Chapter1_Exploratory Data Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "569c9679",
   "metadata": {},
   "source": [
    "# Displaying Data with Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3c432a99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   instant      dteday  season  yr  mnth  hr  holiday  weekday  workingday  \\\n",
      "0        1  2011-01-01       1   0     1   0        0        6           0   \n",
      "1        2  2011-01-01       1   0     1   1        0        6           0   \n",
      "2        3  2011-01-01       1   0     1   2        0        6           0   \n",
      "3        4  2011-01-01       1   0     1   3        0        6           0   \n",
      "4        5  2011-01-01       1   0     1   4        0        6           0   \n",
      "\n",
      "   weathersit  temp   atemp   hum  windspeed  casual  registered  count  \n",
      "0           1  0.24  0.2879  0.81        0.0       3          13     16  \n",
      "1           1  0.22  0.2727  0.80        0.0       8          32     40  \n",
      "2           1  0.22  0.2727  0.80        0.0       5          27     32  \n",
      "3           1  0.24  0.2879  0.75        0.0       3          10     13  \n",
      "4           1  0.24  0.2879  0.75        0.0       0           1      1  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "hour = pd.read_csv('hour.csv')\n",
    "# read_csv() is designed to read data that is stored in .csv files\n",
    "print(hour.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a2cfd1f",
   "metadata": {},
   "source": [
    "# Calculating Summary Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a7167247",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "189.46308763450142\n"
     ]
    }
   ],
   "source": [
    "print(hour['count'].mean())\n",
    "# accessing the 'count' column of the hour dataset\n",
    "# hour['count'] prints the entire column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9ac0e893",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "142.0\n",
      "181.38759909186527\n",
      "0\n",
      "886\n"
     ]
    }
   ],
   "source": [
    "# calculating other metrics\n",
    "print(hour['count'].median())\n",
    "print(hour['count'].std())\n",
    "print(hour['registered'].min())\n",
    "print(hour['registered'].max())\n",
    "# \"These simple calculations are called summary statistics, and they’re useful to check for every dataset you ever work with.”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e7fe0cf2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          instant        season            yr          mnth            hr  \\\n",
      "count  17379.0000  17379.000000  17379.000000  17379.000000  17379.000000   \n",
      "mean    8690.0000      2.501640      0.502561      6.537775     11.546752   \n",
      "std     5017.0295      1.106918      0.500008      3.438776      6.914405   \n",
      "min        1.0000      1.000000      0.000000      1.000000      0.000000   \n",
      "25%     4345.5000      2.000000      0.000000      4.000000      6.000000   \n",
      "50%     8690.0000      3.000000      1.000000      7.000000     12.000000   \n",
      "75%    13034.5000      3.000000      1.000000     10.000000     18.000000   \n",
      "max    17379.0000      4.000000      1.000000     12.000000     23.000000   \n",
      "\n",
      "            holiday       weekday    workingday    weathersit          temp  \\\n",
      "count  17379.000000  17379.000000  17379.000000  17379.000000  17379.000000   \n",
      "mean       0.028770      3.003683      0.682721      1.425283      0.496987   \n",
      "std        0.167165      2.005771      0.465431      0.639357      0.192556   \n",
      "min        0.000000      0.000000      0.000000      1.000000      0.020000   \n",
      "25%        0.000000      1.000000      0.000000      1.000000      0.340000   \n",
      "50%        0.000000      3.000000      1.000000      1.000000      0.500000   \n",
      "75%        0.000000      5.000000      1.000000      2.000000      0.660000   \n",
      "max        1.000000      6.000000      1.000000      4.000000      1.000000   \n",
      "\n",
      "              atemp           hum     windspeed        casual    registered  \\\n",
      "count  17379.000000  17379.000000  17379.000000  17379.000000  17379.000000   \n",
      "mean       0.475775      0.627229      0.190098     35.676218    153.786869   \n",
      "std        0.171850      0.192930      0.122340     49.305030    151.357286   \n",
      "min        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
      "25%        0.333300      0.480000      0.104500      4.000000     34.000000   \n",
      "50%        0.484800      0.630000      0.194000     17.000000    115.000000   \n",
      "75%        0.621200      0.780000      0.253700     48.000000    220.000000   \n",
      "max        1.000000      1.000000      0.850700    367.000000    886.000000   \n",
      "\n",
      "              count  \n",
      "count  17379.000000  \n",
      "mean     189.463088  \n",
      "std      181.387599  \n",
      "min        1.000000  \n",
      "25%       40.000000  \n",
      "50%      142.000000  \n",
      "75%      281.000000  \n",
      "max      977.000000  \n"
     ]
    }
   ],
   "source": [
    "print(hour.describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d3fd47e",
   "metadata": {},
   "source": [
    "# Analyzing Subsets of Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c0d6623c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13\n"
     ]
    }
   ],
   "source": [
    "# Nighttime Data\n",
    "print(hour.loc[3,'count'])\n",
    "# “loc() method allows us to specify a subset of our full data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ce5f6cdd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2    27\n",
      "3    10\n",
      "4     1\n",
      "Name: registered, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(hour.loc[2:4, 'registered'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2d00cbe9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20.7881427367238\n"
     ]
    }
   ],
   "source": [
    "print(hour.loc[hour['hr']<5,'registered'].mean())\n",
    "#“specifies a logical condition: hour['hr']<5, meaning that it will select every row in our data for which the \n",
    "# value of the hr variable is less than 5”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b64684bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "19.521104742053154\n",
      "33.639322916666664\n"
     ]
    }
   ],
   "source": [
    "print(hour.loc[(hour['hr']<5) & (hour['temp']<.50),'count'].mean())\n",
    "print(hour.loc[(hour['hr']<5) & (hour['temp']>.50),'count'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "54c38375",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "193.36764103264582\n"
     ]
    }
   ],
   "source": [
    "print(hour.loc[(hour['temp']>0.5) | (hour['hum']>0.5),'count'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5e248823",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "season\n",
      "1    111.114569\n",
      "2    208.344069\n",
      "3    236.016237\n",
      "4    198.868856\n",
      "Name: count, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Seasonal Data\n",
    "print(hour.groupby(['season'])['count'].mean())\n",
    "#“groupby(['...']) is a method that splits the data into groups—in this case, one group for each unique value that appears in the season column”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "58bbe1cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "season  holiday\n",
      "1       0          112.685875\n",
      "        1           72.042683\n",
      "2       0          208.428472\n",
      "        1          204.552083\n",
      "3       0          235.976818\n",
      "        1          237.822917\n",
      "4       0          199.965998\n",
      "        1          167.722222\n",
      "Name: count, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(hour.groupby(['season','holiday'])['count'].mean())\n",
    "#“It shows us average ridership counts on holidays and non-holidays separately for each season”\n",
    "#“It shows us average ridership counts on holidays and non-holidays separately for each season”"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c94a5f0d",
   "metadata": {},
   "source": [
    "# Visualizing Data with Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "675f3f07",
   "metadata": {},
   "outputs": [
    {
     "data": {
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Td4yW7VckR1K8CU9+dzTWbPc+VzbGc8VFwnqcLjz14eey23KOeAAUhSvL2AOF0E1wyrBUFOw6o9v+iPCEBBJBEARBEBGLVN+f6kZ3358X/DBDCEVUqrCsWrJfUUNrl+R7YnGwa2jtQrIlBntW5Pm8LwAoqahleq9Kx+LqcAp2nsGWg18qCtdAWnsbAFjjTWi8LDaVImeTh6YiKd4kG4kzRxvR2e1k2h8RnpBAIgiCIAgiImFpKrry3eOampYqRaUCIZ56nC6s3nZCcTt/+hWJbffPModPVEkuAsd6rPXFp3x+J9aUtrjcwbQ/AD7ixW6Nxdyxdrx02ZZbTLA8dcdoAPD5PMUiZ1FGA566Y7SkSAWAZ+ePY94fEZ6QQCIIgiAIIiJhjZoU7DyDh/KzmPcrFZVyBLhJ6IHKOjialE0KxFzSWGteqmpaMXXdTsXzJiZk1B5LDH5T2rxr0nGwsg5bDn7F9Nrl+SOwNG+4qDAdPzhZUbCwugnOzLHjhbsnYPW2cjiapD/jYLkTEvpjcLlcEWnE3tTUBKvVisbGRiQmJoZ6OARBEARBBJmtpefw0JZSxe2S4k049NgMpslrj9PFJCCEcHv2p78R6/sB3FGMeeMGen7u7HbimlUfQq79DjdGNRNDuzUWe1bkeZ077hw5GttV7UtIiiUGdS2dbNvGm3BQ4TPUO6oXacYfkY4abUARJIIgCIIgIhLWSAa/z40SWuth+JERLSl9gLrIjHDbQ2frZcURN0a1iEWr5HojsfZKAsAsjgDgu+MHKp5TzkRCL+T2R+Kpd0MCiSAIgiCIiGRSZgqS4kxoaFO2tvanRocVf5uETspMgS3RrJhmJ9avKJB9d4rKHT7vh+uNJExrS080o7mj269mq2JwjnhqCYSQiTTXxL4ICSSCIAiCICKSKKMB9+ZmMPXPYY3O6NG/RqtYiTIasHruKFmDAEDcJS2QfXf+cvAr3DwyHTWXOrxEhrA3Uv+EWDhdLtz1yme6Hl+qga0SgRAySvVp/qRYEsHDGOoBEARBEARBBIqleVlIijdJ/t0AdRPsSZkpsFtj/WoX6o9Y4QwCxN5TcrxJ0rZcj3FL0dLZg7te+QwPbSnFgpf347onirDj2HkAV9LQ5o0biCnDUlFzSdlkQi3zrxsk+/cepwslFbXYWnoOJRW16HG6PEJGmC7JCZnCMvEmt0rHkXJN5H73+Afl6FHKdSRCDkWQCIIgCIKIWJRsmV1Q15cmymjAqtnZWLxJPoojhdZoB5+ZOXbkXZOOP++rxMGqelhionDHhKtxw/A0yfchVxekN3UtXVi86Qge+LoBj87K9vpbICJZ64tPY8vBr0QjP2JRIluiGe3dTkkho7VWjLX/k9YUSyJ4UASJIAiCIAiCkcKyaqzZXq759fOvG6xLjctNv9+FJ3Z8jo/KL+C90vP45TvHUKTQL2hmjh0bFk5AsiXG6/cpFukImz+8uLsSO455R2ICFckSi/xIRomaOmQbvfKFjBqCUcdGBAcSSARBEARBRCxc2pMUXLSAJe1JasKthoy0eM2vlRsDS2oYJ+747nApFhPmjR3g15jkWLW1zOvccpEsvSNYwhS2zm4nfvVemV/HUStkglnHRgQWEkgEQRAEQUQsatKe5JCrL1GD1ORYrE5GzRiUalykhFV9Sxde23dW7dtgpralU/TcWsxRuh+L+yxX/P0orn+yWJVNuBjcZ8Xy2QDK0TG19W5E6KAaJIIgCIIgIpZihbQzDqVogdb+RxwGADaJyTGrm5rWGhcWYWU0AC5XYGqTHI1tnv9Lubzpyd8Pn/Pr9fzPSo3TnVL/J0BdvRsROiiCRBAEQRBERNLjdOG9UrbJslhkhx852Humhvm4wumv3ORYTcqc1hoXFnHndF0xKNAbLpKjVxQukPA/q6Jyh+Rn8+Bbh/Fs8SmfqBLX/8lm9b6ebNZYsvjuRVAEiSAIgiCIiORAZR3qWpSbxKZaYnwiO2KRAxaW54/AloNferumSUQclCI7Qjc11tqVmuYO9DhdHjHGKqx+nJuBHcerFRvRcsSZDGjrUpY7Kf3MAPyPwpmjDIgzR6OxtUsXkWUAYI03eRk2cJ/VjGwbJv6uSDbqxu+vZUuMxeq57s9YrP+THg1oieBBAokgCIIgiIiEVRjMGzfAa/KqJQ2MS8tamjccS/OGM02O1abMcTUujsZ22bGt2X4Sr+yp9IgyVmFljYuBmhgSizgC3OIB8N+9raPHhY7LYkYPq3IXgIbWLizPz0JGmsXrs3q2+JSs050QR5M7qvSnheMxa8wAT/8nondCKXYEQRAEQUQkrMJgRrbN839/0sBWzR6JA5V1+MflJqlzxgzAlGGpkpEDtfVRXI0LoCxj+Cl6LOYBSfEmPFN8Co4mdSImKU7eIpxvSqCne5tVpvmvGgwAthz8yuuz6nG68NreKk37W7L5iI+1OdH7IIFEEARBEIQXrK5d4Q5Lzx2hq5jWNLD87P5Ys/0kFry8Hw9tKcWCl/dj6rqdkrbbhWXV2Mg4CecLC6kaFyF8VzsAksKKH4nR8infm5spe37njrV7BOKkzBQk6SRsjAB+PWuk3/sRczE8UFmHhjb26JHX/lzA4k3ydutE+EMCiSAIgiAID4Vl1Zi6bifzRD+ckYu4GC7/ExonaE0DKyq/yNybSKk3E3+MYrbQM3Ps2LMiD9+fcLXs6/mTfznzgOX5WarSyfhjW5o3HPdPy5Tc7qXdlQG5dupau5BtT9St6Sz/c9ejkeuv3juO94707gWGvgwJJIIgCIIgAPjXhDRcUesqpmcamFRvItYolQvSttBF5Q78/fDXTOPgJvycsNq8aDKenT8OmxdNxp4VechIszDth4Pv9AYA247KXxfc+z9QWadaiMlR09LBnHKoBP9z1+MaqGvpwvK/9O4Fhr4MmTQQBEEQBKHaUU3s9eHq2qXGVYxLy/PHbY0PF8V5dU8lfjw1E1FGgypXOTFbaNYIFAd/wi9mHlBV08K8L8Dbla+kopbZaEKPyAyf/gmxmDIsFc/fPcHHcdCWaMaCSYMxOCUea7afRH1Lp+i1LdafitUMgxVugYFsvnsPJJAIgiAIgtDchBRgb3QqRrCEFaurWJTRgFWzR2LxpiO6Hv+JHSex4V9n8NQdo1W6yvmipk5KLEWPT4/Thc0HvlTcT4rFhFVzRsGW6P0ZsYoeR2Obpx+SHvDfl5IA/tzRhBd3V0ruSxil41IzH3zrsC5jZVlgIMILSrEjCIIgCEJzE1J/0vLCtd4p2WIOyH4bWrvw4FuHUd/SAVui8jG2HPxStH5FTSRm1WzxFD2OA5V1TH2PfjQlE7ePH+jjypfWj+1crdl+Emu2n1Tczm6NxZ8WTkB8TJTkNmK1Y5wAnjfOe4yFZdV4SUYc3T8tU1TEz8yxY3l+luJ4WeEWGPZX1Oq2TyJwkEAiCIIgCII5qsHfTiktD/Ctv+EI53onvVPBhKzZfhLzrxusuJ3QXY1DTUpcskU8CsXB+l7rWzt8nA0Ly6rx8F9LmV7PGj2aO9aOWWPsOL76Viy7OQv9zN5CyS5ROyYGi2X7tqPVkiYKamuzWFhCDne9AkqxIwiCIAhCse5CrFZDa1qeP/VO/qTksb5WT6MGMaob29HN6GwmFDCsKXFSrxfC+l7fKDmL1/ed9fycFG/S1XCB48XdlRg/OBkzc+xYNmMEfnZzlubPmyUVUSptFAjMddDQ1kX1SL0AEkgEQRAEQXjqLn4qUnfBdy3TYokt3E6rsPKn1knNa/Uu0hfj6/pWpu2Ek3TWlDip1wuZlJmCFIsJdS3yYkeo5wIhjjhWvnvcI45Za8fEUHN9ionnQF4HVI8U3lCKHUEQBEEQHqwijTyT4k1+WWILt9MirPytdVLzWrn+SXrxful5yM2NpXogqUn/UzJoANzvdfygJOZ9BoOG1i4U7DwDQL5psVJDY9brs+LCJVz3RLFPLVxRuSMg14FYc1oivKAIEkEQBEEQHhEhtlJeLxEt0JKWB6gXVv6m5Gl5Ldc/SRh10hOpLDupiB2gLu1r/nWDFSMUPU4XjnzVwLzPYPHavkpk9e+HNdvFo34AZCOCPU4XnE4XkuJMaGiTj3b9364zPr+rviyeNywcj2X5I/Da3krF/agl0LVuhHZIIBEEQRBEH0epmF1KRPDT8gyA1+vlJvlqhZU/FuT+vJZvH11U7sCre6sk9+MPRoO3WEq2mPC7eTmiaYOTMlOYJv0AkJEWr7jNgco6xfS6UNDQ2oXFm3zTPR2N7ZL221xE8P5pmdh2tNpvYesCsHTzEa/PxhIThZbOHr/2yxHoWjdCO5RiRxAEQRB9nP1fsDf7FDIj24Zl+SNgjfNOzbPJuI3JpbCJCSuttU7+vpYb65Rhqfif20bhhbsnICnONwVRjNho9imW0wUkxF5Zs65r6cKa7SdF0wajjAbcm5vBtF+WCXhvi2LI1QK5Lv97cXelblE/YZSPRRyxpOOxpD8SoYMEEkEQBEH0YQrLqrHojX8zbSvWA2nqup1YX3zKE9FIijNheX4W9qzIkzVO4FLYbFbvSbyYsNJa66TmtTXNHZK1LPwxb7hrAtP+2rudSI6PxrirE5m2b27v9vpZrrZqaV4WkkRqxTik6pfEoCiGdqTEPYuhA0v6IxE6dBdI3d3deOyxx5CZmYm4uDgMHToUv/3tb+F0Oj3buFwurF69GgMGDEBcXBy+/e1v48SJE1776ejowM9+9jOkpaXBYrFg7ty5+Prrr/UeLkEQBEH0WQrLqvHgW4fRypgyxJ9MSxkfNLZ14Zni0ygqdyjub2aOHXtW5GHzosl4dv44bF40WVRYcSl5UtNJOUGg9FrAneK2ZvtJn2a1YiYAk4emKu6Po6G1G6VfNzFs6YtcH6koowFP3TFadAxyqY1isJwfQhxhjymbNRY3X3MV02tZ0h+J0KG7QFq3bh1eeOEFFBQU4OTJk3j66afx+9//Hs8995xnm6effhp//OMfUVBQgIMHD8Jms2HGjBlobm72bLNs2TK899572LJlC/bs2YNLly5hzpw56OnRJ++TIAiCIPoyPU4XVm87obzhZYwGYOKQZM9rtTaIFcKlsM0bNxBThqWKTurVpuSxvpZDOEyuzmXi74r8cjbjdms0aHNBk0tt5CJwdkEELtliwnPzx8EaF6MYEQOUz60BwH1Th2gYPWSjXJHA3LF2L3H/yS+mMxteUOQuvDG4XC5drd3nzJmD9PR0bNy40fO7733ve4iPj8ebb74Jl8uFAQMGYNmyZVixYgUAd7QoPT0d69atwwMPPIDGxkZcddVVePPNN/GDH/wAAHD+/HkMGjQIO3bswK233upz3I6ODnR0XOkL0NTUhEGDBqGxsRGJiWzhbYIgCILoK5RU1GLBy/tVvWbzosmYMiyV+bXc9nqhdx8koTmCEpyAeP5ud5rdynePB7QfEMez88dh3riBon/bcawaj20tQ11Lp+d3wvfFco6Uzu0T28vx8qeVTOPtZ47CD64dhLxr0gEDUHOpA1U1rdh84Es4mpRrg6xx0YgzReNCU+D6UOlBqiUGB36d7xHmrN8L4euI4NDU1ASr1cqkDXR3sZs6dSpeeOEFnDp1CiNGjMDRo0exZ88ePPPMMwCAyspKOBwO3HLLLZ7XmM1m3HTTTdi3bx8eeOABHDp0CF1dXV7bDBgwADk5Odi3b5+oQFq7di0ef/xxvd8OQRAEQUQkWorzudf4a3ygFb6rHL+hJ8tEU/jamuYOrNl+UtXxOVvw1dtOYP51g4MijgDpaENhWTWWbPK1ZheLiP30rcOSphmA8rn99exsGA3Ay59Weu3fAGD26HRkpPVDxTct+KyyDnUtndi4twob91Z5RNZD+VlYmjfcyxFQ6HzIse57YwBAtGkxH6nXB4valk4v90PW633euAEkjsIc3QXSihUr0NjYiGuuuQZRUVHo6enBE088gQULFgAAHA53TnJ6errX69LT03H27FnPNjExMUhOTvbZhnu9kEcffRQ///nPPT9zESSCIAiCIHzRkuLDvcYf0wR/4VLy/H3t1tJzmvbhAuBo6sAzH5/W9Hq1SNVWKVmz8xH2ewIgKoSUzu2js7Lx8C3X4M2SKpyta8WQlHjcMyUDMdFGFJZVY8OuCp/xCMXZlGGpmDIsFZMyUxSjgfdPy8SLu6WjVtZ4U0BEaorFhLFXJ2HXf75R3NbR2IaSilqP6GaB+wyI8EV3gfSXv/wFb731FjZt2oRRo0ahtLQUy5Ytw4ABA/CjH/3Is53B4K2cXS6Xz++EyG1jNpthNpv9fwMEQRAE0QeYlJkCW6IZjiblSZ2wL5HWBrHhRG+pAVk1W7y2Sqm/kxCunqlg5xlsOfilpjRFAIiJNuK+G4d6/U5LM16liFWP04VtR30d/DgMcFupv/2T6/HPEw68UXJWcexK/PSmoUjrZ0ZKPzPqLnUwCaQ12096pTcqQfbevQPdBdIvfvELrFy5EvPnzwcAjB49GmfPnsXatWvxox/9CDabWzU7HA7Y7Ve+iBcvXvRElWw2Gzo7O1FfX+8VRbp48SJuuOEGvYdMEARBEH2GHqfLMyldMGkI1hefYnod3wRBa4PYcGLn58oue+GA0CmNQ2v6otjnzZKCJwdrM971RaeQOzyNKWLFsk9HUwfgAoak6OMI98InX3hfywZAqVJfjTgyIPy/F4Qb3V3sWltbYTR67zYqKspj852ZmQmbzYaioiLP3zs7O/HJJ594xM/EiRNhMpm8tqmurkZZWRkJJIIgCILQCNe3iHNmW198CknxJsTHREm+xi7R8FVNHyMhYvbZeqK0/7U7yvHyp1W6HlOMVEsMludn+bUPKSGkZwRMrfOgEFaxVrDrjJeNuh77XLLpsOpaMimE71xPGzMDgOfmj9ckQIngo3sE6bbbbsMTTzyBwYMHY9SoUThy5Aj++Mc/4sc//jEAd2rdsmXL8OSTTyIrKwtZWVl48sknER8fj4ULFwIArFYr7rvvPjz88MNITU1FSkoKHnnkEYwePRr5+fl6D5kgCIIgIh6ub5FwztfY2gUXgNmjbfjk1De41HGlnUaKxYRVs0dqLuyXGodWJzoWlPbf2e1kdmPzhxSLCSWP3owoowFbDn4lmY6ohJQQUkpzVAvfUlxtjZdascYSsWLdJ9egONxxAfifD04gOtpAIqkXoHsE6bnnnsP3v/99LF68GCNHjsQjjzyCBx54AGvWrPFs88tf/hLLli3D4sWLce211+LcuXP46KOPkJCQ4Nlm/fr1+O53v4s777wTubm5iI+PxwcffICoKOlVLoIgCIIgfGHpW7T9uMNLHAFAfUsXlmw6Irvaz9LHiEOquWz15b5DO46dZ31LqvbPTcgLy6rxZkmVKmtvLRgAPHn7aMREG5n6MEntQ65eRet+ldCSuqe22SxLxCoSG9jWtXR6rkMivNG9D1K4oMbrnCAIgiAiGS09jzg4w4U9K/L8qp3ocbowdd1O2boSowEoWDABs8aoX2FX2j/3PvJHpuPN/f4X9MuxPH8EHhKk1olFtpIuu7BJ1XGx1ATp0d+Jj9beVZw4BdRZb8sdTyrq6Q+htgbX6/tEqCekfZAIgiAIgggv/OlH5E/qFR8W1zWnC1i86TBeMKo3C2A1CgjG9Dgjzdc0QCodsajc4SNwbCpSDsX2e7GpHcv+WqqqhsZf50GuJk34XpRQujbFrLzjTUa0djk1jTPUUQG9vk9EYCGBRBAEQRARjh4F/f42fXU0tjFvK7SEVqLH6cLeMzVM2467OglvG74MaJqd1PkWc23zp/mt2H4Ly6rx0F9KVY1XL+dB/nvZe+YbFOyqUHyNXBNcqeiRVnGkFwa4hVvjZeGm5VLSu4kyoS8kkAiCIAgiwtGjoN9fkaXGDlnNCrtYipkcA5LjsehG+QakWtEahfGn+S2fHqcLK989rvp1wogV3wperWDj3sukzBS8c/icpl5ZaprgBhsuRe/eGzLQ2NaF90vPe13brCl8vaUPV1+FBBJBEARBRDhyfYuU0Kvpa0o/dc3cWVbY1daocKYHnBh5+dNKr0iSAUB8TBRaO3sk98mdv3Ds/7T/i1qfdDQ5lkwfhqnDr/ISQHq5DPrTK0ttE1ytJMWZvFzwhLVbSfEmAPA6p9bLv1tffNrzuxSLCbePG4j8bBvGDUpC7rqdkgsCvaGJMkECiSAIgiD6BFI1InZrLOaOteOlyxGVQE36bYnqVsyVVti1RBnmXzfY8z4enZWNh2+5Bm+WVOFsXSuGpMTjnikZ2Pn5BVkhuWHheBiNBr/qhgJFSUWtqu1vGJrmFbmSEpxaG8lKXXNK5ypY6WcbFk6A0WjwRMomDknGwco6lHxRA8AdCbsuIwWHztbjYnM7qmpa8UzxKZ/zU9/ShVf3VuG6zBTExUThd/NysHjTYZ/jhYOIJtgggUQQBEEQfQS5epfxg5M1T/pZUrK4ND+lyADrCruWKIPQPCEm2oj7bhzq9Ts5Ick/F/7WDQUGdUlpNS0dnv/3OF1YvU3aCt4A9bVhgLYaq0Cnn3HX2GSBLb0welaw64znc58zZgCmrtupeH6cTmDN9nLR41rjTLg3NwMzsm26vyc1+JNC2VcggUQQBEEQfQipehetZgE7jlXjsa1lXilFYilZ/JQrpWk8ywq7ligD68Sb5VzoVTekJ1OGpjEZI3Dwz0fBztNwNCm7AGpxX1N7rvRugstHKoqjFD1blp/F5JIoFjniaGjrwvri09hy8KuQRRsD3ag5UtC9USxBEARBEL0TNU1fAWDtjnIs3nTYp96imteYlQ8XnbFbxYWK3RrLnMalJsqg1HRVDLXnIhyYPCzVUzcjh/B8FJZVe9XUyKF3+luP04WSilpsLT2Hkopa9DhdAWuCC7gjR8JrjKWR8mt7q3Qbg0Pi+xFoWBopE24ogkQQBEEQhGp2HDsv6wTngnhKFj8642hsQ11LJ1L6mWFLVJfqwxplYKn7iJSUoyijAT+49momhz7ufHDigBU909+UohnP3z0BK989rsp4QolVs0f6CHCWHlp8Mwd/8SdlUStKIjDY4wl3SCARBEEQRB9CSgyoEQk9Thce21qmeCyplCw90tNYnfmU6qgiKeWosKzaY7YhhfC9qanlUhuFk4PFEGJGtg2rt5UD0E+cPLa1DPmXRQB3vZ++cInptUlxJjS2demS9hfshrGsjZSpga0bEkgEQRAE0UeQEgNzx9qx7Wg1s0g4UFmHuha2SatcSpa/kRspQwW+7bLcPvV2bdMbtaJVydUvxWLCJ7+YjpjoKxUWalLm9HJfY41mJMSaZOuitFDX0oUJa4oQHWVQHZm6NzcTzxSfErUt1yqaguXYx3ocamDrhgQSQRAEQfQBpMRAdWO7aEqWnEhQM4mSSsnSK3KjxlyCLzjSLOaAuLbphdrzwxIJqmvpwqGz9V4RgqqaFqbxLM8foZtYZI1mqLUtZ+VSR7eq7Q0A0hPNuDYjGffmZvg0h7VZY7Fq9kis2X5StbFEsBrGsh6HGti6IYFEEARBEBGOlp5BciKBdRKVEm+C0+XC1tJzXsJFa+RGKqLCkrInJjjk8CflyN/ImJbzwypaHY1tKKmo9YjETZ99qfgaW6IZS/OGsw5fFP45YU1p0x6X0RcXgPZuJ+565TPP75LjTbhjvHeU0mg0qGrGbDQAE4ckB2rYXijV7FEDW29IIBEEQRBEhKOlZxAgLRJYexo5Aa9JpZ230q42cuNPxElKcLCgNuXI38iY1mJ6VtG6ZvtJH9dBJaYOv0rV9kLErOBZmDI0De8cPqfq2vUn3U1uf8J0vPrWLmy83ByW+xykUj6lcLrgE9ELFFzN3oNviduQu0ANbPmQzTdBEARBRDj+1hUIX8+3YZZDOKl094k5wlwszuGPPbGW6BkfNSlHetgoqymm58OJVqXprVqRAgB/P/w1pq7bqckGWsoKXg7OhnzysFSm64xP3jX+iTkhStfNo+8eR4/zylYzc+zYsyIPS6ezRdyo5ic8IYFEEARBEBGOv3UFYq+fkW1j6rmjFW7iyNKj5vEPyr0mqXy0Rs/U9k7yd5wcWovpA9k7CHCLsgffOoxni0959SySQ8kKXgyhLfvMHDuW52cxvXZ5/gj85MZhqo7nL/WtXdh3psbrd1FGA3KHpzG9Plg1P0p27lxkUukz7SuQQCIIgiCICGdSZgqS4tSLGTmRcKCyTtf+NEK4iaPWiAqHlhV6lt5JQvwdJ4c/xfRcipdN0IjXEqPfdG998Wk8tKUUC17eLxtVYrWCFyLWyHVpXhZsifLnhauT4iJpweSnbx/yOQ9KET0tzYv9Qa/rs69ANUgEQRAEEeFEGQ24MSsVHxxzML9GSSQEKjWIcwzjzB1YC/r5ESe+QULlN2wubXyUeifJHd/f7fwtphe6+qVZzLj/zX8zjU0tcqYRaqzgv5OTjpk5dklDiyijAavnunteAb4W2wCweu4oz+u4/ljBioVc6ujBg28dxvL8LGSkWTzvY+5Yu2wELZg1P2TzrQ4SSARBEAQR4RSWVasSRwCQbDHhd/NyJEVCIFKDuIJ4oWMYC/0TYlU71XHYEs343zvHoeZShybXOe74emzHb4ArhdLEmu/qV1JRi5bOHqaxqYUTIKu3nfAxjVAz0T5QWY+ChRNl39OMbBseujkLr+z5Apc6rryf9EQzFkwajI5uJ0oqajEpM0XRLIFLDdU7Arq++LTn//ExUWiVOe/3T8sMSo8tbsGAtX6MbL7dkEAiCIIgiAhGqfaATz9ztKdHTF1LF9ZsPwnj5ToQIfUtHTAa3E5cemGNN6GhtUv1xDUp3oT6lk4s2aQtajBv3ADmmhEp9LRRnpljx/3TMvHyp5Ve59doABbdqG5iHYyIgKOpAwU7z+AhXq2Qmol2bUunrJ16YVk1Vr573Oe6MEcb0d7t9BImfMdALpLmaGxDXUsnUvqZYUt0fwY9ThdW/P0o3is9r/LdsiEnjgBg29Fq/HLmyIBGkNQuGCTFm8jm+zIkkAiCIAgiglFjUiBsoCmVQlVYVo0lm47oksK0avZIpCWYkWYx4+G/HQWgflW/obULv3r/uObxvLS7EuMHJ6sSHmK9jrjIj9BqWm1NU2FZNV7aXenzflwu9WMNVkRgffEpfMvWzzMuVit4DqGQ485vUbkDr+6tEn1NR7cTHd1Or98Jr1kx0aU10qgnSj22AtVLSxaXC/u/qPUrkhopkEAiCIIgiAjGnwiCWN8dFttsowG4NzcDr+2tkowwcRGV/8rNRJTRgJKKWjiatI/V33Qpsd5CUohNsJPiTLg3NwMbFk7Amu3ef7Nd7v9kjYvxaZorhNUNj3WsaoWKP/DHpdR3RwhfyPkjYITXLAAvoaE20mg0APdNzcTfD32Nep1T8vae+Ub0OghkLy05Gtq6ffqWqa3FixRIIBEEQRBEBONvBEHYLJYlIuV0AfkjbZg4OAWLN/lOkMUiKqEsDufe4+t7Kz2CTQqplfmGti6sLz6NpHgTfjd3FC40d+BsXSuGpMSjf2Is1mw/yTThZTm/StEHPvyapkCbFoiNyxoXjca2bsnXCFMP/Wnqy8F9ngU7z2DLwS+9zqfRoK6RbMGC8Zg1ZgB+ces1mLz2Y019pCT3vasC7xw+53UdSL1/OUMMIVqt7YWoOWakQTbfBEEQBBHBsDYQVYITMGrcsGaNseOFuyf42C6LWTmHQ3H4mu0nFa2rlVbmG1q7sHRLKdZsP4k3Ss5izfaT+Nlm3+a4Us1jWc9vUTm76QZnWsBq9S7crp85ivlY3Pi5ib6SOAKuCGV/m/oKWV98yue8s9bM2a2xeOHuCZg1ZgAAICbaiCdvz4EB+vaZ4l8Hwe6lpYSaY0YaFEEiCIIgiAiGH0EQ1saogRMwat3ahLbTUullSiYHwULJulqvVDWx9EWA/fxuLT2PX89mq2nqcbpgjYvBXdcPxoZ/VShuv2HhBBiNBq/Pq2DnaS8zBCn6J8QyCx2hnbqe59cffjptKB6ZeY3PuVVyx9MC/zpIiDUx9yqSix7qudjAesxIgwQSQRAEQUQ4M3Ps2LBwAh7bWqYpRYjf0FKLWxvfdlqq+FwvIecvUsIF0D8NUGzyOSkzBSkWk2IPIaHzm9R5VVPPw312k4el+oiDpXlZ2HzgK8k6Mf7nzip0/vD9scjNuuIeGC49eN468CXGDk4SFfZCwV9V04r1xaf8Oh53HZRU1DJt728vLS2Ey2cTLEggEQRBEESEU1hWjTXbyzXXT/BrheSEjJJbm1LxudQKvd0ai7lj7XjpctNNNZM+owH4vx+MR0VNC/NEll+TlJZg9kyOA5UGyJ98RhkNuH3cQGyUcG4Te53UeeXOGcv5UvrsWJq1cq9lnUzXtHR4/RwOaZYA0NzejQffOgxLTJRXDyn+tcoJU9b+QmywXdmnL1zy9HyS+qz0XmwIl88mWFANEkEQBEFEMFwtiNaUoOX5I3xSzTghY2OoLVIah7AWZ2aOHZ/8YjpWzR6JH04ZglWzR+KTX0zHo7OyRY+phNMFpCaY8VB+lmg9lBxrtp/EQ1tKseDl/Zi6bifqWzo8TUb1RDj5zL/svsbyOqnzWt3YjhcZxREg/9lxsH7uWpvmcpGPcEHYYFd4rbL0GDMAsDDWcE0ZmsZUL1iw64znmpQSaFKflVoM8I4g9xUogkQQBEEQEYq/Re+2RDOW5g0X/RtrbZHSOIQpbUXlDp9oyCt7Kr2af+6vqEXJFzU4deESPiq/oPg+uIgG9/rX91ZizfaTLKfAg6OxHYs3HVH1GiWE6YhcmpyjsQ0plhjUt3TKpjFOHJKMm36/y68IwdLpw5E7PE2x5w03to5uJ/7w/bGAAZL9clhSvIwGoF4Q0VRrDR5shNcqSyqhC0BLh3zTWH5qo5rIj5LLHP/7smTTYTS0yadt+tu/K5IggUQQBEEQEYrWonduKrR67iiviZFYnYtc4Ta3/d4z3zAVnxfsPINnik/JWhwDwOpt5ap6JqVZzF4/X2NLRFKcSXHCKByjnggnn6y1QvzXHTpb77dZQFZ6P8Xie7nUSLHX8lO8pHC6gCWbDuN5o/fkfmaOHX9aOB5LNx9hdpwLJvy6sfP1rX7vT3gdqDGCkKuX44gyGpCblYYfXHc1XrycoirGjOz+KDvX5NO/i/ogEQRBEAQRUWgtrBabGKltXqml2efLn1bIWhyvfOcYGmRso6U4WFWH3Kw0vxqQ6g3/HKvp/cN/3dbSc36PQykdTmtfHrcxiLLQEZvczxozAAUwiPbQChcuNrej9OsGv/eTYonBE7fn+IhELkK198w3KNgl7TzI4jLX43Rh21H5Wqmyc0345BfTcehsvWJEuC9AAokgCIIgIhQthdWrZo/0aZbKMkkWOnuJRYKUuKSQiqRFHAHA6yVVGJGegCWbAt8sVY5Vs0d6mT6w9v5JsZiwas4o2BK9J63+Fs6nWEw439CGjZ9+gZR+Zp/9s/TlWb3thGT0ItlilhVH3OR+f0Wtl5sdAHcPLaO+ltp64j73/ouHx2aPFBWYnPOjmr5jUrA2Hz50tr5PWXnLQQKJIAiCICIUNXa/XB2EUByx1A+tfPe46rS3YNLQ2oXHtpbJnoOkOBOWTB+OJ3aoq01ixS5ybgG2yWtdSxdsibE+k9d6gQucFFL1LHUtXXj4b0d9xslFqFjG5mjqQMHOM3goP8vnb6yT+yWbDuOp740WNQNxOhF2kSTOtKDsXKPf+7JZ42T/rtXwgo8eIquvQS52BEEQBBGhcLUggPxat1wxttIk2QW3AAlXccShZHHe0NaFbHsik4uYFuZfN0j091onrz1OF5PRxKIbM1U5mVXznNpYx7a++JSomxrr5L6hrQsP8tzhONzvUd4lLtgYcOV7ck16gl/7EXOH63G6UFJRi62l51BSUYuJQ5Jlr0kWlzk9RFZfgyJIBEEQBBHBsBR9yxVj96VV5X+WOzD/usF4pviU7s1q1xefxpaDX2HV7JFItpg9dR5p/czKL4bv5JXVgOPbI/rj2yP6o+SLGjhdwJaDXzH1w3r8g3L84f+NZRobt70w1U5tw9KV7x732odWkxF/kfrs+5mj8INrB8EaF4Mepwt1bdr6ikktSEjV+c0ZY8fLn/oaLMgtbPANVdIs7vTJC03szZ37OiSQCIIgCCLCEVpyp1nMgAG42NSOupZOpPQzeyZ9wolWb19VNgBItphQ16LsWPdGyVkAQFK8CZ3dTrR2ytdEqaVaxCo8PSEGBgPgklEQRgMwblASSipqPcKKNWLHYu8shKsNgss9QWcRKWJGASxudnwaWruw4u/HsO77YxBlNOCjE3o2YVXGbo3FqtnZWLPdW6TEx0TBaDDgUkc3Nu6twsa9VbBbYyWjgkJSLDFeojQ90YwFkwajo9vpafhaVO4QrfOrbmwXFUeA9MKGmNBKijdJilQX+qaVtxwGl0vuK9l7aWpqgtVqRWNjIxITE0M9HIIgCIIIK1hd6XqcLkxdt5M5CsBCCqNg8Rduurdh4Xis2X5S1/cQbIST7GCcw2fnj4M52sjcl+jZ+eMwb9xAn98XllVj5TvHmYWaLTEW/zNnJFa8ewzN7fqKVDnuy81AfrYNE4cke9zcpAxHuChTfEyUrJBOijfhwK/yvfa36bOzuNB8pX4sPSEGHT0uNLSq+zz/tHA8Zo0Z4PU7NY6IfF647EYoZuUfKcJJjTagCBJBEARB9DGkJlFc/cmGheM9aWBpFjN+cO0gPPPxad2O/9vbcvDEh/oLlqR4k9ckk7/CbjQamBtwhiPCtLhgCMz+CW5jiOX5WVhfrPz5S0UbZ+bYkRBrwl2vfMZ0XEeT/k155eAiePzo0G9uy8acMQMwdd1OWRe/ti7lJrCcI11hWTXWF5/y2eZCs/pUPQOANdtP4tYcO5ProNK+Hv+gHE4nfKJnclb+kQwJJIIgCILoQyhNolwAc5NOa1w0mtq7ZdPDxEhNMHtSr7QIFktMFFp4q/a2RDNWzx3llUYoXP1W04CztxEI0ccv/F+al4XX9lVJRjgMcKeNdfc48Yd/fg7ALQgmD031WJnDBcSbotCqIChCgfD65ezrl+VnKTdrVTjx9a1dOFBZh0mZKVj57nE/R8o7LnzTGrXWbHH7EnMLVOp3FamQQCIIgiCIPgTLJIpFHE3JTMH+yjpNE/MPy6rxnRw7Niyc4LNizUJLZw8SYqPw/QlX45ZRdk9K1D+OnUf/hFjMGTNANC2IX4v1YVm1p+ZIT5LjTahXmSrl9zEF6XdJcSbVdUdCZo6yeSb2ReUO2fQvF4Cm9m7c8+oBz+8Kdp1BUrwJP7j2amw7Wt2rRClnX//a3ipd9nex2d3rSW0KHeu+xf6vF9y5EDPhiGRIIBEEQRBEH+J8Q5su+ymprNP82jdKzuKNkrOwJZrxg+sG4WxtK94vPa9qH83tPXht31l83dCGn/+1STYtSKyughuHnvQzR8EZgtLuVbNHwmaN87w/p8vFnM4mxWv7qvDavirYEs1o73Yqbi9Wh9PQ2oUXd4sbDIQ7LsBvkcnRPyEWe898o8u+xPYt9n894Tf0NRoNEVmfJIQEEkEQBEH0EXqcLtF+NaHC0dSBZz8+49c+isov+u6XlxYEQNSMYtXskaosqFm41BGa9DGbNc7LPW7HsfMwGtgigUo4mtia0YaC/JFXofhkYIQHR1KcCY1tXZLXiPFy/ZLU37lUxTdKqnQdl5g1t1pbdbUIHREjuT6JGsUSBEEQRB+gsKwaU9ftRNFJX0ERaXCTw5XvHsdP3zrsk97laGzHkk1HMHese2InXAM3XP73wLRMRIXxArkB7vorp8vlaSy641g1lmxiqyELZ7gGqH9aOAF2QaPbFIsJBfPHYcrQtICP497cTM94hOMzwN2IVw7uGtv/Ra3uYxNac3O26mo+ejWXtzCixi1EhNOii15QBIkgCIIgIhyt1r+9GRcgWfPBnYe/Hfoa/7dgPJ7ccdJLRHHud3nXpOPP+6rQ0x24MycX6TEAsMab0Hj5fbgEf3MBaO92eqXTGQ3yhg0GAHEK1tShht8AdWaOHbfm2LC/ohYlX9QAMCDaaMDvdnzO3AtKK3ZrLJbmDce3bP18opDJFhN+Ny/HY7MtlUr40u5KxMdE61qXlmqJwRO354hGbmZk23zcHOWwXY6m/vYf5aqjhZFcn0QCiSAIgiAiGK3Wv/7AuZrlj0zHW599qWkfS6cPR3K8CWu2n9R3cDzqWrrwm20n8Lt5ozy25lxtRVG5A5PXFqM9gOIIAGJNbrEidKLjpppP3TEagG+aoPXyJFg4EVaKHLkAGA3hM5Fdnj8CWw5+KSpQOQHwzzIHHtta5mN1Hmi4CM3MHDucTniNoa6ly3NtbjsqH0F5dS97HVZCbDSa27sl/55iMaHk0ZsREy2eBHagso5JHC2dPhy5w9M8dUSnL15isnIXIuamFwmQQCIIgiCICEar9a9WuKn36rmjsOWANnEEAFnp/TBnzABs+NeZgPb8qWvpxOJNR/DC3RM8TU6DGXHjIjlWmR5OALwszNMsZjz8t6MAtJ2XSx3SE/BgwdXQLM0bjqV5wyXt2dfuKA+J0cPy/BGec19YVo0lm3yvB0ejcr8mF4DGNvbzLSWOuO/Vk7ePlhRHALuTXVZ6Py9Bk5FmYR6jP8ftLZBAIgiCIIgIJtgTF25iPyPbhl/8/ajm/XzxTQsOVNZh7tgBeH2f/nbcQh599zhmZNsAIOgRNwCIjTbi7Z9cj5pLHaIOYVyzUQAoqagNeHpZIOGn0HHvUSz6sOPY+ZCII1uiGUvzhgOQj8AG8xoRCuYep8sr7ZDrO8XqZCfczl8HvEA56IUKEkgEQRAEEcGonbgYAPRPiMFPbhyGPWdqcOhsnaQ7G5cWtjw/CxlpFq+JfUlFLZrbtde5PLfzNJ79WH3KD39cSZfrd1gmsvWtXdj/RS2MBkNIevY4mjpgNBg8USw5/BG9KRaT3xG5Gdn9Rd0DWRFO9sXocbrw6/fLNB9DKwa4o5+ccAt2BFaMFIsJn/xiuidyVFhWjZXvHveKOHJ9p578bo6sk52Y+x2g3QFPan+9HRJIBEEQBBHBqJn4cMKio8eFJ3Yo1/7ITXT9jVz548KWnmjGgkmD0djWhVdVNPssqahFVno/7Qf2E9Zz5s9q/W9vy8ETH570ywraEqNt+nj7uAG487rBTP1zCnaeDnrDXQD4yY2ZmJFtQ0lFLS42t+P0hUtBH4OQupYuHDpbjynDUlFYVo0H3zosul1DaxcWbzqCB6Zl4qXdlZJ1bb+5LRsAPO+RW9j4zW3Z+Olbh31ep4TQTS8SIIFEEARBEBEMZ/0rNaniI1X4L0ZyvPeqtpBQpNwsnT4cpigjNh/4UlPBOeAKaarQ6QuXUFJRqygg/Ol3U1HTonkizDEgKVbT8RPiTEyF/IVl1Ro/P//ZfOArfHC0WlMKo9bzycLF5nb0OF1Yve2E4rbbjlZjw8IJWLO9XNT8AgCmrtsp2lz5+bsn+BiCyHH/tEzqg0QQBEEQRO+Ds/6VIzk+GrHRUcz7rG/twoZd3k1ee5wulFTUYmvpOTidLsVj6k1rZzeeKT6luT5nytA0j/gIxXp4wa4zWPDyfkxdt1O2twwnegF1fWwA4MXdFZiRbcPzd0+AzapNDOYOu0rT8Qclxyluw9X8hIpLHd2qrh9+vyYt5/OeyYOZtkuzmHGgso7Jiru6sR3JlhjsWZGHzYsm49n547B50WTsWZEHAJK9wX56eRGFe936O8cixRIje6xtR6vR09ubbolAAokgCIIgIhwW69/6VnUTQwB49uPTWLvDPZnlGtEueHk/HtpSirs2fsbci0Uv3i89r3kF3xoXDRiAfxw7j/nXsU1aAwVLA86ZOXZNIqe1swcFO89gZo4de1bkYen04apenxRvwuRhqZqOv3FPlWJT0XCo+WGFn7I2a4zdIyx+OGUI0+uT4k1YNWcUkyD/+V9LUVzuYB7bxeZ2j7HHvHEDPZE7JcMJTpxOGZYKmzVO0Vqds/iONEggEQQR0fBXtEsqaiNypYsglAikk92LuyvxxPZy0VXpYOI2H9DeJ8dgMOCuVz7DQ1tKsb74FKzxJk0RMLNEyqE1LhpzxtiRFKe8T/5kVe6eNSPbhj98fyyWTh+Gxd8eBouZLQL42r5K9DhdiDIakDs8jek1HE/dMdqT/seJrM2LJmP6t65SfK2jSVn49Sa7aJs1Fs/fPcGTYsYJku8wppzde0MmYqKN+M1t2YrC/kJzBzaqqKcTSxVVEp/8nkYA+2fRmz4zVqgGiSCIiKWwrNonl9rO4J5EEJFGoOtqNu6pDLotNh8DgNvHDVQ1geRIiotGQ1u3T7SLc7/7/oSB+Pvhc8z76+h2iv6+sa0b249VY8PC8Ui2mLH3zDco2FUhuR+lBpxi9zdWgdTQ2uXZr5p6pgdE6k2ijAY0tnXiZHUT07EBt/CbkW0TrbNivVZjTUa0d4mf60CydPowZKUniFqxc7Cc06R4E5bmDUeP04UEswnxMVGenlj+YpdwlVMreLRahkcCFEEiCCIi4Ro9SuVZK6V5EEQkEei6mlAGZpPjTXj+7gnIv9zDSA0zR6XDaBSfCrngFl57ztToWku1ZvtJTMpMwbD+CUzbOxrbfKLgUve3Fgk7djG4STBXz8TyEYrVm3BjYamNAXyjFEJYr9VQiCMAyB1+lSdlTcpIg6VG7Kk7RqOo3IGp63biro2f6SaOAGlXObWCR+mz4OqvIs3iGyCBRBBEBMLS2E8pdYUgIokoowGrZrNNgnsbCycNhjUuBhOHJKsWgYUnLsim5bng7k+kVy0VJw4WvFSC/9nK1uNnzfaTnrquBS/vR+5TH2Plu8f9/iz5k+WZOXYsz89SfI1Q2Mjda5XgBJowDRoAs2ALNrZEM5wuF1PKtlSNlt0aixfungBA3CyBFbHrPDnehBd4KX9C1AoeOaEn1uw3kqAUO4IgIg41edYslrME0dspLKvGmu2hcwYLJBv+VYEN/6pAcrwJEwYnobqxPaB2y3pwoKqeeVuhgGON1MghtuqfkWZheu3eM99g4pBkHDpbj71nvtE8we+fECuZBj13bHimQLd3O3HXK595fhambPc4XThQWefpLTQj24YZ2Tav33Hnfeq6nX5do9xrZ+WkY+hVCZgyLBWTh0pHtYArgkfM4l1K8HBCT/g5sTT77c2QQCKICER4k2ZpyhdJ9OXCUoIQwqVABVIwhIMgqW/twseffwMAMBgAV6gHFMbMHWv3eSawpl8V7KrAn/5VoTmt0gD35Lq+pRNLNvlel9WN7Xhxd6W2nQcYYSSRS9l+/nJEiLXmtaSiVhdDEwOAI1814rmFEz2fp9LzX4vgmZljFxV6kTyvIIFEEBEGGRP07cJSguDjTwqUGrTsPyE2Cs3t+tVd8KHsWXm2Ha3GL2eO9JrgqjFr8Pf8rpo9Emu2B/66DDRcndrKd497TD348AUU//mrxq5b6fj8bAjW5z+L4BETWn0p44JqkAgigiBjAjd9ubCUIPiEc0+ZQIkjPkaD+kaqfQExkwR/ms+q4dZRNlQ3toftdakWF9yRJdaa18Kyak1ui3JcbG5X/fwX9kjiiyNhTzOW5sWRBgkkgogQyJjgCn25sJQg+ERCGumNw1JhZegdJIbTpT31L9JvD3vPfONjNqC1+awaCk84sGb7yYDtP9zgR3m457TepFnMuj3/aaHVDQkkgogQ1DaAi3SkHvTCxn7USJaIZCIhjfTI1w1Ye3sONi+ajFuy+6t+fd41yg1M+fzXlCEA1KeRCQWVNTYa07LUNWENJgW7KkSjA1zz16XTh4d4hJHFxeZ23SO6XDYEDNDl+U8LrVegGiSCiBDImMAXpTxrqtciIh01dSWA+/pfNXskki1mOBrb8D/bTqC5vTvg45TjUkcPlmw6gufvnoAf3ZCJj8ovqnr9gUp2xzgA2HZM2wr5//1gPFITzD5uZblPfayL81wgEdbKRBkNyB2ehoJdZ0I9tICSEh+DulZpm3c96Z8Qq/r5e2NWGtITzHjncqNiKde5mkts15fS8ckB9gokkAgiQiBjAnG4PGshUs5eUkW14UZfdyok2FCy9XUBWJ6fhYw0i+h1ZI42YvGmI0EetTiPf1COT34xHZaYKLSoaKp5qUOdwJPriyTFA9MyMWfcANG/rZ47Cg++dVj1PoMJZzbw+AflmJFtQ5TRoFpc90ZMUQYsz89CV48TBbsqAnYcruZVbQbHp6drAMDTqJjvosd3neP6Rymh9PynhdYrkEAiiAhB6WHGWav2RWMCoZiYOCRZNo1AOFEINyjyRahBytY32WLC7eMGYlJmqqTAnjVmAB74uiHktsvcyvXz/6pQJY4CTT9zFJ7+3hjMGiMujgD3+X/h7glY+e5xxYaz8TFRaA3R++PO8f6KWuRmpcmK60jhYnMHnik+jR/nZgT0OJyt+sQhyUixxKgW4ZxDntRihl7Pf1povYLB5YrMTgFNTU2wWq1obGxEYmJiqIdDEEGBi4oA4qH4cI+KBAIxMZFiMaGuRX6iAgCbF00OuzQCqchXX/6MCTa4hYKicgfeLz3vNUlTEtg7jlXjsa1lmqIrepIUZ0JDm/J3Vyus94bbxw3A968dpNiYk0+P04X9FbV467MqfHq6Bpc6rgghrjnqS7srQy5EkuJMeOp7oz3Xgtg9NJIwwL1YwPK5S2E0yNesuVNXs7Fmu/bzyImcPSvyEGU0+Cz8cX2lAO3P/x6nC1PX7ZQdo503ht6GGm1AAokgIgyKLlzB3waZz84fh3njBuo6Jn/ocbow8XdFkqvQwgcoQQjxR2D3OF0o2HkG64tPBXSMoeShm7Pw139/pbgSr+Y7JpYOC8Anqn3T73eFjQgxAD5mNpH+2adYYlDf0hlygarE5kWT0djWKfqcnzvWjm1Hq5mf/2LX5tOFJ2Ujxg9My8Sjs7L1fVNBQo02oBQ7gogw+mLHazH0aJAZbmkEBTtPy6bocCkyr++tRFqCuc9+9oQ4Sg5VcqmlXPTjtb2hS7WzxkWjsS2whhFDr7LI1mwB6loEFJZVY/W2E14mDcnxJqyZOwqpvPvLwarw6lflArDyneNIiDVh8lB3FH3LwS9DO6gA891xA/Cqzv2JAkFRuQOv7a0SrZ99aXclNiwcj2SLWfH5L7aYmhwfjc5u+aemWJPhSIQEEkFEIFLGBH0Jf+xUw7Feq8fpwmuMD29+j5G+Gj0kfFeHnS6XJoeqcEmx6g6CtXD/hFhMGZYqWrNlY/gu8c95VU2raMSlvrULS7eUev0u3hR+XVca2rpw1yufwW6NxfzrBoX88w80dZc60M8crdrUI9i8X3pedpFjzfaTihFOqUhyfavyeycXO4IgVEGuYuGFVpedcG0ke6CyTlPtRW9x5SPkUXt/ERM1SYzNVvnfHX/TVPWkpSNw5gXCRREtkXh/hGRrl1P1a5TqXvTC0diO9cWnA3+gEPP+0fBugHqlVkq6DpDFhluP7ApysSMIgolwq/shsaY9PY5llTgUaH0g9QZXPkIetfcXKVHDKrC5744eE6neggu+iyJqIvGhEJL/94NxSE2IFTXdsJijMHNUOt45fN7v4/SFz7834AJwfWYqPixzKG4r97zQo1ltuKWfBwISSAThJ+HWTyfcxFqoqG/p0LTCOmeMLSzPkz8PpL7U3C/SUHt/8UfUCKMoekykegtcnxkthEpIPvHh5/jNbdn4n9tG4dezs0WNIPZVRMZnKHQvZHUbFBKsqJtahOOSslVnEUeA/PPCn+hPOKafB4rwS3oliF6EUtEz4F657+x2oqSiFltLz6GkohY9AbpDc5Mp4QORm0wVlomnEPQ4XUEZX7AoLKvGkk1HND0IX/60CjuOhUeqBf9zcTpdsCXGwp/4T19Ii4gkWO8v/O+rVlEjllral66XxtYu2XukHKESkvz7OhftmjduIKYMc1uPc32MQk2KJcbrZ7s1Fn9aOB5v33c9LDFRTPvYsHACNi+ajGfnj8PmRZOxas4oDeMw4cTjM7Fq9kjVrw00BQvGe97fnDF2GDTe6A240pRWiqqaFs37BsIv/TxQUASJIPxA6cHIrdxPXvuxZM8RvdLhepwurN6m3qEq0iJOeqzmrtpahltzQpuOJlpDEm/yfJZa3l9fSIuIJFjvL/zIIKuoEa7Ii6WW9qXrRWsqao/Thb1nagI6NilYxjwzx47l+VkhqSHiog2f/GI6Dp2t93nGlVTUMjX9TbXEYPIw735TJRW1qsdT19KF0q8akJZgVv3aQHLvDUMwa8wA9DhdeGjLEfxD4wIdi4DpcbrwqkYnynBNPw8UJJAIwg9YJyPCokpu5e/+aZmqehbIUbDzNBxN6iZT4ZYeqBW+yKxp7vB7Nbe2pVOxyDWQNV5Sn0vjZYtva7zJy+7blmhGe7fT021dSF9Ki4gkWO8vjsY2lFTUeq5/FjYsnACj0SB7DU/KTIHdGtvrUrS0LiCoTUUNB3c/ljEvzcvC5gNfyT4fAjW2WTk2HDpbL3p9sV7f88YNkLw2pfpVSfHPE9W4dVR4PdNuGWVHYVk1frO1DBeatTdiZhEw+7+oVW2VHx8ThZd/eK2nKXJfqXEOiEA6d+4cVqxYgQ8//BBtbW0YMWIENm7ciIkTJwIAXC4XHn/8cbz00kuor6/H9ddfjw0bNmDUqCsh046ODjzyyCPYvHkz2tracPPNN+NPf/oTrr766kAMmSA0oXWFlbuhizVj0yJOCsuqmVcIuYeSmp4oAML2hhioSYrUwzvQETeWzyU22oi3f3I9ai51eD6PonKHbr1biPCA9f6yZvtJr0UYpToLuzXWZ0VejCijAatmj8TiTUeYxhFquO/hobP1ePlT7f2aWCbu4eTuB8iPOcpowOq57t5OQGBMF1IsMV7XIHcf2ri3Chv3VsGWaMbquaM0RSi5ZxBHZ7cTb5ZUYUR6Aqob21UJ4jdKzuLawSmwJZq9elOFCrs1FvUtnViySdu1tHT6MGSlJzA/l7VE3lo7e9Dc3oUooyHiMk7k0L0Gqb6+Hrm5uTCZTPjwww9RXl6O//3f/0VSUpJnm6effhp//OMfUVBQgIMHD8Jms2HGjBlobm72bLNs2TK899572LJlC/bs2YNLly5hzpw56OkJnM0nQailvkX/G6xUbYEU3ISaFe6hxJq+U7DzDKau24kFL+/HQ1tKseDl/Zi6bqdXrn6oapikaq70QOzhrbXGSw0sn4ujqQNGg8Gr3mBmjh3P3z0BNqv3uG3W2F4TCSS84VbJlWStMEKt9PWbO9bOLJaTLeGVjiTG0unDsXnRZOxZkYcZ2Tb87dDXfu1PaeIeju5+wjEL78kzsm2i9wfhZWAxs9UE8UmKN2H/ozdj86LJ+HFuBgBfweJo6sCDgnskZ6Qjh7CeZu2Oclyz6kOs2X4Sn5z6RvRYcjhdwNItRzBv3AAVr5LGACB/5FUwAD7fU6VvmAHAqtkjsWa79mspd/hVXs8BZdQfiVss3XEs8M+/cEL3CNK6deswaNAgvPbaa57fZWRkeP7vcrnwzDPP4Ne//jXuuOMOAMCf//xnpKenY9OmTXjggQfQ2NiIjRs34s0330R+fj4A4K233sKgQYNQXFyMW2+9Ve9hE4Rqepwur4aceqIm1UNNgTD/YcOa3iDW6JAf5QIQkhWlQE5SxIpc1UTcxB5UXFqCo7ENdS2dSOlnhi3RfZwepwtvllThbF0rmhmtmMU+Py29W4jwhSuyF4sM+sOLuyvR3eNCfrZN8frwx6jhphFX4dDZ+oA33mzt7PbcJ58tPuWVfqoGqVRUtQ139cJoAP7vB+PxxIcnJVPJhGPucbpQsPMMXttb6VVjxt2T96zI83ovE4cke9UHTRySjGlP71KVjnfvDZmIiTZiUmYKfvr2IdltV757HDOybSgqd2DJpiOy17QB3pHvtTvKRbMutPCXf3+N+JgotDLUQMnhAlB88hssujET/zjmnS6fbDHhd/NyYDQaJJ+R1rgYzdeSkhmDGFOGpqFgV4Wq13DzkRXvHtP8/OuN6C6Qtm3bhltvvRX/7//9P3zyyScYOHAgFi9ejEWLFgEAKisr4XA4cMstt3heYzabcdNNN2Hfvn144IEHcOjQIXR1dXltM2DAAOTk5GDfvn2iAqmjowMdHVdW85uamvR+awThRTCci1gmJ2omMPyHjb+20Qa4H3ZidS/BqGEK1PkXPpRZjycnauXSAONjotDW1QOXytmv1OenpncLEf5wkUHh9WMxR/nVOJVLfZJazOBEwekLzRJ7UIZb4Q80W0vP49ez3W5tr+2t0rwfF9wr+komNqwNd/2lYMF4zBozANHRBqb02cKyaqx897ioQJS7JwvvF1w6HsstKSnehKV5wwEA+ytqFcVpQ2sX9p2uUVzcMhqAggVXxtrZ7fQrbVJsHGpQSlvduKcSP74hE++WnvNEdOtaurBm+0lRYcotTGwtPaf5Pay6fM1z9YcsC2KTh6UiSVDDykpzu/RCRyS2ktA9xe6LL77A888/j6ysLPzzn//Egw8+iP/+7//GG2+8AQBwONwe7unp6V6vS09P9/zN4XAgJiYGycnJktsIWbt2LaxWq+ffoEGD9H5rBOFFMCxwWUQMq9BZnj/C68E4KTPFr94fLrgfMlIrSi6wpwlqIRDnPzneJCnqisvZ+k8Ix6WUBtjaqU4csdi4EpHFzBw79qzI89gAv33f9Yg26vP4FkuPKSyr9qTVql1tDgWcqcqByjrmZrhSrNl+0nMupL67/h6DheX5IzBrjDsNjCV9trCsGg++dVhy4qsmdZs7nt2q/Gx56o7Rngl5yRdsbn7vHPlacXHL6QKSefbgb5ZUhax/0fcnDFQ8ttMFvLK3UtKQqajc4WPDDvi3UHn64iXF9HchUUYDnrpjtOZjKhFJrQF0jyA5nU5ce+21ePLJJwEA48ePx4kTJ/D888/jhz/8oWc7g8Dk3eVy+fxOiNw2jz76KH7+8597fm5qaiKRRASUQFrgqnEdY3HzsSWaPat8wUTPFaUepwv7K2ovP4QNsAZgFdccbfQpCAbcE6WNjCvT/OtC7zRAVsOFvuIy1JfgRwZLKmrRqNMknbs2V75zHAmxJjS2dmkuGNeDqcNTcdOIq7BxT5WqNC+9JmbVje148K3DeOjm4fjLwa9Dch7E7tczsm1IMJuwt+IbnG9ox8DkONwwLA2Th6Yy16GqWeXnp+sWlTvwful5yVYVV2C7x7QwplzyP9Ozda1Mr9EbA4Dikxc1v57Ltli97QQSYk2oudSBNIsZMMDzf2tctGpnOUA5/V0qe2Nmjh0v3D0Bq7ed0N2oIpJaA+gukOx2O7KzvRuTjRw5Eu+88w4AwGZzTz4cDgfs9isf3sWLFz1RJZvNhs7OTtTX13tFkS5evIgbbrhB9Lhmsxlmc/gXkxKRg1abUcD9cJk71o6XLudT++M6xtUpPHjZoUiM1XNHiaaMac3VVwO3cuYPUqkjetZlAO5CYuHkQY0JhjCyo3caIIuNa19yGeqrBGKVtqGtC3e98pnu3ym1lFc347qMFNWW1HpPzJ79+Iyu+1PDdRne2TNSKbobdlXAbo3F/OsGqbrP8G3h5RZQOFE+ZVgqfj07W3HRZcqwVBTsUj5v+yvrmMbJ/0xbA1zHJoUL/kcMOWOdu175TJcxKR1LrB5IuGg2I9vmVa9aVH5Bc/8lIDJbSegukHJzc/Gf//zH63enTp3CkCFDAACZmZmw2WwoKirC+PHjAQCdnZ345JNPsG7dOgDAxIkTYTKZUFRUhDvvvBMAUF1djbKyMjz99NN6D5kgNMEvoGZl6fThyB2e5nm4jB+c7PPgC1YztmCFwrn6AK0RDC51RIxATOSE50WNyBG6g+lxjm/JTsfsMXamSFCk9LUi5AnkKm2ondnqWjpVNzVNscR4Jmb+1maFAx8cc+DTM0V46o7RcDqBxZuknzHVje2qz5fQFp5lAYWltnHyULb6FrlaFsB3sl1YVo2/H9Zeq6MHwsbK4YwwUqi0aFZYVo3tfogjjkhrJaG7QFq+fDluuOEGPPnkk7jzzjtx4MABvPTSS3jppZcAuFPrli1bhieffBJZWVnIysrCk08+ifj4eCxcuBAAYLVacd999+Hhhx9GamoqUlJS8Mgjj2D06NEeVzuCCAe4XG2lUDV3w18+Y4TXDUSL65hwJWjikGTZCIeUu4w/kyxulZllMqLUdFWOHqcLq7ed0DZIjQjPixqRs+1oNX45c6Qu+eUc12emYN64gYrb+euyR/Qe/IleRyJ3Xz/Yc03flJWGHWUXQjwi/2lo7cKDbx2GQuWBJqTqZLQsoHA9ic7WtWJISjzWzMvBzzZr75slzKBQ28YiUNybmyma0hbOXGxuV1w027BwPNZsP+nXfSTVEoMnbs+JuMU33QXSddddh/feew+PPvoofvvb3yIzMxPPPPMM7rrrLs82v/zlL9HW1obFixd7GsV+9NFHSEhI8Gyzfv16REdH48477/Q0in399dcRFaXeo58gAgkncgp2nhG9gSqlzKlxHRNbCUqxmFDXIr2yJZV3zk2ytKSAcVGug5V1TLU5WiMpByrrmHOkE2Oj8fi8HPTvZ8bDfzuKC03aUh+FKQJqRI7wPE/KTEFCbBSa27WtaBsNwD1TMpi29cdljwhvxGrKAmH/3Vv5sq4VW0vPoX9CLBZMGhIRAolDrbulpmNA2wLK2h3lePnTSi8DA6MBmJHdH8e/blKdJgm4o4H8yXYw3GKVx2TCT789DJc6OvHyp1UhHYsa0ixmPPL3o7KLZo9tLZOdPyiRYjGh5NGbEROtu+dbyNFdIAHAnDlzMGfOHMm/GwwGrF69GqtXr5bcJjY2Fs899xyee+65AIyQIPQlymjAQ/lZ+JatX8BS5qRWglhvbkKRwlK7JOSHU4bgOzl2T5TrPw42C2CtkRQ1wqqpvRu2xFhMGZbqsalVO3kUa6CpVkjyxxxlNOD7E67Ga/vOqhjFFb79rauYHzys5yqSXIb6AnLpMWL2370pFUgv3i89j/dLzwNwGxzo0d+mtyJ1z+tnjsIlmWi/2gUUqZ5EThdQVH4Ri27MwLdHpGPJpsOqrsfHZo/0elayuocGkrqWLkx7eifau52hHgozdmssYIDioplWccQ9JZ+8fXREiiMgQAKJIPoqgWjUybm3rXznuF8rxf0TYn1WovOuSVfloPOdHLvn4dnjdGHzgS8VXyNlSc3itKZWWH142d6U6xovNrHMGZiIonJxV6KXdldi/OBkrwd0lNGAVbNHYvEmtrQR4Zjzs22aBdKiG4dJ/k14/tL6sZnURJLLUKTDUlMm7K/idLmCUgwerujtytWbWJ4/AlsOfukjmO/NzcDgVAuW/6VUcR8sCygsPYk27qnCtKz+qsX6l3Vtnv/3OF14z48+QXrCel2lWGJ8UhhDwfzrBqPmkn7fBeH74prgRlpaHR8SSAShM3o26pRrMKoGuzUW9S2dmLpup3ezyZgotDCutNoSzXC6XJ5UFqfLxfTQmH/dYB/hw+q0NikzBbZEM/PD6Y2Ss3ij5Kxs1/ibfr9Ldh9iaSbJFjbxkRgbDUdTO0oqajEpMwVF5Q7NNVS2RLOkI5DY+bMlmpEUbxJt3AtEpstQJKOmpkzouqhUnxQfY4QpKko3q/BA0pejQWowGoCffnsYluYNF114KqmoZdoPywIKS08ipwt49/DXTMfk80zxKXzL1g8zc+w4UFnnV/qXHAZDYNIXV80eCZs1Dm+UVOLDEKZ6ZqTFMy+GJcRGSxpncM+NX80aid9sO+HVBPexrWUA4OnXFWlEZlyMICIApQajasgZmIglm3z3xSqOAKC924m7XvnM05BuydtsqXkZafFeP0u9L7GGlVFGA1bPHcU8RuG+OIvxOZdv4P/38SnmOh0+rGkeTe3dWP4X9/mZ+LsiPPjWYc0r2u3dThSJHFfq/F1o6vA07hXGK9VaxxOhR01NGR8udVaOP3x/LNZ9L3DNIvXkgWnSUVTiCk4XcOhsveTfuVRhuW+/3KIMH9aeRGqeL3xWbzuBvWdqPBkBgSBQtV02axwa2zpDKo4AeMSx0mduNEi7CnKvmzvWjv/efMQnMlbX0oXFm45g7Y7Qm2gEAhJIBBEkepwulFTUYmvpOZRU1Hq6mYv9Xu8Go0XlF/3el9C6lTV1grVxqlSn95k5dvxp4XjGFoS++9pxrNrTbbxgVwXT6/lpJlrTPFh6TCXFmxAfI248w7lY8QUjS1QhKd6E9ETvlUObNZYsvnsZ/taUWeOlGyn/6r0y/MfRjGU3Z2kaWzDJ6t8PL9w9AbZE6nOoRFG5w3Ov4xaypq7bicKyai/hLHUvlVqUEcLak+i6jGTFCboQfs+gN0q0pSaHiliTEecb2vCr98pUvc5ujcWfFo7H5kWT8ez8cViePwJJGhuhG3Alrd2dHp4t++yXiwSmJ5qxYeF4bDtaLbuPF3dXYocONuHhBqXYEUQQkEopmzvWjm1Hq31+r7bxH+BeCVJKewg2SfEmVY1TpQqFky1m1QKP25dcDxEp+KIukGkez/1gPH7xzjHZFKKV7x73pPyxnL+G1i68fd8EGI0G3ergiODDmh4j3E6qbolPQ1sX1hefRmJslGLxPkeo3PLWbC/HnhV5XrWdNc0dWLP9ZAhGE968KuIoKrTwfv7uCaJNtwGgsbVL0e67x+nCp6e/URyL0QD86IZMDEqJ7zNui+1dTjz8t6NM235vwkBMG3GVz/25sKwazxSf0nSuhJkChWXVWLNdPLrDMl9o63Ji5+cXmeYiq7aW4dacyGohQREkgggwUilR1Y3teHF3pWiqmZrGf9ztKNzEEeCerPNXJLWuigfbea2el0oQyGN/VlWraIXb0NqFgp1nVI2lpqUDU4alYt64gZgyLDWiHlrhjlSkWC0s6TEpFpOn5k1L5LmpvUdRHP1p4Xh3BMcaGnMPbsGEq+2cN24g/is3U/MKe6Qi9RUXRuZnZNsQGy0etZaK4vM5UFmHC83KJgSzRtsRE230iLJQXT/hyrQRV/ncn/3NHOFnCiil6LPclhrbupgb9HL9DiMJiiARRADRcsNTe3NMTzRj9mg7Uz+iUPCr944j75p0xEQbmVfF/11Vh0Nn6zEkJR73TMkIuvPamu3lntWwwB6bTbi8tq8SS/OGa44qEMGB1XyEBS4l6qcyNvx1LV0eZzKtkWcphOPmIjj/PFGNP+87G9RogDDl9UBlHa4fmoJ/noicfkf+Ijfh5Ufm3eY62vulsS7SzMhO9/yf7+7qaGzDmu0nUd/SGfERJTnE7tFaez4ZALzx40m4YXiaV3PdYJ/fSGshQQKJIAJIMJrcdfa4kBjGq6l1LV2YvPZjPHl7DmZk2xQdtgDgzf1X7MN/t/0kJgy2Bn6gPPgTBG4lX2nMauCcgaYMS0XBrjOK2ze0duFAZZ3iWMipLnSwWHKrFUkzc+y4f1qmaL8ZIWojz0r8vwlXY0a2zfNzlNGAxrZOvK7Rst4fuMmkXq6efZWicgfeZYwISE120xgdPVPiYlBSUeuV5ssJrriYqLBNu5NKfdcLuXu0VoHhAhAdZfREokLVXJe11URvgVLsCEIjLKk0wVhRqWvpxPri00iKN6kqhg0mdS2dHlc5pUJhIS4Ah75sDNjYpOA+O5biZi385rZsTB6aypwqdLG5XXYsrE51eqWAEVfQYj7Cut9tR9mKn/X+FP9v1xnkPrXTYxLCvcdgwi8419PVs6/y6t4qTeY6XjDeBH+66bCXWUTuUx/j2eJT2Fp6Dta4GGxYOEHWSCQU9DNH4ZNfTMejs9wtIu6ZPFjX/Svdo/2J/GtJZdedCHuUUASJIDQg1YdmwaTByEizeFbMQpHqFI6rchyPf+AuuBZr4hpu8D87Lo9ejzEbDcCiGzM90YR7czOYVv658UiNxcaQyqVnChhxBa3mI/7uN9A4mq5Ev6xxMUEdC38yCSAkKUN9EaUoNGvz0UsCpztHU4fXfS4p3sTk9BlMLnX04GBVHXIvp6qtmjMKb3/2pW71vUr3aH+yFV7dW4XqxnbcPXkIKr9p8X+wGqhpiawmzSSQCEIlkqk0ggeA3RqLVbNHwm6NVT2xcNs1R6O+lc1OFXCnYYl1Ug8X+JNEfk76xeZ2/LuqziutLpRITRD4Yy4qd+DVvVWaxKjLBby0uxLjBydjZo4dS/Oy8Nq+KsnJgth4hOePxakuEClghBt/Lbn12j5QPP5BOX4585qAHsMaZ/JqXMufTJZU1Ab8nhaOLqBAaIQEP8LB1Xxx9xm90qjCTRxxlFTUInd4GgAgJtqIRTeypbhKkRxvwv/cNgq2ROV7NEvdoRwfljnwYRlbz75AEGm1rySQCEIFaoofHY3tWLLpCHMNgZA7xl+t2nihsa0Tn/xiOiav/dinqVugSIo3ofFyg1IWLja3+zx09U1e80U4+ZISNkopEJyTFlebJIzGxEYb0d7tlB0L16/o8Q/KPfbdT90xWlS8yI2HGwsLLP2T+OMh1BEo84xwmHBwCxt1jJEDrfxpobQ1fTCEYjiKIwCB62gqQlK8CU/dMdqzUCKVKRGO0R/98D7fj85yRzBf2l2pKYLpAhBnMjLfq7kMgYf/dhQtDPb74UCk1r6SQCIIFez/gn0lk5t4bjtajenfugq7/qPcO4Lj/mmZ+Pa30lULpK2l53HzyPSgiSMDgKfuGA3A7VbH0i+oqqYVU9ft9DqPCbHitrN6sXT6MOQMTPJEfqQedEnxJqzlTRDkEEZx0ixmPPy3o4q23YBvypU/aXMsBCoFjHATKPMMfw1CkuOjsfD6IXC5gAtN7Sg+edFroUANKZYY2BLNcDSpE0q/nnUNNvyrQnZCbbfGYrLAjp6rleP6HvVVGtrYsgiMBreW8kdObVgwAblZ7uiJVMT5QlNHRKc6Thma5vO7R2dl4+FbrsGv3j3GbHvNwTX8vi83A/nZNtEoknDBMO+adPSLiQ6oQDIAyM/uj6Lyi37vB1Cufe2NkEAiCEYKy6qx8p3jql7DTTyF+dhKbDtajYdvuUb15Ki2pRMlFbWqjqWVZIGYyLsmHRPWFMm+V0tMlGgTvOb2wK6UpfUzY1JmCn7+11LZ7czRRi/nLiX4UZy9Z2qYxBEf/sq4lrQ5LcfRYzvCG35qjDA66c8EQm6/LNS3dmPDrgrPz7ZEM36cm4WMNAs2H/gS+79g71tis8ZhwaTBqpzy7NZY/HjqUE+zUNYIqVjkIlxT4MKFWaPt2H6MzdBDCCfgJ1++l7GYjkQiSfEmzzkQEhNtxB/uHIf87HTRqFp7t1N2EWDj3ips3FvlU/Mpdq2nWEwBa04OuJ/Dv//+GF2aLeu1iBeOkIsdQTDAraaxOgAJaW5XJ5CqG9tx6Gy9Jvc0V5BSMoRiIspoQHSU/Ehbu3p0fcCmWNhckGzWOKaCd0dTh2KzOzEXuMKyaix5W33eOD+FSriKyEUb9HCco/5JgUeqIWayxYQNC8drnkBI7VeLbL7Q1IFnik/DHG3E2z+ZDLPC95UjKd6ESZkpyEizMB/LgCvCh3sPdsF74De25JByqyNxJM+M7HQ8f/cE5nsih5hIDbU5SKh46o7Rnj5CUvfdmTl2fPKL6Vg1eyR+OGUIVs0eid9/fyxzyiFX81lYVi15rQdSHAFAS2cPTl+8pPkzXjp9GJ6dPw6bF03GnhV5ESmOAIogEYQioWy6Nm/cQNXuaZsOBMfsgBMTXATlQGWd4kNCL+22dPpw5A5Pw8Qhybjp97tkzw1nE/yPY+eZ9i0XRRFb7dOSjy9MuZLaL+BdzKzVcY76JwWHmTl2OJ3AY1vLPGmudS1dWLP9JIyXhYLW/Qqji909Ttzz6gFV++HXm+Vdk44exu/jvTdkIspoYO6BY4oyIHdYKs7Vt6Gz24mYaKNoSioMble0kopaz7WndK+lSJI4/RPcfdXaupye5sEsiEUAekMkOc5kRFvXlXpPf9xbbYlmrJ47CjNz7IpOn6L3ahV9CLnv4OptJwAYQhaRe3WPduOJ3OFX9YlUbBJIBKGAP6tpBrhXkLWsCPFtnWdk27C/ohaL3vw3Wjvl09Hqg1g8y3+QBuuharfGYvmMEZ7VTi4FSWriz62M+htFkcrJ1yKOwBuXmv1qdZwLVAoY4U1hWTWWbAqMU6DQlKPH6dJUn8Sl/b629wt0MygNA4Cs/v2u/MBAV48L/zpVg3+dqsETO05i0Y2ZeHRWtuc9FJZV45G/H/WZhM6/bpDivdbpAlbMHIF1hafYBhMiTEYDuoKk5FIsMR6BaUtku89xi0xiabzhHkkWLkqlWEyYO2YAXi/R1sT4f+ZcET9yTp/3T8sUNWtQm1niAlTX8ulNo8qsFg57H1pIoxQ7glCgmNeATQ3cI+d383Jgt8aqSokR3oSijAZMHpaKmOjw+sryH6TBeqjOynGvQnNpD1LpO3ZB+g4XRZH7HFIsJkwckuzzez2jiPy0IrX79afpqFSqlliaE6GeQDWLlcLfBsasxdkuAEs2uVOCWHvg8HG6gBd3V2LtDneTWam0IkdjO3N9038cl1SPI9iYooO32PC7eTkekcNynzMagGx7IqZIGGM4GtuQYokJ28bjwsWj+pYuzeIIANZsP4nObidWvntc8vvrAvDyp9qc7CKJ+dcN7jMLaRRBIggBXC2Io7ENNZc6sOXgV5r2w09dMBoNqgqt5461+9yEWFLYgoVYSpa/jlssx3TBt9h1RrYN1rgY/PLWb6GupRMp/cyiPSdYCt7rWrpw0+93+aSc6JGTb4424ic3ZuKGYWmYPPRKWqLa/frjOCdlBAHA4ximpzlEJCOsGXO6XExOgeuLTkmu3LMea+KQZBysrMOxrxtwXUYyTlQ3aXC8UvctffyDcjz9vTEqj3GFlz+txLL8b2H1Nv+L/5Wi6OFAa6e83b9ePDAtE7PGXLlXsfTScbrcovd54wRZs4DeAnftaE2/rG5sx6/ePa74fO0tqZ39zFG4FCAHvIy0+IDsNxwhgUQQPPx9SKRYTPj1rGw0tLon6ta4GPQ4XZI2zlLwG4lyhEteuFRKlr9N7pQQPpuqG9vx4FuHfdItbIlmLJg0WHSyz/I5iKVD6XHuO7qd2LCrAht2VXjEXYdCzyQ5tI5JmKqllHNP+OJPHULBrjMo2HWG+RyLHUtK4MfHRGHRjZn4y8GvcaFJvt7slmwb/n22gWnMnLj73NHEtL0YThfwwJv/Vu30yIcb+3UZKfio/ILm/UQCyfEmPPHdHMwaM8DnbzNz7Hhu/nj87C9HZOs+ud5nReUOyTRlIZaYKLSEqUD1R8BsO6rOvttfbIlmAAbJ7ykLS6cPx5ShqXC6XPisshaA+95+XUYKJq8tDojZQ7inX+qJwRUsy6sg09TUBKvVisbGRiQmJoZ6OEQvQCr/WC0JsdFernX8iRA/OrVm+0nJfkXcRGDPijwA7kjD3jPfoIBn2RsshKtyShO7tTvK/eo8rjdi4+3sdso20+Wf/yijASUVtVjw8n7dx7Y8P0uVbTKfzYsme4SOmAMeS3RC6prnXkmpd77odZ9gOcdaj7Xoxky88qn7OyhWb/b83ROQd006vrXqQ1XGKT+cMgRv+JHKpAapWjlu7Nes+rDXrOjrTYrFhN/NExdHgPu6Ye1L9/Z91/vUgxGBx90YGZ4FRbWXcorFhFVzRolmSwDAfa8fwMefs/deVMIAID3RjP+9cxxqLnX02kwDNdqAIkgEAX1rTISW3sKIxJRhqSipqJVt5sqt2BbsPIMtB78MycOLu+0VLBiPZIuZafLd43Rh21FtvTgChVhE6NDZeqbzz6WxBSp98IVPKlSnhbA44LFEJ5RqZji3sxnZtl73EAwUet4nhI5yh87W+6Q9aj3Wxj2V+MmNmfjHsWrZxsP335ipajFjSEpw0muW54/wue+lX44Md3Q7cehsPe7NzcRGP5y4goklxogWHVPu6lu6sGTTETwv4oyoVlS/vq8y7MWRwQA8lJeFZz7WtpgUjiRfNtZYlj8Cr+2t9DJ6sFtjMXesHS/t9l3k4Khr6fK4FYr1VtJbHLkAtHc7cdcrn3mNM5IzDUggEQQC2/dBbLLJmh61vpjNqYm/2uqP3SkfLQ3g/D2PlpgovPTDa/HxyQv467+/0iWPmjsXK985joRYEyYPTVXdOFXJBc4F90NcbTyeb1PLAqsDHotrmtJnxYnE/RW1MF6+ZnvrqqFe6H2f4M6xMJqZYjFhcmaK5mM5Xe6anz8tlF/ceHSW2+RBzJmLDyfK75mSgVf2VAaszhBwT7qW5g3H0rzhnqhoVU0rNh/40iva2puuwB/dkIEbs/qjqNyBV/dW+b0/KXGdZjFL1nhJUXSSzawjlLhcwMQhyYqtCrQ6xoaCj8od+PlfS33SdO/NzcDSvCxEGQ0YPziZKS2ff7+fkW3D4x+UM43BlmjG/8wZhd/+o9wr9VW4aGe9nMYurNHSw50znCGBRBAIfH2PcLJ5+kKzrvtPtphw+7iBSIyLweYDX3rd7OzWWKT2i0HZOeX6gaXThyErPUHzRNjf8/j7749Fc3sXXttbpfsErKGtC3e98pnHTpgFfr61VP0SJySdTmDxJv3qrwy48mASHmtGtg17T9dg5TvSrkuAtygUfpasn9WSTYd9VjcjedVQjkDdJ4TRzLqWLuwo87/GZs32k540USnGD05G/4RzuNAsnW4KuEV5TLRR0ejEX/i1jZwl+DPFp3yO1Zuy63KHufvGcNHole8c19x0nENKXEcqn1XWKbYq+N28HKzZfjKgAl4vXhMRyg1tXVhffBpNbV3Iz7ZhxuV/Smn5fMGcEGtiXlhp73bCaAT2rszzMYHhi+6H/3YUgO/1GumZBiSQCAJAVU1LUI4jnGz6y3dybPissg51LZ3YePmGa0s0Y3l+FjLSLB6hc6CyjqmGxt8GcP4UcD4wLRO35tgwdd3OgD7cODvhpHgTGlu7VDVOlXKB4x4MLxjVNfWVwwVgw4IJPtGbonIHpq7byXQMvigUihrWz0p4vUb6qqEcva1AWcntkCUdSxhJlloosFtjkTMwEcXlF332FxttRDuDIUk/czRmZNs8P4eqSbfeNPK+QzNz7EiINXmlKvlDuIkjbmEnNjrKL0MOX6TNjvxxjOXQOw3SH4ROrTNz7Mxp+W/tZ68RbGztkryXc/eMkopa2c/RH1fVcIcEEtHn6XG6sOmz4BQe6ymOAODDMt8eTReaOvBM8Wk8f/cEzw1LqYZGShDIIWYMwFKrIwzf8wuO956pCXg+PLfqxaG2carQBY4PX0A5Gtvw2NYyDfbLV6hp6cC8cQM9P2st2hcTNVrrqnr7qqFWQwvAfc6EronhjlTUi0V8GAD8+jsjfSZPUgsFReUOFIv0V2IRRwBwqaPba6IVyNTnYLJmeznys92pcFz7iPiYqF5hV64WF4B7b8jA1UlxWP2Pcp+aXK1cn+Gu3e3oduIP3x8LGCBqFqDWMZZDShzZEs1o7uj26z6uFf59m9XxdPcp9tojlnu52nT0SIIEEtHnOVBZJ5le0hsRu+lxNTQPSlhwuyAtCMQQMwbghI7ccQBp04fCsmqsfOe4ineqHRfczQbFisG11F5x8CffNmscFk0d6ldhMT9i4c9qutw1oWW1tbeuGvpraV5U7uhV4giQjnqxiA8XgKVbjiA62tcMIMpo8ESnLza704fV1r+IwZ9oRcqkqy+lwhkAzc6ccvzsL0e8vnvc91bs/sMX8C9/WoGdfhgWTBySjO3HtTWL9xf+ffsP/28s02vUWrAr3ctZo+a9LbrOAgkkos8TKQ9hPoGcwEpFMepaurB40xHMyO4v+3qjSARGL+tktWSkxWPPijzNEQU+YpNvW6JZU98QsYiev6vpYteE1GprUpyJKdrZm747coYWD7512CctVXgN9DhdWPlucAS8HgivIWHkTE36k9gKc6Aai/InWpE06eoL4ggIXG2YcGGC64N3X24G8rNtoo3BJ2Wm4Od/LfXruKESRxzcfRsuKGaBWBnv22JI3csDkX3SWyCBRPR5Av0QtsZFo7FNe5qBlGsaC9xNj4s+yB2DJWWKJYpRJJJiI3ccvesMUiwxzJOR/gmxsilz3PiUBJTU5PtCU4fq9yWV4qeXGNl75huv9yKWLuV0uZhqJHrLBFbJ0hzwXvUWiyrtr6jtNdEjMbdDsYgvK0JhHagFDVui2WuiFSh7/d5EfEwUYqKNXtdeSi9yaws0YvU6HOGWomkwAM/9YDye+FC9kURNS4dkI3bu+35vbobm6F1Ncwe2lp7zecbJNYBXSkfv7ZBAIvo8kzJTYEs0w9HUods+Uy67yuVn21B2rhFP7DipaT9SKWDXDknCB8eUV7a4CSyrpfPreyuRlmCWFAKBiGLo/RBbNXsk+ifEyhpisK56saRksfQTSoxzNw9m6XckleKnlxjhNxvmvxe+SOxxuiJq1VDtNSZWs1XyRU2ghucXN19zFY581ei1KMC/huQivmoQLrb4I1ikFnnau50oKnd4zrk/aaCRQmtnD1o7e7A8PwuDU+JR19KJpPgYPLFDutF4X0TsO6uvSYT/uFxAaoJZMQ1djJrmDtitcT7OpgCQFG/C2jtGY0a2DVsOfqVafBkNbsdLDjGxKXfcSDXrIYFE9HmijAasnjtK9Q1LDLFwv6OxTfV+uAko1w9kf0Xt5QmaAdFGg2Jdi3ACyxp9ULpJ6hXF0FJnYDFHMRXK2qxxmDIsFU99b7RfNVesPYZYxCdrBHHV7JH4r9xM0XGxrKarnURKOdIp9X0CeteqodrrVrx4ObTvtZ85Gpc6rlxH/O+nMMrJ2fS+d/hrrNl+UhdhwbrYIofdGotVs7Pxq/ePi0bjxFy1tBbdRxqv7a2E0WgkUSSB8DtbVO7Amn+cCPWwfLjY3I45YwaoNnvhP5uF1F/ej9YFBeHCHf+5AEAyWlzfSyLqWiGBRBBwP4RfuHsCVr5zDA0a0uGSZVZSbNY4VftiSY9RwgVg/nWD8I9j59E/IRZp/cyqxgCIT571imJoqTN4YeFE/PLdY7pHNcRS6AAoRoW4B7GedThpCWZEGQ2SaX1SqQ64PKb7p2XKdl8Xwm2zetsJr4aT/RNiMSPbpmip21vQct0Ko51ThqWiYNcZ/QengAHAc/PH4ztj7JKpnvw00cKyatz0+126iQmtiy1izB1rx605Nvz2H+VQ01eFSwMt2HmGuXl2pKHludTX4L6zBTvPiPbOCgfSLGYcqKzTNV2X/53hFhRWbzuhOSuG+x6u3nYCgEF2Qa63upmyQAKJIHjEmqIBFQ8iS0wU7p821NP5WoxJmSmqcsZZ0mOU6GeO9spFtiWaZfv+iMG/SSbEmlBzqQNpFjOS401+rRzZBSKGtQj0hqw05qgGa82V0+m24BWm0M2/bhBTSuKByjpd63D6J8Rix7FqPLa1zGulmB8tuH9aJl7+tNJr1c9oABbdmIlHZ2Uzd1/n42jqwIQ1RaIRCr1MLEKJP7UsnCCYPDQ1JBbfLgBPfHhS1ElOSKBqg/jRQn+u921HqzFtRH/NfVW2HPxS87GJ0NLPHIVLQbLKfm1vZViKIwB4+G9H8Z2cdF33Kf6d8e8e7QIUBVZvdTNlhQQSQUDbxOJ7Ewbi6e+PVZwsRhkNuH3cQE8jVzluye6PH92QiclDU9HZ7cSv3ivTdKPnT3QBb7MANaF37ibJL9i3xvl325g71u7jNsQqfFgaBQLsNVeLN/lGY7hGsixw6RJKAi890QzAgAtN0hP0FIsJxScvYOOeSp+/VV+O5nERIuE+nC7gxd2ViI+JxtK8LC/ThdMXLjFFPoTXTCQ1hPWnloUTBFFGA566QzptM5BUM3wWgWqquix/hNcx/RGb1Y3tKKmoZdpWGKkKt4J7gg3uHs7ZVAvv3QmxUWhu11c46d1vUE8uNLXjtX2B6bt4sbk9JI6wvcnNVA0kkIg+j9aJxT6ZB70wRSpvZDqTQPqo/CI+Kr+IfuYouADdmtNx0SA9Opw3+Znq8dLuSowfnOw16ZISPtY4E+7NzcCMbJvXtmJNKvVyfFM7eVZKfQOA1XNHAYDsBL2upUtUHPHH9fKn8iuj64tPY/OBr7B67hWxWFJRqyk1rLc3hBWipZZFGO3kUnFXbyv3+g4Fy1VM7rMIlIC4OikWGz/9AmfrWjEkJR73TMlQvN7lYfuGCSNVkToJi3SSL/fH4+5Hwnu3o6kdy/9SqtvxWGtVQ0UghUuaxYxH/n406NGz3uJmqhYSSESfR+vEQiq0LNUPR016TiBSEbjmqG/fNwFGowEXm9tR09whW/wptR93z4VoGAwGTel2YhM9fp3Ba3sr0dDWhYa2LqwvPo0tB7/yihApWXMH+oYtrMtQSn3jxu1vsTmLC56jyTvawK34azkmq7thb4G7xl7fW8l03U8YnOQjxGfm2JF3TTreLKnyiIYv61rx55LArApzKKWzBEpAPPLOMbh4190TO05i0Y2ZuH9aJl7cLS3opZgyNA3vHD4nG4EyGoB6gRlBpE7CIp26li6s2X4SxssZAMJ797M615SFszgKFNzzCAbovkgiNIcRkhxv6jVupmohgUT0efyZWAhfK+l8pqOFuL/UtHRg3riBANyRrlf2VKpOl3HBXTT861kjVVuYy030isodosW1LOle/KhdmsUMW2KsbEobKywuboVl1aKpby6Xd8SMm1xPXvtxwN2o+CJUi60sHyV3w95ElNGAtAQ205IdZQ6vRpF2ayzmjrVj29FqXSYiyfEm3DGeLf2WQ+p+FSgB4RJc1Fw6pyUmSvW+7NZYTB6WqhiBcrqAJZsO43njle/7xCHJqnqcEeED19T1BcH9u7CsWnPfHsIN/3lUc0n/eYZTeAMQEK61XnpgDPUACCLU+DOx4L82UDUArLA2fuSPmZs8ax3znjPfaHwl8GFZNUoqatFzOSzC0szz8Q/KPdvzKSyrxtR1O7Hg5f14aEsp7tr4Gdq7ezzRLq0szx/hXpnjYbPGegk1teM+dLY+4JM8fuSnx+nCzBw7lt2cpcu+ObFaWFaty/5CAet3Xjg3qG5sx4u7KzWLo6S4aHxnVH98d9wALJk+DAULJyBvpLqCbamxc5HCYMX2WjrVr9TPv26wp5bwJzdmKG7PfW84Z77eLo4sZvWiMpJY+e5xn/s94R/851EgFklaFb7nDa1dOFBZp/txwwGKIBF9Hi1Fx2KW0qEoIl6en4WMNIun98mkJ4sl0/ikbLBn5tixPD9L00reJ6e0N898o+Qs3ig562mqOyApjtk5jh952nGsWtRsofHyeUiMi2buQ8THzutDdaCyDo7GNtS1dCKlnxnWuBjPg/71vfITZuG4/YlYGg3uSTvrdbpm+0m8sqcSc8fasbX0vObj8omE2qRJmSlIijMFvZi7oa0bH5646Pl5w64KZtMTJRt7rUYU5mgjkuNjvGqqAlE4DwANbW6BU1hWjZc/rZLdlvve/PLvR/Hu4XOq7s0uAAaDr8ANNS0dPcw1MsOvsuDMNy1BGFXwaGjtQsHOM1iaNxyv7tG+0EAAS6cPR+7wNK+UZ38MVMRgvUdGan0gCSSiT8OlZX0nx4ZX91YxTSykGmUG8ybRzxyNp783GskWs+e4xeUXZGuc5JqjZqRZVI/BaGCriVGirqVLc4rRjmPnsXTzEdHtuIl8d49T07j456q+pRNrtnt3rk+Kd0fsWOvKuHH7s8o3K8eOfxxXF7nhoh560tvtXaOMBtybmxEW6T1qxLtSc14tRhRxMVHY/cvpXj2wdhyvxpv79a+pem1vFRJjo/FnFS5e7xw+p+oYnKOl0wnRhZNQM8qeiANV9YrbnfmmJewNB7SwYdcZvPzpF7J1LYQyWen9fO69LIZBargxKxUfHHMobhep9YEkkIg+i5iZgnDVUWwSLNUoM5g3iSgD8NjWE14TdqWF/KR4k5cbHB81Y+dEpB7iSAvcWAvLqrF4k7g44nABaOlUL5CW86yN1+4oFxUYavvhcOP2Z5VPrTgKNEqLAj1OF/ZX1KLkixoA7uLsyUNTwyLqtDQvC6/tqwp6XyMtpFpi8MTtOUx1X3yXx71nvkHBrgrZ7Rtau3DobL3XZKv8fKPfY5bi2Y8D12x31eyR+K/cTM/19YLRv4aZgYBFHHF0dUWWOAKAzh4nOjUuWhFXkHpmc4ZBeiyKHayql63l1dqcvbdAAonok0iZKXCT/vtyM5CfbfN88VkaZeod3pajsd139U1JsHC5wmIr/mrGbrPGYlaOTVXURw/4N+NA5q/bEs1YmjccgDtC5e+DRvgQ8acnT7hRVdMq+bfCsmqsfPe4lwAp2HUGSfEmPHXH6JCYPAjt95/87mgs2RTcniFaeGz2SFXni3MKY41qF5U7vO4L90zJwBM7ToZsEUQraQlmkXtz6MW4VjSs7RARDtdXz+lyYWvpOZ85SY/ThW1H9VlIczR1YHn+CDxTfEr0WeUCMP+6QbocKxwhkwaiz6FkpmCA272Ku+lwk4154wZiyjDp1W9u4svtIxyRmjCxjP2+3AxsXjQZe1bkIV8iEiXGd3LS8cMpQ9QO1QthWmOg6r0McPcsijIa0ON04bGtZX7vD/BNjeJSoYQGEFoIZTBmy8EvJU0zHnzrsGh0pqG1Cw+GwORBaOSx4OX9WLO9HPdPy4Rd8DmEQYDLC5s1TtPrWCPDr+6t8vo8YqKNWHRjpuxrbr7mKk1jCiT898stgvnT840gWDFHB346zYmU9m4n7nrlM899bOq6nZ7vr97Pxoy0eNln1fri017HjyRIIBF9DqUbCL++Qo4epwslFbXYWnrO48am58Q3EMhNmKTGbrfG4oW7J2DVbaM8AnFSZgqS49lc8z4su4BUS4xf4xY6xwWi3ssuOMaByjq/m38Kx81nZo4de1bkYfOiyVg6fZjmYzhdwD2TB/szTM2IfU96nC6s3nZC8bVSjoSBgJssC7/3XH3WzFHpWDV7JNb/YBw2L5qMggUTYEDoFzoM8G1WqwYuMsyC8PN4+JZrMCUzxeccGA3AA9My8ZMbtV+zeiM8T6F2FCX6Hh3d2sJ9BsEXjHvevnD3BJ/vrlWi7pXvLKr3s7F/QqznWbU8f4ToNpyNe6SJJEqxI/ocrDcQue3E6pf4/WFmZNuwvugUCnYFLt9eLUlxJjhdLvQ4XZJRMH79glxKYVG5Q7E/Ap9X91aq7ku0avZIyeakqmqmFNys4kwGvPKjST61Mf4+aIT1EGJw0clJmSmKzTPlSIiNDokrG+B7ng5U1jHVfATL5IFlsvzaZdMA7js8a4wdzxt9zQ64Pkh/+ffXPpMUa1w0fpybiYw0C6pqWvHM5QaY/k7S+dFHYYqgUtPeKKMBc8famdJE+Z/H2h3lPk2PAWDK0GS8+l/Xo/SrBjga25BiiUF9S2dYCBH+efJnFT0myoDOnnB4R0RfwOWSftbxn8VpFjMe/ttRAL73eO5qXfnOcSyZPlyXcYnVF205+KXsa1a+e7zXOpuKQQKJ6HOwTq6ltpNsBitoZpo7PC2sBFJDWxfueuUz2K2xWDV7pMcBT3hTFnY6FyL1/uVobOvGjVlXYfsxthUmuzUW/5XrTvE5UFmHfxw77zVOlpopLh1BSccZjUbsPHkBRoPB6zxoNd3gHixK4kjI/OsGY73GrvJ/+tcXml6nB8LzpEZYSm2rVgjIoWayLPwOiy0WFJU78JKI4Ghq68Yzxafx/N0T8FB+Fr5l68fkJidlS200AItuzPREH5UWZQDf81bf0ik6VimKyh34138uSAqqki/qce3vijT1QAok90/L9IrS+rO4QeKICDZpCWZP83YO4XfZ6XIppos2tHXhiR0n/XaY5e5J868b5Hn2Ol0uxXsZZ+P+UL4+PfdCDQkkos+hNLkWrpzwb1RpFjNWb5NuCsrvDxNM0wY1VDe2+7i/CSdaUviTurLnTA02LJyANduVJ41zx9pRVO6QnBDOyLYpCgprvInJoaylowcb91Zh494qr/PAfX5qVqKFNUcsE32xia+epFhMmJyZgh1lF1S/Vi76JuVgVFXD3rtFTISyCAE1qJks87/Dedeke1lfc+9Trikw//svJrDcdvHe7427ToXn2ekCXtxdidEDrKioaRW91vmCjhsbf99Gg7oI1nuHvxY1gOETbuIIALaWnsfU4Vfhs8paAAZY49jSf3s7M7L7o7jc3VdLyz25nzkKl3S2EY81GdHeRe4SauDug9zzoqjcgfdLz3u3lVBxTfubucyl8vHbILAe/7V9lViaNzwiokgGlyvcWqnpQ1NTE6xWKxobG5GYmBjq4RBhBhcFAbwfLNxXmltB1jp53bxoMqYMS9UUbQkF/Pctl2JXUlGLBS/v13yczYsmY+KQZExe+7HXzV9IUrwJja1dPueNW9lKkhE/dmss5l83SHOPGwO8P3+5z88SE+U1YbQlmrFg0mBPmtXmA196rfoJJ/rBuj6S46NR36q974jQwUj4PeHocbqQ+9THTCl2dmss9qzI83qQSp0PqeOxoPWaTbHEeF2jtsRYLJjEdl1x338xhAsuD//tqF9GAga4JzRi35dgY442aq7F0KuvGkc4NorVi8TYaDx1x2jMGjPArwWW//3+GPzPthNhKXr7CqmWGJQ8ejOe/1cFXttbqWuatJbv1PcnDMQ7KhoziyF3/ws1arQBRZCIPolUQ0V+jyN/Jq/cqvWMbBuW5Y/AS7srwvohxK1+r3z3OFZvK5ec1Ptbl3OxuR2HztbLiiNAuseQS+Hvy/OzsDQvC/84dl7zGF3wjgI8f7dvL5XkeBOe+G4Obs2xeya7nCCSm0DzV/xnZNuCVkjujzhKijchNjrK65qQ6gXGWn8E+Dr7yUUnud+t3nZCdY671kiu8Bp1NLUzi2657wk/hbWkotZvlzUX1PfkChRaxRHgrqP7cW4mBqfEY8+ZGtUNYoVEqjgCgMfnjsKsMQMAXKkb3V9RiyWbDquaYA9Ijsf904aGRcPkvoo9KRaTniwOyHeYM/B5c7987RCf4pMX/X4mBcJEKRSQQCL6LHKGBP66IPVPiEVhWbWP2GAlxWLy20FNLVcmWt7H5Rxq7svN0Gw3zNE/ITZgN08DgC0Hv8LSvCy/m/b6Ggh4T8jN0VEw8izgC8uq8UzxKcXrhfv7r947juPnGgOWVqcnDa1dePu+CTAaDYo1Qayf7Y9zM0TFldL5cDR1qM5xD0XfKdbrL1ImEnrA1XBtWDge+ypqddtvb+81JobwPhxlNCA3Kw1PfW8086JeQmwUqhva0EU1VyGl7FxTQPc/YXAyik9eZH7W6BHB8vf5Gy6QQCL6NFKGBFpdkLi6jPqWTizedFj165PiTNhw1wRcbO7A8r+Uqn59IPG3MWxibDQmDknGobPsneTVwLdnn5SZ4rfILCp3oLGtU3TCcaHJv0hQXUsXNuyq0Dy2YHOxuR23T7hacTvWB+MMkT5arGJhffEpfMvWT1WqnVTEWG/UdpaPlImEHnBR7Me2lum6OOQCMCUzBSUKbRt6CxZzlMeNFPBuYu50stdeNrf34Od/Oxro4RIhxmaNw29uy8aDb6mfj6hF7f0v3CGBREQsLAXyUtsUlztUH4/b86rZI/Gr949rGvOPbshA7vA0lOi4ghouNLV346bf78KcMexNZrVwsbkdUUYDfjcvx8eMQg2v7q3Cu0fEc7H5BfkJsaZeEQnyh/eOnIPRaFB0lFNrgMJHjVjgUiDVpNrxU5EWvflvtPqZ8ipVlyVMHZRDixFIJOMCAhI5P3quUfd9hoqWjh7c9cpnSJLoiUMQgPe9NspowAt3T8CKd46hsU17urXS8QB1979whwQSEZGwOGFJbTNnjF1TtCTZEoMnb89BQizbCp4YL3/6BUbaE+AMUgPNYFPd2I6XP60K6DG4ifasMQPwwNcNTD1gpJD7HLmIVSSKWSG7T9dg9+kaAO70z9/Ny/HUQPDhp7NJIfUAnZSZAluiOaA9lKKMBsAAv8XRd3LSUfpVo2T9IsC2QMOdL39Xd4VmIYQ3/n7e4QgJo76LUtqomFiZmWNHQqwJd73ymS5jEBpASNWl9mZIIBERB0ufIgCi27gn8Nom1D097gJlfybMrZ09ePCtw57VQYIdsejEo7OyMfbq5MtpO/LGENqJTDErRV1LFxZvOoIHvm7Ao7Oyff4+M8eO+6dl+jQaFfb1ERJlNGDBpMG6GCFIseNYNX7xjv9pRXdfn4GChamSAkhpgUYongrmj8d//+WIascpbpISaeJIqQFtfExURIoegpCCEz33T8vEtqPVilHnOWNsPqnMNZfYDHRYcMo0uI0USCAREYWSE5YBbicswKD7tLaxvRs/feswvpOT7ve+aHVQHXLh/Vlj7Lg1x+bpL/GXg1/pOqGcMjQN7xw+F/J+V/ExUZg5Kh3vHtHu4KeGF3dXYuzVyZg1xlvwFJZV46XdlT7nguvrE2uKwqTMVNRc6vB5sGakWZiPr7Z+Z+2Ocr+iiRxJ8SZMHpYqWb+otEAjNsGxW2Nx39RM1YszkRZo5hY5Vs3OxpJNvqYa3M8x0UYSSESfgh+hUVr0cwH44JgDn54pwlN3jPYsytQ06yeQACCln2+D20iCBBIRUSiZK7gAZhtirZR8EfkpV6EmKc7k5bYjF97nN9971U+jCT7cZG7ysFTFtLJg8MC0YejqCe6kcdXWMtyac6UWiMX98dmPzwA44/mZH1lhFT2plhhVhcA7jp3XRRwBwFN3jJZcKe1xurDy3eOyVuVi43A0tuOVTyvxgIh48kllSTSjvdupyyJKOPUK4i9yzMyx43mjeBsGf3qcEURvop85Cv9v4tW4OjkeKf3MsMbFYMexaizZxOZU2NDaJbkoI4YBgFXwbJWjTseIVDhCAomIKEJtm+uCu+eMKcpA9qkBZMNCb9tpzh1va+k5r6iEP00U+SgV5HMuaQ//9WhI0p3iY6KwNG841hedUvU67n1prWGpben0qgXS4v4o7A3FYlqwZl4OczpHj9OFx7aWMY/HAHcay9bS816LKbZEM1bPHSWbY1+w87Qm4cJFt7cdrcYnv5iOQ2frfa5tj1OZy6VbHUG4iCPAd5GDM9XYd7oGfz/8Fc41tOPq5Dh0dKnrtWQAEEcpeUQv5CdTh+Iv//7KZ8FEzdfWBfFFGalt/+uGIXjm4zOK2wLuhcpIhgQSEVGEi20uiSNltPYn4ac4Ae6Uppt+v8snZWnuWLtoqpca3A1hR2PNdumGwhwzc+w4fq4xJPbdrZ09KCp3YMqwVBTsYnu4AVfeByBek8cCf1FCywIF3xFwRrbNE42TGssD0zJ90vrkOFBZx+yMlhRnwlPfc6ek/HLmSFmTBWEd0cQhyX5FKDnTj0Nn631S9/g/by31r4FqKOC+60kCC+oUiwm3jxuI/GybaA3D04Unvb7D/9bQIsAFoLObxFGoCKcoJUdv6Y31zMe+kdJAp9VuOfgVYk1GtDMsROjRMymcIYFERBQsNsOJcdEBs7rUAwPcvSwaW7t6xU1cC2KpRMLJkxQNrV0oKndgZo5dst6jurFdl5SqJ7472quGydHYhrqWTk+6Q4/T5TWpu2FYmmqBZLfGIiM1DiVf+Ncf6vEPyvHJL6Yzn0cA+MP3xyI3Kw0ANPcJ4i9KaF2g4PewkupZJOeeJ4ca0bZk+jCP6JWqMQLETRgs5ii0dPg/EVcab7gsAqmBE+JSjbnF0KtmDAC61QWdCB0JF3Fk5y0G+aRuJppxbUYK/nGsOlTDCxsuNHUwzztS+pkDOpZQQwKJiCj4NsNSBb4GQ3g7rbjgrnMAgN9sLcOF5kC5r4WOsVcnYVpWf5R8UQPAPRGdPDQVT314UrFQnYs25F2TrrpBq1qsl1MIoowGNLZ14ul//kfWOn7y0FRFgZIUF40Nd030MinYVnrOb4HERR+eumM0s230P8sdMBoNmJSZgpk5djidUOX4ZzQAE4cke35WWqBQghMHXHoV62RaDjWCIo3hgS8lyvUQR4DyeP09x8FiyfRhGJGe4PnsADB/np3dTrykkzgKR0xRBhgNBnSQcgsKy/OzsDQvC1FGA3qcLiSYTV7PnusyUnDT73fJ7iM+JgpRRgOa28N3cVUP1NxTbIm9b7FGDSSQiIhDagW6txT4ZtsTPRNuLX0LuPQyvVZfA8HSzd6Wxu8c/ho5AxNRVH5R8bVctOHNkqqAN9hcsukwnvreaDidwOJNvqKDXz8zM8eOKKNBUaDcm5vp4+Bms8bpMl5HYxtun3A1ludnMV3nb5ScxRslZzWnJDpd8EoJY+mDJAdfHIhFcDq7nXizpApn61oxJCUe90zJQEy0UXafkzJTkGIxMaXZKX0OLCYUWpFqoivWT0lqESicmDr8Ks/nx9KXjs+bJVVh+770wJ2CHcnvMHxYnj8CD+VnocfpwrPFp/Ha3kqv1LB3Dn+N+dcNUnyWtHb24M17J2Hx5sMRL5JYsEs0/I4kSCAREYnUCvQ/jgXHAtkfyqubUFhWjZk5dtV9CxJio7Fq9kjMGjMA4wcnY+W7x8PSMlyYR13d2K5a7Jyta9VxROI0tHXhwbcOQyroyL0Nrn6GM2x44e4JWL2tHI4m7xRCAF7Cxc5LPWKdxMvBRX6W5mVh84GvvI4vhz8picKUMG6BYvW2E6ocI1MsJq9olJC1O8p9eis9seMkFt2YKdqPiSPKaMDv5uVg8aYjssdneeBrMaFgQcqmXk5YiC0CpSfEoKXTiUsdgZvA2RLNAAyy1xb/XLL0pROKpGB8t4neidpFgYy0eBSWVUs+Cx2N7cyLpnVtnVh3x2jFe0kkI9dSI9KQX3ojiF4MtwI9b9xATLlc1N8b8ve5FLIep0v1eJvbu7Fk0xGPwDr02AwsuzkrMAO9TFJcFCzmqIAeQwxXEJPblQ7F1c9wzMyxY+/KPLx93/VYOn0Ybh2VjobWLp8HNDdJLCp34HYd+kkkxccAcF/7q+dmw4ArD7RAIXaNut//zVieP4J5P3UtXbjp97tQWOZbB8DVowiFNddbae2Octl9zxozAA9My5T8uwFsD/xAuWSmWGK8hAK32v3gW4d9BBl3zQDAnhV52LxoMp6dPw7L80fAYDAGVBwBwLxxAzBvnLxJxtyxdk86k1xfOheu3Ov4DEmJ1228wcCWaMZDNw/H0unDkH/NVaEeTsTSzxwNq8om6lU1rXjwrcOSC4VqniL9E2Ixa8wALLpR+l4S6dissaKLGpEICSSiT1EbYhtwFvgF61y9gVr4k46//PsrnUfoTUNbj271F6wYDcCb+78M6jGVKCp3+Pz8yN+PomBXBf554oLoa/gRqLyR/jcYfmLHSY/A4CI5Ng3XDwsGyEddoowGPJSfhRfunsB8DXOTf75I6ux2KtalvfxpJToV6jkenZWNPy2cgBRLjNfv7QwP/B6nCyUVtTh9oZnhXajnsdkjPccvLKtG7lMfY32xuGU7/5oB3A535mgjnik+JRvVSYo3eaKY/rC19Dy2lsoXs287Wu1JDVSKuAkXFwDgnikZARf2/pJiMWH9D8ZdXgQw4NmPz6BgVwWKP/8m1EOLWFo6utHQ2uVOIb5zLFIsMZLXiQFu4br5gD7PiRSLCY6mdjxbfBrbSsM/EyVQBHNhMtRQih3RZygsq8bSLaWhHgYzF5vbPTUdrEX3wBWB9freSlxjTwx4nU4oCLTVqRa2lp7Hr2dne/ovsdpmc58XXPC7+L6+pdMrbYmfavphWTXeKDmrcc/isERdhOmuKXExeOivpaJGEELL7yijAW+WVCl+3k6Xu27lvhuHym7HdyRkNX/YcaxalXGFFrjaJ9brRriIwlIX9bu5OfjOGDsKdp6RFF8ssKRNcmNjjbhxFvUcMdFG3D8tM6zrKOtauvBlbSueKT7V66uJVs0eib0VNdj1n2/CxnVODG5ofy6pwv5H8xEXEyVpyAQA868bxNzTR4m6li4s/0upLvvqzVxo6pBMjY00KIJE9Am4VA9/4W68wTDCS7O4HbW4mha1TdnWbD+JJW9rK5YPV8LZgLC2pRPri05h7+karN6mvpC/pqUDq2Zn+zXZ4kcXuAgil2qaKoic+EOqICVMCX66a3S0UVZs8Cf/AHs9Cst2fMODNIsZTpcL/zh2HntP1+DTU9/gD//8HH/453+w90wNepwurN1RjsWbDgdUHKVaYjApM0WTAcTF5nbmuqjffHACPU4XXtsXHNFxsbmdyRUQcC8uCNPsHp2VjQemZYpGCBR8OYLGa3v967MWDtgSzbBb47Dr8/AWR3zqWrowee3HACAaJbdZY3H/tEy8tk/fBSFC/BkTqVAEiegT6FVcbTAA99+YibFXJ4u6munJT98+hFuy05GbdRW+rG1FTJR6dRBpjdzC/QFesOuMqkatfKpqWvHaXv8nr3yBwXcR08u9McViQsmjNyu6x/HhC5PTFy4xvYaLPrDWoyhtJ2Z4IEXBrjOIMxnRxtAs0V9mj3FHtPae+Ub1PSrNYmaO0tS2dOLP+yqDZtpSVdOKtTtOMm1b29KJ1/dW4r9yM72ieY/OysbDt1yDP++rxMGqelhionDHhKvx3pGv8e6R0Kc5RcL9ta2rB796/3ivE3p1vGj5nhV5XlHh+pbOgD+f1RDObpNaEHvGRCIGV4QmFDY1NcFqtaKxsRGJiYmhHg4RYraWnsNDOqbXvXD3BPzH0ax60qlXM0kislDT3JWVpdOHYfmMbwEAJv6uyO/9c9NW1sgRJ4qKyh14v/S86ijM5kWTMWVYKjq7nbhm1YeyaXZGA/D5mu9IijY1KY96kRAbheZ25e+6waBd+L/9k+thNBiw4OX9TNtfOyQJ/z7boO1gjPjT6DrFYsLt4wYiP9smmfpYWFatKuU4EPSGhuN9Ac4af8+KPM+10uN0Yczqf6Klk56zgebZ+eMwTwdzoWCiRhuESaCaIAKL3u51K989jsGpFubtk+JMWHZzFokjQpS2ADzMC3ZVYOq6nfi/j0/pIr7UuBcVllVj6rqdWPDyfry6t0qVOBKaP8REGxVdoxbdmCkpjgLZu0iO5vYe2SJyDn+WKGsudXj6PLEQDHHkAtDd49R0vutaurBxbxUWvLwfU9ft9HE01CtV2l9cALr9SC+KM9HUSw+E6bgA8NzHp0gcBYmqmsi246dvKdEnUDOJYKGhtQubP2PPb25o68Ib+ykfOhzR87rQSoeCA5tWqhvb8ayfRcpLpw/H5kWTsWdFHrM4+qmIPTULUj02pOpRDAAemCbfBylQvYtYmJSRHFBh1j8h1tPnKRywxptgjjbikg4LQUJHwx6nC6/vrQy56Uw/s7sywZ/FrgdvGqbXcAhcScftcbrw8p7wNfYIJdx1qydbDn4Z0XVIVINE9AmijAbcPm4gNu6t0m2fB6rqVW0fyEJvQhspFhPmjR1AxbwS2BLNWD5jBHNDQH+jNUnxJqy9Y7SoEBs/OBnpidVeVtbpibEYP1i6uSwAFAvs14NJoYS9u79wqUVclG3WmAF44OuGkLm+fXfcAHR0O/FhmX7nmu9o2NXjwm+2ndD9HtrPbERXD/sCRXJ8NMzR0Zp7TfEbQ/+5pMrvxtCEm39X1eHQ2Xq4XC7K0hDBEhMVkP5okV6HRBEkos+Qn20L9RCIMKOupYvEkQzN7d0+/Z3k8DdaY442YobI95SLSgn7/Dia2vGgoG8Snx6nC++VntM8nnBELsom1ucpGLxfel5XccTBpVD9bPMRXcVRUpwJy/Oz8OI916mK3t58jU2215QU8TFRePsn13tFYe+6fojq/RDivLn/S7xRcjbseuOFC4FMOQxU8+xwgAQS0WeYOCQZjAvhuhPG7tQEIUlLZ49P41Y5/H1YOpo6fJqGskSlVr57XDTV40BlXa9epR97tRUJsd6JHnK1YLPG2HHw1/lYOn14sIbYK2ls68Izxaex86S6CN83l7Rd362dPSipqMWByjrsOOauz3tupz79eVhJiI2m55ACBgBJcdFI1qGhcl9B7/rucIIEEtFnOHS2PugNRrkHUuRm6RKRjgvsPS+qalr8Pp5QZLFEpRpau1AgMuHUY3UzSTBZMkcHb5p59OtGNLd3I8Viwn25GUy1YFFGA3KHpwVtjL0R7kp+94i66OInp2o0H7Ng1xkseHk/Fm/SVp/nL9+fMJCeQwq4ADS0deNHUzJCPZReQVK8yZPmG4lQDRLRZwhGKFis38GEQVYc/qox4MfujXwnx4Y9Z2rQ3E52ucEgxRKjKVWJyzWflJni1W+Eb8Xc43Rh8wH/U1xS4mKw8dMvcLauFUNS4pEcz5Yy9tq+SizNG+6VdubP6mby5XqoGdk2r/fc3ePEPa8e0LxfLdS3dOHVvVW4TsL6moOzVnc0tiE53oT6IPU86o24gD51frYeZYsC602KxdTrorgvffpFqIfQK7j3hkzm+tTeSMAF0tq1a/GrX/0KDz30EJ555hkAgMvlwuOPP46XXnoJ9fX1uP7667FhwwaMGjXK87qOjg488sgj2Lx5M9ra2nDzzTfjT3/6E66++upAD5mIUIIRChaKIxdA4kgGrm7Bn14wBDvzxto111wVlTvw87+Weq1+c0XnM3Ps7ol5U4df44uPicKPXj+gKdLb0NrlUzA8KTMFdmssHI3tiqvn/5037PJxDZgyLBWTh6Z6Hv78fe49oz2KoBW+YcGMbJtkfyDWRrgsJMWZ0NimvpcREZ6EyiTot7eNwhMffh5y90E1tJJNuCLxMVFYmhfZqbwBTbE7ePAgXnrpJYwZM8br908//TT++Mc/oqCgAAcPHoTNZsOMGTPQ3Nzs2WbZsmV47733sGXLFuzZsweXLl3CnDlz0NNDFy6hDW6yFLnrHb0XEkfBwZ9V5Ff3VvlMcvhWzHpEaFs7e/xKgxWOIcpowG9uy1ac5BsA/O3QOSyf8S08cuu3kDs8TXJltOaSfyJQK2I9Xzj8sVaX4t5cd+8pul8SWjEAeOLDz7FqtrQNP9E7ae3sUWXg0xsJmEC6dOkS7rrrLrz88stITr5iw+pyufDMM8/g17/+Ne644w7k5OTgz3/+M1pbW7Fp0yYAQGNjIzZu3Ij//d//RX5+PsaPH4+33noLx48fR3FxcaCGTEQ4rJMlgohEEmKjNa8iS2VRuC7/W/nOcVz0M3qkB2JR4pk5dizPz5J9nZz4YDlGMBGKQL0b4XKNepfmDcfzd0+Azer9fpPiTbDGUXY+oQz3vUq2xODeGzJCPZyA0RcXEbiIdiT3QQqYQFqyZAlmz56N/Px8r99XVlbC4XDglltu8fzObDbjpptuwr59+wAAhw4dQldXl9c2AwYMQE5OjmcbIR0dHWhqavL6RxBCZmTbfIquCaIvkDtMfeE+9+BXegY2tHXhiR0nQ+oSaef1BRKSkWZh2g9LFIyLRIcKoUDTsxGu0EJ8Zo4de1bkYfOiyXh2/jgszx+BxtYuNLYFp2Ywqi/OPFUyJCUu1ENQpKjcga1HI8tun0/kSgRp1Cwq9VYCIpC2bNmCw4cPY+3atT5/czjcIbn09HSv36enp3v+5nA4EBMT4xV5Em4jZO3atbBarZ5/gwYN0uOtEBFCj9OFkopa/PGj/6ChDxXmEuqINgIWc5Tm108ckoT4GO2vDyTD+7OJBD42ayzuy81g3j5Ui4ku+PYF4sMa9WHZjotEs8zdl908HM/OH6eL7baUCPQntdEiuFbFLMSjjO6arDljBmDLwS+DOhnskTiYAUD+yKtgQN9cvedztq4t1ENQ5NW91BQ32CTFm2BLDPxCTiT3QdI9Tv7VV1/hoYcewkcffYTYWOkPx2Dwvq25XC6f3wmR2+bRRx/Fz3/+c8/PTU1NJJL6AJxrk5irFofexctE5NLtBLr96MRe8U0LfjI1E/8X5B4nLEwZmoZNB75kmqgsnT4cU4amAgagpEK9KYHR4C2WhD/rzY9zM2Str+tbOhTHkGIxYeKQZJ/fi91jZubY8fzdEyTvK5x5BeeAd/pCs882apBqDgv4l/LX0tmD5flZyEizIM1iBgzuGquSilqfe6mekSp/cQEoPvkNbr7mKhz5qjFkBgR60VtNakxRBnRJqdjLBPq7T4jT0NqF/84bgud2nQnotRXqlONAortAOnToEC5evIiJEyd6ftfT04Pdu3ejoKAA//nPfwC4o0R2+5UH2sWLFz1RJZvNhs7OTtTX13tFkS5evIgbbrhB9Lhmsxlms1nvt0OEMWLCh++q1eN0oWDnGawvPhXCURJ9iYbWLry5X5tLXCBJjjdh8rBU3D5uIDburVLcvrWzG4/8/ajmCbHTBayaPRJpCWb0T4jFxCHJOFhZh0Vv/jsgDlEzsm2Sfyssq8aSTUcUIx91LV246fe7PPcP7rVy95gZ2Tbsr6jF3opvcL6hHQOT43DDsDRMHpqKonIHpq7bqfocXp+RgoNn67wmlQYDsOjGTFERyKX8af2sthz8CqtmZ/t83vz3CQDFYViQ/fHn34R6CLrQG8URADxyy7fQ3uWUfcaSOAodgV6oS7XERHQfJN1T7G6++WYcP34cpaWlnn/XXnst7rrrLpSWlmLo0KGw2WwoKiryvKazsxOffPKJR/xMnDgRJpPJa5vq6mqUlZVJCiSibyHl2sS5aq3dUY7cpz4mcUQEnXDsrcLNUfJlhAQfMcc6taQlmDFv3EBMykzBobP1qGnpwAPThumaEqVUe6TWwIDvyqd0jyksq0ZRuQOP/P0o/vSvL/B+6Xls2FWBR/52FE8XntTkKpcUb8KBqjqfSaXTBby0uxKFZb4uhFFGA+aOlY6eKVHd2C7avLS6sR0PvnUYaz44gb2na1Q3VSUiH4MLWJo3HC/cPSGkdXl8vjt2QKiH0GfIGZiIA5V1EWvUoHsEKSEhATk5OV6/s1gsSE1N9fx+2bJlePLJJ5GVlYWsrCw8+eSTiI+Px8KFCwEAVqsV9913Hx5++GGkpqYiJSUFjzzyCEaPHu1j+kD0PeQmPdzvXtxdGcwhaeLXs0aif6IZKXEx+OFrB3ploWe0ETCbotDiR1oaEXi4HkGTMlNgSzT73a+Ihf4JsaIRmKR4E1wul26F/nK1R2rTwrh+Q6u3nQBgkLzHGACsfPc4Glt9+wRVN7b7df+Ruw+I9UHqcbqwLYBNQDfurWKKOvZF4mOi+nTPnCcLP8drJVX4zW3Z2LMiLywyNhLJhClofHKqBp+cqvGJNkcKAe2DJMUvf/lLLFu2DIsXL8a1116Lc+fO4aOPPkJCQoJnm/Xr1+O73/0u7rzzTuTm5iI+Ph4ffPABoqLCswCaCB7hlAuvlaR4E348NRPzxg3E+0e/7pXiCHDX7JA4uoLJDxu3fn6YQ7BwsbkdUUYDFkwaHNDjcFGd+pZO0ShKg04uaEYDcP808bQzDi0FxC4AjqYOOJqkX+uC+33o9b21W2OxPD9L1kBGyjUqEu6HvY2kOBPe/PEkJMbSZJyLqP6zrBpbDn4Z6uFgUHJ8qIfQ5+BH1SOJoDQz+Ne//uX1s8FgwOrVq7F69WrJ18TGxuK5557Dc889F9jBEb2OSHBNefK7OThQWYeicgfeOXw+1MMhdKLLj1SDG7PS8GHZBR1H401Ncwd6nC5my2utuOCuP1qzXb/ePKLHuZx2Nn5wsqRICucC4qXThyErPcFj/PDk9nKm1wnvf5FwP+xt3Jubiegoo6yI7itwEdXHtpaF1KnOALcL4zW2BMVtCX3hrgGxCHdvhrq9Eb2OcJ70KGFLNGPeuAFYs/0krfoSXgRSHAHAmu0nseFfZzA5wEW1P87NQLLFHPDrm+WhPCkzBUlxJjS0hV9dWO7wqzBlWCoAd5rce6VsNT7C+19vvh/2VjLS4kmY8nABIbfxdgGYf90g1PRyR8PeCj/Czd3XejshSbEjCH/gXJt62xrF8vws/M+cUXhpdyWJIyIk1LV0YUeAhdiMbBscjcHpzaLUrDDKaMC9Kvo4AZdXohPNsCUG5h4jZixxoLKOaYKZGBsNR1M7SipqPYXRoW5c2xfpnxBLwjSESHWEWV98Gmv+cSK4gyG8iKSFAxJIRK+Da9TYW0ixmHBfbgauHZKC3/4jsGlHhDK9TVj3JmKjjZiUmRL0vjRyD+WleVmqm/+unjsKq+e67zHC64X72RqnPgFDqp8R66Siqb0by/9SigUv78fUdTtRWFbd6+6HvRm+uJ04JBkRkknU63juB+OxPH+E6N9CHcnq60TSwgEJJKLXEhfjO+kxGIAZ2f1lO6xPCbJvf11LFzburcJdGz+jnPUwwAUgzkRmL4GgvduJonIHUvqx96TTY5Ip91COMhow/1q2puFJ8SY8f/cEzMyxe5rB2gTRGZs1Fi/cPQE/zs1UPU6bNdazf9bxS8EvjJ6ZY8d9KiNlhHpcuCJuD52tpx4/ISLZEhMWhhB9DYvInItDqeVCb4RqkIheR2FZNR5867Do31wuoKj8Ih6YloltR6t9Gh+umj0S1rgYJH1WheLyi34V1RO9l7auyHPeM0DeIjpYPP5BOf7w/8Yyb+90AfdMHgyDwYBL7V14r/Q8c+NMrjBb6aGcn21jsqresGACcrPSPD/PzLEj75p0vFlShbN1rRiSEo97pmQgJtqIjm4n0xiFZgxStVJq7df5NVh516TrZpseKKKNBnT38vtt3jVXecQtLXaFjr8d+orS1ENAi4KlvVzLhd4ICSSiV9HjdF3uUSLPtqPV+OQX03HobD0uNrejf4LbdvhX7x+XtdIlAo/RQN3VA8GMkVch3RqH0q8acPxcU8jGUd3YDrjcCxKsk5g3919ZDbbEGNHSqSw+pNLVxODqdByN7aIikhNakwXFxWJ9nF7ZU4nf3JbNHPXhmzFw9DhdOFBZ57k3TcpMwYJJg7G++DTTPjm4GqwJa4pwqSO8BVJvF0cAsPPzb/Bs8SkszctC3aXA9xILNbHRRrQzLgQEk/dLyfk13FBqudAbIYFE9CoOVNYxrbJWN7bj0Nl6z8SksKwaizeJR52I4LF0+jBk261YsulwWEQ7/n979x7eVJX3C/y7k+Za2rRpaZNyLYgjUEBAELygo4IwIM7o6DCio+d1fEcHHHGcM+rx9QVe54yOc44653W8jjI6jOJcvOGlM0VRuRTLUBBKFbmEe0PpLb03abLOH21i06ZJmmZn76Tfz/P0eSDd2fklK3t3//Za67dSSclXZ6PueZFbdVM7Vl8zqd+e3nCiSY6AroQm2sUJ/fN07lpf3qenrb9Eq7iiCnet7/s99Q9t+/1N05Fl1oW94ZJl1vXp3QqVdNktRiycnB/xffRH7clRKnly00G8XnYCi4pib69kkWXWJWRR6aFGI3WNdlHJ6Tou3v2iCr9cODGlepA4B4mSykAqpPi3jbbXieR38TnD8Z2pdvz+pumc4BxnakmOAASKNFiM8t2D+x9zx6Kj0xdU0S0Ur0+g9HAtOjp9WHXVucjP7DunqPe8IK9PYO3G0AVV/I/913uR1y3q/RX3J129e9acrnas234s4v5IHZyNQ6O9mBzFnwTgyol5KZUcAeGriSYr9iBRUhnIZOajNa0Aou91Inn1nMCZnW6QdZidTiNxfpmCTja04ZH3v5T1NX5d/FXg3/Z+epNC9dbYMg2496oJGJub3u+8oDJHXdjhgQLRXTzWt3oC64JEk3QRUerSSMDtlxTixS0OpUMB0DWE0qDTxG3+YiqV+AbYg0RJxj+ZORpPbfoaxRVVKXfQyiXLlBZT6eJo9RzCJHebeHwCwwZY2jkZZRjV+R7/+q+TCX29nhXd/PrrrTnT2IEnNx3E0ZoWVDd13fXs3QO1qdIZt9j83/VISRcRpTafADbsPKF0GAHtnT642jrDVqcbiFQq8Q0wQaIko9VIWLN0ctTbr91YCatZP+jXNaal/qHS0NYpWyWse66cEHR3P3cAZaBj5VPTmLM4u3pSPlZ++xzMGTfwFcstxjQMM8iXCGebdQmfE+Nv6bUbK+H1iah6a57cdBD3bAheUwjoGl731p5TcYvNf9HAGzVE1NSuvvmCkarTRSPUfMtkxyF2lHQWFtnxk3mFeP6z8N3U/gpPXzkHX9ErTasBVFjNJ1m8sfMEJtozsLDIjuKKqoTMCWuNcrJ/MvpH5Rn8o/JM1Nsvv3AUss16ABIsJh3+9wfyDX8rzDGjvtUl2/774z/e/ePgB9Jb4++BevbmGbCY9FEtNpmu1yLDqMOZxvCV8fwXDfG4uzrMkMaCDESkOg2tHpRUOlOqkl3q3xanlFNcUYUXIiRHPZ2obxv0azZ3dOLeq85Fllk36H0NRWcauy5AH/2gEnetLw87f4O1G+JLAvDRl2fx9ObDeHrzIVmTIwA4cKZZ1v1HUt3UPuDemp49UNGub9Pi9uLa87suBnp/Z0NVxvOXGo/1+339jBFMjlREQtd8Nltmag0rIoqVvwc/VTBBoqQSbuhMf8ZYzXF57bG5Zuz6j/m4fsaIuOxvKBHdPy9ucURsu7wMPRPROOoqKJC44V3xGK4xGHkZxph6a/w9UANZ3+bdL6rw+5tmwGaJXBnPX2ociO0mwIf7op8XZdZroeNfd9n422/N0slYs3QSb+oQIfUq2XGIHSWVWCY652cYYdZr0TrIC7e8DCO0Ggkjs02D2s9QFs3Npcb2TrR5Und43FCgT9PAPYAhqUum2vHe3qrIG0aQ3WMcfLiFYcPJMumiXsy4ytWO7HQ9tt5/RZ+FX0OtBzJ/kg2rrjoX67Y50NA2sAWrWz3Rnb8uOzcXn35dM6B9q9HMMVmYOsKiynLavdfg+vGl6qlMRgOn00rweFOn50NJqTTXkgkSqUao1eV7X2TEcvD913sVaBtEctRzLoHXJ/CKCv9gpxImR8lvIMlRllmH3y2bjiVT7VjzbvAQN7vFiKXT7Hjhs8g9j8A3Q+XCLQwbSV2rZ0Al6Kub2qHVSIFFqfsTquR4lkmHWy8agzd2nux3LtNASEBKJEcSgPJjDbj94kKUH2/AFycTP6ett4cXT0RuhqHP36ZH3qvES1uZHCUzJkfxk0qV7JggkSr0t7p877VNYjn4qpsHdqc2FP9cgtLDtQO+80s0lETb++LX0L1W0MIiO+ZPsoW8STJ9dDb+11v7IhZPaOix7tDCIjuevXlGn/NKxHja3NEHj9DnpN43e+pb3FjxWnmfBMjV5sH/++gQ/n1eIV74zDHgZK63VLnM87+Pla/vlnW9tGhpJOCWuWOh71HN1OsTuOG5bSg/rnzyRqS03kVpUgETJFKM1yew43At1n9+FB9W9K3I1bOylD9Jmjkme8AXYIORk67H//5eEeZPsqH0cC0+rBj8MKBEU1PlK40ECJE6F3KxyjbrUN+amol2LMem/7iaXWgN2ROzsMiONo8P976xJ+K+evYy90y6PqyowqulkXt/Dw6gyESWSQef6Cor7u9RCHWzRyOF/s4LdF1Y+OcyPfJ+3x6moXxDRg3JEdAVx65j9ZhdaEWZow4llU78eccxdLDngQhA17msZ1GaVMAEiRRRXFGFB97ch4YwF4n+i4e1Gysxf5INWo2EXcfqE/ZHUwKw9pquNZcu+c3HSbvIo1qSIwnAHZcWDqgCYar6/swReG+vM2m/U/258rzh+OirswN+3qulx/Bq6bGQvcZ+0VYL692j03P4WzQJ0j8HUD69oc2D5X/4PBA3ANy1vm9PUbhzlr84RKi5TD4hsPwPn0cdD8mnpNKJn/9lT8ods0TxkK7XYv4km9JhxBUTJOojmrlAg1FcUYU715dHtW3PtU3mjs9J6ARAAWDlht2D2se9V52L5z87POgCEcmu54VvtMOlUtmLW45GtZZXsrCm6/Cra4uQnW6IKUHyC9Vr7Ocvk91f4YVIQzz8z5fjAtfpased68uRZdbF3Dsaai6T1ydiLjahdoMdTphoL287qnQIRKrV4vZix5FaXHxOrtKhxA0LgVKQ4ooqXPKbj/HDF3eEXGV+sLw+EdMiof7EKJkmAGokYHxuOjKNQ7tk9fUzRmDr/VcELngXFtmx48GrkGEc2vdn/vKvk3jmphlJX9Lcnxx9Z2oBZhdaB7UuTM/1iNydPpQersU7e06h9HAtAPRbJjvUukO9aTUSlk4b3CKG/d0m8scdrkc8klDnNn/MyZRIRCsV3xPRUOY/T6cKJkgUUFxRhbvWl/e5w+q/qxuPJKnMURd2kdD++C8eBrvYYiL5RFcPVCLXoFGj4gonPtx7OuhiV6uR8JvrpigdmqLqWz2wmHXY9R/z8f0ZI5UOJ2Z1LR789LXdeGTjfjz98SG0R1mOuj/+XuM5j37U50YNADx7c3TrDvXm9Qms33E8pphWfvscPLx4oiwX9RK6elhD9XwVV1Spopfx3LxhSodARANw+yVjMMyQ6JuQqXXbY2jfwqWAcAuwhpoLFKuBDpHrPWymZ/leSg4tbi9WbtgT9Ji/fLNJpxnSZb3/+q8TqGnuwIhsU0KLj8jhpTgPQaprCa4m13P4XbTrDvX03x99HfMithPy5UkQevZ8AV13YP3vaeaY7Jh62+XwdXX0hSuISHnrd5xAxwCWW4iHueNSZ3gdwASJukVagLX3XKBYxTJErvewmYVFdvz+pulY8druFLtfMXRUudpVcWdcaW/vOY2395xWOoyk0PtGzUDOQ16fwLOfHo75teUa2mvrUdyhdyEYa7puSM/TI6LYJTo5ktC1bEEq4RA7AhB9z85giyR0zVEwRLWtPcywmex0gyqSoyxTcs8fIUomPW/UDMT2QzXo6IztjJGTrsfsQmtch/f+aO4YvH7HHGy9/woACDm0mckRDUXJMHye+hIAVrzWdyqG1yeChtd7k2iYBHuQCED0d0gHeydVq5GwZunkiFXsvj9jBH593dSghfl6SmQ1u3Buu2gsnvrooNJhEA0pkY7/npU4j9a04oXPYu89euTaokAPdryG9y4qsmPu+JywQ5uJhiIeC8lLIHgqRqg14cIt5aA2TJAIwOBL6A7EwiJ7xBLHfys/hW2Ha/s9kI7WtAw6jnjwCgGpe/FTIkqMcDdqQv1RjtVP5hXiO1O/Of8sLLLj3wdZnr1nQYZIQ5uJiJKJv4ff1eYOuSZcuKUc1IZD7AjAN8UPgNhK6A5EtJWZ+queV1xRhSc3qaPX5r8/PsTkiChBwlV8A/qvxDlQ1nQdnl52Pi7/Vn7Q0BCvT+DdLwZXzXPpNHvgPJqonvBkKSW/YFKe0iEQ0SA5XW1hi34BXT1Nah9uxx4kClhYZMezN8/oc/fVFscuUa9P4Jd/+yKqbUNVz/MPSSGioSXSjZp4DFfLMunw++Uz4Gr14JH3+w4NWTZr1KCTr+c/c2DayCx8Z2qB7Ou6aSTg6R/OwNVFNpQ56vBqqQMfVpyR9TUHI9OoVzoEooRJ0wAJrqWQEHUt7oQU/ZIbEyQKsrDIjvmTbAMuoRsNr0/g5a1H0Ngefand3gcSh6QQDU2RbtTE49zQ0ObBv47W46lNX4ccGhKvnusVr+/G7yHhqkn5spZ39wkgO10PrUaCq82t6uQIAP5WflLpEIgSJhWTo5x0PazDoivEpZa55P1hgkR9aDVS3LP6wc4L8B9Iaj+giCg+bJkG/N8bz0dNc0dUN2ridW54/rPDYYeGxIMQwE9fK8e9V02Qfe2rV7YfwZaD1Xi19Ji8L0REQ94j1xYhOz26nmC5e9AHiwkSyc4/L2Aw1wFWsx6lh2tx8ExT3OIiIvVas3QyLj4n+oUH4/XHtjXGxWRjsS7Oi+uGUry/GkC17K9DJJcLC7NxwNmEhrZOpUNJOj+9fBxON7QnZL09f1Ebr08krOiXnJggkaziVcb2njf2oK7FHZeYiEjdYikqEKkSpxo1pNjCikRy+NxRr3QICaXXSnB743MWe7X0OJo7EpNYTh+dDeCbol93rS+HhODe93gX/ZITq9iRrOI1Z4jJEdHQ4Wr14K715fhg7+moFxn0/1FOluTIz6zXKh0CEalIvJIjAAlLjvwFtfznaH/RL5sluGffZjEmRYlvgD1IJDPOGSKigfJfHqx8fXfQHJ1IiwzOn2RDllmHhtbk6ZlpS+CQPiJKHUUjMlFxqlHpMACErkwnZ9GvRGAPEslK7ZPwiEi9encY9bc2ml+Zoy6pkiPgm2RQSo5rBiJSie+dPwI/u+IcpcMI0vumuL/o17Xnj8Dc8TlJkxwB7EEimSXjvAAiUif/2mhr3t2PDKOuT4W7TZVOpUOMmUmnQas7Bev+EpEsHnn/S1hM6rqMT6Wb4ur6ZElxXp+Ia3doz8l6A5Vh1KJpAGsmEaU6OdfMSRYCgLOxA8v/8HngMbvFiIcXT8Rbe04pF9ggMTkiooFyqaSyX7JUphsISQiRkn9uGxsbYbFY4HK5kJmZqXQ4SSHUWkWhxvzHkkQVV1Rhzbv74WzsiCqWe6+agFHZZvz8r1/E9maIUtBP5hXihc8c7I3tpXelpHjvU479ExGlAv/VXzIUXxhIbsAeJALQ/1pF/jH//i9+tElUbwuL7PD5gF/+fW/YqipZpjQ8dv1ULCyyY9uhmsG+LaKUce9V5+KeqyZg+ujsQS26nIrikbz0ToJs3ec1APy8iYj6kW7Q4vHu67ZUwgSJwq5V5B/zv3ZjJXw+YMVrkZOoUIorqkI+tyedVsKP5ozB/Em2b16ciGDLNGBl92TcnpWBHnl/PypPc/HkeOh5urGm6/Dw4omB89n8STY8/fEhPLnpa2WCIyJSqeYOL/7rvS+h0UgplSSxih1FXKvIX77xP96p6DeJAoJr4PcU7WKxHq/A/9t8GJP/sxgf7D2NmpbohuMRpTIJwH8umYQyR11gPSCgqwCKk70asqhr8WDFa7uDquVt2HlcwYiIiNTL2Ri+wmgyYg8SRb1WUbjFWkPVwPcb6GKx7Z0+/PS13Zg7Ljvq55B6nJc/DF9XNw/5YgLxsniqHY+8/2WfYa3LZo1CXUtylbRONms3VgZ66zjEjogoPP85M5nKefeHCRLFtSxjqGQr1sViS4/UQ5KA1CwjkjjTRlrwxUlXwl7vqzPNCXutoeC9vX3vyDld7Xhy00EFohk6et704YLXRETh+c+ZOw7XQqORknJx2J6YIBFmF1ojrj5vSNOgozNyGdrcdEOfxwaTgDE5GrxEJkeUGDwsEqe6qR25w/qe14iIYmVIk7Bwsh3vfHFa6VDibsVr5Who++Z6MppCXmrEOUgUlY5OH7LMuojb3ffXL/qMQfUnYIORfPceiCjRJBlOFHkZRmakRBRXHZ0iJZMjAEHJEfBNIa9km5/EBIlQ5qgL23vk1+6OvGjrGZkm6gkAGUZ2eBKFwhsIXZXn4tnjLKHrzufsQiuqm1kwhogoFpEKeakVEySKenx9exRD7EIdCNEmYJF8f8aIQe+DKNWsunICbJbgYaymNA3mTcjFTy8bL/vrX9yrKItSrp0W//PDw4snosxRh0+/qo77vomIhoqeczqTBW/JU1yLNAB9K9o5G+MzwfmdL5Kre5ZSR5ZJ12fYgFrMKrTi7isnBIoJ9JwU+86eU7K/vkYlk29HZpviti+7xYil0/pWDyQiotglU8EbJkiE2YVWWNN1cS8ZvO3QWZRUOvHXXSfjsr9wZcaJ4m3GqEzcevE45GUY4RMCy//wudIhhVTT3AGtRupTXh+I/82PUMbmmLFFBQX1rOl62C3GQSU0Ky4fj0smDEd9izviwtZERDQwifibFC8cYkcAgFvmjI37Pp/efBgvbzuKpvbOuO+bSG7lJxrx0tYjmDs+B3PG5cCWqc5KZuH+4MwutMJukecPkn+Ozv0LJ8qy/4GyWUxYfc2kmJ8/zKDFRefkYuaYbDzyfuSFrYmIKHoaCZg5JnnWt2SCNMQVV1Thkt98jN99pIJbwENYlkmHe648R7UX4UPV3pONWLtxP7QaCT+cPVrpcPrwFxHw+gRKD9finT2nUHq4NjD/T6uRBpU09Mc/qG71NZOw75Q6ysjXNHdgYZEdi4psMT2/ucOL5X/4HHMe3cRhdURJSAJwzVQbFhXlKx0KheATwK5j9UqHETUOsRvCiiuqcNf6yMNI0vVadPp86OjkPVW5/OraIqSlSVEVwqDEWrftKGaMzsbY3HSlQ+lj2azRKKl0Yu3GyqCL+p7rTiwssuOOS8fixS1H4/a6th77T8Q8p2jc/fpuaCVgxuhsfFjhjHk/8R5qTESJIQBs3Bv7sU/y4xwkijuvT4SchD2Y/a3dGN0wkpYoynvT4Dzw5l60uL0c1qNSd7++G/deNUHpMPpwtblD3uSocrXjzvXluP3isbjivHxs/CJ+Fw0PL56I2y4uDJx/1DSmfOXru5FEVWSJiIaU3PTkGSXDBCkJFFdUhb1DHIsyR13KDCPRSEj6i6JmJqGq98ftDmQa09Coojl1f/nXybBJ9UvbjuKlbUfj+pq5GQZoNVLgpo3T1QZrul4VRVSS/TxARKlNkhDX9dqSzX1//QJrlsZ+7ZpITJBUrr9hcP6ViZ+9eUbUX7SevVAHzzTHP1iF3Dp3DDp9An/acVzpUCiF1beqJzHya+5IfEx5GcaQN22IiCi8oZwcAcCZxoFfuyqFCZKKhRsGJ9A1IXHtxkrMn2SLONwulS9o1m0/BiA1epKI1K66qR2rNuzhcFAiIhqQgV67KolV7FQs0jA4/4KsT5Z8HVS5qjd/L1QqJkc9MTkikt89TI6IiChG/mvXMked0qGExQRJxaKt9vH05kP44Ys7cMlvPkZxRVXQ7wZSjEEN1HsvgYiIiIjiQe0V7ZggqdhAq0P55yX1TJIGW4xhyVR7QpOWZEnkiCj1Sb1OfukGrTKBEBGlGDVVQA2FCZKKzS60wm4xRp2g+JOLtRsrA8PtBpuhe30+WEy6Qe2DiEhOhjR5buMIEdyr3dLBapNERIMh4ZtFztWMCZKKaTUSVl8zCUD0Q896j+0cbIb+YcUZNLRx4UQiUi85F7FmrzYRUXz4r2VXXzNJ1QUaACZIqrewyI5nb54Bm2VgiY6/52h2oRVZZvYAEREREZFybBZjUpT4BljmOyksLLJj/iQbyhx12HboLJ7efDjic/w9RyWVTjS0sgeIiIiIiJRxy5zReHjJZOjTkqNvJjmiJGg1EuaOz8G9878Fe4TeJP/YTn8Fu3BMOg1U3stJREREREnsTzuO47Lfbu5TbVmtmCApwOsTKD1ci3f2nAq7flEoWo2EpdPCd00unWaHViNhx5HaiBXs2jw+rh9ERClBn6ZBFovKEBGpUqhqy2rFIXYJVlxRhbUbK4MSF7vFiIcXT0R2ugHVTe3Iy+jqAeo9gc3rE9hxuBZ/2nE87Gv85V8nMW1kNv7XW/tkeQ9q8PDiiahvdUc13JCIhgZ3pw/f/tZw/GP/GaVDISKiXgS6CjWs3ViJ+ZNsqi7UIAkhUrL/oLGxERaLBS6XC5mZmUqHA6ArObprfXlUVZHsFiNWXzMpMJGtuKIKa96thLNR3QtrJcrvlp2PRUV2TH/knyy9S0RERJREXr9jDuaOz0noaw4kN2APUoL45wNFm436uyGfvXkGAODO9eXyBZeEHGdbcNlvNzM5IiIiIkoyg12nU25MkBKkzFEXcT5QT/5uyDXv7kd7p0+2uJLVUx8dVDoEIiIiIorBYNfplBsTpATZVOkc8HMEAGdjR/yDISIiIiJSQJZZh9mFVqXDCItV7BLA6xN4a88ppcMgIiIiIlKUekszfIMJUgKUOepQ15K4xVqzzLqk+PIRERER0dBS3+pBmaNO6TDCYoKUAIOZiJZlin4UpC3TgOdunoHHrpsSdTEIIiIiIqJEYpEGGtRENAHArNei1d1/tTazXosXf3QB5ozLgVYjwesTyDLr0NCauF4rIiKiZKTTSvB4eVuRKJHUXqQh7j1Ijz76KGbNmoWMjAzk5eXhu9/9Lg4cOBC0jRACa9asQUFBAUwmEy6//HLs378/aJuOjg7cfffdyM3NRXp6OpYuXYqTJ0/GO9yEmF1ohd0S2xehsa0zbHIEAE/cOA0Xn5MbWHCrzFHH5IiIiCgKTI6IEksjATPHZCsdRlhxT5A+/fRTrFixAjt27EBJSQk6OzuxYMECtLS0BLZ5/PHH8cQTT+Dpp5/Gzp07YbPZMH/+fDQ1NQW2WbVqFd566y1s2LABW7duRXNzM5YsWQKvN/nWvdFqJKy+ZlJMzw132s4ypeG5m2cEFpP1U3u3JRERERENTT4B7DpWr3QYYcV9iF1xcXHQ/9etW4e8vDzs2rUL8+bNgxACTz31FB566CFcd911AIBXXnkF+fn5eO211/CTn/wELpcLL730Ev70pz/hqquuAgCsX78eo0aNwqZNm3D11VfHO2zZLSyy4yfzCvHCZ464zQ9qaOsM+bjauy2JiIiIaOhS+8182Ys0uFwuAIDV2lXv3OFwwOl0YsGCBYFtDAYDLrvsMmzfvh0AsGvXLng8nqBtCgoKUFRUFNimt46ODjQ2Ngb9qElxRVVckyO/tRsr4fUF73V2oRW2TCZJRERERKQ+ar+ZL2uCJITAz3/+c1xyySUoKioCADidXQum5ufnB22bn58f+J3T6YRer0d2dna/2/T26KOPwmKxBH5GjRoV77cTM69PYO3GSlkqy1W52vuUSiypdKK9M/mGIhIRERFRastJ1w/thWJXrlyJvXv34vXXX+/zO0kKXqlHCNHnsd7CbfPggw/C5XIFfk6cOBF74HFW5qhDlUu+rsSe3ZQf7K3CnevLWaSBiIiIiFTn2vMLAoXF1Eq2BOnuu+/Gu+++i82bN2PkyJGBx202GwD06Qmqrq4O9CrZbDa43W7U19f3u01vBoMBmZmZQT9qIfc4y5qmDnh9Ah/sPY2Vr5fHtI8skxZGHZfFIiIiosSzpuuUDoESZP4km9IhRBT3K2IhBFauXIk333wTH3/8MQoLC4N+X1hYCJvNhpKSksBjbrcbn376KS666CIAwMyZM6HT6YK2qaqqQkVFRWCbZCL3OMtH3v8SM39Vgp++thu+AY7jk7p//sfF49Du8ckRHhEREVG/Fk624Xc/mM7500OA3WJU/fA6QIYqditWrMBrr72Gd955BxkZGYGeIovFApPJBEmSsGrVKvz617/GhAkTMGHCBPz617+G2WzGTTfdFNj29ttvx3333YecnBxYrVb84he/wJQpUwJV7ZLJ7EJrxMVeByvWIXUGnQZP3DANHVwHgoiIiBRQvN+J4v1OmPUcyZLqVl8zSfXD6wAZEqRnn30WAHD55ZcHPb5u3TrcdtttAIBf/vKXaGtrw09/+lPU19fjwgsvxD//+U9kZGQEtn/yySeRlpaGG2+8EW1tbbjyyivxxz/+EVqtNt4hJ0SE6VX9WlSUjw8rzsQ3mB7aPT7813tf4pJzcmR7DSIiIqJIWt0cyZLK7r3q3D5rd6qVJIRIya6DxsZGWCwWuFwuxecjlR6uxQ9f3BHTcxcV2fBhRejKfUREREREamcxpaH84QWK9h4NJDdgX2YCOBtjL9LwuaM2jpEQERERESWWJtahVAphgpQAdc0dsT+3xQNruh7J9bUiIiIiIupS3+rps26nmjFBSgBrun5Qz//u+QVxiiRxjDoNLMa4T3EjIqIUsfLb47HqygkYZkjOucVENDAllckzZYRXsAlgs5gG9fz5k2zQaSW88JkDyTJhrN3jg8WYhksm2PD+vuQ5IIiISH4WUxrunf8taDUS7r5yAsocdSipdOLlbUeVDo2IZPLytqOYXWhNikIN7EFKgNmFVtgyDTE915ZpQH2LO6mSI78zTW4mR0RE1MeyWaMAANsO1uDJkgPYdqgGV07Mx9PLpnNIOVEKe+DNffAOdNFOBbCKXYL8btPXeHLTwQE/z6zXQIKEFhnXUCIiIkq0UOsDGtI06OhkqWeiVHbvVefinqsmJPx1WcVOhcbmpsf0vFa3j8kRERGlnFCLpzM5Ikp967Y7VN+LxAQpQTYl0cQ0IiIiIiI5NCRBRTsmSAnw6AeV2LiXCRIRERERUXVT7GuEJgITJJm5O314YYtD6TCIiIiIiFQhd1hsxcsShQmSzF7ZfhSpWQaDiIiIiCgGKr82ZoIks51H1T3GkoiIiAZu/sQ8pUOgGOSm65QOgQDUtHQoHUJYTJBkZtZzhXAiIqJUkmXW4baLC5UOg2JQ0+JROgQCkJdhVDqEsJggyez66SOVDoGIiIjiaE5hDiAAW6a6L/KI1MhuMWJ2oVXpMMJKUzqAVHfRhNyQi+ERERFRcire70TxfifS9bzPTDRQq6+ZBK1GUjqMsHhky0yrkfDEjdOUDoOIiIjirMXNhW2JBsKs12L+JJvSYUTEBCkBFhbZ8dzNM5CfoQ96PNuUhtsvHos549TdzUhERERENFitbq/qF4kFOMQuYRYW2TF/kg1ljjr8c38V/lZ+CvVtnXhp21GlQyMiIiJKOjqtBI9X5fWiqQ+nq03pECJiD1ICaTUSPjlwBuu2H0NTe6fS4RARERElLY9X4Jy8dKXDoAGqaXYrHUJETJAS6IO9p/H8Zw6lwyAiIiJKCVX16u+NoGB1Kl8DCWCClDBen8B/vFOhdBhEREREKaPFw0IZyabK1a50CBExQUqQMkcd6rg4GRERESUJM8uYkwxGZJmUDiEifvMTpLpJvmzZrNNioi1Dtv0TERHR0NPO3hmSwUXn5CodQkRMkBIkL0O+1bZbPV586WySbf9ERERDnTFt6F0y+VggjmRQ18IiDdRt5phsqHzRYCIioiHPpNMG/T/LrAMAtHeyNyVVGHW8/FXSg2/ug1fl2Te/IQmy61g978QQERGpmCQBbR5v4P/ZZi4XmQiJvn/MoYPKau7oxI7DtUqHERYTpATw+gS2HapROgwiIiIKQ/S6kVnf2omGVhZYkhvvHw89pUfUfV3MWyMyK66owtqNlUlR0pCIiGgoSNdr0eL2Rt6QiGSi7nknTJBkVFxRhbvWl/POCBERkYq0uL1YMiUfo3PS8fK2oxxyRZRgc8fnKB1CWEyQZOL1CazdWMnkiIiISIXe23dG6RCIhqRssw5zxqk7QeIcJJmUOeo4rI6IiIiIqIdHr5sCrcpLOzNBkomzkckREREREZHfv108FguL7EqHERETJJnUNXcoHQIRERERkWpYTHqlQ4gKEySZWNOT4wtARERERJQIG3YeV/0isQATJNnYLCalQyAiIiIiUo0qVzvKHHVKhxEREySZzC60IsusUzoMIiIiktmSKTaY9Vqlw0ioOy4thC3TqHQYSUHd5QgSr7pJ/fP0WeZbRu5OrqtARESUqtL1WqRpJby3z6l0KAljTdfhV9cW4TtTC/DAookoc9TB6WrDw+/sR3NHp9LhqY5Rp+E6W73kZag/sWaCJJMdh2vRylW6iYiIUlbLEPw7X9fiwYNv7cOBM03weH043dAOe5YRnT4mAaEwOerr46/OcKHYoar0SI3SIRARERHFnautE7/76NCg9yMBEACyzDo0tHoGvT9KDi9tdeB/Xn0e9Gnqnemj3siSHkecEhERkXosmJSv6OtLvS6NLCYdlky1d2VJNGT4BPCn0qNKhxEWEySZqL3rkIiIiIaWc/OHKfr6f/zRLHx/xohAQYuGNg/e21uFhjb2Hg01x+palQ4hLCZIMpk11qp0CEREREQBc8flwm5RZoK8Wa/FPX/Zg7+Vn+IcbcIYq1npEMJigiSTXcfqlQ6BiIiICBIAu8WIOeNzsPqaSYrE0Or2sqeIAHQNtbxl7lilwwiLCZJMkqHGOxEREaU2fyGEZbNG4b29p2Ex6bHqygmJjYHTsqmHxVPsqi7QALCKnWySocY7ERERqZNJp0FbHEpEW0xp6PQBT246+M1jxsRe/gkWYaBuxjQNfrdsutJhRKTu9C2JzS60YpiBHy8RERENTJpGGlRyZE3X4ckfnI8lU+xoaOvss4Crq50LupIyls8ZA61G/V2KvIKXiVYj4ZzhylaLISIiouTT6Rtcl8uvvzcFlacb8N6+qjhFRBQfb+8+Be8gv9+JwARJRro0rdIhEBER0RCSZdahs1PgxS1HlQ4lgHOQyK+2xY0yR53SYUTEBEkmXp9A5ekGpcMgIiKiIaSh1YMH396ndBhBOAeJekqGQmZMkGRS5qhDi5tnBCIiIkqsJs4xIhU7WqPuRWIBJkiySYbsmIiIiIgokTbsPK76eUhMkGTCMt9ERERERMGqXO2qn4fEBEkmswutMOr48RIRERER9aT2kVa8gpcRi7YQEREREQVT+0grJkgyKXPUxWUFbCIiIiKiVGG3GDG70Kp0GGExQZKJ2rsOiYiIiIgSbek0O7QadY+zYoIkE7V3HRIRERERJdq7X1Sxit1QxSINRERERETBWMVuCCupdKKdc5CIiIiIiIKofSoKEyQZeH0CazdWKh0GEREREZHqqH0qChMkGZQ56lDlUndmTERERESUaNZ0PavYDUVq7zYkIiIiIlLCtecXsIrdUKT2bkMiIiIiIiUUWExKhxAREyQZzC60Qt15MRERERFR4tW3digdQkRMkGSg1UjIMqcpHQYRERERkapoJPWnH+qPMEldPD5H6RCIiIiIiFRlbhJcIzNBksnUEdlKh0BEREREpBqGNA3mjGOCNGQNt7BQAxERERGR37JZo1RfwQ5ggiQbWyYTJCIiIiIiP2u6QekQosIESSZnXW1Kh0BEREREpBobdh6H1yeUDiMiJkgy8PoEHnq3QukwiIiIiIhUo8rVjjJHndJhRMQESQZljjo0tXuVDoOIiIiISFWqm9qVDiEiJkgySIaGJyIiIiJKtNwkmIfEBEkGeRks0EBERERE1JtPcA7SkDS70AqTjh8tEREREVFPnztqlQ4hItVfxT/zzDMoLCyE0WjEzJkzsWXLFqVDikirkXDDzJFKh0FEREREpCpJ0IGk7gTpjTfewKpVq/DQQw9h9+7duPTSS7Fo0SIcP35c6dAiKsgyKR0CEREREZGqWEw6pUOISNUJ0hNPPIHbb78dP/7xjzFx4kQ89dRTGDVqFJ599lmlQ4toy8GzSodARERERKQqDW0epUOISLUJktvtxq5du7BgwYKgxxcsWIDt27f32b6jowONjY1BP0pqbO9U9PWJiIiIiNRGIykdQWSqTZBqamrg9XqRn58f9Hh+fj6cTmef7R999FFYLJbAz6hRoxIVakhTR1oUfX0iIiIiIrWZOy5X6RAiUm2C5CdJwWmmEKLPYwDw4IMPwuVyBX5OnDiRqBBD+o/FkxV9fSIiIiIiNcky6zBnfI7SYUSk2gQpNzcXWq22T29RdXV1n14lADAYDMjMzAz6UZJJr8X8SXmKxkBERESJkWnUQq+NbuyQKU2DeRNy8e1zh6P3PV8JwJQRmTCmqeMSLU0jIdS7yknX4c7LxuE7RbYB7W/GaAuyYpykn67Xhnw8w6jFZHtG1Psxpmlw/qjwI33uuLQQ2Wb1FxNINo9dNwXaJBhjl6Z0AP3R6/WYOXMmSkpK8L3vfS/weElJCa699loFI4veiz+ahTte3YmSymqlQ6Fe8ofpUd3sRqhKkzoN8O1vDcfMsTloaHOjqqEd7Z1ebP26Fs3u6OeWaSRg5mgLvn1ePg44m3CirhXtHi88Xh8kjYQMfRr2nW6E29s3iiyTDrfMHQ2zPg0l+50409SOdH0aJtotGGEx4sWtR+DxBT/HkNZ1wunoDN6fBkCvTQPxjctNh9PV0ed96bQSzDotXD3m0uk1QOHwYRidY8YFY6w4Lz8DO4/Vwe314cjZFrR7fCjMNeP+hROx+1g9/lZ+Aifr22DUaTFtZBYunpCLWWOt2Omow5ZD1dh7woUOrw+jss24fsZIXDDWivU7jqLMUYfWjk7kZhgx0mqCVpKw/vPjqGtxB2JJk4Bz8tJx+bfyYTHr8OVpFyqrGtHe6UPeMAMm2jMxfXQ2So/Uoni/Ey0d3n7byajT4LIJubhgbA5O1Lfitc+Po9MXXQ1SDQCNRgq7vVmnQdEICyxmHbYdqkWr+5tYzHoNFk7Ox/BMI/Yeb8DZ5na0dwrkZxih1QA7jzb0+Y7qtVLI7wwAZJvTMHtMFo7XteG0qx0tbi86QzV+lC4eZ8XkERbsO9mAw2ebUN0c+vsvASGPpaFCJwEZpjTUtabO3FOzToMpIzOx71QjWt2D+BKFYEzT4P98fypyMow4Xd+Kt784hTJHPTpi/LJK0sDKBp8/MhOXfysfG3aegLOxPfC4BoCkkeDtcTybdUCWyQC9ToNzhg/Dgsk21Le68WVVE1o6OpGfacSM0dmwZ5kwu9AKANhxuBbbDp/Fqfo2SJKEEdkmzCnMgUYjoaa5A3kZRswutAYuEt2dPvyp9CiO1bVijNWMW+aOhT5NA69P4L8/Oog/bD2C5h7nMLvFiCVT7fh7+amg86IGwNKpdlw2MR95wwzwCYHSIzU43dCOEdkm6DSaPu85Xa/FvHOH4+Y5YzBjdDZe+/wYHLUtkABMH/XN+/L6RMgY/dydPryy3YHPj9TC2dgBu8WIGWOyIYTAx1+dBSCwYJINt11cGHhvOw7XovRIDXyiq6pZY7sHEiRc2P05bjt8FvtONsJs0GL22BzcetFYaDUSyhx1cLraUNfihnWYAbbMbz5Pd6cP67Yd6b7u6nrNW+aORfmxepQeqQEgYe74HMwZlwOtRkJxRRXWvLsfzsaOwHuxZRqwZulkLCyy44FFE0O+Xk1zB1a/uz/o89dpgOmjs3BhYQ7+XHYi6HdGnQaXnzscP5w1Gl9XN+NYXddnPG1kFkqP1OLDiqqg48wfwxXn5eOBv3+Bt/ecRpR/lvql13a93pUT87HnZAO2HqwJ+l6ZdRI8PsAT4u9Lhl6Dsbnp8PoEmjs6u9teoM3twylXR5/tQ8kypeGx66diYZF9cG8kQSQh1FuN/I033sAtt9yC5557DnPnzsULL7yAF198Efv378eYMWPCPrexsREWiwUul0vx3qQ2txf/+e5e/GOfEy0dPmi1wDC9FoY0LQCBjk4fhKRBbroO54/ORrvbi6/ONMHn88LjBdo7fdBCIE0jocntgxACGQYtvAJo8/hg1mmQZdZDr5VQ2+KGq82DNo8PkgTo07TIG6ZDhlGHuu7fGXVpyMs0YM74HLR2eOFsaMPhmhYIIaDRaDBueDoKLCYUjchEyX4nDlY3o9XdiSyTHnmZRuQOM0CSAJ/Ph8NnW1Dd1I42dyeEkACp60K6UwCdnQKSRsIwQxrMBi2yzXp4vAKGNA2MOi2GZxhRkG2E1WxAllmH8uN1OFDVjMb2DhjS0mDUaTEy24Rv2TICCYbbK2C3GDG7MAc3XjAKj//jS+w5Xo/mDi+yzTp0+rr+eFwwtusCftuRs9h2sBYtHi9GWEz493njcMmE4YET6Z9Kj4b8YxDq7kbvE3q2WY/cjK6T5cwx2djpqAt5Ag7H6xNhT/bhnuePpefrAQj5uNcn8Mp2B3YerUe6XovrZozERefkQtt9MdDfvsocdahuau/zBz3R/J9TLLH0fu7MMdnYday+3315fQLbD9b0SfDmdg8J6Frgrv/PKdz+B/o+Ql04aTVSv9/DUPvrvY8fzBqNN3Yex7G6VozKNuE8WyZqmjtQ09yBhrauC5T+vr8D+d75k+H+LhSrG9tR3dSOytONONXQjpHZJnzv/BHQaKSgi7qLxncl1ruO1eN0fSvKT9TjjKsD7R4vzrNnwFHTgjONHcgy63D7xYVI02pQeqQm8Jr2LCOGGdKw/VAtGts9mDYyC//z6vPwt10nAp/BObnD8M7e02h1ezFrrBU3zxmDfznq8Nddx/HVmWYM02uQZdKhtsWNkw1tSNNoMDzDgEsmDMelE4YHPqs2txe/en9/4JyUM8yA0VZz4H1tOVSNrV/XoKbFDZ1GwqhsEyRJQk1L1wXG8GFG5KTrUdviRnunF8Y0beB825MQAjXNXduYdGmY0p2AH3A2obndA4Gu4enD9FqcZ89EU0dn4MKzs9OHF7ceQVVjOwosJvz4kkLodVpUN7aHPAf1PkdlmfVoaP1mO/+5b9vhszjd0A57Vtc5PTfDAKtRhw8rq7DjSC28PoHpo7JxwwWjAueeUMepv42rG90YZug6V104Lifo/HphoTUo2fAfc6Gee8FYK177/FjIC/tQx2Pv41nJ855ff+eNWM6LgzmXpqpYP5NwzxvoPiNt3/vc608i/edK/3FnTf/m+MwbZgAkhEzK+3tNAAO+JvH6BLYeOIvnPjuEIzUt0Gk1mD4qC5NHWALnnmivieQ2kNxA1QkS0LVQ7OOPP46qqioUFRXhySefxLx58yI+T00JEhERERERKSelEqRYMUEiIiIiIiJgYLmBOmYAEhERERERqQATJCIiIiIiom5MkIiIiIiIiLoxQSIiIiIiIurGBImIiIiIiKgbEyQiIiIiIqJuTJCIiIiIiIi6MUEiIiIiIiLqxgSJiIiIiIioGxMkIiIiIiKibkyQiIiIiIiIujFBIiIiIiIi6pamdAByEUIAABobGxWOhIiIiIiIlOTPCfw5QjgpmyA1NTUBAEaNGqVwJEREREREpAZNTU2wWCxht5FENGlUEvL5fDh9+jQyMjIgSZKisTQ2NmLUqFE4ceIEMjMzFY2FvsF2UR+2ifqwTdSJ7aI+bBN1Yruoj1JtIoRAU1MTCgoKoNGEn2WUsj1IGo0GI0eOVDqMIJmZmTw4VYjtoj5sE/Vhm6gT20V92CbqxHZRHyXaJFLPkR+LNBAREREREXVjgkRERERERNSNCVICGAwGrF69GgaDQelQqAe2i/qwTdSHbaJObBf1YZuoE9tFfZKhTVK2SAMREREREdFAsQeJiIiIiIioGxMkIiIiIiKibkyQiIiIiIiIujFBIiIiIiIi6sYEiYiIiIiIqBsTpAR45plnUFhYCKPRiJkzZ2LLli1Kh5QSHn30UcyaNQsZGRnIy8vDd7/7XRw4cCBom9tuuw2SJAX9zJkzJ2ibjo4O3H333cjNzUV6ejqWLl2KkydPBm1TX1+PW265BRaLBRaLBbfccgsaGhrkfotJZ82aNX0+b5vNFvi9EAJr1qxBQUEBTCYTLr/8cuzfvz9oH2yP+Bs7dmyfdpEkCStWrADA4yQRPvvsM1xzzTUoKCiAJEl4++23g36fyGPj+PHjuOaaa5Ceno7c3Fz87Gc/g9vtluNtq164dvF4PLj//vsxZcoUpKeno6CgAD/60Y9w+vTpoH1cfvnlfY6fZcuWBW3DdolepGMlkecrtkmXSG0S6u+LJEn47W9/G9gm2Y4TJkgye+ONN7Bq1So89NBD2L17Ny699FIsWrQIx48fVzq0pPfpp59ixYoV2LFjB0pKStDZ2YkFCxagpaUlaLuFCxeiqqoq8PPBBx8E/X7VqlV46623sGHDBmzduhXNzc1YsmQJvF5vYJubbroJe/bsQXFxMYqLi7Fnzx7ccsstCXmfyWby5MlBn/e+ffsCv3v88cfxxBNP4Omnn8bOnTths9kwf/58NDU1BbZhe8Tfzp07g9qkpKQEAHDDDTcEtuFxIq+WlhZMmzYNTz/9dMjfJ+rY8Hq9WLx4MVpaWrB161Zs2LABf//733HffffJ9+ZVLFy7tLa2ory8HA8//DDKy8vx5ptv4uuvv8bSpUv7bHvHHXcEHT/PP/980O/ZLtGLdKwAiTlfsU2+EalNerZFVVUVXn75ZUiShOuvvz5ou6Q6TgTJavbs2eLOO+8Meuy8884TDzzwgEIRpa7q6moBQHz66aeBx2699VZx7bXX9vuchoYGodPpxIYNGwKPnTp1Smg0GlFcXCyEEKKyslIAEDt27AhsU1paKgCIr776Kv5vJImtXr1aTJs2LeTvfD6fsNls4rHHHgs81t7eLiwWi3juueeEEGyPRLnnnnvE+PHjhc/nE0LwOEk0AOKtt94K/D+Rx8YHH3wgNBqNOHXqVGCb119/XRgMBuFyuWR5v8mid7uEUlZWJgCIY8eOBR677LLLxD333NPvc9gusQvVJok6X7FNQovmOLn22mvFFVdcEfRYsh0n7EGSkdvtxq5du7BgwYKgxxcsWIDt27crFFXqcrlcAACr1Rr0+CeffIK8vDyce+65uOOOO1BdXR343a5du+DxeILaqKCgAEVFRYE2Ki0thcViwYUXXhjYZs6cObBYLGzHEA4ePIiCggIUFhZi2bJlOHLkCADA4XDA6XQGfdYGgwGXXXZZ4HNke8jP7XZj/fr1+Ld/+zdIkhR4nMeJchJ5bJSWlqKoqAgFBQWBba6++mp0dHRg165dsr7PVOByuSBJErKysoIe//Of/4zc3FxMnjwZv/jFL4J6/tgu8ZeI8xXbJDZnzpzB+++/j9tvv73P75LpOEmL694oSE1NDbxeL/Lz84Mez8/Ph9PpVCiq1CSEwM9//nNccsklKCoqCjy+aNEi3HDDDRgzZgwcDgcefvhhXHHFFdi1axcMBgOcTif0ej2ys7OD9tezjZxOJ/Ly8vq8Zl5eHtuxlwsvvBCvvvoqzj33XJw5cwa/+tWvcNFFF2H//v2BzyrU8XDs2DEAYHskwNtvv42Ghgbcdtttgcd4nCgrkceG0+ns8zrZ2dnQ6/Vspwja29vxwAMP4KabbkJmZmbg8eXLl6OwsBA2mw0VFRV48MEH8cUXXwSGsrJd4itR5yu2SWxeeeUVZGRk4Lrrrgt6PNmOEyZICdDzLi3QdTHf+zEanJUrV2Lv3r3YunVr0OM/+MEPAv8uKirCBRdcgDFjxuD999/vc/D21LuNQrUX27GvRYsWBf49ZcoUzJ07F+PHj8crr7wSmEQby/HA9oifl156CYsWLQq6A8fjRB0SdWywnQbO4/Fg2bJl8Pl8eOaZZ4J+d8cddwT+XVRUhAkTJuCCCy5AeXk5ZsyYAYDtEk+JPF+xTQbu5ZdfxvLly2E0GoMeT7bjhEPsZJSbmwutVtsnq62uru6TAVPs7r77brz77rvYvHkzRo4cGXZbu92OMWPG4ODBgwAAm80Gt9uN+vr6oO16tpHNZsOZM2f67Ovs2bNsxwjS09MxZcoUHDx4MFDNLtzxwPaQ17Fjx7Bp0yb8+Mc/Drsdj5PESuSxYbPZ+rxOfX09PB4P26kfHo8HN954IxwOB0pKSoJ6j0KZMWMGdDpd0PHDdpGPXOcrtsnAbdmyBQcOHIj4NwZQ/3HCBElGer0eM2fODHQf+pWUlOCiiy5SKKrUIYTAypUr8eabb+Ljjz9GYWFhxOfU1tbixIkTsNvtAICZM2dCp9MFtVFVVRUqKioCbTR37ly4XC6UlZUFtvn888/hcrnYjhF0dHTgyy+/hN1uD3St9/ys3W43Pv3008DnyPaQ17p165CXl4fFixeH3Y7HSWIl8tiYO3cuKioqUFVVFdjmn//8JwwGA2bOnCnr+0xG/uTo4MGD2LRpE3JyciI+Z//+/fB4PIHjh+0iL7nOV2yTgXvppZcwc+ZMTJs2LeK2qj9O4lrygfrYsGGD0Ol04qWXXhKVlZVi1apVIj09XRw9elTp0JLeXXfdJSwWi/jkk09EVVVV4Ke1tVUIIURTU5O47777xPbt24XD4RCbN28Wc+fOFSNGjBCNjY2B/dx5551i5MiRYtOmTaK8vFxcccUVYtq0aaKzszOwzcKFC8XUqVNFaWmpKC0tFVOmTBFLlixJ+HtWu/vuu0988skn4siRI2LHjh1iyZIlIiMjI/B9f+yxx4TFYhFvvvmm2Ldvn/jhD38o7HY72yMBvF6vGD16tLj//vuDHudxkhhNTU1i9+7dYvfu3QKAeOKJJ8Tu3bsD1dASdWx0dnaKoqIiceWVV4ry8nKxadMmMXLkSLFy5crEfRgqEq5dPB6PWLp0qRg5cqTYs2dP0N+Zjo4OIYQQhw4dEmvXrhU7d+4UDodDvP/+++K8884T06dPZ7vEKFybJPJ8xTb5RqTzlxBCuFwuYTabxbPPPtvn+cl4nDBBSoDf//73YsyYMUKv14sZM2YElaGm2AEI+bNu3TohhBCtra1iwYIFYvjw4UKn04nRo0eLW2+9VRw/fjxoP21tbWLlypXCarUKk8kklixZ0meb2tpasXz5cpGRkSEyMjLE8uXLRX19fYLeafL4wQ9+IOx2u9DpdKKgoEBcd911Yv/+/YHf+3w+sXr1amGz2YTBYBDz5s0T+/btC9oH20Me//jHPwQAceDAgaDHeZwkxubNm0Oer2699VYhRGKPjWPHjonFixcLk8kkrFarWLlypWhvb5fz7atWuHZxOBz9/p3ZvHmzEEKI48ePi3nz5gmr1Sr0er0YP368+NnPfiZqa2uDXoftEr1wbZLo8xXbpEuk85cQQjz//PPCZDKJhoaGPs9PxuNEEkKI+PZJERERERERJSfOQSIiIiIiIurGBImIiIiIiKgbEyQiIiIiIqJuTJCIiIiIiIi6MUEiIiIiIiLqxgSJiIiIiIioGxMkIiIiIiKibkyQiIiIiIiIujFBIiIiIiIi6sYEiYiIiIiIqBsTJCIiIiIiom7/HxtWcvKf6hQ/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Drawing and Displaying a Simple Plot\n",
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.scatter(x = hour['instant'], y = hour['count'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce6b0416",
   "metadata": {},
   "outputs": [],
   "source": [
    "#“we create a figure, called fig, and an axis, called ax. \n",
    "# The figure, fig, will contain all the information about whatever plot or group of plots we draw. \n",
    "# The axis, ax, will give us access to useful methods for actually drawing plots. \n",
    "# The subplots() method creates both of these for us, and inside that method, we can specify a figure size (figsize). \n",
    "# In this case, we specify a figure size of (10,6), meaning that our figure will have a width of 10 inches and a \n",
    "# height of 6 inches”\n",
    "\n",
    "#“In scatter(), we specify x=hour['instant'] so the x-axis will show the instant variable in our hour data. \n",
    "# We specify y=hour['count'] so the y-axis will show the count variable”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "584738b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clarifying Plots with Titles and Labels\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.scatter(x = hour['instant'], y = hour['count'])\n",
    "plt.xlabel(\"Hour\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.title(\"Ridership Count by Hour\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "df5040b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting Subsets of Data\n",
    "hour_first48=hour.loc[0:48,:]\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.scatter(x = hour_first48['instant'], y = hour_first48['count'])\n",
    "plt.xlabel(\"Hour\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.title(\"Count by Hour - First Two Days\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c5ef0dc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Testing Different Plot Types\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.scatter(x = hour_first48['instant'], y = hour_first48['count'],c='red',marker='+')\n",
    "plt.xlabel(\"Hour\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.title(\"Count by Hour - First Two Days\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b7091d48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GCA8Px+rVq5GYmAgASE9Px44dO9CjjB+2qKgoXHnllbjyyisxcuRING/eHJs2bUKHDh0QERGB/Pz8c8axefNmNG7c2O3xl/V9LVq0QF5eHtauXVu46rR9+3acUk3uTOZ2KlpBQQFmzJiB22+/vch/iMPhwJgxYzBx4kTMmTMH//zzD4YOHYro6GgMGTLE0EETkf3k5emNN0sq9+yKJk3k8b8JKyIin1OBTWkrNgDQt688sp8NuWvkyJE4ceIEbrrpJqxevRq7d+/GggULcMcddyA/Px8xMTG4/fbb8eijj+K3337D5s2bcccddyAkJKTUVZCZM2figw8+wD///IPdu3fj448/RlRUFOrXrw9Aqpv9/vvvSElJKay+9thjj+HPP//EyJEjsWHDBuzYsQNz587F/fffX+b4y/u+Zs2a4YorrsBdd92FVatWYd26dRg+fDiioqIM/FcsnduBzaJFi7Bv3z7ccccd53xt7NixGDNmDEaMGIGOHTsiJSUFCxYsQExMjCGDJSL7OnJEyj2HhgJlZJ+WSU0AccWGiKxSXioaIGm3Dgfw99+Sfkvkqtq1a2P58uXIz89Hnz590Lp1azzwwAOIi4tDyH/5cFOmTEHXrl0xYMAAXH755ejevTtatGiBChUqlHjOypUr47333kP37t3Rtm1b/Prrr/jhhx9QrVo1AMAzzzyDPXv2oFGjRqhRowYAoG3btli6dCl27NiBiy66CO3bt8cTTzxRZDtJSVz5vhkzZiAxMRE9evTAoEGDcPfdd6NmzZpG/POVy6GVlbRngfT0dMTFxSEtLQ2xsbFWD4eIXLR6NdClC1C3LuBpDZB164COHSUwOnzY2PEREbmiQQNg717pudW9e+nP69wZWLMG+PBDYNgwnw0vaGVlZSE5ORlJSUml3uAHqoyMDNSpUwevvPIK7rzzTquHY5rS/o/diQ082mNDRFRcSoo8epqGBugrNkeOAOnpAOc2iMjX/vpL0tH+K1RVqr59JbDZuNE346Lg8ddff2Hbtm3o3Lkz0tLS8MwzzwAArrrqKotHZn8MbIjIEEYENnFxwEsvAYmJQAl7KomITFelimtVGe+7Dxg+XF6viIz28ssvY/v27YiIiMD555+PZcuWoXr16lYPy/Z460BEhqhYEWjTpvxZzvI88ogx4yEiMtN/XS6IDNe+fXusW7fO6mH4JQY2RGSIYcOYZ05E/u2nn6TSWa9ewMCBrn+fpkkxASKylttV0YiIzJSaCvz4I7BggdUjIaJgs3gxMG0a8Ntvrj1/2zagXz+gZ09Th0VELuKKDRHZyq+/AkOGABddJCVViYh8xZUeNs4qV5YmnYBMyvioom1QKygosHoIZBIj/m8Z2BCR1zRNNtDGxQELFwK1a3t+LjbpJCKruBvYJCQA7dtLJbVffgFuvdW8sQW7iIgIhISE4ODBg6hRowYiIiJKbVhJ/kXTNOTk5ODo0aMICQlBRESEx+diYENEXktLk6poKSkyg+mNRo3k8fBh4MwZoFIlr4dHRFQuTXOtOWdxV1whgc3PPzOwMVNISAiSkpJw6NAhHGRX1IAUHR2NevXqFTYq9QQDGyLymir1XKUKEB3t3bmqVAGqVQOOH5ebjHbtvB8fEVF5jh2TyRSHQ5p0uqpvX2DSJFmxyc8HQkNNG2LQi4iIQL169ZCXl4f8/Hyrh0MGCg0NRVhYmNercAxsiMhrRvSwcda4sQQ2O3cysCEi31CrNXXqAO40tr/gAmkmfPw4sHYt0KWLOeMj4XA4EB4ejvDwcKuHQjbEqmhE5DWjAxvusyEiX9uzRx7dSUMDgPBwKQ8NSDqaPzp2DGjVCrjjDll1IvJXXLEhIq8dOCCPRq7YALJiQ0TkCzfcIJUY09Pd/94rrwROngSaNjV+XL6wejWwZQtT6cj/MbAhIq+pFZu6dY0536BBsmrTvr0x5yMiKo/DAVStKh/uuu02+fBXq1fL444dwNChwNtvu5eOR2QXTEUjIq/VqgW0baunkHmrTRvpZdOihTHnIyKi0qnApqAAmDUL+P13a8dD5CkGNkTktaeeAv7+G7jlFqtHQkTkmdtvBx54ADhyxPNzHDkCLF9u3Jh8QdP0wKZtW3n0171CRAxsiMiWFi8Gpk3T9+8QEZklKwv46CPg9dc932OyapU07Bw0SFY+/MXu3VLRLSICeOwx+dz8+daOichTDGyIyJb+7/+A0aOBNWusHgkRBbrkZHmMiZE+Wp5o314aCqemAhs2GDY0061aJY/t2wP9+klgt22bXiWOyJ8wsCEir+zdC8TFAR06SEqDUVgZjYh8ZfdueWzYUIoIeCIiArjsMjn2txWPFi2kH0/lykDXrvI5pqORP2JgQ0ReOXBAyqOeOuX5DUFJGNgQka+owKZRI+/Oc8UV8uhPQcGQIVLq+dVX5c99+8qjvwVnRAADGyLyktHNORU26SQiX9m1Sx7dbc5ZnAoK/vxTJnv8iZqYUsHZyZPGrsIT+QIDGyLyitE9bBSu2BCRrxi1YlO/vqR15ecDixZ5Py6zZWUBeXlFP3feecDBg1Ly2chVeCJfYGBDRF4xa8VGBTb79wOZmcaem4jI2eHD8ujtig2gr3j4QyrXhx/KHslHH9U/FxIivcmI/FGY1QMgIv+myjEbHdhUry5vuGlpUrGoZUtjz09EpKxaJSWPK1Xy/ly33y6rHn36eH8us61eDZw9C0RHl/z1zEwgKsq3YyLyBgMbIvKKWSs2Dgfw6adSejUpydhzExE5czhkMsUI7drJhz9QpZ47dy76+fx8oH9/YMkS2eeYmOjzoRF5hKloROSVZs3kTdyM4KN/fylByhlDIiJjpaVJvxrg3MAmNFS+np0N/PKL78dG5CkGNkTklfffl2Z0nTpZPRIiIvf9+CNw1VXAW28Zd87UVOCll4CHHzbunEZTzY+TkoAaNc79Oss+kz9iYENEtpWSArzxBvDmm1aPhIgC1dq1wNy5wF9/GXfO06eBsWOB11+XPl92tHq1PBZfrVFUEYRFi4DcXN+MichbDGyIyGNm9zjYswcYNQqYPNnc6xBR8DKqh42zRo2kF1deHvDrr8ad10jlBTYdO8q+o/R06ctD5A8Y2BCRx376SSqXXXutOedXTTr37ZNcbyIio6keNkYGNoC+4vHzz8ae1yiXXw4MGABcdFHJXw8J0Su72fXvQFQcAxsi8lhKiszmmRV01KgBxMTIypC6+SAiMpJRzTmLc96jYvbqtidGjQJ++KHs/ZH+1JOHCGBgQ0ReMKvUs+Jw6I06d+405xpEFLzOnjW2OaezHj2AyEhpMrx1q7Hn9pU+feRj2DB7BmdExTGwISKPqeacdeuadw0GNkRkFrVaU6WKfBgpOhro2VOO7bbisXmzPjFVlho1JA1t9GiZaCKyOwY2ROQxs1dsAH2fzY4d5l2DiILT0aNAxYrGr9YofftKH66TJ805v6dGjpQJqU8/tXokRMYKs3oAROS/fBHYcMWGiMxyySVSmjkjw5zz33kncM89QIUK5pzfE/n5UuIaAM47z7XvSUkBFiwAbr0VCOOdI9kYfzyJyGMqFc3MwKZvX2D5cn3lhojISA4HUKmSOec267ze2LJFArmYGKB58/KfX1AAtG0LnDgBNGsGdOtm/hiJPMVUNCLySF6evMG1a2duYJOQINcpqTM2EZG/OH3a6hGIVavksWNHIDS0/OeHhAC9eskxyz6T3TGwISKPhIUB8+YBGzYAlStbPRoiIvdddRVw9dXmprpu3Qq0aiWTQHaoLKYac3bp4vr3sOwz+QsGNkRke998Azz8MLBmjdUjIaJAkZ8vKxDff2/uvpHERAmckpPtUQRFrdh07uz696hGnWvXAqmpxo+JyCgMbIjIIwUFvrvWF18AU6bIXhsiIiMcPAjk5EhQY2bJ+kqVgIsukmOrVzwyMoB//pFjdwKbWrX0QgMLFhg+LCLDMLAhIo+89BIQGws89pj512JlNCIymuphU7+++ZW++vaVR6v3qISEAB9/DPzvf+7vjVR/B6uDM6KyMLAhIo+kpMhm2BAfvIowsCEio+3aJY+NGpl/LbVHZckSIDPT/OuVJioKGDIEeP55979X/R0WLbLHXiGikjCwISKP+KKHjaJKPTOwISKjqBUbs5pzOmvZUvbaZGVJcOOPunYFPv9cykU7HFaPhqhkDGyIyCO+DGzUis2ePUBurvnXI6LA58sVG4dDX/GwMh3tzTeB33/37HU0PBy48UagWjXjx0VkFDboJCKP+KI5p1KrlqRQZGZKcMNmnUTkLYcDiI72zYoNAFx7rfT/6tfPN9cr7sgRYORI+XufOiWBClGgYWBDRG7LzwcOH5ZjXwQ2Does2mzaJOloDGyIyFuffSZ7RXxV4bF3b/mwiupf06KFFH7xREEB8OKLUkBgzhyu3pD9MBWNiNx25IgENyEhQHy8b645e7aUZ1XpHERE3nI4gNBQq0fhG6p/jTuNOYsLCZGAcNkyYOFCY8ZFZCS3A5uUlBTccsstqFatGqKjo3Heeedh3bp1hV/XNA0TJkxA7dq1ERUVhZ49e2Lz5s2GDpqIrJWbC/TvD1x2mfllUpUWLSQljZtWichfFRRIk8vPP/f9tdWKjTv9a0rCss9kZ24FNidPnkT37t0RHh6O+fPnY8uWLXjllVdQuXLlwudMnjwZU6ZMwfTp07FmzRokJCSgV69eOH36tNFjJyKL1K8P/PgjG7URkX+aN08aTo4b59vr/vMP0KkTMHy4VEjzlYICYM0aOfZmxQbQA5tffvFto2YiV7gV2Lz44otITEzEjBkz0LlzZzRo0ACXXXYZGv1XUkTTNEydOhXjx4/HoEGD0Lp1a8yaNQtnz57FZ599ZspfgIiCw6FDwNixwIgRVo+EiPzd1q3A338De/f69rpt2sjK89mzks7lKzt2SMGAChWA1q29O1f37kClSpKSvGGDEaMjMo5bgc3cuXPRsWNHXHfddahZsybat2+P9957r/DrycnJOHz4MHo77Y6LjIxEjx49sGLFihLPmZ2djfT09CIfRGRvVpRczssDXnoJeO89OSYi8pQvSz07s6rss0pDO/9876uhRURIGjJgbelqopK4Fdjs3r0bb731Fpo0aYJffvkF9957L0aPHo2PPvoIAHD4vzJJ8cV2E8fHxxd+rbhJkyYhLi6u8CMxMdGTvwcR+dCdd0pVnXff9d0169SR2ca8PGDfPt9dl4gCjy+bcxZnxR6V668HVq4EJk0y5nwqOOM+G7IbtwKbgoICdOjQARMnTkT79u1xzz334K677sJbb71V5HmOYrt7NU0753PKuHHjkJaWVvixf/9+N/8KRORrKSnA6dPSA8JXQkL02dUdO3x3XSIKPGrFxorA5vLL5fVs61bfpcJFRsremosuMuZ8V1wh6Wjx8dxnQ/biVmBTq1YttGzZssjnWrRogX3/TZ8mJCQAwDmrM6mpqees4iiRkZGIjY0t8kFE9paSIo++6GHjrHFjedy507fXJaLAkZenBxRWBDZVqgBdu8qxv6ZyNWgAnDgBfP21BGlEduHWj2P37t2xffv2Ip/7999/Ub9+fQBAUlISEhISsNCpuHlOTg6WLl2Kbt26GTBcIrKapgEHDsgxAxsi8jcHDkhwExHh+9cwRaWjLV5s/rU2bQLuvRf48ktjz+vtXh0iM7jVgeLBBx9Et27dMHHiRFx//fVYvXo13n33Xbz7X6K9w+HAmDFjMHHiRDRp0gRNmjTBxIkTER0djSFDhpjyFyAi30pPBzIy5NjXNwVNmsgjAxsi8lR6OtCypQQ2Vq023HqrpIWplRsz/fYb8M47EtBdf73x509OlhUc9hgjO3ArsOnUqRPmzJmDcePG4ZlnnkFSUhKmTp2Km2++ufA5Y8eORWZmJkaMGIGTJ0+iS5cuWLBgAWJiYgwfPBH5nkpDq1wZqFjRt9dWKzYsHkBEnmrbFti8WVafrVKvnnz4glGNOYvTNKBDByn5/Pff8u9KZDWHpln5q32u9PR0xMXFIS0tjfttiGxo4UKgd2+gVStpNudLmZnA8eNA7drM6yYickXTplJw5eefgT59jD33gAHS7PSFF4DHHjP23ESKO7EBbw2IyC2VKgH9+wM9evj+2lFRQN26DGqIyP8dPAiMGgVceaV51zhxQq8i2amT8edXe4X8tQgCBR63UtGIiLp2BX780epREBF55tJLgZMnpQ+XGTf7roqMBN58U1K6UlLM2bO4Zo08NmkCVK1q/PlVP5s//pC9S0y0Iatx3pOI/MrHHwPXXSdlRomI3LVhg3xERVk7jmrV9H0vZq14rFolj0bvr1EaNZKgKS/PNxXeiMrDwIaI3JKVZe31N2yQoObPP60dBxH5n5Mn5QOwpodNcSqVa/58c86v+vV06WLO+QF91casvwOROxjYEJFbunUDYmKkhKgVVGU0lTdOROSq3bvlMSEBiI62diyAHhQsXAjk5hp//g8+AFJTgVtuMf7civo7/PqredcgchX32BCRW1JSgDNnpNyzFdikk4g8tWuXPNphtQYAOnaUlLTjx4GVK6W3jdFq1DD+nM4uuAB49FGgTRtzr0PkCq7YEJHLcnJk9g+wrmO3atK5axeQn2/NGIjIP6kVm0aNrB2HEhoq5fMB/60sVrUqMHmyNB0lshoDGyJy2aFD8hgRAVSvbs0YEhOB8HAJsg4csGYMROSf7LZiA8g+mwYNgLg4Y8/71FNAr17ADz8Ye14iO2NgQ0QuS0mRRysbZIaG6jclTEcjInfUrAm0aAE0a2b1SHRDhshK0tixxp530SL5OHXK2POW5NQp2Xe5fLn51yIqCwMbInKZCmysSkNTGjeWHhAqLY6IyBXPPw9s2QLcdJPVI9GFhgIOh7HnzM0F1q+XY7NKPTubPVv6Az3/vPnXIioLiwcQkcvsEth8+qlUZrNq1YiIyGh5eZIqZ8Rq0j//SGn+uDh9X6KZWrfWr0tkJd4WEJHLEhOBAQOkCo6V4uIY1BCRezRNPuzo339l32LXrsYURXFuzOmL18pWreRx/34gPd386xGVhrcGROSywYNlI+qDD1o9EiIi9yxcCFSpAtxwg9UjOVfDhpKOdvIksHq19+dT5/BFGhog5f/VSv7mzb65JlFJGNgQkd85dUpuTi64ACgosHo0ROQPdu8G0tKAzEyrR3KusDBjyz77OrAB9FUbBjZkJQY2ROSyM2fskcpRqRLw7beSbqH2/RARlUWVerZLD5virrhCHufP9+48+flA3bqSsuvLwIb7bMgOGNgQkUs0TXLAY2Ks7x8TFgYkJckxSz4TkStUc0479bBxpgKbtWuBo0c9P09oqKz6nDgBJCQYMzZXqBUbBjZkJQY2ROSSEyeA7GwgIwOoUcPq0eiVfnbssHYcROQf7Nic01mtWkC7djKJtGCB9+fzdYGVSy4B3nkHeOEF316XyBkDGyJyiVqlqVFDeshYrXFjeeSKDRGVR9Psv2IDAH37yqM3+2zOnDFmLO5KSgLuvhvo2NGa6xMB7GNDRC6ySw8bhYENEbnq+HHg9Gk5VmmsdnTddUCFCsDAgZ6fo1kzmXz66SegeXPjxkbkDxjYEJFL7BbYqFQ0BjZEVJ6zZ2U1JCNDAge76tBBPjyVkgIcPCj7bBITjRuXq7ZuBf74A2jRArjwQt9fn4iBDVEAS0sDIiKAqCjvz6VS0erW9f5cRmjcGAgPl0ICmiY9IIiISlKvnqxg+IvcXODvv0v/etOmQGysHKemAvv2yfGyZfLYujVQsaK5YyzJrFnAiy8CI0YwsCFrMLAhClBHjsjNf8eOwG+/eX8+u63YNGwo/ShCQ60eCRGRcc6elZLPY8fq+4KKW7QIuOwyOf72W+C++4p+3Zdlnp2x5DNZjYENUYBavlw2kS5ZIulaak+Kp9q3l7zvdu0MGZ7XfF3xh4j8V1aWvVPQnGVnA6++Kqs2paWTORdwqVSp6PNiYoDhw80dY2mcm3RyJZ2s4NA0O7Tb06WnpyMuLg5paWmIVeusROS2Dz8E7rxTjv/4A+je3drxEBFZpUcPYNMm4JNPgH79rB5N4MrMlECroAA4dMi3fXQocLkTG3DOkyhAHTwoj3feGbhBzcyZknLx/PNWj4SI7Gz3buDkSaBqVatHEtiiooBGjeR482Zrx0LBiYENUYBSgU3t2t6fKz9fChHYa30XOHUKWLMG2LDB6pEQkV1lZel7BNVNN5mH+2zISgxsiAKUc2CTkQEkJ3t+ruRkoHJl+6UVqJLPO3ZYOw4isq89e2RSplIloHp1q0cT+NQ+GwY2ZAUWDyAKUPfdJ+U2jx2TN/Pu3aWSjifUbGdcnHHjM4Jzk05uVCWikqgb7EaN+BrhC7feClxyCdCmjdUjoWDEFRuiANWnD/DII8BNN0kqxpIl0n3bE3Yr9awkJUl1tIwMKW9NRFTc3LnyeOml1o4jWDRtKv/WNWpYPRIKRgxsiAJco0ZA27ayT+bHHz07h2rOabfAJiICqF9fjpmORkTF5eYCP/wgx4MGWTsWIjIfAxuiAHTmjLyZ//WX/Fm9oX/7rWfns+uKDVA0HY2IyFl2NvDoo0Dv3kDXrlaPJnjMmwf83/8Ba9daPRIKNgxsiALQ9u3AlVcC/fvLn6+5Rh4XLJCgx10qsKlb15jxGalFC++bjxJRYKpUCfjf/4BffgFCQ60eTfD46CPgxRclBZrIlxjYEAUgVRFNrbC0aSMpaVlZwM8/u38+O6/YvPaapKENG2b1SIiICGBlNLIOAxuiAFS8h43Doa/azJnj/vkuv1xWgJo2NWZ8RERm27IF+OILID3d6pEEH9XLhk06yddY7pkoAJXUnPPWW6UPjQpw3PHss8aMi4jIVz78EHjlFeCWW4CPP7Z6NMFFrdhs2QIUFEj1SiJfYGBDFIBKCmzatpWPQFNQIP16/v1XZgfj460eERFZTdP01emrr7Z0KEGpUSMgMhI4e1YapDZsaPWIKFgwhiYKQCUFNp7KygJOnZIbBTsKCZG/7/HjrIxGRGLjRmD3bqBCBeCKK6weTfAJCwOaN5dj7rMhX2JgQxSAihcPULKzgVmzJDUjP9+1c/3yC1ClCtCjh7FjNBJLPhORM1Xavk8foGJFa8cSrNQ+my1brB0HBRcGNkQB6KmngJdflmpozkJCgAcfBD79FFi+3LVzqYpo1asbO0YjqcDmnnuAuDj5+O03/eszZuifL+mjTRvgxAlrxk5ExlOBDZtyWueZZ4C9e4HHHrN6JBRMGNgQBaCrrwYefvjcFZvwcGDgQDl2tVmnnUs9K5dfLo/Z2VIBKT0dyMvTv56bq3+++EfHjsCXX3JWlyhQ7Ngh6U+hocCAAVaPJng1bAjUqydVOYl8hcUDiILMoEHSPG3OHODVV8t/0zlwQB7tHNhcey1w6FDR5qPO+4tuuAG49NLSv79ePSAiwrzxEZHv/PGHPF5yCVC1qrVjISLfYmBDFGAOHwbWrAEaNDg3FQ0AevcGoqOBffuA9euB888v+3z+sGIDSCnr0qiUMyIKfMOGAZddJkVPyFovvijvRy++KJXSiMzGVDSiALNihTTTvOeekr8eFQX07SvHrjTr9JfAxlPr10su+CefWD0SIjJKvXqBWd7e33zzjXxs2GD1SChYMLAhCjCulHpWG2pd2WcTDIHNU09Jh3Ii8m92LUsfrFSjTpZ8Jl9hYEMUYFQgUlZg07+/9HeoWlU20JcmL09KQ195ZeAGNrVqyaMKCInIf/XvD/TrJ31syHqq5PPmzdaOg4IH99gQBRhXVmzi4mQvTnn7TsLCgDffNG5sdqQCm0OHrB0HEXnn+HFgwQLp0TVtmtWjIYArNuR7XLEhCjClNecsjpvphQpsUlNdb1pKRPbz44/yO9y2LTeq24VasdmxQ8rxE5nNrcBmwoQJcDgcRT4SnEoRaZqGCRMmoHbt2oiKikLPnj2xmeuPRD7lyoqNs+PHgbS0kr+WlgacPBnYees1a0rj0oICCW6IyD+xKaf91KkDxMZKWvO//1o9GgoGbq/YtGrVCocOHSr82LRpU+HXJk+ejClTpmD69OlYs2YNEhIS0KtXL5w+fdrQQRNR6dwJbB56CIiPB2bNKvnr06fLPpy77zZufHYTGirBDcB0NCJ/deYM8MsvcszAxj4cDlm1iYwE9u+3ejQUDNzeYxMWFlZklUbRNA1Tp07F+PHjMei/V5VZs2YhPj4en332Ge4prfYsERlG04C33pLgpl698p9fr56kbnz7LTB69LlfV4UI4uONHafd1K4te44Y2BD5p59/llSnRo309Ceyh+++kwmy0FCrR0LBwO0Vmx07dqB27dpISkrCjTfeiN27dwMAkpOTcfjwYfTu3bvwuZGRkejRowdWrFhR6vmys7ORnp5e5IOIPONwADfeKCsxFSuW//yrr5bHZcuAo0fP/boKbOrWNWyItjRzJrBtmzT1IyL/45yG5nBYOxYqqkYNBjXkO24FNl26dMFHH32EX375Be+99x4OHz6Mbt264fjx4zh8+DAAIL7Y1G58fHzh10oyadIkxMXFFX4kJiZ68NcgIk80aAB06CD7S+bOPffrgd7DRmnTBmjWTEpgE5H/ufxy4JJLgMGDrR4JEVnJrcCmb9++GDx4MNq0aYPLL78c8+bNAyApZ4qj2FSJpmnnfM7ZuHHjkJaWVvixn0mYRB7buVMClG3bXP+espp1BktgQ0T+7Y47gMWLgS5drB4JFZedDdx8M9C+PXD2rNWjoUDnVbnnihUrok2bNtixY0fhvpviqzOpqannrOI4i4yMRGxsbJEPIvLM3LnAVVcBTz/t+vdcc408LlpUtFlnbi5w5IgcB3pgs2WL/Ju99ZbVIyEiCiwREdJfaMMG9ybdiDzhVWCTnZ2NrVu3olatWkhKSkJCQgIWLlxY+PWcnBwsXboU3bp183qgRFQ+d0s9A0CLFpKGlZMD/PST/vlDh6QYQXi45EgHsn//BSZMkL02ROQ/8vOBDz7QJ2HIfhwONuok33GrKtojjzyCgQMHol69ekhNTcVzzz2H9PR03H777XA4HBgzZgwmTpyIJk2aoEmTJpg4cSKio6MxZMgQs8ZPRE5cbc7pzOEA/vc/ICur6Ob5sDBgxAhJIwgJ8Fa+qkknq6IR+Zc//gCGDweqV5fKhtykbk+tWwNLlwJsbUhmcyuwOXDgAG666SYcO3YMNWrUwAUXXICVK1eifv36AICxY8ciMzMTI0aMwMmTJ9GlSxcsWLAAMTExpgyeiIryZMUGAG677dzP1a4NvPGG92PyByqwOXxYVqlYVYnIP8yZI4/9+zOosTOu2JCvODTNXj3F09PTERcXh7S0NO63IXJT06bAjh0yM3bxxVaPxn/k5EgDOUDKXlevbu14iKh8miaVHfftA77/HrjySqtHRKVZtkzek+rXB/bssXo05G/ciQ0CPMGEKHhomucrNgCQmgpMmwa8/LL8+cgR4ORJOW+gi4jQgxmmoxH5h/XrJaipWBHo1cvq0VBZ1IrN3r1Fi9QQGY2BDVGAOH0ayMiQY08Cmy1bgNGjgUmTgLw8afJZtSowdaqhw7Qt7rMh8i+qRH3fvkBUlLVjobJVrQokJkqxGhZ6IDO5tceGiOwrPBz44gtZeYmOdv/7L7xQVi2OHQN+/x04cEA+r274A12tWsCmTQxsiPyF2l+jStaTvSUncx8UmY+BDVGAiIoCbrjB8+8PC5MeOB98IDOhwdac87XXpGhAvXpWj4SIyrN/v5RpDw+XwgFkfwxqyBeYikZEhdTM55w5+opNsAQ2zZtLPx+mtBDZX2KipDT98AMQF2f1aMgdwbBvk6zDwIYoQPz1l1QG2rXL83NcdhkQEyNFCLKz5XOe7NchIjJbtWpAnz5Wj4JclZwMXHCBTCIRmYWBDVGAmDkTuPpq4P33PT9HhQpF0zqqV5fPBYPdu4GnngImT7Z6JERUFs74+6dq1YBVqySF8MQJq0dDgYqBDVGA8KbUszPnjbjBkoYGyL/fM88A77xj9UiIqCxvvCHFTr76yuqRkDtiY/U9jJs3WzsWClwMbIgChFGBzZVXAkuXaBhxZzauHRw8U6PO5Z45I0xkX19/DSxfrhc4If/RurU8MrAhszCwIQoQRgU2FSoAFx+ajTc+qIDH6870elz+QgU2mZlsIEdkV0ePShd7gGWe/ZFq1PnPP9aOgwIXAxuiAKBpxgU2AID58+UxiHI9oqP16krsZUNkT3PnAgUFQIcOQP36Vo+G3KVWbBjYkFkY2BAFgOPHgZwcOTakoebOnfK4enVQ5WU5p6MRkf18+608Dhpk7TjIM84rNkH01kI+xMCGKACo1ZoaNYCICANOuGOHPB4/LuXCggQDGyL7Sk8HFi2SYwY2/qlFC6BhQ6BbNyAry+rRUCAKs3oAROS9xERg9my994xX0tIkkV1ZvRpo1MiAE9sfAxsi+/rpJ1mZbtZMbpDJ/0RHe9drjag8DGyIAkCVKsD11xt0suLvOqtWATfdZNDJ7e3ZZ6WXTd26Vo+EiIqrVQu46irZX0NEVBIGNkRUlNpfo6xebc04LNCwodUjIKLS9OghH+T/NA04exaoWNHqkVCg4R4bogCwdCnw3XfA/v0GnEztr+neXR7Xr9crExAREXlh0SLZD9q7t9UjoUDEwIYoAEyZIj0d5s0z4GRqxeaKKyTHLTsb2LTJgBPb38GDwJNPAo8/bvVIiMhZVhZw4ACQm2v1SMhb8fFSl2bzZlZGI+MxsCEKAIb2sFGBTZMmQOfOcrxqlQEntr/0dNlnM22a1SMhImerVkmRFNUHhfxX06ZAaKjUqUlJsXo0FGgY2BAFAEMDG5WK1rixHtgEyT4b9e+Xng5kZFg7FiLSHT4sjwkJ1o6DvBcZKcENIKs2REZiYEPk5/Lz9Tf9OnW8PNnp08CRI3LcuDHQpYscB0lgExMj5UgBlnwmshMGNoHFuVEnkZEY2BD5udRUoKAACAkBatb08mSq1HONGkBcnL5is22b5A0EOIeDvWyI7Ej9PqrfT/JvKqWQKzZkNAY2RH5OpaElJEjeslfU/prGjeWxRg0gKUl2eK5d6+XJ/QMDGyL74YpNYOGKDZmFgQ2RnzNtf40SZAUEGNgQ2Q8Dm8By3nlAr17yQWQkNugk8nMdOwKzZ8uGTK85V0RTunSRCwTJPhsGNkT2w8AmsDRuDCxYYPUoKBAxsCHyc7VqAddfb9DJiqeiAUVXbDRNNqIEsEcfBUaNMqAQAxEZ5tprgbZti740EREVx8CGiHQlpaK1by+bdw4flg55iYnWjM1H6ta1egREVByb5gamkyeBs2c5kUTG4R4bIj/3ww/AnDlSHc0rGRl6/pVzYBMdLVOlQNDssyEiInNNnQpUrQo89pjVI6FAwsCGyM898QQwaBCwbp2XJ1KlnqtVA6pUKfq1IGrUefKk/JuOHm31SIgIkBn9AweAnByrR0JGathQHlnymYzEwIbIz6mqaF4v5Ze0v0YJokadBQXAc88B06YB2dlWj4aIli6VDFj1MkSBQZV83rpVGk0TGYGBDZEfy8kBjh6VY6/LPZe0v0ZRKzZr1wb8O1DVqkBEhByrSkxEZB1WRAtMSUlAVJRMIKmEASJvMbAh8mPqDT88XDLIvFJSqWeleXMgJkb24WzZ4uWF7M3h0G+gWPKZyHrqdU6VYqfAEBICtGwpx2zUSUZhYEPkx5ybc3pdhbmsVLTQUGmYAwRFAQH2siGyD/V7yBWbwNO6tTwysCGjMLAh8mPOgY3XykpFA4KqgAADGyL7YCpa4GrTRh43bbJ2HBQ42MeGyI8ZVjjg7FkgJUWOSwts1M7dIFixUYEiAxsi6zGwCVwXXwzcey/Qs6fVI6FAwcCGyI8NGADExwM1anh5ot275bFKldI366gVm3/+kb02FSt6eVH7Uis2KnAkIuswsAlcnTrJB5FRGNgQ+bEGDeTDa2Xtr1Hq1JGPlBRg/XrgoosMuLA93XUXcOONBqX4EZFXhgwBkpOlihYRUVkY2BBR+ftrlM6dgTlzJB0tgAOb+Hj5ICLrTZhg9QjITJmZkggQEyMFOIm8weIBRH7s008lzkhL8/JEZZV6dhZEBQSIiMh8Tz0lby3Tp1s9EgoEDGyI/NioUcCgQQbsBXElFQ0ImgICWVnA448Dw4cDeXlWj4YoeJ05A+zfL82IKTC1ayePf/9t7TgoMDCwIfJTZ88Cp07Jsdd7QVxNRTv/fGmYs2+fvqM3AIWHA5MmAR98AKSmWj0aouD1yy9AvXrAJZdYPRIyS9u28rhxI6Bp1o6F/B8DGyI/pVZpoqOB2FgvTpSZKVOiQPmBTWys3io6gNPRQkP1PTYs+UxkHVZEC3zNmwMREUB6OrB3r9WjIX/HwIbITzk353Q4vDhRcrI8xsUB1auX//wg2WfDJp1E1lO/f+r3kQJPeLg+X8Z0NPIWAxsiP2VYc07n/TWuREh222eTkwN88w3w8MN6kGYANukksh5XbIKDSkdjYEPeYrlnIj/lvGLjFVf31yhqxWbNGqCgAAixaH5k+3bZBDNrlr4RJjMTePNNQ07PJp1E1mNgExxUAYGNG60dB/k/BjZEfsqwwMbVimhK69ZAhQpSY3rHDqBZMy8H4IazZ2V15r33gGXL9M+HhwO5uVLUwCBMRSOyHgOb4NC7N/Dyy0DXrlaPhPydV1OtkyZNgsPhwJgxYwo/p2kaJkyYgNq1ayMqKgo9e/bE5s2bvR0nERVz113Al19KV26vuNrDRgkPl+pogO/S0TZskNrWtWsDt90mQU1ICDBwIPD99/IPARi6vMLAhsh63GMTHFq3lmzibt2sHgn5O49XbNasWYN3330XbVVi5H8mT56MKVOmYObMmWjatCmee+459OrVC9u3b0dMTIzXAyYi0ayZQYsl7qaiAZKOtny5FBC47TYDBlGC9HTg889ldWbdOv3zSUnAnXcCQ4fqG4zU1w2MQq6/HujVizdURFYaNgw4cABITLR6JETkDzwKbM6cOYObb74Z7733Hp577rnCz2uahqlTp2L8+PEYNGgQAGDWrFmIj4/HZ599hnvuuceYURORMbKz9fQtdwIbswoIaBrw558SzHz5paSeAVIL9JprpGPmpZeeu69HRR+pqUB+vtRr9lLVqvJBRNZxusWgALdnj7z8N2yov8UQucujVLSRI0eif//+uPzyy4t8Pjk5GYcPH0bv3r0LPxcZGYkePXpgxYoVJZ4rOzsb6enpRT6IqGyaJnvkv/1WYhOPJSfLyWJigJo1Xf8+VUDg77+BrCwvBuDk9Gmge3f5mDlTgpoWLYApU4CUFOCLL4DLLy+5WEHNmvL5ggJ21CQi8kNvvSWp1bNmWT0S8mduBzZffPEF1q9fj0mTJp3ztcP/7fKLV53t/hMfH1/4teImTZqEuLi4wo9ErjcTlSs9HRg5Ehg8GMjL8+JE7pZ6Vho0AGrUkA37GzZ4MQAnr70m03VRUZJ/snw5sHkz8OCD5ffXCQvTAzOD0tE0DXjyScl6O3nSkFMSkRvS02VB2avJG/IbLPlMRnArsNm/fz8eeOABfPLJJ6hQoUKpz3MUu0HSNO2czynjxo1DWlpa4cd+1QGdiEql9sjHxQEVK3pxIk/21wASBBnZqPPUKeCVV+T4ww/lo1s394Itg3f7Oxwyg/jhhwBfloh87/vvgfr1gQEDrB4J+YIq+bxpkyy+E3nCrcBm3bp1SE1Nxfnnn4+wsDCEhYVh6dKleP311xEWFla4UlN8dSY1NfWcVRwlMjISsbGxRT6IqGyWlXp2ZmRgM2WKBDetWsmufU+YUMaMldGIrMOKaMGlWTPZTnn6tOy3IfKEW4HNZZddhk2bNmHDhg2FHx07dsTNN9+MDRs2oGHDhkhISMDChQsLvycnJwdLly5FN9bwIzKM4YGNq6WenRlVQOD4cWDqVDl++mnPG36aEIWof1826STyPfawCS7h4UDLlnLMdDTylFtV0WJiYtC6desin6tYsSKqVatW+PkxY8Zg4sSJaNKkCZo0aYKJEyciOjoaQ7xutkFEimGBjaepaADQqZM87twJnDjheQmxl1+WKbrzzpPKZ57iig1RQGFgE3zatZNtmxs3evd2QMHL4z42pRk7diwyMzMxYsQInDx5El26dMGCBQvYw4bIQCqwUW1cPJKTA+zdK8eeBDZVq8pKz44dko52xRXunyM1FZg2TY69Wa0B9CiETTqJAgIDm+Cj9tlwxYY85XVgs2TJkiJ/djgcmDBhAiZMmODtqYmoFIas2OzZIzs0K1b0/M6hc2fvApvJk4GMDFn9GTjQszEoXLEhCijcYxN8rrpK+ti0b2/1SMhfGb5iQ0Tme/JJ4IYb9Nktj3ha6tlZ587Ap596ts/m0CHgjTfk+JlnPB+DwsCGKKBwxSb4NGwoH0SeYmBD5IfatJEPr3izv0ZRBQRWr5bGL+4EJy+8IM09u3YF+vTxfAyKWr46fNj9sZSid29g1y7eWBH5mqYB994rkwpe7yUkoqDBwIYoWHlT6llp105K2Rw7JqltSUmufd+BA8Dbb8vxs88aEoQURh+5uVJprbymni6IjZUPIvIthwMooQ84BYGVK4GFC2XerHdvq0dD/saLnbpEZIXTp4Hp04E5c7w8kTelnpUKFaSaGeBeOtrEiVK84OKLgUsv9fz6ziIigGrV5Ji5Y0REfum77yTd2uv3OApKDGyI/ExyMnD//cA993h5IiNS0QD3G3Xu3Qu8/74cG7Vao5iwKWbiROCOO/QCckRkvpMn5XcuK8vqkZCvsTIaeYOBDZGfMaQiWm6u3trZ28DG3Uadzz4r17/8clmxMZIJgc0nnwAzZugLXERkvi+/BBo0AG680eqRkK+1bSuPGzdK4U4idzCwIfIzhgQ2e/cC+flAVJT3O3PVis369RKwlGXXLmDmTDl+5hnvrlsS9rIhCgjq942FO4JPs2ZAZKR0AkhOtno05G8Y2BD5GUMCGyNKPStNmgBxcZIzsmlT2c995hkJqPr2lWpoRmPJZ6KAwFLPwSssDGjVSo6ZjkbuYmBD5GcMCWyM2l8DACEhru2z2b5d8roA4Omnvb9uSRjYEAUEBjbBjftsyFMMbIj8TEqKPBq2YmMEFdiUtc/m6aclYfrKK4FOnYy5bnHqH4WBDZFfY2AT3NQ+m3/+sXYc5H/Yx4bIzxiaiuZNqWdnzo06S/LPP8AXX8ixWas1AFdsiAIEA5vgduONQK9eQNOmVo+E/A0DGyI/8/bbUtBMLZJ4xMhUNEBfgdm6FUhPP7er5dNPSyvxwYP1vjdmcI5CNM2QUtIm1CMgojJoGgObYJeQwP978gwDGyI/c/758uGxvDy91IxRgU1CAlCvHrBvH7B2bdGmmxs2AF9/LUHGhAnGXK80KgrJzJQAKy7O61N27izF3NSpichceXnAgw9KcBMfb/VoiMifcI8NUbDZt0/uHCpUAOrUMe68paWjqWDmhhuA1q2Nu15JoqP11SKDcseio4GGDaUyNhGZLzwcmDRJ+kfx9y54ffcdMHSozIsRuYqBDZEf2b8fmDYNmD/fi5Oo/TWNGklFM6OUVEBg7Vrg++/lOk89Zdy1ysJNMUREfm/VKmDWLGDRIqtHQv6EgQ2RH/nrL2D0aODJJ704idH7a5SSVmzUQG++GWje3NjrlcaETTGvvgoMG1Z+mx4i8t7x47KPMDPT6pGQlVjymTzBwIbIjxjenNNIHToAoaEyyAMHgD//lKWl0FAvIzE3mbBiM2cOMHMmsGWLYackolLMmgUkJQF33mn1SMhKKrDZtEk6BRC5goENkR+xZalnpWJFfQ/N6tV6MDN0qPFBVFlY8pnIr7EiGgHyFlWhApCRAezebfVoyF8wsCHyI4YENmalogH6PptXX5XE6PBw4PHHjb9OWdikk8ivMbAhAAgLA1q1kmOmo5GrGNgQ+RGvA5v8fH3qy8zA5o8/5PHOO4EGDYy/Tlm4YkPk1xjYkKLS0TZutHYc5D8Y2BD5Ea8Dm/37gdxcIDISSEw0bFyFVAEBAIiIAP73P+OvUR4GNkR+jYENKe3aSQu0o0etHgn5CwY2RH7E68BG7a9p2NDYUs9Ky5ay1wYA7rnHnOCpPCZEIerf28BCa0RUCgY2pAwbBpw5A7z5ptUjIX8RZvUAiMh1c+fKzbXHWWRm7q8BpALagw8CCxYA48ebc43yqMAmPR04e1Y6bBp0Sq7YEJkrNxc4dkyOGdhQTIzVIyB/w8CGyI9ccIGXJzCr1LOzZ5+VD6vExkq78sxMiUQaNfL6lE2ayNYk3mgRmSs3F/i//5NVm2rVrB4NEfkbpqIRBROzSj3bicNheJPOiAjpqxEVZcjpiKgU0dHAxInAhx/KAjDR228D3bsDM2ZYPRLyBwxsiPzEpk3A668Dv/3mxUnMTkWzC+aOEREFhP37gRUrgJUrrR4J+QMGNkR+YskS4IEHgDfe8PAE+fnArl1yHOiBjQm9bN55R3qNLl9u2CmJqJjUVEn7zMy0eiRkF23byiN72ZArGNgQ+QmvK6KlpAA5OdI004pqZb5kworNL78As2YBGzYYdkoiKubdd2Vb3P33Wz0SsgvVy2bTJqCgwNqxkP0xsCHyEyqwqVPHwxM4l3oOC/C6IexlQ+SXWOqZimvSBKhQQYpcqqQDotIwsCHyE16v2ATL/hqAgQ2Rn2JgQ8WFhgKtW8sx09GoPAxsiPyEYc05Gdh4hE06iczHwIZKotLRNm60dhxkfwxsiPyEYYFNIJd6VrhiQ+SXGNhQSdq2BerWlS2iRGUJ8ER7osBw9ixw6pQcMxXNBSoKOX4cyM4GIiMNOyUDGyLzMLChkowaBYwebfUoyB8wsCHyAxERUsP/4EEgNtaDExQUBE+pZ0BaloeHSxvzw4eB+vW9PqUKbI4dA/LyAr/+ApGvnTkDZGTIMQMbchbC/CJyEd+aifxAWBjQpYsXJzh4EMjKkhMZcJNvew6H3Bnt3y9LLAb8nWvUAJKT5bQMaoiMV1AA/O9/stBaqZLVoyG7ys+XggJEJWEMTBQM1P6apKTguSs3uElnSAjQoIGUHSUi48XGAs8/D7z9ttUjITt68kkgPh546y2rR0J2FiR3OET+bdkyYP16WbW54AIPThBM+2sUboohIgoY+flAaioro1HZuGJD5Ae+/x4YMwb4+msPTxBMpZ4VEwKbjz4Cbr8d+Oknw05JRP85dEi2AmZmWj0SsiNV8pm9bKgsDGxMpGnA6dNWj4ICAUs9e8CEwOaPPyS4WbPGsFMS0X+mTZO5l8ces3okZEcqsNm0SVZviErCwMYkmzYBF18MXH+91SOhQJCSIo8s9ewGNukk8iss9UxladwYiIqSFT01V0dUHAMbk0RHA3/+Cfz8M7BihdWjIX/n1YqNpjEVzb6nJKL/MLChsoSGAq1byzH32VBpGNiYpFEjYNgwOX7ySWvHQv5N07wMbA4dkimu0FAp6xUsVBRi4PIKAxsi8zCwofJwnw2Vh4GNCQ4cAPr1A9LSpEfgr78CS5daPSryV+npwNmzcqxurN2iVmsaNJAfyGCh/rFSU6WjpoGnZGBDZDwV2Hj0OkdBoVs3oGfP4JqjI/cwsDHBv/8C8+fLUunw4fK5J56QmXcid6kFh7g4oGJFD04QjPtrAKBmTWk+o2kS3BhA3XAdOSLNBL1x9qzvXxNycvg6RPakSvkCXLGh0g0bBvz2m35vRVQcAxsT7N4tjw0bAuPHA5GR0ofk11+tHRf5pwYNgFWrgK++8vAEwbi/BpDUu/h4OTZoiSU+HnA4ZAHo+HHPz/PNN9JZ/eWXDRmWS3JzgU6dgK5dGdyQ/Rw7JsGNwwHUqGH1aIjIXzGwMcGuXfLYqBFQpw5w773y55kzLRsS+bGoKKBzZ6BXLw9PEIylnhWDc8fCw4G9e4GsLM9vvnJzgUcfleDihRd817ND0yStcdUqptKR/YSFyUTg/ffLMVFZ0tPlg6g4BjYmcF6xAYD/+z/pfTFrlnVjoiAWrKlogCmbYhITZRXWU4sXA8nJcnziBPD558aMqzwRERIkA9x4S/ZTrRrw3HPAa69ZPRKyu+HDJTWb91RUErcCm7feegtt27ZFbGwsYmNj0bVrV8yfP7/w65qmYcKECahduzaioqLQs2dPbN682fBB251asVGBTUICcOutkhlD5K7vvwemTvWwvGWwlnpWbLjbv08fYO1a4Mor5c/TppmfGnb6tFyDFYWIyN+pl3W+jlFJ3Aps6tatixdeeAFr167F2rVrcemll+Kqq64qDF4mT56MKVOmYPr06VizZg0SEhLQq1cvnD592pTB21XxFRtnWVl64EPkio8/Bh580MPKekeOABkZsok+KcnwsdmeCYHN118Dt93m3UrL+ecDM2bICsqGDcDy5YYNr0TXXQd07CivPwB7QJD9pKTIe6OqAElUmrZt5ZGBDZXErcBm4MCB6NevH5o2bYqmTZvi+eefR6VKlbBy5UpomoapU6di/PjxGDRoEFq3bo1Zs2bh7Nmz+Oyzz8wav+2cOaNXSyoe2KxaJdscBg3yvqISBQ+vetio1Zr69SUXKdiYENj89ZcEm+4GI1lZwP79+p+rVgVuuUVKl5q5p2D7duCXX2Tcl10mn+MNAdnNyy/LovLTT1s9ErI7tfL8zz9ScILImcd7bPLz8/HFF18gIyMDXbt2RXJyMg4fPozevXsXPicyMhI9evTAihUrSj1PdnY20tPTi3z4s0qVgFOnJHe+eGneJk2kt83GjcC331oyPPIzeXl6bOJRYBPM+2sAWzXpfPtt+W947jn9c2++KaVLL7jAsOGd44035LF/f+Caa+R4+3Z99YbIDtTvE3vYUHkaNQKio+U1TL3FESluBzabNm1CpUqVEBkZiXvvvRdz5sxBy5Ytcfi/zlrxqrzqf+Lj4wu/VpJJkyYhLi6u8CMxMdHdIdlSlSrnfq5qVUkpAoCnnuJMA5Xvu++Ao0elAleHDh6cIJj31wCmrNh4csqMDGDSJOkj4/wSaXb1p9On9WqM998vwXHVqvLas2WLudcmcoe6TWAPGypPaCjQurUcc/WZinM7sGnWrBk2bNiAlStX4r777sPtt9+OLU7vkA6Ho8jzNU0753POxo0bh7S0tMKP/c65GgHowQeBypXlpuLLL60eDdndtGnyePfdHlbiCuZSz4C+zHX4sGH5n54ENm++Kc0Hk5KAoUPP/fqRI8CLLwLZ2YYMsdBHH0lw06wZcPnl0iNkxgzgzz+Bli2NvRaRNxjYkDtUOhr3C1Jxbgc2ERERaNy4MTp27IhJkyahXbt2eO2115Dw36tR8dWZ1NTUc1ZxnEVGRhZWWVMf/uzppyXl46efSv565crAI4/I8YQJkmpEVJKNG4Hff5fZKdULyW3BvmKjXnu87ajpxDmwcaWa2enTErQAwJNPSi8cZ5oGdOsmZeE9bsJaAk0Dpk+X41GjpH4EINXYLrgAqFDBuGsReYuBDbmjTx8p+9y1q9UjIbvxuo+NpmnIzs5GUlISEhISsHDhwsKv5eTkYOnSpejWrZu3l/Eby5ZJUHPsWOnPGT1aavb/+y/w6ae+Gxv5l927gerVpdhE3boenEDTuMcmIkL+EQHD0tFUYJOdLfvpyjNtmsRUTZtKsYDiHA7gjjv05xplyRJg2zbZ93fbbcadl8homZmy/xRgYEOuGTwYeO89YMAAq0dCduNWYPO///0Py5Ytw549e7Bp0yaMHz8eS5Yswc033wyHw4ExY8Zg4sSJmDNnDv755x8MHToU0dHRGDJkiFnjt52ySj0rMTHA2LFyvGaN+WMi/3T11VJF6/XXPTzB0aOyXOBwBGepZ8XgfTYVKuh76MrYPghAbtZeflmOn3qq9D01d90lMdjq1fJhhIsvBubOBV56CXBeCD97Vm4IHnnE/P45RK5Qv0cVKkjjRSIiT7m1dfXIkSO49dZbcejQIcTFxaFt27b4+eef0atXLwDA2LFjkZmZiREjRuDkyZPo0qULFixYgJiYGFMGbze5ucC+fXLcqFHZzx05Usq8du5s+rDIj1Wo4OEMpqZJ3hMgqzXBnHdUqxawaZOhBQQ2b5ZV1/IqaK9ZIys7LVsCN9xQ+vNq1gRuvFH2xEybJuWkvRUaCgwceO7nQ0KA++6TAgIPPgjUqeP9tYi8ER0NPP64FNcoY0suURG5uZKyHR/vYVYDBSSHptlrzi49PR1xcXFIS0vzu/02u3bp95Bnz/IFmjyTnw8sXiw9R0I8TRadMgV4+GH5Ifz++5LvcIPF0KHArFnAxInAuHE+v3xqqjQfbN++7OetXQt06iTB0r59RaunuUvTyn79adVKCpjMmwf06+f5dYiIrDJkiDRKnjRJ9ihS4HInNvB6jw3pdu2Sx4YN3QtqUlJkkzgRIDebvXsD3bt7mCo0d65eoWLKlOAOagBTetm4o2bN8oMaAOjYUTb15+RIqpinzp6VwOWpp2TvQklURSGWSiUif3X++fJoVPouBQYGNgZyZX9NcX/8IWlrQ4awYR4JtYH84os9WPVbvx646SaJiO69F3jgAcPH53dM6GXz00/ArbdK082SHDsmhUTcdf/9UtY7I8PzsX36KbB1K/DJJ6WnyrVtK48slUp2sG+fFHA8e9bqkZA/Uan8q1ZZOw6yFwY2BsrMlE265e2vcdapk8zopqQA775r3tjIP2zdCixapO+DcEtKiqzOnD0rSz6vv858SEDvZWNgYLN9uwQOS5aU/PXJkyUwHTPGvfNeey1w4ICkVnhC0/TAeORI2WdTEq7YkJ08/7y02nrpJatHQv6kQwd5jTt4UN7+iAAGNoZ68EEp/zp5suvfExkpmyYB2QLAGavgpvqODBwINGjgxjeeOSPfdPCg7FT/8stzG6YEKxNWbMo65eHD+v/jf3VVXOZcndoTv/8udRKio4Fhw0p/ngpstm8vPV2NyFfU75H6vSJyRcWKQOvWcsxVG1IY2BjM4Si/UlJxQ4fKTeyRI8Bbb5kxKvIHaWmyxx2QlCSX5ecDN98M/PUXUKMG8OOPrJnqzN2Omm6esrgXX5RgoUsX7zbmb9ig79tzlVqtueUWvSR1SWrVkqpuBQXS64bISmzOSZ7q0kUeuc+GFAY2NhARoVfmfeEFmXyn4DNrluytaNkSuPRSN77xscekYEBkpFRAC+aeNSVRUUhWlt4F0KBTFg9sUlL0yYlnn/U8E/Dpp6XgwMSJrn/P/v3Ad9/J8ahRZT/X4QAWLJCKba4UNiAyEwMb8hT32VBxDGwMcvy4VCK66iqZBXXXrbdKqehjx/Q0Fgouar/GqFFu3BC/+y7wyityPGsW0LWrGUPzb1FR+gqWQeloKrA5c0Z6oCoTJ0rfmgsvBC6/3PPzqxS2zz6T1xZXvP22LN717Am0aVP+8zt0kAU+IitpGgMb8tyll8qexGeesXokZBcMbAyya5f0hVi3zrPeI2FhUp41KgrIyzN+fGR/33wDLF0qQa5LFi0CRoyQ42eeKbsDZLAzeJ9NTAxQqVLRU+7dq5dp9ma1BpD4tEMHWWR6/33Xvuemm4C77wYeesjz6xL52okT0mgR8K53EwWnpCTpYXPRRVaPhOyCgY1BPCn1XNxNN8l5VDEBCi4Oh1TSUjfMZdqyRUpo5efLhgr+0JTNxAICqanyeOCAdL++9FJZNfGGw6Gnk735pmuTHa1bA++843rborQ0yWIcPNiwrUdEblOrNVWrSjYtEZE3wqweQKBwbs7pqdBQLsUHo+PH5Q3dpYAGkDvpAQPkzvTCC2VKn2Wdy2ZCk87lyyXDTRUL6d5dqowdPWrM+W+8EXj0Uenx8cMPwDXXGHNepUIFyWLMz5egLDHR2PMTuSIuDnjiCatHQf7s6FHgt98kW+baa60eDVmNKzYGUSs27vSwKU1WlpRsPXnS+3OR/T33HFCnjospR1lZwNVXA8nJEkXPmcNpTleYsGJTo8a5FRDDw/W2Od6KigLuukuOVbWzkqxaBdx2G7B2rXvnj4wEmjeXYzbqJKvUrSuZtNwjQZ76/XfJxHan2AoFLgY2BjFixUbp1Us6g//yi/fnIns7cwb48EMgPV2CmzJpGnDHHcCffwKVKwPz5nnX9CSYmNCkU9mxQ/bWqH0CRrrvPpmF3L699ImO114DPv4YeOMN98/PRp1E5O9UZbSNG9kLkBjYGMaIPTZK06by+O+/3p+L7O2TTySoadIE6NOnnCc//TTw+edSaeKbb/TpdiqfCSs2qtBD06ayaV/VcTBSvXpSLS85ueS+NIcOAV99Jcdu9T76jwpsuGJDVklOlskB3pCSp+rWlZf4/Hxp50bBjYGNAfLzpdldpUrGpKKpwGb7du/PRfalaXpp75Ejy6mm9+mnEtgA0ijFrUY3ZEZgs2+fBKaKGYENINV+Smv6++67UligWzepouautm3lkSs2ZJUnnpD3vDfftHok5K8cDvazIR0DGwOEhsosQXq6MX0huGITHH77Ddi8GahYERg6tIwnLl8uKWgAMHYsMHy4L4YXWEwIbJz30lxzjfmNLvPy9JVhAMjJkd41gGerNYC+YvPvv0BmpnfjI/IEe9iQEbp0kcfVq60dB1mPgY2BHA5jilM1ayaP//7LMqyBTG0Iv/12vX9kie6+W+5ir7lGOpGR+1Rgc/o0kJFhyCnr1tWP1WKaWf7+W1aD+/TRGwB/843cFNaqJSWbPZGQIJMxMTHSh4fI1xjYkBHUig0DG2JgY0ONGkmAlJ4OHDli9WjIDMeOyd5/QO9XUqK0NOlZA0jekSfdX0nu3KOj5digVZumTSWN5q23gDZtDDllqRo3lteDnTuBn3+Wz6nA+N57pRqbJxwOWTU8eZJbtsgaDGzICB07yutZcrJxJffJP/EuyQDjx0tzvA8/NOZ8kZFAgwZyzHS0wFS9uuyheustoEWLMp64aZM81q3LCmjecDgM72XjcEiJ2nvvNeR0ZapYUc9GnDZN9vUNHCiTIHff7d25a9RgGySyRk6O9PEC9F9PIk/ExUm/rz17+FYZ7BjYGOCff2TWMyvLuHOOHCk12dk0L3AlJblwU6x2davNEOQ5E/bZ+NKIERKA/PyzlJcfN06qSXGmm/yVykgIDy+56h+RO/r3B+rX50RNsGNgYwAjSz0rDz8sNy5JScadk+whJ8eNJ6s6vKp8FXnOxF42vtCoEdCvnxyrnjVGvIEfPSp7dM4/n3v6yLdUGlp8PLNsicgYfCnxkqbpgY0RpZ4psGmalOa96irJBS4XV2yM4+crNoBe/ez110tv2Omu2Fhg7lxg/XrgwAFjzknkiho1gCef9E06JwW+M2ekvs6QIZykCWYMbLyUmiqNxUJCZAnUKHl5wLZtwKJFxp2TrLd8ObBuHbBgQTmV0ADZSKH22DCw8V4ABDa9eukrwz/9ZMw5IyP1fV7sZ0O+1KCBVBQcP97qkVAgiIjQ+1jv3Gn1aMgqDGy8tGuXPCYmlt5EzxMHD8rNRt++QG6ucecla6lKVjffDFStWs6Td++WqLlCBSmLRd4JgMAmJAT45Rfgs89kVtIobNRJRP4uIkJvVMxGncGLgY2XzNhfA0gRrKgoWbnZs8fYc5M1UlKk9wjgYkNFdZfZujUQFmbauIJGAAQ2gMS4N91k7AZZtSCotnQR+cLOnVL58+xZq0dCgYL9bIiBjZfCw6WHRevWxp43JARo0kSOWfI5MLz9tmSXXXSRi5ll6i6TaWjGCJDAxgxcsSErjB0rDalnzrR6JBQounSRRwY2wYuBjZduuEHuP19/3fhzN2smj9u3G39u8q3sbOmvCbi4WgPod5msiGYMFdicOCH/IVRIxc47dnD2nHyHzTnJaGrF5q+/+DIfrBjY2FjTpvLIFRv/99VXUmiiTh3g6qtd/CZWRDNW1ar6Rjiu2hQRHw/Uqyf56ampxp77s89kr+CxY8ael/wfAxsyWsOGQLVq0laBqbXBiYGNl8wsKahWbBjY+L/zzwfeew945x1JXyxXWhqwd68cc8XGGA4H09FK4XDIXr41a6RSlVFyc6VQxs8/A1OmGHde8n+apv8aql9LIm85HLJqExnpYksFCjjckeyFs2dlpikpCVixAqhY0djzc8UmcLRooZfUdYmaakpMZEtuI9WqJQEjA5tzmNGte8EC/XjrVuPPT/4rPR3IypLj+Hhrx0KBZcYMWaB3aRKRAg4DGy/s2QOcPi33SdHRxp+/RQvgmWdk5UbTzLnxIJtiGpo5uGJTrvx8IDTUmHN9/LF+vGoVX8dIp9LQYmPNef+k4MVAObgxFc0LqodNw4bmvFnHxgJPPAFcfz1vBvzZ2bPABx8Av//uRuoiK6KZg4FNqfbvlx+32rWNS7EdOhQYMECODx1i6XrScX8NEZmBgY0XVA+bRo2sHQfZ27//AsOHA4MHuxGgsiKaORjYlKpmTWDLFikesG+fMee84grghx+ATz+V8quJicacl/xfnTrAU08Bd91l9UgoED35pLx9Llpk9UjI15iK5gWzmnM6O3QIWL9eqnxccIF51yHz7Nwpj40bu/gN+fnApk1yzBUbYzGwKVVkpKS/btokC4b16xt37iFDjDsXBYbGjYEJE6weBQWqnTvltWzlSuDyy60eDfkSV2y84JyKZpaPP5ZUjmnTzLsGmcvtwGbXLiAzE4iKcuObyCUMbMqk4mhvG3Xu3QuMHw9s2+b9mIiI3KUada5aZe04yPcY2HjBF6lorIzm/9wObNRdZevWxu3iJsHApkwq89HbwOaTT4CJE4GRI+XPmgbMmiVpRydPenduCgzbt8sHG8KSGVSjztWrzW3LQfbDwMYLbdoArVr5JrDZvp2/nP5qxw55bNLExW9gRTTzqMAmNRXIy7N2LDakfuS8aWynaXo1tFtvlUeHA3j+eeD994E///RujBQYHngAaN4c+PJLq0dCgei884CwMGP3DJJ/YGDjhdmzgX/+kT42ZmnUCAgJkbLSR46Ydx0yj9srNuqukoUDjFejhqyCaRp/oUqgApsdO4CMDM/OsWaNTMRERUnBDKV7d3n84w/vxkiBgVXRyExRUfrrGdPRggsDG5uLjNQ7gW/fbulQyAMZGcDBg3LsdioaV2yMFxqqNzlgOto54uOBCy+UEvOnT3t2DrVac801QEyM/vkLL5TH5cu9GyMFBgY2ZDbndDQKHqyK5qHcXFnm9EV/maZNZT/Pv/8CPXqYfz0yTni4lJvcs0c6IZfr5El93ZwrNuaoVUuiTQY2JVq2zPPvzckBvvhCjlUamqJWbFavludFRHh+HfJveXmSIgTo2aFERuvSBfj1V6BKFatHQr7EFRsPPfssEBcHPPOM+ddiAQH/FREBXHYZcOedLn6DKvNcrx5QubJZwwpuLCBgmp9/Bo4dk1n44iVWmzWTsvVZWcBff1kzPrKHo0clGzQkBKhe3erRUKC67TbJdBk/3uqRkC8xsPHQrl2SqlGhgvnXuvlmqTLERmZBgGlo5mNgU66CAiAlxf3vS02VeHzIEFnRduZwcJ8NCZWGVrMmCz+SeXyRUUP2w1Q0D/miOafSubOeK0r+5bvvgFOngJ499b1SZWJgYz4GNmXauVMqCoWGys+uOzcHw4dLClppJXy7dwfmzgWSk40YKfkr7q8hX8rPl/2usbFWj4R8gSs2HlLNOc0s9Uz+77XXgGHD3Ni3wIpo5mNgU6Z69WQPTHq6NNp0V2Rk6Tntd94pqzrTp3s3RvJvSUnAU08Bd9xh9Ugo0L3/vqwiP/SQ1SMhX2Fg44HTpyVHGPDNig0ALF4MTJumz3SRf3Cr1HN+vtQPB7hiYyYV2KhydVRERATQsqUcu9Ooc+PG8nttVasmFbcpuDVvDkyYANx/v9UjoUBXowZw5gwrowUTBjYeUGkUVatKAQFfeOghYPRoYO1a31yPvJeZCRw4IMcuNefcuVO+KTqaS4Fmql1bHrliUyq1YOhqo87duyUWb95cigMQEdmBSuPfvFkCHAp8DGw8YEUaGiuj+R+1DysuTmaqy6Wmx1u35o5aM6kVmyNHZJc8nUMtGLq6YvPJJ/JYr175BVUWLpRKgWPGeDw88nNbtgDbtsk8DpGZatUCEhPlpX7dOqtHQ77gVmAzadIkdOrUCTExMahZsyauvvpqbC/WNVLTNEyYMAG1a9dGVFQUevbsic2bNxs6aKtVrgwMGODbnjLNmskjAxv/4ZyG5tIGbBYO8I34ePkPycuT2sR0DncCG03Tm3IW711TkqwsSa395RfPx0f+7d57gRYtgB9+sHokFAzUqs2qVdaOg3zDrcBm6dKlGDlyJFauXImFCxciLy8PvXv3RkZGRuFzJk+ejClTpmD69OlYs2YNEhIS0KtXL5z2tI21DV1yibwgv/SS766pVmyKxZFkYzt2yKNL+2sAPe+HgY25wsP15hlMRyuRSkXbtav89I1VqySIj44GBg0q/9zdusnjtm2MK4MVq6KRL3XpIo/cZxMc3Apsfv75ZwwdOhStWrVCu3btMGPGDOzbtw/r/lvf0zQNU6dOxfjx4zFo0CC0bt0as2bNwtmzZ/HZZ5+Z8hcIFkxF8z9qxcal/TWAPj3OimjmY2W0MtWsCdxyC/C//wG5uWU/96OP5HHQIKBSpfLPXa2azNYDwIoV3o2T/JP6tVO/hkRm4opNcPFqj01aWhoAoGrVqgCA5ORkHD58GL179y58TmRkJHr06IEVpbyDZWdnIz09vciH3Z06VX71H6OpwObgQW6A8xdPPAEsWCANVst14gSwf78cM7AxHwObcn38MfDcc6WXbgakLPTs2XLsShqaohp1Ll/u+fjIP505o7+H+cWKzYIFkqaxbZvVIyEPnX8+0LevlJvPy/PuXH/8IXsEOSljXx4HNpqm4aGHHsKFF16I1q1bAwAO/7e+HB8fX+S58fHxhV8rbtKkSYiLiyv8SExM9HRIPpGfL7OZVar4tvRylSp6mVSu2viHOnWAXr2kUlS5Nm2SxwYNfFdqL5gxsDHEggUSk9eqJW/2rmJgE7yOHJHH6GjXVvgsdeyYzEwtWQJMnWr1aMhDlSoBP/0kJcbDvGhLv20bMHCg7BF89VXDhkcG8/i/eNSoUdi4cSP++OOPc77mKLZTWtO0cz6njBs3Dg85dU5KT0+3dXBz4ICkZmRm+r4fw6xZEuCoNA4KIExD8y0GNuXSNPnn2bcPuOCCkp/Trx/w22/SdNOdQn4XXiiPa9ZIMYHyKqlR4HDeX+NSURUrPfSQvhFs/nz5pbD9oMkMx44B/ftLxg4gkzL8cbAnjwKb+++/H3PnzsXvv/+OunXrFn4+4b915cOHD6OWU/JsamrqOas4SmRkJCIjIz0ZhiVUCd8GDXxfkbdvX99ejzy3f790PG7dGrjuOhe+gRXRfItNOsu1ZYv8/MbEyJt5SAnr+yEhQM+e7p+7USOp9JiUBBw/LqubFBz8Zn/NggWSj+lwyDT/vn3A1q1691ryO4cPS0EUtWLsqpwc4Jpr5P6vQQMgJUV+jpOTfdeknVznViqapmkYNWoUvv32WyxevBhJSUlFvp6UlISEhAQsXLiw8HM5OTlYunQpuqlSOH5OBTb8YaaybNgAPPMMMGmSi9/Aimi+xSad5WraFIiIAE6fBvbuNfbcDofcI86fz6Am2DRvDjz9NHDbbVaPpAwZGcA998jxqFGyxwYAfv7ZujGRVzZvlmC6Xz/325eFhwOXXipZ4vPmAa+8Anz/vXQOIPtxa8Vm5MiR+Oyzz/D9998jJiamcN9MXFwcoqKi4HA4MGbMGEycOBFNmjRBkyZNMHHiRERHR2PIkCGm/AV8TTXntCKwOXoU+Oor4OxZ4JFHfH99cp0q9exSRbS8POCff+SYqWi+wVS0coWHy+T0hg2yoFhsHgvXXCMNOceO9Sw4YQpHcGrdWj5s7amngD17pLPj888DH3wgKzjz50t6GvmdZs1kX1d6urTNcCel3+GQYHzECAlmuGhnb26t2Lz11ltIS0tDz549UatWrcKP2aosDoCxY8dizJgxGDFiBDp27IiUlBQsWLAAMTExhg/eCmrFplEj31/72DFg5EhZCfB1VTZyj3NzznLt2CEbDSpWtOYHKxg5Bzb8ZSqVWkBUC4rKrl3Ad98B06eXnKLmjkOH3J9BJTLNunX6zvC33pJczCuukD///rus5tjZF1/IprX5860eia2EhUl1NMD1ss/LlslEssIVGv/gdipaSR9Dhw4tfI7D4cCECRNw6NAhZGVlYenSpYVV0wKBlSs2DRvKTcTp076tyEbucyuwUXeNbdp4f5dIrlGBTXa2vhuUzqEWENUWMOXjj+Xx8ss93yuhaTJzX7s2Gw8Hkx9/lMUQW84n5OYCw4dLpH3DDbJbHJDp/gYNZLPFb79ZOsRyffGFvK69/77VI7Eddxp1/vmnVDXt2RM4efLcry9YADz5ZMlfI2vxLspNvXtLjqYVlckiI+W1FWDJZ7tzKxWNFdF8r0IFoHJlOWY6WqlKWrHRNOCTT+TYnd41xTkcQPXqcsyyz8HhzBng6qslrdGWdTtefVVyL6tUAV57Tf+8w6FX77H7PpvNm+VxyRIuhRbjaqPO5GTgqqskPqxVC4iNPfc5998PPPss+9nYEQMbNz3/vGwea9bMmuur6zKwsa/sbCmgA7i4YsOKaNbgPptyqVh71y69qeKff8qfK1aUfTbeUNWJSugaQAFo1SrpBVe/vg2LRuzaJXtrANkdXjzvSKWjqbLPdnT2rJ5WcuKE3h+NAOiBzcaN0rKjJGlpwIABsqe5fXvg009LroDLXlz2xcDGzzRtKo9M3bCvPXtkoqxSJRdzclkRzRoMbMpVowbw+OPAhx/qm/1VGtrgwRLceEP1s+HNQXBQAay75XZNp2lSBS0rS8pfOaXXF7r0UqmosXu3viRvN9u2FQ26Fi+2biw2VK+evCfn5QF//XXu1/PygOuvl1L3tWsDP/xQehNZ9drFSRn7YWDjhlOnZBLESiqw4YqNfTVqJO978+e7UPnpxAnp+grIHhvyHQY2Lnn2WbnPq1hRViNVrRhv0tCUrl3ld2TnTr0jPQUuFcCqm0Lb+Ogj4NdfJUX1nXdKfuGuVAm46CI5tms6mqquqdh9P5CPqepmH32k30spmibpZQsWSPW0H34oe1VRBedr1sjWK7IPBjZuePddoFo12VtoFa7Y2F9YmKSgufTmrdLQkpJKTuQl86heNrZM9renzEzgzjuBjh311h7eqFwZaNVKjrlqE9jy8iSNEbDZik1qql7CecKEsvOH1T4bu1YcU/trLrhAHpculX94KnTPPTIpo/b3KYcOAV9/LcHPZ58BHTqUfZ6mTeUcWVnA+vXmjZfcx8DGDSp11crc4M6dpQQhlz8DBNPQrMMVG5dkZkqV26++kkDkpZdklrKkvHNPMB0tOGzaJPu0YmP1YNYWxoyRlfN27crvUaP22SxZUvomDSupFZtbbpFukunpJedc0Tlq15Y9YDNmSOGA8jgcgOo7z/sxe2Fg4wbVw8aKUs9KbKzcCNSoYd0YqGyTJ8tytwqEy8SKaNZhYOOS3buBHj1kpcaMIktXXgncd59UnKTApQLXbt2MC4q9Nn8+8PnnUmb//fdlD01ZWrUC6taVafqlS30zRneoFZu2beWXFmA6WgmWLwemTJF4Nj9f/3zDhsDtt7t+HjUps26dseMj7zCwcYOVPWzIf7zzjmQ0pKS48GSu2FiHgY1LmjUDIiKkf9Z77xW9ETBC377Am28CffoYe16ylxtukFSf8hZFfObMGeDee+V4zBjJryyPncs+p6cDe/fKcatWeq4oA5tz3Hkn8PDDwLffytbWefM8O88tt8hb+KefGjs+8g4DGxfl5uolfK0ObH79FXjkEen8TfaSkyNV0QAXSj3n5empAwxsfI+BjUvCwvTUoXvvBd5+29rxkH+qUUMq6fXqZfVI/vPEE/Km3qAB8Mwzrn+fc9lnO9myRR5r1QKqVpUqboDkrufmWjcuG1Jln++9F9i6Ffi///NsK1KtWuyrbUf873DR/v0yU1mhguedto2yZImU2bfb6yrJhFlBgVRVKffn5N9/pcxUpUpSPIB8S/0HnTmjN2mhEkVF6ceDBxt//uxsaXS3cqXx5yY6x+rVegPOt992r275ZZdJtP/vv3p+uh2oNLTWrfXHatWAjAzZFEeFunSRx/x8KQDw/ffyX0qBgYGNi1QaWlKS9dE5Sz7bl2pv0LixC6WeVRoap3ysEROj39Bw1aZMqhFno0ZAQoLx53/nHamU9eyzxp+brLdkifzfrl1r9UggqxfDh0t931tucT8HMi5O3zVup3Q0tfqvlldDQoCePeWY6WhFqKp8kZES1HiThbNqlVRZe/xxY8ZG3uPdlIvi44FRo6R5k9WaNZNHlny2n5075bHcNDSAhQPsgOloLhk9Wia2zapcpm40Vqwwp0ABWeurr4Ann7TJXoSXX5YSbdWqyQ5yT9ix7HPxFRtAT0djYFPEeedJzYglS/QY1VNHjwKffCL7x8geGNi4qG1bYNo02RRuNbVic+iQbOgl+/AosOH+GuuowIa9bMoUESH9H+LjzTl/u3ayeHbqlL5VgAKHKodref+aHTukZCUAvPqq5+VF1T6bxYslj9IOiq/YAHoBgeXL7TNOm7jxRr3djzdUYLR9uwQ5ZD0GNn6ocmWgZk05VqlPZA8qsGnSxIUnsyKa9VSTTq7YWCosTL/JYE+IwJKWJgskgMWBjaYBd98tN/i9ekkamqfatZOczLNnZXO+1U6c0F/DWrbUP9+8uYwzK4sb2ExStar+T75ihbVjIcHAxkVbt8psol1wn409ffedzNyoPQmlOn5crwfdpo3Zw6LSMBXNNtRNLxt1BpY//5SYomFDiwvvfPih5B5FR8umrnI3QZbB4dBXbeywz0alodWrJ83uFIeD+2x8gK9d9sLAxgWaJrOJVapIgGMHKrBRKwRkDxER8n9TrVo5T1RpaA0byiZ2sgYDG9tQze6MuDnYulW2QXz/vffnIu+o/09LV2uOHpUeCYCUdjaiCqWd9tmUtL9GUftsFi/23XiCjPrZ5mqzPTCwccGJE9L7CpCS93YwYYJsCxg/3uqRkEeYhmYPDGxs44ILpJBTcrJ3W55SU4F+/WQi/X//M2585BkV2KjA1RJffSUpF23aAA88YMw5e/WSH9gtW/Qmd1ZR+2tKCmzUPpuVKyV1jgynfrbXrgUyM60dCzGwcYkqVV+7dtF+DlZKTJR7Mm9W08lYq1YBt98u3dnLxYpo9sDAxjZiYoD335c8dU/3dAPyO6ia5G7ZwuqRVioo0BcTLF2xUeliN91kXMOSKlX0jWFWp6Opf2TnwgFKo0ZA3bpS5pqbQEzRsKHcH7ZowbcSO2Bg4wIV2HhT65wC35o1wEcfAfPmufBkVkSzBwY2tjJsGNC1KxAe7vk5XnkF6NBBSroCwJw5hgyNPBASIlsJ162Tmz5LZGfraVhqX4xR7JCOpml6dYaSVmwcDqajmczhkPvEv//mfaIdMLBxgWrOabcf2McfBwYNAo4csXokBLhRES0vT59hY2BjLRXYnDwplYPI77VsKSkh994rf/72W2vHE+zCwiTQtKwH8R9/ABkZUh1MRbtGUYHSr78COTnGnttVqalSjMbhkCpoJVHpaCwgYJrISKtHQAoDGxeoFZtGjawdR3FffCGzkdu2WT0SAtzoYbN9u7wJVqpkn01bwapKFf0d6fBha8cSyFzsullQIE0c77sPOHPG9dPPni0FrxSHA7jqKrmprlCBMWtQU6spffoYn7vdoYPkTZ4+bV2al5oka9RIKr6VRAU2a9aw+Z3JsrNlEY2sw8DGBXZdsVGV0ZhDbg+qp1C5gY3z/hrLpjEJgNzoqFWb/futHUuguv9+ab7lwgxMSAgwbhzw9tuyZ80Vf/wB3Hab7OVes0b/fEKCTGb//rsEN+Rbmiabqu+4Q/4fLKP2v6i0MSOFhEjA5HwdXyupMWdx9evLDUx+Pkt3mUTT5EchLo6TzVbjXZULbrlFZhDbt7d6JEWxl4195OVJNSfAhVQ0VkSzlw4d5HH2bGvHEYjmzwemT5dZ4q+/dulb3Cn7vGsXcPXVsgB61VXA+ecX/XqVKu4Nl4yze7f8H37yiYUV7ffvlxWNkBCJfM1g9T6bsko9O1OrNtxnYwqHQ16HsrMZO1qNgY0L7rwTePPNsidErNCsmTxyxcZ6+/dL0ZnISClAUyZWRLOXESPkcdYsva47ee/MGZkRUlxsUONqT4iTJ4H+/WV7QadOUrijtAXQY8fcS20j76n/7o4dLawmqoKNLl2kRbwZeveWu9qNG/Wmy77kyooNwH02PmBkLy7yHAMbP8YVG/vYt0/e2xo2dCG7jBXR7OXSS6Vk05kzwMyZVo8mcDz5JLB3r94JfcUKSYUph7o5+PNPWQktSU4OMHiwTOokJkojztK2F4wYAcTHA19+6cHfgTxmi8acZqahKdWrS2QNAL/8Yt51SqJp7q/Y/PWXzAqQ4dTPOgMbazGwKcfhw/I6kJZm9UjOpQKb3btltYCs06OH9D5bsKCcJx49qpcWbtPG9HGRCxwOYNQoOZ4+3eWN7lSGNWuA116T488+k0IZ6en6TVgZWreWWOjMGb2KrTNNk2Dlt9/ktD/+qG+TKkmtWvJfyrLPvqVW3CxrzJmTAyxaJMdGl3kuzqp0tJQUuTkJDdVvCEpTu7akeRQUyMYzMlzXrvJ2snMnq9VaiYFNOb75RlLwb7/d6pGcq04dmaUMD/euUzcZo0IFF9LQ1P6aRo3krozs4bbb5G56xw4XolMqU24uMHy43EANGSL5YqqRoQtTmaGhZT89P1+qnIWEyLao8jI6Bw2SxwULWBDKV06ckOaoANCtm0WD+PNP+Q+vXv3czVdGU4HTwoWlLzOaQU0UNG3qWr1hpqOZKi5On6/kqo11GNiUw66lngF5Y9+1S2Y269e3ejTkEhYOsKdKlaQ7JABMm2btWPzdK6/Iz3m1asDUqfI5NW3v4q5a9fSS9g+GhQEffyz3rf36lX+uli2loEdODvDTTy5dnrz055/y2LSpVEO2hHOZZ7OrT3bqJHt40tKAlSvNvZYztb+mvDQ0RTXqZGBjGlf3CJJ5GNiUw66lnpWEBFYMtoNbb5Wypnv2lPNE7q+xr5Ej5XH+fL0pEbln507g6afleMoU/a7WzeTze+6RVWjnGHPvXj1L0OEAOnd2bUgOh75qw3Q038jJkW1rF11k4SB8sb9GCQ2VIgLO1/UFtWLjamWjnj3lceNGSYsmw/XuLRUaO3a0eiTBi7fE5VArNnYNbMh6+fmyMXnGDBeezIpo9tWkidwEaZqUQST3aBpw992SJ9arl0T7SpcucvO3dy9w4EC5p6pZs+i+mf37JT3t2muliby7VGAzbx6bdfrCNddIKto771g0gIMH5bXW4dADDrNZsc/G3RWbGjX05y5das6YgtzVVwPffSdZuGQNBjZl0DR7p6IB8tp93XWS0k7WOHBAZijDw6VCU6lyc/XEc67Y2NP998vjhx+yPrC7ZsyQFJeoKOmw6dzlPSZG/5l3M/n89GlgwAAp5LJjh0uF1c7RsaPsSTxzBvj1V/e/nzwTGmrRhdWqSceOvsuFU40616+XH1azFRTo7yfu9KLgPhsKcAxsynD0qMwOOhz23cOSnS1975g7bh2VtdSwYTlv5Nu3SwQUEwM0aOCLoZG7+vQBGjeWXPlPPrF6NP7jyBHgkUfk+JlnSl7idjMdbcECWfiJjZXMmZo1pQKaqh7tjpAQ4IkngHfflcUjMk9Ghg2qdPoyDU2Jj9eb/fqiAMnevfKPHREhr1muUvts2KjTNJomaelqQY18i4FNGdT+msRE1wqOWEFVeDx0iBV/rLJjhzw2aVLOE53T0Jxns8k+QkL0vTbTp8s7FJXvgQekN0aHDsCYMSU/x80CAunperXeChWAuXO9m2C65x7grrukSBaZ5623gMqVJZC0RF6eVCcDzC/zXJwv09HUXXPz5lJRw1U9esj7z7ZteusBMtR77wFJScCjj1o9kuDEwKYMdeoAL70k79l2VbmyzGQCbNRpFbViU+6kGSui+Ydhw4CKFWVjLtM1yvfjj1J3OTRU3tFLu8lSKzZ//+3SLMyFF+oroB99xJUWf7F8ufT0iouzaACrVgGnTgFVqrheYcIoKpBasMCznEl3uNqYs7gqVYDzzpPjJUuMHBH9RxUO+PNP838M6FwMbMpQr55kVzz0kNUjKZtatWFgYw2XAxtWRPMPcXHS1wZg6efynD4N3HefHD/4oJ6KU5I6dWTJpaBAbj7LkZAgVcx++kn2ERrhyBH5L33jDWPOR0Vpmp5pqOJYn1OrJb17+36TzwUXyOvHiRPSpNZMasXGnf01CtPRTNW2rcyNpaW51JOYDMbAJgA0ayaPDGysoSaf3UpFI3sbNUoe586VXHYq2fjxUj2jYUO9zHNZ3ExHGzjQ2G0Sa9YAo0cDkybppaPJODt2yN7UChXKjnFNZcX+GiUsTDaGOY/DLJ6u2AAsIGCysDC3ehKTwRjYBAC1YlNSMzsy36+/SuqFahFQotRUqZTjcOiticm+WrYELrtM7n7fesvq0djTypWyDwmQKmjR0eV/j5sFBIx2+eXSizUlBVi71pIhBDQVr3bqZNG+1CNHgHXr5FhVKfM1X+yzyc8Htm6VY09WbC66SFazdu2SWupkODWHw8DG9xjYBIBmzaQwCnM5rRMVJf8HpVL7axo3ljVqsj9V+vm994DMTGvHYjc5ObITX9MkbU/NUpdHvduvXCmbvH2sQgWgXz85ZrNO41mehqaqkbVvL7mMVlAB1Zo15jXB3LVLSqJGRckudXfFxuobQbhqYwr1O+Di4jQZiIFNAOjXT1YMZs+2eiRUqg0b5JFpaP5jwADZE3LiBPD551aPxl4mT5Yc/+rVgVdecf37WrWSPQhnzujBvo+pZp3ffsuid0ZTgY2KX31OrZJYkYam1Kkjr/OapldnM5rz/poQD2/jVDoa99mY4oIL5L/GxZ7EZCAGNgEgPNzCRmhB7osv5P2hzD3mp08Dr78uxyrxluwvNBQYMUKOp03jXbCyfTvw7LNy/Npr7tVPDgkBunaVY4tyNPr2ldXVf//Vs3nIe5oG3H67TLSp/2Kfys8HfvlFjn1d5rk4dX2z0tHU/hpP0tAU5302fG0zXEwM8MIL0mewcmWrRxNcGNgQeWH9eqmYqSqjlejxxyWPuUEDvYIU+Yc775T8pQ0bmCwNyJ6ju++WVLQrrgBuusn9c7hZQMBosbF65ty331oyhIDkcADjxgHz5gFVq1owgLVrZXU1Ls6iyMqJWjH65RdzqlSoFRtPCgco3bvLrOi+fUBysjHjoiIefRQYPFj29ZHvMLAJEJMnSxWajz6yeiTBRQU0pVZEW7VKX8555x3ur/E31aoBN98sxyz9DLz/PvD771Io4K23PGs061xAwKKZ4muukVWb48ctuTyZQa2OXH65ew0rzdCtm0zZHz0qs19GM2LFpmJFvTkU09EogDCwCRCHDgF//aVXFCbf2LFDHkvsYeO8wfqWW6SvAvkfVUTgm2+knFawOnQIGDtWjp9/XlYgPdG5s9x4pqTIbLEFbrxR7jlffdWSywekhQst3ktgZZnn4iIipKoiYHzZ55wcvQSqNys2AMs+m0zTJGZ89lmXehKTQRjYBAg26fS9ggIpTgOUEti89BKwaZPsQeAdlP9q107Ko+bnS1njYHX//dJxrlMnPdjzRHS03uTEonS0ihUlJY2MkZkJ9O8PJCZalNV07BiwerUcW1XmuTizyj7/+69UFIyNBerW9e5cqlEn99mYwuEA7rgDePJJl3oSk0EY2AQINun0vUOH5A09LKyEyet//9U3WL/6qnsbrMl+1I38u+9KmVWrx1K9ejkbuwy2YIGsWIWGSvlrb6uVWNzPxllqqtUj8H9r1wK5uUB8vOcLeV5ZuFBuzNu08f5m3yiqgMDKlcbmPDqnoXmSCursgguk4dChQ2yE56offpBNMy6WobXRS13QYGATINSKze7d8gZD5lNpaA0aFEvpVhuss7Nl9lDt0SD/dfXVUsY1NRX46ivrxrFxozTFPH4cmDnTd9dVm/fuvVdWsLxlg3f7zExZfKpVS/o6kuecyzx7e6/tETuUeS6uXj35XSkokNJYRnEu9eytChVkPxDAdDRXaBowfjyQkQHMmOHSt1hcKyUoMbAJELVrS4ZHXh4LnPjK6dPy735O4YAPPwSWLvVugzXZS3i43NQD1hYReOop/dhXJb1ycmSWEgCGDDHmnCqw2bQJOHXKmHO6KSpKHgsKgLlzLRlCwFA3bZY05iwo0PexWF3mubhbbpFHI6v6qBUbb/fXKNxn47rff5fXLAD480+XuqKr3wmLehIHJbcDm99//x0DBw5E7dq14XA48N133xX5uqZpmDBhAmrXro2oqCj07NkTm9UvIpkmJERfteGKsm8MHCj7n4vcFB06BDzyiBw/+6xnXaHJnu6+WzYFr16t5/P70rp1wHffyS97WJg0Ydm2zfzrLl4MpKdLJ3ej+jAlJACNGskM6MqVxpzTA87NOskzBQXAihVybEljzr/+kkoQlSpZFFmVYcgQ+X1dsULfkOktI1dsgKL7bMwoTR1InCe10tP1/4sytGol26HOnNFjIjKX24FNRkYG2rVrh+nTp5f49cmTJ2PKlCmYPn061qxZg4SEBPTq1QunWRLCdK1ayV4bzgr4VpE0tNGjZYP1+efLMQWOmjWBG26QYytWbdRqzZAhesWlOXPMv666xtVXe97lvCQ2yNFQgc2vv1q2cOT3tm0DTp6UBerzzrNgACoN7bLLZOLBTmrXlvLTAPDJJ96fLzNTD5CMWrHp1En+844d01eD6Fz798vEEiCTMoBLqbShoXq2H9PRfMPtd6m+ffviueeewyD1juBE0zRMnToV48ePx6BBg9C6dWvMmjULZ8+exWeffWbIgKl0H38sbzLXXGP1SILU3LmSSx0aKv0+rO6lQMZTRQRmz/btxoyVK6XzYWiolNjx1VJDfr7+Zl7Ca75XbLDPplkzoGVL2Zc4b55lw/Br6matc2fJ2PQ5O5V5Lsmtt8rjxx97X3ls2zZZValaVSo1GCEiQp9ksCIdLT9fVsDtPiP79tsy1h49gNtuk8+5GKmolzorFvqDkaF7bJKTk3H48GH0durXERkZiR49emCFWqsuJjs7G+np6UU+yDPcyuE7mga0aCGThKmpkGXpESPki488YtHUJZmuUydpapebKxXSfEWt1tx2m2zquuoq+YVfu9bcXjArVsgPeOXKQM+exp5bvduvWmVpxRM1EeSLxa9AdNVVwOefAw8/bMHFT56UvQ6A/fbXKNdcI/XFd+3Sx+op5/01Rr7hq3Q0XzfqLCiQ4jpdugCvvOLba7sjK0t/vb//frcnZW6/XTKJXaw3QF4yNLA5fPgwACC+2ExCfHx84deKmzRpEuLi4go/EhMTjRxSUMrMlP2+ZJ7Dh2XybMkSuefDuHGy4aZRo6IbvCnwqFWbt9/2zQ35H39IueWwMOCJJ+Rz8fH6m2uxfY6GUnf7AwcaPx3fvLnMPGdmyj4Ji6iFqPnzgbNnLRuG34qPl4anAwZYcPFFi+TmuEULoH59CwbggooV9R+yjz/27lxqT4dRaWiKKiCwdKlLG+IN89RTetlkIyvHGW32bEnVS0yUSL5LF1k937dPUtTKkZgorbuYxOEbplRFcxSbSdA07ZzPKePGjUNaWlrhx34XfkiodPfcI/cKTKswlyr1XL8+ELF2hVQ/A4B33tHLLVFguvZa2W9z8KBvpvlVMHPnnUWLUZidjqZp+rmNTkMDZL+OSj63MB2tfXspePfhh9635yEfU/tr7Lpao6jUpdmzveuD5dzDxkgdOgAxMbLR7O+/jT13aT76CHjuOf3Pa9fas6mUpul7Ku+7T6KTSpX0rAw2qLEdQwObhIQEADhndSY1NfWcVRwlMjISsbGxRT7IcxERsmqq0o7JHKo3YuOGBcDw4fLiN2yYvqmbAldkpMwgAOYXEfjtN1kWjIiQ/gnOVA7VsmVSFcpoGzYAe/fKxmKn9GJD2WCfjcMh8xI33CD/teS65cuBF14A1q+34OKaZv/9Ncoll0ghgZMnvZt1NGvFJixM9o4Avtln8/vv8r4JAP/7nx4kLFhg/rXdtXKl5JFFRgJ33aV/Xu1LcvG1a9Uq4I47gOefN2GMVIShgU1SUhISEhKwcOHCws/l5ORg6dKl6KZm5shU6vV9/nzv9ylS6VRg0yR9nZTdrVkTePllawdFvnPvvXIz8McfEgCYQdP01Zq775Z8BmcNGshyg1mNWNRqzRVXSHBjBufKaHzB8jtffy1ZuO+/b8HFN26U8vrR0cBFF1kwADeEhuqNmj1NRztzBtizR46NXrEB9HQ0s/fZ7NwpkzK5ubL6/eyzRW9c7EZNXt10E1C9uv55NSnjYgGBAwdkj82XXxo8PjqH24HNmTNnsGHDBmz47808OTkZGzZswL59++BwODBmzBhMnDgRc+bMwT///IOhQ4ciOjoaQ4xq7EZl6tlTJhb275f7bTJH4YrN+v9epV57TXIAKTjUrg0MHizHZq3aLFwos4EVKsjdY0lUipgZKXFmpqEpHTvKatSRI8Du3eZdxwXbt8ts6qpVlg7Dr6jJakv616ib4Esukd8Ru1PpaPPmAcePu//9W7bIY0ICUK2aceNSVGDz++/mbdI9cQLo318eO3eWdLSQED2V8JdffLvHpzyHDgFffSXHam+logKbjRulW3c5nHsS//uvgWOkc7gd2Kxduxbt27dH+/btAQAPPfQQ2rdvjyeffBIAMHbsWIwZMwYjRoxAx44dkZKSggULFiAmJsbYkVOJoqP1FWU7Tn4Eip07ZXa5cf42oF8/vb8JBQ/1RjdzJvDTT8ae23m15r77JJAqiUpHW7hQKvMZZft2uZEKC5MbEbNUqCDBDWB5k4dXXgEefxyYNcvSYfiNjAy95oMlfTH9JQ1Nad1aUq5yc/UN8+4wujFnce3aATVqyMpQ797Gl7PPyZHJoH//BerVA77/Xt+P2rWrdLE8flzSvuzi3XelDHXXrrIPyVnt2rLnsaDApSbDCQlS0FLTpG5K796yeuPNlisqmduBTc+ePaFp2jkfM2fOBCCFAyZMmIBDhw4hKysLS5cuRWuj80GpTOp1nvtszBOfvR/xOIzGUQclQZ+1toNP9+6yob+gQALbjRuNO/e8edL0IDoaeOyx0p/XsiXQtKncNBgZXKkVoMsu+6/sn4lssM8G0BemvvuODdhdoVqP1K0r96k+lZ6u/7zYvXCAM+eeNu5yLvVshpAQmaSpVEmqo3Xo4NINu0s0TSZoliyRIgU//ih3+kp4ONCrlxzbZUY2J0cqXwLnrtYobqajzZwpf01Nk7moG27Qt2uScUypikbWUoHN77/L5AsZLCUF8/e3xmHUQosXbrfgXZ1s4803JYXjzBmpd3vokPfn1DRpwgkAo0aV3YjP4TAnHc0XaWiKTQKbSy+VSeNDh5iO5gr139W9uwXzOr/+KlFVkyZ6F3h/MGSIBBArV+qlNV1l9ooNINkHa9bIksLBg8DFF8trnLf73yZPlrKDISGyWtWmzbnPUQGqXWZkv/lG+jokJOhpx8W5+drVrZvUR9i9W2rB1K4tW3eU3bsl+MnI8G7owY6BTQBq2lT2KU6cyJlHU4waJTm1XboAI0daPRqyUkSE7KBu2lQ2tl11lffNUL77TnJ8KlUCHn20/OerdLR586Qkorf275ebG4dD/j5mU4VltmyR3HuLRETovVjMqqAdSJwDG5/zlzLPxSUk6BUGP/nEve81e8VGad5cluOuvVbS5kaOBIYOlX5Tnvj6a+D//k+OX3+99NRB9X+5apVne5CMpvZO3nuvvDiURG0uW7lSAm0XJSVJpeu9e/WFKkC6RQwbJgHPfffZKyvPnzCwCUAOh7xmPvywzECSgb79Vm48w8KA995j4wvSG0dVrSoBwW23eT6jUFCgr9Y88EDRKjyl6dhR8oEyMiS/wVuq4Wf37mWvFhmlRg2gWTM5XrHC/OuVwbk1EIu0lU7T9GKAPi8c4E9lnkvinI7m6g/ZqVPSABqQ9FOzxcTIBpCXXpJVlo8+kgkIdwt8rFmj/31Hjy57IrBuXQnaVJ6WldatA/78U1LkysoVa9lSUnUzMjzq/xMWJv+8SoMGQMOGkmn59tvy0t6hgyyanTrl9umDFgMbs8yfL9N/LE0WONLTgVGjMAFPoWGlI3htcQnL6RScGjeWgCA8XFIYHn/cs/N8/bWknMTGysyEK0JCgKuvlmMj0tF8mYam2CQd7YorpJ7B7t3mVfEOBA6HzDavXFlyVpGptmyRVcUKFaQMqL+5+mpZjU1Odv3nXa3WJCYCcXGmDa0IhwN45BFg0SKZfNiwQe60Xd0Ds28fcOWVsorcrx8wZUr532OXss/Tp8vjddcV3QtUXEiIFBYADHntuu8+yVD89VdJUYuIkMX7kSMl5rNTwTg7Y2BjhqwsaT41b578ohpdXcRFhw9Lvua+fZZcPvB88QVw6BC2VeqI5FNV3Vl5pmBw0UV6Q49Jk6RpgTvy84EJE+T4oYeAKlVc/14VhMyd61ZKxDmOHZPNeYCe4uYLzv1sLFSxohSBq1LFnk3Q7SQiQrJxw8J8fGF109ujh15Vy59ER0uaF+B6EQGzGnO64pJLpANrly7SYLR/f+CZZ8pelU5Pl4ndw4cl8v3iC9eyG5wrH1mVR3/0KPD553JcWtEAZwa/doWEyH6/zz6TbU5Tp8q2qkGDmCDiKgY2ZnjnHfmJBGRa6+qrPc9P9cLNN0u+phktLoLSRx8BAHbGSXnaxo2tHAzZ0m236as1d98tVYBc9cUXssJbpQowZox7173oIultcfw4sGyZe9/rbO5cuaFo317yInxFrdisWWN5/dNXXpFFgT59LB2GbWmaxTPH/pyGpqj0rC+/dG1fnFqxMbNwQFnq1pVKaffeKz8ATz0lqzEnT5773Lw84MYbpWFLQoJUQHO13Uf37rKalZpq3ZLp++/La1DHjhLMlcd5tdng/NVq1SQjedMmqb+gME22bAxsjHb2rMzWArLxt0oVWa8fNsznMxAs+2yg3buB5cuhOUKwI70mACnIQ3SOp5+WOp55eTLN5ko3trw8+T5AXjfcTTcJC5MbDcC7ne9WpKEB8stUo4bcUFi8Y7Z+/bKzT4Ld6tWSEfXUUxZc/MwZPXD3t8IBznr2lGDh1Cm58S+PlSs2SmSktDaYMUPSAOfNAzp1OrfM/UMPyapaVJRMlLhTNTQiQkrMA9ako+Xlyd8RkCJBrpT769RJUpAPHpSJbBM4HHoP2n37JPtt9WpTLhUQGNgY7c03JfUsKUnaWH/zjdx0zJ6tp5n4iHrdX7LEkgWjwPJfBZtjFw9C+ukQOByyyY/oHCEh8uZ/wQV66kZ5VX4+/liSq6tXdy39oSTOZZ89mUQ5fVrftOvLNDRA3rltss/G2fffu1aYLph8/LGUxN61y4KL//ab9BdJSpJKhP4qJAS45RY5diUdzeoVG2dDh0qRjwYN5Ifgggv0Cm/Tp+vVxD7+WG763WVl2efvv5f9W9Wru950Ozpab97pg1Tap56SwnFXXsltBqVhYGOk06eBF1+U4yeflCj+kkukey0APPtsYTqTL7RqJZNCWVnuZcRQMZqmp6FdfAcA+XdVMyhE54iKkmIC9esDO3dK0FFailVuruSsA9KMs1Ilz655+eXyvSkpwNq17n//Tz/JTWPTpr6pvFSczQKbHTvkv+3ll4FffrF6NPaQkyMZk4CeTeVTzmWe/b0psvoH/Okn2dtWmtRU+XA4gBYtfDO28rRvL68xffrIrOmtt0qvlwcekK+/8ELpvV/KowKbP//0fSkwFZTdfbd7b/A+fO16/XXZtnTkiGxjSk83/ZJ+h4GNkaZPlxeoJk302RhA0tBUHffhw73LgXeDw8F0tOI0TWY6qleXlWaXKjSuXCkzUxUrYkfdSwAwDY1cEB8v6RqxsbIh/557Sk6OnjED2LNHnj9ihOfXq1BBqg8BnqWjqc1411xjzU2j2oRrQq66J5o00RfP7r2XTfMAiSuOHwdq1dIzhnymoECCAMC/99coLVvKTH9enh4tlkSt1iQlSXULu6hWTV7fnnhC/vztt/J/dMcdwNixnp+3QQPppZOfLxXZfGXjRtlHFBoq5cnc4fzaZbKYGMlejI+XvTc33uhdvZhAxMDGKGlpUvMdkLXC4qVinn9eZjByc+XGYedOnwzLLtUT7WLDBuCHH+TN+Y03gPPOk9Xyd94pY+ZDpQoMGoSK1SrggguA88/30YDJv7VqJRuEQ0OBWbP0/XdKdrZ0agOAceMkrcEbnjZiycqSmxTnc/hahw4SnB075tq+JB947jnZIrBnj95eKJipl8IhQyyohrZokexhiImRslGB4Lbb5LGsdDRfNeb0RGiorDbPnSsb0668UvaoeDsxYsWNyxtvyOM110hKhjtUk+F//vHJKlO9enIfExUl/0QPPWT6Jf2LZjNpaWkaAC0tLc3qobhnwgRNAzStRQtNy8sr+TkZGZrWsaM8r2lTTTtxwvRhpaVpWliYpjkcmrZ/v+mX8wtbt2ra8OGadv31mhYeLv8dgKZFR2vaggXFnpyVpWlVq8oTzvkikYvefFP/QZs9W//89Onyudq1NS0z0/vrpKdrWkSEnPOff1z/vh9+kO+pW1fT8vO9H4enLrpIxvHBB9aNoZh582RIISGatmaN1aOxzokT+o/Whg0WDGDAALn46NEWXNwkR45oWmio/L22bSv5OffcI18fN863Y3OXka8bCxbor4sFBcadtzQnTsgNAKBpS5d6do7GjeX7f/rJ2LGV4euv9beVd9/12WUt4U5swBUbI5w8qTefmjCh9GLj0dEys5GYKDOSgwdL0rKJYmNl2fLwYfcnIQJV8+bAe+9JPYeUFCnvqla+nVdiNm8Gjn2xCDhxAqhdO3BmCcn37rtPL+F8++2y+zMzU1ZyAWD8eGM2bcXEAL16ybE76WgqDe3qq4u2wvY1m/Szcdavn6R7FBQAd90li+7B6Msv5e2qbVugXTsfX3z3bn1Fsazu9f6mZk29rrjagF+cnVdsnBn5unHRRXK/dPCg5FuZ7cMPpaJt27ZybU9Y8No1eLAkAbRvr2chE1PRjPHKK5LH1Lat3nirNLVqSaRRqZJUeBkxwvR88j595PUzmBUUlJzdUqOGLONu2SIptlWr6l+76y6gzh29cQO+wKLuT6HAERq0NzVkgJdflt2eWVmSsvH441Jeql494M47jbuOc3U0V+TlSTUg5++1is0KCCivvSavDRs26Ns8gk337rLnaNQoCy7+5pvyPtmnj39XQyuJczpa8WqGmqaXerZDRTRfqVBBCi8B5qej5efraWj33+95Gp1Fr12PPSaXrFPHp5e1Nx+sILnF71LRjh7VtEqVZC1wzhzXv2/ePMltADTtxRdNGx6Jzz+Xf+5Ro1x7/unTmnZ+u9zCZV5A0+rVk6yBxo01LSfH3PFSgDp9WtPatdOK/GAZnUNw9Kj+2rJ7d/nPX7xYnlutmqbl5ho7FncdP67/uxw5Yu1Yivn6a3nZJh87c0bTKleWn4kff7R6NMY7e1bTYmNLToNKSZHPh4Yak6rqT6ZNk797z57mXmfuXLlOlSqyXcBTW7bIeaKiNC0727jxuWnOHE07dMiyy5uGqWi+9NJL0jSsQwfgqqtc/75+/YCpU+X4sce8a6rngnfflQmQ334z9TK2lJcnGYIFBVJJxBWVKgFr73kP69EeI6rNRlyc1IzPz5cJ9/BwU4dMgapSJdn1WauW/DkpSfpCGKl6deDii+XYlVUb9Zwrr7RgR3gxVavqM9MrVlg7lmIGD2a6hyU+/VQ2ZDdqFBjV0IqLitIzPYoXEVCrNY0bB19/AfV//ccf5tY0ViWe77zTu+ItzZtLpbjMTOCvv4wZm5vefVdqH1x1VXD3LmRg440jR6TEMyCVQdxdwnRe17/lFs96T7ho5UrpZeNKk+NA8/nnwPbtcs80erQb3/jxx2iPDXjjfyk4eFBa2VxzDTBxomlDpWCQmCj5TFdcIZu9zIiSXU1HKyjQJ1WsTkNTbJqO5uzQoeCZJNI0qd67ZIlnfV+9vri68Rw50tr9X2ZSPW2+/LLoHam/7K8xQ6NGUnM9Lw9YvNica2zbJk2JHQ7vSu0Dcg5VHc2i165LL5X7nNWrZSunz39fbSJAXyV85MUXZcNZly6eT+W9+qrMTGRmAgMHStdbE1jZzNdKubnA00/L8aOPSjEFl+zcKQ3CQkKAm25CdLS893z7rUWN6SiwnHee5I6b1Qzk6qvlcflyqRxSmrVrpYJGpUrS4NMObFhAwNnff0ufxMGDZW4r0K1cKYkJAwbI251PLV0qqxbR0dIPLlBdfLHstUtPlxVdRa3YBGNgA+g3Lmbts1F7awYOlNVzb1k8KdO4scxlhYcDX32ltxgKNgxsPHXwoNRrBzxbrVHCwqQ5V+vWcgMyYABw+rRx4/xPr15yj75li6RUBYuPPpLemjVquLnpVaUE9Oqlpw0R+YvERGnQpGl6YYCSqBWdfv3sk+qibg7WrbNlPkWrVnIPdPKkXugukDm18UKlSj6+uMqIuPVWoHJlH1/ch0JC9KbezuloasUmmAoHOHPuZ2N0kaX0dGDmTDlWnXi95TwpY1GT4YsvBt5/X44nTtT/isGEgY2nJk6UzRYXXqiXV/WUqskcHy+luW66STZzGKhKFeCCC+Q4WJp15uQAzz4rx4895sabsqbppTdVxRoif1NeOpqmAd98U/S5dpCUJM3+cnNNTc/1VFiY3DiEhMicVCBXScvOlr8jYMFL4f79wHffybElpdh8TKUC/PwzkJoqeUTBnIoGAD16AJGR8rOwdaux5541S/ZHt2hh3Mr5+ecDERHy/7drlzHn9MBtt0nRTQC4+25JIw0mDGw8sW+f5MYD3q3WOKtfX3rcVKgg9frHjDE84leTH8GSjrZliyx+JSRIGxGXrVghfRMqVdJTeoj8zTXXyOOvv5bcDXvLFmDHDnkjttOmbIfD9ulo558PPPigHN97rymL7Lbw00+yMlW7tl5912feeksm+C65JDhu7Js3l1XWvDyJJvftkxvv8HDJMQpG0dFAz55ybOSMbEGBvho4apQx93CA3L916iTHFr92Pf00cMMNMj/0+++WDsXnGNh44vnnZTngkkuMfbXv3Flfhp4+XZK4DawGotJVFy0yvS+oLZx3HpCcLJk4bhU7+egjeRw82LsqKURWatYMaNlSbpRUc0NnaiWnVy83Np/5iB8UEHj6aaBBA5lMVrOjgUa9Hd18c+l9p02RlaVPHhqVJuQP1KrNxx/rqzXNmwd3GU4zNgjPmiWN7WJjjd80a5PXrpAQYMYMWZR/8klLh+JzDGzclZwsXWoBWa0x2rXXAh98ILOoc+ZI9L9liyGn7tBB3oh79gSOHzfklLYXGyvxosuysqQyDcA0NPJ/KsWspHLydquG5sz55sCmpX0qVgTeeUeOp02TSkSB5PhxvYqmz18Kv/gCOHZMNtQPHOjji1voxhsl13HtWuDrr+Vzwbq/RlGryb//LitY3jpyBHj4YTkePx6IifH+nM5sEtgAUknc+eU9Ozs4JrUZ2Ljr2WdlBrR3bz1dwmh33AEsWwbUrSuzCp07S4kLL4WESNqncxuNQJSZKW/IHmXyzZsnaTt16+pL4ET+SqWjzZ9ftKTVnj3SayEkxJ43juedJ6ulp04Zn1tvoN69pQ3RAw/I4lggSU6WGhTnnefjTDDnEs8jRljfW8mXatTQb+RV5kAwpOGVpWlT2XeXk2NMjfUxYyS/sn174KGHvD9fcark89attppBPnZMCl/efbdldQ18hoGNO3bs0F9szFitcda5s1QFuuQSICMDuP564JFHJKjyQqC2AXD21ltyr3bddR58s3PuRTD8Y1Fga99e9u9lZgILFuifV2loF18sN1N2Ex4uZfQBW8x8luXDD6Vqv88rhpmsY0epeu/zPZl//gmsXy+bxu+808cXtwGVGqVWKoN9xcbhMC4dbd48WQ0MCZFURzOC5urVJX0QsFWT4b//ll+tWbOASZOsHo25eOfmjmeekc2M/fvrb7pmqllTbkbGjpU/v/KKhNwGNE/YuxdIS/P6NLaTkQG88IIcu70f+tgxfS8Cm9VQIHA4Sk5Hs3MamqJSOmxaQEBx3ndcUCCTwYHC4ZBinT6lNnUPGSI3icFm4EAgLk7/c7Cv2ADGlH0+fVqvIvTgg1IBxCw2SkdTLrtMXwgdP96QJCDbYmDjqq1bgU8/lWOzV2uchYVJI9Cvv5YpwaVL5Rdy5UqPT3nTTbLXRlV6DSTTpwNHj0rTYrfzwmfPlhWxDh04S0aBQ6Wj/fCDlMg5ckR/w7Vz1T+V6rtsmW332TjbtUuyV6+6yuuFdctt2yb5+D536JB+xxVMRQOcVaggGRrq2IjGkf7ukktk33FysmTOeOLxx6XSR4MGetdus9i0quN99+m9t267DVi1ytLhmIaBjasmTJCZgmuukRtfXxs8WHanNm8uncIvvlhyrjyYvWjWTB4DrZ9NejowebIcP/mkB4VkVBoaV2sokHTrJqu/p05JQ4Pvv5fXjU6dZBOFXXXtKvts9uwB/u//rB5NuUJDJYNq2TK9FLQ/0jTp11qrFrBmjY8v/s47EhV27y5plMFq+HD5gbr4Yh+Xo7OpSpWAiy6SY09uXFat0pcr3nlHKn+YSa3YrFkjBYls5OWXpQ98VhZw5ZXy8hpoGNi4YtMmvVLWhAnWjaNFCwluBg+WmdcRI4Bhw9zuzq3SVRcu9P+ZRWevvw6cOCGB25Ahbn7z9u3y4hcaKktaRIEiNFRfmfn2W/9IQwOkpKFqof3SS/qxTTVooG/BnD5dv4/yN8uXy8R4bq6PF65zcvQyc8G6WqN07gz884/eHZU8b8SXkyOBoqbJpGXv3saPrbjGjWXvYk6O7JW2kdBQ4LPPgHbtpI/obbcFXjEBBjaueOopebz+eqBtW2vHEhMjS/WTJ8sGuFmzZEY2OdnlU3TqBFStKntsvMhos5VTp2QLEiD/XW7vCfzkE3ns08eCpHIik6l0tG++ARYvLvo5O7vpJn0y6b77pNmojQ0apO/xGzOm5PZBdqcWrn3exuvrr4HDh2WpyO5Bty80bw5UqWL1KOxDzcguWeLeZO5LL0mQWL06MGWKKUM7h3OTYRvts1FiYiQz+aKLpIaCUf1J7YKBTXnWr5cKQg6HHuBYzeEAHn1Ullxq1AA2bJB9Ny7OZISG6pMWPq94Y5KDB6XlQatW0m3XLQUFemDDNDQKRJdeKisgR4/KVHzLlnpOqt09+aQsweblyd22jcs/A1Lr5Y475GXlxhuBjRutHpHrnNt4+fylUC1x3XtvcDekpJK1bCmps1lZEty44t9/pUUHAEyd6ttiFDYsIOAsMVG2bPvL24A7GNiURwUzQ4bYr1HBpZfKMmfnzlKKp18/+SV2YaOtc5GRQNCypbTl+OUXD6o0//GHJJrGxMjOX6JAExEhidWKP6zWKA6HNC3u3l2WmQcMkADNphwO2f54ySXST/D22/0n1ePHHy1q47V2raQPhIdLow2i4twt+1xQID9L2dmSieF2frqXnFdsbPoC4LxS8+uveiaov2NgU5ZVq+SVPjTUPqs1xSUmSkfee+6RX54nn5SkyXKCmz595HH9ekOqR9tCSAhQp44H36hyL667Tlr1EgUi5/Qef0v1qVBBVs4bNgR275bAzJKyXa6JiJCsvwEDZAXEX1I9nNt4+XTPuirxfP31QEKCDy9MfsWdGdkPPpAlieho4O23ff9L2L69vG4dPy57eG1s40aJGUeM8M/02eIY2JTlr7/kHerWW4EmTaweTekiI+UX98MPZcbr00/LLXIQHy9P+eorWajwV6mpkkKbkeHhCTIz9fKiTEOjQNa3r/TEuPRS/6w4VaOGTDTFxcks6J132nYmFJDtET/8YO+3DmenTun3iz59KTx6VN8kH+xFA6hsl10mG2h37JD66qU5dEjS9QHJYmnQwCfDKyIiQrJpANuVfS6uTRtg6FA9ffbvv60ekXcY2JTl3nvlF+i556weiWuGDdPXEp99Vi/RU4qnngKuvdbHG0QNNnmy5LRfd52HJ/jhB0lvqVdPSmsSBaroaKnw+Ouv/rOEUFyLFrIUEhYmEzgqf94P/PKLvYdbubLc0Eyd6uNqaO+9J6tvnTr5pvE1+a/YWH3vSlnpaKNHy/t6x45ybBUbFxBw5nAAb74pc15nzshK86FDVo/KcwxsylOvnof5TRYZNkzv+TB8uKSpBahDh4A33pBjjyf6VO7FLbd4sDmHiHzussvkXRiQ2ZnPP7d2PC7YuRPo318yhWfMsHo0pWvRAnjgAR9eMC9PNiQBwKhRPrww+a3yyj5//71U2AsNlRLxbpdINZDNCwg4Cw+Xf7ZmzYADB6THzdmzVo/KM7yTC0TPP6/3urnmGnlXLcX69cAzz8hErr+ZNEkKpHTtqu8pdMvRo/qLI9PQiPzHXXcBjzwix8OGAStWWDuecjRuDIwbJ8d33w389pu147GN776Tu6gaNTwoZ0lBSb3ZL158bvPL9HRg5Eg5fuQRadZipa5d5XHHDr/YzFyliuyxqVZN6nnceqtLtahsx8JQlkwTEiJpaPv2Sefb/v2l4kwJNfFfeEG2mBQUSJ6lz/3zj2z4qVHDrW87cEDPunvmGQ8za774QmYMO3aUngFE5D9eeEEmbb77ThqQrlwpxQWstHNnqT3Fnr4Q2NGjDWYvTcDgq3Kx8rXVaFrXaUo0LExSsdzMDU5Lk0u2bu355PTzz8sG4oce8nE2mCoacPfdsleUqDxt20qvo0OHgGXLgF699K+NGwekpACNGtmj4FOVKvKL+c8/MvniB9UoGzWSl9TLLpP91/n5fpjMotlMWlqaBkBLS0uzeij+79AhTUtM1DRA0y65RNOys895ygcfyJc7d/bx2HJyNG30aLl4WJimDR6saT//rGl5eeV+6759mtaxo3zrxRdrWkGBh2NQJ3n9dQ9PQESWOnNG0zp0kN/jFi007eRJ348hI0PTZs7UtAsvlHGU8XEWFbQLsEIDNK0x/tWOoWrR5zRurGkbN5Z7yYICTfvjD00bOlTToqPlWy+7zLPh5+drWoMGco7PP/fsHB75+2+5aGiopu3f78MLk98bNkx+dh56SP/c8uWa5nDI53/91bqxFXfPPTKmhx+2eiRu2bTJi3srE7gTGzCwCXR//61plSrJL9Ydd5zzk5qSIl9yODQtNdVHYzp4sPSbgHr1NG3CBIleSnHnnfLUKlU0bf16D8ewdaseVPnsL05EhjtwQNPq1JHf5169ZNLEF9av17T77tO02Fj99SskRNNat9a0du1K/Tjc8hKtfniKBmjaRRXXalltOsrXqleXc0RFadqnn5Z4ydRUTXvlFYnhnF82IyLk80pGhqbNnq1pWVnl/zWWLpVzxMRo2tmz3v6juOGuu+TC113nw4tSQPjyS30yQ9PkB139UgwbZu3YivvoIxlXly5Wj8SvMbChoubNkzdcQNNeeOGcL7dtK18q5b3UWMuWaVpCglwwNlbTvvtOgq/RoyVSUe/UDoem9e2rad9+e86NSlqapt1wg6bt3u3FOP73P7nOgAHe/X2IyHrr12taxYryO33PPeZNNZ46pWlvvqmvEqmPpCRNe/55CbJc8M8/8vJ3551OC+lHj0pgps45enSR176CAk1r3lz/cnS03MMtXy73dRkZ+vlnzpTnVK8uk9qbN5c+luHD9Xkvnzl+XAI4QNN+/92HF6aAcOKEfk+zZ49MhgKaVrOm/GzZye7dMrbw8KK/pOQWBjZ0rtdf198Rv/mmyJcee0w+fcstJl6/oEDTXntNVkgATWvVStO2by/6nLNnJbrq2bPITUNa9Yba1Eu/1wq2/2vMWPLzZWUIkJkfIvJ/c+fqqSjOyxfeUnlft9+u34yrZZIbb9S0RYvkNcVNu3eXEH/l5RVOuuxHHe2FBm9q2XsOFn75ueckg/bttyXGKs2HH2pa7dpFY69u3TRtxgzJ3lMyMzUtLk6+/ttvbv8VPPfSS3LRtm3tle9C/qN7d/kZeuAB+V0ENO2LL6we1bkKCjStVi0Z35IlVo/GbzGwoZKNGqWnOqxeXfjp336TT9eo4dH7c/nOnNG0IUP0d9gbbyz67lqSf//VtP/7P21LtQu1ZtiqAZo2BWM0rUcPTfvkE+9yJtRfOC5O3tmJKDBMmaKv+H7/vXfnSk3VtJdfLrpMAmhay5aa9uqrssJikLw8TVu7VtNyc2URe0DHQ1oI8mTupfJwWenW5Ouuys3VtB9+0LSrrpJtLGr4cXEy4a1pekZPvXomvfaXJC9P39Tz3ns+uigFnOeeK/p72b+/fYPk666TMT7/vNUj8VvuxAasihZMXn1VuvXOny9FyletAurVQ7duUv0iJwfYs0cKC739tlQeK0lUFDB+vP7nDz+U/mrXXy9lAovYuRMYNEjqSYeGAi+/LI0Syitj1qQJvuowCXdkazgDB+pWOIru2X8CS1cBS5dKN7nrr3e7mhoAvdbqddcBFSq4//1EZE9jxgDbt0vJxJtukuZ8oaHun2f7dumHkZsrf46Olpbcw4cDF1xgaIPTs2flpWjxYimiJI3xEvD/7d1/bFX1/cfx14XSAqXtQLClULBiEYHShZYft/JLqmjHl4lsCQYkfIe6NQFGw3Bx4AISpEwdA0RgzE2QaSBOUNzE0SkUCTOWHx0NisOAlAxKh1F6adZW2s/++Ky3XsuPe9vbnp72+Uhu6P2c23veTd6ce9/n80uSxnUtVI+vTkv33CP9+teKmD9fUnDnjoiwG+3Vbba3davd1uO22+oXyPzLX6ToaGnmzBZa+cgYacsW+0HTvbs0Y0YLnBRt0gMPSE89ZX/u1s3ubdVaNx6++267/KwL9rNpE1qg0AoJPTbN7PJlY1JT7d2D1FRjysuNMcZ8/HHgVJZRo66/uE/37oFvOXFi4MiM9977392/3bvrxznEx9tZqkH4+mtjFi2qP9899xhz8aKxCwosX25M//43XX0oqAdju4G2p7o6cK5KUx4jRhjz29/a62YzuXrVTvWrO2WvXsY88YQxJ08aY3w+O6Gw7uCMGTfv7b6BmprAjqYzZ+zo4I8/bvKfcWOlpcb86lfGpKTU/y1PPNHMJ0WbVlNTP8Rr7Vqno7mxwkIb53e+04Jdo21LKLWBxxhjnC6uvqm8vFxxcXG6fPmyYmNjnQ6nbSopkUaOtBtGfe979s7ktzZAWL1aOnv22r/etavdHLPOunV2N+2iovq2Ad2/0KNfPq//1xb1zrzd3q1ITLxpaBcv2huj+/fb5z//ud1jISC82lrpb3+T/vpXuw9NYwwaJOXktN47PAAaz+eze6SUljbu92NibDdKC23wV1EhvfCC3cjz+9+XIiO/cdAYae1au+FgTY3dcGznTvviJjp+XPrnP6Uf/rDJb9VQTY20d6/0u99Jb79df63u1k165BHbex8d3QwnRrtx6JAdDfLYY43rmW0pV6/aUSYVFTbeoUOdjsh1QqkNmq2w2bBhg5577jlduHBBQ4YM0Zo1azR27Nib/h6FTQv56CNp/Hi7c+9Pf2o/OJvo6FHppfWVenVbjcqv2g+s/7utWG9/eue3Pqmv7+BBacIEO9xtyxbpBz9oclgA4H4HDtjhtxcvSnFx0rZt0pQpTkfV0NmzdnzyH/4QOJ559Gj7BXT6dFvcAO1JVpYdb7ppk/STnzgdjeuEUhs0y6jaHTt2KDc3V0uWLNGxY8c0duxYZWdnq6SkpDlOh8YYOdJ+MEq2y6VuB+gmGO45pg377tL5q7dqS6fHNWZgmR79Taq/qCkpsXNzTp++/nuMGWN7fz76iKIGAPzGjZOOHJG8XunyZdu188tf2p4Rp1VXS3/6k533kJwsLV9ui5oePeycyuJi6e9/lx59lKIG7dPdd9t/Dx50No52oFl6bEaNGqXhw4dr48aN/ra77rpLU6dOVd43xzBdAz02LSwvT1q82M4c/fOfpezsxr3P1q12aFdlpV19YOdOKS1NxtSP9lq2THr6aftzVpb0+OPS/fdLv/iFNG+eNGRIWP4iAGi7qquln/2s/mbUAw9Ir75qi4iWdvKk9Pvf2+v/v/9d356VZXtnpk5lgRZAssMy77/fFv43uruLa3J0KFp1dbW6du2q119/XQ899JC/fcGCBSoqKlJBQUHA66uqqlRVVRUQfFJSEoVNSzFGmjPHjvuKjpa++93Q36Oy0t5JlKTJk21PUN2yO9+wZ4+0Zo2Un29PK9l6qrZWGjxY+sc/Gkz1AQBcyx//KP34x9J//iMlJEgDBrTs+a9csRftOr17Sz/6kf08aelYgNauvNx+L6qtlTIz3TW/9/nn7VBSB4VS2IT9a+SlS5dUU1Oj+Pj4gPb4+HiVXmMiZ15enp6uu42Plufx2KVRP//czthv7HKEHo/tknnqqeuuG5qdbR+ff14/BPtf/7IrNr/wAkUNAATtkUfsQgLTptk7wI1dKKEpOnSwN7Mee8wuRMNFHLi22Fhb0Bw8aBc9cJMvv3Q6gpCEvcfm/Pnz6tOnjw4dOiSv1+tvf+aZZ7Rt2zadPHky4PX02LQSX38tvfee3VShMQYODHmlj5oa+/970KDGbUcDAO3elSt2b666PXdaSocO0ogRUp8+LXtewK0uXbKFTW2t05GEJjPT9go7yNEem549e6pjx44NemfKysoa9OJIUlRUlKKiosIdBkLVqZMdq92COnaUglgoDwBwPd26tc7V0QAE6tnTzjtDswr7qmiRkZFKT09Xfn5+QHt+fr4yMzPDfToAAAAACH+PjSQtXLhQs2bNUkZGhrxerzZv3qySkhLl5OQ0x+kAAAAAtHPNUthMnz5dX3zxhZYvX64LFy5o6NCheuedd9S/f//mOB0AAACAdq5Z9rFpCvaxAQAAACCFVhuEfY4NAAAAALQ0ChsAAAAArkdhAwAAAMD1KGwAAAAAuB6FDQAAAADXo7ABAAAA4HoUNgAAAABcj8IGAAAAgOtR2AAAAABwPQobAAAAAK5HYQMAAADA9ShsAAAAALgehQ0AAAAA14twOoBvM8ZIksrLyx2OBAAAAICT6mqCuhrhRlpdYePz+SRJSUlJDkcCAAAAoDXw+XyKi4u74Ws8JpjypwXV1tbq/PnziomJkcfjCct7lpeXKykpSefOnVNsbGxY3hPtE7mEcCGXEA7kEcKFXEK4hDuXjDHy+XxKTExUhw43nkXT6npsOnTooL59+zbLe8fGxvKfFWFBLiFcyCWEA3mEcCGXEC7hzKWb9dTUYfEAAAAAAK5HYQMAAADA9dpFYRMVFaWlS5cqKirK6VDgcuQSwoVcQjiQRwgXcgnh4mQutbrFAwAAAAAgVO2ixwYAAABA20ZhAwAAAMD1KGwAAAAAuB6FDQAAAADXo7ABAAAA4HptvrDZsGGDkpOT1blzZ6Wnp+uDDz5wOiS0cgcOHNCUKVOUmJgoj8ejN998M+C4MUbLli1TYmKiunTpogkTJujEiRPOBItWLS8vTyNGjFBMTIxuvfVWTZ06VZ9++mnAa8gnBGPjxo0aNmyYfydvr9erPXv2+I+TR2iMvLw8eTwe5ebm+tvIJQRj2bJl8ng8AY+EhAT/cafyqE0XNjt27FBubq6WLFmiY8eOaezYscrOzlZJSYnToaEVq6ioUFpamtavX3/N488++6xWr16t9evXq7CwUAkJCbrvvvvk8/laOFK0dgUFBZo7d64+/PBD5efn6+rVq5o0aZIqKir8ryGfEIy+fftq1apVOnz4sA4fPqyJEyfqwQcf9H9RII8QqsLCQm3evFnDhg0LaCeXEKwhQ4bowoUL/kdxcbH/mGN5ZNqwkSNHmpycnIC2QYMGmSeffNKhiOA2ksyuXbv8z2tra01CQoJZtWqVv62ystLExcWZTZs2ORAh3KSsrMxIMgUFBcYY8glN0717d/PSSy+RRwiZz+czKSkpJj8/34wfP94sWLDAGMM1CcFbunSpSUtLu+YxJ/OozfbYVFdX68iRI5o0aVJA+6RJk3To0CGHooLbnTlzRqWlpQF5FRUVpfHjx5NXuKnLly9Lknr06CGJfELj1NTUaPv27aqoqJDX6yWPELK5c+dq8uTJuvfeewPaySWE4tSpU0pMTFRycrIefvhhnT59WpKzeRTRrO/uoEuXLqmmpkbx8fEB7fHx8SotLXUoKrhdXe5cK6/Onj3rREhwCWOMFi5cqDFjxmjo0KGSyCeEpri4WF6vV5WVlerWrZt27dqlwYMH+78okEcIxvbt23X06FEVFhY2OMY1CcEaNWqUXnnlFQ0cOFAXL17UihUrlJmZqRMnTjiaR222sKnj8XgCnhtjGrQBoSKvEKp58+bp+PHjOnjwYINj5BOCceedd6qoqEhfffWV3njjDc2ePVsFBQX+4+QRbubcuXNasGCB9u7dq86dO1/3deQSbiY7O9v/c2pqqrxerwYMGKCtW7dq9OjRkpzJozY7FK1nz57q2LFjg96ZsrKyBhUkEKy6FT/IK4Ri/vz52r17t/bt26e+ffv628knhCIyMlJ33HGHMjIylJeXp7S0NK1du5Y8QtCOHDmisrIypaenKyIiQhERESooKNC6desUERHhzxdyCaGKjo5WamqqTp065eg1qc0WNpGRkUpPT1d+fn5Ae35+vjIzMx2KCm6XnJyshISEgLyqrq5WQUEBeYUGjDGaN2+edu7cqffff1/JyckBx8knNIUxRlVVVeQRgpaVlaXi4mIVFRX5HxkZGZo5c6aKiop0++23k0tolKqqKn3yySfq3bu3o9ekNj0UbeHChZo1a5YyMjLk9Xq1efNmlZSUKCcnx+nQ0IpduXJFn332mf/5mTNnVFRUpB49eqhfv37Kzc3VypUrlZKSopSUFK1cuVJdu3bVjBkzHIwardHcuXP12muv6a233lJMTIz/7lVcXJy6dOni3z+CfMLNLF68WNnZ2UpKSpLP59P27du1f/9+vfvuu+QRghYTE+Of41cnOjpat9xyi7+dXEIwFi1apClTpqhfv34qKyvTihUrVF5ertmzZzt7TWrWNddagRdffNH079/fREZGmuHDh/uXWQWuZ9++fUZSg8fs2bONMXYZw6VLl5qEhAQTFRVlxo0bZ4qLi50NGq3StfJIknn55Zf9ryGfEIw5c+b4P8t69eplsrKyzN69e/3HySM01jeXezaGXEJwpk+fbnr37m06depkEhMTzbRp08yJEyf8x53KI48xxjRv6QQAAAAAzavNzrEBAAAA0H5Q2AAAAABwPQobAAAAAK5HYQMAAADA9ShsAAAAALgehQ0AAAAA16OwAQAAAOB6FDYAAAAAXI/CBgAAAIDrUdgAAAAAcD0KGwAAAACu919aYrWpPtIBowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "#ax.plot() draws the plot\n",
    "ax.plot(hour_first48['instant'], hour_first48['casual'],c='red',label='casual',linestyle='-')\n",
    "ax.plot(hour_first48['instant'],\\\n",
    "hour_first48['registered'],c='blue',label='registered',linestyle='--')\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ff667f51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Different kind of plot - Box Plot\n",
    "import seaborn as sns\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "sns.boxplot(x='hr', y='registered', data=hour)\n",
    "plt.xlabel(\"Hour\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.title(\"Counts by Hour\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6661afc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Different kind of plot - Histogram\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.hist(hour['count'],bins=80)\n",
    "plt.xlabel(\"Ridership\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title(\"Ridership Histogram\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9ce5631c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pair Plot - \"draws every possible scatterplot for every possible pair of variables in the data\"\n",
    "thevariables=['hr','temp','windspeed']\n",
    "hour_first100=hour.loc[0:100,thevariables]\n",
    "sns.pairplot(hour_first100, corner=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94b3edf8",
   "metadata": {},
   "source": [
    "## Exploring Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e24c1064",
   "metadata": {},
   "outputs": [],
   "source": [
    "# “Two variables are correlated if a change in one variable tends to occur together with a change in the other variable”\n",
    "# “Two variables are positively correlated if they change together: one variable tends to go up when the other goes up, and one variable tends to go down when the other goes down”\n",
    "# “Two variables are negatively correlated if one tends to go up when the other goes down, or if one tends to go down when the other goes up”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3bf73157",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5066177004294636\n",
      "-0.06988139105119348\n"
     ]
    }
   ],
   "source": [
    "# Calculating Correlations\n",
    "print(hour['casual'].corr(hour['registered']))\n",
    "print(hour['temp'].corr(hour['hum']))\n",
    "# corr() method calculates a number called the correlation coefficient\n",
    "# the correlation coefficient is a number between -1 and 1, often named r\n",
    "# variables are 'uncorrelated' if the correlation coefficient is 0 or very close to 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1999fe14",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Understanding Strong vs. Weak Correlations\n",
    "\n",
    "# strong correlation - cc is large (close to either 1 or 0)\n",
    "# “deterministic positive correlation that appears as a straight line on a plot is also called a perfect correlation,\n",
    "# and when we measure a correlation coefficient for a perfect positive correlation, we’ll find that r = 1”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c882e472",
   "metadata": {},
   "outputs": [],
   "source": [
    "# “When two variables are correlated but don’t have a deterministic relationship, we say that the relationship between\n",
    "# the two variables has “noise,” or randomness.”\n",
    "# Randomness = unpredictability\n",
    "# \"the size of the correlation coefficient can be a measure of the amount of randomness in the relationship between two variables\"\n",
    "\n",
    "# “A larger correlation coefficient corresponds to less randomness (closer to a deterministic relationship, like the relationship between Fahrenheit and Celsius).\"\n",
    "# \"A smaller correlation coefficient corresponds to more randomness and less predictability.”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c1807fc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# \"Correlation does not imply causation\"\n",
    "\n",
    "# “spurious correlation: a correlation that occurs only by coincidence and does not indicate any causation or special relationship”\n",
    "\n",
    "# “omitted variable - something we haven’t observed but is independently causing increases”"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e79cd76b",
   "metadata": {},
   "source": [
    "## Finding Correlations Between Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "31ec2a42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 hr      temp  windspeed\n",
      "hr         1.000000  0.137603   0.137252\n",
      "temp       0.137603  1.000000  -0.023125\n",
      "windspeed  0.137252 -0.023125   1.000000\n"
     ]
    }
   ],
   "source": [
    "# \"correlation matrix: a matrix with each of whose elements is the correlation coefficient measuring the relationship between two particular variables”\n",
    "thenames=['hr','temp','windspeed']\n",
    "cor_matrix = hour[thenames].corr()\n",
    "print(cor_matrix)\n",
    "# corr() creates a correlation matrix\n",
    "# every entry is a cc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08e50f14",
   "metadata": {},
   "source": [
    "## Creating Heat Maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "54c69408",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,10))\n",
    "corr = hour[thenames].corr()\n",
    "sns.heatmap(corr, annot=True,cmap='binary',\n",
    "        fmt=\".3f\",\n",
    "        xticklabels=thenames,\n",
    "        yticklabels=thenames)\n",
    "plt.show()\n",
    "# “the color or darkness of a cell indicates the value of the number in that cell”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "dc31dc3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# same heatmap as previous, experimenting with different cmap option\n",
    "plt.figure(figsize=(14,10))\n",
    "corr = hour[thenames].corr()\n",
    "sns.heatmap(corr, annot=True,cmap='coolwarm',\n",
    "        fmt=\".3f\",\n",
    "        xticklabels=thenames,\n",
    "        yticklabels=thenames)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c63ebc6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# “heat map showing the number of riders at each hour throughout a week”\n",
    "df_hm =hour.pivot_table(index = 'hr',columns ='weekday',values ='count')\n",
    "# Draw a heatmap\n",
    "plt.figure(figsize = (20,10)) # To resize the plot\n",
    "sns.heatmap(df_hm,  fmt=\"d\", cmap='binary',linewidths=.5, vmin = 0)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}