSLvfn3rlzB2fPnkV+fj5d9nr16hX09fXp9V1QUICIiAhs2rTpl8kAcJ8z7uuuKQ+yd+/ewdfXlydAbei4uDuOG/vuJ0+eIDk5GZKSkpCXl6factHR0aioqEBNTQ2uXLkCJycnSEpKon///jzfN3z4cISHh6OkpAQAEBoaSgNOZrvCwkIsXLgQenp6GDx4MMrKypCZmYnLly+jffv2OHXqFGpqanD79m2oqKjg5MmTyM7ORkxMDDw8PGiZyI+YcCYlJUFZWbnehA6oq7FLSEiApKQkzzktKir6ZrZVL1++xLBhw+Do6Ih//vkHYWFhMDMzw9q1a3H69GlERUXxZOIOHz5M38s9BoqLi+Hm5gYdHR2eutfc3NwGJUV+BlevXsXgwYPh5eWFnj17Ijk5udmL3H8r/rig7mfWNP1sRo4cCQ0NDYiIiMDNzY3WwZw7dw7+/v4QERGBh4cHDA0N0apVK1RXV2PRokXf1Q7mV2Ls2LFwd3fHsWPHANQZuUtJSaFz585QVlaGn58fXaJLT0+Hp6cnFBQU4ODggC5dujQ6i3z58iXGjx9PH3xDhgyh/1ZaWoqFCxeCn58fCQkJDe7X1wYbhw4dgqenJ9q3b48DBw7Q13v27AlDQ0MMGDAAPj4+kJGRgampKf7++28sX74chBCsX78eu3btgrS0NMTFxSEkJERlExju37+Pv/76CxwOB7t27fqsfRs1ahSUlJQwatQoBAcHQ0NDg9a09u3bF7NmzcLFixcREBAAExOTj97QuR/sY8eOhZGREVRUVGBvb4+oqCg8efIEBQUFCAgIQMeOHTF//nz4+fnBxcWFnuOfHdhxH8PMmTMxduxYHmur2tpa+venfKk/BtNx/N9//zX4Ody1Y0ePHoW4uDgiIiLodzO/Q15eHvr06YOWLVvS+yYT4CgqKlJXlYKCAnTq1AmEENjY2PB8Z1FRERYtWgR9fX3Y2NigTZs2WL9+PUJCQiAsLIzp06fj/v37WLFiBfr27YtXr17hzZs3uHTpEvz9/b+pVExDMMd6+/ZtiImJQVZWFrNnz65Xb8w0T3A4HKxevbrRz/kaGMchHR0dHo9w4P9jNzU1lUoQAXUNCImJiUhKSqJLt6WlpXBxcYG6ujrGjx+PlStXIigoiGdi+ivCZui+nj8qqPsZNU0/E+4b57Fjx2BlZYXTp0/jypUrVIWfSeW/e/cOy5Ytw9ixY5GcnEwDlEGDBqFt27Y/tTnkR3H48GG4uroiJCQE27ZtQ2RkJJVvycrKQnBwMDw9PXnMr+/fv0+XOADeGzf3+X/79i3Gjh0LGRmZejVoTGD3Oc0FjdFYUHLs2DH4+PggMDCQJ7AbM2YMIiIi0LlzZ1RWViIpKQkKCgoghCA+Pp7HdzEuLg6SkpIQEhKqZ0pfXl7+2b6LBw4c4OkkPnDgAAQEBHiEbg8ePAg3Nze0bdu2yUsvs2bNgpKSEi2o7t69OxQVFem1vmPHDvj7+8PExAT+/v7fXarhS4iLi4OysjLVQGQYOHAgVf3/FB/LXn3YcdzQttnZ2di1axdsbW15dMuqq6vp8jxQdw2Eh4dDX18fSkpKcHBwqJcFAuo6sMXFxSEoKMgjSVJbW4vCwkIkJyfD2toa8fHx9LOXLFkCAwMDhIWFoUePHujZsydPTdn3gBkH5eXlqKiowJMnT1BZWYnKykrcvXsXSUlJ0NDQoP6j3BQXF2PixInfNdDMzc1t0CO8oQa2kSNHQl1dHREREejatSukpaVp/V1RURH8/PzA4XDQo0cPTJ06lV6/v0Lw1JzKfX4kf0RQ9yvUNP1Mdu3ahf79+/NkgvLz89G/f384ODg0uGz28uVLDB06FDIyMs1CvoT5bY8fPw4XFxcqP8Ct13f9+nUEBwejdevWPPVKDNzn8ObNm/S9o0ePxu3bt5Gbm4vx48fXK6oGPr+5oDGY9+7Zs6ee2n9GRgbatGkDX19fHnP3d+/e0Zt5cnIy+Pj4wOFwwOFwoK6uzuO7GBsbCykpKRBCaBF9x44deey0mhrYrVu3Dl5eXgCAzZs3007i2tpavH37lgZ758+fb/IydElJCYKCguj5PXDgACQlJbF06VIA/6+VfPv2LQoLC5vcPfsjOXnyJLS0tHj0ILk7LtXV1Xke5l8yXrg7jhsjPj4eHTp0gImJCc9vwA1z3eTn5+P69euYO3cu0tPTqazIq1eveOwNU1JSwM/PDykpKZ6l/LKyMnTq1AkSEhLw8/PDiBEjaCPP+fPnqfYjh8OBsrLydysHYY4xOzsboaGhMDU1hYCAAExNTXnunxMmTICGhgaSk5NpYDdt2jQeAejvCZOxc3Bw4Mmccz+jdu/eDU1NTdr8t3btWggLC/NkEd+8eQMLCwt0796dvvYrXQss357fPqj7FWqafiZv3ryBm5sbREVF0bFjR55/y8/Px4ABA+Dq6orExET6+qtXr6isRXNT6a6urkZmZiYcHBwgKSlZbznxxo0bCA0Nhbm5OU9gxFBbW4usrCwoKChg9uzZGDRoEE9zQWNF1UDTmgsagzszcOPGDejr66Nbt271siVHjx6FrKwsfH19sXv3bp5sxLJlyyAiIoIJEyagT58+UFRUhLW1dT3fxbi4OMjIyMDX1xeurq5QUlL6rOV55sGzePFihISEUIFv7k7izZs3Y+TIkTwdug0FFf/99x/Onz9PpYcAwN3dHdevX0d6ejrPeX7//j2WLl2KEydOfHb37I/kyJEjkJSUrOftyuznlClTMHXq1Hqvfw6NyUcw4664uBgdO3ZE165dISIi8tEO+NLSUiqPwR1UDB06FI6OjrC3t0efPn2oH/LUqVPBx8cHISEh2NjYYNCgQbCzswMhhLqXWFpaQltbm9bjlZaWIjs7G66urpCSkvouIsPMsd+4cQPS0tKIjo7GihUrsGPHDgQHB0NYWBj+/v50u/Hjx0NXVxc9e/ZEnz59wOFwvpkNXFPg9ghvqHRjzpw5VGswLS2NZ3JTUlKCixcvAqib4PyuCQuWz+e3D+qAn1/T9CNpKCh4/PgxOnbs2KA1TX5+Pjp16oSoqCie9+Tl5TWL5oi0tDSq2TZy5Ej07NkTAHD27Fk4OTkhKCioXvB25coVxMfHf/RGmJycDBkZGYiKitIaPeb8MjVHUlJStMOam88N6LZt2wYBAQEeG7nU1FQ4ODggMjKynnSBq6srtLS00K9fP5qN4Ofnh5CQEDp06EC3mzBhAlRVVRESEgJRUVF07dqVZiOWLFmC6Oho9OvX75MFzI1dP0+ePIG0tDQ4HA6PWfi7d+8QEBCAPn36fPRcrFmzBkZGRpCSkoKGhgaV0ujYsSNatWoFaWlprFy5km7//PlzeHl5YdWqVY1+5q9AdnY2vLy8oKWlhfDwcPTo0QNt27aFl5cXnJ2doaqqCg6Hg/bt28POzg7Hjx//ou/h7jjmDkZevHiBgIAAuLi4YNOmTRATE6NBc0O/R0pKCvr378/zb2FhYTAyMsK2bduwatUq6OnpwdXVld5Tdu7cCSMjI/Dz88PQ0BDKysr0/vvkyROoq6tTKzFuqqqqkJub+0XH2xRevXoFKysrqoTA/frChQshLi7OMzmeO3cuwsPD4ePjU6/J6keQk5ODHj16oF+/fvV+m2XLlmHgwIFIS0urN4ncuXMn4uPjeTzN2cCuefBbB3U/o6bpZ8L98MzLy8Pbt29ppuPhw4cICgqCl5cXbcVnKC4u/mUKxX8k5eXl6NKlCzgcDrp27QpxcXGezOSJEyfg4uKCkJCQRgUvP/QoZM7frl27ICMjA2VlZcyePbuelduLFy/oUuznNhdwU1ZWhh49ekBYWBguLi6IjY2l/7ZhwwbY2toiMjKSPrQLCwvRr18/zJgxgycbER8fDykpKQgJCcHPz48Wyo8fPx5aWlowNzeHkJAQCCH0s7gfAo0FdNzX4JYtW5CUlIR169bRIGHDhg2QkZHBwIEDcenSJaSnp8PPzw/m5ub1Oom5SUlJgbCwMFJSUnDkyBFER0dDRUUFc+fORXZ2NkxNTakgbEVFBYqKihAQEAA3N7ff4uGVn5+PmTNnwt3dHUuWLMHSpUuxadMmrF69mjpITJw48atkWKqrq7F8+XIqM+Lv7w9fX1+ejuOCggIoKCggIiKC533cDB48GBMnTuSpg3NwcKBjfubMmZCRkYG+vj4sLS2pfMrt27exfft2PHjwALq6unjz5g1evHjBE6ADddfSjxI8z8zMhKmpKbKysuhxMtf0mzdvMHXqVIiJiWH79u30PeXl5Y366/4IXr9+Tfdx37591Kf88OHDEBMTA4fD4Wn+e/v2Lfz8/BAdHc3WrTVDftug7mfVNP0suPd58uTJcHR0hJGREVxcXOhM/tGjRzSwa6gmrDkFdAzV1dXQ1taGoKAg1q5dC4BXo+748eNwdXVFx44deRoMPiQ3NxdPnz7F9evXeZoLpk6d2mhR9Zc0FzREamoqNeF2d3fH6NGj6b8xciZubm4YMWIEvL29YWdnR7MRzG8+ceJEKCoq0mxEaGgo/QxGqZ/D4WDatGlN3i/uMTlq1ChIS0tTKykFBQUq7L1x40ZoampCTU0NVlZWCA4O/mgda0MirMXFxbC0tERoaChqa2uxefNmKCgowMjICM7OznB2doaVldUvXx/Lfc7mzp0LR0fHetts3boVUVFRPOPma67dq1evYujQofD19UXfvn2po0ZNTQ0qKyvxzz//gMPhoG/fvjzXRnl5ORISEqCtrU3lkIC6zDFT5zVv3jwoKytj//792LNnD4SEhODi4oL8/Hwe2Z/WrVtj/fr10NLS4jm2hw8folu3bjTb/b1ZvXo1RERE6N8fPgsePnwIaWnpeo1CPwvu/Rs9ejQ0NTWxdOlSlJaWAqgbQxwOh3p2X7x4EW3atIGlpeVHJ00sfy6/XVD3s2qafhUmTJgAOTk5rFu3Dv/88w8iIiJ4bGTu37+P9u3bw9TU9KNF0s2FoqIitGnTBn5+fhAXF6fF6dzuGidOnEDLli0RFxfX4Gds2LABbm5udFlMS0uLp7mAKaqeMWMGDey+tLmAG+4HbNeuXTF06FCMHTsWlpaWPPt66NAhDBkyBM7OzoiIiMCFCxdgamqK69ev0+CGWWbbsWNHg9mIkpISqKurf5Hv4rlz59C6dWtq0XXv3j2MHj0aHA6HSsSUlJQgOzsbz58//2jzArcI64daYd27d0dwcDB97/Pnz5GYmIipU6dixYoVv5X1FwDcunULenp6PAHEixcvYGpqyhO4fy+Y88VMhkVERGBra4u4uDjExsYiODgYCgoKNHPLPZ6LioqQk5MDW1tbWpj/5MkTGBsbQ0ZGhmd8lpaWom3btlREl5tRo0bBxsam3oToe3Hq1CmIiIjwjP0PsbKywvDhw3/I/jSVOXPmQElJCRcuXKB1iAyTJk2ClpYWpKSkYG9vD19f319+csPy/fjtgjqGH1nT9KuQn58Pe3t7nrq5qqoqxMXFQUBAgBZe37t3D6NGjWqWF3RDGY2qqiq8e/cOXbp0gbi4OI8HJlAX7N+/f7/B87Vq1SqIiIhg0aJFyMjIwMmTJ9GrV696zQWJiYnQ0dFBx44dv6i5gJv//vuvXqH/9OnT0b17dxQUFGDixImwsLDgeXC+f/8elZWVqK2tbTAbwV04f+rUKZqN+FrfxdTUVHTo0AG+vr484t1MA5OVlVWDBuwfyzwxIqz29vY0c3jgwAFwOBxa//g1Gm6/CgUFBRg6dChatmwJd3d3KjbLFL8D3+5exZzvp0+f8vxODIWFhTh06BDc3d1hamoKOzs7DB06lHqx9uvXDxERETz1fRcuXICsrCwVwb1+/TrCwsKwcOFCDB48GIMHD6aTqOfPn0NXVxeurq5YvHgxdu7cicGDB0NaWrpew8j35NmzZ1BSUkL79u3x+PFj+jpzfgoLC+Hs7IzU1NQftk8f8qG8VHV1NUJCQjBp0qR6rzM8fvwY165dw/3793/Jjm+WH8dvE9T9rJqmX4mnT59CSkqK2r8wdVElJSVwd3dHfHx8vQv5d3rIfS3cgcKuXbuQkpKClJQUPHz4EEBdfVrXrl0hKSmJY8eOoaysDGFhYTxZN+7zlZmZ2aACe35+PhYvXgwxMTF07dqVvv45zQWNsW3bNvDx8cHd3R3p6em067WwsBCamppYvXo13r17h3HjxsHGxgZjx46t9xknT55sMBvB7btoaGhIsxFf47uYmJgIVVVVKCoq0vPMXKt79+6FoqLiF2l6MZIOLi4uiIiIgKSkJJ3MNLSPv9pEranX3dOnT7FmzRr4+/tjyJAhPHZT37pcYtu2bbC3t/+oLEdtbS1KS0t5MtlMU8S5c+d4LKry8vKgr68PQggSEhJgaGgIHx8fiIqKom3bttRuj8nkPXr0CO3atYORkRGMjY3h7+//QwM6hrS0NAgJCaFHjx64efMmz7+NGzcOOjo6PAHfj8TPzw9//fUXz2uMzA0j28U91t+9e4dHjx7VG//NsdSGpY7fJqj7mTVNP4PGHlJt27ZFx44d6c2V2a5t27aIior6Yfv3KzNy5EgoKCjA1dUVEhISsLOzow/Lt2/folevXuBwOLC0tISBgUGjGbXdu3fDwsICOTk59RomioqKMG7cOEhLS/Nkt5rSXNAYpaWl6Nu3LxQVFSEjI4M+ffrA1NQUs2bNwrNnz7B48WIMGjQIQN31kJiYCA0NDSpjwNBYNuL9+/fUd1FISAgWFhaf5bvY2JhcuHAhtLW10a9fP9y/f5++fufOHejq6tLu48+F0VJUVlamy64f279fBe79Gz9+PPbu3dvgdh8LRL/VQ5n5jjdv3sDLy6vekvan9mffvn0wNTWlxfnc2zE+noqKiuDj44Ofnx8WLFiAlJQU1NbWori4GImJieDn56fWWu/evUNhYSEKCgp+WvNBdXU1UlJSICAgAENDQ/Tp0wcJCQmIiIiArKzsD5Ut+ZAbN27QTCp380i3bt3g5eWFZ8+eAfj/+Lh06RKGDRv2XTuGWX4vfoug7mfVNP0suG/oJSUlPAK5K1euhJ2dHcaNG0e1pd6/fw93d3ceLb7myrZt26CqqorLly+jtrYWRUVF6N+/P1xdXaltGlCXyVuzZs1H67AmTpwIZWVl+veHD73//vsPAgIC33Sp5saNG4iNjYWtrS0mTpyII0eOwMLCAh06dIC2tjbk5eWplVNubi6WLVvWYJDzsWxEv379ICkpCScnpyb7LnKPydevXyMnJ4dn2+TkZFhYWCAkJARHjx7FiRMnEBAQACsrq68KUHJzc6keGrcI66+WmWPg3q8OHTrA2NgYKSkpP9Wx5fDhwwgPD0dISAjNpjbGh7//2rVroaOjw3MP+nDbgoICdO7cGcLCwrCwsKArCUBdADVhwgTw8fE1aK31Mzl//jxCQ0NhYmICFxcXDB48+Ltbkn2MDy3k/Pz8qLrBmjVrYGVlhREjRlDv5jdv3qBdu3bw8fFhM3MslF8+qPsZNU0/kw+7XN3c3KCoqIjw8HDs3r0bQJ2yuZWVFUxNTdGvXz84ODjA2Nj4twpcvxczZsyAg4MDKisr6Y0uNzcXoaGh8Pb2bvA9jWV+tmzZAjExsUYbTqqqqqChofFFzQUf48aNG4iOjoaBgQGOHj2KiooKnD59GoGBgVBTU2tw+ezDY/iSbERj54H7gTFp0iS4u7tTuRTu0oaZM2dCRUUFoqKiCA4OpsbwH/vspvApEdZfkZiYGBgaGuL169f0tZ+VmcrIyICIiAgEBQXraRo2RmxsLDIzM7F06VLo6OjQyTK3Z+yqVatw8OBBAHWZ6+HDh4PD4VDtQGbcVFdXY/LkyeBwONi4ceO3Pryvorq6ul5pz6/A6dOnISkpifDwcHoNMfc2TU1NtG7dGhYWFjA3N/8lbfBYfh6/dFD3M2qafhUmTJgAeXl5LFq0CKtXr4aHhwecnJxo48eRI0cQGxuLiIgIjB49+pfy9PsZMDfm2bNnw8LCgmZGmPNy6dIlcDicz3LQaEyV/2ubC5rCzZs3ERUVhZYtW/LI0zA+oU29gTeWjfiSTNe4ceOgqKiITZs2Ye/evXB2doa9vT2PLuK8efNgamqKuLg4PHr0CEDDnpWfCyPC+qEI7q9IaWkp2rdvT2sAL126hPnz56Nly5aIjIz8YjHhr+HkyZOQkpJC586dqRwGNx8uGauoqKCwsBBv3ryBiooKwsPDecbcs2fP4ODggMTERJoJLigoQFRUFISFhek1wfxW1dXVSE5ORnZ29vc8zM+Geyz9rHGVlZWF48eP499//+V5/cKFC5CTk0OHDh1o4Hbu3DnMnTsXI0eOxPz583/75xzLt+eXDup+dE3Tz4Yx0X727BksLS2xdetW+m85OTkYNGgQ7O3tG635+N2O93tw69Yt8PPzY+LEiTyvnz9/HmZmZnjw4MFnfR53cwF3luNrmguayq1btzBw4EAYGhryLF197vd9i2zE0aNHYWxsTOvjTp48CSEhIdjb28PW1pZn4jV16lRYWVnhr7/++uzz/TEKCgro/v/KgV1tbS2cnJxgZ2eHGTNmwMXFBQEBAZgwYQJ0dXXRu3fv7/rdQJ38SEZGBs6ePUvrsI4cOQJxcXH07t27UVuwjRs34u+//8ahQ4foa0eOHIGioiI8PDwwZ84cLFq0CEZGRrCxsYGmpibmzZtHM3n5+fno06cPRERE6gV2LPVZvXo1DAwMoKqqCg0NDfTq1Yvn38+fPw85OTmEhoY2+ps114k8S8P80kHdz6hp+hlcv36dx86loKAA+vr6dKbPXLSFhYXQ0tLC5MmTf8p+/i6sWbMGgoKCiI2NxZkzZ5CdnU3dBj43qGGKwYWEhKCuro62bdt+VnPB13Lr1i0MHjwYJiYm9XQXm8q3yEbcv3+f1rQdPHgQ8vLyWLVqFW7dugVVVVVYWVnx7N+sWbOgo6ODhISEbz7Z+JWWmRr73W/fvg1PT0+YmZlh9erVNEM1Y8YMhIWFfZfSEOa3TUtLg66uLkxMTODg4AALCwtq+p6RkQEJCQn069evXp3fhQsXwOFwwOFw6nVOP3jwAH5+frCysoK7uzvat28PcXFxLFiwgGeJGahbZu7ZsyckJSV5gkMWXlJSUiAkJITU1FRcu3YN0dHRPJqjzDg/f/485OXl0blz52Zh7cjydfzSQd3Pqmn6kezcuROioqKIjo6mxcivX7+GiYkJoqOjAYB2+gJAeHg4j8UOS8OkpaVBVVUVampqaNGiBZydnb+q9uTq1asYPHgwvLy8mtxc0Bjc2SbufWks4MrOzkZERARPqcH3pKHloKqqKhQXF6OiogJt27bFxIkT6b77+vqiVatWiImJ4TkX8+bN+2Rh/u8Md0C3evVqjB8/Hps2beIptucOnF69egVTU9MGZWi+FWfOnIGUlBR11NmxYwc4HA6mTp0KoG6MHTt2DBwOB9HR0TzHUFlZibS0NCgpKaF79+71jrOmpgZlZWXIzc1F27ZtMWrUKPraw4cPMXv2bKxcuZLKoYSHh0NZWbnRDFNzpiHXlIsXL4LD4WDWrFn1tj9//jw4HA6P/zMLS0P80kHdz6xp+hFUVFSgb9++4HA4CAgIQExMDG1N37FjB/j4+PD333/T7d+/f0+7Ilk+TU5ODq5du4aLFy/SAORbZ40+N0O3c+dOjBkzBu/eveN5/fnz5wAaD+wePXr0Q5YeP7UcVFpaCiMjI8yYMYP+HRERgc2bN3+3c/wr8mGXq4GBAby9vWFjY4PAwEDaQADUaWYuX74clpaWCAoKavAzvhVz5sxBjx49ANTVvWlpadHJIQCaVZs3bx7N3nHz/v17bNmyBaKiojwKA9y/aWVlJYKDgxEbG4tr164hJiYGPj4+UFVVhZmZGfr16wegbsXhRzlF/E5wu6bMmzePvh4WFkZdN0aPHo2///4bhYWFtAby5s2bzeLaYvk6fumgDvi5NU0/gvPnz0NBQQFBQUHw9vbm0RxauHAhOBwO2rZtiy5dusDT05Ptcv0KvnacfO1DeOXKlZCXl8e4ceOoUj8ALFiwACYmJlSq4GN8z7H+qeWg6upq5OfnIzQ0FIGBgZgyZQp8fX1hb29P9+t3vha/hGHDhsHS0pLWrQ0ePBji4uJwd3engd3Vq1cxYMAADBs2jL7ve52nSZMmoX///nj8+DE0NDQwYMAAOm4PHjyIv//+GzNnzgSHw4Genh5WrFiBkydP8nxGRUUFNm/eDBEREcTExDT4PaNGjYKJiQmEhYXRqVMnrF+/HqWlpRgxYgTCwsK+y7H9STCuKY6Ojvjnn3+om8jatWtx+vRpREVFwcnJCerq6jAwMOBJXLD3f5aP8csHdT+7pul7UVNTQwvYY2NjkZSUhClTpsDa2hojRoygM+pTp06hX79+6N69O2JjY5t9l+vvyvXr16GkpMTT/MKwb98++Pr6Uru7nxEYfc5yUHp6OkJDQ2FtbY2goKBmK6mQl5eHbt26UVmXmTNnQl5eHn///Tesra3h6OhIf1NuJ4bveZ6WLl0KY2NjqKmp8ZRpVFdXIyoqCoMGDcKWLVsQFRWF5ORk9O3bF7q6uoiOjqb7yuzj5s2bISwsjB49euDRo0f477//eBwgTp06VW/MRkVFoUuXLnj//j3bIPEJGNcUHR0dyMnJ0Ww98P/zmZqaiokTJ7KBHEuT+eWDOoZvWdP0M2FMzbmZM2cObGxs8P79e8yZMwe2trYYPnw4zdh9WFT9Ox0vSx0nTpyAjo4ONb3/kJCQEPTp0+cH71UdTV0OmjFjBk9w8vbt22blM9lQkHLz5k0UFxfj0KFD0NHRwc6dOwHUaUlKSEjA1NSUZ4XhWwQ6tbW19Hzfvn0b169fx40bN+i/+/n5QUBAAOfOncPbt29RUlKCMWPGQFlZGbdv38bNmzfRsmVL6qN7+vRpREREwMnJCYGBgThz5gzy8vKoj7CPjw/MzMygo6MDY2PjBrN3T58+RVxcHKSlpeuJXbM0Tm5uLmJiYmBjY4OZM2fS1xuSAWIn8ixNgQMA5DempqaG8PPz/+zdaBJpaWmka9euRF1dnUybNo20bNmS2NraEkIIad26NfHz8yNxcXFkypQp5MCBA8TZ2ZmMGjWKqKio/OQ9Z/labty4QZycnEhoaCiRk5MjVVVVRFpamuTk5JDy8nIiLCxMDh06RMLCwkhVVRUZPHgwsba2/mH7l5OTQ2bMmEEuXLhAOnfuTM6cOUP+++8/8tdffxF9fX2SmppKbty4QR4/fkwkJSXJ4sWLibe3NyGEkNraWsLHx/fD9vVn8Kn7zNixY8mtW7fIrl27CIfDIXPnziVnzpwh/v7+pG/fvt9kH2bNmkWEhIRITEwMIYSQrVu3kqFDhxJhYWEiJCRE+vXrR+Lj40lZWRnx9PQkr169IgICAkRXV5fcvn2b7Nu3j1hZWdHP2rVrF1m/fj3R0dEh169fJ46OjkRNTY1ISEgQMTEx0rlzZ6Knp0e6detGZsyYQXx8fMjRo0fJkCFDyMCBA8nixYsJIYQcPXqUzJo1i7x48YKkpqYSS0vLb3K8zYXc3FySlJRELl26RDp06EDi4uIIIb/Xs43l10HgZ+/A5wCAcDgcntd+l0FfWVlJMjIyiJKSEuHn5ycpKSlESkqKyMrKkqlTpxIfHx/y6NEjQggh48ePJ3x8fGTVqlVEW1ub3sRZfk8AEHNzc3LixAmydetWcubMGdK+fXvC4XBIbW0tqaqqIq9evSIFBQXk1q1bREJCgpibm//QfVRVVSXx8fEkKSmJzJs3j5SUlJAbN24QdXV1QgghTk5OhI+Pj6xfv548fPiQeHh40Pc2p4AuPj6ePHv2jDx9+pT07duXeHl5EW1tbcLHx0fy8vLIxYsXiZ6eHtm4cSMZNGgQ6d27NyGk4XvX51BWVkZevHhBUlJSiJiYGOnXrx+ZMGECmTFjBtHW1iYXLlwgiYmJpKysjEyZMoVcunSJbNiwgbx+/ZpoaGgQe3t7oqWlRT/Px8eH7N+/nxBSF1T4+PiQ7t27k+XLl5PDhw+TPXv2kFOnTpHTp0+TSZMmkcGDB5OcnBwyc+ZM0qZNG7Ju3TpSXV1Nli1bRnx8fMi7d++IpaUl0dTU/Ioz3TxRUVEhCQkJZNq0aWTPnj2ktLSUTJ069bd5trH8YvzUPGEzIycnBzExMQgJCcGgQYNw6dIluLu7IzQ0FJaWluBwODy+iatXr2ZT7n8IzLJbamoqjIyMqPUPw5o1a9C3b1+e137Gb88uBzVOhw4dYGhoiGXLliE2NhZqamp0KfLQoUNwcnKCmpoa1NTU0LZtW/q+b1Vb9vLlSyQmJkJSUhJjx45FdHQ0/V1KS0uxcOFC8PPzN1kypWvXrjAyMoKCggJ69eqFhw8f4tKlS3S5+P3795g7dy7u3r2LvLw8mJqaIioqChUVFRg3bhw4HA4iIiK+ybGx/F6uKSy/LmxQ94N58eIFoqOj4ejoSMVaz5w5gzFjxkBLS6tJvp4svy8HDx6Euro6T21dWVkZ/P39eYK6n3lTZwq4HRwcqOAw0LzG4Yfnf/PmzTA1NaU2bYsXL4a0tDSP5VdmZiZ27tzJY5v2NU0RzD5w+60WFRVhzJgxkJWVhZWVFc/2TGAnIiKCv/7665Of++DBA2hpaSEsLAxXr16Fi4sL/P39ERoaSut4maBx4cKF8Pb2pnW+S5Ysga2tLfT09OrVCLN8Ob+LawrLrwsb1P0EXr58iSFDhsDGxgZz5syhrzNF6M2ti7C50bZtWygoKGDkyJGIi4uDl5cXzM3NafH7r3Azz8nJwdChQ+Hs7IyEhISfvTs/BO7zXlFRwfN3SkoK/P39AQCTJ0+GrKwsdUt4/vw5MjIy6jWLfIuALj8/n0rdpKWl4ebNmygoKMCECRPA4XCoyDDD27dvaRfu69evPzqW3rx5A39/f7Rv3x4yMjIYO3YsHj9+3OB+MxaFDKNGjcL06dNRXl7+xcfI0jjsM4DlS2GDup8Ekw2xt7fHtGnT6OvNKRvyp/GpGzH3bzto0CDY2trC19f3l5WqaU7LQdzHt3jxYoSGhsLHx4da8q1btw7u7u5YtGgR5OTksH//frr9ypUrER0dzWP19y3Iz8+HmZkZZs6cieXLl4PD4dAsYE5ODsaOHQsJCYl69nFlZWVNtpPat28fOBwO2rVrx/P6h793eno6REREEBISgvDwcEhLS1PrMxYWll8HNqj7iXBnQ1j7l98b7oBu+/bt2L9/f4MBGvfDsri4mOfvXymgY2gOy0HcxzVixAgoKipiyJAhsLW1haqqKkaMGIGioiIYGhqCw+Hg9OnTdPuXL1/C2toacXFx32XfkpKSoKysDA6HgwULFvD828uXL5GQkABJSUksX778iz4/MzMTwsLCGDx4cIOTEubcvH37Fhs2bICPjw+6dOnCo1fHwsLy68AGdT+Z5pQN+VPh/t1Gjx4NTU1NrF69mtYffbhNQ7/zr/7bN4floLi4OMjKylK3j4qKCvTv3x8qKiq4c+cO9uzZAzU1Nfj7+2Pjxo1YunQpTExMvov1F7cOnZiYGGRlZTF79ux6tltM8wSHw8Hq1as/+3s2bNgAAQEBut8N/c5lZWXIzMwEUDfx+LDJh4WF5deBDep+AZpDNqQ58Pfff0NFRQVnz57leb05eaL+rhw+fBgiIiI8PqlAnWuCnJwcbt68iffv3+PUqVNwdXWFgYEBWrdujREjRtBtvybwZd5bXl6OiooKPHnyBJWVlaisrMTdu3eRlJQEDQ0NJCUl1QvsiouLMXHiRNy+ffuzv/fMmTMQERHB9u3bG733LFiwAG3atKnnV8zCwvLr8Vvp1P2pyMnJEUKah4jrn0p5eTnJyMggI0aMIE5OTuTx48fk1q1bJDU1lYiJiZF58+YRSUnJr9YrY/k+mJqakj59+pDr16+TadOmkbFjxxJCCNm9ezcRFxcnKioqREhIiLi6upJTp06RwsJCIiIiQsTExAghX3ftMu+9ffs2GTduHLl79y65c+cOadWqFQkODiZTp04lY8eOJZWVlWTJkiWEn5+fREZGElVVVTJ9+nQSHBxMJkyY8EXfra2tTaSkpMi6deuIra0t0dbWJoTw6uo9fvyY2NjYEGFh4S/6DhYWlh/Hb+8owcLyK/D+/XvStWtXIioqSjw9Pcnu3btJRUUFERUVJU+fPiWamppkz549bND+C8Ot7N+rVy9SWlpKpk+fTg4cOEAcHR1JbW0tIaS+2PLXBOrMe7Oysoibmxvp3r07sbKyInJycmTt2rXk0KFDxMvLixw4cIBwOBySmJhI1q9fT9zd3Qk/Pz9ZvXo1uXLlCnWK+BJ27NhBIiIiSHh4OImPjyfGxsaEkLqJytSpU8nGjRvJ4cOHiYGBwRd/BwsLy4+BDepYWD4T7qwM9/+npKSQnTt3kvPnz5MRI0YQf39/4ujoSBITE8nDhw/J+vXrf+ZuszQBJrA7cuQIefDgAUlPTyetW7cmVVVVRFBQ8Lt85+vXr4mfnx/x8/Mj06dP53l969atJC4ujvj7+5Pt27cTQgiZN28eOXv2LCksLCRz5swhZmZmX/X9tbW1ZPny5WTIkCGkRYsWxMnJiYiIiJAXL16Q8+fPk0OHDn1V0MjCwvLjYIM6FpbPgDsrs3jxYnLnzh3Cx8dHxo8fT+Tl5UlxcTEpKSnhsUvy9fUlurq6ZOnSpT9rt1k+g7y8PDJt2jRy/PhxEhkZSUaOHEkI+X5enFevXiWRkZFk06ZNxMjIiPDz89PJQnFxMVm4cCGZNm0aWbduHenYsSMhhJB3794RQggRFRX9Zvtx8eJFMnPmTHL//n0iKSlJnJ2dSd++fUnLli2/2XewsLB8X9igjoWliXBn5SZNmkRmzpxJgoODycGDB4mamhqZP38+cXd3JwICAqS4uJjcunWLTJ48mbx8+ZJkZmYSAQEBtqbuN4HJ2F25coUEBwdTk/XvwZo1a8igQYNooPbhGHn06BGxsrIi48aNI3/99dd32w9CWBN5FpbfHbbAh4WliTAB3dOnT0l2djbJyMggGzZsIIWFhURaWpqMGDGCHDt2jNTW1pJr166RmTNnEjExMXLlyhUiICBAampq2IDuN4ExWbe1tSXLli0j+/fv/27f1aJFC0IIIWlpaYQQUm+M6OrqEj09PfLixYvvtg8M3PWC7HyfheX3g+1+ZWH5DBYuXEhmzJhBtLS0iLKyMn39+PHjxMvLi4waNYrMmzePeHp6EhUVFdKyZUvCx8dHqquriYAAe7n9TqioqJC4uDhiZ2dHAgMDv9v36OjoNNiBymSGi4qKiKioKLGxsflu+8DAHVCyExAWlt8PNlPHwvIZdOvWjUhKSpJz586R+/fvE0LqMhqCgoLk+PHjREZGhoSHh5MrV64QQ0NDwsfHR2pra9mA7jdFXV2d9OjRgxDy/TJXGhoaZMmSJeTQoUNk/Pjx5NatW4SQ/2fN5syZQ16+fEnc3Ny+y/ezsLD8ObA1dSwsjdCY9lhJSQmVnVi5ciUxNzen/1ZVVUViYmLIwoUL2dokliZTU1NDVqxYQYYMGUL09fWJi4sLUVVVJY8ePSIHDx4kGRkZbAcqCwvLJ2GDOhaWBuAO6G7fvk3Ky8uJgYEBERcXp0tiVlZWREVFhSxfvrxBWQm26Jzlc7lw4QL5+++/yX///UdkZGSIhYUFGTp0KGnVqtXP3jUWFpbfADaoY2H5AO7uw/Hjx5ONGzeS9+/fEwAkKSmJ+Pr6EjU1NVJUVERsbGyIqqoqmT9//g+peWL586mpqSF8fHyEw+GwLjMsLCyfBXu3YGH5ACagmzJlClm1ahVZuHAhef78ObGxsSGJiYlkw4YNJCcnh8jKypIrV66QzMxMVoOO5ZvBBHSEsM0KLCwsnwdbvc3C0gCMZElKSgoJCAggBw8eJCdPniS2trZkypQpBADp1q0bUVdXJ69fv/6mIrAszRu2A5WFheVLYTN1LCwNICsrS6Kiooifnx85deoU6dOnD0lOTiZHjx4lHh4eZPHixWTp0qXk1atXREJCgvDz85OampqfvdssLCwsLM0YNqhjafYwRu3cqKqqkrZt2xIhISGyZs0aEhQURPr160cIIURZWZkICgqSO3fuEEVFRfoetimChYWFheVnwi6/sjRruAvR9+7dS4qLi8mbN29Iz549iYSEBCGEkFevXhFtbW0a/L19+5asX7+e2NvbEw6Hw1p/sbCwsLD8ErBBHUuzhgnoRo8eTTZv3kxatWpF7t+/T5YvX06SkpJIUFAQadmyJVm/fj158+YNuXv3Lnn79i2xtbVluxNZWFhYWH4p2KCOpdmzZs0akpqaStLT04m5uTnZs2cPCQkJocupc+bMIUJCQiQnJ4eYm5uTJUuW0Bo6dsmVhYWFheVXgQ3qWJo9jx49IuHh4cTc3Jxs2rSJDBo0iCxatIgEBASQ4uJiIikpSZKTk3mWWVkvVxYWFhaWXw123Yil2VJVVUUIqXOMEBQUJJcvXyYDBgwg06dPJ4MGDSIAyNKlS8nChQsJIbzyEmxAx8LCwsLyq8EGdSzNhoyMDPLPP/+Q0aNHk9LSUiIoKEgIIaRXr15k27ZtxN7enixcuJAMGjSIEEJIeXk5OX78OHnx4sXP3G0WFhYWFpYmwQZ1LM2CFStWkIiICLJ//36yfv16YmdnRzN1JiYmpE2bNsTAwIDw8/OTqqoqkp2dTTp16kTy8vJIUlLST957FhYWFhaWT8N6v7L88SxdupQMGTKEbN26lbRp04bk5uYST09PsmPHDmJnZ0c4HA65desWmTNnDklLSyPCwsJEWVmZyMrKkqNHjxJBQUG2KYKFhYWF5ZeHDepY/mh27dpFQkNDye7du0m7du0IIYS8e/eOWFpaEm9vb3Lr1i3SqVMnEhERQaSkpMiDBw/IrVu3iKamJrGxsSF8fHxsUwQLCwsLy28B+6Ri+WN5//49SU9PJ3p6euThw4f09W7dupHS0lIiJSVFJCUlyYgRI8iLFy/IhAkTiKGhITE0NKTb1tbWsgEdCwsLC8tvAZupY/mjycnJITNmzCAXLlwgXbp0IadPnyb3798nO3bsILq6uoQQQiIjI8nhw4fJzZs3iYKCwk/eYxYWFhYWli+DbZRg+aNRVVUl8fHxxNbWlsybN48cO3aM7Nu3j+jq6pLy8nJCCCGurq5ES0urQQ9YFhYWFhaW3wU2qGP541FRUSHjxo0j7dq1I7q6umTTpk2EEELExMRIdXU12b59O9HT0yOKioo/eU9ZWFhYWFi+HHb5laXZkJubS5KSksjFixdJp06dyF9//UXat29PHjx4QK5fv04EBAR4XCNYWFhYWFh+J9igjqVZkZubS6ZNm0auXLlC7t+/T2RkZMjNmzeJoKAg2+XKwsLCwvJbwwZ1LM2O3NxcEhcXR16/fk12797NBnQsLCwsLH8EbFDH0iwpKioi0tLSrA4dCwsLC8sfAxvUsTRramtrCR8f2y/EwsLCwvL7wwZ1LCwsLCwsLCx/AGyKgoWFhYWFhYXlD4AN6lhYWFhYWFhY/gDYoI6FhYWFhYWF5Q+ADepYWFhYWFhYWP4A2KCOhYWFhYWFheUPgA3qWFhYWFhYWFj+ANigjoWFhYWFhYXlD4AN6lhYWJotubm5ZOjQoURPT48ICwsTTU1N0q5dO5KRkfGzd42FhYXls2G9kVhYWJoljx8/Ji4uLkRGRobMnDmTmJmZkaqqKpKenk6io6PJnTt36r2nqqqKCAoK/oS9ZWFhYfk0bKaOhYWlWTJ48GDC4XDIxYsXSceOHYmBgQExMTEhsbGx5Pz584QQQjgcDlmyZAlp3749ERcXJ0lJSYQQQpYsWUL09fWJkJAQMTQ0JKmpqTyfzbwvICCAiIqKEj09PbJ9+/YffowsLCzNC9YmjIWFpdlRWFhIFBQUSFJSEhkzZkyj23E4HKKkpESSk5OJh4cHERAQIFeuXCGdO3cmc+fOJT4+PmTfvn1k9OjR5MiRI8TLy4u+T15eniQnJxN3d3eSmppKpk+fTrKysoiRkdGPOkwWFpZmBhvUsbCwNDsuXrxIHBwcyI4dO0iHDh0a3Y7D4ZDhw4eTf/75h77m4uJCTExMyLJly+hr4eHhpKysjOzfv5++b+DAgWTJkiV0G0dHR2JtbU0WL178HY6IhYWFhV1+ZWFhaYZ8zlzW1taW5+/bt28TFxcXntdcXFzI7du3eV5zcnKq9/eH27CwsLB8S9igjoWFpdnRsmVLwuFwGmyG+BBxcfEfsEcsLCwsXw8b1LGwsDQ75OTkiJ+fH1m0aBEpKyur9+9v3rxp9L1GRkbkzJkzPK+dOXOGGBsb87zGNFtw/83W07GwsHxPWEkTFhaWZsmiRYuIi4sLsbe3J5MnTybm5uakurqaHDlyhCxZsqTRpdJRo0aR8PBwYmVlRXx8fMjevXvJjh07yNGjR3m227ZtG7G1tSWurq5kw4YN5OLFi2TlypU/4tBYWFiaKWxQx8LC0izR09MjmZmZJCkpiYwcOZLk5OQQRUVFYmNjw9Pg8CEhISFk3rx5ZNasWWTYsGFEV1eXrF69mnh6evJsN2nSJLJ582YyePBgoqqqSjZt2lQvm8fCwsLyLWG7X1lYWFi+MRwOh+zcuZOEhIT87F1hYWFpRrA1dSwsLCwsLCwsfwBsUMfCwsLCwsLC8gfA1tSxsLCwfGPYqhYWFpafAZupY2FhYWFhYWH5A2CDOhYWFhYWFhaWPwA2qGNhYWFhYWFh+QNggzoWFhYWFhYWlj8ANqhjYWFhYWFhYfkDYIM6FhYWFhYWFpY/ADaoY2FhYWFhYWH5A2CDOhYWFhYWFhaWPwA2qGNhYWFhYWFh+QP4H5fjgxI/m9p/AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "for column in df.select_dtypes(include='object').columns:\n",
    "    sns.countplot(x=column,data=df)\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.title(f'Count Plot of {column}')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9af41f7c-b309-4b3c-bff3-5895ec675113",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numeric_columns=df.select_dtypes(include=['number']).columns\n",
    "cor_matrix=df[numeric_columns].corr()\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(cor_matrix,annot=True,cmap='coolwarm',fmt='.2f')\n",
    "plt.title('Correlation Matrix')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b86d9548-2494-4bc7-ac34-81735fdb4164",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['state_name', 'district_name', 'crop_year', 'season', 'crop', 'area',\n",
       "       'production'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns=df.columns.str.strip().str.lower().str.replace(' ', '_').str.replace('(','').str.replace(')','')\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c07d9f21-34b6-4680-b5ca-b7be83fa6695",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SHREYA SAHA\\AppData\\Local\\Temp\\ipykernel_17148\\4192197001.py:3: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=total_prod.index,y=total_prod.values,palette='Set1')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Production')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_prod=df.groupby('state_name')['production'].sum()\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(x=total_prod.index,y=total_prod.values,palette='Set1')\n",
    "plt.title('Crop Production wrt States')\n",
    "plt.xlabel('State Name')\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylabel('Production')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c02daf4d-4fab-44c5-95a9-bf67a755fa79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yearly_prod=df.groupby('crop_year')['production'].sum()\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.lineplot(x=yearly_prod.index,y=yearly_prod.values,marker='o',color='r')\n",
    "plt.title('Yearly Production')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Production')\n",
    "plt.xticks(yearly_prod.index)\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8eb2ee7-f550-4168-acc9-a77f3be86e9a",
   "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}