{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d1a7c5e-6cc4-4aff-9b23-2a0d02d1681c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# COVID-19 Global Statistics Analysis\n",
    "## Exploratory Data Analysis, Data Preparation, and Inferential Analysis\n",
    "\n",
    "#Name: Thomas Hollingshead\n",
    "#Course: MSBA 320\n",
    "#Project:* COVID-19 Global Statistics with IMF GDP Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1e970add-6761-4730-8bc9-ff4c972fbe38",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Required Libraries\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "\n",
    "#ignore seaborn warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# statsmodels and scipy will be useful later for regression/inferential analysis\n",
    "import statsmodels.api as sm\n",
    "import scipy.stats as stats\n",
    "\n",
    "# Display options for cleaner notebook output\n",
    "pd.set_option(\"display.max_columns\", None)\n",
    "pd.set_option(\"display.float_format\", \"{:,.2f}\".format)\n",
    "\n",
    "# Plot style\n",
    "sns.set_theme()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d446fcf8-54a3-4b7d-bb93-42cdd8627153",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 1. Data Read / Loading\n",
    "\n",
    "# In this section, the dataset is loaded into a pandas DataFrame.  \n",
    "# After loading, the data is inspected to understand its structure, variable types, \n",
    "# and overall contents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e0f90359-997e-4f8c-a88e-8c7aec6fb582",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>continent</th>\n",
       "      <th>country</th>\n",
       "      <th>population</th>\n",
       "      <th>cases_per_million</th>\n",
       "      <th>total_cases</th>\n",
       "      <th>deaths_per_million</th>\n",
       "      <th>total_deaths</th>\n",
       "      <th>GDP ( USD billions)</th>\n",
       "      <th>GDP Per Capita(USD)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Africa</td>\n",
       "      <td>Niger</td>\n",
       "      <td>26083660</td>\n",
       "      <td>381</td>\n",
       "      <td>9931</td>\n",
       "      <td>12</td>\n",
       "      <td>312</td>\n",
       "      <td>26.11</td>\n",
       "      <td>864.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Asia</td>\n",
       "      <td>China</td>\n",
       "      <td>1448471400</td>\n",
       "      <td>347</td>\n",
       "      <td>503302</td>\n",
       "      <td>4</td>\n",
       "      <td>5272</td>\n",
       "      <td>20,650.75</td>\n",
       "      <td>14,730.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Africa</td>\n",
       "      <td>Liberia</td>\n",
       "      <td>5305117</td>\n",
       "      <td>1525</td>\n",
       "      <td>8090</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>5.59</td>\n",
       "      <td>955.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Oceania</td>\n",
       "      <td>Nauru</td>\n",
       "      <td>10903</td>\n",
       "      <td>494635</td>\n",
       "      <td>5393</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>0.18</td>\n",
       "      <td>14,958.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Africa</td>\n",
       "      <td>Comoros</td>\n",
       "      <td>907419</td>\n",
       "      <td>10038</td>\n",
       "      <td>9109</td>\n",
       "      <td>177</td>\n",
       "      <td>161</td>\n",
       "      <td>1.77</td>\n",
       "      <td>1,904.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  continent  country  population  cases_per_million  total_cases  \\\n",
       "0    Africa    Niger    26083660                381         9931   \n",
       "1      Asia    China  1448471400                347       503302   \n",
       "2    Africa  Liberia     5305117               1525         8090   \n",
       "3   Oceania    Nauru       10903             494635         5393   \n",
       "4    Africa  Comoros      907419              10038         9109   \n",
       "\n",
       "   deaths_per_million  total_deaths  GDP ( USD billions)  GDP Per Capita(USD)  \n",
       "0                  12           312                26.11               864.48  \n",
       "1                   4          5272            20,650.75            14,730.31  \n",
       "2                  56           295                 5.59               955.67  \n",
       "3                  92             1                 0.18            14,958.98  \n",
       "4                 177           161                 1.77             1,904.28  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2. Load the Dataset\n",
    "file_path = \"covid19_global_statistics_2026_with_imf_gdp.csv\"\n",
    "\n",
    "# Read the CSV file into a pandas DataFrame\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Display the first few rows\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8c8e2ccb-76e3-42ec-86a5-35474c71a9db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of dataset: (184, 9)\n",
      "\n",
      "Columns:\n",
      "['continent', 'country', 'population', 'cases_per_million', 'total_cases', 'deaths_per_million', 'total_deaths', 'GDP ( USD billions)', 'GDP Per Capita(USD)']\n"
     ]
    }
   ],
   "source": [
    "# 3. Structure of the Data\n",
    "\n",
    "# Number of rows and columns\n",
    "print(\"Shape of dataset:\", df.shape)\n",
    "\n",
    "# Column names\n",
    "print(\"\\nColumns:\")\n",
    "print(df.columns.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8779714b-19ae-4c9a-a820-2a5e854d514c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 184 entries, 0 to 183\n",
      "Data columns (total 9 columns):\n",
      " #   Column               Non-Null Count  Dtype  \n",
      "---  ------               --------------  -----  \n",
      " 0   continent            184 non-null    object \n",
      " 1   country              184 non-null    object \n",
      " 2   population           184 non-null    int64  \n",
      " 3   cases_per_million    184 non-null    int64  \n",
      " 4   total_cases          184 non-null    int64  \n",
      " 5   deaths_per_million   184 non-null    int64  \n",
      " 6   total_deaths         184 non-null    int64  \n",
      " 7   GDP ( USD billions)  184 non-null    float64\n",
      " 8   GDP Per Capita(USD)  184 non-null    float64\n",
      "dtypes: float64(2), int64(5), object(2)\n",
      "memory usage: 13.1+ KB\n"
     ]
    }
   ],
   "source": [
    "# View data types and non-null counts\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "729855c1-1aa6-40af-a8df-f5f04cd89839",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Structural Observations:\n",
    "\n",
    "# The main categories are \"Country\" and \"Continent\"\n",
    "# The remaining columns are numerical and can be used for descriptive/inferential analysis \n",
    "\n",
    "# This structure is appropriate for:\n",
    "# country comparisons\n",
    "# economic relationship analysis\n",
    "# correlation and regression analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fe78a1ec-0d85-468f-885b-db27e8379658",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing values by column:\n",
      "continent              0\n",
      "country                0\n",
      "population             0\n",
      "cases_per_million      0\n",
      "total_cases            0\n",
      "deaths_per_million     0\n",
      "total_deaths           0\n",
      "GDP ( USD billions)    0\n",
      "GDP Per Capita(USD)    0\n",
      "dtype: int64\n",
      "\n",
      "Total missing values in dataset: 0\n"
     ]
    }
   ],
   "source": [
    "# 4. Check for Missing Values \n",
    "missing_values = df.isnull().sum()\n",
    "\n",
    "print(\"Missing values by column:\")\n",
    "print(missing_values)\n",
    "\n",
    "print(\"\\nTotal missing values in dataset:\", missing_values.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bbdffc94-3ac8-4a44-af90-baf31c0d01a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>population</th>\n",
       "      <th>cases_per_million</th>\n",
       "      <th>total_cases</th>\n",
       "      <th>deaths_per_million</th>\n",
       "      <th>total_deaths</th>\n",
       "      <th>GDP ( USD billions)</th>\n",
       "      <th>GDP Per Capita(USD)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>184.00</td>\n",
       "      <td>184.00</td>\n",
       "      <td>184.00</td>\n",
       "      <td>184.00</td>\n",
       "      <td>184.00</td>\n",
       "      <td>184.00</td>\n",
       "      <td>184.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>40,830,702.17</td>\n",
       "      <td>178,202.89</td>\n",
       "      <td>3,570,773.47</td>\n",
       "      <td>1,303.53</td>\n",
       "      <td>37,295.62</td>\n",
       "      <td>656.42</td>\n",
       "      <td>22,403.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>153,150,656.87</td>\n",
       "      <td>197,194.72</td>\n",
       "      <td>10,883,346.97</td>\n",
       "      <td>1,389.99</td>\n",
       "      <td>121,415.94</td>\n",
       "      <td>2,878.40</td>\n",
       "      <td>32,239.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10,903.00</td>\n",
       "      <td>347.00</td>\n",
       "      <td>2,943.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>368.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1,832,623.50</td>\n",
       "      <td>12,820.50</td>\n",
       "      <td>43,973.75</td>\n",
       "      <td>132.75</td>\n",
       "      <td>415.25</td>\n",
       "      <td>15.94</td>\n",
       "      <td>2,954.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>8,727,237.00</td>\n",
       "      <td>100,561.00</td>\n",
       "      <td>346,717.00</td>\n",
       "      <td>775.50</td>\n",
       "      <td>3,618.50</td>\n",
       "      <td>51.59</td>\n",
       "      <td>8,700.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>29,506,638.75</td>\n",
       "      <td>284,247.25</td>\n",
       "      <td>1,920,548.00</td>\n",
       "      <td>2,160.25</td>\n",
       "      <td>19,127.50</td>\n",
       "      <td>334.64</td>\n",
       "      <td>29,996.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1,448,471,400.00</td>\n",
       "      <td>771,655.00</td>\n",
       "      <td>111,820,082.00</td>\n",
       "      <td>6,595.00</td>\n",
       "      <td>1,219,487.00</td>\n",
       "      <td>31,821.29</td>\n",
       "      <td>246,738.26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            population  cases_per_million    total_cases  deaths_per_million  \\\n",
       "count           184.00             184.00         184.00              184.00   \n",
       "mean     40,830,702.17         178,202.89   3,570,773.47            1,303.53   \n",
       "std     153,150,656.87         197,194.72  10,883,346.97            1,389.99   \n",
       "min          10,903.00             347.00       2,943.00                3.00   \n",
       "25%       1,832,623.50          12,820.50      43,973.75              132.75   \n",
       "50%       8,727,237.00         100,561.00     346,717.00              775.50   \n",
       "75%      29,506,638.75         284,247.25   1,920,548.00            2,160.25   \n",
       "max   1,448,471,400.00         771,655.00 111,820,082.00            6,595.00   \n",
       "\n",
       "       total_deaths  GDP ( USD billions)  GDP Per Capita(USD)  \n",
       "count        184.00               184.00               184.00  \n",
       "mean      37,295.62               656.42            22,403.25  \n",
       "std      121,415.94             2,878.40            32,239.24  \n",
       "min            1.00                 0.06               368.83  \n",
       "25%          415.25                15.94             2,954.81  \n",
       "50%        3,618.50                51.59             8,700.21  \n",
       "75%       19,127.50               334.64            29,996.03  \n",
       "max    1,219,487.00            31,821.29           246,738.26  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 5. Summary Statistics\n",
    "\n",
    "#numerical columns\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e8feb655-2cec-451d-9ba9-1f1451e24c02",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>184.00</td>\n",
       "      <td>40,830,702.17</td>\n",
       "      <td>153,150,656.87</td>\n",
       "      <td>10,903.00</td>\n",
       "      <td>1,832,623.50</td>\n",
       "      <td>8,727,237.00</td>\n",
       "      <td>29,506,638.75</td>\n",
       "      <td>1,448,471,400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cases_per_million</th>\n",
       "      <td>184.00</td>\n",
       "      <td>178,202.89</td>\n",
       "      <td>197,194.72</td>\n",
       "      <td>347.00</td>\n",
       "      <td>12,820.50</td>\n",
       "      <td>100,561.00</td>\n",
       "      <td>284,247.25</td>\n",
       "      <td>771,655.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_cases</th>\n",
       "      <td>184.00</td>\n",
       "      <td>3,570,773.47</td>\n",
       "      <td>10,883,346.97</td>\n",
       "      <td>2,943.00</td>\n",
       "      <td>43,973.75</td>\n",
       "      <td>346,717.00</td>\n",
       "      <td>1,920,548.00</td>\n",
       "      <td>111,820,082.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths_per_million</th>\n",
       "      <td>184.00</td>\n",
       "      <td>1,303.53</td>\n",
       "      <td>1,389.99</td>\n",
       "      <td>3.00</td>\n",
       "      <td>132.75</td>\n",
       "      <td>775.50</td>\n",
       "      <td>2,160.25</td>\n",
       "      <td>6,595.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_deaths</th>\n",
       "      <td>184.00</td>\n",
       "      <td>37,295.62</td>\n",
       "      <td>121,415.94</td>\n",
       "      <td>1.00</td>\n",
       "      <td>415.25</td>\n",
       "      <td>3,618.50</td>\n",
       "      <td>19,127.50</td>\n",
       "      <td>1,219,487.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP ( USD billions)</th>\n",
       "      <td>184.00</td>\n",
       "      <td>656.42</td>\n",
       "      <td>2,878.40</td>\n",
       "      <td>0.06</td>\n",
       "      <td>15.94</td>\n",
       "      <td>51.59</td>\n",
       "      <td>334.64</td>\n",
       "      <td>31,821.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP Per Capita(USD)</th>\n",
       "      <td>184.00</td>\n",
       "      <td>22,403.25</td>\n",
       "      <td>32,239.24</td>\n",
       "      <td>368.83</td>\n",
       "      <td>2,954.81</td>\n",
       "      <td>8,700.21</td>\n",
       "      <td>29,996.03</td>\n",
       "      <td>246,738.26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count          mean            std       min  \\\n",
       "population          184.00 40,830,702.17 153,150,656.87 10,903.00   \n",
       "cases_per_million   184.00    178,202.89     197,194.72    347.00   \n",
       "total_cases         184.00  3,570,773.47  10,883,346.97  2,943.00   \n",
       "deaths_per_million  184.00      1,303.53       1,389.99      3.00   \n",
       "total_deaths        184.00     37,295.62     121,415.94      1.00   \n",
       "GDP ( USD billions) 184.00        656.42       2,878.40      0.06   \n",
       "GDP Per Capita(USD) 184.00     22,403.25      32,239.24    368.83   \n",
       "\n",
       "                             25%          50%           75%              max  \n",
       "population          1,832,623.50 8,727,237.00 29,506,638.75 1,448,471,400.00  \n",
       "cases_per_million      12,820.50   100,561.00    284,247.25       771,655.00  \n",
       "total_cases            43,973.75   346,717.00  1,920,548.00   111,820,082.00  \n",
       "deaths_per_million        132.75       775.50      2,160.25         6,595.00  \n",
       "total_deaths              415.25     3,618.50     19,127.50     1,219,487.00  \n",
       "GDP ( USD billions)        15.94        51.59        334.64        31,821.29  \n",
       "GDP Per Capita(USD)     2,954.81     8,700.21     29,996.03       246,738.26  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transposed for readability \n",
    "\n",
    "df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "41ec3abb-e257-4cc4-b898-0a615333ed03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>50%</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>40,830,702.17</td>\n",
       "      <td>8,727,237.00</td>\n",
       "      <td>153,150,656.87</td>\n",
       "      <td>10,903.00</td>\n",
       "      <td>1,448,471,400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cases_per_million</th>\n",
       "      <td>178,202.89</td>\n",
       "      <td>100,561.00</td>\n",
       "      <td>197,194.72</td>\n",
       "      <td>347.00</td>\n",
       "      <td>771,655.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_cases</th>\n",
       "      <td>3,570,773.47</td>\n",
       "      <td>346,717.00</td>\n",
       "      <td>10,883,346.97</td>\n",
       "      <td>2,943.00</td>\n",
       "      <td>111,820,082.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths_per_million</th>\n",
       "      <td>1,303.53</td>\n",
       "      <td>775.50</td>\n",
       "      <td>1,389.99</td>\n",
       "      <td>3.00</td>\n",
       "      <td>6,595.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_deaths</th>\n",
       "      <td>37,295.62</td>\n",
       "      <td>3,618.50</td>\n",
       "      <td>121,415.94</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1,219,487.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP ( USD billions)</th>\n",
       "      <td>656.42</td>\n",
       "      <td>51.59</td>\n",
       "      <td>2,878.40</td>\n",
       "      <td>0.06</td>\n",
       "      <td>31,821.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP Per Capita(USD)</th>\n",
       "      <td>22,403.25</td>\n",
       "      <td>8,700.21</td>\n",
       "      <td>32,239.24</td>\n",
       "      <td>368.83</td>\n",
       "      <td>246,738.26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             mean          50%            std       min  \\\n",
       "population          40,830,702.17 8,727,237.00 153,150,656.87 10,903.00   \n",
       "cases_per_million      178,202.89   100,561.00     197,194.72    347.00   \n",
       "total_cases          3,570,773.47   346,717.00  10,883,346.97  2,943.00   \n",
       "deaths_per_million       1,303.53       775.50       1,389.99      3.00   \n",
       "total_deaths            37,295.62     3,618.50     121,415.94      1.00   \n",
       "GDP ( USD billions)        656.42        51.59       2,878.40      0.06   \n",
       "GDP Per Capita(USD)     22,403.25     8,700.21      32,239.24    368.83   \n",
       "\n",
       "                                 max  \n",
       "population          1,448,471,400.00  \n",
       "cases_per_million         771,655.00  \n",
       "total_cases           111,820,082.00  \n",
       "deaths_per_million          6,595.00  \n",
       "total_deaths            1,219,487.00  \n",
       "GDP ( USD billions)        31,821.29  \n",
       "GDP Per Capita(USD)       246,738.26  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Key descriptive Statistics for Numerical Variables\n",
    "df.describe().T[['mean','50%','std','min','max']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "03e8c055-17f2-437c-9c6d-d7fe6d1dc6b6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2e331c68-a524-48ab-bc81-7713185ad101",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Numerical columns: ['population', 'cases_per_million', 'total_cases', 'deaths_per_million', 'total_deaths', 'GDP ( USD billions)', 'GDP Per Capita(USD)']\n"
     ]
    }
   ],
   "source": [
    "# 6. Select Numerical Columns\n",
    "\n",
    "num_cols = df.select_dtypes(include=[np.number]).columns.tolist()\n",
    "print(\"Numerical columns:\", num_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cc5912ee-4cab-4825-9c78-5a1751c0e903",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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v3u6zFseGO1cfO76/u8JSampqqbfh3b9/v0egGjp0qDIyMkrc9jU6OlpPPfWUPvvsM23ZsqVMdZ+ob7hqPJW/CwAVhwuhAQTE3LlzlZqaqptuuqnU+f/973913XXXyTAMhYaG6pJLLnE/2Grfvn2SVKax9Sfy448/egwXWbJkiYqKitS+fXtJxQeo6enpHnc5+uWXXzzaOFHYcXEdtB778DdJ+uyzz+RwOHTRRRf5XH+rVq1ks9lKtL1mzRrt3btXrVu3LnNbERERuvPOO/Xhhx/qiy++KHWZzZs3l7m97Oxsvf7660pMTCxXHf5Qv359xcbGavfu3WrRooX7KyEhQePGjdOff/5ZrvaioqJ03XXX6YMPPtDvv/9eYv6nn36qP/74Q1dffbWk4mtxIiMjdc8997gP/nNycpSSklLirNF3333n8Un/N998o6KiInXs2LHUWo7v7ykpKWrYsKGuu+46d2A4cOCANm3a5N6WzWZT9erV3X8zLi1atFBYWFip+zs7O1vff/+9OnTo4J5Wp04d/fTTTyUe8icVB4/c3NyTDvVytX2ivuGqsWbNmidtB8Dpx5kGABUqOzvbfaDhdDqVnp6u77//XvPmzVPfvn3Vq1evUtfr2LGj5syZo5EjR6pv374qLCzUrFmzVKVKFffBTFRUlH799VetXLmy3M94OHTokB588EENGDBAO3bs0Pjx49WpUyf3Adsll1yit99+W48//riuv/56bd68Wa+//rpHUHAdqK1cuVINGjQocfajYcOG6tevn6ZMmaL8/Hy1b99eGzZscN/m03UXGV9UqVJF99xzj6ZMmaKgoCD16NFDu3fv1sSJE9WwYUP179+/XO0NGTJE+/bt08MPP6zevXurd+/eiouL08GDB/Xtt99q8eLFio+P9ziQlIov9nYNh7Hb7dq2bZvefvttpaena+LEiRXysDVvLBaLHnnkET399NOyWCy65JJLlJWVpalTp+rAgQM+PQNg2LBhWrdunW6//Xb3E6GLior03Xff6YMPPlDXrl119913S5Jatmyp999/Xy+99JIuueQSpaamavbs2Tp06FCJsxz79+/Xfffdp9tuu0379u3T+PHj1blzZ3dwPd7x/b1ly5aaOnWqZsyYoaSkJO3cuVOvvfaaCgoKPK6F6dSpU4nAGxwcrIcfflhjxoxRfn6++0zFrl279NZbb8lsNrsv3pekO++8U19//bUGDhyom2++We3bt1doaKg2bdqk119/XRdccEGJPlfevpGSkqLQ0FCvzxMBEDiEBgAV6s8//9QNN9wgqfiT0tjYWNWrV08vvfSS11t8du3aVWPHjtXrr7+uBx54QCaTSRdddJHeeust9zUQt9xyi9avX69BgwZpzJgxJcaIe/Ovf/1L+fn5GjJkiGw2m6666ir9+9//dh/IdOrUSSNGjNDbb7+tL7/8Us2aNdOUKVN04403utuIiIjQwIEDNW/ePC1btkw//PBDie288MILqlOnjhYuXKjZs2crLi5OAwYM0JAhQ07pTIkkPfjgg6pWrZreeecdzZ8/X1WqVNFll12moUOHlrhG4mQsFovGjBmjPn36aP78+Xr55Zd16NAhhYeHq0mTJnriiSd0zTXXlGj3P//5j/v7sLAwxcXFqXPnzrrjjjvKNUTKn66//nqFh4dr1qxZmjdvnsLCwtS6dWuNHTvWp5qioqL09ttv65133tHnn3+uuXPnyjAM1alTR6NGjdL111/vvp6hX79+2r17txYuXKj33ntP8fHx6tatm26++WY99dRT2rJli/uOVldccYWioqI0dOhQhYWFqV+/fnrkkUdOWMfx/X3w4MFKT0/XW2+9pVdffVU1atTQ1VdfLZPJpNdee02ZmZmKjo5W79699cknnyg1NdXjb+SOO+5QQkKC3nvvPY0cOVI5OTnu/Xffffd53KI1Ojpa8+bN08yZM7V06VK9//77KiwsVK1atXTllVfqnnvuKXERdHn7huuuUeW5mBrA6WMySntSCwAAqDDJyclq166dXnrppQrflmEYuvrqq9W7d28NGTKkwrfni927d6tXr15asGBBhT0ZHsCp4ZoGAADOYiaTSY899pjef//9SntnolmzZumyyy4jMACVGKEBAICzXNeuXdWjRw+99tprgS6lhC1btmjZsmV66qmnAl0KAC8YngQAAADAK840AAAAAPCK0AAAAADAK0IDAAAAAK8IDQAAAAC8Oicf7mYYhpzOwFz/bTabArZtVC70BUj0A/yDvgAX+gJcKqovmM2mEk9lP5lzMjQ4nYYOH8457du1Ws2KiQlXVlauioqcp337qDzoC5DoB/gHfQEu9AW4VGRfqFo1XBZL+UIDw5MAAAAAeEVoAAAAAOAVoQEAAACAV4QGAAAAAF4RGgAAAAB4RWgAAAAA4BWhAQAAAIBXhAYAAAAAXhEaAAAAAHhFaAAAAADgFaEBAAAAgFeEBgAAAABeERoAAAAAeEVoAAAAAOAVoQEAAACAV4QGAAAAAF5ZA13AuchkMslq9W9eczoNOZ2GX9sEAAAAJEJDQERFhcpsNvm1TafTUHp6DsEBAAAAfkdoCACz2aSlq3cq44jdL+1ViQxWcts6MptNhAYAAAD4HaEhQDKO2JWWkRfoMgAAAICT4kJoAAAAAF4RGgAAAAB4RWgAAAAA4BWhAQAAAIBXhAYAAAAAXhEaAAAAAHhFaAAAAADgFaEBAAAAgFeEBgAAAABeERoAAAAAeEVoAAAAAOAVoQEAAACAV4QGAAAAAF4RGgAAAAB4RWgAAAAA4BWhAQAAAIBXhAYAAAAAXhEaAAAAAHhFaAAAAADgFaEBAAAAgFeEBgAAAABeERoAAAAAeEVoAAAAAOAVoQEAAACAV4QGAAAAAF4RGgAAAAB4RWgAAAAA4BWhAQAAAIBXhAYAAAAAXhEaAAAAAHhFaAAAAADgFaEBAAAAgFeEBgAAAABeERoAAAAAeEVoAAAAAOAVoQEAAACAV4QGAAAAAF4FPDQUFhZqwoQJ6t69uy688ELdfPPN+uWXX9zzN2zYoFtvvVVJSUnq3r27Zs+eHcBqAQAAgHNPwEPDtGnTtHDhQj3//PP68MMPVb9+fQ0aNEgHDhxQenq6Bg4cqLp162rhwoV68MEHNXHiRC1cuDDQZQMAAADnDGugC/jmm2905ZVXqnPnzpKkkSNHav78+frtt9+0Y8cO2Ww2jR49WlarVQ0aNNDOnTs1c+ZMXXvttQGuHAAAADg3BPxMQ5UqVfTtt99q9+7dcjgcmjdvnmw2m5o0aaI1a9aobdu2slr/yTYdOnTQ9u3blZaWFsCqAQAAgHNHwM80PPHEE3rkkUfUo0cPWSwWmc1mTZw4UbVr19b+/fvVqFEjj+Xj4uIkSXv37lVsbGwgSgYAAADOKQEPDVu3blVUVJReffVVxcfHa/78+RoxYoTeeecd5efny2azeSwfHBwsSbLb7ae0Xav19J9ksVj+2abZZJLZbPJLu2aTqUT7qNxc+4p9dm6jH8CFvgAX+gJcKltfCGho2LNnj/7973/rjTfeUJs2bSRJLVq00JYtWzR58mSFhISooKDAYx1XWAgLC/N5u2azSTEx4b4X7gfBwVaFhtpOvmAZ25KkqKhQv7SH04d9Bol+gH/QF+BCX4BLZekLAQ0Nv//+uwoLC9WiRQuP6a1atdKKFStUs2ZNpaamesxz/RwfH+/zdp1OQ1lZuT6v7yuLxeze8XZ7kfLyCk6yRtmE2SySpKysPDkcTr+0iYrl6gvss3Mb/QAu9AW40BfgUpF9ISoqtNxnMAIaGmrUqCFJ2rhxo1q2bOmevmnTJtWpU0dJSUmaO3euHA6HLJbiA+OVK1eqXr16p3w9Q1FRYP8QnYYhp9PwW1uS5HA4A/57oXzYZ5DoB/gHfQEu9AW4VJa+ENBBUi1btlSbNm00YsQI/fTTT9qxY4deeeUVrVy5Uvfcc4+uvfZaZWdn64knntCWLVu0aNEivfnmmxo8eHAgywYAAADOKQE902A2mzV16lS98sorGjVqlDIzM9WoUSO98cYbSkpKkiTNmjVLL7zwgvr166fq1atr+PDh6tevXyDLBgAAAM4pAb97UnR0tJ555hk988wzpc5v2bKl5s2bd5qrAgAAAOBSOe7hBAAAAKDSIjQAAAAA8IrQAAAAAMArQgMAAAAArwgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0AAAAAPCK0AAAAADAK0IDAAAAAK8IDQAAAAC8IjQAAAAA8IrQAAAAAMArQgMAAAAArwgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0AAAAAPCK0AAAAADAK0IDAAAAAK8IDQAAAAC8IjQAAAAA8IrQAAAAAMArQgMAAAAArwgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0AAAAAPCK0AAAAADAK0IDAAAAAK8IDQAAAAC8IjQAAAAA8IrQAAAAAMArQgMAAAAArwgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0AAAAAPCK0AAAAADAK0IDAAAAAK8IDQAAAAC8IjQAAAAA8IrQAAAAAMArQgMAAAAArwgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0AAAAAPCK0AAAAADAK0IDAAAAAK8IDQAAAAC8IjQAAAAA8IrQAAAAAMArQgMAAAAArwgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0AAAAAPCK0AAAAADAq0oRGj788EP16dNHLVq00BVXXKHFixe7523YsEG33nqrkpKS1L17d82ePTuAlQIAAADnnoCHho8++kiPP/64brjhBn366afq06ePhg0bpl9//VXp6ekaOHCg6tatq4ULF+rBBx/UxIkTtXDhwkCXDQAAAJwzrIHcuGEYmjhxom6//XbdfvvtkqQhQ4bol19+0c8//6yff/5ZNptNo0ePltVqVYMGDbRz507NnDlT1157bSBLBwAAAM4ZAT3TsG3bNu3Zs0dXXXWVx/TZs2dr8ODBWrNmjdq2bSur9Z9s06FDB23fvl1paWmnu1wAAADgnBTQ0LBjxw5JUm5uru666y517NhR119/vZYuXSpJ2r9/vxISEjzWiYuLkyTt3bv3tNYKAAAAnKsCOjwpOztbkjRixAg98MADeuyxx7RkyRLdf//9mjNnjvLz82Wz2TzWCQ4OliTZ7fZT2rbVevrzksXyzzbNJpPMZpNf2jWbTCXaR+Xm2lfss3Mb/QAu9AW40BfgUtn6QkBDQ1BQkCTprrvuUr9+/SRJTZo00Z9//qk5c+YoJCREBQUFHuu4wkJYWJjP2zWbTYqJCfd5fX8IDrYqNNR28gXL2JYkRUWF+qU9nD7sM0j0A/yDvgAX+gJcKktfCGhocA09atSokcf0hg0batmyZapVq5ZSU1M95rl+jo+P93m7TqehrKxcn9f3lcVidu94u71IeXkFJ1mjbMJsFklSVlaeHA6nX9pExXL1BfbZuY1+ABf6AlzoC3CpyL4QFRVa7jMYAQ0NTZs2VXh4uNauXas2bdq4p2/atEm1a9dW69atNXfuXDkcDlksxQfGK1euVL169RQbG3tK2y4qCuwfotMw5HQafmtLkhwOZ8B/L5QP+wwS/QD/oC/Ahb4Al8rSFwI6SCokJER33323Xn31VX366af6+++/NW3aNP3www8aOHCgrr32WmVnZ+uJJ57Qli1btGjRIr355psaPHhwIMsGAAAAzikBPdMgSffff79CQ0M1YcIEHThwQA0aNNDkyZPVvn17SdKsWbP0wgsvqF+/fqpevbqGDx/uvv4BAAAAQMULeGiQpIEDB2rgwIGlzmvZsqXmzZt3misCAAAA4FI57uEEAAAAoNIiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0AAAAAPCK0AAAAADAK0IDAAAAAK98Cg2vvvqq9u3b5+9aAAAAAFRCPoWGN998Uz169NDAgQP1ySefyG63+7suAAAAAJWET6Hh+++/19ixYxUUFKSRI0eqU6dOevrpp/Xrr7/6uz4AAAAAAWb1ZSWbzaY+ffqoT58+Sk1N1ccff6zFixdr/vz5qlu3rvr376/+/fsrNjbW3/UCAAAAOM1O+ULouLg43Xbbbbr33nvVpk0bbd++XePHj1e3bt301FNPKTs72x91AgAAAAgQn840uPz888/66KOPtGTJEuXm5qpDhw7uwLB8+XL95z//0f79+zVz5kx/1QsAAADgNPMpNEyYMEGffPKJ9u3bpxo1auiOO+5Q//79VbNmTfcyffr00caNG/XWW2/5rVgAAAAAp59PoWHOnDm69NJL9dxzz+niiy+WyWQqdbkWLVpo6NChp1IfAAAAgADzKTR89913io6O1sGDB92BITMzU/v27VPjxo3dy1166aX+qRIAAABAwPh0IbTZbNbAgQM1YMAA97S1a9fqmmuu0f3336+8vDy/FQgAAAAgsHwKDS+//LI2b96sYcOGuad16NBBU6dO1fr16zVp0iS/FQgAAAAgsHwKDUuXLtWIESPUq1cv9zSbzabk5GQNGzZMixcv9luBAAAAAALLp9CQk5OjqKioUufFxsYqPT39lIoCAAAAUHn4FBqaNWumhQsXljpv0aJFSkxMPKWiAAAAAFQePt096b777tOgQYPUv39/9ezZU7GxsTp8+LC++eYb/fHHH5o+fbq/6wQAAAAQID6Fhk6dOmnatGmaNGmSJk2aJMMwZDKZ1KRJE02dOlVdu3b1d50AAAAAAsSn0CBJ3bp1U7du3WS325WRkaHIyEiFhYX5szYAAAAAlYDPoUEqfqBbXl6enE6nMjIylJGR4Z5Xs2bNU60NAAAAQCXgU2jYsWOHRo4cqbVr155wmQ0bNvhcFAAAAIDKw6fQ8Nxzz2nHjh164IEHlJCQILPZp5swAQAAADgD+BQa1qxZoxdeeEFXXnmlv+sBAAAAUMn4dIogIiJC0dHR/q4FAAAAQCXkU2i4+uqr9e6778owDH/XAwAAAKCS8Wl4UmhoqFJSUtSzZ0+1aNFCISEhHvNNJpNefPFFvxQIAAAAILB8Cg3/+9//FBkZKafTWeodlEwm0ykXBgAAAKBy8Ck0LF261N91AAAAAKikTuleqU6nU3/99ZdWrFih7Oxsj4e7AQAAADg7+PxE6I8++kjjxo1TamqqTCaTFixYoMmTJysoKEjjxo2TzWbzZ50AAAAAAsSnMw2ff/65RowYoQ4dOmjChAnuuyj16tVLK1as0NSpU/1aJAAAAIDA8elMw/Tp03XjjTdq9OjRcjgc7un9+/dXWlqaPvjgAw0dOtRfNQIAAAAIIJ/ONGzfvl09e/YsdV6rVq104MCBUyoKAAAAQOXhU2iIjY3V1q1bS523detWxcbGnlJRAAAAACoPn0JDnz59NGnSJH3xxRcqKCiQVPxshvXr12vq1Km67LLL/FokAAAAgMDx6ZqGoUOHatOmTRo6dKjM5uLcMWDAAOXm5qpNmzZ6+OGH/VokAAAAgMDxKTTYbDbNmjVLP/zwg1auXKnMzExFRkaqXbt26tatG0+EBgAAAM4iPj+nQZI6deqkTp06+asWAAAAAJWQT6FhypQpJ13mgQce8KVpAAAAAJWM30NDRESE4uLiCA0AAADAWcKn0PDXX3+VmJabm6uUlBSNHj1aTz311CkXBgAAAKBy8OmWq6UJCwtTly5dNGTIEP3f//2fv5oFAAAAEGB+Cw0uNWrUOOGD3wAAAACceU7p7knHMgxD+/bt08yZM1WrVi1/NQsAAAAgwHwKDY0bNz7hsxgMw2B4EgAAAHAW8Sk0DBkypNTQEBERoe7du6tu3bqnWhcAAACASsKn0PDggw/6uw4AAAAAlZRPoWHv3r3lWr5mzZq+bAYAAABAJeBTaEhOTj7hNQ2l2bBhgy+bAQAAAFAJ+BQaXnnlFT3zzDNq1qyZ+vbtq/j4eKWnp2vp0qVavHix7rvvPu6gBAAAAJwlfAoNH374oZKTkzVmzBiP6X369FFsbKx++eUXPfDAA34pEAAAAEBg+fRwt59++klXXnllqfO6du2qlJSUUyoKAAAAQOXhU2iIiYnRb7/9Vuq8H374QfHx8adSEwAAAIBKxKfhSdddd52mTZumvLw8JScnq2rVqjp06JA+//xzzZ07V08//bS/6wQAAAAQID6Fhvvvv19HjhzRG2+8odmzZ0sqfhJ0aGiohg0bphtvvNGvRQIAAAAIHJ9Cg8lk0siRI3X//ffrt99+U2ZmpmJiYpSUlKSIiAh/1wgAAAAggHwKDS4RERGKi4uTJCUlJamoqMgvRQEAAACoPHwODR999JHGjRungwcPymQyaf78+Zo8ebKCgoI0btw42Ww2f9YJAAAAIEB8unvS559/rhEjRqhDhw4aP368nE6nJKlXr15asWKFpk6d6tciAQAAAASOT2capk+frhtvvFGjR4+Ww+FwT+/fv7/S0tL0wQcfaOjQof6qEQAAAEAA+XSmYfv27erZs2ep81q1aqUDBw6cUlEAAAAAKg+fQkNsbKy2bt1a6rytW7cqNjb2lIoCAAAAUHn4FBr69OmjSZMm6YsvvlBBQYGk4tuwrl+/XlOnTtVll13m1yIBAAAABI5P1zQMHTpUmzZt0tChQ2U2F+eOAQMGKDc3V23atNHDDz/s1yIBAAAABI5PocFms2nWrFn64Ycf9NNPPykjI0ORkZFq166dunXrJpPJ5O86AQAAAASIT6Hh3nvv1W233aZOnTqpU6dOfitm+/bt6t+/v5566in1799fkrRhwwa98MILWr9+vapUqaIBAwborrvu8ts2AQAAAHjn0zUNq1evlsVi8WshhYWFeuyxx5Sbm+uelp6eroEDB6pu3bpauHChHnzwQU2cOFELFy7067YBAAAAnJhPZxo6deqk+fPnKykpScHBwX4pZPLkyQoPD/eY9sEHH8hms2n06NGyWq1q0KCBdu7cqZkzZ+raa6/1y3YBAAAAeOdTaAgODtbixYv11Vdf6bzzzitxi1WTyaQ333yzzO2tXr1a8+bN04cffqju3bu7p69Zs0Zt27aV1fpPmR06dNBrr72mtLQ0bu0KAAAAnAY+hYb9+/frwgsvdP9sGIbH/ON/9iYrK0vDhw/Xk08+qRo1apTYTqNGjTymxcXFSZL27t17SqHBavVpZNYpsVj+2abZZJLZ7J8Lxs1HLzw/tn1Ubq59xT47t9EP4EJfgAt9AS6VrS+UOTR88skn6tKli6pUqaK3337bbwWMHj1aSUlJuuqqq0rMy8/Pl81m85jmGg5lt9t93qbZbFJMTPjJF6xAwcFWhYbaTr5gGduSpKioUL+0h9OHfQaJfoB/0BfgQl+AS2XpC2UODcOHD9e8efNUpUoV97Tp06fruuuuU7Vq1Xza+Icffqg1a9bok08+KXV+SEiI++FxLq6wEBYW5tM2JcnpNJSVlXvyBf3MYjG7d7zdXqS8vIKTrFE2Ybbii9KzsvLkcDj90iYqlqsvsM/ObfQDuNAX4EJfgEtF9oWoqNByn8Eoc2g4fsiRw+HQxIkT1aVLF59Dw8KFC5WWluZxHYMkPfPMM5o9e7Zq1qyp1NRUj3mun+Pj433apktRUWD/EJ2GIaez7MO4TtaWJDkczoD/Xigf9hkk+gH+QV+AC30BLpWlL/h0TYNLea5dKM3YsWOVn5/vMa1Xr1566KGH1KdPH3322WeaO3euHA6H+xavK1euVL169bgIGgAAADhNAnplRXx8vOrUqePxJUmxsbGqVauWrr32WmVnZ+uJJ57Qli1btGjRIr355psaPHhwIMsGAAAAzimV43LsE4iNjdWsWbO0fft29evXT1OmTNHw4cPVr1+/QJcGAAAAnDNOaXiSVPxMBn/auHGjx88tW7bUvHnz/LoNAAAAAGVXrtAwZMiQErdAvffeexUUFOQxzWQy6euvvz716gAAAAAEXJlDA0OCAAAAgHNTmUPDmDFjKrIOAAAAAJVUpb4QGgAAAEDgERoAAAAAeEVoAAAAAOAVoQEAAACAV4QGAAAAAF4RGgAAAAB4RWgAAAAA4BWhAQAAAIBXhAYAAAAAXhEaAAAAAHhFaAAAAADgFaEBAAAAgFeEBgAAAABeERoAAAAAeEVoAAAAAOCVNdAF4OQMw1CuvUhHcgt1JLdADqeh6HCbosODFRpsCXR5AAAAOMsRGioxp2Fo14FsbdyVofwCR6nL2ILMatEgVld0aXCaqwMAAMC5gtBQSe0/nKs/d6QrO69QkmQ2SRGhQYoMs8lsNikzp0BHcgtUUOhUyl8HNXjM17qmSz11bJogs9kU4OoBAABwNiE0VDKGYeiPHenatjdLkhRkNavR+dGqmxAly3FhwOE0tPdQjjbtzlBaZr5mf7pBP63fr/uuaaGwEHYtAAAA/IMjy0rE6TT025ZD2n0wR5LUoGaUGp0frSBr6dctWMwmnR8XoeYNYmWzWfXO4r/0x450jXknRQ9f31LVokNPZ/kAAAA4S3H3pErC4XBq9V+p2n0wRyZJSRdUU7N6VU8YGI5ltZh1TbeGeuL2i1QlwqY9h3L0/Fsp2r4vq+ILBwAAwFmP0FAJGIahlE2HdCA9T2azSW2bxKl2XES526mbEKUnb2uj86pHKCunQGPn/qbdB7MroGIAAACcSwgNlcCWPZnafzhXZpPUoWm8EqqG+dxW1agQjbq1tRqeF608e5Femb9W6UfsfqwWAAAA5xpCQ4ClZuRpw84MSVLz+rGqFh1yym2GBlv10LUtlVA1TIez7Jo4f63y7EWn3C4AAADOTYSGAMrNL9IvGw9KkmrHRahOfPmHJJ1IRGiQHvlXK0WFBenv1GxN+3C9nE7Db+0DAADg3EFoCBCnYShl00EVFDkVHW5TiwZVZTL59/kK1auE6uHrW8kWZNb67Yf16Y87/No+AAAAzg2EhgDZuDNd6UfsslpMats4ThZzxeyKejWidHvvxpKkj37Yrk27MipkOwAAADh7ERoC4HBWvlKODktqUiemwh/E1rF5gjo2S5BhSDM++UM5+YUVuj0AAACcXQgNATDro/UqLHKqSoRNdRMiT8s2b+3VSHExoTqcZdcbi/+SYXB9AwAAAMqG0HCapfx1QN/9tkcmSa0axPr9OoYTCQ22anDfZrKYTUrZeFA/rNt/WrYLAACAMx+h4TQyDEOv/W+dJKlpvaqKjgg+rduvVyNK13SpJ0mat3SzMnMKTuv2AQAAcGYiNJxGTsNQYZFT58VF6MJG1QNSQ+92tVU7LkI5+UV6/+tNAakBAAAAZxZCw2lkMZs1Y9Slmjisu4KsgXnprRaz7ujTWCaT9POGVK3dciggdQAAAODMQWg4zYKsZtmCLAGtoW5ClHq2OV+S9PaXG3laNAAAALwiNJyj+nWpr2rRITqcZddH328PdDkAAACoxAgN56hgm0W39kqUJH2Tslt7DuUEuCIAAABUVoSGc1jLBrFKalhNDqeh97/exLMbAAAAUCpCwznuhh4NZbWY9OeOdP26mYuiAQAAUBKh4RwXHxOm3u1qS5LmfrNZhUWOAFcEAACAyobQAF3RsY6qRNh0KDNfX6z6O9DlAAAAoJIhNEAhNqv+dUlDSdLnP/2tzGx7gCsCAABAZUJogCSpfdN41asRKXuhQx//sCPQ5QAAAKASITRAkmQymdxnG5b/tlf70rgFKwAAAIoRGuCWWDtGrRrEymkYWrh8W6DLAQAAQCVBaICH67o3kMkk/bLpoDbvzgh0OQAAAKgECA3wUKt6hLq0rCFJ+uDbLTzwDQAAAIQGlHR15/qyWc3auidLv2w6GOhyAAAAEGCEBpQQExmsXkcf+LZg+TYVOZwBrggAAACBRGhAqS5vX1uRYUE6cDhX363dG+hyAAAAEECEBpQqNNiqvp3qSZI++n678uxFAa4IAAAAgUJowAl1S6qp+JhQZeUWasnPfwe6HAAAAAQIoQEnZLWYdW23BpKkL37+WxnZ9gBXBAAAgEAgNJxFLBazrFb/frVtEqcGNaNUUOjUxz/sCPSvCAAAgACwBroAnLrQYKsMw1BUVKjf23Y6Df0ruaHGvPOLVvy2V73anq+EqmF+3w4AAAAqL0LDWSA4yCKTyaRla/7W4ax8v7VbJTJYyW3rqEndqmrVIFZrt6Zp4fKtGtKvhd+2AQAAgMqP0HAWyThiV1pGXoW0fW33Bvp9W5pSNh7U1j2ZalArukK2AwAAgMqHaxpQJudVj1Cn5jUkSfOXbZVhGAGuCAAAAKcLoQFldk2XerJazNq0K0PrtqUFuhwAAACcJoQGlFnVqBBd2uY8SdKCZVvldHK2AQAA4FxAaEC59OlQR2HBVu0+mKOVf+wPdDkAAAA4DQgNKJeI0CBd0bGOJOnD77apsMgR4IoAAABQ0QgNKLceF52nmMhgpWXZ9U3KnkCXAwAAgApGaEC52YIsuqZLPUnSZyt3KDe/MMAVAQAAoCIRGuCTTs1rqFa1cOXkF+mzn3YGuhwAAABUIEIDfGI2m3RttwaSpK9W79ahzIp5qBwAAAACj9AAn7VqGKvGtauoyOHUouXbAl0OAAAAKgihAT4zmUy6IfkCmST99OcBbdubFeiSAAAAUAEIDTgldRIidXHzBEnS3KWbZRg88A0AAOBsE/DQkJGRoaefflpdu3ZV69atddNNN2nNmjXu+Rs2bNCtt96qpKQkde/eXbNnzw5gtShN/24NZLOatWV3plI2Hgx0OQAAAPCzgIeGYcOGae3atRo/frwWLFigZs2a6a677tLWrVuVnp6ugQMHqm7dulq4cKEefPBBTZw4UQsXLgx02ThGTGSwLmtfW5L0wbdbeOAbAADAWcYayI3v3LlTP/zwg95//321bt1akvTEE09oxYoV+vTTTxUSEiKbzabRo0fLarWqQYMG2rlzp2bOnKlrr702kKXjOJe1r60Va/fqUGa+vly9S1d0rBvokgAAAOAnAT3TEBMToxkzZqh58+buaSaTSYZhKDMzU2vWrFHbtm1ltf6TbTp06KDt27crLS0tECXjBEJsVl3fvaEk6ZMfd+hwVn6AKwIAAIC/BPRMQ1RUlLp16+YxbfHixfr777/VuXNnTZgwQY0aNfKYHxcXJ0nau3evYmNjfd621Xr685LF8s82zSaTzGaTX9o1mYrbMZvltzal4holz7q96dyqhr79bY+27M7UwuXbdF+/5idf6Rzlek3L+tri7EQ/gAt9AS70BbhUtr4Q0NBwvJSUFD3++OPq0aOHkpOTNWbMGNlsNo9lgoODJUl2u93n7ZjNJsXEhJ9SracqONiq0FDbyRcsA5vNIkkKCvJfm1JxjZIUFRVa5nWGXJekYROXa+Uf+3V194ZqVt/3YHcuKM9ri7MX/QAu9AW40BfgUln6QqUJDV9//bUee+wxtWrVSuPHj5ckhYSEqKCgwGM5V1gICwvzeVtOp6GsrFzfi/WRxWJ273i7vUh5eQUnWaNsCgqKLzwuLPRfm5IUdjSMZGXlyeFwlmmd2IggdUuqpWW/7tHUBb/pP3e19+vZj7OFqy+U57XF2Yd+ABf6AlzoC3CpyL4QFRVa7jMYlSI0vPPOO3rhhRfUs2dPjR071n12ISEhQampqR7Lun6Oj48/pW0WFQX2D9FpGHI6/fNMA9ezEZxO+a1NqbhGSXI4nOV6va7pUk+r/jygvw9k66vVu9TjovP8VtPZpryvLc5O9AO40BfgQl+AS2XpCwEfJPXee+/pueee0y233KJXXnnFYzhS27ZtlZKSIofjn1t4rly5UvXq1Tul6xlQsaLCbLq2W31J0sLlW5V+xPehZAAAAAi8gIaG7du368UXX1TPnj01ePBgpaWl6eDBgzp48KCOHDmia6+9VtnZ2XriiSe0ZcsWLVq0SG+++aYGDx4cyLJRBt2TaqlejUjlFzj0/jebA10OAAAATkFAQ8OSJUtUWFior776Sp07d/b4euGFFxQbG6tZs2Zp+/bt6tevn6ZMmaLhw4erX79+gSwbZWA2m3Rb78YymaQ1f6Xq963cIhcAAOBMFdBrGu69917de++9Xpdp2bKl5s2bd5oqgj/VSYhUzzbn68vVu/TOlxv13N3tFRxkCXRZAAAAKKeAX9OAs9s1XeopJjJYhzLz9dF32wNdDgAAAHxAaECFCrFZNaBXoiRpyeq/tXVvZoArAgAAQHkRGlDhki6opo7N4mUY0uufbVBhkePkKwEAAKDSIDTgtLjp0kaKCrdpX1quPvp+R6DLAQAAQDkQGnBaRIQG6fbexcOUFq/aqe37sgJcEQAAAMqK0IDT5sJG1dWhafEwpZmf/Cl7AcOUAAAAzgSEBpxWN/dspJjIYO0/nMtD3wAAAM4QhAacVhGhQbr7iiYySVqxdq9SNqYGuiQAAACcBKEBp12TulV1WYfakqQ3Fv+lw1n5Aa4IAAAA3hAaEBD9utRX3YRI5eQXaeYnf8rhdAa6JAAAAJwAoQEBYbWYNbhvMwUHWbRxV4YWLd8W6JIAAABwAoQGBEx81TAN7NNYkrR41d9a8xfXNwAAAFRGhAYEVLsm8erV9nxJ0uufb9C+tJwAVwQAAIDjERpwUhaLWVar/77MZpNH+9d1b6BG51dRfoFDUxatU569KEC/KQAAAEpjDXQBqLxCg60yDENRUaF+bdfpNJSeniOn05BUfH3DfVc30+g3VmtfWq6mf/SHHrquhSxmMi0AAEBlQGjACQUHWWQymbRszd9+uy1qlchgJbetI7PZ5A4NkhQdEayHrm2p/777i9ZtS9P7X2/WLT0byWQyeWkNAAAApwOhASeVccSutIy8Ct9OvRpRGnRVU03933ot/WWP4quGqWeb8yt8uwAAAPCO8R+oVC5KjNN1lzSQJM39ZrN+2XQwwBUBAACA0IBK57J2tdW1VU0ZhjT9o/X6c8fhQJcEAABwTiM0oNIxmUwa0LuRLmpUXUUOQ5MXrtPWPZmBLgsAAOCcRWhApWQxm3VP32ZqVjdG9kKHJnywVrtSswNdFgAAwDmJ0IBKK8hq1gP9W6phrWjl2ov08vu/auf+I4EuCwAA4JxDaEClFmyzaOj1LVWvRpSy8wr18vu/autehioBAACcToQGVHphIUF67MYkNTyv+IzDuLm/adOujECXBQAAcM4gNOCMEBps1bB/tVLj2lWUX+DQuHm/cTtWAACA04TQgDNGiM2qode3UqsGsSoscurVRev0Tcpu93yz2SSr1ezXL7OZJ1IDAADwRGicUWxBFj1wbQu9+9VmLft1j979apMOZebphuQLFBMT7veDfKfTUHp6jpxOw6/tAgAAnEkIDTjjWMxmDejVSLFRwVq4fJuW/LxL+9JyNeqOdvr5j33KOGL3y3aqRAYruW0dmc0mQgMAADinERpwRjKZTLqiY11Viw7VnM836PetaRr2ygq1bxYnp4MDfAAAAH/imgac0do3jdfjAy5StegQ7UvL0ac/7OAhcAAAAH5GaMAZr3Z8pJ69q51aXVBNRQ5Dv24+pF82HVSRwxno0gAAAM4KhAacFSLDbHr2not1YaNqkqTdB3O0/Le9SvfT9Q0AAADnMkIDzhoWs0lJF1RXp+YJCrFZlJNfpO9/36cNO9Pl4EJmAAAAnxEacNaJjQ5R96SaqlUtXIakzbsztWItZx0AAAB8xd2TEBAWi3/z6vHt2YIsuiixumpUC9PvW9N0JLdQ3/2+T3UTItWkThUFWS1+3T4AAMDZjNCA0yo02CrDMBQVFVoh7Zvk+XC3mrHhio0K0R/bD2v3wRzt2H9Ee9Ny1KxuVZ1XPVwmE098BgAAOBlCA06r4CCLTCaTlq35W4ez8v3W7nnxkWrXrIZKywDBQRa1blRdteMi9Pu2w8rOK9Svmw9p+74sNatXVbFRIX6rAwAA4GxEaEBAZByxKy0jz2/tVYkIPuky1aqEqntSTW3dm6lNuzKVkV2gH9btV43YMDWuXUWRYTa/1QMAAHA2ITTgnGI2m3TBeVV0flykNv6drp0HsrUvLVf70nJ1flyEGp0frfCQoECXCQAAUKkQGnBOCrFZ1KphNdWrEaW//k7X/sN52pWard0Hs3Ve9Qg1rBWl2CoVc90FAADAmYbQgHNaVLhN7ZrEK/2IXX/9na6DGfnalZqtXanZOn9PlhLrxqpGlZMPfQIAADibERoASTGRwerYLEGHs/K1ZU+W9h/O1a7UbI189Xs1qBWly9rV1oUXVJfZzN2WAADAuYfQAByjalSI2kWFKDuvULsP5Wj73ixt3ZOlV/+3XtWiQ9SlVU11blFDMZGV7+yD2WyqkFDjdBpy8kRtAADOaYQGoBQRoUHq1KKGnryzvRZ8tVFfr9mtQ5n5+t+Kbfrwu21qWT9WXVrVVMsGsbL6+UF1vjCbTYqJCa+w0JCenkNwAADgHEZoALyIiQzRdZc01OXt62jNxlR9t3avNu3O1NqtaVq7NU1R4TZ1ap6g9k3jdX5cRMAeFuc6y7B09U5lHLH7rd0qkcFKbltHZrOJ0AAAwDmM0ACUQbDNok4taqhTixral5aj73/fpx/W7VNWToEWr/pbi1f9rbgqoboosbraNI5T3YTIgAQIfz//AgAAQCI0AOVWIzZc11/SUP261tfaLWla+cd+rduWptSMPHeAiI0K1kWJcbrwgmpqUCu6UgxhAgAA8BWhAfCR1WLWRYnVdVFideUXFGndtsNK2ZiqtVvSlJZl15erd+nL1bsUHGRRYu0qalq3qprVjVHNauGBLh0AAKBcCA2AH4TYrGrbOE5tG8epoNChP7Yf1pqNB/XH9jRl5Rbq961p+n1rmiSpSoRNzerFKikxTjWrhiq+Sii3cgUAAJUaoQHwM1uQRRc2qq4LG1WX0zC0OzVbf+5I1x87DmvTrgxlZBfoh3XF10RIxU+nrlcjSg1qRatBzSjVqxmlqDBbgH8LAACAfxAagApkNplUOz5SteMjdVn72ioscmjz7kxt2pWhHQeytenvdOUXOLRhZ7o27Ex3rxcdYVPtuEidHxeh2vEROj8uQvExYZyRAAAAAUFoAE6jIKtFTetWVcuG1RQTE660tGzt3H9EW/dkauueTG3Zm6XUw7nKzC7Quuw0rduW5l7XZjUroWqYEmLDVDM2XDWqhatGbJjiY8JktXKhNQAAqDiEBiCAzGaTzo8rPpPQ/cJakqT8giLtPpijXQeOaFdqtv5Ozdbug9kqKHTq76M/e7RhMql6TKjq1ohSbn6hLGaTIkODFBEapCDCBAAA8ANCA1DJhNisalgrWg1rRbunOZ2GDmbkaW9ajval5WrfMf/m2R06cDhXBw7nltKWRZFhQcUhIszm/t4WZDmdvxIAADjDERqAAHA9+M1Sjuc31IqLUK24CI9phmEoI7tA+w/n6nB2gZb/sluHMvJ0JLdQ9kKH8guKvw5m5HusFxx0NEyEFZ+RiAqzKSrcxpkJAABQKkIDcJqZzSZFRYVKkvvfU1G1qlS/dlVJUmGBQ4cyis84FBY5dCS3UNl5hTqSe/Qrr0B5dofshQ7ZMx06lOkZJsJCrIoOt7m/QkOsMgzjlGsEAABnNkIDcJqZzSaZzSb9+PtepablyOmHg/Lz4iPVrlkNmY65uVKQ1aKqURZVjQrxWLaoyKkjeYU6kleo7NwCHcktVFZOgfIKHMrNL1JufpH2pRUHj1UbUrVk1S6dHxeh8+LCVS8hSvVrRpVoEwAAnN0IDUCAZGbblZaZJ6fz1ENDlYjgMi9rtZoVExmsmEjPdeyFDmXlFCgzp0CZ2cX/5uQVKiPbroxsu8ednKpE2FS/ZvFzJerXjFKdhEiF2Hg7AQDgbMX/5QFIKr7OoXqVUFWv8s+QqejIYLVqFKf1mw9q+74sbd+bpV0Hs5WRXaBfNh3UL5sOSpJMJqlWtQjVrxlVHCRqRatGbJjMJp4rAQDA2YDQAOCErBazEutUVVxUsIqKnJIke4FDO/Znadu+LG3bW/yVfsSu3QeLbw27Yu1eSVJYsFX1j56JaFgrWvVrRiksJCiQvw4AAPARoQFAuQTbLEqsHaPE2jHuaelH7Nq2N1Pb9mZp694s7difpVx7kdZvP6z12w+7l6tZLdwdIhrUjFKNauGcjQAA4AxAaABwymIig3VRYpwuSoyTJBU5nNpzMEdb9mRq295Mbd2TpdSMPO09lKO9h3L0/e/7JEmhwRbVrxGlBrWi1eDo2YhwzkYAAFDpEBoA+J3VYladhEjVSYhUj4vOkyRl5RRo69EAsW1vprbty1Ke3aE/dqTrjx3p7nVrxIapQc1oNagVpQY1o1WzWrjMZs5GAAAQSIQG4CTK8wC2QLR3Ovij5qrRIaoaHaK2TeIlSQ6nU7tSs7Vld6a27M7U1j2ZOpCed/RJ17n6fl3x2YgQm0UNjj4hu0GtaNVJiFSVCJv7AXnHcjoNv9yNCgAAeCI0ACcQGlz8YDN/PIDtTFVRr4HTMGQ2mVQtNlIXNqnhnp6ZbdfGnen6a+dhbdyZrk1/pyu/wKE/th/WH8dcGxF99Jav9WsVf9U7ekbCZDIpPT2H4AAAgJ8RGoATCA6yyGQyadmav3U4K//kK5SR60FsZ4KKeA1cv7+3NiNCrLoosbouvKCa0o/YdTAjT6npeUrLzCt+hkR2gX7ddFC/Hr3lqyRZzCadHx+phJhQJcSGqWZsuGpWC1dcTKisZ+DZHQAAKhNCA3ASGUfsSsvI81t75XkQW2Xhz9fA9fuXp83q0SGqHh0iKUYOh1NZuYXFD6HLKVDW0S+H09COfVnasS/LY12zyaTY6GDFVQlVXEyYqlcJVXxMqKrHhKpqZIhCgy2lDnUCAAD/IDQAOKNYLCWfaG0YhoKDrWpav5o27kjT7tTso3dqypW90KGDGfk6mJHvccG1S7DNoqpH2/vnK0QxkcGqGhmsqlEhigq3+f1ibIZQAQDOJIQGAGc8k8mkyDCb2jZNUMMake4H0RmGoYzsAh3MyNOB9Fz3MKfU9DwdzMhTTn6R7AUO98XXJ25figgNUlR4sKIjbIqOCFZUuE1R4cXfR4fbFBFmU0RokMKP+bJZzSc8i+F0GsrK8t8ZLAAAKhKhAcBZy2Qyuc8eNDq/Son59gKH0rPtSj9iV/qRfKUfsevwEbvSs4qnZWTblZlTIMOQjuQW6khuofYcLLmdEzGbTbJZzbIFWWQLMstmLf43ItSmRrVjZDVLVauESU6ngq1mhQZbFWKzKDTY6v6e6zEAAJUBoQHAOSvYZlFC1TAlVA0rdb7ValZUVKjmfvmX9qflqKDQoYJCp+xH/y0ocri/Lyw6+uUo/lcqPpuQX+BQfoGjRNvrt6WVqcYgq1mhNotCgq0KtVkVGmxRiOvfUqYV/3w0dLh/Lg4fXLsBAPDVGREanE6npkyZovnz5ysrK0sXXXSRnnnmGdWpUyfQpQGoZPz5HAyLxSyLpfgMQFSYrczrGYahIoehQodTRceFicIip4KCzKpTI1oZWfmyFzmVlW1XTl6h8gocyrcXKc9epIKjwcO1TlZu4an9LmaTO0y4wkWI63vX9GPOcgQHWRRssyg4yCLbMd8HB5kVbLMo6BRDSEU8U8NsNlXIgwBPR62ufnuq/ZdnlQAVoyLeX860v9czIjRMnTpVc+fO1ZgxYxQfH6+XX35ZgwYN0qeffiqbrez/Iwdw9qrI52qYVL7/UZhMJgVZTQqymqVSbpZ1XnykLru4nteD7iKHU3n2IuXmFyk3v1C5+UVHfy48Oq1IufZC5R3zfW5+UfHP9n+WybMXSZIcTkPZeYXKzju18OFiNknBtuIhVCE2q4JtFo/vg20WBVmLh2QFWc1Hv4qHZwVZzbJazCqwF8lqMSnIYpbVtYyl+F+L2STL0f9JWyxmWUxHvzf/86/H9xazYmIq5unhTqfh1+d/mM2mE9Z6qv3X37UC8P43eyrOtL/XSh8aCgoK9Prrr+vf//63unXrJkmaMGGCunTpoq+++kpXXHFFgCsEUBlU5DMl/D2qx1Xr8pRdyrUXyW4vktMo//80wmwWhdksio0KPuHzLwzD+GfoVJFTBUVOFRY5jvm++Odjh1gVFDlU5HCqqMiQTJJJUnZeoQqKnO7/uTkNKc/uCiV2P70yvjOZJIvZLNPRek0mk8zmo/+aTMXTTSb3vOKf5TnPVBwQj/3ZFmRRXEyYHA6HpKNBxbWeubht8zHTzEenmcxHfz52/tF5VqtZ4eHB2rIrXfn2IplMxe0GBVnkcDjdv8+x9ZqPrfGYf4+dHhVuU4cWtZR9JE9Op+HenqsGq8Ukq8Usq6U4ZJkZrgaUiessw9LVO5VxpGzvd4ZhyDCKH2b6z9v7P99HRdh0Wcf6MptNhAZ/+euvv5STk6MOHTq4p0VFRalp06ZavXo1oQGAh4p4pkRFyczOV3a+Q3l5Baf8P42yPv/CYpIsQRaFBFnK1G6D86oouV0dffjtZh1Mz5XTMORwGHI4nCpyHvuvIYfTqSKHIYez+Hun8+jpd6N4mutUvNVqVkK1cOXmFaqg0FE8hMs1fMthqKjI4W7H6TTkMP5Z13GC18kwis/OVITte7NOvlAl8e6STWVetvgMjUlW8z9BIshiLp52TLiwmouDjms567HLmM2yWo9OM7vWK57v2VZxOxaL+Zjwcsw2jqnDMxSZPMKd2VwyAOLMdOxBtet9wuk8+rNhyHAachr/vIf8s5yOzjOOvk8cfd859j3JYajI4Sx+L3L97HTK4TG9+Psi59FpJ2rr6HuPyWzS4cx8FRY5SwQCw1Wz+/uyvQZf/bxLT97epmJfaD8yGYYPH2+dRl9++aUefPBBrV27ViEhIe7pDz/8sPLz8/Xaa6+Vu03DCMwYsuI3vOLxqnn2Ir/VYLWYFGyz+rXNimqXWv9pN99edMIDIF/b5HU982o1PD6F8k+blf11NR+9vsLp9O0g/9jXy3D/p/g9Nr/A4VGnoeNqNnT8lBPMM462WTzM7Pj9ZJT45phtlbINo8QKJjmczlL2fen9oZTFSp1n0nG/g7ff9yxk8vyP9+VOeUMB5ocde+pNnKCF8k0+ZwVZLYqJtJ3w/wGu40Znqe8Vp6Y4gJevI1f6Mw15ecWfmB1/7UJwcLAyMzN9atNkKv50JZBCg/3/0ldEmxXVLrVKIWdQrWfS60qtZ06trg9R/Ck8lFvUAji7VMR7pS8qRxVeuM4uFBQUeEy32+0KDfX/BY8AAAAAPFX60FCjRg1JUmpqqsf01NRUJSQkBKIkAAAA4JxS6UND48aNFRERoVWrVrmnZWVl6c8//1SbNmfOxSMAAADAmarSX9Ngs9l06623auzYsapatapq1aqll19+WQkJCerZs2egywMAAADOepU+NEjSQw89pKKiIj355JPKz89X27ZtNXv2bB7sBgAAAJwGlf6WqwAAAAACq9Jf0wAAAAAgsAgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACvCA0AAAAAvCI0nAZOp1OTJk1Sly5d1KpVK915553auXNnoMtCOe3Zs0eJiYklvubPny9J2rBhg2699VYlJSWpe/fumj17tsf6ZekH/mgDFWvq1KkaMGCAx7TKsu9P1gb8p7R+MGrUqBLvD127dnXPpx+cPTIyMvT000+ra9euat26tW666SatWbPGPZ/3hHPDyfrBWfeeYKDCTZ482ejYsaOxbNkyY8OGDcadd95p9OzZ07Db7YEuDeXwzTffGC1atDAOHDhgpKamur/y8vKMw4cPG+3btzeeeOIJY8uWLcaCBQuMFi1aGAsWLHCvf7J+4I82ULHmzJljJCYmGrfeeqt7WmXZ92VpA/5RWj8wDMPo16+fMX78eI/3h7S0NPd8+sHZY+DAgUbfvn2N1atXG1u3bjWee+45o2XLlsaWLVt4TziHeOsHhnH2vScQGiqY3W43LrzwQuO9995zT8vMzDRatmxpfPrppwGsDOU1bdo0o2/fvqXOmz59utGlSxejsLDQPW3cuHFG7969DcMoWz/wRxuoGPv37zfuuusuIykpybjssss8DhYry74/WRs4dd76QVFRkdGiRQvjq6++KnVd+sHZY8eOHUajRo2MlJQU9zSn02n07NnTeOWVV3hPOEecrB+cje8JDE+qYH/99ZdycnLUoUMH97SoqCg1bdpUq1evDmBlKK+NGzeqYcOGpc5bs2aN2rZtK6vV6p7WoUMHbd++XWlpaWXqB/5oAxXjjz/+UHR0tD7++GO1atXKY15l2fcnawOnzls/2LFjh+x2uxo0aFDquvSDs0dMTIxmzJih5s2bu6eZTCYZhqHMzEzeE84RJ+sHZ+N7AqGhgu3fv1+SVKNGDY/pcXFx2rdvXyBKgo82bdqktLQ03Xzzzbr44ot100036bvvvpNUvJ8TEhI8lo+Li5Mk7d27t0z9wB9toGIkJydr3LhxOv/880vMqyz7/mRt4NR56webNm2SyWTSm2++qeTkZF166aV67rnndOTIEUll+38B/eDMEBUVpW7duslms7mnLV68WH///bc6d+7Me8I54mT94Gx8TyA0VLC8vDxJ8uhUkhQcHCy73R6IkuCDgoIC7dixQ9nZ2Ro6dKhmzJihFi1aaNCgQVq5cqXy8/NL3ceSZLfby9QP/NEGTr/Ksu9P1gYq1ubNm2U2m1WrVi1Nnz5dI0aM0PLly3X//ffL6XTSD85iKSkpevzxx9WjRw8lJyfznnCOOr4fnI3vCdaTL4JTERISIqn4oNP1vVS8o0JDQwNVFsrJZrNp9erVslqt7j++5s2ba+vWrZo9e7ZCQkJUUFDgsY7rjzEsLKxM/cAfbeD0qyz7/mRtoGI9+OCDuuOOOxQVFSVJatSokapXr64bbrhB69atox+cpb7++ms99thjatWqlcaPHy+J94RzUWn94Gx8T+BMQwVznTJKTU31mJ6amlridBEqt7CwsBJpvVGjRjpw4IASEhJK3ceSFB8fX6Z+4I82cPpVln1/sjZQsUwmk/vgwKVRo0aSiocH0A/OPu+8844efPBBde3aVTNnznQftPGecG45UT84G98TCA0VrHHjxoqIiNCqVavc07KysvTnn3+qTZs2AawM5fHXX3/pwgsv9Lj/siStX79eDRs2VNu2bZWSkiKHw+Get3LlStWrV0+xsbFl6gf+aAOnX2XZ9ydrAxXr0Ucf1V133eUxbd26dZKkhg0b0g/OMu+9956ee+453XLLLXrllVc8PlDiPeHc4a0fnJXvCeW+3xLKbfz48Ua7du2Mr7/+2n0P3V69enFv/TOIw+Ewrr/+euPKK680Vq9ebWzZssV48cUXjebNmxt//fWXcejQIaNt27bGiBEjjM2bNxsLFy40WrRoYSxatMjdxsn6gT/aQMUbMWKEx602K8u+L0sb8J/j+8HSpUuNxMREY+rUqcbOnTuNZcuWGcnJycawYcPcy9APzg7btm0zmjVrZgwZMsTj/vupqalGVlYW7wnniJP1g7PxPYHQcBoUFRUZ//d//2d06NDBSEpKMgYNGmTs2rUr0GWhnNLS0oxRo0YZnTp1Mlq0aGHccMMNxurVq93z165da/zrX/8ymjdvblxyySXG22+/7bF+WfqBP9pAxTr+YNEwKs++P1kb8J/S+sEXX3xhXHPNNUbLli2NTp06GS+99JKRn5/vnk8/ODtMmzbNaNSoUalfI0aMMAyD94RzQVn6wdn2nmAyDMMo37kJAAAAAOcSrmkAAAAA4BWhAQAAAIBXhAYAAAAAXhEaAAAAAHhFaAAAAADgFaEBAAAAgFeEBgAAAABeERoAAGclHkMEAP5DaAAAH2zdulXPPfecevfurVatWumiiy7SDTfcoHfffVeFhYUeyyYnJysxMdH91aRJE7Vp00Y33XSTPvrooxJtH798YmKiWrRooZ49e2rcuHGy2+0nrGvRokUl1m3SpInatm2rO++8UykpKX5/LY63bt06/fvf/1b37t3VsmVL9ejRQ08++aR27dpVIdtbtWqVEhMTtWrVKknS/v37NXjwYO3Zs8en9n7//Xf17t1bBQUFkqTExERNnjy51GV3796txMRELVq0yGP60qVLdfvtt6tNmzbufff888/r0KFDHsuVt2/cdNNNWrx4sU+/FwCcCmugCwCAM83nn3+uUaNGqX79+ho4cKDq1aun/Px8LV++XGPGjNGKFSs0ffp0mUwm9zrdunXT/fffL0kqKipSenq6Pv/8cw0fPlx//fWXRowY4bGNY5eXJLvdrlWrVmnq1Knas2ePxo8f77XGKVOmqHr16pIkp9OpQ4cO6dVXX9Xtt9+uBQsWqHHjxv56OTy8++67evHFF9W+fXs9+uijiouL099//61Zs2bpyy+/1Jw5c9SsWTO/brNZs2aaN2+eGjZsKEn68ccftWzZMj311FPlbstut2vEiBF69NFHZbPZfKrnf//7n0aOHKkbbrhBd9xxh0JDQ7VlyxbNmDFD3377rRYuXKgqVaq4ly9P33jiiSd0zz33qF27doqNjfWpPgDwBaEBAMph69atGjVqlC6++GJNnjxZVus/b6PdunVT+/bt9dBDD+mzzz7TlVde6Z5XtWpVJSUlebTVs2dPxcbG6vXXX9ell16qiy66yOvy7du31/79+7Vo0SKNHDlScXFxJ6yzSZMmOu+88zymNW3aVD179tR7772n//znPz789t6lpKTohRde0C233KInnnjCo+4ePXqof//+GjVqlD7++GO/bjciIqLEa+Wr9957TyaTSb169fK5jVdffVVXXnmlx2vcoUMHtWnTRldffbUWLFigu+++2z2vPH2jefPmatasmaZNm6Ynn3zS5xoBoLwYngQA5TBr1iyZzWY9//zzHoHBpXfv3rrmmmtkNpft7fWhhx6SzWbT3Llzy7R88+bNZRiG9u3bV666Jem8885TTEyM9u7d6562d+9eDRs2TO3atVOrVq10++23688//3TPdw2/mTNnji6//HK1a9euxFAcl9mzZysyMlLDhg0rMa9q1aoaOXKkevXqpezsbEmSw+HQjBkzdOWVV6ply5ZKSkrSjTfeqJUrV7rXmzx5spKTk/Xtt9/qsssuU6tWrXT99dd7LHPs8KRFixZp1KhRkqQePXpo5MiRkqT8/HyNGzdOvXr1UvPmzdW6dWsNHDhQGzZscLdTUFCgOXPm6Kqrrir3a3usQ4cOlXo9RePGjTVq1Cg1b968TO2cqG/07dtXCxYs0OHDh0+pTgAoD840AEA5fPPNN+rQoYPXoSH//e9/y9xeVFSUWrZsWeZrDbZv3y5JOv/888u8DZf09HSlp6erdu3akqTDhw/rxhtvVGhoqJ566imFhobqzTff1C233KIFCxaoQYMG7nUnTJigp59+WlFRUaUe9BqGoe+//17JyckKDQ0tdfuXXXaZx89jx47Ve++9p8cee0yJiYnav3+/Xn31VT388MNatmyZwsLC3HWOGDFCDzzwgGrXrq3XX39dgwYN0ty5c0vU0r17d913332aNm2apkyZosTEREnS8OHDtXr1aj366KOqXbu2duzYoYkTJ+qRRx7R4sWLZTKZtGrVKh04cKBEneXVvXt3ffbZZ7Lb7br88svVtm1bxcfHS5LuuOOOMrdzor7Ro0cPPf744/rqq690ww03nFKtAFBWhAYAKKPMzExlZmaqbt26JeYVFRV5/GwymWSxWMrUbrVq1bR+/XqPaYZheLSZlpamFStWaO7cubr88stVtWpVr206nU73+na7XTt37tTLL78ss9nsPtB88803lZGRoffff1+1atWSJHXt2lV9+vTRxIkTNWnSJHd7vXr10nXXXXfC7aWnp8tut5cYEuVNamqqHnnkEQ0YMMA9LSQkRA8++KA2btyoCy+8UJKUl5en0aNH65prrpFUPNTn0ksv1YwZMzxqlIrPaLhCkWuIVkFBgXJycvTUU0+pT58+kqR27dopJydHL730kg4ePKi4uDj99NNPioqKUr169cr8O5Tmueeek9Pp1Jdffqmvv/5aklS7dm0lJydr4MCBSkhIKHNbpfWNsLAwNWjQQCtXriQ0ADhtCA0AUEZOp7PU6Tt37iwxBr5WrVpaunSpz9v68MMP9eGHH3pMs1qt6tmzp0aPHn3S9Xv27FliWq1atfTyyy+7P31fuXKlmjRpovj4eHfAMJvN6tq1a4nrDho1auR1e67hWA6H46S1uYwbN05S8ZmEnTt3avv27e7X7Ng7UFksFl1xxRXun0NCQtS1a1ctX768TNux2WyaPXu2pOKgsnPnTm3btk3ffvutx7Z27drlDk/ldexF75GRkZo0aZJ2796t5cuXa9WqVVq1apXeeOMNffDBB5o9e7Zat27t03ZcatWqpd27d59SGwBQHoQGACijmJgYhYWFlbiVZ40aNbRgwQL3z6+++qo2bdpU5nYPHDhQ4tPnSy65REOGDJFUfEAaGhqqWrVqKSQkpExtTps2zX33pKCgIMXExLiHyLhkZGRo586dJ7ybUV5envv7atWqed1elSpVFB4e7nG9xPFyc3NVUFDgvnPQunXr9Oyzz2rdunUKCQlRw4YN3Qftx14TULVqVQUFBXm0FRsbq8zMTK81Heu7777Tiy++qG3btik8PFyJiYkKDw/32FZ2dnapQ6vCwsLct189nmt6aeudd955uuWWW3TLLbfI6XTq66+/1qhRo/T888+f8LqQ45XWN1zbO3LkSJnaAAB/IDQAQDn06NFDS5cuVXZ2tiIiIiQVf5LdokUL9zLH3k7zZDIzM/XHH3/o6quv9phepUoVjzbLq1GjRicdKhQZGal27dpp+PDhpc4v7y1HO3furFWrVslutys4OLjE/EWLFumFF17Qe++9pwsuuEB33323EhMT9emnn6pBgwYym81avny5lixZ4rFeRkaGDMPw+DT/0KFDZb7l6N9//60hQ4aoR48eeu2119zDl959911999137uViYmKUmppaYv1q1aqVOl0qPqh3LSNJS5Ys0TPPPKP333/fY5iT2WxWr169tHr1an3wwQdlqvtEfUOSsrKyFBMTU6Z2AMAfuHsSAJTD4MGD5XA49Pjjj5f66XN+fn65HmI2ffp0FRYWBmRsert27bR9+3bVq1dPLVq0cH99/PHHmj9/fpmvyXC58847lZGRoQkTJpSYl5aWplmzZqlOnTpKSkrStm3blJGRodtuu00XXHCBe3jTihUrJHkOBSssLPQ4uM/Pz9eKFSvUsWPHUus4/s5V69evl91u1+DBg92BQZK7TdeZhpo1a2r//v0l7nzUrl07ff/99+67Ph3riy++UHh4uDvgXXDBBcrIyNCbb75Zam07duw46VAvF299Y9++fT4PpQIAX3CmAQDK4YILLtC4ceM0YsQIXXPNNfrXv/6lxMREFRUV6ddff9WCBQt06NAhj/vwS8Xj9n/77TdJxeP+09LStGTJEn366ae69957T+msgq/uuOMOffTRR7rjjjt05513KiYmRp9//rk++OAD921LyyMpKUkPP/ywXnnlFW3dulX9+vVTTEyMNm/erNdff105OTmaMWOGTCaT6tWrp4iICE2fPl1Wq1VWq1VLlixxD/M6dmiUJD3++OMaOnSoYmNjNXv2bOXm5uq+++4rtY6oqChJ0ldffaWuXbuqWbNmslqtevnll3XnnXeqoKBAixYt0rJlyyQVD5uSpE6dOmnGjBnavHmzx4H9vffeqy+//FI33XSTBg4cqNq1a+vIkSNaunSpFixYoGeeecZ9ZqV+/fq655579Nprr2nv3r3q27evEhISlJaWpo8++kgrV67UnDlzPOotb984cuSItmzZorvuuqvc+wgAfEVoAIByuvTSS/Xxxx/r/fff14IFC7Rnzx4ZhqHzzz9fffr00Y033ljiDkvLly93X7hrtVpVrVo1NWrUSNOnT9cll1wSgN9Cio+P19y5czVu3DiNHj1adrtddevW1QsvvOD1Tkne3HfffWratKneffddjRkzRhkZGUpISFDXrl117733qmbNmpKKh0ZNnTpV//d//6eHH35Y4eHhatKkid555x0NGjRIa9asUXJysrvd0aNH68UXX9Thw4fVunVrvf/++6pTp06pNbRv314XX3yxxo0bp5UrV2rGjBkaN26cpkyZovvuu0/R0dFKSkrS22+/rQEDBmjNmjVKTExUmzZtFBsbq+XLl3uEhvPPP18LFy7UtGnTNGnSJB06dEgRERFq3Lixpk+frm7dunlsf9iwYWrSpInmz5+v559/XtnZ2YqKilKbNm1KfRp3efvGd999p6CgIHXv3t2nfQQAvjAZpT2BBgCASmDy5MmaMmWKNm7ceFq29/rrr2vu3LlasmSJxzUUlcmAAQPUuHFjj6duA0BF45oGAACOuvnmm+VwOPTFF18EupRSrV27Vhs3btQ999wT6FIAnGMIDQAAHBUSEqKXX35ZEyZMOOFtVgNpzJgxevrpp9230wWA04XhSQAAAAC84kwDAAAAAK8IDQAAAAC8IjQAAAAA8IrQAAAAAMArQgMAAAAArwgNAAAAALwiNAAAAADwitAAAAAAwCtCAwAAAACv/h/wJkrS8aSI+gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 7. Histograms for numerical columns and create histograms\n",
    "\n",
    "# Loop through all numerical columns and create histograms\n",
    "for col in num_cols:\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    sns.histplot(df[col], bins=30, kde=True)\n",
    "    plt.title(f\"Distribution of {col}\")\n",
    "    plt.xlabel(col)\n",
    "    plt.ylabel(\"Frequency\")\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "84ddab2c-e7f1-4783-947d-0729c8dd89ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Gw4YNc4yPHj1aQUFBWrt2rdavX6969eqpR48eeuaZZ+Tn56eDBw9q0aJFSkhIcExZatGihR599FEtX75cd999t2Oq09NPP62srCxlZmaqcePGmjRpkgYMGFBmfX5+flqzZo3mzJmj+fPnKz8/X7fffrumTZumvn37OpYbNGiQvvjiCw0fPlwzZswodbG0dCWM1KpVS0uWLNGoUaMUEBCgTp06aezYsU7XL5hIS0tTSkqK5s+fr8uXL+vee+/VQw895HSPgH79+qlWrVpatmyZMjMz5e/vr6ioKKWkpDjei5kzZ2rq1KmaOnWqpCuf0vTiiy9q8+bNjguUAwICNGTIEGVmZuqDDz5wOtPxa55++mnVqFFDGzdu1MKFC1W7dm3Fx8fr2WefrdC2SlcumI+NjXV8WlR8fLzGjx/vOGvSokULrVu3TnPnztX48eNlWZaCg4O1cOFCx30sPE2DBg30+uuva86cOZo2bZoKCwvVokULpaene+w2Aai8vCyuvAJQCZXcFG3GjBmOsxZwf4mJiZKkNWvWuLgSAMAv4QwEAOCastvtv3r37xK/9foLU0VFReUu4+Xldc3rAABPR4AAAFxTCxcudLqr9S9ZvXr1Na3jl+4afrWYmBjOfgBAOZjCBAC4pk6cOOG4F8Wvue22237TnatN/fvf/y53mVq1aun222+/ZjUAQGVAgAAAAABgjM+FAwAAAGCMAAEAAADAGAECAAAAgDHjT2GyLEt2u+svl/D29nKLOvDr6JP7o0fujx55Bvrk/uiRZ6BPruXt7SUvLy+jZY0DhN1uKS/vp99c1B+hWjVvBQbW0rlzF1RUVP5nisM16JP7o0fujx55Bvrk/uiRZ6BPrnfDDbXk42MWIJjCBAAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMBYNVcXcL3k5p5Sfv55V5dRJfj4eCs311fnz19ScbHd1eWgDH9UjwICaqt+/aA/sDIAAODuqkSAyM09peefH6fCwgJXlwJUKtWr19D06SmECAAAqpAqESDy88+rsLBAvv9frLxr1HF1OS5nv3xOl47vkm/jWHnX5P3Ab2MvOKdLP+xSfv55AgQAAFVIlQgQJbxr1JGP3w2uLsNteNfk/QAAAEDFcBE1AAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjHlkgDh//pyrSwAAAJUQ+xhA+TwuQPz4449KShqhnJwTri4FAABUIjk5J/TMM0+yjwGUw+MCRH5+vizL0sWLF1xdCgAAqEQuXrzAPgZgwOMCBAAAAADXIUAAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIxVc3UBAAAAuH7sdruysw/qzJkzqlevnoKDW8jbm2PK15sn94EAAQAAUEXs2ZOlzMx1OnXqpGMsKKiB+vcfpDZtYlxYWdXi6X0gQAAAAFQBe/ZkKT19niIjbRoxIklNmjTVsWNH9M9/vqn09HkaOfJpj9h59XSVoQ+ecZ4EAAAAv5ndbldm5jpFRtqUlDRWzZrdIV9fXzVrdoeSksYqMtKmzMx1stvtri61UqssffDYMxDHjx+7JssCqBh+v64NHx9v5eb66vz5Syoudu//kVRl9Mn9VaRHlfnvWXb2QZ06dVIjRiSVmmfv7e2te+/tpenTpyg7+6BatGjloiorv8rSB48NEBkZ6a4uAYD4XQQAT3DmzBlJUpMmTct8vGS8ZDlcG5WlDx4bIB5/fKQaN25itOzx48fYyQGukYr8LsKcj4+3atfmyLa7o0/uryI9qsz7C/Xq1ZMkHTt2RM2a3VHq8WPHjjgth2ujsvTBYwNE48ZNdMstt7m6DKDK43fx2qhWzVuBgbV0+vRPKipix9Rd0Sf3R4+uCA5uoaCgBvrnP99UUtJYp+kzdrtdW7duVlBQAwUHt3BhlZVfZekDF1EDAABUct7e3urff5D279+rtLRUHTqUrYsXL+rQoWylpaVq//696t9/kMfch8BTVZY+eOwZCAAAAJhr0yZGI0c+rczMdZo+fYpjPCiogUd8dGhlURn6QIAAAACoItq0iZHN1tZj74BcWXh6HwgQAAAAVYi3t7dbf0RoVeHJffCMmAMAAADALRAgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMAYAQIAAACAMQIEAAAAAGMECAAAAADGPC5ABAQEyMvLS35+/q4uBQAAVCJ+fv7sYwAGqrm6gIpq1KiR0tKWyM8vwNWlAACASqRhwxv1yiuLVLt2HVeXArg1jzsDIYlfbAAAcE2wjwGUzyMDBAAAAADXIEAAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCsmqsLuJ7sBedcXYJbsF8+5/Rf4Lfg9wkAgKqpSgSIgIDaql69hi79sMvVpbiVS8d5P/D7VK9eQwEBtV1dBgAAuI6qRICoXz9I06enKD//vKtLqRJ8fLxVu7avzp+/pOJiu6vLQRn+qB4FBNRW/fpBf2BlAADA3VWJACFdCRHs6Fwf1ap5KzCwlk6f/klFRQQId0SPAADAb8VF1AAAAACMESAAAAAAGCNAAAAAADBGgAAAAABgjAABAAAAwBgBAgAAAIAxAgQAAAAAYwQIAAAAAMYIEAAAAACMESAAAAAAGCNAAAAAADBGgAAAAABgjAABAAAAwBgBAgAAAIAxAgQAAAAAYwQIAAAAAMa8LMuyTBa0LEt2u9Gi15SPj7eKi+2uLgPloE/ujx65P3rkGeiT+6NHnoE+uZa3t5e8vLyMljUOEAAAAADAFCYAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMEaAAAAAAGCMAAEAAADAGAECAAAAgDECBAAAAABjBAgAAAAAxggQAAAAAIwRIAAAAAAYI0AAAAAAMOYxAcJut2v+/Pnq1KmTIiMjNXToUH3//feuLqtKSE9PV2JiotPYV199pYcfflitW7dW165dtXz5cqfHTfpV3jpQvjNnzmjSpEnq3LmzoqKiNGDAAH366aeOx+mT6+Xm5uovf/mLYmNjZbPZ9Pjjj+vQoUOOx+mRezl8+LBsNps2bdrkGKNH7uHYsWMKCQkp9W/9+vWS6JO7eOONN3TvvfcqPDxc9913n9566y3HY/SoErE8xIIFC6y4uDjrgw8+sL766itr6NCh1t13321dvnzZ1aVVaitXrrRCQkKshx9+2DGWl5dntWvXzpo4caJ16NAha8OGDVZ4eLi1YcMGxzLl9ctkHSjfkCFDrF69elm7d++2vvnmG2vq1KlWRESEdejQIfrkJvr162f179/f+vzzz61Dhw5Zo0ePtjp06GBduHCBHrmZgoICq0+fPlZwcLC1ceNGy7L4e+dOtm/fboWHh1snTpywcnJyHP8uXrxIn9zEG2+8YbVs2dJatWqV9d1331lpaWlWixYtrM8++4weVTIeESAuX75s2Ww267XXXnOMnT171oqIiLD+8Y9/uLCyyuvHH3+0hg0bZrVu3drq0aOHU4BYvHix1alTJ6uwsNAxNmfOHKt79+6WZZn1q7x1oHzfffedFRwcbO3Zs8cxZrfbrbvvvtt65ZVX6JMbyMvLs8aMGWNlZ2c7xr766isrODjY2r9/Pz1yM3PmzLESExOdAgQ9ch+LFi2yevXqVeZj9Mn17Ha71a1bN2vmzJlO40OHDrUWL15MjyoZj5jCdPDgQf3000+KjY11jNWpU0etWrXS7t27XVhZ5fXll1+qbt262rx5syIjI50e+/TTTxUdHa1q1ao5xmJjY3X48GHl5uYa9au8daB8gYGBysjIUFhYmGPMy8tLlmXp7Nmz9MkNBAYGKjU1VXfccYck6dSpU1q+fLkaNWqk5s2b0yM3snv3bmVmZmrWrFlO4/TIfXz99ddq3rx5mY/RJ9f79ttvdezYMd1///1O48uXL9eIESPoUSXjEQHixx9/lCQ1btzYabxhw4Y6fvy4K0qq9OLj4zVnzhw1bdq01GM//vijGjVq5DTWsGFDSdIPP/xg1K/y1oHy1alTR126dFGNGjUcY2+99Zb+7//+Tx07dqRPbua//uu/1KFDB7399tuaNm2a/P396ZGbOHfunMaPH68XXnih1HtNj9xHdna2cnNzNXDgQLVv314DBgzQv/71L0n0yR189913kqQLFy5o2LBhiouLU79+/fTee+9JokeVjUcEiIsXL0qS046SJNWsWVOXL192RUlV2qVLl8rshSRdvnzZqF/lrQMVt2fPHj3//PO68847FR8fT5/czCOPPKKNGzeqV69eGjVqlL788kt65CamTJmi1q1blzpyKvH3zl0UFBTou+++U35+vp555hllZGQoPDxcw4cP186dO+mTG8jPz5ckJScnq2fPnlqxYoU6dOigkSNH0qNKqFr5i7ier6+vpCt/QEq+lq78sPj5+bmqrCrL19dXBQUFTmMlv7j+/v5G/SpvHaiYbdu2ady4cYqMjFRqaqok+uRuSqZeTJ06Vfv27dPatWvpkRt444039Omnn2rLli1lPk6P3EONGjW0e/duVatWzbEDGRYWpm+++UbLly+nT26gevXqkqRhw4bpgQcekCS1bNlSBw4c0MqVK+lRJeMRZyBKTmfl5OQ4jefk5JQ6lYVrr1GjRmX2QpJuvPFGo36Vtw6YW7t2rUaPHq3OnTtr6dKljj+89Mn1cnNz9Y9//EPFxcWOMW9vbzVr1szxPtMj19q4caNyc3PVtWtX2Ww22Ww2SdLkyZN133330SM34u/vX+roc3BwsE6cOEGf3EDJ+xgcHOw03rx5cx09epQeVTIeESBatGihgIAAffLJJ46xc+fO6cCBA2rbtq0LK6uaoqOjtWfPHqedop07d+q2225T/fr1jfpV3jpg5rXXXtPUqVM1aNAgvfLKK07/c6VPrpeTk6Nnn31WWVlZjrHCwkIdOHBAzZo1o0duICUlRVu3btUbb7zh+CdJTz31lDIyMuiRmzh48KBsNpvTfW4k6YsvvlDz5s3pkxto1aqVatWqpf379zuNZ2dn6+abb6ZHlY2rPwbKVGpqqhUTE2Nt27bN8dnA99xzD/eBuA6Sk5OdPsb11KlTVnR0tJWcnGz97//+r7Vx40YrPDzc2rRpk2OZ8vplsg78um+//dYKDQ21Ro0a5fSZ6Dk5Oda5c+fokxuw2+3W0KFDre7du1u7d++2vv76a2vMmDFWdHS0dezYMXrkpq7+GFd65B6Ki4utfv36WT179rR2795tHTp0yJo+fboVFhZmHTx4kD65iYULF1o2m83asmWL9f3331vp6elWixYtrF27dtGjSsZjAkRRUZH18ssvW7GxsVbr1q2t4cOHW0eOHHF1WVXCzwOEZVnW/v37rYceesgKCwuzunXrZq1Zs8bpcZN+lbcO/LpFixZZwcHBZf5LTk62LIs+uYNz585ZkydPtjp06GBFRERYQ4cOdbovBD1yP1cHCMuiR+4iNzfXmjBhgtWhQwcrPDzc6t+/v7V7927H4/TJPaxYscKKj4+3QkNDrV69elnvvvuu4zF6VHl4WZZlufosCAAAAADP4BHXQAAAAABwDwQIAAAAAMYIEAAAAACMESAAAAAAGCNAAAAAADBGgAAAAABgjAABAAAAwBgBAgBcgFvwAAA8FQECAH7Bpk2bFBISoqNHj/6h612/fr1mzZp1zV+nMgoJCdGCBQskSZ988olCQkL0ySefSJIWLFigkJAQx7KJiYlKTEx0SZ0AUJlVc3UBAFDVLFq0SDExMa4uwyNlZmaqUaNGRstOnjz5GlcDAFUTAQIA4DFat25tvGzz5s2vXSEAUIUxhQkAJNntdqWnp6tr166KjIzUyJEjdfbsWadlsrOzNWLECEVFRSkqKkqjRo3SkSNHnJY5ePCgkpKSFBsbq9DQUHXq1EkvvfSSLl26JEmKj4/XsWPH9Pe//73UtKX9+/crISFB4eHh6tq1q5YvX+607q1bt6pXr16KiIhQbGysxo0bp5ycnApt54IFCxQfH6/3339fPXr0UGRkpPr166edO3c6LXfmzBlNmjRJ7du3V3h4uB566KFSy4SEhCgtLU0PPvig2rRpo/T0dOM6QkJC9Prrr+u5555TmzZtFBMT43ifZs2apdjYWLVr104TJ07U5cuXnZ5XMoWpPD+fwnT58mUtXLhQPXr0UHh4uO655x5lZGTIbrc7PWfixInKyMhQ165dFR4eroSEBO3fv9942wCgsiNAAICk2bNna+HChXrwwQeVlpamwMBAzZkzx/H44cOHlZCQoNzcXM2cOVPTpk3TkSNHNGDAAOXm5kqScnJyNGjQIF28eFEzZ87U0qVL9ac//Ulr1qzRqlWrJElpaWlq0KCBunTposzMTDVs2NDxGlOmTFHPnj21ZMkSRURE6OWXX9b7778vSdqzZ4/GjRune+65R0uXLtWECRO0a9cuPfvssxXe1ry8PCUnJ2vgwIGaN2+e/Pz8NHz4cH3xxReSruxoP/LII9q+fbvGjBmjtLQ0NWrUSI899lipELFo0SJ1795dqampuvPOOytUR0pKimrUqKG0tDT9+c9/1po1a9S7d28dP35cs2fPVkJCgjZs2KA1a9ZUeBt/zrIsPfHEE1q2bJn69u2rxYsXq0ePHnrllVdKTXV65513tH37dr3wwgtKTU3VqVOn9NRTT6m4uPh31wEAlQFTmABUeefOndOaNWs0ePBgjR49WpLUqVMnnThxQv/6178kXdnx9/X11apVqxQQECBJiouL01133aVly5YpOTlZ2dnZatmypebNm+dYpn379tq5c6d2796tJ554Qq1atVKNGjV0ww03lJqOM3bsWA0YMEDSlak67733nnbt2qVu3bppz549qlmzpoYPH66aNWtKkurVq6d///vfsixLXl5extt78eJFTZkyRb1795YkxcbG6q677lJGRobmz5+vN998UwcPHtTf/vY3RUZGSpI6d+6sxMREpaSkaOPGjY51RURE6PHHH6/gO35Fs2bN9Ne//lWSFB0drQ0bNqiwsFApKSmqVq2aOnXqpPfee0+fffbZb1r/1T766CPt2LFDs2fPVq9evSRJHTp0kK+vr+bNm6dHHnnEMeWpqKhIy5cvd/Twp59+UnJysr766iuFhYX97loAwNNxBgJAlbdv3z4VFhaWOoL+pz/9yfH1rl271K5dO/n6+qqoqEhFRUUKCAhQ27ZttWPHDklSx44dtXbtWtWsWVOHDx/W+++/r8WLFysvL08FBQXl1tG2bVvH1/7+/goKCtK5c+ckXdnBvnTpku6//37NnTtXe/bsUceOHZWUlFSh8CBJPj4+uu+++xzf+/r6qnPnztqzZ48kaefOnWrQoIFCQ0Md21pcXKxu3brpiy++cJraFRwcXKHXvprNZnN8Xa1aNQUGBiosLEzVqv3n2Fa9evV0/vz53/waJbKysuTj46N7773XabwkTJR8kpN05dqJkvAgSTfeeKOkK8ELAMAZCABw7BDfcMMNTuMNGjRwfH3mzBlt3bpVW7duLfX8kufZ7XalpqZq3bp1unDhgho3bqyIiAjHGYPy+Pn5OX3v7e3tuF+EzWZTRkaGVq1apeXLl2vx4sVq0KCBhg8frkceecR8Y///eqtXr+40Vr9+fcf7cObMGZ08eVKhoaFlPv/kyZOqW7euJCkoKKhCr321q3fSS/z8PfijnD17VoGBgU7hRPpPj68OKWX1QZLTtRIAUJURIABUeYGBgZKk3Nxc3X777Y7xM2fOOL6uXbu22rdvryFDhpR6fslOackO/pQpU9S9e3fVrl1bktS3b98/pM5OnTqpU6dOunjxonbt2qXVq1dr+vTpat26tWOqkYkzZ86UmvZ06tQp1a9fX9KVbb311luVkpJS5vNvuumm37chLlC3bl2dPn1aRUVFTiGi5CL0kp8BAED5mMIEoMqz2Wzy9fXV22+/7TRecgGzJMXExOjQoUNq2bKlwsPDFR4errCwMK1atUrvvvuupCsXOjdv3lx9+/Z1hIcTJ04oOzvb6eh1yRHtipg1a5b69u0ry7Lk5+enbt26KTk5WZJ0/PjxCq2rsLDQcW2HJF26dEkfffSR4uLiHNt6/Phx1a9f37Gt4eHh2rlzp5YtWyYfH58K1+9qMTExKi4uLnUGafPmzZKkNm3auKIsAPBInIEAUOXVqlVLI0eO1CuvvCI/Pz/Fxsbqww8/dAoQI0eOVEJCgkaMGKEBAwaoZs2ayszM1LZt2zR//nxJVy4oTk9PV0ZGhlq3bq3vv/9eS5YsUUFBgdP8+Tp16ujAgQPKyspSRESEUY1xcXFauXKlnnvuOfXq1UuFhYVatmyZ6tWrp9jY2Apv8/PPP69nnnlG9evX1/Lly3XhwgU9+eSTkqQ+ffpo7dq1GjJkiJ544gk1btxYO3bs0NKlS/Xwww+Xmv7kCTp37qx27dpp8uTJysnJUatWrZSVlaWlS5fqgQce4J4RAFABBAgAkDRixAj5+/vr1Vdf1auvviqbzabk5GRNmTJFktSiRQutW7dOc+fO1fjx42VZloKDg7Vw4ULHxdcjRozQ6dOntXr1ai1cuFCNGzfWn//8Z3l5eWnJkiU6e/as6tatq6FDh2r69OkaNmyYVq5caVRf586dlZKSohUrVjgunG7Tpo1Wr16tevXqVXh7p0yZounTpysvL09RUVF6/fXXdcstt0i6cgH3unXrNGfOHM2ePVvnz59XkyZN9Oyzz2ro0KEVfi13UNKD+fPna/Xq1crLy9NNN92kMWPGlDktDQDwy7yskiv0AACV3oIFC5SWlqavv/7a1aUAADwUZyAAwMNZlmV0k7Pfcu1FRRQXF8vkmNTPPwkJAOBZ+CsOAB4uKytLgwcPLne5pKSka1rHo48+qqysrHKX4+wHAHg2pjABgIfLz8/X4cOHy12uYcOGjpuiXQvffvutfvrpp3KXCw8Pv2Y1AACuPQIEAAAAAGPcBwIAAACAMQIEAAAAAGMECAAAAADGCBAAAAAAjBEgAAAAABgjQAAAAAAwRoAAAAAAYIwAAQAAAMDY/wP+Ia8NlFioAwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 8. Boxplots for detecting outliers\n",
    "\n",
    "for col in num_cols:\n",
    "    plt.figure(figsize=(8, 3))\n",
    "    sns.boxplot(x=df[col])\n",
    "    plt.title(f\"Boxplot of {col}\")\n",
    "    plt.xlabel(col)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "92734c97-b269-40a9-87cb-b99589679dc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Distribution Observations\n",
    "\n",
    "# Based on the histograms and boxplots generated above, several clear patterns emerge across the numerical variables.\n",
    "\n",
    "# Population\n",
    " # The population distribution is extremely right skewed, with most countries having relatively small populations and a few countries having very large populations.\n",
    " # The boxplot confirms the presence of multiple extreme outliers, representing highly populated countries such as those exceeding one billion people.\n",
    " # Because population varies so dramatically between countries, it is expected that total case and death counts will also vary widely.\n",
    "\n",
    "# Cases per Million\n",
    " # The distribution of cases per million is right skewed but more spread out than population.\n",
    " # Most countries fall within the lower range of cases per million, while a smaller number of countries exhibit much higher infection rates.\n",
    " # The boxplot shows several high #end outliers, indicating that some countries experienced significantly higher infection rates relative to their population size.\n",
    "\n",
    "# Total Cases\n",
    " # Total COVID #19 case counts are highly right skewed, with most countries reporting relatively low total case numbers compared to a small group of countries with extremely large totals.\n",
    " # The boxplot highlights several large outliers, reflecting countries with massive outbreaks or very large populations.\n",
    " # This confirms that raw totals are heavily influenced by population size.\n",
    "\n",
    "# Deaths per Million\n",
    " # Deaths per million also show a right skewed distribution, although the spread is somewhat more gradual than total death counts.\n",
    " # Most countries have relatively low deaths per million, while a smaller group shows significantly higher mortality rates.\n",
    " # The boxplot indicates a few extreme values above 5000 deaths per million, suggesting substantial variation in pandemic severity and health system outcomes across countries.\n",
    "\n",
    "# Total Deaths\n",
    " # Similar to total cases, the distribution of total deaths is heavily right skewed.\n",
    " # The majority of countries have relatively low death totals, while a small number of countries exhibit very high counts.\n",
    " # The boxplot reveals numerous high #value outliers, again indicating that population size and pandemic scale differ greatly across countries.\n",
    "\n",
    "# GDP (USD billions)\n",
    " # GDP values are strongly right #skewed, with most countries having relatively small economies and a few countries having extremely large economies.\n",
    " # The boxplot shows clear outliers representing the largest global economies.\n",
    " # This distribution is typical in global economic datasets where a few countries dominate total economic output.\n",
    "\n",
    "# GDP per Capita (USD)\n",
    " # GDP per capita also shows right skewness, though less extreme than total GDP.\n",
    " # Most countries fall within a lower to middle income range, while a smaller number of countries have very high per #capita income levels.\n",
    " # The boxplot indicates several high #income outliers, suggesting strong economic inequality between countries.\n",
    "\n",
    "# Overall Observation\n",
    " # Nearly all numerical variables exhibit right #skewed distributions and visible outliers.\n",
    " # These patterns are expected in global datasets where country sizes, economic power, and pandemic impacts vary widely.\n",
    " # Because of these skewed distributions, relationships between variables will be further explored using correlation analysis and regression models in the inferential analysis section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "df572134-aedc-4cdf-a223-89acd27edb74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 9. Countries by Continent\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.countplot(data=df, x=\"continent\", order=df[\"continent\"].value_counts().index)\n",
    "plt.title(\"Number of Countries in Dataset by Continent\")\n",
    "plt.xlabel(\"Continent\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d3e815c3-2705-441c-8532-2ba2307a31e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 10. Reusable Plot function for Section B\n",
    "\n",
    "def plot_bar(data, x, y, title, xlabel, ylabel, figsize=(12, 8)):\n",
    "    \"\"\"\n",
    "    Creates a horizontal bar plot for easier comparison across countries.\n",
    "    \"\"\"\n",
    "    plt.figure(figsize=figsize)\n",
    "    sns.barplot(data=data, x=x, y=y)\n",
    "    plt.title(title)\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5c7b90f4-9f4e-4270-abd9-c6d98ed1cc36",
   "metadata": {},
   "outputs": [],
   "source": [
    "# B - Data Visualization\n",
    "\n",
    "# In this section, we visualize explorations in COVID-19 data and explore outcomes\n",
    "# and economic indicators across countries\n",
    "\n",
    "# Variables to be analyzed:\n",
    "# Total COVID-19 Cases\n",
    "# Total Deaths\n",
    "# Deaths per million\n",
    "# GDP (USD Billions)\n",
    "# GDP per capita (USD)\n",
    "\n",
    "# Bar plots are used to compare countries, and the data is sorted so that patterns and extreme values \n",
    "# can be more easily identified."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "46a1ebd0-f313-49d7-9356-48736e31cf6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Total COIVD Cases by Country (Top 20)\n",
    "\n",
    "# Styling\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "df_cases = df.sort_values(by=\"total_cases\", ascending=False).head(20)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "sns.barplot(data=df_cases, x=\"total_cases\", y=\"country\", palette=\"Blues_r\")\n",
    "\n",
    "# Labels for the bars\n",
    "ax = sns.barplot(data=df_cases, x=\"total_cases\", y=\"country\", palette=\"Blues_r\")\n",
    "\n",
    "for i, v in enumerate(df_cases[\"total_cases\"]):\n",
    "    ax.text(v, i, f\"{int(v):,}\", va='center')\n",
    "    \n",
    "plt.title(\"Top 20 Countries by Total COVID-19 Cases\")\n",
    "plt.xlabel(\"Total Cases\")\n",
    "plt.ylabel(\"Country\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "76d726e2-046b-41f3-b964-1828071f7f07",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Observation\n",
    "\n",
    "# The distribution of total COVID-19 cases is highly concentrated among a small number of countries. \n",
    "# The United States reports the highest total case count at over 111 million cases, \n",
    "# followed by India with approximately 45 million cases. \n",
    "\n",
    "# There is a significant drop after the top two countries, with the remaining countries showing progressively lower totals. \n",
    "# This pattern reflects both the influence of large population sizes and differences in pandemic spread across countries. \n",
    "# Large and densely populated countries tend to dominate the upper end of total case counts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3a04544d-f592-4d0a-99e2-8f83d19fefb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cases Per Million by Country (Top 20)\n",
    "\n",
    "df_cases_pm = df.sort_values(by=\"cases_per_million\", ascending=False).head(20)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "ax = sns.barplot(data=df_cases_pm, x=\"cases_per_million\", y=\"country\", palette=\"Oranges_r\")\n",
    "\n",
    "# Labels for the bars\n",
    "for i, v in enumerate(df_cases_pm[\"cases_per_million\"]):\n",
    "    ax.text(v, i, f\"{int(v):,}\", va='center')\n",
    "\n",
    "plt.title(\"Top 20 Countries by COVID-19 Cases per Million\")\n",
    "plt.xlabel(\"Cases per Million\")\n",
    "plt.ylabel(\"Country\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c1b4ec91-e15f-4101-9058-1c7aae2a0900",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Observation\n",
    "\n",
    "# When adjusting for population size, the countries with the highest infection rates differ significantly from those with the highest \n",
    "# total cases. Smaller European countries and microstates such as Brunei, San Marino, and Austria appear \n",
    "# among the highest cases per million.\n",
    "\n",
    "# This indicates that although some countries may have relatively small populations and lower total case counts, \n",
    "#a large proportion of their population experienced infection. Cases per million therefore provide a more comparable measure \n",
    "# of pandemic intensity across countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a5ef7839-eb85-4fc9-8c25-2748a2d6a2ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Vq1ezdOlSbGxsaNeuHQMGDHjj6oG/n4OY5cEx9zs7OzszefJkNm/eTPfu3dm2bRudO3d+43t6k5h+E/oZ+6tff/2VyZMnc/nyZdKlS4ednZ1xJUNCk8l3/ZzEtA8ODo51e8Jf3bhxw7iiIEarVq2YOHEi9+/fJ3v27GzatImaNWsaZ5z/qbt37wKvv7w5dOgQnTp1Mqlfvnw5lStXTlBf2bJlY968eTx79ox79+5ha2tLihQpGD9+vMnfv38SY8yXS0+ePAGgcePG8baF13s7eHh4cPLkSdKkSUPhwoWN5/9t1/fvXwL8/QuU2bNn4+fnx7Zt2/jpp59IkSIFVapUYfz48cYkXEQkKSmxFhH5hGXIkAELC4s4l5jev38/1tLomF+YYzx8+BD4/wQ7Lrdv36Zr167cvHmTWbNmxZoxLVCgAPB6KWfp0qWN5deuXcPKyireX4K/+OILLC0t2bdvHzVr1oyzTa9evQgLC2Pbtm1kzJjRZHOjv75PwORRRjGbecVIzBLZd5UhQwby58/PjBkz4qyPWQ5bunRp46Ou/vjjD4KCgoyPgPr7Of6rv3+BEHPtY65hunTpaNiwIdu2baN48eI8e/bMuLT5n4hJ1h48eBBrx+n79+/He32vX79O3759qVOnDgsWLDDO8q9cufKdNtl6189JtWrVsLKyYvv27VStWjXO9ocOHeLRo0ex7sNu0qQJnp6e/Pjjj9SuXZujR4/+o/v3/+73338nbdq0lCxZkoiIiFgb7sX8HUqIH3/8kUKFClGsWDHjl1onT54kKioq1g7vCfX06VNOnz5tXNES0++yZcuMX4T81eeff05ISAjdu3fHzs6OH374gUKFCpEiRQr27dvH9u3b/1Ecf5UhQwaGDRvGsGHDuHz5Mrt372bevHl4eHiwePHiRPcvIvKutBRcROQTljZtWkqVKsXWrVtNksnnz5+zd+/eWMum9+zZY/L6p59+Infu3PEubQ4JCcHV1ZV79+4REBAQZ8Ln4OBA2rRpTX6ZNhgM7Ny5k0qVKsX7DGobGxtatWrF6tWrOXHiRKz6H374weSX/YoVKxIcHGyywRLA5s2bsbS0NCb16dOnN96XG+PIkSNxxvAm//RezkqVKnH79m2yZs2Kvb298efAgQPG++CXLl2Kk5MT4eHhWFlZ4ejoyMSJE4HXX2S8yd+T0h9//BFra2uT2ddWrVpx4cIFAgIC+OKLL/j888//0XuB17taW1lZxdox+/Dhw9y6dYty5coBsZf8nzp1ilevXtGrVy+Tz1dM/AmdsX7Xz0mGDBno0qULa9eu5ZdffonV/vHjx3h4eGBraxtrRjZDhgzUr1+fHTt2sG3bNnLkyEGNGjUSFGd8zp49y65du3BxcSF16tSkT5/e5HNhb2//1uX/fzV//nwWLlxoUhaz4iGhs95/5+fnR0REBG3atAEwbtT2+PFjkzifPHnCnDlzePLkCZcvX+bJkyd06tSJIkWKGK9/zDmPmXlOyN4NfxccHEzNmjWNm/AVLFiQHj16UKVKlVh/t0VEkopmrEVEPnFDhgyhW7dudO/enQ4dOhAREcHChQsJDw/Hzc3NpO3SpUtJkyYNZcuWZceOHfz888/MnDkz3r69vLy4evUq/fr1w9LS0ngfL7y+h7ZEiRJYW1vTtWtXfH19sbS0xMHBgXXr1nH69GmWLVv2xtgHDx7MyZMn6dy5M+3bt6dy5cpERkby66+/snr1amrUqEH37t0BaNmyJf/5z39wc3Ojf//+5M2blz179rBu3Trc3NyMs2y1a9dmwYIF+Pn5UbZsWfbu3RvrUVcJEbOE/cCBAxQqVCjWsuH4tGzZksDAQLp06ULv3r3JlSsXv//+O4sWLaJDhw5YWlryxRdfMGPGDPr27UuHDh1ImTIlq1atwsrK6o27XwPs2LGDnDlzUqVKFfbv309QUBADBgwwSc7Kly9PwYIFOXToULwz5wmVKVMmevbsiY+PD5aWltSpU4ebN28yd+5cChcuTMuWLYH/n+XcuXMnNWrUoGTJkqRKlYrp06fTtWtXwsPDWb9+PXv37gXebRXBu3xOAPr168e1a9f45ptvaNWqFU5OTlhbW3PmzBmWLl2KwWDAz88vznuSW7VqhaurK/fv36dly5bv9AVLzN8Pg8HAixcvOHnyJEuXLiV//vwMGDAgwf28SceOHRk3bhyFCxemXLlybN26lR9++IHx48e/NUF/9OiRMcaoqCgePnzI9u3b+eGHH+jdu7dx34SiRYvSrFkzxowZQ3BwMKVKleLKlSvMnj2bPHnykD9/fuMme35+fqRKlYpUqVKxfft242x8zKPF/v65eNNztmPkzp2bzz77jO+++46QkBBsbW05deoU+/bto1evXv/01ImIJIoSaxGRT5yjoyNLlizBy8uLwYMHY2VlRYUKFZg6dWqse1JHjhzJhg0bWLBgAQULFsTLy4sGDRrE2/eOHTuA1xsm/fU5zfD6l9+YGXA3NzdSpkzJ6tWrCQgIoHDhwsbHYb2JjY0NK1asIDAwkK1bt7Jq1SoMBgP58uVjxIgRtG7d2rgJlbW1NStWrGDmzJl4eXkREhJCwYIFmTRpEq1atTL22atXLx49ekRAQAARERHUqlWLSZMmGR/7k1Dp06enS5cuBAUFsXfvXn777bcEHZc2bVpWrlzJzJkzmT59Os+fPyd37twMGTKErl27AlCsWDH8/Pzw9fVl8ODBREVFUapUKQICAihYsOAb+3d3d+enn35i6dKlZM+enREjRsR5D3WtWrW4f/8+9erVe6f3HZd+/fqRLVs2AgMDWbNmDZkyZaJhw4YMHDjQeJ965cqVqVKlCjNnzuTAgQMsXLiQmTNn4uPjwzfffEPGjBkpW7YsK1asoGPHjhw+fBg7O7sEjf8unxMAS0tL5s6dy9atWwkKCmL48OG8fPmSPHny0LJlSzp27Ghy68BfVapUiTx58nDjxg2Tz1VCxMz4wusvJD7//HO6detGu3bt3mlW+m1jvHz50niPfoECBZg5cyZNmjR567H79u1j3759wOvN27Jly0bRokXx8/OL9YXOlClTWLBgAatWreLOnTtkzZoVZ2dnBg4cSMqUKcmQIQPz5s1j2rRpDBgwgHTp0lG8eHECAwPp0aMHhw8fxsnJKc7PRUL4+Pgwa9Ys5s6dy+PHj8mVKxdubm7GXcpFRJKaheFdtpoUEZFP0sGDB+nUqdM7bZIkHy+DwUDTpk2pXLkyY8aMMXc4IiIiHz3NWIuIiCQTISEhLF26lJMnT3L16lXmzZtn7pBEREQ+CUqsRUREkok0adKwatUqoqOjmTRp0hufty0iIiIJp6XgIiIiIiIiIomgx22JiIiIiIiIJIISaxEREREREZFEUGItIiIiIiIikgjavCwZO3r0KAaDAUtLS3OHIiIiIiIiQkREBBYWFjg4OJg7lHeiGetkzGAwGH8k+TAYDISHh+u6J0O69smTrnvypOuefOnaJ0+f0nX/WPMTzVgnY5aWloSHh1O4cGHSpk1r7nAkiYSGhnL27Fld92RI1z550nVPnnTdky9d++TpU7ruJ0+eNHcI/4hmrEVEREREREQSQYm1YGFhYe4QJAlZWFhgbW2t654M6donT7ruyZOue/Kla5886bqbn4XhY1zALu9FzDILe3t7M0ciIiIiIiJJKToqihQpU5o7jFg+1hxF91gLK77pz90LF80dhoiIiIiIJIGcRQvTcb6XucP4pCixFu5euMjNk6fMHYaIiIiIiMhHSfdYi4iIiIiIiCSCEmsRERERERGRRFBiLSIiIiIiIpIISqxFREREREREEkGJtYiIiIiIiHD79m0qVKjAwYMH39guPDycBQsW0LBhQ8qWLUuDBg3w8fEhPDw8zvYhISE4OTmxfv36WHVHjx6lY8eOlClTBkdHR3x8fHj8+PE7xb1s2TLs7Oy4efOmSXlwcDADBgzA0dGRypUr06dPH65fv26s9/b2xs7OLt6fQ4cOJTgG7Qr+AXTs2JHcuXPj6ekZq87b25sNGzawZ88eAPbv38/ChQs5ffo0kZGR2Nra0rRpU7p06YKlpWWs49u2bcvRo0fZuHEjxYsX/+DvRUREREREPn3BwcF069aN58+fv7Xt5MmT2bhxI3369MHe3p7Tp0/j4+PDrVu3mDx5sknbJ0+e8M033xAcHByrnxMnTtCxY0cKFSqEp6cnadKkwcfHh1GjRrF161YyZMjw1liuXr3KrFmzYpWHhYXRtWtXIiMjGTNmDFZWVsydO5eOHTuyZcsWbGxsaN26NdWrVzc5Ljw8nMGDB5M9e3ZKly791vFjKLE2o99//53evXvTv39/xo0bh6WlJUeOHGHKlClcuXKFKVOmmLS/cuUKR48epUCBAnz//fdMmDDBTJGLiIiIiMinIDo6mg0bNjBt2rQEtX/y5AmrVq1i6NChdO/eHQBHR0cApk+fztChQ8mSJQsAu3btYtKkSYSGhsbZ1/z587GxsWH58uVkzJgRABsbG/r378/ixYsZNGjQG2OJiorC3d2dTJkycefOHZO6P/74g6tXr7J06VJjfAUKFMDZ2Zndu3fz5Zdf8tlnn/HZZ5+ZHDd58mRevHjB999/T5o0aRJ0TkBLwc1q1apVVKtWjZ49e1KoUCFsbW1p0aIFgwYNYsOGDTx79syk/bp16yhQoACtW7dmy5YthISEmClyERERERH5FJw/f57x48fTokWLBCXXz58/p23btjg5OZmU58+fH4AbN24A8OzZM/r160elSpVYvHhxnH1dvnyZ8uXLG5NqACsrKwoXLszPP//81lj8/f158OABPXv2jFUXsyw9Xbp0xrLMmTMDr78ciMu5c+dYsWIFbm5u5M2b963j/5USazOysLDg/Pnzsb5dad68OT/++CNp06Y1lkVFRbFp0yaqVq1KgwYNCA0NZfPmzUkdsoiIiIiIfEJy5crFzp07GTFiRIJmaPPmzcv48eMpWLCgSfnOnTuxtLQ0Jthp0qThxx9/ZOrUqcaE9u8yZ84c5xLxu3fvxrpf+u/+/PNPfHx8mDx5MtbW1rHqq1atStGiRZk+fTo3btzg/v37TJw4kbRp01K3bt04+5w2bRp58+alc+fObxw7LkqszcjV1ZWHDx9Sp04dOnXqhI+PDwcPHsTS0pJChQqRKtX/r9T/9ddfuXfvHg0aNCBPnjyULVuWVatWmTF6ERERERH52GXKlCnWcuh3tX37djZt2kS7du2Ms89WVlaxku+/c3Fx4fTp00yaNIm7d+9y//59VqxYQXBwMGFhYfEeFxkZyfDhw2ndujWVKlWKs03q1KmZMGECFy5coG7dulSrVo1du3bh4+MT52z0uXPn+O233+jRo4dJHpZQSqzNyMHBgQ0bNuDi4sK1a9fw9vamU6dO1K5dm127dpm0Xb9+PTly5KBChQoANG7cmPPnz3P06FFzhC4iIiIiIsJPP/3EkCFDqFixIkOHDn2nY1u3bo27uztr166lRo0aVK9enXv37lGvXr04Z6Fj+Pn58ezZM4YMGRJvm4MHD9KpUyeKFSvGggULWLRoEdWqVcPNzY3Dhw/Hah8YGEjWrFlp3rz5O72HGEqsP4BUqVIRHR0dZ110dLTJNyCFChViwoQJ7Nu3j+3btzNmzBisra0ZMGAA58+fB+DRo0fs2bOHhg0bkiLF60vWqFEjUqRIwffff//h35CIiIiIiMjfLFmyhEGDBlG+fHn8/PywsrJ65z66dOnCoUOH2Lp1K7///jtDhgwhJCSETJkyxdn+zJkz+Pn5MXHiRKysrIiMjDTmXtHR0URFRQGwYMECcubMyaJFi6hVqxY1atTA19eXwoULx9q5PCoqil27dtGwYcN/9B5AifUHkTFjxlgbj8V48uQJGTNmJDQ0lEmTJnHu3DljXf78+enQoQOrV68mZcqU7N+/H4AtW7YQERFBYGAgJUqUoESJEtSsWZPo6Gh++umneG++FxERERERed8MBgMTJ07E09OTBg0asGjRIpNNwhLq5MmT7Nixw3grbMxu4pcvX6ZEiRJxHrN7924iIiJwdXWlZMmSlCxZklGjRgFQr149XF1dgdePDytVqpRJopwiRQoqVKjAxYsXTfo8duwYjx8/plGjRu/8HmLocVsfgL29PQEBAbx69YrUqVMbyw0GA4cPH6ZixYqkSZOGzZs3ExERwfjx402Ot7a2JlWqVGTNmhV4vQy8aNGizJw506TdkSNHGDduHBs2bKBLly4f/H2JiIiIiIjMmjWLwMBAXF1dcXd3x8LC4h/1c+jQIebOncv+/fuxsbEB4Pjx49y4cQM3N7c4j/nqq6+oVauWSdnevXvx8fFh/vz5xs3TChYsyIkTJwgPDzcm1waDgaNHj5InTx6T40+cOEGqVKne6bnVf6fE+gNwcXFhyZIl9O3bl2+++YbPPvuMu3fvEhgYyO3bt+nSpQspUqRg6NChjB49GoPBgIuLC1myZOH69esEBATw2Wef0bBhQ06fPs25c+eYMGECRYsWNRmncOHCBAQEsGrVKlxdXf/xB1pERERERCQuISEhXLx4EVtbW7JkycLZs2dZtGgRpUqVolGjRhw/ftykfeHChUmfPn2C+m7WrBkLFy5kwIABdOvWjdu3bzNz5kyKFStG06ZNje3OnDljfAxXzpw5yZkzp0k/f/75JwBFixY1Js19+vShXbt2dO/enc6dO5MqVSrWrVvHsWPHmDt3rsnxFy5cIE+ePCaTou9KifUHkClTJoKCgpg7dy4DBw7k8ePHZMyYkYoVKxIUFGTcha5169Zky5aN5cuX06NHD168eEG2bNmoU6cO06ZNI02aNKxfvx4bGxuaNWsWa5wUKVLQuXNnJkyYwH//+1/jg89FRERERETeh9OnT9OpUyemTJlCy5Yt2bFjBwaDgVOnTtGmTZtY7ZcvX07lypUT1Hf27Nnx9/fH09OTfv36YWNjQ+3atWnbti0pU6Y0tnNzcyN37tysWLEiwXHb29sTGBjI3LlzGTp0KJaWltjZ2bF8+fJYO4k/ePDA5Fna/4SFwWAwJKoH+WidPHkSgO0Dh3Pz5CkzRyMiIiIiIkkhj30phu7emuD2c+fOpXDhwjRu3PgDRvVaTI5ib29vLLtx4wbjx4/H39//g4//T2nzMhEREREREYnTrVu32Lp1K+XLlzdbDHPmzKF69epmGz8htBRcRERERERE4pQ1a1bmzZvHZ599ZrYYunXrFu8u4f8WmrEWERERERGROKVOnZpChQqZNYZ/e1INSqxFREREREREEkWJtYiIiIiIiEgiKLEWERERERERSQQl1iIiIiIiIiKJoF3BhZxFC5s7BBERERERSSL6/f/9U2ItdJzvZe4QREREREQkCUVHRZEiZUpzh/HJ0FLwZC48PJywsDBzhyFJKCwsjDNnzui6J0O69smTrnvypOuefOnaJ0//5LorqX6/lFgLBoPB3CFIEjIYDISFhem6J0O69smTrnvypOuefOnaJ0+67uanxFpEREREREQkEZRYi4iIiIiIiCSCEmsRERERERGRRFBiLVhYWJg7BElCFhYWWFtb67onQ7r2yZOuu4iIyIenx20lc1ZWVlhbW5s7DElC1tbWlChRwtxhiBno2idPuu7x06NmRETkfVFiLWzsP4iHFy+ZOwwREZEkk7VwIVp4zTZ3GCIi8olQYi08vHiJO6dOmzsMERERERGRj5LusRYRERERERFJBCXWIiIiIiIiIomgxFpEREREREQkEZRYi4iIiIiIiCSCEmsRERFJtg4ePIidnV28Pz4+PibtIyIiaN26Nd7e3nH297b6v1u9ejWNGzemdOnSNGjQgGXLlmEwGEzanD9/nu7du1OpUiWqVavG8OHDefDggUmbyMhIZs2aRc2aNSldujSdOnXi/Pnz73AmREQkMZRY/0NOTk4m/+MtVaoUDRo0YPHixR90XG9vb5ycnAC4efMmdnZ2HDx48IOOKSIi8qkqWbIkQUFBsX4cHR1Jnz49jRs3NrZ9+fIlgwcP5sSJE3H29bb6v/vPf/7DmDFjqF27NgsWLODLL79k6tSpLFiwwNjm/v37dOrUiYcPHzJlyhRGjBjBoUOH6NGjBxEREcZ2kyZNYvny5fTo0YM5c+aQOnVqPD09uXbt2j88MyIi8i70uK1E6Nq1K127dgVe/8/0+PHjjB49Gmtra9q3b//BxvxQfYuIiCQ36dOnp2zZsiZlu3bt4sCBA8ydO5cCBQoAcPjwYTw8PLh3716c/byt/u8MBgOLFi2iUaNGDB06FABHR0euXr1KYGAgvXv3BmDPnj08efKENWvWYGtrC0CGDBno0aMHR48epVKlSty+fZvVq1czcuRI4+8I5cqVo3HjxixdupSpU6e+83kREZF3oxnrREibNi3Zs2cne/bs5M2blyZNmtC0aVPWrVv3wcZMly4dWbJk+WD9i4iIJGcvX77ku+++o1atWjRs2NBY/s0335A7d27Wr18f53Fvq4/L4sWLGTZsmEmZpaUl4eHhxtcxf06fPr2xLHPmzAA8efIEgAMHDhAZGUn9+vWNbaysrHBwcGD//v0JjkdERP45zVi/Z9bW1sY/d+zYkbx58/Lnn39y5coVRo8ejbOzM97e3mzbto07d+6QLl06qlatypgxY8icOTPu7u5s2LAhVr+5c+dmz549eHt7s2HDBvbs2ZOUb0tERCRZWLp0Kffu3WPZsmUm5YGBgdjZ2cV73Nvq/87CwoJChQoBr2evnz59ys6dO9m4cSPdunUztmvUqBELFy5kwoQJjBw5klevXjFt2jSyZ8+Oo6MjAJcuXTJ+2f9XOXPm5MGDB7x48YJ06dIlODYREXl3SqzfoxMnTrBlyxYGDhxoLFu/fj3Tp0+nWLFiZMuWjWnTprF79248PT3JkycPf/75J8OHD2f+/PmMHDmSUaNGMWTIEOPxf/zxB4MHD8bNzc0M70hERCT5CA8PZ8WKFTg7O5MvXz6Turclze+SVP/dkSNHaNeuHfD6nu+OHTsa67Jly8a4ceMYMmQI27ZtAyBjxowsX76cDBkyAPD8+XPjn/8q5sv+kJAQJdYiIh+YEutEWLBgAQEBAcDrXUAjIiIoU6YMzs7OxjbFixenadOmxtf29vbUr1+fSpUqAa9noqtVq2bcuTNDhgzG/zlev36d8ePH06VLF1q2bJlUb0tERCRZ+umnn3jw4AHdu3dP0nHz5MnDihUruHv3Lt7e3ri4uLB27VqyZcvGli1bGDZsGI0aNcLFxYWXL1/i7+9P165dWbFiBYUKFSI6OhoLC4tY/cbsLp4ihe78ExH50JRYJ0Lbtm2N3ypHRkZy9epVZs+eTbt27Yz3Wf/9G+/mzZtz4MABZs2axdWrV7l06RKXL1+mQoUKJu2ePn1Kz549KVeunMkMtoiIiHwY27dvp0iRIhQrVixJx82ZMyc5c+YEoEyZMtSvX581a9bwzTff4OPjQ7ly5Zg9e7axfdWqVXF2dmbu3Ll4eXmRIUMGQkJCYvX78uVLgDhns0VE5P3SV5iJkDFjRvLly0e+fPkoVKgQderUYfz48Vy4cIHff/8dgDRp0pgcM378eAYMGMDLly+pVasWM2bMMHmUB7ye/XZzcyN16tTMmDFD3zSLiIh8YBEREfz2228mG5Z9SCEhIWzevDnW47BsbW3JmDEjt2/fBiA4OBgHBweTNtbW1tjb2/Pnn38CULBgQUJCQnj06JFJu7t37/L555/H+l1ERETeP2VsH0h0dHSsssePH/P9998zfvx4Ro4cScuWLSlevDiXL182LtcCGDt2LJcvX2b+/PmkTZs2KcMWERFJli5cuEBYWBjly5dPkvFSpkzJqFGjWLx4sUn5iRMnePLkiXHWvGDBgvzxxx8mvye8evWK06dPkydPHgCqVKkCvF7KHiM8PJyjR48aNzgTEZEPS0vBEyE0NJT79+8Dr+9jun79OpMnTyZHjhw4OjqyZMkSk/Yx90/v3r2bkiVL8vLlSwIDAzl9+jRlypQBXt+3vXXrVvz8/EidOrWxf0CP2RIREflALly4AGDcqftDOHbsGFmyZMHW1hZra2t69OjBvHnzyJQpE1WqVOHKlSv4+PhQrFgxXFxcABgwYAB9+/ZlwIABtGrVivDwcJYtW8bdu3eZMWMG8Hq/li+//JIpU6bw6tUr8ufPj7+/Py9evKBTp04f7P2IiMj/U2KdCAEBAcbNy1KkSEHmzJkpX748M2bMMHnsVoxUqVIxd+5cPD09adq0KRkzZqRy5coMHjwYPz8/QkNDCQoK4uXLl7i6usY6fvfu3R/6LYmIiCRLDx48AF7f5vWhtGnThi+//BJPT08A3NzcyJYtG99//z3Lli0jY8aMNGrUiIEDB5I6dWoA6tSpw8KFC5k3bx5ubm6kS5cOe3t71q5da3Iv+IQJE7CxsWHRokWEhoZSrFgxRowYga2t7Qd7PyIi8v8sDH9dWyTJysmTJwE4NHwUd06dNnM0IiIiSeezUiXptnVzko554MABtm3bxoQJEz74WKGhoZw9e5bixYvrtrJkRtc+efqUrntMjmJvb2/mSN6N7rEWERER+cCio6Px8fGhRo0a5g5FREQ+AC0FFxEREfnAUqRIwahRoyhRooS5QxERkQ9AM9YiIiIiSUBJtYjIp0uJtYiIiIiIiEgiKLEWERERERERSQQl1iIiIiIiIiKJoMRaREREREREJBG0K7iQtXAhc4cgIiKSpPT/PhEReZ+UWAstvGabOwQREZEkFx0VRYqUKc0dhoiIfAK0FDyZCw8PJywszNxhSBIKCwvjzJkzuu7JkK598qTrHj8l1SIi8r4osRYMBoO5Q5AkZDAYCAsL03VPhnTtkydddxERkQ9PibWIiIiIiIhIIiixFhEREREREUkEJdaChYWFuUOQJGRhYYG1tbWuezKkay8iIiLyYWhX8GTOysoKa2trc4chScja2poSJUqYOwwxA13790+7SouIiAgosRZg9+BhPL502dxhiIh8VDIXKkidWdPNHYaIiIj8CyixFh5fusyD02fMHYaIiIiIiMhHSfdYi4iIiIiIiCSCEmsRERERERGRRFBiLSIiIiIiIpIISqxFREREREREEkGbl4mIiCRSWFgY5cqVIzo62qTcysqKkydPArBr1y7mzZvH5cuXyZw5M19++SW9e/fGysrK2P7cuXPMmDGDY8eOkTJlSmrVqsWQIUPIkSPHG8cfNGgQW7dujVU+a9YsateujZ+fH7/88ku8x+/Zs4fcuXMDsGnTJhYuXMiNGzfIlSsX3bt3p3Xr1gk+FyIiIsmREmsREZFEOn/+PNHR0cyaNcuYoAKkSPF6Ydi+fftwc3OjZcuWDB06lMuXLzNz5kzu37/PxIkTAbhz5w6dO3emQIECzJgxg7CwMGbPnk2XLl3YtGkTqVLF/7/ss2fP0qxZM9q3b29Sni9fPgC+/PJLunXrRpo0aYx1T58+ZcCAAVSqVIlcuXIBsG3bNoYPH06nTp2oXr06u3btYvTo0aROnZpmzZq9n5MlIiLyCVJi/R65u7sTHBzMihUr/tHx69evZ8SIEZw/fx4AJycnvvzyS/r16/c+wxQRkffs7NmzWFpaUr9+fSwtLWPVL1iwgNKlSzN58mQAqlSpwuPHj/Hz82PEiBGkTZuWVatWERYWhp+fH5kyZQIgS5YsdOrUiQMHDlC9evU4xw4LC+PatWv06tWLsmXLxqoPDQ0lZ86cFC9enLRp0xrL+/btS8aMGZkxY4bxC4A5c+bQoEEDRo4cCUD16tV5+vQp3t7eSqxFRETeQIn1v9jatWtJnTq1ucMQEZG3OHv2LIULF44zqQbw9PQkMjLSpMzS0pKoqChjeadOnahTp44xqY5pAxAeHh7v2DGz5cWLF09wvD///DO7du1i7ty52NjYAHDz5k2uXr1K//79Tdo2aNCAbdu2ceXKFQoUKJDgMURERJITbV72L5YlSxbSpUtn7jBEROQtzp07R4oUKejSpQtly5alUqVKjB07lpCQEABsbW0pWLAgAM+fP2f79u0EBATQtGlTY2KbJUsW7O3tAXj16hVHjx5lwoQJ5M+fn2rVqsU79tmzZwH4/vvvqVq1KqVKlaJdu3YcP348zvbR0dFMmzaNSpUq0bBhQ2P5pUuXAMifP79J+5jl5FevXn3HsyIiIpJ8aMb6A3FycqJt27acPHmS/fv3Y2VlRfPmzfn222+N98nt3LkTLy8vrl27RunSpfniiy9i9RGzFNxgMODv78+6deu4ceMGqVOnpkKFCowePZq8efOa4y2KiAivE9ULFy6QIkUKhg4dSp8+fTh58iQ+Pj5cvHiRwMBA41Lru3fvUqNGDQDy5MkT760+TZs25dq1a6ROnRovL683rl6KSaxfvXrFrFmzePLkCQsXLqRTp04EBQVha2tr0n7Pnj1cvnyZMWPGmJQ/f/4cgPTp05uUx3zBG/MlgYiIiMSmGesPyNvbm4oVK7Jhwwb69evH8uXL+eGHHwA4cuQI/fr1o379+mzatInmzZuzcOHCePtatmwZCxYsYNiwYWzfvp158+Zx5coVPD09k+rtiIhIHAwGAwsWLGDNmjW0a9eOihUr0rVrV8aPH88ff/zBr7/+amxrbW3N0qVL8fHxIVOmTLi4uHDx4sVYfY4bN46AgADq1avHN998w6ZNm+Id39XVlaVLl+Lp6UnlypVp0KABS5YswdraGj8/v1jtV65cSfHixalSpYpJecyO5hYWFrHeH/z/RmwiIiISm/4v+QFVr16dTp06kT9/fjp06ECxYsU4cuQIAIGBgZQrV45+/fpRoEABWrduTZs2beLty9bWFk9PT5ycnMidOzeVK1emUaNGxo3ORETEPFKmTEnlypUpVKiQSXmtWrUATP6dtrGxwdHRkXr16hEQEIDBYGDp0qWx+qxatSpVq1Zl5syZlC9fHl9f33jHL1iwII6OjiZlNjY2lCtXjnPnzpmUP378mIMHD9K0adNY/cQsSf/7zHRoaCgQeyZbRERE/p8S6w/o779kZciQgYiICAAuXLhgvJcuhoODQ7x9OTk5kS1bNry8vBgyZAgtWrRg8eLFsZ6ZKiIiSevu3busXr2aO3fumJS/fPkSgMyZM7N161bOnDljUp8xY0ZsbW25ffs2AAcOHGDfvn2x+i9VqpSxTVx+/PFHfvvtt1jlr169InPmzCZlv/76K1FRUSb3VseI2Zjs2rVrJuUxrwsXLhxvDCIiIsmdEusPyMrKKlZZzJK6v/8ZiHc3WYBFixbRsWNHHj16RKVKlRg/fjxdu3Z9f8GKiMg/Eh4ezpgxYwgKCjIp37p1KylSpKB8+fJMnz6dGTNmmNTfunWLS5cuUaxYMQA2bNjAt99+azJjHBkZyYEDB4xt4vKf//yH8ePHm+wcfvfuXY4cOUKlSpVM2p44cYLPPvvM5FnbMfLly0fevHnZvn27Sfn27dvJnz9/nMeIiIjIa9q8zEyKFy9uXBYe4+TJk/G2nz9/Pm5ubvTs2dNY5u/vHys5FxGRpJU3b16aN2/OokWLsLKyomzZsvzxxx/4+fnRrl07ChYsiJubGyNHjmT06NE4Oztz7949fH19yZQpk/FL0u7du7Njxw569uxJ9+7dMRgMrFixgkuXLhEQEGAc7+LFi4SHh1OiRAng9fOou3XrRr9+/Wjfvj1Pnz7Fx8cHGxsbunXrZhLr+fPn3zjz3KdPH0aMGEGmTJlwcnJiz549bNu2jdmzZ3+AMyciIvLpUGJtJl27dqV169ZMnTqVr776ipMnT7Jy5cp42+fKlYvffvsNJycnUqRIwaZNm9ixYwfZsmVLwqhFRCQuEydOJF++fGzcuJF58+aRM2dO+vfvb0xsXVxcSJs2LYsWLeKHH34gTZo01KhRgyFDhpA1a1YAihYtysqVK5k1axYjRowgPDwcBwcHAgMDKVu2rHEsDw8PgoOD2bNnDwBVqlRh8eLF+Pr6MmjQIFKkSEG1atUYNmwYNjY2xnukAR4+fIidnV2876Nly5aEh4cTEBDAunXryJs3L1OnTsXZ2fkDnDUREZFPhxJrMylevDiLFi1i+vTpBAYGUqRIEXr37h1rqWCMadOmMWHCBFxcXEiXLh1lypTBw8OD8ePHc/PmTfLkyZPE70BERGKkTp2avn370rdv33jbNGrUiEaNGr2xn5IlS+Lv7//GNv7+/rRs2dKkLGazs7fZunXrW9u0bduWtm3bvrWdiIiI/D8l1u/RXx99FTOT8FcrVqwwee3o6Mj69etNynr06BFnHyVLlox1/x6gX35ERJIZX1/fWLuAi4iIiHkpsRYREfmIODs7x3rqhIiIiJiXEmsREZGPyJvukRYRERHz0OO2RERERERERBJBibWIiIiIiIhIIiixFhEREREREUkEJdYiIiIiIiIiiaDNy4TMhQqaOwQRkY+O/u0UERGRGEqshTqzpps7BBGRj1J0VBQpUqY0dxgiIiJiZloKnsyFh4cTFhZm7jAkCYWFhXHmzBld92RI1/79U1ItIiIioMRaAIPBYO4QJAkZDAbCwsJ03ZMhXXsRERGRD0OJtYiIiIiIiEgiKLEWERERERERSQQl1iIiIiIiIiKJoMRasLCwMHcIkoQsLCywtrbWdU+GdO1FREREPgw9biuZs7Kywtra2txhSBKytramRIkS5g5DzCDm2kdHRZk7FBEREZFPihJr4bdh7jy9fNncYYhIEshYsCBVp3uaOwwRERGRT4oSa+Hp5cs8PnPW3GGIiIiIiIh8lHSPtYiIiIiIiEgiKLEWERERERERSQQl1iIiIiIiIiKJoMRaREREREREJBG0eZmIiADg5ubGmTNn2LNnj7Hs8uXLeHp68scff5AqVSrq1KmDu7s7NjY2xjY3btxg5syZHD58mLCwMIoUKcKAAQNwdHSMdywnJyeCg4PjrMudO7cxhu+//57x48fHatOmTRsmTJhgfL137158fHy4cOECmTJlon79+gwePJi0adO+62kQEREReWdKrEVEhE2bNrFz505y585tLHv27Bmurq7kyJGDadOm8fDhQ6ZPn86dO3cICAgA4MmTJ3To0AEbGxtGjhxJ+vTpWbt2LV27dmXZsmVUqlQpzvF8fHwIDw83KTt27BhTpkyhbdu2xrKzZ89SuHBhJk2aZNI2a9asxj/v2bOHvn370qJFC4YMGcKlS5eYNWsWjx8/ZubMmYk+NyIiIiJvo8Q6Dh07duTQoUMmZZaWluTIkYM6deowZMgQ0qRJkyRx5M6dG09PPXNWRD6cu3fvMmnSJD777DOT8u+//55nz56xceNGsmTJAkDOnDnp2bMnhw8fpkKFCmzYsIGHDx+yevVqcubMCUC1atVo3rw5/v7+8SbWJUqUMHkdEhLC4MGDqVWrFj179jSWnzt3jtKlS1O2bNk4+zEYDEyePJn69eszZcoUABwdHYmKimLFihWEhYVhbW39j86LiIiISEIpsY5Ho0aNGDVqlPF1aGgo+/fvZ8qUKURFRTF27NgPHoO3tzcpU6b84OOISPI2evRoqlatSurUqU2+VNy/fz/ly5c3JtUA1atXJ126dPzyyy9UqFCBnDlz4urqakyqAVKkSIGtrS2XL19OcAy+vr48evTI5N/W6OhoLly4QOPGjeM97uzZs9y4cSPWF5CdO3emc+fOCR5fREREJDG0eVk80qRJQ/bs2Y0/+fLlo3379jRt2pQff/wxSWLIlCkTGTJkSJKxRCR5WrNmDadPn2bMmDGx6i5dukSBAgVMylKkSEGePHm4evUqAM7OzgwdOtSkzZMnTzh06BBFihRJUAw3b95kxYoVdOvWzWQp+pUrVwgLC+P48eM0aNCAkiVL0qBBAzZu3Ghsc/bsWQBSp05Nr169KF26NBUrVmTixIm8evUqQeOLiIiIJJYS63eUOnVqUqR4fdqcnJzw9vY2qe/YsSPu7u7G1/7+/tStW5dSpUrh5OSEr68vBoMBgLCwMEaNGkXVqlWxt7enRYsW7NixI96+1q1bR4sWLYzLIjt27Mjp06c/5NsVkU9YcHAwU6ZMYdy4cSaz0jGePXtGunTpYpWnS5eOkJCQOPuMiopi1KhRhIaG0qNHjwTFsXz5cqysrOjUqZNJ+blz5wC4desW7u7u+Pn5UapUKYYPH87q1asBePToEfB647XChQuzcOFCevbsyZo1axg+fHiCxhcRERFJLC0FT6DIyEj279/Ppk2baNOmTYKO2bNnD35+fsyZM4cCBQpw7Ngxvv32W/LkyUPz5s2ZO3cu58+fZ+HChdjY2LBmzRoGDRrE9u3byZMnj0lfO3fuZNy4cXz33XdUrFiRBw8e8N133zFq1CiT2RsRkYQwGAyMHDmSmjVr0qBBg3jbWVhYxHlsXOUREREMHz6cXbt2MX78eOzt7d8ax8uXL1m7di2tWrUiY8aMJnWVK1dm4cKFVK5c2bivRfXq1Xn06BFeXl60bt2aiIgIAOrVq8ewYcMA+OKLLzAYDMycOZP+/ftTsGDBt8YhIiIikhhKrOOxZcsWtm/fbnz98uVLPv/8c7p160bv3r0T1Mf169dJnTo1efLk4fPPP+fzzz8nR44cfP7558b69OnTY2trS4YMGRgwYAAVKlSI9cslvF4W/t1339GiRQvg9eNoWrduzbhx4xL/ZkUk2Vm5ciXnz59ny5YtREZGAhhX00RGRpIiRQrSp08f58x0aGhorI3Onj59ipubG//73/8YO3YsX3/9dYLi2L9/Py9evKBp06ax6rJly0bNmjVjldesWZPff/+dBw8eGGfUa9WqZdKmevXqzJw5k3PnzimxFhERkQ9OiXU8nJycGDp0KNHR0Rw/fpwpU6ZQpUoVevfuTapUCTttzZo1Y926ddSvXx87OzuqVq1KvXr1jIl1jx496N27N46Ojjg4OFC1alUaN24c533VFStWJEuWLMybN49r165x5coVzp49S3R09Ht93yKSPGzfvp3Hjx9TrVq1WHUlS5bEzc2NAgUKcP36dZO66Ohobt68Sf369Y1lt2/fpmvXrty8eZNZs2bh7Oyc4Dj27t1Lnjx54pzdPnToELdu3TJ+oRjj1atXpEyZkowZM5I/f36AWI/uipnJTp06dYJjEREREfmnlFjHI126dOTLlw+AAgUK8Nlnn9GlSxdSpkzJ+PHjje1iZnhixPwyB5AlSxY2bdrE0aNH+e2339i/fz8BAQH069cPNzc3HBwc2LdvH7/99hsHDhxg7dq1eHt7s3jxYhwdHU36/fHHH/n2229p0qQJpUuXplWrVly4cIEJEyZ8uJMgIp8sDw8PXrx4YVLm6+vLqVOnmD9/Pjly5MDCwgJ/f38ePXpkvAf7119/5cWLF1StWhV4/ZgsV1dXHjx4QEBAABUrVnynOI4fP065cuXirDtw4ADz58/HwcHB+O9xdHQ027dvp0yZMlhZWVGhQgXSpk3Ljz/+iJOTk/HYPXv2kCpVKhwcHN4pHhEREZF/Qol1An3xxRd06dIFf39/nJycqFGjBpaWljx//tzYJmYmJ2YGZdOmTYSEhNC+fXvKly9P//79GT16NFu3bsXNzQ0vLy/Kly9PnTp1qFOnDiNGjKBx48Zs3749VmLt5+dHq1at8PDwMJbt3r0biP9+RxGR+MS1PDpTpkxYWVkZZ4/btWtHYGAgXbp0wc3NjSdPnjB9+nRq1KhhTFi9vLy4evUq/fr1w9LSkmPHjhn7s7KyMj6v+uLFi4SHh5s8vzoqKorLly/TpEmTOGP8+uuvCQoKonfv3vTr1w9ra2tWrlzJhQsXWL58OfD6S9D+/fvj6emJjY0N9evX58iRIyxevJhOnTrFuSmbiIiIyPumxPodDBgwgN27dzNu3Dh++OEHypUrx9atW6lfvz7ZsmVjyZIlJon2q1evmDp1KunSpaNChQrcuXOHQ4cOGWd0rl27xubNm5k4cSK2trYcO3aMW7duxTnDkitXLo4cOcLp06fJkCEDe/bsITAwEHi9BFLLHUXkfcuSJQvLly9n8uTJDB06lHTp0tGwYUO+/fZbY5uYJxl4e3vHekpC7ty52bNnD/B6hjw4ONj4Gl4/lisyMhIbG5s4x8+RIwf/+c9/mDVrFt999x0vXrzA3t6epUuXmsxyd+nSBRsbG5YsWcKaNWvIkSMH/fr1S/Cu5CIiIiKJpcT6HaROnZqJEyfSqVMnZs+ezaBBg3j69Ck9evTA2tqa1q1b4+zsbFwe/tVXX/H06VPmzZvH7du3yZgxIw0aNDA+89XDw4OpU6cybNgwnjx5Qu7cuRk6dCjNmzePNfaYMWMYO3YsHTp0wMrKimLFijFt2jQGDRrE8ePHqVSpUpKeCxH59Hh6esYqK1q0KEuXLo33mL179yaob39/f1q2bGlSljVrVs6fP//G4/Lnz4+Xl9db+3dxccHFxSVBsYiIiIi8bxaGv98kLMnGyZMnAbgxfiKPz5w1czQikhQylyiO87rVST7u7NmzCQ0NZdSoUUk+dnIXGhrK2bNnKV68OGnTpjV3OJJEdN2TL1375OlTuu4xOUpCHtv5b6IZaxER+eCcnZ0pVKiQucMQERER+SCUWIuIyAdnZ2dn7hBEREREPpgU5g5ARERERERE5GOmxFpEREREREQkEZRYi4iIiIiIiCSCEmsRERERERGRRNDmZULGggXNHYKIJBH9fRcRERF5/5RYC1Wne5o7BBFJQtFRUaRImdLcYYiIiIh8MrQUPJkLDw8nLCzM3GFIEgoLC+PMmTO67slQzLV/FR5u7lBEREREPilKrAWDwWDuECQJGQwGwsLCdN2TIV17ERERkQ9DibWIiIiIiIhIIiixFhEREREREUkEJdYiIiIiIiIiiaDEWrCwsDB3CJKELCwssLa21nUXEREREXlP9LitZM7Kygpra2tzhyFJyNramhIlSpg7jE+SISoKCz3GSkRERCTZUWIt/OE+ipArV8wdhshHLX2BApT3nGTuMERERETEDJRYCyFXrvD07DlzhyEiIiIiIvJR0j3WIiIiIiIiIomgxFpEREREREQkEZRYi4iIiIiIiCSCEmsRERERERGRRFBiLSLyHkVFRbFw4ULq1atH6dKladasGZs2bTJps2vXLlq2bEnZsmWpXbs2Xl5ehIeHx9vnqVOnKFmyJOvXr3/r+EePHqVjx46UKVMGR0dH3N3duXfvnkmbNWvWYGdnF+tn7NixxjaRkZEsXLiQ+vXrU7ZsWZo3b87WrVvf8WyIiIiIJA9KrP/GyckJOzs7lixZEmf92LFjsbOzw9vbO9FjHTx4EDs7O27evJnovkTk32HWrFl4eXnRunVrFixYQJUqVfj222/ZsmULAPv27cPNzY1ixYoxb948unXrxpIlS5g4cWKc/YWHh+Pu7k5kZORbxz5x4gQdO3bk2bNneHp6MnnyZG7dukXbtm15/vy5sd358+cpXLgwQUFBJj89evQwtvH29mb27Nk0a9aMefPmUbZsWQYNGsRPP/2UyDMkIiIi8unR47biYGlpyU8//USXLl1MyiMjI9mxYwcWFhbvZRwHBwf2799PlixZ3kt/ImJeL168IDAwkM6dO9OzZ08AHB0dOX36NIGBgTRt2pQFCxZQunRpJk+eDECVKlV4/Pgxfn5+jBgxgrRp05r0OWfOHJOk+E3mz5+PjY0Ny5cvJ2PGjMb+GzZsyOLFi+nVqxcAFy5coHTp0pQtWzbevtatW0eTJk1wc3Mz9nP27FlWrlxJw4YN3+m8iIiIiHzqNGMdB0dHR44fP87t27dNyv/73/+SNm1acuXK9V7GsbKyInv27KRMmfK99Cci5pU6dWqCgoJifSlnaWlpXOrt6emJp6dnrPqoqKhYs9JHjx4lMDDQZIn2m1y+fJny5csbk+qYmOzt7fn5558BiI6O5s8//6RYsWJv7CsiIoL06dOblGXOnJknT54kKBYRERGR5ESJdRxKly7N559/HmvJ49atW2nUqJHJjPWRI0do3749pUuXplatWnh4eBASEgLA8ePHKVGihMmy8jlz5lC+fHlu3LgRayl4ZGQk3t7eODk5UaZMGVq2bMkvv/xiPPbSpUv07t2bypUrU758efr378+tW7c+5KkQkXeQKlUqihUrRrZs2TAYDNy/f58FCxbw+++/065dOwBsbW0pWLAgAM+fP2f79u0EBATQtGlTbGxsjH29fPkSd3d3evXqhZ2dXYLGz5w5M8HBwbHKb9y4Yfx35vbt27x8+ZLjx4/ToEEDSpYsSYMGDdi4caPJMa6urmzcuJFffvmFkJAQNm/ezK+//krz5s3/yakRERER+aQpsY5Ho0aNTBLr8PBwdu3aRePGjY1l586dw9XVlapVq7J582ZmzJjB6dOn6dq1KwaDgTJlytCrVy/mzp3L9evXOXz4MAsXLsTDw4O8efPGGnPy5MmsXLmSoUOHsmXLFmrWrEmfPn24ePEiwcHBtGnTBisrK5YtW8aSJUt4+PAhHTp0MCbyIvLvsWXLFqpVq8asWbOoUaMGzs7OJvV3796lQoUK9O/fnwwZMtCvXz+T+hkzZpA2bVrj8u2EcHFx4fTp00yaNIm7d+9y//59pk+fzqVLlwgLCwPg2rVrANy6dQt3d3f8/PwoVaoUw4cPZ/Xq1ca+OnbsSLly5ejRowfly5dn2LBhtGjRgu7du//TUyIiIiLyydI91vFo1KgR/v7+3L59m1y5cvHbb7+ROXNmSpQoYWzj7++Po6Mjffr0ASB//vzMnDmTunXrcujQISpXrkzfvn355ZdfGDVqFLdu3aJ58+Y0adIk1nghISGsXr2a0aNHG38BHzBgANHR0bx48YINGzaQNm1aZsyYgZWVFQBeXl44OTmxefNm42yYiPw7lClThsDAQK5cuYKXlxdt27Zl7dq1pE6dGgBra2uWLl1KSEgIfn5+uLi48P3331O4cGEOHjxIUFAQa9asIVWqhP8z3bp1a0JCQvDy8mL58uVYWFjQoEED49gAJUuWxMvLi5o1a5ImTRoAqlevzqNHj4ybrkVERNCuXTsePHiAh4cHBQsW5I8//sDPz4+0adMyevTo93/CRERERD5iSqzjUapUKfLmzWvcxGzr1q2xEuIzZ85w7do1HBwcYh1/6dIlKleuTKpUqZg+fTrNmjUja9asjBkzJs7xrly5QkRERKzNhAYNGgSAj48PpUqVMibVAFmzZqVAgQKcP38+ke9WRN63fPnykS9fPipWrEjevHlxdXVl+/btNGvWDAAbGxscHR0BqFSpEnXq1GHp0qWMGDGCESNG0KNHDwoXLkxkZCTR0dHA6/ujIyMj35hsd+nShQ4dOnD9+nUyZ85MlixZGD58OJkyZQIgY8aMFC9e3JhUx6hZsya///47Dx484L///S/nz59nyZIlVKlSxRijjY0NEyZMoHXr1gleni4iIiKSHGgp+BvELAd/9eoVu3fvjrWUMzo6mqZNm7Jx40aTnx07dtC0aVNjuwsXLhAdHc39+/c5d+5cnGNZWlq+MRaDwRDnbuRRUVFvPVZEksbDhw/ZsGEDDx8+NCm3t7cH4ObNm2zdupUzZ86Y1GfMmBFbW1tu377NqVOnCA4OxtfXl5IlS1KyZEnq1asHwKhRoyhZsmS84588eZIdO3ZgaWlJoUKFjE8cOH36tHG1zdmzZ42P/vqrV69ekTJlSjJmzGjcu6FcuXImbSpWrAi8/uJQRERERP6fEus3aNSoEcePH2ft2rXkzZuXQoUKmdQXKVKEP//80zgzlS9fPqKiopgyZYpxR/F79+4xbtw4evToQdOmTRk+fDgvXryINVa+fPmwtLTk5MmTJuWtWrVi8eLFFC1alBMnThh3FgZ48OAB165dixWXiJhHaGgo7u7urFmzxqT8119/BV4vw54+fTozZswwqb916xaXLl2iWLFilCxZkrVr15r8zJ8/HwA3Nzfjku64HDp0iKFDh/Ls2TNj2W+//caff/5J3bp1ATh16hTjxo0z3msNr78k3L59O2XKlMHKysq4udrhw4dN+j9y5AgAefLkeafzIiIiIvKp01LwNyhevDj58uVj1qxZcW4g1LVrV9q3b8/YsWPp1KkTL168wMPDgxcvXpA/f34ARo4cSY4cOejbty+hoaE0btyYKVOm8N1335n0ZW1tTYcOHZg7dy5ZsmShSJEirFu3josXL1K7dm2srKz4/vvvGTp0KH369CE8PJypU6eSOXNmkw3VRMR88ubNS4sWLfD19SVFihTY29tz6tQp5s+fT7Vq1ahRowZubm6MHDnSuJ/CvXv38PX1JVOmTHTt2pX06dMbZ7hjxOzonTt3bpO6ixcvEh4ebpyNbtasGQsXLmTAgAF069aN27dv4+npSbly5WjatCmvXr2ibt267Nu3j969e9OvXz+sra1ZuXIlFy5cYPny5QDGJxMMGzaMfv36UbBgQU6cOMH8+fOpXbs2pUuXTqIzKiIiIvJxUGL9Fo0aNWL+/PmxloEDlC1blsWLFzN37lxatmyJtbU1X3zxBcOHD8fKyoqVK1fy+++/ExQUhJWVFVZWVowZM4YBAwZQu3btWM+IHTx4MKlSpWL8+PE8e/YMOzs7Fi5caJyRXrFiBTNmzDDuDl61alWmT59u8ogeETGviRMnkj9/ftatW4e3tzfZs2enU6dO9OnTBwsLC1xcXEibNi2LFi3ihx9+IE2aNNSoUYMhQ4aQNWvWdxrLw8OD4OBg9uzZA0D27Nnx9/fH09OTfv36YWNjQ8uWLRkwYAApU6YEXj+SKyAggPnz5/Pdd9/x4sUL7O3tWbp0qXHpd8qUKQkICGD27NnMmzePp0+fkjdvXr755htcXV3f6/kSERER+RRYGAwGg7mDEPOIWXb+6LspPD0b973fIpIwGYsXo2bQf5J0zPDwcFq2bMkPP/yQoPahoaGcPXuW4sWLkzZt2g8cnfxb6LonT7ruyZeuffL0KV33mBzl7yv4/u10j7WIyEfK19fXuLO4iIiIiJiPloKLiHyknJ2dtXmhiIiIyL+AEmsRkY+UniUtIiIi8u+gpeAiIiIiIiIiiaDEWkRERERERCQRlFiLiIiIiIiIJIISaxEREREREZFE0OZlQvoCBcwdgshHT3+PRERERJIvJdZCec9J5g5B5JNgiIrCImVKc4chIiIiIklMS8GTufDwcMLCwswdhiShsLAwzpw5o+v+ASipFhEREUmelFgLBoPB3CFIEjIYDISFhem6i4iIiIi8J0qsRURERERERBJBibWIiIiIiIhIIiixFhEREREREUkEJdaChYWFuUOQJGRhYYG1tbWuu4iIiIjIe6LHbSVzVlZWWFtbmzsMSULW1taUKFHivferR02JiIiISHKlxFo4M24coVevmjsM+YilzZ+fEh4e5g5DRERERMQslFgLoVevEnLhgrnDEBERERER+SjpHmsRERERERGRRFBiLSIiIiIiIpIISqxFREREREREEkGJtYiIiIiIiEgiKLEWkffGYDAQFBRE06ZNcXBwoE6dOkyaNImQkBBjm127dtGyZUvKli1L7dq18fLyIjw83KSfGzduMHDgQKpVq0b58uVp27YtBw4ceKdY3NzccHd3f+f6hw8fMnr0aGrXro2DgwMtW7Zk69at7zS2iIiIiCQvSqzNqGPHjvH+4u/t7Y2Tk9Mb2y1duhQ7Oztmz579QeMUSajFixfj4eFBrVq18PX1pXv37mzZsgU3NzcMBgP79u3Dzc2NYsWKMW/ePLp168aSJUuYOHGisY8nT57QoUMHLl26xMiRI5k9ezY5cuSga9euHDp06K0xREVFMXHiRHbu3PnO9eHh4XTr1o3ff/+d/v374+vrS+nSpRk0aBAbN278x+dFRERERD5tetzWR2rZsmVMmTKFAQMG0KdPH3OHI0J0dDQLFy6kTZs2DBkyBIAqVaqQKVMmBg4cyKlTp1iwYAGlS5dm8uTJxvrHjx/j5+fHiBEjSJs2LRs2bODhw4esXr2anDlzAlCtWjWaN2+Ov78/lSpVijeGc+fOMXHiRE6dOkWaNGneuX7v3r2cPXuWNWvWULp0aWOMt27dYvHixbRo0SKxp0lEREREPkGasf4ILV++nClTpvDtt98qqZZ/jZCQEJo1a0aTJk1MygsUKAC8Xt7t6emJp6enSb2lpSVRUVFERkYCkDNnTlxdXY1JNUCKFCmwtbXl+vXrb4xh+PDhREdHExQURNasWd+5Pn369LRp0wZ7e3uT8vz58791bBERERFJvjRj/ZFZvnw5kydPZvTo0XTo0MHc4YgY2djYMGbMmFjlO3bsAKBIkSLY2toay58/f87vv/9OQEAATZs2xcbGBgBnZ2ecnZ1N+njy5AmHDh3C0dHxjTFMnTqVYsWK/eP6KlWqUKVKFZOyiIgI9u7dS5EiRd44toiIiIgkX0qsPyIrVqxg0qRJNGnSREm1fBSOHDnCokWLqFu3rklievfuXWrUqAFAnjx56NevX7x9REVFMWrUKEJDQ+nRo8cbx3tT0pyQ+rhMnTqVa9eu4evr+87HioiIiEjyoKXgH4n9+/czZcoUvvjiC3766SeOHTtm7pBE3ujw4cP07NkTW1tbJk2aZFJnbW3N0qVL8fHxIVOmTLi4uHDx4sVYfURERDBs2DB27drF6NGjYy3R/pAMBgNTp05lxYoV9OzZk7p16ybZ2CIiIiLycVFibUapUqUiOjo6zrro6GhSpfr/BQWPHz9m2rRpLFq0iCJFijB48GCeP3+eVKGKvJMff/yRLl268Pnnn7N06VIyZcpkUm9jY4OjoyP16tUjICAAg8HA0qVLTdo8ffqUrl27snXrVsaOHcvXX3+dZPG/evWKwYMHExAQQPfu3Y2bsYmIiIiIxEWJtRllzJiRZ8+exVn35MkTMmbMaHzdqFEjmjRpgpWVFdOnT+fBgwdx3s8qYm6LFy9myJAhlC1blpUrV5I9e3YAIiMj2bp1K2fOnDFpnzFjRmxtbbl9+7ax7Pbt27Rt25Zjx44xa9Ys2rdvn2TxP3/+nM6dO7Nt2zbc3d0ZNmxYko0tIiIiIh8nJdZmZG9vz8mTJ3n16pVJucFg4PDhwybLXv86ex0zY71t2zbWrFmTZPGKvM2qVauYPn06DRs2xN/fnwwZMhjrUqVKxfTp05kxY4bJMbdu3eLSpUvG+59DQkJwdXXl3r17BAQExNrI7EOKjIykd+/enDp1itmzZ9OlS5ckG1tEREREPl7avMyMXFxcWLJkCX379uWbb77hs88+4+7duwQGBnL79u03/lLfuXNn9u3bx6RJkyhXrhyFChVKwshFYrt//z5Tpkwhd+7cdOjQIdbMtK2tLW5ubowcOZLRo0fj7OzMvXv38PX1JVOmTHTt2hUALy8vrl69Sr9+/bC0tDTZT8DKyooSJUoAcPHiRcLDw42v34eVK1dy+PBh2rRpQ65cuWLtZVC2bNn3NpaIiIiIfDqUWJtRpkyZCAoKYu7cuQwcOJDHjx+TMWNGKlasSFBQEHnz5o33WAsLCzw9PWnatCmDBg1izZo1pE6dOgmjFzG1b98+Xr58SXBwcJxLt6dMmYKLiwtp06Zl0aJF/PDDD6RJk4YaNWowZMgQ43OlYx7P5e3tjbe3t0kfuXPnZs+ePQB4eHgQHBxsfP0+xIwdFBREUFBQrPrz58+/t7FERERE5NNhYTAYDOYOQszj5MmTALyaMYOQCxfMHI18zNIXLUqFZcuSdMzw8HBatmzJDz/8kKTjfsxCQ0M5e/YsxYsXJ23atOYOR5KIrnvypOuefOnaJ0+f0nWPyVGS8mkw74PusRaRj5Kvry+Ojo7mDkNEREREREvBReTj5OzsrL0FRERERORfQYm1iHyU7OzszB2CiIiIiAigpeAiIiIiIiIiiaLEWkRERERERCQRlFiLiIiIiIiIJIISaxEREREREZFE0OZlQtr8+c0dgnzk9BkSERERkeRMibVQwsPD3CHIJ8AQFYVFypTmDkNEREREJMlpKXgyFx4eTlhYmLnDkCQUFhbGmTNn3vt1V1ItIiIiIsmVEmvBYDCYOwRJQgaDgbCwMF13EREREZH3RIm1iIiIiIiISCIosRYRERERERFJBCXWIiIiIiIiIomgxFqwsLAwdwiShCwsLLC2ttZ1FxERERF5T/S4rWTOysoKa2trc4chScja2poSJUr8o2P1SC0RERERkdiUWAuXPSfy8vo1c4ch/3JpbPNR0H2MucMQEREREfnXUWItvLx+jdCLf5o7DBERERERkY+S7rEWERERERERSQQl1iIiIiIiIiKJoMRaREREREREJBGUWIvIOzMYDAQFBdG0aVMcHByoU6cOkyZNIiQkxNjm4MGDdOjQgYoVK1K1alXc3Ny4ds10k7wbN24wcOBAqlWrRvny5Wnbti0HDhx4p1jc3Nxwd3ePM0Z/f3/q16+Pvb09DRo0YOXKlfH2c+rUKUqWLMnNmzffaXwRERERESXWIvLOFi9ejIeHB7Vq1cLX15fu3buzZcsW3NzcMBgMHD16lK5du5I5c2ZmzJjBmDFjuHHjBu3atePRo0cAPHnyhA4dOnDp0iVGjhzJ7NmzyZEjB127duXQoUNvjSEqKoqJEyeyc+fOOOunTZvG7NmzadWqFQsXLsTJyYkJEyYQFBQUq+25c+fo1asXkZGRiTsxIiIiIpIsaVfw98zJyYng4GDj6xQpUpAuXTqKFy/OgAEDqFChghmjE0m86OhoFi5cSJs2bRgyZAgAVapUIVOmTAwcOJBTp06xYMECChYsyNy5c0mR4vX3d+XKlaNWrVps2LCBbt26sWHDBh4+fMjq1avJmTMnANWqVaN58+b4+/tTqVKleGM4d+4cEydO5NSpU6RJkyZW/Y0bN1i6dCmjR4+mffv2ADg6OnL79m32799PmzZtAAgPDycwMJC5c+fG2Y+IiIiISEJoxvoD6Nq1K/v372f//v3s27eP//znP6RLl47u3btz584dc4cnkighISE0a9aMJk2amJQXKFAAeJ3Uli5dms6dOxuTaoAcOXKQPn16rl+/DkDOnDlxdXU1JtXw+osoW1tbY5v4DB8+nOjoaIKCgsiaNWus+t27d2NlZUXr1q1NyufMmYO3t7fx9S+//IKPjw+9e/dm6NChCTwDIiIiIiKmNGP9AaRNm5bs2bMbX+fIkQMPDw9q1KjBjh076NSpkxmjE0kcGxsbxowZE6t8x44dABQpUgRnZ+dY9f/97395+vQpRYsWBcDZ2TlWuydPnnDo0CEcHR3fGMPUqVMpVqxYvPVnz54lf/78/O9//2PmzJmcP3+eHDly0KNHD9q1a2dsZ29vz549e8iUKRPr169/45giIiIiIvHRjHUSSZXq9XcYVlZWhIeHM336dKpXr46DgwNfffUV+/fvN7Zdv349Tk5OTJo0iQoVKtC7d28OHjyInZ2dycZKN2/exM7OjoMHDyb5+xH5qyNHjrBo0SLq1q1LkSJFYtU/evSIMWPG8Nlnn9GiRYs4+4iKimLUqFGEhobSo0ePN473pqQ6Zry7d+8ydOhQXFxcWLx4MdWqVcPDw4P//Oc/xnY5c+YkU6ZMb31/IiIiIiJvohnrJHD37l0mT55M2rRpqVGjBiNGjODPP/9k+vTpfPbZZ/z888/07t0bHx8fatWqBUBwcDB3795lw4YNvHz50rjhk8i/zeHDh+nduze2trZMmjQpVv3du3fp3r07Dx8+ZOnSpaRLly5Wm4iICIYPH86uXbsYP3489vb2iYopIiKCx48f4+3tTf369YHX91jfunWLefPmmcxai4iIiIgklhLrD2DBggUEBAQAEBkZSXh4OIUKFWLOnDlERETwww8/sHbtWmPy0KVLF86dO4e/v78xsQbo06cPefPmBdCstPwr/fjjj7i7u1OgQAH8/f1jzf6eP3+eXr16ERoayuLFiyldunSsPp4+fYqbmxv/+9//GDt2LF9//XWi40qXLh0WFhbUrFnTpLx69ers37+fBw8ekC1btkSPIyIiIiICSqw/iLZt29KxY0fg9WZMmTJlIkOGDABs27YNINZ91hEREdjY2JiU5c+f/8MHK/IPLV68mBkzZlCxYkXmzZtn/IzHOHDgAH379iVDhgwEBgYa763+q9u3b9O1a1du3rzJrFmz4rw3+5/Ily8fBoOBiIgIUqdObSyPeZyWdgAXERERkfdJifUHkDFjRvLlyxdnncFgAGDlypWxlsT+dQdliPuX/5jjAT1zV8xm1apVTJ8+nUaNGjFt2jSsrKxM6s+cOcM333xDnjx58Pf3N9n5O0ZISAiurq48ePCAgIAAKlas+N7iq1mzJv7+/vz444/GR2sB7NmzBzs7O9KnT//exhIRERERUWKdxGI2drp3757Jsu/Zs2djYWHBwIED4zzO0tISeJ2MxLh27doHi1MkPvfv32fKlCnkzp2bDh06cObMGZN6W1tbRo0aRWRkJG5ubty+fZvbt28b67NkyYKtrS1eXl5cvXqVfv36YWlpybFjx4xtrKysKFGiBAAXL14kPDzc+DohKleuTO3atZk8eTJhYWEUKVKEjRs3cuTIEebNm5e4EyAiIiIi8jdKrJNYkSJFqF27NuPGjWPs2LEULVqUHTt2sGDBgjg3fopRtGhR0qVLx/z58xkyZAj37t0zJuMiSWnfvn28fPmS4OBg2rdvH6t+0qRJxmR7wIABseq//PJLPD09jY/n8vb2Nnm2NEDu3LnZs2cPAB4eHgQHBxtfJ9TcuXPx8fFhyZIlPHr0iMKFC+Pj44OTk9M79SMiIiIi8jZKrM1g9uzZzJ49m3HjxvH06VPy5s3LxIkTcXFxifeY9OnTM2PGDGbOnEnjxo0pUKAAI0aMoHv37kkYuQi0atWKVq1avbXN2+zduzdB4/n7+9OyZct46+NLuFOnTs2QIUMYMmRIgsZp2bLlG8cREREREYmPEuv3LCGzatbW1owcOZKRI0fGWR/fL/hOTk6xZtv+vgxX5FPj6+uLo6OjucMQEREREYmXEmsR+VdzdnamUKFC5g5DRERERCReSqxF5F/Nzs7O3CGIiIiIiLxRirc3EREREREREZH4KLEWERERERERSQQl1iIiIiIiIiKJoMRaREREREREJBG0eZmQxjafuUOQj4A+JyIiIiIicVNiLRR0H2PuEOQjYYiKwiJlSnOHISIiIiLyr6Kl4MlceHg4YWFh5g5DklBYWBhnzpz5R9ddSbWIiIiISGxKrAWDwWDuECQJGQwGwsLCdN1FRERERN4TJdYiIiIiIiIiiaDEWkRERERERCQRlFiLiIiIiIiIJIISa8HCwsLcIYiIiIiIiHy0lFgnc1ZWVlhbW5s7DEkihugofZEiIiIiIvKe6TnWwq05nry6ecPcYcgHljpPXj4f6G7uMEREREREPjlKrIVXN2/w6vJFc4chIiIiIiLyUdJScBEREREREZFEUGItIiIiIiIikghKrEVEREREREQSQYm1iIiIiIiISCIosRZJ5m7fvk2FChU4ePCgSfnPP/9Mq1atsLe3p3r16nz33XeEhISYtAkPD2fWrFnUqlWL0qVL06xZM7Zu3fpO4+/atQs7O7tY4z969IjRo0dTvXp1KlSogKurK2fOnDHWr1+/Hjs7u3h/NmzY8I5nQkRERETkn9Gu4CLJWHBwMN26deP58+cm5Tt37qRfv35UqlSJOXPmEBkZyfz58+ncuTNBQUGkSvX6n46hQ4eyf/9+hg4dSv78+dm0aRODBw8mffr01KhR463jP378mHHjxsUqNxgMuLm5cfnyZYYOHUqOHDlYtGgRHTp0YNOmTeTNm5datWoRFBQU67gxY8YQEhJCzZo1E3FmREREREQSTon1B+bu7k5wcDArVqzg8ePH7Nq1i9atWyfo2IMHD9KpUyd2795Nnjx5PnCkkpxER0ezadMm5syZE2e9t7c3hQsXZvHixVhZWQFQoUIF6taty/r16/nqq6/43//+x/bt21m4cKExiXV0dOTatWv88ssvCUqsPTw8jEn6X129epU//viD7777jlatWgHg4OCAo6MjmzZtws3NjSxZspAlSxaT45YtW8alS5dYtWpVrDoRERERkQ9FS8GT0LRp09i8ebO5wxDh+vXrTJ48mRYtWjBt2rRY9ZcvX6ZatWrGpBoga9asFCxYkJ9//hmA7du3kzdvXpOZYQsLC1atWsXo0aPfGsPWrVv5/fffGTZsWKy68PBwANKnT28sS5cuHalTp+bJkydx9nf//n3mzJnD119/TZkyZd46voiIiIjI+6LEOgkZDAZzhyACQLZs2di8eTMjRowgTZo0seozZ85McHCwSVlERAS3b9/m5s2bAJw7d46iRYuyZcsWGjVqRIkSJWjYsCHbt29/6/gPHjzAw8ODkSNHkj179lj1dnZ2VKlShXnz5nHhwgWePHmCp6cnL1++xNnZOc4+vby8SJkyJQMHDkzAGRAREREReX+UWCcRd3d3NmzYwKFDh7CzswPg2bNnjBs3jpo1a1KyZEmqVq3KuHHjePnyZazjd+3aRbFixWIlO1999RVTpkxJkvcgn4706dOTM2fOeOtbtmzJjh07WLhwIY8ePeLWrVuMGjWKkJAQwsLCgNebi504cYIZM2bQq1cvFi1aRKFChRgwYAD79u174/hjxozBwcGBFi1avLFNaGgoTZs2pXLlyixfvpzvvvuOcuXKxWr78OFDNm7cSPv27bGxsUnYSRAREREReU90j3USGTVqFC9fvuTOnTt4e3sDMHz4cO7cuYOXlxdZs2bl2LFjjBgxgoIFC9K5c2eT42vVqkXWrFnZtGkTffr0AeDKlSscP36cCRMmJPn7kU9bv379iIqKwsvLi5kzZ2JpaUnr1q2pW7cuf/75J/B6Bvv+/fusX7+ekiVLAvDFF1/QvHlz5s2bF+/mYRs2bOCPP/5gy5Yt8Y5/6dIl2rZtS548efDy8iJDhgz8+OOPjB49mjRp0tCoUSOT9qtXr8ZgMMT6eyMiIiIikhSUWCeRDBkykCZNGiwtLY1LX6tWrUqFChUoVqwYAHny5CEwMJDz58/HOj5VqlQ0a9bMJLHeuHEjJUuWNB4v8r6kSpWKoUOH0q9fP27cuEGOHDmwsbGhQ4cOZMqUCXh9z3P27NmNSTVAypQpcXR0jLVbd4y7d+8yefJkhg8fTtasWYmMjCQ6Ohp4vaFaVFQUKVOmZOnSpURHRxMQEEDmzJkBqFKlCs+fP2fChAk0aNCAFCn+f8HN9u3bqVq1qjYsExERERGz0FJwM2rXrh03b95k6tSp9O3bl3r16nHs2DFjovF3Li4uXL16lePHj2MwGNi8eTMuLi5JHLUkB4cOHeLXX38lderUFC5cGBsbGyIjIzl//jwlSpQAIF++fERERMTaOyAyMjLO+7YBfvvtN549e8aoUaMoWbIkJUuWxNXVFQBXV1fq1asHwK1btyhYsKAxqY5RqVIlHj16xKNHj4xld+7c4ezZs7FmsUVEREREkopmrM3EYDDQu3dvzp8/T9OmTWnQoAGDBw9mzJgx8R5TuHBhypQpw+bNm3n58iUPHjygcePGSRi1JBc//fQTe/bsYefOnVhaWgKwbt06nj17Zkx+a9asyU8//cRvv/1GtWrVgNe7ef/666+UL18+zn5r167N2rVrTcpOnz7NuHHj8PDwwMHBAYACBQqwbt06njx5YpwhBzhy5Ajp06cnY8aMxrITJ04AxHnvtYiIiIhIUlBinYQsLCyMfz5z5gz79u1j9erVxkcDRUREcP36dfLmzRtvHy4uLvj4+ABQp04dk6RD5H1p27Ytq1evxt3dnVatWnH+/HlmzJhB48aNqVChAgBNmzYlMDCQoUOHMmTIEHLmzMny5cu5c+cOc+fONfZ18eJFwsPDKVGiBJkzZ441Cx0aGgq8TqZjNvbr0qULW7ZswdXVlV69epEhQwZ27NjBjz/+iLu7uzHZB7hw4QJWVlbY2tp+6NMiIiIiIhInJdZJKG3atNy7d48bN26QLVs2UqVKxbZt28iSJQtPnjzBz8+P+/fvG5/hG5fGjRszZcoU1q5da9wETeR9K1q0KAsWLGDmzJn07t2bbNmy0bt3b3r16mVsY2lpyZIlS5g1axazZ8/mxYsXlChRgqVLl5rcd+3h4UFwcDB79uxJ8Pi5c+fm+++/Z9asWYwZM4bo6GgKFy6Mt7c39evXN2n74MED7QQuIiIiImalxDoJtWjRgp07d9KkSRN27tyJp6cn3t7erFy5kuzZs1OrVi1cXV3ZvXt3vM+8Tp8+PXXr1uXQoUNUrVo1id+BfIoqV64c54Z5VatWfetnLGPGjHh4eODh4RFvG39/f1q2bPnO4xcsWNC4OuNNxo8fz/jx49/aTkRERETkQ1Fi/YF5enoa/2xvb88vv/xifN20aVOaNm0a65gRI0YA8Scc9+7d48svvyRlypQfIGKR98vX1xdHR0dzhyEiIiIi8sEosf6I7Nq1i7Nnz3L06FGmTp1q7nBEEsTZ2ZlChQqZOwwRERERkQ9GifVHZNGiRVy9epWJEyeSK1cuc4cjkiAxG5KJiIiIiHyqlFh/RIKCgswdgoiIiIiIiPxNCnMHICIiIiIiIvIxU2ItIiIiIiIikghKrEVEREREREQSQfdYC6nz5DV3CJIEdJ1FRERERD4MJdbC5wPdzR2CJBFDdJS5QxARERER+eRoKXgyFx4eTlhYmLnDkCRikSIlBoPB3GGIiIiIiHxSlFiLEi0REREREZFEUGItIiIiIiIikghKrEVEREREREQSQYm1iIiIiIiISCIosRYsLCzMHYKIiIiIiMhHS4l1MmdlZYW1tbW5w5D3xBAdbe4QRERERESSHT3HWri3cDbht26aOwxJJKvP85Cj5yBzhyEiIiIikuwosRbCb90k/Pplc4chIiIiIiLyUdJScBEREREREZFEUGItIiIiIiIikghKrEVEREREREQSQYm1iIiIiIiISCIosRb5xN2+fZsKFSpw8OBBk/IjR47Qrl07ypUrR61atfjuu+8ICQkxaXPu3Dm6d+9OhQoVqFy5MsOHD+fevXtvHfPevXsMHjyYypUrU65cOfr378/du3dN2jx8+JDRo0dTu3ZtHBwcaNmyJVu3bjXWr1+/Hjs7u3h/NmzYkIizIiIiIiLy/mhXcJFPWHBwMN26deP58+cm5Tdu3GDMmDGUL1+eOXPmcPfuXaZPn87Nmzfx8/MD4M6dO3Tu3JkCBQowY8YMwsLCmD17Nl26dGHTpk2kShX3Px+RkZH06NGD0NBQxo8fT2RkJDNnzqRr165s3LgRS0tLwsPD6datG8+ePaN///7kzJmTHTt2MGjQIMLDw2nRogW1atUiKCjIpG+DwcCYMWMICQmhZs2aH+akiYiIiIi8o086sTYYDGzYsIENGzbw559/EhISwmeffUaNGjXo1asXOXPmNHeIIh9EdHQ0GzZsYNq0aXHW//bbb1hYWODr60u6dOmA1wnx+PHjCQ4OJnfu3KxatYqwsDD8/PzIlCkTAFmyZKFTp04cOHCA6tWrx9n3Tz/9xLlz5/jhhx8oUqQIAMWLF6dJkyZs3bqV5s2bs3fvXs6ePcuaNWsoXbo0AFWqVOHWrVssXryYFi1akCVLFrJkyWLS97Jly7h06RKrVq2KVSciIiIiYi6f7FLwqKgovvnmGzw9PalduzYrVqxgx44djBkzhtOnT+Pi4sKDBw/MHabIB3H+/HnGjx9PixYt4kyuIyMjSZUqFdbW1sayzJkzA/DkyRMAOnXqxMqVK41JNYClpSUA4eHh8Y69f/9+ChQoYEyqAQoXLkyhQoX45ZdfAEifPj1t2rTB3t7e5Nj8+fNz/fr1OPu9f/8+c+bM4euvv6ZMmTJvePciIiIiIknrk52xXrJkCb/++iurV6+mZMmSxvLPP/+cSpUq4ezsTEBAAN9++60ZoxT5MHLlysXOnTv57LPPYt1bDVCrVi1++eUXpkyZQp8+fXjw4AG+vr4ULVqUYsWKAZjMGL969YozZ84wYcIE8ufPT7Vq1eId+9KlS+TPnz9Wua2tLVeuXAFez05XqVLFpD4iIoK9e/eaJOR/5eXlRcqUKRk4cGBCToGIiIiISJL5JBNrg8HAypUradasmUlSHcPa2prAwECyZ88OwN27d/H09OTXX38lZcqUODg44O7ubkwO3N3dCQkJITQ0lGPHjtGrVy/Cw8P5448/cHJyYuHChYSEhODk5MSIESOYPn06O3fuxMbGhoEDB/Lll18C8OzZM2bOnMnevXt58OABmTJlom7duowYMYI0adJw8OBBOnXqxMKFC5k+fTpXr14lX758DB06lNq1a7Nr1y7c3NzYvXs3uXPnNr6fr776CgcHB0aMGPHhT658FP46yxyXPHny0K9fP6ZOncry5csByJ07NytXriRlypSx2jdt2pRr166ROnVqvLy8SJ06dbx9P3v2jHz58sUqT5cuHS9evIj3uKlTp3Lt2jV8fX1j1T18+JCNGzfStWtXbGxs3vjeRERERESS2ie5FPzmzZvcunUr1ozYX+XOnRsrKytCQ0Pp2LEjUVFRBAYGsmLFCjJnzsxXX31lsovxzp07qVKlCuvWraNZs2YAHD58mMOHD7Ns2TLmzJnD9u3badKkCcWLF2fdunXUqFGDsWPH8vjxYwCGDx/OiRMn8PLyYvv27YwYMYL169fH2qBp+vTpjBo1ivXr15M3b16GDh3KixcvqFWrFlmzZmXTpk3GtleuXOH48ePG5F0kITZt2sSUKVP4+uuvWbp0KbNnzyZt2rS4urrGeYvEuHHjCAgIoF69enzzzTcmn8G/MxgMWFhYvFP51KlTWbFiBT179qRu3bqx2qxevRqDwUDnzp3f8Z2KiIiIiHx4n+SMdUxi8PfNjXr37m2yLPbzzz/H1dWVx48fM3PmTOP9o5MmTeLgwYOsXr2afv36AZAxY0a6d+9u0l90dDTfffcdNjY2FCpUiOLFi2NpaUmXLl0AcHV1ZfXq1Vy7do3MmTNTtWpVKlSoYFxqmydPHgIDAzl//rxJvwMHDsTR0dH45+bNm3PhwgUcHBxo1qwZmzZtok+fPgBs3LiRkiVLGvsUeZvIyEg2btyIs7MzY8eONZZXqlSJevXq4e/vz/Dhw02OqVq1qvG/d+/exdfXl+bNm8fZf4YMGWI9tgsgNDSUDBkymJS9evUKd3d3tm7dSvfu3RkyZEicfW7fvp2qVatqwzIRERER+Vf6JBPrv2/CFMPDw4OXL18CsGLFCvbs2cOZM2cICQmhUqVKJm1fvXrFpUuXjK/jWtqaNWtWk2Wp1tbW5MqVy/g6Zrnsq1evAGjXrh179uxh06ZNXL9+nQsXLnDjxo1Y96MWLFjQ+Of06dMDr+8/BXBxcSEgIIDjx49TunRpNm/eHCvhF3mTx48f8+rVq1gbgGXLlo0CBQrw559/AnDgwAHCw8NjPdaqVKlSrFy5Mt7+CxQowNmzZ2OVX79+3bgDOMDz58/p0aMHx44dw93d3fiF1N/duXOHs2fP4urqmtC3KCIiIiKSpD7JxDpv3rxkz56dQ4cO0bhxY2P5Xx+vlTFjRuD1rHOBAgWYP39+rH7Spk1r/HOaNGli1cfMcP9VihRxr643GAz07t2b8+fP07RpUxo0aMDgwYMZM2ZMrLZWVlZxHg+vd1cuU6YMmzdv5uXLlzx48MDkPYq8TZYsWUifPj1Hjx41SVYfPXrE1atXjcnvhg0b2LdvH7t37zZ+wRMZGcmBAwfeuEKiWrVq/PDDD1y8eJHChQsDcPHiRS5dusQ333xj7Kd3796cOnWK2bNn06hRo3j7O3HiBADlypVL1PsWEREREflQPsnEOmXKlHTq1AlfX1++/vrrOJOA27dvA1C0aFE2bdpEhgwZjMtMIyMjGTx4MA0bNsTZ2fm9xHTmzBn27dvH6tWrjTOFERERXL9+nbx5875TXy4uLvj4+ABQp06dt25UJfJXKVOmxMXFhWXLljF27FgaNWrE48ePWbBgASlTpqRr164AdO/enR07dtCzZ0+6d++OwWBgxYoVXLp0iYCAAGN/Fy9eJDw8nBIlSgDg7OyMn58fPXr0MC7tnjlzJkWLFqVhw4YArFy5ksOHD9OmTRty5crFsWPHTGIsW7as8c8XLlzAysoKW1vbD3hWRERERET+uU8ysYbXScGZM2do164dPXv2pFatWqRPn54LFy4QGBjIb7/9houLC82aNWPhwoW4ubnx7bffkiFDBvz8/Ni3b5/x/ur3IVu2bKRKlYpt27aRJUsWnjx5gp+fH/fv33/jM4Hj0rhxY6ZMmcLatWvx9vZ+bzFK8tGgQQOKFCnCypUrWb9+PZkzZ6ZChQr4+vqSJ08e4PWXTitXrmTWrFmMGDGC8PBwHBwcCAwMNEl8PTw8CA4OZs+ePcDrFRdLlixh0qRJjBkzBktLS6pWrcqIESNIler1Pzk7duwAICgoKNbmfYDJvgMPHjzQTuAiIiIi8q/2ySbWKVKkYM6cOWzbto1169axfPlynj17RrZs2ahQoQKBgYFUrFgRgMDAQKZNm0b37t2JioqiePHi+Pv7x/s83X8iZ86ceHp64u3tzcqVK8mePTu1atXC1dWV3bt3G5d6J0T69OmpW7cuhw4dMm4qJRKfypUrx9ogD15/QdO6des3HluyZEn8/f3f2Mbf35+WLVualOXKlcu4qiIub7pH++/Gjx/P+PHjE9xeRERERCSpWRjeJaOTf41OnTrh4ODAoEGD/nEfJ0+eBCDzuqWEX7/8vkITM7GyLUie8TPf2i40NJSzZ89SvHhxk30E/qnZs2cTGhrKqFGjEt2XfFjv+9rLx0HXPXnSdU++dO2Tp0/pusfkKPb29maO5N18sjPWn6pdu3Zx9uxZjh49ytSpU80djgjOzs4UKlTI3GGIiIiIiJiNEuuPzKJFi7h69SoTJ040ebSXiLnY2dmZOwQREREREbNSYv2RiWujJxERERERETGfuB+6LCIiIiIiIiIJosRaREREREREJBGUWIuIiIiIiIgkgu6xFqw+z2PuEOQ90HUUERERETEPJdZCjp7//FnY8u9iiI7GIoUWooiIiIiIJCX9Bp7MhYeHExYWZu4w5D1RUi0iIiIikvT0W7hgMBjMHYKIiIiIiMhHS4m1iIiIiIiISCIosRYRERERERFJBCXWIiIiIiIiIomgxFqwsLAwdwgiIiIiIiIfLSXWyZyVlRXW1tbmDkPewhAdbe4QREREREQkHnqOtfBwhS8R926ZOwyJh2WOz8nasa+5wxARERERkXgosRYi7t0i4uZVc4chIiIiIiLyUdJScBEREREREZFE+EeJ9eHDh993HCIiIiIiIiIfpX+UWHfo0IH69evj5+fH7du333dMIiIiIiIiIh+Nf5RYr1q1CkdHR5YsWUKdOnXo2rUrP/74I+Hh4e87PhEREREREZF/tX+UWJctWxYPDw9+/fVXZsyYQapUqRg+fDhVq1Zl3LhxnDhx4n3HKSJ/c/v2bSpUqMDBgwdNyu/evcuQIUOoXLky5cqVw9XVlTNnzhjru3fvTrt27XBwcMDOzi7Wz5s8e/aM8ePHU7VqVRwcHGjTpg0HDhx4Y4zly5fH29vbpDw8PJwFCxbQsGFDypYtS4MGDfDx8dGXcyIiIiLyUUrUruBWVlY4Ozvj7OzM1atXGTt2LEFBQaxevZoiRYrQo0cPmjZt+r5iTTIdO3bk0KFDcdZ16tSJUaNGJXFEIqaCg4Pp1q0bz58/NykPCQmhffv2WFpa4uHhQerUqZk3bx5dunRhy5Yt5MiRgxEjRnD69Gny589PmjRpALh+/TrDhw/nq6++infMqKgoevTowa1btxg2bBhZs2Zl+fLl9OzZkzVr1lCsWDGT9gaDgZEjRxISEhKrr8mTJ7Nx40b69OmDvb09p0+fxsfHh1u3bjF58uT3cIZERERERJJOohLrsLAwduzYwaZNmzh48CDW1ta0adOG2rVrs3fvXtzd3Tlz5gzDhw9/X/EmmUaNGsWZQFtbW5shGpHXoqOj2bBhA9OmTYuzfunSpTx+/Jht27aRI0cOAEqVKkXLli05dOgQTZo0+T/27juu6vL///gDVByAIO4UBw5ExRwIH8WJ5eCTaTgyV4qzxNy5DbXcA0WNVBQVc+Q2K2eZ9jHLkZqDFHMR7omgB+T8/vDH+XYCFAU7Is/77eYtznVd7+v9ep/3oRuvc403ZcqUwWAw4ObmRp48eUhISGD8+PFUqFDhiV8abd68mWPHjrFu3TpTEu3p6cnbb7/NTz/9lCyx/vLLLzl79myyfm7fvs3KlSsZPHgw3bt3B6BWrVoATJ06lcGDB+Pk5PTsb46IiIiIiIU8V2L9v//9j40bN7J9+3bi4uLw8PDgs88+o2nTpqYRsAYNGgCwatWqTJlY58qVi4IFC1o6DBEzERERBAYG0r59e2rXrk3Pnj3N6rdt20aTJk1MSTVAwYIF2bNnT6p9rly5khMnTrBq1SpsbGxSbbd161Zq1qxplkDnzJmTrVu3Jmt78eJFpk2bxqxZs+jRo4dZ3b1792jXrh0+Pj5m5aVKlTIdq8RaRERERDKT51pj7e/vz88//0ynTp3YunUry5Yto2XLlqakOkmZMmWoU6dOhgT6MunUqRMjRoygTZs2eHh4sGHDBgwGA9OnT+eNN96gcuXKeHl5MXDgQG7dugXApUuXcHV15dtvv6VNmza4u7vTqFEj1qxZY9b3119/TYsWLahSpQqNGjVi8eLFprp79+4xevRo/vOf/1CjRg06d+7MsWPH/tVrF8sqWrQo27dvZ/jw4cl+3+Lj44mMjMTFxYWgoCDq1KlDpUqV6NixIxERESn2d//+fYKDg02fuSc5deoU5cqVIywsDB8fHypWrMg777yTbNlEYmIiw4YNo1mzZtSrVy9ZP87OzgQGBuLi4mJWvn37dnLkyGFKsEVEREREMovnGrGeO3cuXl5e2NnZPbFdp06d6NSp03MF9rJbt24dU6dOpUKFChQoUIApU6awc+dOJk2aRPHixTl9+jRDhw7l888/Z8SIEabjJk2axJgxYyhVqhSLFy9m9OjReHl54ezszHfffceQIUMYMGAAjRs35sSJEwwfPhw7Oztat25Njx49yJEjB1988QV2dnZs3LiR9957j9WrV1OxYkULvhvyb3F0dEy17u7duyQkJBAWFoazszOffvopBoOB2bNn07lzZzZt2kThwoXNjlmzZg13796lV69eTz33zZs3+e6773BwcODjjz8md+7czJ8/n27durF69Wrc3NwAWLJkCRcvXiQkJCTN17V161Y2btxI586dcXBwSPNxIiIiIiIvg+dKrD/55BOGDh2aKTcmS6vNmzcnm+JarVo1Fi1aBICbm5vZ9bu7u9O4cWM8PT0BKFasGHXq1Ek2Uti1a1caNWoEwNChQ/nqq684cuQIzs7OhIWF0axZM9P03lKlSnH//n1y587Nzz//zOHDh9m3b59pmuzAgQM5dOgQS5cuZdKkSS/mjZBMIz4+3vTzwoULsbW1BR6vsW7cuDHh4eEMGjTI7Jgvv/wSHx8fSpcunab+7927x5o1ayhSpAgANWrU4M0332TBggXMmDGDs2fPEhQUxOzZs7G3t09T3N999x2DBw+mZs2aDB48OK2XKyIiIiLy0niuxNrGxoacOXNmdCwvFR8fn2R/5P996m3JkiXN6lq0aMG+ffuYMWMG586dIzIykrNnz+Lh4WHWrkyZMqafkxKPpIQoIiKCZs2ambVv06YN8DhRAkxJeRKDwcDDhw+f+frk1ZOUSHt5eZl+BnjttdcoU6YMJ0+eNGsfERHBuXPnGDBgQJr7L1OmjCmpBrCzs6NatWqcPHmSR48eMWzYMJo2bYq3tzcJCQmmdomJiSQkJJA9u/n/chYvXsyUKVPw9PRk3rx5T1zjLSIiIiLysnquxLpXr16MGTPGtOayQIECydrUrFkz3cFZkq2tbbLk+e/+ub41MDCQb775hpYtW9KgQQM++OADQkNDuXLlilm7lBIHo9EIQPbs2bGyskrxfImJidjZ2bFu3bpkdUpGBB5/UZM/f/4UnwWdkJCQ7DO7Z88ecufObdpo8GlKliz5xL6jo6M5cuQIR44cYcOGDWZt5s2bx7x589i5cyfFixfHaDTy6aefEh4eTrNmzZgyZYo+xyIiIiKSaT33VHB4/McyYJYMGo1GrKysko2Ovcpu3brFihUrmDlzJr6+vqbys2fPkidPnjT3U6ZMmWSbkU2YMIFLly7Rtm1bYmJiMBgMlCtXzlQ/atQoKlSoQMeOHdN/IZLp1atXj+3bt3Pz5k3TkoGzZ8/y559/mmY/JDl27BgVK1ZMlnCnpn79+sybN4/IyEjTzItbt25x6NAhWrZsSaFChZJtxgfQunVr2rZtS9u2bU27lc+YMYPw8HC6dOnCsGHDUv1CSUREREQkM3iuxHrp0qUZHUemZm9vj729PTt37qRSpUo8ePCA8PBwjh8/zuuvv57mfnr27Enfvn1xd3enQYMGHDt2jJUrVzJ27Fjq1q2Lm5sb/fv3Z9SoUbz22musXLmStWvXmtZ9i/Tp04cdO3bQrVs3+vTpQ3x8PDNnzqRIkSK0bt3arO2ZM2eoW7duqn2dOXMGg8Fg2hivc+fOrFu3jp49ezJgwADy5MnDvHnzsLKyonv37tjY2ODu7p5iX4UKFTLVnTx5kgULFlC5cmWaNWvGkSNHzNqWLVv2qRsjioiIiIi8TJ4rsbaysqJixYpm6ziT3L1794nPzH0VZc+enVmzZjFp0iSaN2+Og4OD6XFbISEhxMbGpqkfHx8fxo8fz4IFC5gyZQrFihVjxIgRvPPOOwAsWrSIqVOnMmDAAOLi4ihTpgzBwcHUqlXrRV6eZCLOzs6sXLmSadOmMWTIELJly0bt2rUZMWJEsmT15s2b5M2bN9W+xo4dS1RUFLt27QLAwcGBFStWMHXqVMaNG0d8fDzVq1fnyy+/NFt3/TTbtm3DaDTy+++/8+677yarX7p0KV5eXmnuT0RERETE0qyMSQt8n4GbmxurVq1K8bm3P//8Mz179uTo0aMZEqC8OEnTzgtuW0n8pXOWDUZSlaN4KYoM+izD+ouNjeXkyZO4ubk9camCwWDAz8+Pr7/+OsPOLZaV1nsvrxbd96xJ9z3r0r3Pml6l+56Uo6Q2E/JlleYR66FDhxIdHQ08XkcdGBiY4nTNc+fOpbiZmYhkLnPnztVsCBERERGRNEhzYt2kSRMWL15sVvbPwe5s2bJRtWpVOnTokDHRiYjF+Pr6mj0eTkREREREUpbmxNrHxwcfHx8AOnXqRGBgoP7oFnmFubq6WjoEEREREZFM4bk2L1u2bFlGxyEiIiIiIiKSKT1XYh0XF0dISAjff/89cXFxJCYmmtVbWVmxY8eODAlQRERERERE5GX2XIn1Z599xtq1a/H09MTNzQ1ra+uMjktEREREREQkU3iuxHrbtm0MGDCAnj17ZnQ8IiIiIiIiIpnKcyXWCQkJKT7DWjKnHIVes3QI8gS6PyIiIiIiL7fnSqzr1KnDjz/+yH/+85+MjkcsIH+nPpYOQZ7CmJiIlZZciIiIiIi8lJ4rsfb19eWTTz7h5s2bvP766+TOnTtZm5YtW6Y3NvkXGAwG4uLiUryH8vJQUi0iIiIi8vJ6rsS6f//+AGzYsIENGzYkq7eyslJinYkYjUZLhyAiIiIiIpJpPVdivXPnzoyOQ0RERERERCRTeq7EulixYhkdh4iIiIiIiEim9FyJ9Zw5c57aJiAg4Hm6FhEREREREclUMjyxtrOzo1ChQkqsMxErKytLhyAiIiIiIpJpPVdiferUqWRlsbGxHDx4kMDAQEaPHp3uwOTfYWNjox3BX0J6vJaIiIiISObxXIl1SvLkyUPdunXp06cPU6ZMYf369RnVtbxgt9YuIuF6tKXDkP8ve4Gi5Gvlb+kwREREREQkjTIssU5StGhRIiMjM7pbeYESrkeTEH3R0mGIiIiIiIhkShmWWBuNRqKjo1mwYIF2DRcREREREZEs47kS6woVKqS64ZXRaGTKlCnpCkpEREREREQks3iuxLpPnz4pJtZ2dnY0aNCAUqVKpTcuERERERERkUzhuRLrvn37ZnQcIiIiIiIiIpnScz/Px2AwsHLlSgYMGEC3bt0YPHgwK1eu5OHDhxkZn4j8f9HR0Xh4eLB//36z8itXrjBo0CC8vLyoXr06Xbp04cSJE2ZtLl68SP/+/alTpw5169YlMDAwWT8puXr1KgMHDjT1/dFHH3HlyhWzNkajkdDQUBo3boy7uztNmjRh+fLlZm3i4uKYMmUKDRs25PXXX+fdd9/lxx9/fM53QkRERETk5fJcifXdu3dp27YtgYGBHDlyhJiYGA4dOkRgYCCtW7fm3r17GR3nUw0bNoxOnTo99/Hr1q3D1dU1AyNKv/Rek7w6oqKi6Nq1a7LfrZiYGDp06MCJEycYO3Ys06dP5/79+3Tt2pWrV68CcPv2bTp27EhkZCQjRoxg0qRJODo68uGHH/LLL7+kes6EhAR69OjBsWPHCAwMZOzYsRw9ehR/f3/i4+NN7aZMmcLMmTNp3bo18+fPx8fHh3HjxrFq1SpTm+HDh7Nq1Sp69OjB559/TokSJejduzcHDhzI4HdKREREROTf91xTwadPn87ly5cJDw/Hw8PDVH7gwAE++ugjZs2axahRozIsyKxq5MiRPHr0yNJhiAUlJiayfv36VDcEDAsL49atW3z77bcUKlQIgMqVK+Pn58cvv/zCW2+9xfr167lx4warV6+mcOHCxMbG4ujoSGBgIKGhoXh6eqbY93fffcepU6f4+uuvKVeuHABubm689dZbfPPNN7Ro0YKLFy8SFhbGqFGj6NChAwC1atUiOjqavXv38u6773LhwgW+/fZbPvnkE9q3bw/Af/7zHw4dOsSXX35p9v8QEREREZHM6LlGrHfu3En//v2T/UHs4eHBRx99xLZt2zIkuKzO3t4eR0dHS4chFhQREUFgYCAtW7ZMMbnetm0bTZo0MSXVAAULFmTPnj289dZbABQuXJguXbpQuHBhUxtra2ucnZ25cOFCqufeu3cvpUuXNiXVAGXLlqVMmTKmadw7d+7ExsaGNm3amB0bFBREcHAwAEWKFGHNmjW8/fbbZufPnj07BoPhWd4OEREREZGX0nMl1vfv38fZ2TnFOmdnZ27fvp2emNLNx8eH+fPn07dvX6pVq4aXlxcTJkwgISHB1Gb79u00b96cKlWq0LFjR/766y+zPh48eEBQUBCNGjXC3d2dli1bsmPHDlP9unXr8PHxYf369bz55ptUrlyZVq1acfjwYVMbg8HA1KlTqVu3LtWqVaNt27bs3bvXVP/o0SOmTp1K/fr1qVy5Mk2bNmXFihWm+n9OBd+1axft2rWjWrVquLu707p1a/73v/9l6HsnL5eiRYuyfft2hg8fTq5cuczq4uPjiYyMxMXFhaCgIOrUqUOlSpXo2LEjERERpna+vr4MHjzY7NiYmBgOHDhgljT/U2RkZIo7/JcoUYI///wTgJMnT1KqVCl+/fVX/Pz8qFSpEg0bNuTLL780tbexscHd3R07OzsSExP566+/+Oyzz7hw4QLt2rV7nrdFREREROSl8lyJtYuLC99//32KdTt37qRkyZLpCiojBAcHU7NmTdavX0/fvn1ZunQpX3/9NQCHDh2ib9++NG7cmI0bN9KiRQvmz59vdvzAgQPZsGEDI0eOZNOmTbzxxhsEBASwc+dOU5urV6+ycuVKpk6dyqpVq7C2tmbo0KEYjUbg8brSPXv2MHXqVNavX0+zZs3o3bs3P/zwAwBffvkl3333HTNnzmTr1q107NiRwMDAFNed/v777/Tp04fGjRuzadMmvvrqK/Lnz8/gwYM16vcKc3R0pEiRIinW3b17l4SEBMLCwti/fz+ffvopM2fO5Pbt23Tu3DnZJmNJHj16xPz584mLi6NHjx6pnvvu3bvY2dklK7e1teX+/fsA3Lx5kytXrjB48GBatWrFwoULqVOnDmPHjjVLrpN88cUXNGzYkKVLl+Ln55fqNHQRERERkczkudZYd+vWjYEDB2IwGGjevDkFChTg+vXrbN68ma+++orAwMAMDvPZ1a1bl86dOwNQqlQp1qxZw6FDh2jZsiXh4eFUr17d9Niw0qVL88cff7B06VLg8Ujdzp07CQkJoWHDhgAEBAQQERFBSEgIjRo1Ah6PGAYGBuLm5gZAr1696NOnD9euXSMuLo6vv/6aNWvW4O7uDkDXrl05deoUoaGhNGjQgAsXLpAnTx6cnZ0pWLAgHTt2xMXFhdKlSye7nmzZspmtYwXo3Lkz/v7+3Lhxg6JFi76gd1JeVn/fQGzhwoXY2toCj9dYN27cmPDwcAYNGpTsmJEjR3LgwAFGjBhh+mymxGg0pvi8+r+Xx8fHc+vWLYKDg2ncuDHweI31X3/9xbx580xrqpP4+Pjg4eHB77//TnBwMJcvXyY0NPT53gARERERkZfEcyXWvr6+nDt3jpCQEL766itTeY4cOejTpw/vvvtuhgX4vMqUKWP22t7e3pSI/PHHH3h7e5vVV6tWzZRYJ02jrVGjhlkbDw8Ppk+fnup57O3tgcfJRtLjjpKS+yTx8fHkzZsXgA4dOrBjxw7q1atH5cqV8fb2plmzZuTPnz/Z9bi5ueHg4MCCBQv4888/OXfuHCdPngTQBmdZVFIi7eXlZfoZ4LXXXqNMmTKmz0eSO3fuEBAQwK+//kqXLl2SrYv+J3t7e2JiYpKVx8bGmj7rtra2WFlZUb9+fbM2devWZe/evVy/fp0CBQqYypN23q9Zsyb29vaMHDmSgwcPJvtdExERERHJTJ4rsY6NjeXDDz+kY8eO/Pbbb9y5c4fo6GjeffddHBwcMjrG52JjY5OsLGmK9j9/hsdfCjxNYmIi2bObv2WpnSep/+XLl5slPfB44yZ4PJK+bds2fvnlF3766SfTKPnEiRN55513zI759ddf8ff3p379+nh4ePDf//6XuLg4+vTp89S45dVkb29P/vz5U1wKkJCQYLYmOzo6Gn9/fy5dusTEiRMpUaLEU/svXbp0suQc4MKFC1SpUgWAkiVLYjQaiY+PJ2fOnGbnB8iVKxcXL17k559/5u233zZrkzRafvny5TResYiIiIjIy+mZ1lifPHmSli1bEhYWBkDevHmpV68e9erVIygoiPbt2xMZGfki4sxQbm5uHDp0yKzs2LFjpp/Lly8PwMGDB83aHDhwgLJly6bpHEmbQl29epWSJUua/q1bt461a9cCsHTpUrZt24a3tzcff/wxmzdvplatWnzzzTfJ+gsNDcXLy4s5c+bQpUsXvL29iY6OBpJ/SSBZR7169fjf//7HzZs3TWVnz57lzz//NO3aHxMTQ5cuXbh69SqLFi2iSZMmaeq7Tp06REZGcubMGVPZmTNniIyMNM34SBqp3rJli9mxu3btwtXVFTs7Oy5dusSoUaOSPS1gz549AFSoUOEZr1pERERE5OWS5hHrixcv0qVLF/LkyZMsubSxsWHEiBEsXLiQ9u3bs3HjxlQ3XHoZ+Pv706ZNGyZPnkzbtm05duwYy5cvN9WXLVuW+vXrM3bsWODxyPKWLVvYuXMnQUFBaTpHuXLlaNiwIZ988gljxoyhfPnybNu2jS+++ILPPvsMgBs3bjB37lxy5cpFhQoViIyM5MSJE7z//vvJ+itatCg7duzgwIEDFClShP379zNr1iwAbV6WhfXp04cdO3bQrVs3+vTpQ3x8PDNnzqRIkSK0bt0agNmzZ3Pu3Dn69u1Ljhw5OHr0KOfOnTMtS6hYsSLwOGk2GAym176+voSEhNCjRw/TWu3p06dTvnx5mjZtCjyeht6wYUMmTJhAXFwc5cqVY8OGDRw6dIh58+YB4OnpiZeXF+PHj+fu3bu4uLjw888/Exoayrvvvpts2YaIiIiISGaT5sR6/vz55MuXj5UrVyZ7tnLu3Lnp2LEjzZo1o3Xr1oSEhLwUG5ilxs3NjQULFjB16lTCw8MpV64cvXv3Ztq0aaY2M2fOZMaMGYwaNYq7d+9Srlw5goODefPNN9N8npkzZzJz5kw++eQT7ty5g7OzM+PHj6dVq1bA4w3REhISGD9+PNevX6dgwYK0b9+eXr16Jevro48+4vr16/Tu3Rt4nPxPmDCBIUOGcPToUSUnWZSzszMrV65k2rRpDBkyhGzZslG7dm1GjBhh2tE7aaQ4ODjY9GzpJMWKFWPXrl0AjB07lqioKNNrGxsbFi9ezGeffcbo0aPJkSMH3t7eDB8+3GxJxKxZs5gzZw6LFy/m5s2blC1bljlz5uDj4wM83nhv3rx5zJ07l9DQUK5evUrx4sUZPHhwsj0IREREREQyIytjGucRv/HGG/Tu3ds0CpaapUuXsnz5crZu3ZohAcqLkzT9vcj/NpEQfdHC0UiS7EWdKdhr5AvrPzY2lpMnT+Lm5kaePHlM5QaDAT8/P9Nj6eTVk9q9l1eb7nvWpPuedeneZ02v0n1PylGe9PSal1Ga11hfu3YtTc+nLl++vDYjEsmE5s6dS61atSwdhoiIiIhIppPmqeBOTk5cvXr1qe1u3ryZbKq4iLz8fH19taRAREREROQ5pHnEumbNmqxbt+6p7TZs2ICbm1u6ghKRf5+rq2uyx8mJiIiIiMjTpTmx7tSpE/v372fSpEk8fPgwWb3BYGDy5Mns2bOHDh06ZGiQIiIiIiIiIi+rNA9Pubu7M3z4cCZMmMDGjRupVasWxYsX59GjR/z111/s37+fW7du0a9fP+rWrfsiYxYRERERERF5aTzTvM8OHTpQoUIFQkND2blzp2nk2tbWljp16uDv78/rr7/+QgIVEREREREReRk984LKGjVqUKNGDQBu3bqFtbU1Dg4OGR6YiIiIiIiISGaQrp2K8uXLl1FxiAVlL1DU0iHI3+h+iIiIiIhkLtoCWMjXyt/SIcg/GBMTsbJO896CIiIiIiJiQfrLPYszGAzExcVZOgz5ByXVIiIiIiKZh/56F4xGo6VDEBERERERybSUWIuIiIiIiIikgxJrERERERERkXRQYi0iIiIiIiKSDkqsBSsrK0uHICIiIiIikmkpsc7ibGxsyJ07t6XDyFKMiYmWDkFERERERDKQnmMt3PlmBQk3r1o6jCwhu1MhHHzfs3QYIiIiIiKSgZRYCwk3r5JwNcrSYYiIiIiIiGRKmgouIiIiIiIikg5KrEVERERERETSQYm1iIiIiIiISDoosRZ5CURHR+Ph4cH+/ftTbbNkyRJcXV25dOmSWbnBYGDGjBk0aNCAKlWq8Pbbb/PNN9889ZynT5+me/fueHp6UqdOHYYOHcr169dTbb906VJ8fHyeu15ERERE5FWlxFrEwqKioujatSv37t1Ltc25c+eYMWNGinWDBw8mPDycnj17EhISgpubGwMHDuTHH39Mtb/bt2/Ts2dPbty4wcSJExk+fDi//PILPXr0ID4+Pln7TZs2MXny5FT7e1q9iIiIiMirTLuC/0uGDRtGVFQUy5Yts3Qo8pJITExk/fr1TJky5YntHj16xLBhw3B0dOTy5ctmdb/++itbt25l/vz51K9fH4BatWpx/vx5fvzxR+rVq5dinwcPHuT27dt89dVXlChRAgB7e3t69OjB4cOH8fT0BODGjRsEBQWxevVqHB0dk/XztHoRERERkaxAI9YiFhIREUFgYCAtW7Z8YnIdGhrK9evX6dmzZ7K6rVu34uzsbEqqAaysrFi5ciWjRo1Ktc+EhAQA7OzsTGX58uUDHo9mJwkJCeGnn34iODiYhg0bJuvnafUiIiIiIlmBEmsRCylatCjbt29n+PDh5MqVK8U2p0+fZs6cOUyYMIHcuXMnqz916hTly5dn8+bNNGvWjIoVK9K0aVO2bt36xHP/5z//oWDBgowbN46rV69y8eJFpkyZQsGCBalVq5apXbt27di6dSuNGzdOsZ+n1YuIiIiIZAVKrC3Ax8eHCRMm4Ovri5eXFz///DN3797lk08+oX79+lSqVAlvb28++eQTHjx4AMD+/ftxdXVl9+7dvPXWW1SuXJn//ve/fP/99xa+Gnlejo6OFClSJNX6hIQEhg4dSps2bUxTs//p5s2bHD16lGnTptGrVy8WLFhAmTJl6NevH7t37061bwcHB4YPH873339P3bp1eeONN4iIiGDhwoXY29ub2pUpU4YcOXKk2s/T6kVEREREsgKtsbaQFStW8MUXX2Bvb4+rqyv9+vXj8uXLzJ49m/z58/Pbb78xfPhwXFxceP/9903HTZ06lZEjR5I/f35mzJjB4MGD+fHHH7G1tbXg1ciLEBISwt27dxk0aFCqbeLj47l27Rrr1q2jUqVKwOPR6BYtWjBv3jyzKeJ/99NPPzFv3jyaNWtGq1atePDgAaGhofj7+7Ns2TLKlCnzQq5JRERERORVpMTaQurXr0/t2rVNr729vfHw8KBChQoAFC9enPDwcCIiIsyO69+/v2mqbv/+/WnRogV//PEH1apV+/eClxfuxIkThISEsGDBAmxsbEhISCAxMRF4vOnZo0ePyJYtG7a2thQsWNCUVANky5aNWrVqsWrVqlT7X7t2LVWrVmXmzJmmMm9vb3x9fZk1axazZ89+cRcnIiIiIvKKUWJtISVLljR73b59e3bt2sXGjRu5cOECf/zxBxcvXqRUqVJm7VxcXEw/J208ldLjkSRz27lzJ/Hx8XTp0iVZ3ZtvvomnpyfLli2jZMmSREdHYzQasbKyMrVJSEhIdd02wPXr12natKlZWe7cuXF3d+f06dMZdh0iIiIiIlmBEmsL+XvSYzQa6d27NxERETRv3pwmTZowcOBARo8enew4GxubZGVGo/GFxir/vrZt29KgQQOzsh9++IE5c+bw+eefm75wqV+/Pt999x0//fQTderUAcBgMLBnzx5q1KiRav+vvfYahw8fNkvIHz58yPHjx82+vBERERERkadTYv0SOHHiBLt372b16tW8/vrrwONR6AsXLuDs7Gzh6MQSChcuTOHChc3KkkaSy5cvT/HixQFo3rw54eHhDB48mEGDBlG4cGGWLl3K5cuXmTVrlunYM2fOYDAYqFixIgBt2rRhxowZ9OvXj9atW2MwGFiyZAlXrlxh2rRp/9JVioiIiIi8GpRYvwQKFChA9uzZ+fbbb3FycuL27duEhIRw7do1DAaDpcOTl1iOHDlYvHgxM2bMYObMmdy/f5+KFSsSFhZmtu567NixREVFsWvXLgBq1KhBcHAwoaGhBAQEYGtri7u7O2vWrDGt8xcRERERkbRRYv0SKFy4MJMmTSI4OJjly5dTsGBBGjRoQJcuXdi5c6ememcBXl5eyTaq+yc/Pz/8/PySlTs4ODB27FjGjh2b6rGhoaHJjvX29ubNN99Mc4yTJk1KV72IiIiIyKtKifW/5O9JR9Ko4d81b96c5s2bJysfPnw4kHLiVbx48acmYyIAc+fONe0mLyIiIiIiGUuJtUgW4Ovrq2dTi4iIiIi8IEqsRbIAV1dXS4cgIiIiIvLKsrZ0ACIiIiIiIiKZmRJrERERERERkXRQYi0iIiIiIiKSDkqsRURERERERNJBm5cJ2Z0KWTqELEPvtYiIiIjIq0eJteDg+56lQ8hSjImJWFlrsoiIiIiIyKtCf91ncQaDgbi4OEuHkaUoqRYRERERebXoL3zBaDRaOgQREREREZFMS4m1iIiIiIiISDoosRYRERERERFJByXWIiIiIiIiIumgxFqwsrKydAgiIiIiIiKZlhLrLM7GxobcuXNbOowswZiYaOkQRERERETkBdBzrIW7u9bz6PZ1S4fxSsvmWIC8Pu9YOgwREREREXkBlFgLj25fJ+HGZUuHISIiIiIikilpKriIiIiIiIhIOiixFhEREREREUkHJdYiIiIiIiIi6aDEWkRERERERCQdlFiLWEh0dDQeHh7s378/1TZLlizB1dWVS5cumZWfOnWK7t274+HhgZeXF0OHDuXq1atPPefJkycJCAigV69eNGjQAH9/f44fP27WJiEhgRkzZlC/fn2qVKnCu+++y8GDB5P1tXHjRv773/9SpUoVmjRpwldffZXGKxcRERERebUosRaxgKioKLp27cq9e/dSbXPu3DlmzJiRrPzy5cu8//77xMTEMG3aNAIDAzl8+DBdu3YlISEh1f4uXLhAhw4dePDgAT179mTcuHHEx8fTvn17zp49a2r32WefsXTpUnr06EFQUBA2NjZ0796dP//809Tm22+/ZejQoXh7ezN37lz+85//MGrUKDZt2vSc74iIiIiISOb1SibWCQkJLFmyBD8/P6pVq4aXlxddu3Zl3759ae4jODgYHx+fFxgldOrUiWHDhqVav3///hRHKyXzSkxMZO3atfj5+XHr1q1U2z169Ihhw4bh6OiYrG7lypXExcUREhJCgwYNaNasGePHj+fMmTNP/IwvXbqUXLlyERwcTI0aNahXrx7z588nd+7chIeHA49H0VevXs2QIUPo2LEjPj4+hIaG4ujoyMKFC019BQUF0aRJE0aMGEHdunUZO3YszZo1Izg4+PnfHBERERGRTOqVS6wNBgPvv/8+S5YsoVOnTqxfv54lS5ZQtmxZ/P392bBhg6VDTLNq1aqxd+9eihYtaulQJINEREQQGBhIy5YtmTJlSqrtQkNDuX79Oj179kxW17lzZ5YvX26WdOfIkQN4/PlPjYuLC/7+/uTOndtUljt3booUKcKFCxcA2LdvHwkJCTRu3NjUxsbGhgYNGrB7924ALl26xLlz58zaADRp0oQLFy6YjWyLiIiIiGQF2S0dQEabPXs2p06dYsuWLRQpUsRUPnLkSGJjY5kwYQJvvvkmtra2FowybWxsbChYsKClw5AMVLRoUbZv306RIkVSXVt9+vRp5syZw8KFC1OcreDk5ISTkxMADx8+5MSJE4wbN45SpUpRp06dVM/dvn17AGJjY01lf/75J6dPn6ZWrVoAREZGkidPnmSfu5IlS3Lt2jXu379PZGQkAKVKlUrWBh5PYS9duvST3gYRERERkVfKKzViHR8fz1dffUXr1q3Nkuok/fr1Y+HCheTKlYvbt28zduxY0wZN7733HgcOHEi176e1Dw4OpkuXLixdupQ6depQtWpVBg4cyLVr1/j444+pVq0a9evXZ/369Wb9xsbGMmjQIKpWrUrdunUJCwvDaDQCyaeCX758mcGDB1O7dm0qVapE/fr1mTlzJomJiRnx9sm/wNHRMcXPZpKEhASGDh1KmzZt8PT0fGp/zZs3p127dpw9e5bhw4eTM2fONMcSFxfHsGHDyJkzJ507dwbg3r172NvbJ2ub9EVUTEyMaV24nZ1dqm1ERERERLKSVyqxvnjxIrdv36Zq1aop1hcqVIgqVaoA4O/vz4EDB5g8eTLr16+nQoUKdOnShWPHjiU77tGjR2lqf+DAAQ4cOMCSJUsICgpi69atvPXWW7i5ubF27Vrq1avHmDFjzNbWbt26lXz58rF27VqGDBnCrFmzWLJkSYrx9+rVi5s3bxIaGsp3331H9+7dCQkJYdeuXel41+RlEhISwt27dxk0aFCa2n/yyScsWrSIN998kw8++ICNGzem6bjY2Fg++ugjfv/9d6ZPn25abpCYmIiVlVWy9klf9lhbW5u+yPlnu7+3ERERERHJSl6pqeB37twBwMHB4Ynt9u7dy/Hjx9m8eTPly5cHYMyYMRw5coTQ0FCCgoKeq31iYiKffvopefPmpUyZMri5uZEjRw66du0KQJcuXVi9ejXnz58nX758AFSsWJFRo0YBUKZMGSIjI1m0aBFdunQxi+HBgwe0aNGCJk2aUKxYMeDx5mfz588nIiKCN9544/neNHlpnDhxgpCQEBYsWICNjQ0JCQmmJDYxMZFHjx6RLVs2s2O8vb1N/71y5Qpz586lRYsWTzzP5cuXGTt2LFeuXCEoKIiGDRua6uzt7VMccU6aPm5vb0/evHmB5CPTSW3+OZItIiIiIvKqe6US66R1p7dv335iuz/++AN7e3tTkgyPR988PDzYs2fPc7fPnz+/KemAxxtD/X3jsaRpug8fPjSV1ahRw+xcVapUMY1a/l2uXLno2LEj3333HUuWLOH8+fOcOnWKq1evair4K2Lnzp3Ex8cn+1IF4M0338TT05Nly5axb98+DAYD9evXN2tTuXJlli9f/sRznDp1im7duhEbG8vcuXOpV6+eWb2LiwsxMTHcvHnT9PsEcP78eYoVK0auXLlM66fPnz9PxYoVzdoAlC1b9pmuW0REREQks3ul5mw6OztToEABDh8+nGL9uXPn8Pf35+HDhylOd01MTCR79uTfNRiNxjS1T9qZ+e+eNi32n/VJU3H/2VdcXBzt2rXj888/x87OjhYtWrB8+fInrteVzKVt27asWbPG7F9AQAAAn3/+OWPHjgVg/fr1fPzxx2YjxgkJCezbt48KFSqk2n90dDT+/v5YWVkRGBiIh4dHsja1a9cG4LvvvjOVGQwGfvjhB9PGaCVLlsTZ2ZmtW7eaHbt161ZKlSplmlEhIiIiIpJVvFIj1tbW1rRu3Zrw8HC6d+9O4cKFzeoXLlzIb7/9Rvv27bl79y5//PGH2Sj0wYMHUxxtc3V1fab2z+L48eNmrw8ePEjx4sXNHokEsGfPHo4fP85PP/1EgQIFgMcj8zdu3DCtbZXMrXDhwsk+s6dPnwagfPnyFC9eHIDu3buzbds2evbsSffu3TEajSxbtsy0jCDJmTNnMBgMplHlTz/9lBs3bjBy5Eji4uI4evQouXLlAh5P3y5btizFihXjnXfeYeLEiTx8+JBSpUqxePFi7t69S7du3Ux9f/jhhwwfPhxHR0d8fHzYtWsX3377LTNnznyh75GIiIiIyMvolUqsAXr37s2ePXto164d/fr1o3r16ty5c4eVK1eybt06pk2bRoMGDXB1dWXQoEGMGjWKAgUKEB4ezh9//MEnn3ySrE9vb+9nav8sDh06xNSpU/Hz8+PQoUN8+eWXBAYGJmuXNDK9adMmmjRpQnR0NDNmzCA+Pv6Jzy6WV0/58uVZvnw5M2bMYPjw4RgMBqpVq0Z4eLjZxn1jx44lKiqKXbt2mUadAT777LNkfSZNMwcYN24cefPmZcGCBcTGxlKpUiUWL15sepwWgJ+fHwaDgUWLFrF27VqcnZ2ZPHkyvr6+L/TaRUREREReRq9cYp07d27Cw8NZtGgRCxYs4K+//iJnzpxUqlSJJUuWmB5htHjxYiZPnkzfvn0xGAxUqlSJsLCwFHcUz549+zO1fxZt2rTh3LlzvPPOOzg5OTFo0CD8/PyStatSpQrDhw8nLCyMoKAgChcujK+vL0WLFuXIkSPpikEsw8vLi4iIiCe28fPzS/HzUKlSJUJDQ594bGhoqOlYGxsb0+yI2NhYTp48iZubG3ny5El2nI2NDSNGjGDEiBFP7L9du3a0a9fuiW1ERERERLICK6PmEWdZSY8KK376ZxJuXLZwNK+27PmLkM+vx796zpkzZxIbG8vIkSPNyp+WWMurS/c+a9J9z5p037Mu3fus6VW670k5iru7u4UjeTav3Ii1iDzm6+tLmTJlLB2GiIiIiMgrT4m1yCvK1dXV0iGIiIiIiGQJr9TjtkRERERERET+bUqsRURERERERNJBibWIiIiIiIhIOiixFhEREREREUkHbV4mZHMsYOkQXnl6j0VEREREXl1KrIW8Pu9YOoQswZiYiJW1JomIiIiIiLxq9Fd+FmcwGIiLi7N0GFmCkmoRERERkVeT/tIXjEajpUMQERERERHJtJRYi4iIiIiIiKSDEmsRERERERGRdFBiLSIiIiIiIpIOSqwFKysrS4cgIiIiIiKSaSmxzuJsbGzInTu3pcN4JRiNiZYOQURERERELEDPsRZi9m3l0d2blg4jU8uW1wm7Wk0sHYaIiIiIiFiAEmvh0d2bPLp1zdJhiIiIiIiIZEqaCi4iIiIiIiKSDkqsRURERERERNJBibWIiIiIiIhIOiixFhEREREREUkHJdYiL1B0dDQeHh7s37/frHzHjh34+flRtWpVGjZsyOzZszEYDGZtYmJiGDNmDN7e3lStWpWuXbty5syZp54zIiKC7t274+npSZ06dRg6dCjXr19/Yow1atQgODg41Ta///47lSpV4tKlS089v4iIiIhIVqPEWuQFiYqKomvXrty7d8+sfPfu3QQEBFChQgXmzZtHt27dWLx4MePHjzdrN2jQILZv386gQYOYMmUKN27c4P333+f27dupnvPatWt07tyZGzduMHHiRIYPH84vv/xCjx49iI+PT9beaDQyYsQIYmJiUu3z1KlT9OrVi4SEhGd7A0REREREsohXMrGOiYnh9ddfp3bt2slGAS3p9OnT/PDDD6bXrq6urFu3znIByQuRmJjI2rVr8fPz49atW8nqv/jiC6pUqcKECROoXbs2HTt2xN/fn3Xr1hEbGwvA4cOH+eGHH5g0aRJ+fn40btyYsLAwYmNj+fLLL1M9965du7h9+zazZs2iUaNG/Pe//2Xs2LGcOHGCw4cPJ2v/5Zdfcvbs2RT7MhgMLFq0iHfffVdJtYiIiIjIE7ySifWWLVvInz8/MTExbN++3dLhmPTq1Ytjx46ZXu/duxdfX18LRiQvQkREBIGBgbRs2ZIpU6Ykq580aRKTJk0yK8uRIwePHj0yJbB79+4lT548eHt7m9o4OTlRs2ZNfvzxx1TPnfRFkp2dnaksX758AMlGui9dusS0adOSjZQn+fHHH5kzZw69e/dm8ODBT7hiEREREZGs7ZVMrNeuXUudOnWoVasWK1eutHQ4qSpYsCC5cuWydBiSwYoWLcr27dsZPnx4ive3RIkSuLi4AHDv3j22bt3KokWLaN68OXnz5gUgMjKS4sWLkz179mTH/vnnn6meu1mzZhQqVIhx48Zx9epVLl68yJQpUyhYsCC1atUytUtMTGTMmDE0a9aMevXqpdiXu7s7u3bt4oMPPiBbtmzP/D6IiIiIiGQV2Z/eJHOJjIzkyJEjdOvWjdjYWIYNG0ZkZCRlypQBoFOnTjg7O3P69Gn+/PNPRo0aRcuWLVmyZAlLlizh+vXrVK9eHQ8PD9atW8euXbsAuHLlCpMmTWLPnj1ky5aNatWqMWzYMEqVKgXAsGHDePToEQUKFGDDhg3Exsbi7e3N2LFjKViwID4+PkRFRTFnzhx++eUXli1bhqurKxMnTsTPz++pxwMcPHiQOXPmcPToUR4+fEipUqXo3bs3b731lkXea0mZo6NjmtpduXLFlNQWL16cvn37muru3btnNuqcxNbWlvv376faZ4ECBfjkk08YNGgQ3377LQAODg4sXboUe3t7U7tvv/2WqKgoFixYkGpfhQsXTtN1iIiIiIhkda/ciPWaNWvIkycP9erV44033sDGxoYVK1aYtVm3bh2dO3dmxYoV1K9fn+XLlzNjxgw+/PBDNm7ciJeXF3PnzjW1j42NpVOnTjx69Ijw8HCWLVtGvnz5aNu2LVeuXDG1+/bbb7l9+zbh4eHMmTOHgwcPMnPmTFNcRYoUwd/fP9Xdl590/JUrV/D396dChQqsW7eOjRs34u7uzvDhw5+447O8vHLnzk1YWBhz5szB0dGRVq1amXb9TkxMxMrKKsXjUisH2Lx5MwEBAfj4+BAaGsrcuXMpU6YM/v7+REZGAnDu3Dm++uorRo8ebZZsi4iIiIjI83mlEuuEhAQ2b95Mw4YNyZ07N/b29tSvX5+NGzcSFxdnaufm5kbz5s0pV64c+fLlIzQ0lM6dO9O6dWtKly7NBx98wBtvvGFqv2XLFm7dusX06dOpUKEC5cuX57PPPsPOzo7Vq1eb2tnZ2TFu3DjKlClD3bp1adGiBQcPHgQer4/Nli0befLkSXVE80nHGwwGAgICGDJkCCVLlqRMmTL06tULg8HAuXPnMv7NlBcub9681KpVizfffJNFixZhNBoJCwsDwN7ePsWduu/fv//EZHjOnDlUr16dmTNnUqdOHd544w0WLVpEzpw5mTVrFo8ePWLMmDF4eXnxn//8h4SEBNO67sTERG1SJiIiIiLyHF6pqeC7d+/m2rVrZhuC+fr6sn37drZs2ULr1q0BKFmypKn+1q1bREVFUbVqVbO+atSowfHjxwE4ceIEMTExeHp6mrV5+PChaRQwqd8cOXKYXtvb26f4iKPUPOl4Z2dnWrVqRXh4OGfOnOHcuXOcPHkSgEePHqX5HGJZCQkJbNu2jVKlSlGxYkVTuYODAyVKlCA6OhqA0qVLs3fvXhITE7G2/r/vvy5cuGBa1pCSqKgosy+F4PHIuLu7O6dPnyY6Otq0gV7NmjXN2s2bN4958+axc+dOihcvnu5rFRERERHJKl6pxDrp0VUfffRRsrqVK1eaEuu/byiVtDmU0WhMtd/ExERKly7N559/nqwuT548pp9tbGyeL/A0HB8ZGcl7771HxYoV8fb2plGjRuTLl482bdqk65zy78qePTtTp06ldOnSLFq0yFT+119/ERkZSceOHQGoU6cOISEh7Nmzh/r16wNw8+ZNfv31V3r37p1q/y4uLhw8eBCj0WiaMv7w4UOOHz+Oi4sLhQoVIjw8nHPnzlGqVCnT70Lr1q1p27Ytbdu2pVChQi/q8kVEREREXkmvTGJ98+ZNdu/ejZ+fH127djWrW7JkCWvWrDGNQP+dvb09xYoV47fffjMb6Tt69Kjp5/Lly7Nx40bs7e1xcnICHo88Dhw4kKZNm/4rj8xasWIF+fPnN00VBkwbqz3pSwF5+QQEBDBixAhGjRqFr68vV69eZe7cuTg6OuLv7w88Hk329PRkyJAhDBkyBEdHR4KDg7G3t6ddu3amvs6cOYPBYDCNfvfr148+ffrQr18/WrdujcFgYMmSJVy5coVp06ZhY2NDpUqVsLa2xs3NzeyLoUKFCuHu7v7vvhkiIiIiIq+AVyax3rhxIwkJCXTv3j3ZVNnevXuzfv36ZJuYJenRoweTJ0+mTJkyVK9ene+//55vv/2WokWLAvD2228zf/58AgIC+Pjjj7G3tyckJITdu3eb7eT8NLa2tpw7d47r169ToECBZ7q+IkWKcPnyZXbv3k3ZsmU5fvw4n376KfB/zy6WzKFVq1bkyZOHBQsW8PXXX5MrVy7q1avHoEGDyJ8/v6ndnDlzmDRpElOmTCExMZHq1asTFBSEg4ODqc3YsWOJiooyfcnSqFEj5s+fz7x58wgICMDW1hZ3d3fWrFlDhQoV/vVrFRERERHJCl6ZxHrdunXUrl07xfWnzs7OvPnmm2zZssX0eKy/e++997hz5w4zZ87k1q1beHp68s4775g2DrO3tyc8PJwpU6bQvXt3Hj16hJubG6GhoZQrVy7NMXbq1InJkydz+vRpNm3a9EzX17lzZ86ePcvHH3+MwWCgVKlSDBw4kNmzZ3P06NFUn0UsluXl5UVERESy8mbNmtGsWbMnHuvg4MDEiROZOHFiqm1CQ0Px8/MzK6tXr94zfx5SivHv/Pz8kp1HREREREQeszJqHjE//vgj5cqVM41QA4wePZoLFy6wZMkSC0b2YiVtYlXir995dOuahaPJ3LLlK4hDk/f+9fPOnDmT2NhYRo4cmeZjYmNjOXnyZLKp4PLq073PmnTfsybd96xL9z5repXue1KOktmWKL4yI9bpsXHjRiIjIwkMDKRgwYL8+uuvbNq0iU8++cTSoYk8ka+v7xN3CRcRERERkRdPiTWPR6cnTZpEnz59uHv3LiVKlGDEiBGa+iovPVdXV0uHICIiIiKS5SmxBhwdHZk0aZKlwxAREREREZFMyNrSAYiIiIiIiIhkZkqsRURERERERNJBibWIiIiIiIhIOmiNtZAtr5OlQ8j09B6KiIiIiGRdSqwFu1pNLB3CK8FoTMTKSpNARERERESyGmUBWZzBYCAuLs7SYbwSlFSLiIiIiGRNygQEo9Fo6RBEREREREQyLSXWIiIiIiIiIumgxFpEREREREQkHZRYi4iIiIiIiKSDEmvBysrK0iGIiIiIiIhkWkqsszgbGxty585t6TAyFaMx0dIhiIiIiIjIS0TPsRbu//YjiTF3LB1GpmBt54Bt1XqWDkNERERERF4iSqyFxJg7PLp709JhiIiIiIiIZEqaCi4iIiIiIiKSDkqsRURERERERNJBibWIiIiIiIhIOiixFhEREREREUkHJdYiGSA6OhoPDw/2799vVr5//346duxIzZo18fb2JiAggPPnz6faz8SJE+nUqdNTz+fj44Orq2uK/3x8fEztjEYjoaGhNG7cGHd3d5o0acKqVauS9bdx40b++9//UqVKFZo0acJXX331DFcvIiIiIpK1aVfwdNi8eTPh4eH88ccfALi4uNCmTRvatWuXYefw8fHhnXfeoW/fvhnWp2SsqKgounXrxr1798zKDx8+jL+/Pz4+PkybNo24uDg+//xz2rdvz+bNm3FycjJrP3/+fMLCwvD09HzqOefMmYPBYDAr++2335g4caLZ52/KlCksW7aMjz76CHd3d3788UcmTZpEt27dcHNzA+Dbb79l6NChdO7cmbp167Jjxw5GjRpFzpw5efvtt5/3bRERERERyTKUWD+nNWvW8OmnnzJixAhq1qyJ0Whk3759fPbZZ1y/fp2AgIAMO0/OnDkzpC/JWImJiaxfv54pU6akWP/FF1/g4uLCrFmzsLZ+PDmkevXqNGjQgPXr19OtWzcALl68yKRJk/j++++xt7dP07krVqxo9jomJoaBAwfSoEEDevbsaeo3LCyMUaNG0aFDBwBq1arFpUuXOHr0qOnYoKAgmjRpwogRIwCoW7cud+7cITg4WIm1iIiIiEgaaCr4c/ryyy9p3bo1bdu2pXTp0ri4uNChQwe6dOnC0qVLM+w8Tk5O2NraZlh/knEiIiIIDAykZcuWKSbXVapU4f333zcl1QCFChXCzs6OCxcumMomTpzIhQsXWLJkiWkU+VnNnTuXmzdvMmbMGFPZzp07sbGxoU2bNmZtJ0+ezIABAwC4dOkS586do3HjxmZtmjRpwoULF/jzzz+fKx4RERERkaxEI9bPydramkOHDnHnzh0cHBxM5T169MDPzw94PI27bdu2HD58mH379lG4cGF69uxpluisXbuWZcuWcfbsWaytrXF3d2fYsGFUqlTJ1EfSVPDg4GB++eUX6tWrx7Jly7h16xbVqlUjMDAQFxeXf/cNEIoWLcr27dspUqRIsrXVAB9++GGysp9//pk7d+5Qvnx5U1n//v0pV64cVlZWzxXHpUuXWLZsGb169aJYsWKm8pMnT1KqVCl+/fVXpk+fTkREBIUKFeL999/H3d0dgMjISABKlSpl1mfJkiUBOHfuHKVLl36uuEREREREsgqNWD+nHj16cPLkSerVq0fPnj2ZP38+R48exd7e3iwRmTt3Lu7u7mzYsIEOHTowZswYvvnmGwC2b9/OJ598QpcuXfj2229ZsmQJDx48YOTIkame9/Dhw/z666+m9bh//fUXY8eOfeHXK8k5OjpSpEiRNLe/efMmo0ePpkiRIrRs2dJUXr58+edOqgGWLl2KjY0NnTt3Tna+K1euMHjwYFq1asXChQupU6cOEydOZPv27QCmdeF2dnZmxybNkoiJiXnuuEREREREsgqNWD+npN2Vly1bxt69e9m9ezfweORvwoQJ1KhRA8C0EzQ83tzsyJEjLFmyBF9fXxwdHfn0009NSVaxYsVo06YNn3zySarnTUhIYMqUKTg6OgLQqVMnpk6d+uIuVDLElStX6N69Ozdu3CAsLCzDpvc/ePCANWvW0Lp1a7OZEwDx8fHcunWL4OBg01TvpDXW69ev56OPPiIxMREgWWJvNBoBzKaxi4iIiIhIypRYp0OVKlWYOnUqRqORP/74g927d7N06VJ69OhhGhH08vIyO6Zq1ar88MMPANSsWRMnJyfmzZvH+fPn+fPPPzl58qQp2UlJgQIFTEk1gL29PfHx8Rl+bZJxIiIi6NWrF7GxsSxcuJAqVapkWN979+7l/v37NG/ePFmdra0tVlZW1K9f36y8du3a/O9//+PGjRvkzZsXSD4yHRsbCyQfyRYRERERkeQ0HPUcLl++zPjx47ly5QrweLTP1dWVnj17smTJEu7fv8+vv/4KQPbs5t9dGI1G0yjgli1bePvttzl//jxVqlRhyJAhDBs27InntrGxeQFXJC/Kvn37eO+99zAajYSHh1O9evUM7f+HH36gePHipjXTf1eyZEmMRmOyL14SEhIAyJkzp2nZwj+frZ30umzZshkar4iIiIjIq0iJ9XOwsbFh1apVbNq0KVld0ghfgQIFADh27JhZ/aFDh0yPSgoJCaF169ZMnjyZDh06ULNmTS5evAj831RcybxOnDjBBx98wGuvvcbq1avNNizLKEeOHEk1WU8aqd6yZYtZ+e7duylRogR2dnaULFkSZ2dntm7datZm69atlCpVymwzNBERERERSZmmgj8HJycnunfvTlBQEDExMTRt2hQ7OzvOnDnDvHnz8PLywsPDA3ic1FSpUoU6deqwY8cOtm/fTkhICPB4V+lDhw5x/Phx7O3t2bVrF+Hh4QAYDAY9vzqTGzlyJAkJCQQEBBAdHU10dLSpzsnJiRIlSqS5rzNnzmAwGMyeX/3o0SPOnj3LW2+9leIxXl5eNGzYkAkTJhAXF0e5cuXYsGEDv/32GwMHDjS1+/DDDxk+fDiOjo74+Piwa9cuvv32W2bOnPkcVy0iIiIikvUosX5O/fv3p1SpUqxevZrly5fz4MEDihYtiq+vL7169TK1a9myJdu2bWPy5MmUKlWKoKAg00ji6NGjGTNmDB07dsTGxoYKFSowZcoUBgwYwJEjR/D09LTU5Uk6Xbx4kRMnTgDQr1+/ZPXvvPMOkyZNSnN/Y8eOJSoqil27dpnKbt++TUJCgmmddEpmzZrFnDlzWLx4MTdv3qRs2bJMnz7dbDdzPz8/DAYDixYtYu3atTg7OzN58mR8fX3THJ+IiIiISFZmZdSc4xfm78+gfhklTVMvdeccj+7etHA0mUO2vE7Y10m+UdiLZjAY8PPz4+uvv053X7GxsZw8eRI3Nzfy5MmTAdFJZqF7nzXpvmdNuu9Zl+591vQq3fekHCWlPYReZlpjLZIJzJ07l1q1alk6DBERERERSYGmgotkAr6+vpQpU8bSYYiIiIiISAqUWL9Af18PK5Ierq6ulg5BRERERERSoangIiIiIiIiIumgxFpEREREREQkHZRYi4iIiIiIiKSDEmsRERERERGRdNDmZYK1nYOlQ8g09F6JiIiIiMg/KbEWbKvWs3QImYrRmIiVlSZ7iIiIiIjIY8oOsjiDwUBcXJylw8hUlFSLiIiIiMjfKUMQjEajpUMQERERERHJtJRYi4iIiIiIiKSDEmsRERERERGRdFBiLSIiIiIiIpIOSqwFKysrS4cgIiIiIiKSaSmxzuJsbGzInTu3pcPINLTRm4iIiIiI/JOeYy3E/XGQxNgYS4fx0rPOY0fu8jUsHYaIiIiIiLxklFgLibExJN6/Y+kwREREREREMiVNBRcRERERERFJByXWIiIiIiIiIumgxFpEREREREQkHZRYi4iIiIiIiKSDEmuRdIqOjsbDw4P9+/eble/fv5+OHTtSs2ZNvL29CQgI4Pz582ZtYmJiGDNmDN7e3lStWpWuXbty5syZp55zwIABuLq6Jvu3ZcsWU5srV64waNAgPD09qV69Ov7+/hw9etSsn4SEBObPn0/jxo2pWrUqLVq04JtvvknHuyEiIiIikvVoV/B/8PHxISoqyvTa2toaW1tb3Nzc6NevHx4eHk/tY926dQwfPpyIiIgXGSo+Pj6888479O3b94WeR1IXFRVFt27duHfvnln54cOH8ff3x8fHh2nTphEXF8fnn39O+/bt2bx5M05OTgAMGjSIo0ePMmTIEOzs7JgzZw7vv/8+W7ZswdHRMdXznjx5krfffpsOHTqYlZcsWRKAe/fu8d577xEXF0e/fv0oVaoU27dvp2PHjixYsIDs2R//6gcHBzN//nz69OlD9erV2bp1KwMGDMDa2pqmTZtm4DslIiIiIvLqUmKdAn9/f/z9/QEwGo3cvn2bGTNm0L17d7777juKFCli4QjF0hITE1m/fj1TpkxJsf6LL77AxcWFWbNmYW39eGJI9erVadCgAevXr6dbt24cPnyYH374gfnz51O/fn0APDw8aNSoEV9++SUffvhhin3HxcVx/vx5evXqRdWqVVNss3btWqKiolixYgXVq1cHwNvbm1u3bjF9+nSGDh1qavfWW28REBAAQO3atTl58iTLly9XYi0iIiIikkaaCp6CPHnyULBgQQoWLEihQoUoX748Y8eOJS4ujm3btlk6PHkJREREEBgYSMuWLVNMrqtUqcL7779vSqoBChUqhJ2dHRcuXABg79695MmTB29vb1MbJycnatasyY8//vjEcycmJuLm5pZqm8jISBwcHExJdRJPT0+OHDlCTEwMAPHx8djZ2Zm1yZcvH7dv30794kVERERExIwS6zRKmjprY2PDgwcPCAoKolGjRri7u9OyZUt27NiR6rGXL19m8ODB1K5dm0qVKlG/fn1mzpxJYmIi8HjquI+PD+vXr+fNN9+kcuXKtGrVisOHD5v6uHfvHkOHDsXDw4NatWoRFhb2Qq9Xnqxo0aJs376d4cOHkytXrmT1H374Ia1btzYr+/nnn7lz5w7ly5cHHie/xYsXN322kpQoUYI///wz1XOfPHkSgBUrVuDt7U3lypVp3749R44cMbVxcnIiJiaGO3fumB2blNRfu3YNgC5durBhwwZ+/PFHYmJi2LRpE3v27KFFixZpfStERERERLI8JdZpcOXKFcaNG0eePHmoV68eAwcOZMOGDYwcOZJNmzbxxhtvEBAQwM6dO1M8vlevXty8eZPQ0FC+++47unfvTkhICLt27TK1uXr1KitXrmTq1KmsWrUKa2trhg4ditFoBKB///4cPXqUkJAQFi1axPfff2+2Flz+XY6Ojs+0JODmzZuMHj2aIkWK0LJlS+DxlyX/HC0GsLW15f79+6n2lZRYP3z4kBkzZjB9+nQePnxI586dOXXqFADNmzfH2tqafv36cfr0ae7evcumTZtYt26d6ViATp06Ub16dXr06EGNGjUYMmQILVu2pHv37mm+NhERERGRrE5rrFPwxRdfsGjRIuDxrskGg4EyZcoQFBREXFwcO3fuJCQkhIYNGwIQEBBAREQEISEhNGrUyKyvBw8e0KJFC5o0aUKxYsWAx8nM/PnziYiI4I033gAeT8kNDAw0Te/t1asXffr04dq1a8TExLB3717CwsJMm6dNnz7ddH55uV25coXu3btz48YNwsLCsLW1BR6v07ayskrxmNTK4fEoc7NmzahVq5aprFatWjRu3JiQkBCCgoIoW7YsISEhjBkzhrfeeguASpUq0b9/f8aNG0fOnDkxGAx07tyZ69evM3bsWFxcXDh48CAhISHkyZOHUaNGZeC7ICIiIiLy6lJinYJ27drRqVMn4PGu4I6Ojtjb2wOYHkVUo0YNs2M8PDyYPn16sr5y5cpFx44d+e6771iyZAnnz5/n1KlTXL161TQVPEmZMmVMPyedLz4+nj/++AMAd3d3U32BAgVwdnZO76XKCxYREUGvXr2IjY1l4cKFVKlSxVRnb2/PjRs3kh1z//590/1PiYuLCy4uLmZlefPmpXr16qYRa4A6deqwc+dOLl26BICzszNr164FwM7Ojp07dxIREcHixYupXbs28HgNdt68eRk3bhxt2rTB1dX1+S9eRERERCSL0FTwFDg4OFCyZElKliyJs7PzE5OcJImJicnWysLjHZzbtWvH559/jp2dHS1atGD58uUpTiO2sbFJVpY0FTzpHH+X0vnk5bFv3z7ee+89jEYj4eHhyTYSK126NJcuXUp2Xy9cuGD2Jcs/bdmyhZ9++ilZ+cOHD8mXLx8Af/31F2vWrCE+Ph5nZ2fTlzDHjx/HwcGBAgUK8NdffwEki6tmzZrA4zXgIiIiIiLydEqsn1HSxlMHDx40Kz9w4ABly5ZN1n7Pnj0cP36cZcuW8dFHH+Hr64udnR03btwwS5qfpGLFigAcOnTIVHb37l3TRlTy8jlx4gQffPABr732GqtXrzZ9bv6uTp063L9/nz179pjKbt68ya+//kqdOnVS7fvLL78kMDAQg8FgKrty5QqHDh3C09MTgBs3bjBy5Ej2799vanPt2jW2bNlCgwYNsLKyonTp0sDjz+7fJX3Oihcv/hxXLiIiIiKS9WjI8xmVLVuW+vXrM3bsWABKlSrFli1b2LlzJ0FBQcnaJ41Mb9q0iSZNmhAdHc2MGTOIj483S4yepESJEjRt2pRx48ZhY2NDgQIFmDFjRpqPl3/fyJEjSUhIICAggOjoaKKjo011Tk5OlChRgpo1a+Lp6cmQIUMYMmQIjo6OBAcHY29vT7t27Uztz5w5g8FgMH3B0qdPH7p160bfvn3p0KEDd+7cYc6cOeTNm5du3boBULlyZapXr05gYCAff/wx2bJlIygoiGzZstGrVy9u375N/fr1ef311xkyZAh9+/bFxcWFo0eP8vnnn9OwYUOzaesiIiIiIpI6JdbPYebMmcyYMYNRo0Zx9+5dypUrR3BwMG+++WaytlWqVGH48OGEhYURFBRE4cKF8fX1pWjRomaPR3qayZMnM2XKFAYMGEBiYiLvvvsuN2/ezMjLkgxy8eJFTpw4AUC/fv2S1b/zzjtMmjQJgDlz5jBp0iSmTJlCYmIi1atXJygoCAcHB1P7sWPHEhUVZdpFvnbt2ixcuJC5c+cyYMAArK2tqVOnDkOGDCFv3rzA483PgoODmThxImPGjAHAy8uLOXPmUKhQIW7fvk22bNlYtGgRM2fOZN68edy5cwdnZ2c++OADunTp8iLfIhERERGRV4qVMa3zkeWVc+zYMQBcHt0k8f6dp7QWa1sHbKvW/9fPazAY8PPz4+uvv86Q/mJjYzl58iRubm7kyZMnQ/qUzEH3PmvSfc+adN+zLt37rOlVuu9JOcrfN27ODLTGWuQlN3fuXLNHa4mIiIiIyMtFU8FFXnK+vr5P3CVcREREREQsS4m1yEtOz5IWEREREXm5aSq4iIiIiIiISDoosRYRERERERFJByXWIiIiIiIiIumgxFpEREREREQkHbR5mWCdx87SIWQKep9ERERERCQlSqyF3OVrWDqETMNoNGJlZWXpMERERERE5CWiqeBZnMFgIC4uztJhZBpKqkVERERE5J+UWAtGo9HSIYiIiIiIiGRaSqxFRERERERE0kGJtYiIiIiIiEg6KLEWERERERERSQcl1qINuURERERERNJBiXUWZ2NjQ+7cuS0dxktJm7qJiIiIiEha6DnWwsMLp0h8GGvpMF4q1jnzkLNEBUuHISIiIiIimYASayHxYSzGuPuWDuOlkmjpAEREREREJNPQVHARERERERGRdFBiLSIiIiIiIpIOSqxFRERERERE0kGJtcgziI6OxsPDg/379z9T3f79++nYsSM1a9bE29ubgIAAzp8//0znnjBhAq6urk9sExAQwLBhw5KV37x5k1GjRlG3bl3q1q3LZ599xqlTp57p/CIiIiIikjIl1iJpFBUVRdeuXbl3794z1R0+fBh/f3/y5cvHtGnTGD16NBcvXqR9+/bcvHkzTef+9ddfWbZsWar1jx49Yvz48Wzfvj1ZndFoJCAggB07dtCvXz8mTZpEYmIi3bt35+LFi2k6v4iIiIiIpC5LJ9adOnVKcXQPIDg4GB8fHwB8fHwIDg7O0HMPGzaMTp06ZWif8mIkJiaydu1a/Pz8uHXrVprrknzxxRe4uLgwa9Ys6tevT9OmTVmwYAG3bt1i/fr1Tz1/bGwsw4cPp1ChQinWnzp1is6dO7NmzRpy5cqVrP7cuXMcPHiQQYMG0bp1a7y9vRk0aBAGg4GNGzem4R0QEREREZEnydKJtSWNHDkyw5N1eTEiIiIIDAykZcuWTJkyJc11SapUqcL777+PtfX//boVKlQIOzs7Lly48NTzT548mQIFCuDn55di/dChQ0lMTGTVqlXkz58/Wb3BYADAzs7OVJYrVy5y5szJ7du3n3p+ERERERF5Mj3H2kLs7e0tHYKkUdGiRdm+fTtFihRJtn76SXVJPvzww2RlP//8M3fu3KF8+fJPPPdPP/3Exo0bWb9+PV9//XWKbSZPnkyFChVS7cPV1ZXatWszb948ypQpg729PcuXL+fBgwf4+vo+8fwiIiIiIvJ0GrF+RrGxsXTo0IHmzZtz48YN9u/fj6urKwsWLMDLy4t33nmHR48ecfDgQbp27UqNGjWoXLkyb731llli9Pep4El97N69m7feeovKlSvz3//+l++//97U3mg0smDBAho1asTrr79OixYt2LRp079+/VmRo6MjRYoUeea61Ny8eZPRo0dTpEgRWrZsmWq7e/fuMXLkSD766CNKly6darsnJdVJRo8eTWxsLM2bN6dBgwZ89913jB49murVqz9T7CIiIiIikpwS62fw4MEDevfuzf3791myZInZtNsffviBVatWMWHCBK5fv46/vz8VKlRg3bp1bNy4EXd3d4YPH87169dT7X/q1KmMHDmSdevW4ezszODBg7l//z4AM2fO5Msvv2TUqFFs3ryZzp07ExgYyPLly1/4dUvGuXLlCu+//z43btwgODgYW1vbVNtOmDCBIkWK0KVLl3SdMzIyknfffZe8efMye/ZsPv/8c+rXr8/48eP59ttv09W3iIiIiIhoKniaPXz4kA8++ICYmBjCwsJwdHQ0q/f396dUqVIAXLx4kYCAALp162ZaV9urVy/WrVvHuXPnKFCgQIrn6N+/P7Vq1TL93KJFC/744w9cXV0JCwtjypQpNGzYEIASJUoQFRVFaGgoHTp0eDEXLRkqIiKCXr16ERsby8KFC6lSpUqqbb///nu2bNnC2rVrSUxMNP0DSEhIwNra2mzN9pOEhYWRmJjIokWLyJcvH7GxsTg4OJA9e3bGjRtHkyZN0tyXiIiIiIgkl6UT6+zZs5uSlX9KTEwke/b/e3uWLFlCfHw8Xl5eODg4JGuflFQDODs706pVK8LDwzlz5gznzp3j5MmTwOPHIqXGxcXF9HPSRlPx8fGcOXOGhw8fMnToUIYPH25qk5CQgMFg4MGDBynuBi0vj3379tGnTx/s7e0JDw9/6trqrVu38vDhQ956661kdZUqVeKdd95h0qRJaTr3X3/9hYuLC/ny5TMrr1GjBjt27ODmzZupftkjIiIiIiJPl6UTawcHB+7evZti3e3bt80S6PLlyzN06FC6du3KypUree+998za58yZ0/RzZGQk7733HhUrVsTb25tGjRqRL18+2rRp88R4bGxskpUZjUaMRiMAQUFBZsn3k46Tl8eJEyf44IMPKF68OKGhoRQuXPipxwQEBCSbibB69WpWr17NmjVrkiXJT1K6dGnWrl3L7du3zWZa/Pbbb9jZ2aX4RZGIiIiIiKRdlk6s3d3dWbRoEQ8fPjRLjI1GIwcOHKBmzZqmsgYNGuDp6Ym/vz9Tp06lXr16FCtWLMV+V6xYQf78+QkLCzOV7dq1y9T3s3JxcSF79uz89ddfpqngAEuXLuXMmTOMGzfumfuUf8/IkSNJSEggICCA6OhooqOjTXVOTk6UKFECeJzoJr0uXrw4xYsXN+vnhx9+AB5/bp9F165d2bx5M126dKFXr17Y2Niwdu1adu7cybBhw8iRI0f6LlBEREREJIvL0gsrW7VqhZWVFX369OHgwYNERUVx6NAhBg0aRHR0NF27dk12TEBAAAULFmTUqFGp9lukSBEuX77M7t27iYqKYtu2bQQGBgL/90zhZ2Fvb0+7du0ICgpiw4YNXLx4kfXr1zN16lRN4X3JXbx4kRMnThAfH0+/fv149913zf7NmzfP1PafrzNKsWLFWLFiBcWLF2f06NEMGTKE8+fPM23atBQ/4yIiIiIi8myy9Ii1o6Mjq1atYtasWfTv359bt27h4OBAzZo1WbVqFc7OzsmOyZkzJ+PHj6dz586sWrXKbG11ks6dO3P27Fk+/vhjDAYDpUqVYuDAgcyePZujR49Sr169Z451+PDhODk5MXv2bK5evUqRIkUICAigZ8+ez3Pp8py8vLyIiIhIc52zs3Oq7f8pLCzsibt09+3bl759+z6xj6SZEf/k4uLCnDlzgMePjDt58iRubm5piktERERERJ7Myvg8c5PllXDs2DEAyuaKxxh338LRvFysctuSu9y/94znxMREOnXqRNeuXXnjjTde6Ln+nljnyZPnhZ5LXi6691mT7nvWpPuedeneZ02v0n1PylGedfmjpWXpEWuRl4W1tTUjR46kYsWKlg5FRERERESeUZZeYy3yMlFSLSIiIiKSOSmxFhEREREREUkHJdYiIiIiIiIi6aDEWkRERERERCQdlFiLiIiIiIiIpIN2BResc+Yh0dJBvGSsc2buxxSIiIiIiMi/R4m1kLNEBUuH8FIyGo1YWVlZOgwREREREXnJaSp4FmcwGIiLi7N0GC8lJdUiIiIiIpIWSqwFo9Fo6RBEREREREQyLSXWIiIiIiIiIumgxFpEREREREQkHZRYi4iIiIiIiKSDEmvRJl0iIiIiIiLpoMQ6i7OxsSF37tyWDsOitHmbiIiIiIikh55jLRiuXsQY/8DSYViEVY5c2BRytnQYIiIiIiKSiSmxFozxDzAasmZiLSIiIiIikl6aCi4iIiIiIiKSDkqsRURERERERNJBibWIiIiIiIhIOiixFhEREREREUkHJdYiKYiOjsbDw4P9+/eblZ89e5aePXtSo0YNvLy8GDFiBHfv3jVrc/HiRfr370+dOnWoUaMG7dq1Y9++fU8954ABA3B1dU32b8uWLaY2V65cYdCgQXh6elK9enX8/f05evSoWT+RkZEp9tO0adN0vCMiIiIiIpIa7Qou8g9RUVF069aNe/fumZXfvXuXLl26UKhQIaZMmcKNGzeYOnUqly9fZtGiRQDcvn2bjh07kjdvXkaMGIGdnR1r1qzB39+fJUuW4Onpmep5T548ydtvv02HDh3MykuWLAnAvXv3eO+994iLi6Nfv36UKlWK7du307FjR5YtW8brr78OwKlTpwBYunQpOXPmNPWTK1eu9L85IiIiIiKSzEuRWG/evJnw8HD++OMPAFxcXGjTpg3t2rXLsHPExsayfv16U9IybNgwoqKiWLZs2XP1FxMTg7e3N7a2tvzwww/Y2NiY1d+5c4eBAwfyyy+/4OjoyO7du7G2Np8gsH//fjp37szOnTspXrz4812YZJjExETWr1/PlClTUqxfsWIFd+/eZcOGDTg5OQFQuHBhevbsyYEDB/Dw8GD9+vXcuHGD1atXU7hwYQDq1KlDixYtCA0NTTWxjouL4/z58/Tq1YuqVaum2Gbt2rVERUWxYsUKqlevDoC3tze3bt1i4sSJrFy5EnicoBcrVgwvL6/0vB0iIiIiIpJGFp8KvmbNGkaPHk2rVq1Yt24da9euxc/Pj88++4w5c+Zk2HkWLVpEaGhohvW3ZcsW8ufPT0xMDNu3b09Wv2HDBvbv38+yZctYvXp1sqQaoFq1auzdu5eiRYtmWFzy/CIiIggMDKRly5YpJtd79+6lRo0apqQaoG7dutja2vLjjz8CjxPtLl26mJJqAGtra0qUKMGFCxeeeO7ExETc3NxSbRMZGYmDg4MpqU7i6enJ4cOHuXPnDvA4sX5SPyIiIiIikrEsnlh/+eWXtG7dmrZt21K6dGlcXFzo0KEDXbp0YenSpRl2HqPRmGF9wePRwzp16lCrVi3TSOHf3bt3j4IFC1K1atVUE2cbGxsKFixItmzZMjQ2eT5FixZl+/btDB8+PMVp05GRkZQuXdqszNramuLFi3Pu3DkAfH19GTx4sFmb27dv88svv1CuXLlUz33y5Eng8ai4t7c3lStXpn379hw5csTUxsnJiZiYGFMCnSQpYb906RLweCr4vXv3ePfdd3F3d8fb25tp06YRHx+fxndCRERERESehcUTa2traw4dOpQsWejRowerVq0C4MGDBwQFBdGoUSPc3d1p2bIlO3bsMLVdt24drq6uZsfv378fV1dXLl26RHBwMHPmzCEqKspUBhAfH8/kyZOpVasWVatW5cMPP+T69etPjTkyMpIjR47g7e1N06ZN+eWXX4iMjDTVDxs2jODgYP766y9cXV0JDg5m3bp1+Pj48Nlnn+Hh4UHv3r3NYgRISEggODgYHx8fXn/9dfz8/EwjoQC7du2iXbt2VKtWDXd3d1q3bs3//ve/Z3zHJTWOjo4UKVIk1fq7d+9ia2ubrNzW1paYmJgUj3n06BEjR44kNjaWHj16pNp3UmL98OFDZsyYwfTp03n48CGdO3c2rZlu3rw51tbW9OvXj9OnT3P37l02bdrEunXrgMfTya9fv87169c5e/Ys7733HqGhobRt25awsDCGDRuW5vdCRERERETSzuKJdY8ePTh58iT16tWjZ8+ezJ8/n6NHj2Jvb28aHRw4cCAbNmxg5MiRbNq0iTfeeIOAgAB27tyZpnP4+/vj7+9PkSJFzKZeJ02fXb58OV988QW//fZbqutr/27NmjXkyZOHevXq8cYbb2BjY8OKFStM9SNHjjQ7n7+/P/B4U6wrV66wfv16Bg0alKzfCRMmsHz5cgYPHszmzZupX78+H374IWfOnOH333+nT58+NG7cmE2bNvHVV1+RP39+Bg8ejMFgSNP7IOlnZWWVrMxoNKZYHh8fz5AhQ9ixYwejRo3C3d091X67dOlCWFgYkyZNwsvLiyZNmrB48WJy585NSEgIAGXLliUkJIQLFy7w1ltvUbNmTcLCwujfvz8AuXPnxs7OjsWLF/PVV1/RsmVLPD096devH3369OHrr782+wJIREREREQyhsU3L2vSpAmrVq1i2bJl7N27l927dwNQqlQpJkyYgKOjIzt37iQkJISGDRsCEBAQQEREBCEhITRq1Oip57C1tSVPnjxky5aNggULmsoLFizI+PHjyZYtGy4uLvj6+j51BDghIYHNmzfTsGFDcufODUD9+vXZuHEjgwYNInfu3Njb26d4PoAPP/wQZ2dnALNHOcXExLB69WpGjRqFr68vAP369SMxMZH79+9jY2PDqFGjzHaM7ty5M/7+/ty4cUPrtP8FdnZ2KY5Mx8bGJhvpvnPnDgEBAfz666+MGTOG995774l9u7i44OLiYlaWN29eqlevbhqxhscboe3cudM0y8HZ2Zm1a9cC4ODgQK5cuahdu3ay/hs0aEBQUBCnTp3SZ0VEREREJINZPLEGqFKlClOnTsVoNPLHH3+we/duli5dSo8ePfj0008BqFGjhtkxHh4eTJ8+PV3nLVGihNn6ZgcHBx48eADAmDFj2Lx5s6muV69e9O7dm927d3Pt2jVT8guP19Vu376dLVu20Lp16yees1SpUimW//nnn8THxyfbEXrAgAFm8S1YsIA///yTc+fOmaYPP3r0KE3XK+lTunTpZBuQJSYmcunSJRo3bmwqi46Oxt/fn0uXLjFjxgyzz0pqtmzZgqOjI97e3mblDx8+JF++fAD89ddf/O9//+Ptt982fTkDcPz4cRwdHSlWrBhnz55l//79NG/eHDs7O1ObpM91Ul8iIiIiIpJxLJpYX758mQULFtCzZ08KFy6MlZUVrq6uuLq60qhRoycmJImJiWTPbh7+36fkJiQkPPX8T9o0rF+/fnTr1s302sHBAcC0nvWjjz5KdszKlSufmlin9izhHDlyPPG4X3/9FX9/f+rXr4+Hhwf//e9/iYuLo0+fPk88TjKOt7c3oaGh3Lx507Qz+J49e7h//74pIY6JiaFLly5cv36dRYsWUbNmzTT1/eWXX3L16lW2bNlienTblStXOHToEJ07dwbgxo0bjBw5ksKFC1O3bl0Arl27xpYtW2jUqBFWVlZcuXKFwMBAcuTIYfZZ/Oabb7C1taVSpUoZ9n6IiIiIiMhjFk2sbWxsWLVqFUWKFEm2sVPSaFuBAgUAOHjwoGkqOMCBAwcoW7Ys8H9J6b1798ibNy8A58+fN+svpTWwT5I/f37y589vVnbz5k12796Nn58fXbt2NatbsmQJa9as4fjx48+VvJQsWZIcOXJw7NgxKlSoYCpv3bo1TZs25cCBA3h5eZk9gizpGdwZveO5pKx9+/aEh4fTtWtXAgICuH37NlOnTqVevXpUq1YNgNmzZ3Pu3Dn69u1Ljhw5+O2330zH29jYULFiRQDOnDmDwWAwve7Tpw/dunWjb9++dOjQgTt37jBnzhzy5s1r+oKncuXKVK9encDAQD7++GOyZctGUFAQ2bJlIyAgAHj86C1PT08mTZpEXFwcLi4u/PDDDyxbtoyPP/4YBwcHYmNj/8V3TURERETk1WfRxNrJyYnu3bsTFBRETEwMTZs2xc7OjjNnzjBv3jy8vLzw9PSkfv36jB07Fng8lXrLli3s3LmToKAgAKpWrYq1tTVBQUF07dqVyMhIFi1aZHauPHnycOfOHf7880+KFy/+XPFu3LiRhIQEunfvTpkyZczqevfuzfr161mxYoVp+vqzyJ07Nx07dmTWrFk4OTlRrlw51q5dy5kzZ2jYsCFRUVHs2LGDAwcOUKRIEfbv38+sWbMAtHnZv8TJyYmlS5cyYcIEBg8ejK2tLU2bNuXjjz82tdm2bRsAwcHBBAcHmx1frFgxdu3aBcDYsWOJiooyva5duzYLFy5k7ty5DBgwAGtra+rUqcOQIUNMXxZZWVkRHBzMxIkTGTNmDIDpy5bXXnsNeDwLY968eQQHB7N48WKuXbtGiRIlGDduHG3btn2xb5CIiIiISBZl8TXW/fv3p1SpUqxevZrly5fz4MEDihYtiq+vL7169QJg5syZzJgxg1GjRnH37l3KlStHcHAwb775JvB4A6dx48YREhLC6tWrqVSpEiNGjOCDDz4wnadx48asXr2at99+m/Dw8OeKdd26ddSuXTtZUp0Uw5tvvsmWLVue+7FGAwcOJHv27AQGBnL37l1cXV2ZP38+ZcqU4aOPPuL69ev07t0beLxD9IQJExgyZAhHjx5NMSZ5fl5eXkRERCQrL1++PGFhYake98MPP6Sp/9DQUPz8/MzKvL29k62x/qcCBQo8dW8Be3t7RowYwYgRI9IUi4iIiIiIpI+VUfOIs6xjx44BUN4pF0bDAwtHYxlWNrnIWazcv37emTNnEhsby8iRI//1c8fGxnLy5Enc3NzIkyfPv35+sRzd+6xJ9z1r0n3PunTvs6ZX6b4n5ShPelTty8jiI9YiWZGvr69mGYiIiIiIvCKUWItYgKurq6VDEBERERGRDGJt6QBEREREREREMjMl1iIiIiIiIiLpoMRaREREREREJB2UWIuIiIiIiIikgzYvE6xy5LJ0CBaTla9dREREREQyhhJrwaaQs6VDsCij0YiVlZWlwxARERERkUxKU8GzOIPBQFxcnKXDsCgl1SIiIiIikh5KrAWj0WjpEERERERERDItJdYiIiIiIiIi6aDEWkRERERERCQdlFiLiIiIiIiIpIMSa9HmXSIiIiIiIumgxDqLs7GxIXfu3JYOw6K0eZuIiIiIiKSHnmMtJNy+ijEh3tJhWIRV9hxkdyxk6TBERERERCQTU2Itj5PqBIOlw7AIjVWLiIiIiEh6aSq4iIiIiIiISDoosRYRERERERFJByXWIiIiIiIiIumgxFpEREREREQkHZRYi/xDdHQ0Hh4e7N+/36z87Nmz9OzZkxo1auDl5cWIESO4e/euWZuLFy/Sv39/6tSpQ40aNWjXrh379u17pvMHBAQwbNgws7Jhw4bh6uqa6r+oqKhk/SQkJNCqVSs6der0TOcXEREREZFno13BRf4mKiqKbt26ce/ePbPyu3fv0qVLFwoVKsSUKVO4ceMGU6dO5fLlyyxatAiA27dv07FjR/LmzcuIESOws7NjzZo1+Pv7s2TJEjw9PZ947kePHjFhwgS2b9/OO++8Y1b34Ycf0q5dO7OyO3fu0K9fPzw9PSlatGiy/ubPn8/vv//+1POKiIiIiEj6KLFOwbBhw1i/fv0T20RERDxXv1FRUSxbtux5Q5MXJDExkfXr1zNlypQU61esWMHdu3fZsGEDTk5OABQuXJiePXty4MABPDw8WL9+PTdu3GD16tUULlwYgDp16tCiRQtCQ0OfmOCeOnWK8ePH8/vvv5MrV65k9SVKlKBEiRJmZX369MHBwYFp06ZhbW0++eTUqVN88cUXFCxY8JneBxEREREReXaaCp6CkSNHsnfvXtM/gBEjRiQrk1dHREQEgYGBtGzZMsXkeu/evdSoUcOUVAPUrVsXW1tbfvzxR+Bxot2lSxdTUg1gbW1NiRIluHDhwhPPP3ToUBITE1m1ahX58+d/arzff/89O3bsYPjw4eTNm9esLj4+nqFDh9KpUydKly791L5ERERERCR9NGKdAnt7e+zt7ZOVafTv1VW0aFG2b99OkSJFkq2tBoiMjMTX19eszNramuLFi3Pu3DkAfH19k7W5ffs2v/zyC7Vq1Xri+SdPnkyFChXSFGtiYiJTpkzB09OTpk2bJqufM2cO8fHxfPTRR3Tr1i1NfYqIiIiIyPPTiPVzWLduHa6urmZl+/fvx9XVlUuXLgHQqVMnRowYQZs2bfDw8GDDhg3J+pk0aRIeHh789ttvANy7d4/Ro0fzn//8hxo1atC5c2eOHTsGwM2bN6lcuXKyfqZNm5ZsPa48O0dHR4oUKZJq/d27d7G1tU1WbmtrS0xMTIrHPHr0iJEjRxIbG0uPHj2eeP60JtUAu3bt4uzZs3zwwQfJ6o4ePcqiRYuYNGkSNjY2ae5TRERERESenxLrF2jdunV07tyZFStWUL9+fbO6adOmsW7dOhYtWkTVqlUxGo306NGDc+fO8cUXX7B69WqqVq3Ke++9x4kTJ3BycqJBgwZmiXViYiKbN2/Gz8/vX76yrMnKyipZmdFoTLE8Pj6eIUOGsGPHDkaNGoW7u3uGxbF8+XLc3NyoXbu2WfnDhw8ZNmwY77//PlWqVMmw84mIiIiIyJMpsX6B3NzcaN68OeXKlSNfvnym8qCgIL766ivCwsJMCdDPP//M4cOHmTVrFq+//jplypRh4MCBVK1alaVLlwLQqlUr9u/fz5UrVwDYt28fN27c4K233vr3Ly6LsbOzS3FkOjY2NtmygTt37uDv788333zDmDFjeO+99zIsjlu3brF//36aN2+erC4oKIjExEQ+/PBDEhISSEhIwGg0YjQaTT+LiIiIiEjG0xrrF6hkyZLJyn777Td+/fVXnJyczKYeHz9+HIBGjRqZtTcYDDx8+BCAevXqkT9/fjZu3EjPnj1Zv349Pj4+Zkm7vBilS5dOtgFZYmIily5donHjxqay6Oho/P39uXTpEjNmzEi25jq99uzZw6NHj1JcW71161aioqKoVq1asrpKlSoxceJEzW4QEREREXkBlFinw9+nASckJCSrT+mxSXny5CEkJIRBgwYxfvx4Zs6cCTxO0uzs7Fi3bl2yY5LWymbLlo2WLVuyefNmOnbsyI4dO5g1a1ZGXpKkwtvbm9DQUG7evGnaGXzPnj3cv38fb29vAGJiYujSpQvXr19n0aJF1KxZM8PjOHr0KEWKFKFYsWLJ6j7//HMMBoNZ2SeffALA2LFjKV68eIbHIyIiIiIiSqyfS44cOYDHm40lPero/PnzaTq2fPnyVKtWjbFjx9K9e3eaNWtG48aNKV++PDExMRgMBsqVK2dqP2rUKCpUqEDHjh2Bx9PBFyxYQHh4OHZ2dtSpUyeDr05S0r59e8LDw+natSsBAQHcvn2bqVOnUq9ePdMI8ezZszl37hx9+/YlR44cpk3p4PGXIxUrVgTgzJkzGAwG0+tnERERQdmyZVOs++eGeoBpw7WMXOMtIiIiIiLmlFg/h6pVq2JtbU1QUBBdu3YlMjKSRYsWPVMfdevW5e2332bs2LHUrFmTunXr4ubmRv/+/Rk1ahSvvfYaK1euZO3atWZ9ly5dmurVqzN37lw6depEtmzZMvryJAVOTk4sXbqUCRMmMHjwYGxtbWnatCkff/yxqc22bdsACA4OJjg42Oz4YsWKsWvXLuDx6HFUVJTp9bO4ceNGigm0iIiIiIhYjhLr5+Ds7My4ceMICQlh9erVVKpUiREjRqT4+KMnGTFiBL6+vnz66adMnz6dRYsWMXXqVAYMGEBcXBxlypQhODg42TOQ/fz8OHTokB6z9YJ4eXkRERGRrLx8+fKEhYWletwPP/yQpv5DQ0OfuNb5SQn3N998k6ZzJFm2bNkztRcRERERkWenxDoNUkqy2rRpQ5s2bVJtl1JCM2nSJLPX+fLlY9++fabXTk5OTJw48anxXLlyherVq1OmTJmntpWXz9y5c5N9WSIiIiIiIpmXEutM5MCBA5w7d44lS5Ywbtw4S4cjz8nX11dfioiIiIiIvEKUWGci33//PcuXL6dVq1Y0a9bM0uHIc9IaaRERERGRV4sS60xkyJAhDBkyxNJhiIiIiIiIyN9YWzoAERERERERkcxMibWIiIiIiIhIOiixFhEREREREUkHrbEWrLLnwGjpICzEKnsOS4cgIiIiIiKZnBJrIbtjIUuHYFFGoxErKytLhyEiIiIiIpmUpoJncQaDgbi4OEuHYVFKqkVEREREJD2UWAtGY1adCC4iIiIiIpJ+SqxFRERERERE0kGJtYiIiIiIiEg6KLEWERERERERSQcl1qLNu0RERERERNJBiXUWZ2NjQ+7cuS0dxnPRpmsiIiIiIvIy0HOshUf372B8lGDpMJ6JVbbsZLN1sHQYIiIiIiIiSqyFx0l1JkusNVYtIiIiIiIvC00FFxEREREREUkHJdYiIiIiIiIi6aDEWkRERERERCQdlFiLiIiIiIiIpIMSa8nU9u/fj6ura6r/5syZk+yYJUuW4OrqyqVLl57af2RkJL1796Z69ep4eXnRp08fLl68aNbm8OHDdOrUiddff51atWoxbNgwrl69mmqf0dHR1KhRg+Dg4Ge/YBEREREReeloV/B0cHV1ZeLEifj5+Vk6lCyrUqVKrFq1Kll5UFAQx44d47///a9Z+blz55gxY0aa+o6OjqZ9+/aULl2a6dOn8+DBA4KCgvD392fz5s3kypWLo0eP0qlTJ8qUKcOkSZPIlSsXixcvpl27dmzcuBF7e3uzPo1GIyNGjCAmJub5L1pERERERF4qSqwlU7Ozs6Nq1apmZTt27GDfvn3MmjWL0qVLm8ofPXrEsGHDcHR05PLly0/te/bs2dja2rJ48WJy584NQPHixfnggw/4/fff8fDw4PPPPydv3rwsXboUB4fHz9WuXbs2TZs2ZeHChQwYMMCszy+//JKzZ8+m86pFRERERORloqng8kp58OABn376KQ0aNKBp06ZmdaGhoVy/fp2ePXs+tR+j0cj27dtp1aqVKakGcHd3Z+/evXh4eABw9uxZatSoYUqqAXLmzIm7uzvff/+9WZ8XL15k2rRpjB8/Pj2XKCIiIiIiLxkl1hnAaDSycOFCmjVrRuXKlalRowa9evUyW4vr6urKihUreO+996hSpQrNmzdn586dz9zH6tWr6dq1K1WqVKFu3bp88cUX/+q1vuzCwsK4evUqI0aMMCs/ffo0c+bMYcKECWaJcmouXbrEvXv3KFasGGPHjsXLywt3d3d69+7NX3/9ZWqXL18+oqKikh1/8eJFszXciYmJDBs2jGbNmlGvXr10XKGIiIiIiLxslFhngCVLlvDFF18wZMgQtm7dyrx58/jzzz+ZNGmSWbspU6bw1ltvsWHDBurXr09AQACHDh165j5atmzJxo0badWqFTNmzODAgQP/2rW+zAwGA8uWLcPX15eSJUuayhMSEhg6dCht2rTB09MzTX3dunULgGnTpnHlyhWmT5/Op59+ysmTJ+ncuTOxsbEAtGrViuPHj/PZZ59x5coVrl27xtSpU4mMjCQuLs7U35IlS7h48SLDhw/PwCsWEREREZGXgRLrDFCiRAkmTZqEj48PxYoVw8vLi2bNmhEREWHWrlWrVnTo0AEXFxcGDx5MlSpVCA8Pf6Y+3nnnHVq0aEHp0qXp378/Dg4OHDx48F+71pfZd999x/Xr1+nevbtZeUhICHfv3mXQoEFp7stgMABQoEAB5syZQ506dWjRogWzZs3i4sWLbNq0CYA2bdowbNgw1qxZQ7169ahbty6XLl2iXbt2ppHxs2fPEhQUxPjx45NtZiYiIiIiIpmfNi/LAD4+Phw5coTZs2dz/vx5IiMjOX36NIULFzZr98/R0tdff53//e9/z9RHmTJlzF7b2dkRHx//Aq4q89m6dSvlypWjQoUKprITJ04QEhLCggULsLGxISEhgcTERODx9OxHjx6RLVu2ZH3Z2dkBUK9ePayt/+/7p6pVq5I3b15OnjxpKuvatSsdO3bkwoUL5MuXDycnJ4YOHYqjo6Npw7SmTZvi7e1NQkKC6bjExEQSEhLInl2/hiIiIiIimZlGrNPo+vXrZqPHRqMRgGzZsrFgwQI6derEzZs38fT0JDAwEH9//2R9/DOBSkxMNCVtae3DxsYmWVlSLFlZfHw8P/30U7INy3bu3El8fDxdunShUqVKVKpUiZEjRwLw5ptv0qVLlxT7c3Z2xtra2jRy/XcJCQnkypULgGPHjrFt2zZy5MhBmTJlcHJyAuD48eNUrFiR6Ohojhw5woYNG0znr1SpEgDz5s2jUqVKaXqetoiIiIiIvLw0VJZGoaGh/Pjjj2zZsgWAu3fvAuDk5MTYsWMJCAgw2206NDQ0WcJ77NgxfHx8TK9/++03U5L1+eefp6kPSdkff/xBXFwcNWrUMCtv27YtDRo0MCv74YcfmDNnDp9//jmlSpVKsT9bW1s8PDzYtm0bAwcONH2hsW/fPmJjY027gv/yyy/MmjWLvXv3kjdvXgB++uknTp8+Tffu3SlUqBBr1qxJ1n/r1q1p27Ytbdu2pVChQum8ehERERERsSQl1mlUu3ZtFi1axPr166lSpQoLFiwgb968VKtWjaJFi/LTTz/h4+ODtbU1GzduZNu2bRQoUMCsjyVLluDi4kLlypVZvXo1p06d4tNPPwVIcx+Ssj/++ANIPlW+cOHCyabTnz59GoDy5ctTvHhxU/lvv/2Gk5MTJUqUAGDgwIF06tSJHj164O/vz40bN5g2bRqvv/666QuSt99+m/nz59OvXz+6detGdHQ0kyZNonr16jRv3pxs2bLh7u6eYsyFChVKtU5ERERERDIPTQVPo7p16zJs2DCCg4N55513OH36NJ9//jl2dnZMmTKFBw8e0KpVKzp27Mgff/zB2LFjuXHjhtk033fffZfFixfz9ttvc+DAAUJDQ03rgdPah6Ts+vXrAGbPk35W7777LvPmzTO9rlatGkuXLiUxMZGPPvqIyZMn07BhQxYuXGhal12wYEFCQ0OJj4+nb9++zJkzBz8/PxYsWJDi2m0REREREXn1WBk11/hf4erqysSJE/Hz87N0KCbHjh0DwK3ka/Ao4SmtXzLZspM9b/4M7XLfvn18++23jBs3LkP7fdnExsZy8uRJ3NzcyJMnj6XDkX+R7n3WpPueNem+Z12691nTq3Tfk3KUzDazUyPWIjzeSG7OnDnUq1fP0qGIiIiIiEgmozXWIoC1tTUjR46kYsWKlg5FREREREQyGSXW/5K/P6pLXk5KqkVERERE5HloKriIiIiIiIhIOiixFhEREREREUkHJdYiIiIiIiIi6aDEWkRERERERCQdtHmZYJUtO5ntYeZW2fTRFRERERGRl4OyEyGbrYOlQ3guRqMRKysrS4chIiIiIiJZnKaCZ3EGg4G4uDhLh/FclFSLiIiIiMjLwMpoNGa2WcCSQQ4dOoTRaCRHjhxKUrMQo9FIfHy87nsWpHufNem+Z02671mX7n3W9Crdd4PBgJWVFdWrV7d0KM9EU8GzsKRfusz+yyfPxsrKChsbG0uHIRage5816b5nTbrvWZfufdb0Kt13KyurTJmfaMRaREREREREJB20xlpEREREREQkHZRYi4iIiIiIiKSDEmsRERERERGRdFBiLSIiIiIiIpIOSqxFRERERERE0kGJtYiIiIiIiEg6KLEWERERERERSQcl1iIiIiIiIiLpoMRaREREREREJB2UWIuIiIiIiIikgxJrERERERERkXRQYv0KS0xMZPbs2dStW5fXX38df39/zp8/n2r7W7duMWjQIGrWrEnNmjUZPXo0sbGx/2LEkhGe9b6fPn2anj174uXlRa1atfjoo4/466+//sWIJaM8673/u82bN+Pq6sqlS5decJSS0Z71vsfHxzN9+nTq1q1L1apV6dixIydPnvwXI5aM8Kz3/dq1awwcOBAvLy+8vLzo168fly9f/hcjlhdh3rx5dOrU6Ylt9Pfdqyct911/3/37lFi/wubNm8fKlSv59NNPWbVqFVZWVvTo0QODwZBi+48++oiLFy8SFhbG7Nmz+emnnxg7duy/HLWk17Pc91u3btG1a1dsbW0JDw9nwYIF3Lp1i+7du/Pw4UMLRC/p8ay/80mioqL0u56JPet9DwwMZM2aNYwfP561a9fi6OhIjx49uHfv3r8cuaTHs973AQMGEB0dzeLFi1m8eDGXL1/mww8//JejloyU9Pfa0+jvu1dLWu67/r6zEKO8kv5fe/ceVGWdx3H8jR4OrCKaVxQ0TYVkFMFQFmV0RZ3MS5ZjozRuZmgWWiorajdDx0tphongkfFaaWU3NEJs19JumoldSMc2U7ywgpVinDBFffYPhtOesMuz54Lg5zXDjPye33PO5+E7nvn9zvN7nufChQtGVFSUsWnTJkfbuXPnjIiICCMnJ6da//379xuhoaHG4cOHHW0ffPCBERYWZhQXF3sls7jObN03b95s9OjRw/j5558dbadOnTJCQ0ONjz/+2CuZxT3M1r7K5cuXjYSEBOOee+4xQkNDjRMnTngjrriJ2bofP37cCA0NNd577z2n/v3799f/+VrEbN3PnTtnhIaGGjt27HC0/etf/zJCQ0ONM2fOeCWzuE9xcbGRmJhoREZGGoMHDzbGjh37m301vqs7zNRd47uaoTPWddShQ4f46aef+Otf/+poCwwMJDw8nE8//bRa/3379tGiRQs6duzoaOvVqxc+Pj7k5+d7JbO4zmzdY2NjycjIwM/Pr9q2c+fOeTSruJfZ2lex2WxUVFQwadIkb8QUNzNb9w8//JDAwED69u3r1P/dd98lNjbWK5nFdWbr7ufnR4MGDcjOzsZut2O329myZQvt27encePG3owubnDgwAEaN27M1q1b6d69++/21fiu7jBTd43vaoalpgOIZ1RdN9W6dWun9pYtW3Lq1Klq/UtKSqr1tVqtNGnS5Kr95dpktu4hISGEhIQ4ta1atQo/Pz969uzpuaDidmZrD/Dll1+ydu1aXnvtNUpKSjyeUdzPbN0LCwtp27Yt77zzDllZWZSUlBAeHs7s2bOdBt5ybTNbdz8/PxYsWMC8efOIjo7Gx8eHFi1a8OKLL1Kvns6x1Dbx8fHEx8f/qb4a39UdZuqu8V3N0KdpHXX+/Hmg8sPzf/n5+V312orz589X6/t7/eXaZLbuv/b888+zadMmkpOTadasmUcyimeYrX15eTkzZsxgxowZtG/f3hsRxQPM1t1ut3P8+HEyMzNJTk5m5cqVWCwW7r77bn744QevZBbXma27YRh8/fXXREVFsXHjRjZs2EBwcDCTJ0/Gbrd7JbPUDI3vBDS+8xZNrOsof39/gGo3Mblw4QJ/+ctfrtr/ajc8uXDhAg0aNPBMSHE7s3WvYhgGy5YtY8GCBUyaNIl7773XkzHFA8zWfv78+bRv354xY8Z4JZ94htm6+/r6UlZWRlpaGnFxcURERJCWlgbAm2++6fnA4hZm6/7222+zadMmlixZwi233EKvXr2w2WwUFRXx+uuveyWz1AyN765vGt95lybWdVTVsp/Tp087tZ8+fZqgoKBq/YOCgqr1vXjxIqWlpbRq1cpzQcWtzNYdKh+9k5KSgs1mY+bMmSQnJ3s8p7if2dq//vrr7N69m6ioKKKiopg4cSIAw4YNY86cOZ4PLG7x/3zWWywWp2Xf/v7+tG3bVo9aq0XM1j0/P58OHToQEBDgaGvcuDEdOnSgsLDQo1mlZml8d/3S+M77NLGuo26++WYCAgL45JNPHG0//vgjBw8eJDo6ulr/nj17Ulxc7PQMzKp9e/To4fnA4hZm6w4wc+ZM8vLyWLp0KYmJid6KKm5mtvbvvPMOOTk5ZGdnk52dzfz58wHIyspi6tSpXsstrjFb9+joaC5dukRBQYGj7eeff+bEiRPceOONXgxFYisAAAwxSURBVMksrjNb99atW3Ps2DGnpb/nz5/n5MmTqnsdp/Hd9UvjO+/TzcvqKKvVytixY3nmmWdo2rQpwcHBLFmyhKCgIAYNGsTly5c5c+YMjRo1wt/fn+7du9OjRw+mT59Oamoq5eXlPPnkk9xxxx36RrMWMVv3N954g9zcXGbOnEmvXr347rvvHK9V1UdqB7O1//VguupmSG3atNH1V7WI2bpHR0fTu3dvZs2axbx582jSpAnLly+nfv36jBgxoqYPR/4ks3W/4447WLNmDdOmTXN8cbZs2TKsVisjR46s4aMRd9L47vqk8d21QWes67CHH36YUaNG8fjjj5OQkED9+vVZs2YNVquVU6dOERcXR25uLgA+Pj6sWLGCkJAQxo0bx7Rp0+jbty+pqak1exBimpm65+TkALB48WLi4uKcfqr6SO1hpvZSd5ite3p6Or169WLKlCmMGjUKu93O888/T9OmTWvwKMQsM3Vv2bIlmzZtwjAMxo0bx/jx4/H19eWll14iMDCwho9E3Enju+uTxnfXBh/DMIyaDiEiIiIiIiJSW+mMtYiIiIiIiIgLNLEWERERERERcYEm1iIiIiIiIiIu0MRaRERERERExAWaWIuIiIiIiIi4QBNrERERERERERdoYi0iIiIiIiLiAk2sRURE6jDDMGo6gtvVxWMSEamtMjMz+fvf/256v+zsbIYMGUK3bt0YOnQo27Zt80A679HEWkRE5Boye/ZswsLCfvcnPj7+D1/n4sWLLFq0iLfeesvU+7/xxhuEhYVx8uTJ3+wTHx/vlKdLly5ER0eTkJDAli1bTL2fGcXFxUyaNImioiKnLLNnz/bYe4qIyG9bv349y5cvN73fli1bePTRRxk9ejQ5OTkMGTKE5ORkPvvsMw+k9A5LTQcQERGRXyQlJTFmzBjH75mZmRw8eJAVK1Y42qxW6x++zunTp1m/fj2LFi3ySM5+/fqRlJQEwKVLlzh79iy5ubnMnDmTQ4cOMWvWLLe/58cff8zOnTt54okn3P7aIiLy55WUlPDYY4+Rn59Phw4dTO1rGAbPPfcc48aNY9y4cQBMnjyZ/fv3s3fvXqKiojwR2eM0sRYREbmGtGvXjnbt2jl+b9q0KVarlcjIyJoLdRVNmzatlmnQoEE0a9aMtWvXMnDgQG655ZaaCSciIh514MABGjduzNatW8nIyHBaSQTw3nvvkZ6ezuHDh2nVqhVDhw4lKSkJq9XKkSNHKCoqYvjw4U77rFmzxpuH4HZaCi4iIlILFRQUkJiYSExMDD169OCBBx7gm2++AeDkyZMMGDAAgEceecRp6firr77KyJEjiYyMJCIighEjRpCbm+u2XA8//DBWq5WXX37Z0XblyhWysrIYNGgQXbt25dZbb+WFF15w2u/y5ctkZWUxbNgwIiIiiIyMZMyYMezevRuoXKL+yCOPADBgwACn5d8VFRUsXryYPn36EBkZyX333cexY8cc28+cOcOMGTPo06cP3bp1Y8SIEWRnZ7vtmEVErjfx8fEsXbqUtm3bVtv2/vvvM3XqVO666y5ycnJ48skn2bZtGykpKQAUFhYCUF5eTmJiIrGxsdx11128++673jwEt9PEWkREpJbZs2cPCQkJXLlyhQULFjB//nxOnTrFmDFj+Pbbb2nZsqVj6fiDDz7o+PfGjRuZM2cOAwYMYNWqVSxZsgRfX19SUlL4z3/+45ZsgYGBREREkJ+f72hLTU1l+fLl3H777dhsNgYPHszChQvJyMhw9HnmmWfIyMhg9OjRrF69mnnz5nH27FmmTp1KeXk5f/vb33jwwQcBWLFihWMZOkBubi7ffPMNTz31FHPmzKGgoIDp06c7tqekpHD48GHmzp1LVlYW4eHhzJo1i08++cQtxywiIr+w2WyMGjWKhIQE2rVrR1xcHHPnziUvL4+TJ09it9sBmDVrFsOGDWPt2rX06dOHpKQkx5eptZGWgouIiNQyVWcJVq9eTf369QGIi4tj0KBBpKens2zZMrp06QJULi0PDw8H4MSJE9x3331MnjzZ8VohISGMHDmS/fv306ZNG7fka968OV999RUAR48eZfPmzSQnJ3P//fc7svr4+LBq1SruvvtubrjhBk6fPs306dOd7izr7+/PQw89xNdff01UVJRjiXyXLl0ICQlx9GvVqhWZmZn4+voCcOzYMWw2G3a7nYCAAPbu3UtSUhIDBw4EICYmhiZNmjj+diIi4j4HDx7kyy+/5M0333S0VT3N4dtvv3V8VicmJnLnnXcClZ/rBw8eZN26dcTGxno/tBtoYi0iIlKLlJeXU1BQwOTJk50mhoGBgfTv359du3b95r5Vy6fLysooLCyksLDQcXagoqLCI3n37NmDYRjEx8dz6dIlR3t8fDwrV64kPz+fgQMHsnTpUqBy2faxY8c4evSoY1ngH2WLiIhwDNQAx9LEH3/8kYCAAGJiYkhPT+fQoUP069ePvn37euTmaiIiUnn5z4QJExyT5v/VokULDh06BEBoaKjTtk6dOrFz505vRPQITaxFRERqkbKyMgzDoHnz5tW2NW/enLKyst/c9/jx48yZM4c9e/ZgsVi46aabCAsLA9z7bOiSkhKCgoIAKC0tBWDo0KG/2RcqrxmfO3cuBQUF+Pv706lTJ4KDg/9UtgYNGjj9Xq9e5ZVuV65cASAtLQ2bzca2bdvIy8ujXr169O7dm9TU1KteHygiIv+/zp07c+TIEW688UZH2969e9mwYQOpqamEh4fTsGFDvvjiC6Kjox19/v3vfzvdvLO20cRaRESkFmnUqBE+Pj58//331bZ99913NGnS5Kr7Xblyhfvvvx9fX182b95MeHg4FouFw4cPs3XrVrflO3fuHAcOHGDEiBFA5Zl0gA0bNtCwYcNq/du0aYPdbmfChAmEhYWRk5NDx44dqVevHrt27WL79u0uZ2rUqBEpKSmkpKRw5MgRduzYQWZmJnPnzmX16tUuv76IiPxi4sSJTJs2jfT0dIYNG0ZxcTGPP/44bdq0oUWLFgBMmDCBjIwMWrVqRUREBG+//TYfffQR69evr9nwLtDNy0RERGqRBg0a0LVrV3Jzc7l8+bKjvaysjJ07dzoecfXr64fPnj3L0aNHGTVqFBEREVgsld+tv//++8AvZ3ddZbPZqKioYPTo0QD07NnT8f7dunVz/JSWlrJs2TJKS0s5cuQIpaWl3HPPPXTu3NlxxvnX2arazSgqKqJfv37k5eUBcNNNNzFx4kR69+5NcXGxy8crIiLOBg8eTFpaGjt27GD48OHMmDGD2NhYx400AZKSknjooYdIS0tjyJAh5OXlkZ6eTkxMTA0md43OWIuIiNQy//jHP0hMTGTChAmMHTuWiooKsrKyuHjxIlOmTAEqz9IC7N69m44dO9K9e3eCg4PZuHEjQUFBBAYG8uGHH7JhwwYAzp8/byrDmTNn+Pzzz4HKR2X98MMPbN++nZycHB544AG6desGVF5Dd/vtt/PEE09QVFRE165dOXr0KGlpaYSEhNC+fXvKy8sJCAjAZrNhsViwWCxs376d1157zSlb1dnvf/7zn/Tt25eOHTv+Yc7g4GCCgoKYP38+druddu3a8dVXX7Fr1y4mTZpk6phFRKS6p556qlrbbbfdxm233fa7+40fP57x48d7KpbXaWItIiJSy8TGxrJu3TqWL19OcnIyVquV6Ohonn76aTp37gxAQEAA48eP55VXXmHnzp189NFHZGZmsmDBAmbPno3VaqVTp06sXLmShQsXsm/fPqc7cv+RXbt2OW6UZrFYaN68OaGhodhsNvr37+/Ud9GiRaxatYqXX36Z4uJimjVrxpAhQ5g2bRr169enUaNGZGZmsnjxYqZOnUrDhg3p0qULL774IhMnTmTfvn3Ex8cTExND7969Wbp0Kbt37yYrK+tPZV2xYgXPPvsszz33HGfPnqV169ZMmTLFcZdyERERV/kY7rxbiYiIiIiIiMh1RtdYi4iIiIiIiLhAE2sRERERERERF2hiLSIiIiIiIuICTaxFREREREREXKCJtYiIiIiIiIgLNLEWERERERERcYEm1iIiIiIiIiIu0MRaRERERERExAWaWIuIiIiIiIi4QBNrERERERERERdoYi0iIiIiIiLiAk2sRURERERERFzwX8yM+fyw5mcxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Total Deaths by Country (Top 20)\n",
    "\n",
    "df_deaths = df.sort_values(by=\"total_deaths\", ascending=False).head(20)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "ax = sns.barplot(data=df_deaths, x=\"total_deaths\", y=\"country\", palette=\"Reds_r\")\n",
    "\n",
    "# Labels for the bars\n",
    "for i, v in enumerate(df_deaths[\"total_deaths\"]):\n",
    "    ax.text(v, i, f\"{int(v):,}\", va='center')\n",
    "\n",
    "plt.title(\"Top 20 Countries by Total COVID-19 Deaths\")\n",
    "plt.xlabel(\"Total Deaths\")\n",
    "plt.ylabel(\"Country\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ac45b089-576b-42a4-a9e4-7e04a7a0d2f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Observation\n",
    "\n",
    "# Total COVID-19 deaths are also concentrated among a small number of countries. The United States reports the highest number \n",
    "# of deaths, exceeding 1.2 million, followed by Brazil and India. \n",
    "\n",
    "# Similar to total case counts, countries with large populations and widespread outbreaks tend to have the highest \n",
    "# death totals. However, differences between countries may also reflect variations in healthcare capacity, \n",
    "# public health policies, and demographic factors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cf4e0189-f4d3-4e5d-94d3-e4efba9ffc45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Deaths per Million by Country (Top 20)\n",
    "\n",
    "df_deaths_pm = df.sort_values(by=\"deaths_per_million\", ascending=False).head(20)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "ax = sns.barplot(data=df_deaths_pm, x=\"deaths_per_million\", y=\"country\", palette=\"Purples_r\")\n",
    "\n",
    "# Labels for the bars\n",
    "for i, v in enumerate(df_deaths_pm[\"deaths_per_million\"]):\n",
    "    ax.text(v, i, f\"{int(v):,}\", va='center')\n",
    "\n",
    "plt.title(\"Top 20 Countries by COVID-19 Deaths per Million\")\n",
    "plt.xlabel(\"Deaths per Million\")\n",
    "plt.ylabel(\"Country\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "03e42033-b539-4272-ba69-37906d4d7a3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Observation\n",
    "\n",
    "# Deaths per million provide a population-adjusted measure of mortality and reveal a different pattern compared to total deaths. \n",
    "# Countries such as Peru, Bulgaria, and Hungary report some of the highest death rates relative to their population size.\n",
    "\n",
    "# This suggests that certain countries experienced disproportionately high mortality during the pandemic. \n",
    "# Factors such as healthcare system capacity, population age structure, and government response measures may contribute to \n",
    "# these differences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6648acc7-0a80-451c-9e97-4dbb772e7fca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# GDP per Country (Top 20)\n",
    "\n",
    "\n",
    "df_gdp = df.sort_values(by=\"GDP ( USD billions)\", ascending=False).head(20)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "ax = sns.barplot(data=df_gdp, x=\"GDP ( USD billions)\", y=\"country\", palette=\"Greens_r\")\n",
    "\n",
    "# Labels for the bars\n",
    "for i, v in enumerate(df_gdp[\"GDP ( USD billions)\"]):\n",
    "    ax.text(v, i, f\"{v:,.0f}\", va='center')\n",
    "\n",
    "plt.title(\"Top 20 Countries by GDP (USD Billions)\")\n",
    "plt.xlabel(\"GDP (USD Billions)\")\n",
    "plt.ylabel(\"Country\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4ed52b5b-c27a-4001-a556-68c812dbe085",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Observation\n",
    "\n",
    "# The GDP distribution highlights the dominance of a few large global economies. The United States and China have substantially \n",
    "# larger economies than all other countries, followed by Germany, India, and Japan.\n",
    "\n",
    "# There is a sharp decline in GDP values after the top economies, illustrating the unequal distribution of economic output worldwide. \n",
    "# Most countries operate on a significantly smaller economic scale compared to the largest global economies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "355cc6d7-8ecf-44aa-bff6-67043b8ac8ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# GDP per Capita by country\n",
    "\n",
    "df_gdp_pc = df.sort_values(by=\"GDP Per Capita(USD)\", ascending=False).head(20)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "ax = sns.barplot(data=df_gdp_pc, x=\"GDP Per Capita(USD)\", y=\"country\", palette=\"BuGn_r\")\n",
    "\n",
    "# Labels for the bars\n",
    "for i, v in enumerate(df_gdp_pc[\"GDP Per Capita(USD)\"]):\n",
    "    ax.text(v, i, f\"{int(v):,}\", va='center')\n",
    "\n",
    "plt.title(\"Top 20 Countries by GDP per Capita\")\n",
    "plt.xlabel(\"GDP per Capita (USD)\")\n",
    "plt.ylabel(\"Country\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "84fe8763-5037-4a65-9c46-509da42109e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Observation\n",
    "\n",
    "# GDP per capita highlights differences in economic prosperity across countries. \n",
    "# Smaller, high-income economies such as Liechtenstein and Luxembourg report the highest GDP per capita values.\n",
    "\n",
    "# In contrast to total GDP, this measure emphasizes wealth per individual rather than total economic output. \n",
    "# Several smaller countries appear at the top of this ranking, indicating that high income levels are not necessarily associated with large economies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e23097bc-17ab-40e9-850b-2e906c71f77f",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Section Summary\n",
    "\n",
    "# The visualizations reveal significant differences across countries in both pandemic outcomes and economic indicators. \n",
    "# Total case and death counts tend to be highest in large and populous countries, while population-adjusted measures such \n",
    "# as cases per million and deaths per million highlight the relative severity of the pandemic across countries.\n",
    "\n",
    "# Economic indicators also show substantial disparities, with a small number of countries dominating global GDP \n",
    "# while smaller high-income countries lead in GDP per capita. These patterns suggest that population size and economic \n",
    "# conditions may influence pandemic outcomes, which will be explored further through correlation and regression analysis \n",
    "# in the next section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "213ecff4-88f6-40af-86ec-91b7f0abbc23",
   "metadata": {},
   "outputs": [],
   "source": [
    "# C Inferential Analysis\n",
    "\n",
    "# We will conduct inferential analysis to examine the relaionships between COVID-19 outcomes and country level dempographic \n",
    "# and economic indicators. \n",
    "\n",
    "# Correlation anlaysis among numerical variables\n",
    "# Simple Linear regression for the required variable pairs\n",
    "# Diagnostic plots for regression models\n",
    "# Interpretation of statistical significance / behavior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4c6ed93c-427a-4a10-ad71-bf9eb61f7ba6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>population</th>\n",
       "      <th>cases_per_million</th>\n",
       "      <th>total_cases</th>\n",
       "      <th>deaths_per_million</th>\n",
       "      <th>total_deaths</th>\n",
       "      <th>GDP ( USD billions)</th>\n",
       "      <th>GDP Per Capita(USD)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>0.37</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.58</td>\n",
       "      <td>-0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cases_per_million</th>\n",
       "      <td>-0.12</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_cases</th>\n",
       "      <td>0.37</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths_per_million</th>\n",
       "      <td>-0.08</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.24</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_deaths</th>\n",
       "      <td>0.40</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP ( USD billions)</th>\n",
       "      <td>0.58</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.71</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP Per Capita(USD)</th>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.19</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     population  cases_per_million  total_cases  \\\n",
       "population                 1.00              -0.12         0.37   \n",
       "cases_per_million         -0.12               1.00         0.20   \n",
       "total_cases                0.37               0.20         1.00   \n",
       "deaths_per_million        -0.08               0.52         0.24   \n",
       "total_deaths               0.40               0.07         0.90   \n",
       "GDP ( USD billions)        0.58               0.07         0.77   \n",
       "GDP Per Capita(USD)       -0.05               0.67         0.22   \n",
       "\n",
       "                     deaths_per_million  total_deaths  GDP ( USD billions)  \\\n",
       "population                        -0.08          0.40                 0.58   \n",
       "cases_per_million                  0.52          0.07                 0.07   \n",
       "total_cases                        0.24          0.90                 0.77   \n",
       "deaths_per_million                 1.00          0.30                 0.12   \n",
       "total_deaths                       0.30          1.00                 0.71   \n",
       "GDP ( USD billions)                0.12          0.71                 1.00   \n",
       "GDP Per Capita(USD)                0.30          0.12                 0.19   \n",
       "\n",
       "                     GDP Per Capita(USD)  \n",
       "population                         -0.05  \n",
       "cases_per_million                   0.67  \n",
       "total_cases                         0.22  \n",
       "deaths_per_million                  0.30  \n",
       "total_deaths                        0.12  \n",
       "GDP ( USD billions)                 0.19  \n",
       "GDP Per Capita(USD)                 1.00  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Correlation Analysis\n",
    "\n",
    "# Select numerical columns\n",
    "num_df = df.select_dtypes(include=[\"number\"])\n",
    "\n",
    "# Correlation matrix\n",
    "corr_matrix = num_df.corr()\n",
    "\n",
    "# Display matrix\n",
    "corr_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "719e3462-8d59-4aa7-9842-019ed2522d1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation Heatmap\n",
    "\n",
    "sns.set_theme(style=\"white\", font_scale=1.1)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "sns.heatmap(\n",
    "    corr_matrix,\n",
    "    annot=True,\n",
    "    cmap=\"icefire\",\n",
    "    center=0,\n",
    "    fmt=\".2f\",\n",
    "    linewidths=0.8,\n",
    "    square=True,\n",
    "    annot_kws={\"weight\":\"bold\"}\n",
    ")\n",
    "\n",
    "plt.title(\"Correlation Matrix of COVID-19 Metrics and Economic Indicators\", fontsize=15, weight=\"bold\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.yticks(rotation=0)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "29e6b139-c5fc-43b5-ba6f-d41deba01b9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Correlation Analysis Observation\n",
    "\n",
    "# The correlation matrix reveals several meaningful relationships between the COVID-19 metrics and economic indicators in the dataset.\n",
    "\n",
    "# The strongest relationship appears between total cases and total deaths (0.90), indicating a very strong positive association. \n",
    "# This is expected, as countries with higher infection counts generally experience higher numbers of deaths.\n",
    "\n",
    "# There is also a strong positive correlation between GDP and total cases (0.77) and between **GDP and total deaths (0.71). \n",
    "# This likely reflects the fact that larger economies often correspond to larger populations, more urbanization, \n",
    "# and greater international connectivity, all of which can influence the scale of pandemic spread.\n",
    "\n",
    "# Population shows moderate positive correlations with total cases (0.37) and total deaths (0.40), \n",
    "# suggesting that population size contributes to overall case and death counts, though it is not the sole determining factor.\n",
    "\n",
    "# For the population-adjusted metrics, GDP per capita shows a relatively strong positive correlation with cases per \n",
    "# million (0.67) and a moderate correlation with deaths per million (0.30). This suggests that wealthier countries \n",
    "# may report higher infection rates per capita, potentially due to differences in testing capacity, healthcare reporting systems, \n",
    "# or population mobility.\n",
    "\n",
    "# Additionally, cases per million and deaths per million show a moderate correlation (0.52), indicating that countries \n",
    "# with higher infection rates per capita tend to also experience higher mortality rates per capita.\n",
    "\n",
    "# Overall, the correlation results suggest that total pandemic impact is more strongly associated with economic \n",
    "# scale and total case counts, while per-capita measures reveal different patterns related to economic development and healthcare \n",
    "# reporting differences. These relationships will be further examined using regression analysis in the following section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a933c77a-79c2-46de-acbc-1d2636f8f7d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>continent</th>\n",
       "      <th>country</th>\n",
       "      <th>population</th>\n",
       "      <th>cases_per_million</th>\n",
       "      <th>total_cases</th>\n",
       "      <th>deaths_per_million</th>\n",
       "      <th>total_deaths</th>\n",
       "      <th>gdp_usd_billions</th>\n",
       "      <th>gdp_per_capita</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Africa</td>\n",
       "      <td>Niger</td>\n",
       "      <td>26083660</td>\n",
       "      <td>381</td>\n",
       "      <td>9931</td>\n",
       "      <td>12</td>\n",
       "      <td>312</td>\n",
       "      <td>26.11</td>\n",
       "      <td>864.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Asia</td>\n",
       "      <td>China</td>\n",
       "      <td>1448471400</td>\n",
       "      <td>347</td>\n",
       "      <td>503302</td>\n",
       "      <td>4</td>\n",
       "      <td>5272</td>\n",
       "      <td>20,650.75</td>\n",
       "      <td>14,730.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Africa</td>\n",
       "      <td>Liberia</td>\n",
       "      <td>5305117</td>\n",
       "      <td>1525</td>\n",
       "      <td>8090</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>5.59</td>\n",
       "      <td>955.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Oceania</td>\n",
       "      <td>Nauru</td>\n",
       "      <td>10903</td>\n",
       "      <td>494635</td>\n",
       "      <td>5393</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>0.18</td>\n",
       "      <td>14,958.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Africa</td>\n",
       "      <td>Comoros</td>\n",
       "      <td>907419</td>\n",
       "      <td>10038</td>\n",
       "      <td>9109</td>\n",
       "      <td>177</td>\n",
       "      <td>161</td>\n",
       "      <td>1.77</td>\n",
       "      <td>1,904.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  continent  country  population  cases_per_million  total_cases  \\\n",
       "0    Africa    Niger    26083660                381         9931   \n",
       "1      Asia    China  1448471400                347       503302   \n",
       "2    Africa  Liberia     5305117               1525         8090   \n",
       "3   Oceania    Nauru       10903             494635         5393   \n",
       "4    Africa  Comoros      907419              10038         9109   \n",
       "\n",
       "   deaths_per_million  total_deaths  gdp_usd_billions  gdp_per_capita  \n",
       "0                  12           312             26.11          864.48  \n",
       "1                   4          5272         20,650.75       14,730.31  \n",
       "2                  56           295              5.59          955.67  \n",
       "3                  92             1              0.18       14,958.98  \n",
       "4                 177           161              1.77        1,904.28  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Making a copy of the dataset that's regression friendly\n",
    "\n",
    "reg_df = df.rename(columns={\n",
    "    \"GDP ( USD billions)\": \"gdp_usd_billions\",\n",
    "    \"GDP Per Capita(USD)\": \"gdp_per_capita\"\n",
    "})\n",
    "\n",
    "reg_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9efb66b5-46ee-44d3-b23a-22cf0441a6eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_cases ~ population\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            total_cases   R-squared:                       0.135\n",
      "Model:                            OLS   Adj. R-squared:                  0.131\n",
      "Method:                 Least Squares   F-statistic:                     28.51\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           2.76e-07\n",
      "Time:                        02:20:34   Log-Likelihood:                -3228.5\n",
      "No. Observations:                 184   AIC:                             6461.\n",
      "Df Residuals:                     182   BIC:                             6467.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept   2.503e+06   7.74e+05      3.232      0.001    9.75e+05    4.03e+06\n",
      "population     0.0262      0.005      5.339      0.000       0.016       0.036\n",
      "==============================================================================\n",
      "Omnibus:                      258.018   Durbin-Watson:                   1.138\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            23916.398\n",
      "Skew:                           5.913   Prob(JB):                         0.00\n",
      "Kurtosis:                      57.586   Cond. No.                     1.64e+08\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 1.64e+08. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Regression Function\n",
    "\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "# Fits a simple linear regression model, and displays:\n",
    "# Regression summary\n",
    "# residual plot\n",
    "# normal Q-Q plot\n",
    "\n",
    "def run_regression(data, x_var, y_var):\n",
    "    \n",
    "    formula = f\"{y_var} ~ {x_var}\"\n",
    "    model = smf.ols(formula=formula, data=data).fit()\n",
    "    \n",
    "    print(\"=\" * 80)\n",
    "    print(f\"Regression Model: {y_var} ~ {x_var}\")\n",
    "    print(\"=\" * 80)\n",
    "    print(model.summary())\n",
    "    \n",
    "    # Create diagnostic plots\n",
    "    fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
    "    \n",
    "    # Residual plot\n",
    "    sns.residplot(x=model.fittedvalues, y=model.resid, lowess=True, ax=axes[0],\n",
    "                  scatter_kws={\"alpha\": 0.7}, line_kws={\"color\": \"red\"})\n",
    "    axes[0].set_title(f\"Residual Plot: {y_var} ~ {x_var}\")\n",
    "    axes[0].set_xlabel(\"Fitted Values\")\n",
    "    axes[0].set_ylabel(\"Residuals\")\n",
    "    \n",
    "    # Q-Q plot\n",
    "    sm.qqplot(model.resid, line=\"45\", fit=True, ax=axes[1])\n",
    "    axes[1].set_title(f\"Normal Q-Q Plot: {y_var} ~ {x_var}\")\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    return model\n",
    "\n",
    "model_1 = run_regression(reg_df, \"population\", \"total_cases\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2b9eeaf1-f730-41f1-8c55-ddca4b9de749",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Redo Residual plot without extremes for better visual\n",
    "\n",
    "\n",
    "fitted = model_1.fittedvalues\n",
    "residuals = model_1.resid\n",
    "\n",
    "# Remove extreme outliers (top 2% of fitted values)\n",
    "threshold = fitted.quantile(0.98)\n",
    "mask = fitted < threshold\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "sns.residplot(\n",
    "    x=fitted[mask],\n",
    "    y=residuals[mask],\n",
    "    lowess=True,\n",
    "    scatter_kws={\"alpha\":0.7},\n",
    "    line_kws={\"color\":\"red\"}\n",
    ")\n",
    "\n",
    "plt.title(\"Residual Plot (Trimmed): Total Cases vs Population\")\n",
    "plt.xlabel(\"Fitted Values\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "dbc2fcfe-4f86-4ee1-8c29-71c4cadd84b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Regression analysis\n",
    "\n",
    "# Population does explain some variation in total cases, but isn't the whole story\n",
    "# Larger countries show much more unpredictable case counts\n",
    "# The model has increasing error as countries get larger \n",
    "\n",
    "# Population matters - countries with larger populations, in general, have more COVID cases\n",
    "# That's what we learn from the positive coefficient (0.0262)\n",
    "# The relationship exists between larger populations and COVID cases, and is statistically significant. \n",
    "\n",
    "# Population explains a small part of the story\n",
    "# R^2 = 0.135\n",
    "# Population only explains around 13.5% of the variance in total cases between countries\n",
    "# The most variation comes from the other factors, like \n",
    "# Testing availability\n",
    "# Public health policy\n",
    "# Population Density\n",
    "# Travel Patterns\n",
    "# Healthcare systems\n",
    "# Timing of Outbreaks\n",
    "\n",
    "# The residual plot shows prediction errors get bigger for larger countries \n",
    "# It shows a fan shape\n",
    "# This means the model is less reliable for large countries \n",
    "# Small countries are clustered near the line\n",
    "# Large countries have a huge unpredictable variation\n",
    "# In Data analysis, this is called heteroskedasticity\n",
    "\n",
    "# The Q-Q plot shows the assumptions are violated\n",
    "# It curves upward instead of following the line\n",
    "# This shows us the residuals are not normally distributed\n",
    "# This is because the datest has extreme outliers (large countries) and very skewed data\n",
    "# Extremely common in global country-level datsets \n",
    "\n",
    "# Although population is a statistically significant predictor of total COVID-19 cases, the relatively low explanatory power \n",
    "# and diagnostic plots suggest that population alone does not adequately explain the variation in case counts across countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "6885f0be-ca8e-4d10-b822-56e8ffdfefaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_deaths ~ population\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           total_deaths   R-squared:                       0.159\n",
      "Model:                            OLS   Adj. R-squared:                  0.155\n",
      "Method:                 Least Squares   F-statistic:                     34.47\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           2.02e-08\n",
      "Time:                        02:20:34   Log-Likelihood:                -2398.7\n",
      "No. Observations:                 184   AIC:                             4801.\n",
      "Df Residuals:                     182   BIC:                             4808.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept   2.438e+04   8518.969      2.862      0.005    7570.529    4.12e+04\n",
      "population     0.0003   5.39e-05      5.871      0.000       0.000       0.000\n",
      "==============================================================================\n",
      "Omnibus:                      259.145   Durbin-Watson:                   1.529\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            24453.383\n",
      "Skew:                           5.953   Prob(JB):                         0.00\n",
      "Kurtosis:                      58.207   Cond. No.                     1.64e+08\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 1.64e+08. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_2 = run_regression(reg_df, \"population\", \"total_deaths\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e3b63ae6-9936-40bd-ae27-2fad641cd4bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_cases ~ gdp_usd_billions\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            total_cases   R-squared:                       0.586\n",
      "Model:                            OLS   Adj. R-squared:                  0.584\n",
      "Method:                 Least Squares   F-statistic:                     257.6\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           1.09e-36\n",
      "Time:                        02:20:47   Log-Likelihood:                -3160.8\n",
      "No. Observations:                 184   AIC:                             6326.\n",
      "Df Residuals:                     182   BIC:                             6332.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "====================================================================================\n",
      "                       coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------------\n",
      "Intercept         1.671e+06   5.31e+05      3.146      0.002    6.23e+05    2.72e+06\n",
      "gdp_usd_billions  2894.2937    180.344     16.049      0.000    2538.460    3250.128\n",
      "==============================================================================\n",
      "Omnibus:                      131.271   Durbin-Watson:                   0.882\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             9658.070\n",
      "Skew:                          -1.790   Prob(JB):                         0.00\n",
      "Kurtosis:                      38.312   Cond. No.                     3.02e+03\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 3.02e+03. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_3 = run_regression(reg_df, \"gdp_usd_billions\", \"total_cases\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1fa7b859-6985-4509-b2f7-441a5f9e4235",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_cases ~ gdp_per_capita\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            total_cases   R-squared:                       0.047\n",
      "Model:                            OLS   Adj. R-squared:                  0.042\n",
      "Method:                 Least Squares   F-statistic:                     8.982\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):            0.00311\n",
      "Time:                        02:20:53   Log-Likelihood:                -3237.5\n",
      "No. Observations:                 184   AIC:                             6479.\n",
      "Df Residuals:                     182   BIC:                             6485.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==================================================================================\n",
      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------\n",
      "Intercept       1.931e+06   9.57e+05      2.017      0.045    4.19e+04    3.82e+06\n",
      "gdp_per_capita    73.2092     24.428      2.997      0.003      25.011     121.407\n",
      "==============================================================================\n",
      "Omnibus:                      259.673   Durbin-Watson:                   0.711\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            20019.139\n",
      "Skew:                           6.096   Prob(JB):                         0.00\n",
      "Kurtosis:                      52.624   Cond. No.                     4.78e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 4.78e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_4 = run_regression(reg_df, \"gdp_per_capita\", \"total_cases\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ffe30d2c-be0f-4888-8982-fba5b18d9acb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: cases_per_million ~ gdp_per_capita\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:      cases_per_million   R-squared:                       0.443\n",
      "Model:                            OLS   Adj. R-squared:                  0.440\n",
      "Method:                 Least Squares   F-statistic:                     144.9\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           6.32e-25\n",
      "Time:                        02:21:01   Log-Likelihood:                -2450.0\n",
      "No. Observations:                 184   AIC:                             4904.\n",
      "Df Residuals:                     182   BIC:                             4910.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==================================================================================\n",
      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------\n",
      "Intercept       8.697e+04   1.33e+04      6.560      0.000    6.08e+04    1.13e+05\n",
      "gdp_per_capita     4.0722      0.338     12.037      0.000       3.405       4.740\n",
      "==============================================================================\n",
      "Omnibus:                       29.713   Durbin-Watson:                   1.681\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               49.015\n",
      "Skew:                           0.846   Prob(JB):                     2.27e-11\n",
      "Kurtosis:                       4.878   Cond. No.                     4.78e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 4.78e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_6 = run_regression(reg_df, \"gdp_per_capita\", \"cases_per_million\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "d051f2ac-502f-4a31-b876-4729ddec153d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: deaths_per_million ~ gdp_per_capita\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:     deaths_per_million   R-squared:                       0.091\n",
      "Model:                            OLS   Adj. R-squared:                  0.086\n",
      "Method:                 Least Squares   F-statistic:                     18.21\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           3.18e-05\n",
      "Time:                        02:21:13   Log-Likelihood:                -1583.4\n",
      "No. Observations:                 184   AIC:                             3171.\n",
      "Df Residuals:                     182   BIC:                             3177.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==================================================================================\n",
      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------\n",
      "Intercept       1012.2171    119.406      8.477      0.000     776.619    1247.815\n",
      "gdp_per_capita     0.0130      0.003      4.267      0.000       0.007       0.019\n",
      "==============================================================================\n",
      "Omnibus:                       49.027   Durbin-Watson:                   1.526\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               82.585\n",
      "Skew:                           1.388   Prob(JB):                     1.17e-18\n",
      "Kurtosis:                       4.752   Cond. No.                     4.78e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 4.78e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_8 = run_regression(reg_df, \"gdp_per_capita\", \"deaths_per_million\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1b106eac-ae3c-4fc0-88f8-93a5df0fd659",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_deaths ~ population\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           total_deaths   R-squared:                       0.159\n",
      "Model:                            OLS   Adj. R-squared:                  0.155\n",
      "Method:                 Least Squares   F-statistic:                     34.47\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           2.02e-08\n",
      "Time:                        02:23:32   Log-Likelihood:                -2398.7\n",
      "No. Observations:                 184   AIC:                             4801.\n",
      "Df Residuals:                     182   BIC:                             4808.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept   2.438e+04   8518.969      2.862      0.005    7570.529    4.12e+04\n",
      "population     0.0003   5.39e-05      5.871      0.000       0.000       0.000\n",
      "==============================================================================\n",
      "Omnibus:                      259.145   Durbin-Watson:                   1.529\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            24453.383\n",
      "Skew:                           5.953   Prob(JB):                         0.00\n",
      "Kurtosis:                      58.207   Cond. No.                     1.64e+08\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 1.64e+08. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run all models for relevant data points\n",
    "\n",
    "model_2 = run_regression(reg_df, \"population\", \"total_deaths\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "22555f61-32f7-485a-b82e-2d8a2a87fe10",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Population | Deaths\n",
    "\n",
    "# Countries with larger economies tend to report more total COVID cases\n",
    "\n",
    "# This is probably because large economies often have:\n",
    "# larger populations\n",
    "# more international travel\n",
    "# more urban environments\n",
    "# and stronger testing/reporting systems\n",
    "\n",
    "# GDP explains some of the differences in total cases,\n",
    "# but it still leaves a lot of variation unexplained\n",
    "\n",
    "# The residual plot suggests that prediction errors grow\n",
    "# as the predicted number of cases increases\n",
    "\n",
    "# The Q-Q plot shows some skewness in the residuals,\n",
    "# meaning a few countries behave very differently from the rest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "43e67fc0-b31a-441f-bdc6-9c32ccab90f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_cases ~ gdp_usd_billions\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            total_cases   R-squared:                       0.586\n",
      "Model:                            OLS   Adj. R-squared:                  0.584\n",
      "Method:                 Least Squares   F-statistic:                     257.6\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           1.09e-36\n",
      "Time:                        02:24:39   Log-Likelihood:                -3160.8\n",
      "No. Observations:                 184   AIC:                             6326.\n",
      "Df Residuals:                     182   BIC:                             6332.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "====================================================================================\n",
      "                       coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------------\n",
      "Intercept         1.671e+06   5.31e+05      3.146      0.002    6.23e+05    2.72e+06\n",
      "gdp_usd_billions  2894.2937    180.344     16.049      0.000    2538.460    3250.128\n",
      "==============================================================================\n",
      "Omnibus:                      131.271   Durbin-Watson:                   0.882\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             9658.070\n",
      "Skew:                          -1.790   Prob(JB):                         0.00\n",
      "Kurtosis:                      38.312   Cond. No.                     3.02e+03\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 3.02e+03. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_3 = run_regression(reg_df, \"gdp_usd_billions\", \"total_cases\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e49b76d-c4c0-47e0-9698-0e00761efa5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Countries with larger economies tend to report more total COVID cases\n",
    "\n",
    "# R^2 = 0.586\n",
    "# This means GDP explains about 58.6% of the variation in total COVID cases between countries\n",
    "\n",
    "# This is a much stronger relationship than population alone\n",
    "# suggesting that economic scale is closely tied to the size of pandemic outbreaks\n",
    "\n",
    "# Larger economies often have:\n",
    "# Larger populations\n",
    "# More international travel\n",
    "# Higher levels of urbanization\n",
    "# More developed testing and reporting systems\n",
    "\n",
    "# All of these factors can contribute to higher reported case counts\n",
    "\n",
    "# The GDP coefficient is statistically significant (p < 0.001)\n",
    "# meaning the relationship between GDP and total cases is very unlikely to be due to random chance\n",
    "\n",
    "# The residual plot still shows some spread for countries with very large GDP\n",
    "# indicating the model becomes less precise for the largest economies\n",
    "\n",
    "# The Q-Q plot shows noticeable deviations from the straight line\n",
    "# which means the residuals are not perfectly normally distributed\n",
    "# likely due to extreme values from very large countries\n",
    "\n",
    "# Overall, GDP is a strong predictor of total COVID cases in this dataset\n",
    "# but it still does not capture all of the factors influencing case counts across countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "443da70a-0028-4b55-a3a2-e95c2ad33065",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_cases ~ gdp_per_capita\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:            total_cases   R-squared:                       0.047\n",
      "Model:                            OLS   Adj. R-squared:                  0.042\n",
      "Method:                 Least Squares   F-statistic:                     8.982\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):            0.00311\n",
      "Time:                        02:26:33   Log-Likelihood:                -3237.5\n",
      "No. Observations:                 184   AIC:                             6479.\n",
      "Df Residuals:                     182   BIC:                             6485.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==================================================================================\n",
      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------\n",
      "Intercept       1.931e+06   9.57e+05      2.017      0.045    4.19e+04    3.82e+06\n",
      "gdp_per_capita    73.2092     24.428      2.997      0.003      25.011     121.407\n",
      "==============================================================================\n",
      "Omnibus:                      259.673   Durbin-Watson:                   0.711\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            20019.139\n",
      "Skew:                           6.096   Prob(JB):                         0.00\n",
      "Kurtosis:                      52.624   Cond. No.                     4.78e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 4.78e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_4 = run_regression(reg_df, \"gdp_per_capita\", \"total_cases\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "90ea693b-f0fa-4a91-9f81-2bc12f01e8c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# GDP per capita has a statistically significant relationship with total COVID cases\n",
    "# but it explains very little of the differences between countries\n",
    "\n",
    "# R^2 = 0.047\n",
    "# This means GDP per capita explains only about 4.7% of the variation in total cases\n",
    "\n",
    "# In other words, wealth per person does not do a good job predicting\n",
    "# how many total cases a country experienced\n",
    "\n",
    "# This makes sense because total cases are heavily influenced by\n",
    "# how large a country is, not just how wealthy it is\n",
    "\n",
    "# Large countries can have huge case counts even if they are not very wealthy,\n",
    "# while small wealthy countries may still have relatively low total cases\n",
    "\n",
    "# The GDP per capita coefficient is statistically significant (p ≈ 0.003),\n",
    "# meaning the relationship likely exists, but it is very weak\n",
    "\n",
    "# The residual plot shows a lot of spread around the prediction line,\n",
    "# suggesting the model does not fit the data very well\n",
    "\n",
    "# The Q-Q plot shows strong deviation from normality,\n",
    "# indicating the presence of extreme outliers and skewed data\n",
    "\n",
    "# Overall, GDP per capita alone is a poor predictor of total COVID case counts\n",
    "# because population size and other pandemic-related factors play a much larger role"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9d316bed-5644-4ea0-9def-cfc7f507b854",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: cases_per_million ~ gdp_usd_billions\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:      cases_per_million   R-squared:                       0.006\n",
      "Model:                            OLS   Adj. R-squared:                  0.000\n",
      "Method:                 Least Squares   F-statistic:                     1.027\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):              0.312\n",
      "Time:                        02:27:20   Log-Likelihood:                -2503.4\n",
      "No. Observations:                 184   AIC:                             5011.\n",
      "Df Residuals:                     182   BIC:                             5017.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "====================================================================================\n",
      "                       coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------------\n",
      "Intercept         1.748e+05   1.49e+04     11.725      0.000    1.45e+05    2.04e+05\n",
      "gdp_usd_billions     5.1313      5.064      1.013      0.312      -4.860      15.123\n",
      "==============================================================================\n",
      "Omnibus:                       28.212   Durbin-Watson:                   1.650\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               37.210\n",
      "Skew:                           1.099   Prob(JB):                     8.32e-09\n",
      "Kurtosis:                       3.154   Cond. No.                     3.02e+03\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 3.02e+03. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_5 = run_regression(reg_df, \"gdp_usd_billions\", \"cases_per_million\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2088053e-d7b8-4767-9576-b22cddbd80a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# GDP does not appear to explain differences in COVID infection rates between countries\n",
    "\n",
    "# R^2 = 0.006\n",
    "# This means GDP explains less than 1% of the variation in cases per million\n",
    "\n",
    "# In other words, the size of a country's economy tells us almost nothing\n",
    "# about how widespread COVID infections were relative to population\n",
    "\n",
    "# The GDP coefficient is not statistically significant (p ≈ 0.31)\n",
    "# which suggests there is no meaningful linear relationship\n",
    "# between GDP and cases per million in this dataset\n",
    "\n",
    "# This makes sense because infection rates depend much more on factors like:\n",
    "# government containment policies\n",
    "# population density\n",
    "# mobility and travel patterns\n",
    "# vaccination rates\n",
    "# and public behavior during the pandemic\n",
    "\n",
    "# The residual plot shows a crooked trend line rather than a flat one\n",
    "# which suggests the relationship between GDP and cases per million\n",
    "# is not well described by a simple linear model\n",
    "\n",
    "# We also see very large vertical spread in the residuals\n",
    "# meaning countries with similar GDP values can have extremely different infection rates\n",
    "\n",
    "# The Q-Q plot forms an S-shaped curve instead of following the straight reference line\n",
    "# which indicates the residuals are not normally distributed\n",
    "\n",
    "# This S-shape usually means the model is missing important explanatory variables\n",
    "# and that the data contains heavy tails or outliers\n",
    "\n",
    "# Overall, this model shows that GDP alone is a poor predictor\n",
    "# of how widely COVID spread within a country's population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "5ea12e99-c7fa-4709-9b94-2b81d0da463b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: cases_per_million ~ gdp_per_capita\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:      cases_per_million   R-squared:                       0.443\n",
      "Model:                            OLS   Adj. R-squared:                  0.440\n",
      "Method:                 Least Squares   F-statistic:                     144.9\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           6.32e-25\n",
      "Time:                        02:28:18   Log-Likelihood:                -2450.0\n",
      "No. Observations:                 184   AIC:                             4904.\n",
      "Df Residuals:                     182   BIC:                             4910.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==================================================================================\n",
      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------\n",
      "Intercept       8.697e+04   1.33e+04      6.560      0.000    6.08e+04    1.13e+05\n",
      "gdp_per_capita     4.0722      0.338     12.037      0.000       3.405       4.740\n",
      "==============================================================================\n",
      "Omnibus:                       29.713   Durbin-Watson:                   1.681\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               49.015\n",
      "Skew:                           0.846   Prob(JB):                     2.27e-11\n",
      "Kurtosis:                       4.878   Cond. No.                     4.78e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 4.78e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_6 = run_regression(reg_df, \"gdp_per_capita\", \"cases_per_million\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "8f629bc7-1fc6-4548-b028-e2e9c6e340a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# GDP per capita shows a much stronger relationship with cases per million\n",
    "# than total GDP did in the previous model\n",
    "\n",
    "# R^2 = 0.443\n",
    "# This means GDP per capita explains about 44.3% of the variation\n",
    "# in COVID cases per million between countries\n",
    "\n",
    "# The coefficient is positive and statistically significant (p < 0.001)\n",
    "# meaning countries with higher income per person tend to report\n",
    "# higher infection rates per million people\n",
    "\n",
    "# One likely explanation is that wealthier countries tend to have:\n",
    "# stronger testing systems\n",
    "# more complete reporting of infections\n",
    "# higher international travel and mobility\n",
    "# more urbanized populations\n",
    "\n",
    "# The residual plot shows a curved LOWESS line instead of a flat one\n",
    "# which suggests the relationship may not be perfectly linear\n",
    "\n",
    "# In particular, the model appears to slightly overpredict or underpredict\n",
    "# cases at certain GDP levels, meaning the true relationship may be more complex\n",
    "\n",
    "# The Q-Q plot again shows an S-shaped pattern\n",
    "# indicating that the residuals are not perfectly normally distributed\n",
    "\n",
    "# This usually happens when the data contains outliers or heavy tails,\n",
    "# which is common in global country-level datasets\n",
    "\n",
    "# Overall, GDP per capita appears to be a meaningful predictor\n",
    "# of infection rates across countries, but it still does not capture\n",
    "# all of the factors influencing COVID spread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "c3700cf3-d702-436a-aa16-632d718eda97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: total_deaths ~ gdp_per_capita\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           total_deaths   R-squared:                       0.014\n",
      "Model:                            OLS   Adj. R-squared:                  0.008\n",
      "Method:                 Least Squares   F-statistic:                     2.494\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):              0.116\n",
      "Time:                        02:29:05   Log-Likelihood:                -2413.4\n",
      "No. Observations:                 184   AIC:                             4831.\n",
      "Df Residuals:                     182   BIC:                             4837.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==================================================================================\n",
      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------\n",
      "Intercept       2.749e+04   1.09e+04      2.530      0.012    6046.846    4.89e+04\n",
      "gdp_per_capita     0.4379      0.277      1.579      0.116      -0.109       0.985\n",
      "==============================================================================\n",
      "Omnibus:                      267.515   Durbin-Watson:                   1.136\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            20965.904\n",
      "Skew:                           6.447   Prob(JB):                         0.00\n",
      "Kurtosis:                      53.680   Cond. No.                     4.78e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 4.78e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_7 = run_regression(reg_df, \"gdp_per_capita\", \"total_deaths\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13e7d3d9-9e5c-420f-808f-99894adac353",
   "metadata": {},
   "outputs": [],
   "source": [
    "# GDP per capita does not appear to explain differences in total COVID deaths\n",
    "\n",
    "# R^2 = 0.014\n",
    "# This means GDP per capita explains only about 1.4% of the variation\n",
    "# in total deaths between countries\n",
    "\n",
    "# The coefficient is not statistically significant (p ≈ 0.116)\n",
    "# which means we cannot conclude there is a meaningful relationship\n",
    "# between GDP per capita and total deaths in this dataset\n",
    "\n",
    "# This result makes sense because total death counts depend heavily\n",
    "# on the size of a country's population rather than how wealthy it is\n",
    "\n",
    "# Large countries can have very high death counts even if they are not very wealthy,\n",
    "# while smaller wealthy countries may still have relatively low totals\n",
    "\n",
    "# The residual plot shows a wide spread of prediction errors,\n",
    "# indicating the model does a poor job explaining differences in death totals\n",
    "\n",
    "# The red LOWESS line slopes slightly downward,\n",
    "# suggesting the linear relationship between these variables is weak\n",
    "\n",
    "# The Q-Q plot shows a strong S-shaped curve and several extreme points\n",
    "# meaning the residuals are not normally distributed\n",
    "\n",
    "# This indicates the presence of outliers and heavy tails,\n",
    "# which is common when analyzing global country-level data\n",
    "\n",
    "# Overall, GDP per capita alone is not a useful predictor\n",
    "# of total COVID deaths across countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "75b03d8c-2d94-431f-a22b-22ad1a411e21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "Regression Model: deaths_per_million ~ gdp_per_capita\n",
      "================================================================================\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:     deaths_per_million   R-squared:                       0.091\n",
      "Model:                            OLS   Adj. R-squared:                  0.086\n",
      "Method:                 Least Squares   F-statistic:                     18.21\n",
      "Date:                Mon, 09 Mar 2026   Prob (F-statistic):           3.18e-05\n",
      "Time:                        02:29:54   Log-Likelihood:                -1583.4\n",
      "No. Observations:                 184   AIC:                             3171.\n",
      "Df Residuals:                     182   BIC:                             3177.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==================================================================================\n",
      "                     coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------\n",
      "Intercept       1012.2171    119.406      8.477      0.000     776.619    1247.815\n",
      "gdp_per_capita     0.0130      0.003      4.267      0.000       0.007       0.019\n",
      "==============================================================================\n",
      "Omnibus:                       49.027   Durbin-Watson:                   1.526\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               82.585\n",
      "Skew:                           1.388   Prob(JB):                     1.17e-18\n",
      "Kurtosis:                       4.752   Cond. No.                     4.78e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 4.78e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_8 = run_regression(reg_df, \"gdp_per_capita\", \"deaths_per_million\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d46b7f23-d4af-4a5d-8c91-24984ac96717",
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    "# GDP per capita shows a small but statistically significant relationship\n",
    "# with COVID deaths per million\n",
    "\n",
    "# R^2 = 0.091\n",
    "# This means GDP per capita explains about 9.1% of the variation\n",
    "# in deaths per million across countries\n",
    "\n",
    "# The coefficient is statistically significant (p < 0.001)\n",
    "# meaning there is evidence of a relationship between wealth per person\n",
    "# and mortality rates during the pandemic\n",
    "\n",
    "# However, the overall explanatory power of the model is still low\n",
    "# which means GDP per capita alone does not explain most of the\n",
    "# differences in death rates between countries\n",
    "\n",
    "# Other factors likely played a much larger role, such as:\n",
    "# healthcare system capacity\n",
    "# vaccination availability\n",
    "# population age structure\n",
    "# government response policies\n",
    "# timing of pandemic waves\n",
    "\n",
    "# The residual plot shows a curved LOWESS line instead of a flat one\n",
    "# suggesting the relationship between GDP per capita and deaths per million\n",
    "# may not be perfectly linear\n",
    "\n",
    "# We also see wide variation in residual values,\n",
    "# meaning countries with similar GDP per capita can still have very different mortality outcomes\n",
    "\n",
    "# The Q-Q plot shows an S-shaped curve rather than following the straight reference line\n",
    "# indicating the residuals are not perfectly normally distributed\n",
    "\n",
    "# This pattern suggests the presence of outliers and heavy-tailed data,\n",
    "# which is common in global datasets where some countries experienced\n",
    "# unusually high or unusually low mortality rates\n",
    "\n",
    "# Overall, GDP per capita has a statistically significant relationship\n",
    "# with deaths per million, but it explains only a small portion\n",
    "# of the differences in pandemic mortality between countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "b8a7e0d2-8597-4166-bd60-ec4a2febf38b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Final Conclusion\n",
    "\n",
    "\n",
    "# This analysis examined country-level COVID-19 outcomes alongside demographic and economic indicators. \n",
    "# The exploratory data analysis showed that most numerical variables were strongly right-skewed and contained \n",
    "# several outliers, reflecting major differences in country size, economic scale, and pandemic impact.\n",
    "\n",
    "# The visualization section showed that total case counts and total deaths were concentrated in a small \n",
    "# number of large countries, while population-adjusted measures such as cases per million and deaths \n",
    "# per million revealed a different set of countries with relatively high pandemic burden. GDP and GDP \n",
    "# per capita also showed substantial inequality across countries.\n",
    "\n",
    "# The inferential analysis found that total cases and total deaths were strongly associated with broader measures \n",
    "# of country scale, especially GDP and, to a lesser extent, population. GDP per capita was more informative \n",
    "# for population-adjusted case rates than for total counts. Several regression models were statistically \n",
    "# significant, but many also showed low explanatory power, non-normal residuals, and signs of heteroskedasticity. \n",
    "# This suggests that while population and economic indicators help explain some variation in COVID-19 outcomes, \n",
    "# they do not fully capture the complexity of pandemic patterns across countries.\n",
    "\n",
    "# Higher-income countries often reported more cases per million.\n",
    "# That doesn’t necessarily mean the virus spread more there — it can means:\n",
    "# better testing\n",
    "# better reporting\n",
    "# more transparent health systems\n",
    "# Lower-income countries often under-detect infections.\n",
    "# So the relationship is partly measurement/reporting effects, not just true spread.\n",
    "# Overall, the results show that country size, economic scale, and income level are related to COVID-19 outcomes, \n",
    "# but other factors such as healthcare capacity, policy response, testing availability, \n",
    "# and outbreak timing also played major roles.\n",
    "\n",
    "# the analysis shows that larger and more economically active countries tended to report more total \n",
    "# COVID-19 cases and deaths, but the reasons are more complex than population or wealth alone.\n",
    "# When we looked at population, it did help explain why some countries had more total cases and deaths \n",
    "# than others, but it only explained a small portion of the differences between countries. \n",
    "# This tells us that population size matters, but it does not determine pandemic outcomes by itself.\n",
    "\n",
    "# Overall, the results suggest that country size and economic scale help explain some of the differences \n",
    "# in COVID-19 outcomes, but they do not tell the full story. The spread and impact of the pandemic were \n",
    "# shaped by a combination of population size, mobility, healthcare systems, government response, \n",
    "# and timing of outbreaks across different regions.\n",
    "# Big countries had more total cases and deaths, richer countries reported more cases per person, \n",
    "# but no single factor fully explains how COVID affected different countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "600570ce-4163-4a71-aed5-3fc51b75bc86",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extra Credit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "f06185f5-1cf8-4952-af5c-596c7c210482",
   "metadata": {},
   "outputs": [
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UJxKBdE8SiU3vOu62T8eElvCt50Zt0tMR6VHVxJXqoXGtf99s9Z5Yz5ceV//T538CskBRXXtx1P56rrs5D8lSRoJxMzG5l/5wGSbABJjA/UTgWAqh02V5+L9/+jH8x5c/tanbTrhQGokbEjm+OtAffs/ja/rxL1/8BN7x+JnV6tf31zud+kH9oX6tFriz82ef+hDIedfvKespt54B5b1TfFuP6vUuS32gOrctxInbEiCxQTeyk++dkSZcFO9xFKaJ304moJ4Jnafsej/jzlPjPO1tlp/a86STv1me9X2myRnVvVVZ6j/V5XG7qXOrtnYST+3SBJfa87RNPvXTm81meSift1tfhsp7+kD1Ux3UnncZmpzTcSNH+540T36qgxyVpbqIIfmefFQfpVF+Txz56/uyPs/6dAqTW5+P+kR9oz6Qo32KozbIUfsU73EUpniPo35RnevjPek0Fk9Zj0/98KRv51OdxIPq95Qlf6vyZHWh5W0k1qhf29W9VRrVTW14O+oDOhFpQQAAEABJREFUnd/eZaj+9f2isXrnoX1iSUw99VFdf/gHnwPF0fgoDzmqn9KofQp7nKcd77yURm156iSfwhRP+ahfVI7Cmzl67DgJeVpKuFk6xzEBJsAEmMDWBI6lELpa1YRf+19fwS99/Iv4x689D7PFhjdu1MthivvCP35z6xH7OIUEzBkhzH7w4pXV9n/y6nUU5abLLZEI+uA7H0V3/8hq+hXR/2cfOwMSLc0d/RgZm0ZsdJhsgZILiQ2JEr1ei86+YfzzN38mj4/G+f/E/vd+dkXkWPlvau9brZf6QH2hPq2kbtxSvSR6qO7/8w//tVqW+nCqNHdjgfsgho7RdsKa0ijPfYCCh8gEjgwBegAALaXj5V5bHxJamvfAhQdli9QPf8A/oLo1KU7xMwI8HCbgMwLHUgjdbfQ0aaXJq8fiQYKDypCVJis1AWHBgfjMR94rW5UoLwkHT17yPfmpzHaOyqYmxYKEjbc4of3Pf/nf5aLnKvJhtlrx41euyWHakLAhAVOQnSKLn47eQei1WmSnJVKy7GhfrVSipXNADu9kQ+2SCKM+0Vg3K0Nih9r61k8ugkSYJw+JR+oXhb2tRR4LFMWT246VdxqJLRJdVIb6QvUQW3JUP8UfFUfC+mZd65bdoTTKs2UGTmACTMCnBDzWIF7utT1WjzVop0/U2742TmUCTIAJ3H8Ejo8Q2uGxocn3u58+v2qB8VhJSNyQUGjrHsT03ALIGkJWpdn5BWjUKjlM1iQSKJVF2SCRc7cmc9JXhMtWYoX6QpYesrZ4iw6qt0OIHxI6IUGBaO0akMVShimBkmRH+/OLy9jtBHyzuuQK72zSk+MwPTu/Zb007iWzZdVSNDY5g/MnCmXBRoImKS5StsIRK2IbZDTINZMIIgFGFjpKM5uteObhU3I5Kk9ikeKJ+7JIIzZywSOyuVbdDDov1neH4ihtfTyHmQATODgCtBSMloTR0rCDa+X410xL6LyX0h3/EfEImAATYAKHS8DvhBBZUsjiQUKDUJL4ock8CQAKr3ckUP7ob762ah3xlIuJDFmfddMwWXtITG2aeCdycmbuzt5aT6VSgdqhPjS09qwujyORQAKKlsWtLXH3ENVFImS7nLPzS1smk/D647/5+mo69YF4kmALFZY0vU4L6jNlILZ/+c/fk8UO9ZeW/1F5SqNyFJeXaZKtXRGhwRQtc/bmLUcegQ1xo2OwvisUR2nr4w8rzO0wASbABJgAE2ACTIAJHAwBvxNChMnhcGB0YpZ2ZbfdxJ8ykKXDs3SL7t1Rq5QUvSPnEQnbZfaIgPV5vPtJViW1UikvjyMxZ3c4sRdLBIkouv9nfVve4ZCgAO/ghn2yntESNnIPCGuQJwMtnSOLGjGiNFp+SBYkT3peZvLqQyM85Zrae/Hzi7dASxKpDDmq31PmKPnEmyxAnj7RPsV5wuwzASZwKAS4ESbABJgAE2ACh0LAL4WQx9LiIbjdxJ9E0NMPnZTv86GlW7Tci0SIp+x2PokXSvcskaN9b0eWBFoWR5YREijeabT0ze50wmNNIksKLYWjeHKTU3Oy9cS7zE72SUSROPNYttaXIUtNWEjQlkv/SKTQAxeIA/Ggh1B410H3ElE8OVpi98zDJ1aTKS/Fe9zH/vAf5DGQ5ehDn/qSvNyO8ux06eFqxYe0Q8eLLECe5mif4jxh9pkAE2ACTIAJHAwBrpUJMIF7QcDvhJDnHpmKwiyZJwmd6IhQ+elrFEHL1Ego0FIvCpMj4TMzt0C7oOVfO7UIkXih5WAkHKgduQKxof0//PgHxR5w6VajvDSM7peRI8SGxEaesJ6sn2iTSKF7cEg4bSVkRPEt/6ldEnXUJxIfm2UkCwct56P7qLzFGd3jQ/2iMsTDY1HztmZROjnK4+1ILJDg8xY4VPfnfvP9eNdT5/F7v/kLOC4v4kOWIHK0f1z6zf1kAkyACTABJsAEmMCxInAEOut3Qogm5d/6yUWQ1YOWYdEyLrpRn5Z1EW+a3JIQ+B/vfwq0tIsm/GTZoHyUnybzJAQo704cWUiofk95qoPESF1zp1ycxNK/f/cl0IMEKI0cCSeyuHj6JGcUG7IwkTVL7MoPUCCfHIkPWmqm12nwq+95fM1vFJGgojrJUR+oL9QnKreZIz5kqaH7iOjJeVSOHIkvYkPOw4fik+OjVqshsUh9p3hytATvq99/WU6nNkmAEVdKo7ptdgdoaVxEWPDqkjkqT0vliItc8IhtiA8JVHK0f8S6x91hAkyACTABJsAEmAAT8BGBYy+EaEJNT3/zFhWeOM8SLe80mtySEKA0Kkd5P/vFf5GXbXniKJ4sKp68NMnfjjfVT2U97kOf+hKovKcMtUF1bpW+Ph/1j9r2xHvX76mb0imfp06PT3k95bbzvcdMZakuqpMc7VMcuf/5ub+Rf7OJxkBjovYpnhzlo/yedogTxXschSmd8nniPvSpL61h4yl7lHxiSO4o9Yn7wgSYABNgAkyACTABJuBbAsdeCPkWB9fGBJgAEzgIAlwnE2ACTIAJMAEmcNQIsBA6akeE+8MEmAATYAJMwB8I8BiYABNgAkecAAuhI36AuHtMgAkwASbABJgAE2ACx4MA9/J4EWAhdLyOF/eWCTABJsAEmAATYAJMgAkwAR8QYCHkA4gAV8IEmAATYAJMgAkwASbABJjAcSLAQug4HS3uKxM4SgS4L0yACTABJsAEmAATOMYEWAgd44PHXWcCTIAJMIHDJcCtMQEmwASYgP8QYCHkP8eSR8IEmAATYAJMgAkwAV8T4PqYgN8SYCHkt4eWB8YEmAATYAJMgAkwASbABJjAVgS2FkJbleB4JsAEmAATYAJMgAkwASbABJjAMSfAQuiYH0Duvm8JcG1MgAkwASbABJgAE2AC9wcBFkL3x3HmUR4AgTe+9aUDqJWrZAKHToAbZAJMgAkwASZwXxI4MkKIJpXsvgRmcHwY3JefGDxoJsAEmIBfEOBBMAEmwASAIyOE+GAwASbABJgAE2ACTIAJMAEmcEAEuNoNBFgIbUDCEUyACTABJsAEmAATYAJMgAn4OwEWQv5+hAEeIRNgAkyACTABJsAEmAATYALrCLAQWgeEg0yACfgDAR4DE2ACTIAJMAEmwAS2J8BCaHs+nMoEmAATYAJM4HgQ4F4yASbABJjArgiwENoVLs7MBJgAE2ACTIAJMAEmcFQIcD+YwH4IsBDaDz0uywSYABNgAkyACTABJsAEmMCxJHBMhdCxZM2dZgJMgAkwASbABJgAE2ACTOCIEGAhdEQOBHeDCdyVAGdgAkyACTABJsAEmAAT8BkBFkI+Q8kVMQEmwASYgK8JcH1MgAkwASbABA6KAAuhgyLL9TIBJsAEmAATYAJMYPcEuAQTYAKHRICF0CGB5maYABNgAkyACTABJsAEmAAT2IzAvYljIXRvuHOrTIAJMAEmwASYABNgAkyACdxDAiyE7iF8bhpgBkyACTABJsAEmAATYAJM4F4QYCF0L6hzm0yACdzPBHjsTIAJMAEmwASYwBEgwELoCBwE7gITYAJMgAkwAf8mwKNjAkyACRw9AiyEjt4x4R4xASbABJgAE2ACTIAJHHcC3P8jT4CF0JE/RNxBJsAEmAATYAJMgAkwASbABHxNgIWQr4kCXCMTYAJMgAkwASbABJgAE2ACR5wAC6EjfoC4e0zgeBDgXjIBJsAEmAATYAJM4HgRYCF0vI4X95YJMAEmwASOCgHuBxNgAkyACRxrAiyEjvXh484zASbABJgAE2ACTODwCHBLTMCfCLAQ8qejyWNhAkyACTABJsAEmAATYAJMYEcEdiiEdlQXZ2ICTIAJMAEmwASYABNgAkyACRwLAiyEjsVh4k7eEwLcKBNgAkyACTABJsAEmIDfEmAh5LeHlgfGBJgAE9g9AS7BBJgAE2ACTOB+IcBC6H450jxOJsAEmAATYAJMYDMCHMcEjg2Bl155A32DY/jaN769oc/bpW3IfCeC6rl+qwanz5y9E7O19/Z3PIfGls5N29661NFOYSF0tI8P944JMAEmwASYABNgAkyACawhkJaevka8fPyTn4IpJXVNnu0Du0/9/ve+g/ycdLz/fe/afeEjWoKF0BE9MNwtJsAEmAATYAJMgAkwASawnkBfX68c9bZn3yH7tHniiafQ1taKhYUFCq5xZPUhK5LHfeHPvyynk3/23HnExsbhG9/87qqlyWP5+eu//UeQtYjKkf+pz/yubBGicnIFYuPJS3nIdXQPgESZSDoW/yyEjsVh8l0nuSYmwASYABNgAkyACTCB40vAarGgq7MTD1x4ULYKkRiJiIhEU2PDhkGRCCLr0fve804kJ0Tjr77yJbzjne8CiZlP/87HcfnSRYyMDMOT7m3teeLJp/Ctb35DLneyogQd7W1r6qd2/+hP/g/qamvkPFT/9777bURHx6zJd5QDLISO8tHhvjEBJuALAlwHE2ACTIAJMAG/IvCdb38TRmMgyCr03Lveg8nJCVy/dnXNGEmo5ObmyWLm6pXLctqX/+KL6O3pRmlpmRzebkOihvJvlYfaXVxcwN/97V+tZiFxRW414ojvsBA64geIu8cEmAATYAJMYPcEuAQTYAL+TIDu1yFLzFNPvxVFxSX46U+f3zDclNRUGAMD8dGPfUJe9kZL18hlZmVvyLuXiKioKNky5RFZe6njXpdhIXSvjwC3zwSYABNgAkyACTABJrB/AvdZDWQVoiGPDA9hK8uN1WqVl8PRsjVv9+jDD1DR+96xELrvTwEGwASYABNgAkyACTABJnDcCJBV6Mb1q5tag2gsPd3d5G17z87g4ICcZy+b8fFx0P1HO3n09l7qP4wy/iCEDoMTt8EEmAATYAJMgAkwASbABI4UgQ//yi9taQ0ioUTWIno4gveT3OhBCfQQBc9AwsMjcPLUaU9wx35V1S1Q2V//jY+ulqG6ya1GHPEdFkJH/ABx95jA5gQ4lgkwASbABJgAE2AC2xOgJXA3b1xfc58QCSMSMVSSHmxAD0/w3EfkLZAofTtHy/H+4e//BpUnTq7eg0R1j42NblfsSKWxEDpSh4M7wwSYABNgAlsS4AQmwASYwH1OgIQNuc0wkAVosx88pUdie98flJGauMaKRPV50imvpx4SSd7tbBZPYojq85SnfYrzLneU91kIHeWjw31jAkyACTABJsAE7msCPHgmwAQOjgALoYNjyzUzASbABJgAE2ACTIAJMAEmsDsCh5abhdChoeaGmAATYAJMgAkwASbABJgAEzgqBFgIHZUjwf0AmAETYAJMgAkwASbABJgAEzgkAiyEDgk0N8MEmAAT2IwAxzEBJsAEmAATYAL3hgALoXvDnVtlAkyACTABJnC/EuBxMwEmwASOBAEWQkfiMHAnmAATYAJMgAkwASbABPyXAI/sKBJgIXQUjwr3iQkwASbABJgAE2ACTIAJeBHoHQ1Bz4hwd/zDCnt1we92WXuRvmQAABAASURBVAgd8CHl6pkAE2ACTIAJMAEmwASYwH4JuN13arjjH1r4TrP+6LEQ8sejymNiAveWALfOBJgAE2ACTIAJ+JiA5JYAIYIkSCu+2JfDnniP7+N0Hw/jSFXHQuhIHQ7uDBNgAkyACRxPAtxrJsAEmMABExAmIFkMudyQ3KIt4VZ8950w+UIk+TpdNOWv/yyE/PXI8riYABNgAkyACTABJnCQBLjuQyYgRI4QQ7hj8dncdwM+T4ffvlgI+e2h5YExASbABJgAE2ACTIAJ+A2BVRHkETt3fGEBgix+7oTX59tvOvz3tRch5L80eGRMgAkwASbABJgAE2ACTOAIEpDke4DckH0hbmRfiB6JRJB3mPJ5h/eZfgRR+KxLLIR8hpIr8m8CPDomwASYABNgAkyACdw7Am4SPSRy3BDSRsKhheG/LxZC/ntseWRMgAkwgf0R4NJMgAkwASZwZAiQ5YfEj9whEkVCDnnC5B9kutymH25YCPnhQeUhMQEmwASYABNgAnsjwKWYwJEl4IKQPhIgfNojXxIxm/k+TYf/vlgI+e+x5ZExASbABJgAE2ACTIAJ+AkBicYhRNCK7yYJJIsiH4RFPVvXR836q2Mh5K9HlsfFBJgAE2ACTIAJMAEm4DcE3G7I4mfFp3uEDicMP36xEPLjg3vXoXEGJsAEmAATYAJMgAkwgWNBgCw/KyIIWOMLgbQmLEazJrzPdFGd3/6zEPLbQ8sDYwJMYDMCHMcEmAATYAJM4FgSWF0WB9kyJN8bJEQOhCORJIchXt75RNq+00WV/vrPQshfjyyPiwkwASbABJjACgHeMgEm4C8EZJEjZI/wQXJICB2JfDkMrIghSfZB8T5Ihx+/WAj58cHloTEBJsAEmAATYAJM4P4k4IejviNq6FHZ8ujcbiF16F4htxxcsfx4h90+SV+p3D+3LIT887jyqJgAE2ACTIAJMAEmwAT8iIDkXhE55Mui55DCfoRww1D8TghtGCFHMAEmwASYABNgAkyACTCB406ALEBC/NCTElbEkLD4HEb4uHPbpv8shLaBw0lM4JgQ4G4yASbABJgAE2ACfk9AgiyCsOJjC1/aIt6Tf/fp8NsXCyG/PbQ8MCbABJiAPxPgsTEBJsAE7jMCLrcYMC2PEx6JnTthWiYHr7AwHAFe4X2nw39fLIT899jyyJgAE2ACTIAJMAF/IsBjua8JyJYcIX4k0kNC7RxW2J+hsxDy56PLY2MCTIAJMAEmwASYABPwDwJCAMnih3z53iAIu8+KhUjyCpMFyDssNBO8w7tNxz1+HWTzLIQOki7XzQSYABNgAkyACTABJsAEfEVAiCCq6s1HaEOIIbp1yJMA+eXLdLlCP92wEPLTA3v8h8UjYAJMgAkwASbABJgAE1glsOmPpopUES9bioQvQlj7o6oiRsTvK11U4a//LIT89cjyuJgAEzh+BLjHTIAJMAEmwAS2ICBRvCxqxM4h+qI1v/1nIeS3h5YHxgSYABNgAkzg6BPgHjIBJrAzAvK9PiLrYfuiSb/9ZyHkt4eWB8YEmAATYAJMgAkwASZwBAnsqUveDzyQxZAb9LNCkMTfSlgSERAhzwMURFDkkUTMftLhxy8WQn58cHloTIAJMAEmwASYABNgAn5CgNSMEDVYfYQ2KIQ3w0L1UIyv0+G/LxZCh3lsuS0mwASYABNgAkyACTABJrAHAmTZkUUPiR2heVbCECEJ8iOxxd5BpMOPXyyE/Pjg8tCYwFEgwH1gAkyACTABJsAE9k+AHoktCbHj7WNd+CDS4ccvFkJ+fHB5aEyACTABJnBPCHCjTIAJMAGfE6B7hGQR5KZ7gNygMN0kRP76eE/YF+k+H8gRqpCF0BE6GNwVJsAEmAATYAJMgAkcTwLc6wMn4PaIH6wRQfKyOCGOPKLH52H474uFkP8eWx4ZE2ACTIAJMAEmwASYgN8QkEBiRx6OEEXAIYbhn699CyH/xMKjYgJMgAkwASbABJgAE2ACR4iAm/oixI/rju8Jr/d9nU7N+aljIeSnB5aHdaAEuHImwASYABNgAkyACRwqAYkEj3BCCkF+OpzYX1kGJ7qx5SOzAbncPtLhxy8WQn58cHloTIAJMAHfEeCamAATYAJM4J4SEMJHFjXkgx6YgBWRcye8KoruhGn1nHf+PafDf18shPz32PLImAATYAJMgAkwgf0Q4LJM4KgRECJH7pLwZcuQ8D3h9b5P0+XK/W/DQsj/jimPiAkwASbABJgAE2ACTMDfCMj3/ohBHbCP9fWLJv31n4WQvx5ZHhcTYAJMgAkwASbABJiA3xCQLTxCpEiQQGJF2uCLoR5AuqjVb/9ZCPntod3twDg/E2ACTIAJMAEmwASYwFElIN/zQ+JH7Eiik/KPpq4JQ4REiq/T4b8vFkL+e2x5ZEyACdyNAKczASbABJgAEzgmBCQhc0j8wH3nQQmesOxDbCneDd+nw29fLIT89tDywJgAE2ACTIAJbCTAMUyACRxTAvIjsCUhdNyy6Fl5hLYIU7yIWQ3LFqE78UI0yfH7ST+muHbSbRZCO6HEeZgAE2ACTIAJMAEmwASOKwG/6LdEYsZb5BxS2C/gbTEIFkJbgOFoJsAEmAATYAJMgAkwASZwVAjQsjgSQ0ILiS6tLIPzhFf8FUuRr9NFY377799CyG8PGw+MCTABJsAEmAATYAJM4H4iILnviB+3GLVQO95hWSQdULpozW//WQj57aHlgd2vBHjcTIAJMAEmwASYgB8SEAKIxA8O2/dDlJ4hsRDykGCfCTABJsAEjisB7jcTYAJM4P4gQCKIRiosQuTJooh2DjBM1furYyHkr0eWx8UEmAATYAJMgAn4MQEe2n1HwAV6PAJWNI8EHFIYfvxiIeTHB5eHxgSYABNgAkyACTABJuAfBIT0gZvEj7AKeSxBhxE+UvR83BkWQj4GytUxASbABJgAE2ACTIAJMAGfExACiMSQLILEvuxTI2JfEu7AwtSGnzoWQn56YP1sWDwcJsAEmAATYAJMgAnc5wSEDCLBA3p63B0Ud8IkgiDiPf7K8jnAE17v7y5d1OOn/yyE/PTA8rCYABM47gS4/0yACTABJsAEvAi4SPWQGHKT5AHdIwTak+Mhwm6xOYB0Uau//rMQ8tcjy+NiAkyACTABJnDcCHB/mQAT2JKAdEf0SG5JiB6IEPnuO75X2Mfp2OL1tW98Gy+98saG1C/8+ZfRNzgmu8aWTrz9Hc+tyUPlPOnXb9Xg9Jmzcjrlo/zecZTw8U9+Ch3dA1gfT2n7dSyE9kuQyzMBJsAEmAATYAJMgAkwgT0S2HEx9x3Rs853rwtjXXi/6ev75xE6Z8+dX58EEi1PPf1W/NVXvoTkhGjU1dbg05/93VWxQ2WLikvwsd/6dTl9YX4ef/i//2S1HrvNBqMxEG979h2rcU888RSWFhdXw77cYSHkS5pcFxNgAkyACTABJsAEmAATOAgCZOkRIgfCBkTiBnfC0rqwr9Ox7vXp3/m4LGIuX7q4LgUoK6vAyPAQvvwXX5TTqqpuycLm5KnTcri0tEwWR9//3nfkcHV1FWLj4tdYjW5cv4pTp8/I4omElVanQ1dXp5zf1xsWQr4muuP6OCMTYAJMgAkwASbABJgAE9ghgTsiiO4NkpfHHVZ4h92jbFFRUeStup7ubnk/OjpGFjaBQUFy2LMZGxuVd1NSU2WfNk1NjbBaLLJViITVtatXYBFhSvO1YyHka6JcHxNgAlsT4BQmwASYABNgAkxgTwTI8gMXLY8TxYUIOqywaG1X/+Pj49vmHxwc2DadEn/60+fxlrc8gcSkJPzwB9+jqANxLIQOBCtXygSYABNgAkxghQBvmQATYAK+ICC0D0j8HLa/276vtwqtL5+QkLg+akP4+rWrsFgtIGvQ1SuXN6T7KoKFkK9Icj1MgAkwASbABJgAE2ACRIDdARCQ3KDnIGDFd9/xccc/uDB28VpvDfIseaMlcCRo6OEI3tXRkjkK99xZQkf75CjvyYoS0P1IFD4ox0LooMhyvUyACTABJsAEmAATYAJMwFcE3JBFD2RfEqrokMLY+YsejkAPP6CHHFApusdncXEBZOGhMD0coai4ZPXhCPTwBHq4gufhCZTnMJ1vhdBh9pzbYgJMgAkwASbABJgAE2AC9w2BFfEDHLaPNS96BHbf4Bjo8dmZWdny7wVRHGWip8U9/5Mf4aMf+4QcT6LnC3/2JyALD6WThYceqf2Vv/47OZ0envD53/9dSronjoXQPcHOjfoTAR4LE2ACTIAJMAEmwAQOnICwBEEWQbRDYmi9D/HaLN6TTyTvpTwV83IkZug3grwdxXmy0L4nLT8nHeutPe9/37vkx29THlr+5hFJlK+kKHf10due+sinMt55Kc4XjoWQLyhyHUyACTCB+4sAj5YJMAEmwAQOmwDpGXJCzLz5O0LUCQkrYbF/IOmiXj/9ZyHkpweWh8UEmAATYAJMgAn4kgDXxQTuMQFZ5Ig+uADJTZYfrLwOOrzSil9uWQj55WHlQTEBJsAEmAATYAJMgAn4FwFh+RGiB8IiRA9MIN99J0yP1PYO+yxdrh9++2Ih5LeHlgfGBJgAE2ACTIAJMAEm4DcEhEVI8hJBJHY84fU+7uRbH+8J7yod/vtiIeS/x3Y/I+OyTIAJMAEmwASYABNgAkeJwOpyOGEZEqIIIrxqCboTBvlCBMnxPks/ShB82xcWQr7lybUxASZwbAlwx5kAE2ACTIAJHGECsrqRABfke4ToAQmSED2eMA4qHf77YiHkv8eWR8YEmAATYAJMYHsCnMoEmMAxIiAsQUIEUYdJ85AIcrtkE9CKBhKiaOWeIchhX6ZTm/7oWAj541HlMTEBJsAEmAATYAJMgAlsSuDYRgrNI1Hn1/hCHK0JiwxrwvtPFzX67T8LIb89tDwwJsAEmAATYAJMgAkwAf8hsCJqQJYfIXY8vrQu7In3+PtNhx+/7iMh5MdHkYfGBJgAE2ACTIAJMAEm4NcEaNkbiRp6IAL5hxb2Y6oshPz44PLQmAAYARNgAkyACTABJuAXBDziB3eeBrcm7IKwCwmLkfB9ng7/fbEQ8t9jyyNjAkyACdyXBHjQTIAJMAF/JOB5Spzse4sht3tFBHn7Pkz3R5aeMflcCNHBYecGM2AGfA7wOcDnAJ8DfA7wOXBI5wDPO4QIuNesPZPrg/JlC5AbXqLH6+lwYvwHlQ4/fvlcCEmSOAzsIEnMQZKYgSQxA0liBpLEDCSJGUgSM5AkZiBJzECS/JPBQesFzz1BQvOIplaWwUlij8ISPGHhC7GE1bCXWHJR7O7TcWRf+++Yz4XQ/rvENTABJsAEmAATYAJMgAkwASbgTUAWO0L1SG5JqBsIqbMiaigsou+E3fKPrcLtu3T48YuFkB8fXH8dGo+LCTABJsAEmAATYAL3GwFZ7AgR5O1jXXhVFN2J90W6P3NmIeTPR5fHxgSYgL9Iw/xmAAAQAElEQVQQ4HEwASbABJjAfU5AEjYfWQR5+fC2/HjFe/L5It2fsbMQ8uejy2NjAkxgTwQUCgVUKpXs1Go1NBrNqqMwpSmVSvCLCTCBgyTAdTMBJuBNgB4G4RFDkEWPW2xXlscdZBh+/GIh5McHl4fGBA6CgFarRWBgIEJDQxEWFibvBwcHIzk5WXaJiYmIj4+HyWSSw6mpqSCXlpYm+1FRUQgPD0dISAiMRiOoLAkNHOCLxEtCQgLIUT/Jj4uLk/tA7VM/8vLyUFpaKjvqa25uLnJycpCdnY3MzEwkJSXJPoXJ5efny3lLSkrkfFlZWaA6aSwklCRJOsARcdVMgAkwASbglwS2GdSby95EJjdWRZAk9mXLz53lcKthkUO2DO0zHX78YiHkxweXh8YEdkOAJu8BAQGyuCEhk5GRgZSUFFk8REZGIje7GAV5J4VfhNTkfMSGFSM+Olfej4sogdpcCZ2zAAGKXARIhdDYC6BcOAPFUqlwZZAWS6GTTIgMzkVcZD6S4vKRHFeG5PgCZGeUo7CgXBYUJD7g9SLrDIkLvV4viy4SUCTAKJ7iSJiRdYYEGImVmJgYeQwkeEis0DjIpzFQtYuLi5ibm4PT6QSNN1yIMnJWqxWTk5Oorq5GR0cH6uvr0dDQILvGxkZ0dnaCfIprbm5GU1OT7FpaWtDX14fR0VG4XC5ZMJGoIldcXCwLRmqXHRNgAkyACTCB/RAgUQMhamRfVERPkVsTFmlrwi7KBKzm32O6qMVv/xV+O7LjNTDuLRM4VAKFhULU5JfJ4iMzpRIlJRVivwRpyULcROUjxJAGLORBZSmAUZmHEG0FZtvPYfjmW9B/9UkM3ngLxuofwPDtR+T98foLmOnJw2RbOSaaT2Gq7QSm2sswN5CJme584fJkN1Z/HqO1FzBc9SDGGk7BPBWH+aEU2BaDILnV0OsN0GkDQNYVEhJkbSGfLDImkwkekUPCiKxMJJoonYQOiRmLxQK73Y6goCCQOJIkSdSpl9k6HA7MzMxgamoKCwsLGBsbw9DQELq7u2UhQ0Knv79fzrvZhtosLCwEiRtytE/tk+WILERkRaL+6XQ6UFtqtRqSJIHC1BcSbeRT3STeyDJGgpMEXJywTkVHR8uiicpRHnZMgAkwASbABLwJSJCEqoHYCp9Ejtgj4SORL8KyL8SO7Isw5fRFOvz4xULIjw8uD40JkFWEBENBQRGKCstkiwtRkSQJKhXgWA7B0mAZBq69BX2Xn8LQrUeFSHlIiJWHMN1VjOnOUlnYTLdVwroQCknpoOJ7cpLCAW3QNAJjexGeeRtxpa8jKLEV+rjbgL4XS5YJDAz0Y3pmAsPDw7IFpra2dtUiQ5YXstSQcCHrCwmXuro6tLa2ore3VxY0JHLIecJkvenq6pLrov2lpaU99Z0KkbWHLEY9PT1ym2QRIqsRORI+lE5WJRJZJLioLYqjJYQFBQXysjkSbOTS09Nl6xGVs9lsIPFD4o2W7JGwovbY7ZwAWTM9uUmwksWQrH2eOPJpCSSJZmJPAtS7DKVTOb2wOhoMBpC1kYQpiVWPJZHyHBVHSznJWpuZlo3C7DLZckvjWz+mo9Jf7gcTYAK+IbBi2ZHuWHgkWRRBiKD18Z4wiSBfpMOPXyyE/Pjg8tDuTwI0ycvKKEFxUQX0yILCXIDFwVxMNJ6FZaQMBXkVcNhdcDkBTcACwtIbEFN4CZF5lxFT/LrsoovekP2EypeQePJniK/8OZLPPY+Yoou7gqoPGxOip1oun3T6Z4jMvY4gUz00ob1wwYa5uVmMj4+DLDMkHiRJkq0zJCZIVNCNods1SMvblpeXRT1zmJ+fl5e7rc9PgoTqWx+/2zCJFhJoc3NzoDapfyR0KJ7EEIk2Emu0TI6sU9S3kZERWaSRaKIxkt/W1gZyGo1GtlyFhITIXaH+k8gicSdHHNGNRySQwPNYuGi8JOZogk6OLF6SJG05Apqwk+Agf8tMO0woKykXIr8IJDbzcgpQkFmK1IQMZGfkoCC/QBY1JpMJIYFh0KkMCA4MQUx0DMiiR5ZGEqYl+eXifVGIvKwC5KUWi/qKkRCfgMT4RCQlJImLBqod9mYH2faZJSIiAllCACVbS5E1/BaktzwJk6UCuZHlKBIXPHzBdJ9d5OJMgAkcEAFJiB4SN+t9bBHvybf/dPjti4WQ3x5aHpi/E6D7YUjsFBWWrw41P7cMQep8LPacwtDNR4U15zRmOkswP5glW3Tmh9Ix2XQWi/1lmOvPE4JIDSdmoNRYoDYsQ6m2Q1K4oAuah8a4IF91Wp6OwPyQCZOtwjrUcmK1rfU7moBZGMJHhBtGZM5NIZx+jJC027Cq6tDVW4/RsWFAYRWWEBsmJiZAE36a+JMFh4QK+SSK1td7HMNkfSJLFI2HBA9Ntmn5HE2+aZ+OHYkoEk0kisinpXp0/9K9Gi+JGbKkkCWElvjRAzHIShUbGwtaqkjWKhIbNAaynJDFheJLSkrkJX00PrKg0DI/sroUFxfLD8dYPx5JklYfOmEymdYn7zo8NjEKcRJDo9JCp9HB7rBhZGoQPf3daGltQUpyGsJDIhASGoyquluoa6gV+SVIbgmB+kBolToMjfdjad4M+5ITs4tTqKmtRl19HRqaGlBVUyUvddx1xw6oQGJcMqB0YyGmF6Ppt9Bf+BLmY7tgC54FzYWK006iMuM8yvNPoiyvEnScwC8mcI8JcPO+ISDfEyTe6G6XW1QoweNjNSyiDyKdqvVTx0LITw8sD+v4E0gz5YIeIJCfU46c7HyEhITI95t4RkZWifmFKYyND3qiMDQ8CKdLQkhKM2JLLiI0tXE1zbNjWwrG4lgSFoaTMdtVAJUUAoXKCUlygpbGjVQ/JC+Tm+nJxkxfKqbay7EwlIWliXg4zEaEpjQhofJFJJ76GZJOPy/cC4ireBERuVcRnFIFfdwtLLrqUV1dha6eRpClh8SA2WzG9PS0aEcCWVM8/fF3nyxIdO8ScSCxR0v7yNHyPloWdxTGTwKGJsx6vV62fpAoIkFD5xxZIAYHB2WLG1nXyNJFIomWjNG4SLyR5Y7ELKXTsaU8JAIHBgY2DI/y0nLGmpoaecnihgy7jKC+VdVVCcFyWxY69a3VsoWRzjWy1nX1dKCq9jZkASTqpriahuoVkUPl6m7LVsnWribUdVSho7dN5IIsfo7K8ZE7dGczMj4Ey5IVjmXA5rbCrbZDPRWBxJpHkVzzBEwtjyC+/Swybj4HU9NbkJdUCjpWVDwnIx+luZXITyuRn+xI1j2KZ8cEmMAxIuACJPHnET8QmujNMIADSBe1+u3/AQohv2XGA2MCeyJAk460tDTQ1XISNgV5ZcjKzN20Llp2ZAzSQyHeofalcCz0nkFMcAXSTaXIF1YfunJPk7TAgDBEhicgNydfntgsiKvZS84G0JI3uzkA9uWA1fpVukVh8THDEDGM8KzbwmLzAiJzb0Ols8DlUMEyGynyik9UsYVbIcRPBpbH0yi0xtGDDZamYoSFKQi0Drm5tQ4Dw82YmO7H3OIYHJiTH4udkpICuuJPkzB6YABNnqnPdJ/P7Ozsmjr9MUBLxeiJdXS8SQTSMjmy/JAwOmrjJdFCokar1YL6R0v4yKKl0WhAYoYEDi3dIwFHIoaOI4mdkJAQWTiRwKN0Ehlk2aKytBSQHlyx2VjJGkaCaLO0w4ij9mkMh9GWr9sgAd3U1oi61irUNVahSlxwqJ+4hO7Ul9CX+yJ6il5Ab9Yr6C77EQbyXgOEhTcx1gQSu2GORKTXvxVp/Q8jXVmB0rwTKCusRHJsiq+7yfUxASZwEAQ8X9GyL4FEEIR1m76LgTthiGgfp4sq/fZfTLP8dmw8MCZw+ATWtUiTYHI0YUxNyURwcAiCAoOhN2ih1kJYeIzrSqwEFQoFlEpAoXRDZZhElBAs9Bk33VEqxE0ojAFBCA6KlNOXxkxwW6MRHpogL0WiCejQ8ACUunnowwYRW/oaEk7+FJEFbyC6+CJC02tAS9gss6EYuvkQ+q88gcEbj8uWH1AjWPuSFA4ExXfDEDEo/C5ojPMIiuuDpB9Ebf0tGAwGkNWAxA5NLmlSTE9fI0f3zNCkmEQAhWmSTBNu3AcvWl7mEUD08AZic5SHTWKIrChkDaJzlpa6kZijcZCYJVFE/adzmUQQHVMSFHq9HiR4Q0ND5Sf2UdxWAojKs/M9AbIO13cKUdR0E1UNN1HTfgNVHVfR2FMtXA2qxfs0LiIRGnMghlOuYyztNhxKCxT0fle6EBoU4ftOcY1MgAkcAAFJqByq1tsn1eMdPoh0qtM/ncI/h8WjYgKHQ4AEC91DQRPBpKQkeUKYl1Mi//YO9UCvDUGAPgyJ8ZlQO1JgnomE3aKXP8iGh4dQV3+TssmOrtiWlpaBrD0kJqprquTlZU3iyi8tMxudvYXInOtQaGcwNz+DgcEu0AMPQhJ7oAuch1LlgkEXAno6HE1q+4eaoA2ah6RaRltHHRqbbwGSU1hyAuF2qKE2ziCu/HW4XSps/nIhIGoAIan1CEpqAj3dTRNZD7v+Jmpra0C/pUPlyFpAy6Jo0kz3l5Cj+0noRnSaTNNT0GhMlPd+cnQMSFQQh8TEREiS+KI64gDIUkdWKxLTCiHG9ULkkNClB3DQ8aUnk9F5Sk/so/u8yLpHooiOP4k+ei+kCEvgER/mfdE9ss6RQCJHA65trsKAsRrNS1fRNiY+D6avYXZ5BrApodYoUV5UibL8SnFxRkfZ2TEBJnAUCZDmgQRa/gbyDysM/32xEPLfY8sjOyACAQEBoMleQX45iotLYZSKoHHkyz8oalClikmFQlhsQuXWG5puo05coZ2cHoBLPQqnqh8WxxgmpyZAS1zkTHc2tLTIblMgPCzmTsybHi0ro0lqU2stWtqq5OVLOdmFcDoUcNiFc7jhdNoxvziJvv4u2UJDV/CdTlos7EJWRiFKiitE35xYHkvD4M3H5QcpzPZmg8QR5JfIK/srm+iiywhLr4UuvBcNjTVo76qVBRVNlOmq/0ouMY+y2WSrEHHxxNMkjCwgNEGmcdEk2ZPf330SD3S86EEDdMzIAkbh1NTUYzN0Ol5kySORS2Og+3CUwkRJ1qH29vbVcdAku6enB/RYcXpaGd0H5Z2+mtEPd0jk5uXkozi7HIW5RSDheNSHSQKWrH60/DEpMh0p06eRdeM9yLr8fmRcfw6JLQ+hMLVciKITQhSVyz9gTO9rEsJ0zxgJXToHaOxHfayH0D9uggkcPgG3EEFualYSFzGF7xWWxZFXWH6wgld4f+miLT/9ZyHkpweWh+VbAiEhISjMq0R+9mmkpxZCZSnE0lgKFkdj4RIWFYXKguCEHmgMC6AL/1qtRn4yVpKwElFPaBnR1OwAAowGKGxJCAuJBi0lMxrfXBqn1WqhVrsQGKRHWloasrPykJtdDLISJUSKyZa4WpuTUQG6t0ij0cDtdgJOA5bGk2GdiYd9WvBjuwAAEABJREFUOQIB2lgkxuUiMjgPifHJUIr6VCrA7VRjcSIc5rlQ6EIHEZTYgqD4TugjhhBXehERuVcQV/kS6CEIQQmdCM+6BY1hCQolMDM9L8a4ViTRmLwdPVaalr0pxWRZkiT5R0vpJnoSRnTzvEb0lyZTycnJICZkNaLJFE2yvOvxh30aJ00ayQpGQoIsJyQISUAep/FR3+mJdmQdIqsQHTOyAHkve6P7fEjo0sSalj6SFYzijtM4t+srvUdpmWCqELF03uaJCwqF6WUoLzyBjLAipPQ9hMTes4icykNJbtl2VR1aGglx+lyhpYrrRQtZ9ApzilFSUAaNXgXdYihUDh0UbiXUViOCppKQceM5pN94BwyLMcjMyERBXAVMmkKkaAuRqi9EWkARsg1CKJWUIzsjB/SexhF5kVCj952nO/T5QmP2hNlnAseeAN0M5JYANyCJPzEREPuScBAv8kXCQaSL2lf+/W/LQsj/jimP6IAIKNTiA0Zyw7ZkgDF6CMHx3TDGDMMQNgRNwKIQGrHyI6aHqx7ETHchbGMnoFwugykpGzSJjI9PEB9Wbky1nBafXQqkpeQjMaoCxYUV8pVX6rb8GSeaCQwIgUoKh202BZbZQEy2nMJI1cOwzAkxY1mQhcn8wgzs0ihs2huwa+vhUPTBshCM4VuPwTKVCEkJ8TGpRG9fNxbMw3DrO2FxdwEBnQiIa4I6cBxqwyzcikXogmZgs1ogFB7UETUwS/Xo6mmWl+YNDffibi8SOyT2yHJA+3TPkGdCTJNJmpCQlYiuRpMVQSXUGU3WaAkdPVCA+JAQvFs7xyHdc9WdrCQ0bhKE9MABGv9x6P/6PtLxJJFDIoiE7fp0fwuHh0SiJOsEyosrURx/BhkTDyN94Ryyli4gZj4fEUvpMMxGi/eKC+NJtRjOuIrh4DpUNd66JyhCQkJAAsBkMiEnIxe5GXnISs1BVnQR0jXlyAqqQEXhSZSVliEnphRJPQ8g/dbbkXnjXQieSN3QZ6VTA40lECm1TyL31V9Bxq13Ia3mGeHeirTqtyGtSriGp5F98QPI6n0aKcuVKCsux722iBVllSJNVYqM6HxUZp9DWUElck1FyI0qQxk9SlyES8XFrMLsEtmiv2HgHMEEjgUBScwj7nRUzBUgvuVp3gB63QmTSKLgii+J+YYculNuH+XvVONvnsLfBsTj8T0BrhGg5UG1tbfQ2HIN43O1WFichcO+QsY2H4+JphMwT8ZDqbPAGD0IbeAMtEGzQpAkQK9MQLCmGHBoMT+SBJVhHuONJ7A4mAuV1g6Hw4W01EzExaSgprYKdN8PfbAp1UsIiu2H3RIArXEGMcUX4db2QqUwIi+rAsHafDhmcmE0xMiP/9VrQjHfnyZ3an4oHX2XnsF0RwliQsqhk1KglRKEnwqlLQ3LozmYbjuB6c5yzHRWCAFXiaWBcsClhlKSQBN3smLIle1iQ/c20YMBaFkVWQdIHFFdw8PDIIsR1UkCgawMZCEhiwNNsAMDA0FXryVJ2kVrRzcrWYHIcqIRljC6P4h+OyhVWBUkyT/Gd3TJ761nZEWg41OedxJ5hjNIaXsUGVffjcyqdyJkJB0LgcOYi+jBbEQXxoKa0SfVoW20DjdbL8oPJ2hpb9pbw/soRZbHkqxK5EZUIF1bhnTzGZjGzyG+/bwsYjKvvxup9U8iveatyLr0fuS9+mFZ/ISNZkG7HAK1zXDX1iX5cQqbn7MkmIInUpDU8SDSr70TJZmVUIkLHLhHr9HpETg1NsS1nZWX+6XUPQlyGbeeE+LtGcR2nUR85xkkDpxBtMqENFOG3NPSgnKQha889xTKCk6gKL0CRTklskX/Xos7uYO8YQLeBGSxIyK8fPkd6hUWqVgRQWJPxPskXVTlr/8Kfx0Yj4sJ7JUALaUgCwVNNEwmE8hq4f2FSJN9uurf1dOCmZlpqIIGEZF7GRHZVQhPb0RQQhf0YWPQhYwjKLENKv0S6HHWZrML+tBRhKRdR1T+dRjiazA83oJlywwsyy4MDgtrjeh0XX0V6hqqMDE5JeIBXaioJ/UWrPYZTEwPQB8gCbGkhsOqg0KzBKvZKt+jQ+GgxC5hpeqDMbYbceUvQ6mfx9J4MpbGTFgcTcHiSCosMzFwWgOg1i9DghNqnQXawDlogyegVDnQ0d0qenG4//RYZqVSCVqGdC8nU16j3teuWq1GWloa9Hq9fD8XWcHovPFYyfZVORf2OQGyToaGhCKm8xSSmx6BcTYOlsApDOS+io6y76N+7Cputl1CVdMNNLU1gET8zMyMz/uxkwpL8ypQVlSBVGUJTO2PIv3225EirDdxbWcQ2VeEkNF0GOaFxcqrMoVbmIe9wr7aXQjvR3/Wa+g89X3M2MZXLdu+qn839YxNjKB7sR6dWS+g+cF/xUjqDUxFt6Ll/FfRfeIHGE29ieH0axjNvA6rtAz6PSaqf0wIqEXbnLgg5QDUDmh0amgVAQgMCAZ9D1AedkzgyBC4s+wNwqcLpuTDLXp30GHRhL/+K/x1YDwuJrBbAhpx9b4w/wRiQysRbsxHoLoAGlsR1MsnhQXmJIqLKpGXXYn8nFPIyy0BTXbpRvGm5lo0NFdhbHwMDpskhIkL9KCAZfM85u0NIu0aGluvor1bWJRar6G164YQOjfR0tog30tDIqC1owZkLaE+BwYGgh5XPDzSi+6+JgyNdAm/Ee2dzfKkenxiFC7lFAIih6APnYKkMoPuB3CrJ+DQtEAdfQmqyCtYWBqBJqwTQaYqGJOvIyChCrq4W9DH1oo8l4VfDX38behiaqEKr4FNWwV6Ut29WMJFS66IA42fhCj5x9XRsSARRMeTxB0dTxrb3NzccR2S3/ZboVDIFzoig6IROpgD3XIwJEkBu3hPDeS8ji7VTVS3XQfdL3VUIEwtjgNKFxxaC9RWg5gDuX3YtZ1X1V34PHoyX8FERDPgdorPzCikxWYjKCho55X4OCdZnRtaauXfVmqZv4EW7atoaK9Ba2cL3CoHpucnMDDUj8GZbtDFCWqerNP021i17bfkcs09dWjprxOf0TWg+igPOyZwZAjIb3dJvOcASYgf8QEA4BDC8N8XCyH/PbY8sl0QCAgIQFpqLpYmYjDRdAZj9eeEfxJTHSWYH8jH8O3HMFJ1AVMtZzBy+1HMdpxEiilzzY3Cw8MDqG+8jea2KrR2VKFDfPnS0jDqBgkbuupcVFCBkuIKlJWVITerDDqdjpJll5CQINLKkZJYICYVhUJ8nUV2ViHio3OQmV4g58nNLoPWdgLzXWcx0XxSuNNwTJwFlnLE3CgcdrtLfoKXEgYEBUXAEKCAYzkUGlWgEG5aQLJAqVTBoA0XliU1tDolVEo1AgIMCDTEoLioHPSDrffqSujExASOkxCiG+jpHidaVkWCh8SxVquVlwiRsK6trQVZD8GvI0mA3pfRkTHCghIDhUNYWbXLcCns6C7/EVp7G0D3RpFI32vnPaKYlt7tto6k6DSU5VWiNLcSZYWVKM2plO9bigiLgGYmHA61GW6FU0yBpN1Wvef8bsmFvvwX0XLyaxjTtovPDgX06gAEjqcADpWYmCmQE1uMzLRsFOeWoTzzLMoLT6I8/ySKM8QYciuRm14ovz8260RSXCrKc06jRFxwKsgrhMlkAlmJ6YEMxHKzMlvF0f2ItCSXntpI9+nNzy2IdtUwRWYiPbgIdM9UcVb5ms9gqotEL13EoAtC+zn2VBe7Y0LgWHVTgvw0OPHOly1C5LtoACL+jkg6mHRqwz8dCyH/PK48ql0QoIlsRlo+zCNFmO0u2VhSckAbPAVa8haVewvJZ19AdMFNKBRuBKiTUFRQLr74C5GakiFP4ukqc1ZW1uqyivQUIWwCCpGemgOF0o35kVg4bSrMzc+CvqTTUnKQlVECt1sJehz2TE8WJhrPwTobAYWY6DixgI6uRuTnlWGxvxhzffmg3yKymwPk9MC4LmhDhjA80QyVOxAxIRWwjFZgtOYBTHVlQGtcgiTqsS2GwDlTitmuCozUPIi+y09haTwBQhdhsr1Ivm9ofjAd5kkTwo15QoStiK+NQA4uZnZ2FiQkDq4F39VMv49ET74jMUtXwdPS0kDHXa/XgwQdWYF4KZzvePu6JhKqMVEJkJwqWIKmMBfTiYGCV9F66htoHqoGTZ730yYt8UxNTkWoIQIpySmgpbYGg2G1Srowspnoz0rPRlJCMiLCwxDRV4S0+qeRVv0MMuqeRca1dyH74i8ho+ZZ5Fx9P/SLEav1HcbOdFwLFiMHIUkSoq2ZMEzHIbqjAkktDyHr6nuRceudyLrxXmSOPgpT+yOin29H2q1nkVL3BFLbH0NixwOImstGsfgsK804iaKcUlno0PuGPodDQ0MQOJ2ArOrnkNL1CJJtpcgYehTJzhJkxhagrKwMxeIC0l7G2tHTho6eVsw5JmBRzwIuBZQBbmSl5gmBpNpLlVyGCRw+ATcgiT8xYRBbCWQRksTegYfhvy+F/w5t25FxIhNAYoJJWF0qhJEkDYM3H8HCsLiq6cVFFzwJY1wb4itfRkzBNQREDcE8G4mJtmI5/1RnPnRBy3BYDTAPnoJr5gRSUzOQLUSNQReEiOBsYTVKh04bgommcxi49hTmBjJgiOxFR3ejvOSNmtNIMbDPZCIiNA7W+RCYp+MpWuxHYaKlFCqFATThJiGzPBmHqLxriMi9gpiiiwhOu4ax6Ra0tNUiMT4drrlC0dYZIXCSYIgYRUB8nSyuBq4+gfGGM5jrzxT1R8NlF5YotwIkzJxuC0LTahGa0ozgpA4Yo0ag1puh1egQF2eS+3KYG7oaS+M9zDb30hZZeuiBCJIkyfcX0NVjtVoN+n0oWlJDIncv9XKZwyFATzZUudRIv/4O5Fz+gBAZ74Z2KhLdI+2gc3C/vShKL0XQeCqMs/EIHk1HhusU8tKKEBuRIFdN50pGcg5M0elyOC0pE2XCYhxgCAD1bXR2CJOmOsxEdsKmn4fSpoPaGgClUy3nvxebsKFc+cELabffjtT6p2BqfhThQ3lyV8SnCVQO8bkiQmFDOQiaTIbarofWHAT9QiSMc3FYebjCBWRcfw6mjoeR3HMB2cNPInX0AtImH0D0aCEi+4qhsRnle52Smx9B5EgBTI2PyUIr75UPI631CVRkn4W3qBRN7vhf5dTB7ZCE9UqCdi4cGpUapemnZJFVVlwhW9+Kc8qRl1kAskSZTKaV5ZORkSyYdkyZMx4YASGEVi1BtLMmLFpdE6YASCOJhDsWI4oSDkI8yRfqxD5VsxKGyCz+RRw2pMNvXwq/HRkPjAlsQyAmJgahwfGY7jyBqdaToN/ZWc0uOeUHDYTnXENocrsQDSoMVT8ghMzjIn8RlicS4LTqsTQRL1tVRmsewvJ0LBaG0jHeWImplvPov/oUXA41AoMCMC/Ej6dulX4B8wtzoOUXnrhlZzeMMR2wWzSYpEdru1SA5ILTroUmZBi7sPkAABAASURBVBwW6zJCgiMQEDqPaCF+6P6gxuZbqG+6jubWGpD1ISutApOtZVgay4T8EuV1YcOQ3DpRZ4n4IFQCkFNWN1H5VxEQOYr53lIsTyYI0VWO/svPYPDGY7JbHE1GTEy4bOWAeJGlS3gH9k+WoKKiItBN6PTbNDQZPOg29zMYug+ssbFRXopIV//pS4X6bjab91Mtlz0EAmTBixWCRLMULE+6qUkxNYYtZAq0pIrC+3ZCr0QM5COp4REktDwgW00yhdUkPjYBdF6T2HdbFYgOTAA9WTA0KAxQuoTQ0SJciIssnAFUwExiC/qyX0X7yW+DHt4wF967767ttQJJTI5UDq0scPZaB5UjQWcUAjFECMSw4WwhfooQ1VOKmK5K6CwhlGVLFyAEldYSiJzMnA156Pe71lvZ6L3pyUjcnXBCpVUioeEhpFc9ixxhYcu+/j6QyMq68l6k3X4bUlrfAtPweeTMPwqTtQJpthNIDylCafYJFOaUeapjnwkcOgESLZJ4H9KPo0puSXy3g0JYCeNOWMJK2Ifp8N+Xwn+H5t8jy0jMQVlJBSpyzqAo+958MIeGhsrLGujLRadbuRJ4XKjTVfslyyjC0qugCZqAMbYHYakNiCl+A3EVP8fQWLMQGKNQKAGNwYKo7NsIMbWsGZ4snoRVxTvSMhsFhzkYEGLKMmeEbS4WS+MJoJekcEAoLtl6QGGPoydQ1TdWY8HajfDsm4jIuYrkM8/Lvj58UFh03FgeTcNURyGUGgsGhls9RWU/N6dItBMDlc4CbdCkHKdQ2WCZC4PWAGHNqpLj1m/GmysxdPNRLI2lYKazRFiKYryySJAUdjidSnHl1YiCvHIUFZYgJ6vkwK6K0mRwYWEBJFJpGVFUVBTo3hu1sLJ4dexI7EqSBOpfSEgI6D4EuheIBClNusgdiU4e4U7QZ8ahdW+ThuhGecmmhkO3jNYzX8dC+IC4aKBA8s2n5M/V9ZPpTarYNio1KQ2qxUDoFsLX5HNoluF2uUDnd6QyEZk1b4d+PlJclAkX8YDKEgDDTCxCRjKQ2Pwg8l7/ZSTXPwbjZBLUNgOWQkYwmPcaloPH1tR7vwXi285BvRyMkpyK1SXIxCAuNBlZcUWgx2GXZFWiKOUEStNPgu4HKi84iZy0fBj1AXArnRgseBV29TIVW3UqYcHSLYcicCYe4YN5sjhLankQye0PI+PWO5B9+f0IWUyAvEQvrxS0nI/u7VytYN2OQqEAuXXRhxrMiMkDzRcOtVFu7MAIiG9m8VnhFvV7RI7wXSIo5JBHJLldB5FObfinU/jnsPx7VDkZeQgNiIDSroHkEodQckOj0RzYoFUqFeim8JSUFJSUiOuUZzNw/oFcVFQm4jd+24qnns7B6TPpKC/PF34OMjNNB9aX3Va8HRf6rZvF5WmEZ96CNqoKNt1tTMw1oaHppnxVODgoAlaLFnazHg67Gi6nAmrjDAzhw9AYZyFUjXBb/LuVmO8vAj3QABDHSGRTas2Q9GOgpxSJ4IZ/+r2dZXc96Elz9PQ2CaKOvkI4psow118gBFUirPMR8hPl4PUaHRtAYGw/wtIaEV1wHWEZNUg8+RJC4geEKDNgqOpBr9xeu8Ly5BbOK2bN7kxPIUaqHhBWsEIsiiu3LpFXq1UhO7MAdD8MnRNrCuwzQMeDrClkWSGfrEJKpVKebNA5uM/q912crjbTvQwFBQXifVACEmh0VZ8EEVU+OjoqT3ru9cSH+nIvHQlZap845OYWIz+/WL5gkpaWjYKCcpSWlslhEr6xsbGU9dAd3Qhf23kD4+Z+ONVm9Oa+iJ7Cn8IRtIi0a29HbkQlyrJPyp97u+0cPRghMiAO6XXPiKnJynvfU4dWXCSJGixBbIAJc/Yp9JQ+j/jOs4gZLIXGHAiXyoFFcfGjt/gFLIYOycWMwnKS0vIoMm6+E26VU156OZJ6Q067Xzdacwgybz6HrJp3IktzAmUFJ5GfWwCbw4KEtrNIu/V2JHddQMrAA8i+/gvyD8Om1D4J0/A5JN9+EjmXfhFJdY+tLuXbDUdTw1tk61FKy1uQ0/8MUoW1qCznJOjersKcEhSllaO84IQQ1OUozz6NkqJSIcxOoryoEkWZ5cjMzASdI7tpcy95qQw9wCU4PAhRihRkpeZSFLvjTkBoHEl8sqyKnnVhrAuvz7fX9OOObbv+r/2U3i4npx0ZAt39neidbkNrfwOqu66hrqVaflyzrzpIk5PKygzk5Wfg9OkiPPJYNt77ATV+42Mu/NKHrfgfv7mML/zlOP7vv/fjbe9cwF//0xA+/bkJ/NYnZ/G//mAaCYmBOHeOxFExTpwowYULhSgrz5GvgtLVM5o4egQKXXmlJzf5ou86nU5+WIGnLmojK71YXG2N9kRt8PsG2tDYchPtnY0gywz9CKgnU/9gB5QqG1Q6M9SGeYQkdSK68ApC0qplP/HUTxGZe92TfRNfWhPntBjgmDOhuLAS2VlFGwQNZR4cHAQ9aS4qMhFLUxHCWpMsRIiJkmQ325uDQEOkvO/Z0NVtp12J2cEkmOdChWiTMFJ7BsPV5zFc9TBcdp3IKj4dxXbl3wVJaYckrFbByfVCQNWJaJdw6/6FmKPfG1ocTcbSeCLmerMx1nAKy2PZkBbKYJBykJdXsK7Q3oOSJMnHj9b+03lBNdF9N3SvDU1cKXyvHC3bo/M2ICBAFkBOpxP0UARiT32lyU1ubq4shCjtXvXzsNslseNpkwRQXl4e4uLihVAsQ25OGcb7cqCQVNBpomFbysDMWCzmZ4KxPJsBl6UCek2OnJcY4pBfdE7Re76qtgoNLXXodlajP+01dBc+D5t2AZLGjcjgFaEWFR6DwtxS+TPsbt2kpXXTjlEMZFzaNGtkXxESWh+AWqVGx0QDOkt/gKi+EmQI61DO5Q8g79IHkVz3OAyzMRvKR7VVICBEj3nDsBBuL2xIv98iNJYgmBoeR/aV9yG1+xFETOXAOJ0g35cUNGkCOWIiQQH9QgTCh/IQYI6EQlzUMc7GQXLvfQoUOJ2IkLF0mIS1KOvWe5A18CRMPReQ2vMoUqufQc4bv4Tsq7+AvNc+hJyLv4j0G88ho/UppIyfRVZIKUqElR27fHm/30jk0AM3trtIRBb2+o4qDCta0D3QscvWOPvRJCAsQOLrXMLmPraI9+TfazqOx2tPvdz7p8CemuNCviBgtVpBE3a6Yk5f5r6ok+rIyjKh8kQpnntPAD76O8v45GfN+D9/OYx/+JdBfOS3pvCO98zh2edmcfaBJcTEOajIqsvMtuLchUXkFVjxl38/hN//0yn8xV8P4Z+/1ocv/d2QEE+LeNf7tLjwsBGPPR6KsrI8nD1XjAceTMBTz4Ti7NliJCfHITo6GiEhIav1brbjPWkiq0RaSiaKCsuRmVGItNR0sV+GnOwiZKacxFTrCSSbkuRqUkW+zDvrypOTk+WHGmRl5oLEmZzBa0NfLvS0N+t8KJanI7E8EY+ZnkzMdBViaTQT9HS1+cEMkbYyUfIquuWuWwiL2d48eckaLHGIjzOBJv1UQKPRID+vCDSZpLajImPhXA6BRMvpJBIpboSm1SG25CLc4o/KeBwJhdaOOiiCa7HkaIU6qBeROTeQUPkKks/9WHbxFS+Ksq8jMv8NEX4eCRUvI7bsVQRE90MX2Yn4ypcAae0xhdfLaQnAwkgKbIthmOvPEixyZXEkOUOQnZXvlXPvu+np6aDf2qH7p+gLn+7jIAFCPh3nvde8/5L0UASyWNHvjdTX14MEK1n2yHpFfdUJEd7d3Q3Kcz8IIZqAEdWiohLkCgGYnVWAiPAEaDR6TA7HwSVO2REh2mcmkjA9Ho+W22ehD1iAIXABKrUNSrUDlqUgBAYvyHnpvE9LS0NRVtmBXy2n40V993b0OUrHs6blNm63X0FV83Xcrr+BqoYVy4terYdGpUZCYBrKCstQkF0M6i8tjaLPEvrconPAUyc9LGM5ehCzUV2eqDW+fiEcWikAdH5rxMULhfhs8M5gWBCT9XVxlB4+loOEmVLoncFYDh3FcNo1ir7vndKlRshoBhKEde1ewFA5tCBRRH0ggaRbCgOJLU9faBKqsRhhmI9GdG85MqrfgZiBcpTmVcpWx7i4ODkriZvExESYTCb5e4neZ/R9Rxdg6Lwtyi9BWUk5ioVlKTIsCrkJpSgqWIkrK6pAWX4litMr5Xppv0jko/OTnoBI3zFyI7w51gTcLreQOl4i6E6YpgV0nh1Y+rGmtn3nWQhtz+eep9KH30F2gq5qx8fH44ELOXj7cwr82zd68PHPTOL0uSVceHgRicn2XTcfFOxCeoYNsfF2BBhdCAt34pG3LOCjn5zGH31hFH/0xTF8/fs9+Lf/6sVf/eMQPv+n4/jiXw8iJSUCESEZSIrPRU5mGWhy5GmcrEY06cjPOYX4KDH5yqpASXEFNNZSuGbLoFCIDwaHBgvCejHTnY3loVKMVD8Eq5hwmOcCkZ9zEkpzNowBBuRlVwqLRjkWByqw1H8WGkcB8nPLkZdThETxJURt0sTIsuwSu27Yl0KhUAIupxZLY0lCCGQKlwV6AtySaE9kWv2XFA4EJ7UjrvwVBET1QRM0uZpGO4EJXSJuAg51B3r7OkATaZrkZ6aWY6GvDHpXBbIzi6DWOhGYSE+sexHJZ5+HNngSSjGBtFs1UGskmQ0JOJqMUb0kjmkSTsvrJMklOKRgpO4MZrpzsTgWDbew/licw+gbvQ6n0wUXHJDUi1gyz2Jx3galxoa4spehFFfCqb67OYXGjIisGqh1y4KL+27Zd5ROy+Hoi1+SJCiVSpDAI1FEwoJ+zwX38EWWKbq6ShYgOjempqZAkxa6T472iT31lwTTPezmoTSdEG8C/eZWobj4MDMRhsmhQiFuDFiYicTEUByGuvPReO0xzIqLBxBX4kd6cpGSWwXzYiBG+zLRUXsODpsBMclNULvUMIj3V4QtFakzZ5DUex5pcdkoyziFgswSJCeaQPeJ+WIpEV1gKMmuQFnmadBTwTwXIbCDV99oD5o7GzBpH4LVZYPRHomc4aflJ53lzD2GdGMxCk2VKC2oAL0nVSoV5hZmMZx9WbYwubH2PaIUnyWRwjIUZAjDctQgJhMaMRPbjglTDcZSqrAQNgiXwrFpzxI6ziP7+vuQ0PgQtMIismkmjjzyBCL7C2FqfgxZSxeQ7q5ArqkIOfHFSEEJUqyVyLE8iOLw88iNOIG81CKU5Z1A0IRJtmIptRKEoRWLrhlIDiWi2iqRdutZmBrfAlP3wzC1PCLvZ7Q8DdPUKWQGlCE3tRBlpWUoFd9/uTl5iI3d+UW8Iw/zPuqgOPKg3wmSxEeK7EPMfVamKivxd8I+T/djxiyEjvDB1QgrQZ6wchSKq6S+6mZxSRrOP1CAc+eKcPp0McorsvCe92uFGJnCr/3mNPQG8e7yVWN3qUfMdVdzfP4zcei8ehqj1Y9g6OZjmO04izBfyWMjAAAQAElEQVRjjhAolaAb9WMiM2EbO42R22/BWO0FTLedRf+VJ8VEvxi2xVBMtpVg+PYjmO4sFGIlA7Scy1P5ZNM5TDSfxnR3EUaFOJhoOo+FgQKYp+JkN9d1AlMtZ7HQXwG1uVJcYTshiyyVBtAFz0Ef0wR3QCOCE1ug1CxDEzAn4idhCB+BIXIIoaYWxBS/CrK+kGUlOLFdCCczApNvI6bwOuIrXhLpryOm5BWEpbSjv28Y9Ojl2dlZpCRnISQkFotjcbAI69NCfwFc1mBMTU3AZrdAUjixINKsc5GYbK2Q+TjtGhh0YQhQ5sE5XYzE+HTPUOXJuUKhhtNqgG0hFPNDaTKj+YEs6HUhILFRV1cDpQpCbKgwOzsNs3VOiBlArbcjvvx1BJsaAIk+WbHpi8YTW3wJtPZ4aWkZFqt103y7jSQRR8sCaWkRXZ2fnJwEXQigPtPEcrf17Te/JEmrVSiVStBVWZqQp6SkID8/H3a7HW1tbaB+kmBbzXwIO4fdRFZmPvLzihEVFQW9Pli24oz0pGJ+OgFTwlKoEB0Kix5HcPgECs+8iOjELiF0WpGQXofA0EnoDMsYH0zH0ny4yAmYF0IQbAtBWvXTyLj9DqTVPIPY7pMIHcuQH2VtokcrD59BzvxjSFk6gdyAU6B7LDLTcqAT1je5ki02cXFxoONEQtU7Lx1DlUKDQNFnrSsAnhedY3Rs83MLxZX0Cmg0GjmJLNM0WSRrT0ZCNnIz8hGqjUJfXy/MuklMJtfJN9NH9ZYgreptQpy8Fyn1TyB5oQIZ0fkgS6bdbkOPvR4tZ76G6aC11qGQiTSEKIS12baE/pirGEq5gnFTLSbjGzFQ8DJaLvw7BtOuYCtBFDxlkpd6yZ3lzbEkYJyJQ2zXSZha3oK0sQfEOfQ+0FK/xJYLiO08hdQ68f6oehbZlz6AnEu/iOSWh5H7+i8jrvMMEqyFCEIEHFYnJk11UImLCwGzsQiaToRRnOO0b1iIkt9XabVvlcvnvvohZNa8E6n9DyFVX4jizIrV8/1YArwPO03fu5IY92H7okm//afvL78d3HEeGJnDC9JLUHTzw8hoeRqlWSf3/YF16lQRPvghGz4hLD5/8hfD+Id/68d/fKsXv/nxaaSk2nCvXr/xq4lou1wB80zMahdI3IzVPYCxmocx3nAeI1UPYlFMuDwZ7EvBYpc+DgDLbBTo93VExBb/EhzLQYBbCetCGJwW44Z8tsUQLI0nYK6vAIPXH8fQrYcw03FSxEUB9hAhTKbgluyIKryEqPyrCMu8heCUGuhibsMQ0wml2gr6kVRJEkJS/CuUbiwuLGFmZhKjkx0Yn21CR+8NVFffxuz8yGr7nd3NcNgdQiD1IK70DcSWvgqHNAZ6NLNWoxN1ajHbXbCaX61fgMOmgH2yEJPNJ4UYm4JOr4XJZEJiYiKSYkuFZalciMEkuYw2aBpknQo1taJ/sE2Oow2JoZqaKpDoCAwIpyjYbS709nXDENWL6OLXIQkrkpywbjPbmwWXXQOncMtLVszMjt0RYPv/OCHLCwkNGktycrIsMkg0khVmXTd8HqQJMFkdaVIcEhICmlDTJJhEDzmynOrEJJwELD02mx6VTf31eUeOYIUBRi2UKiXi4xNhW07E3GS0EDt9iE9pQ9HZF2Ez69F65XHMjqbAPB+MqIQ+BIeNw2bRi3ztaLn9ABx23erIjEIcqSxCjNC3+WrsmzsBs3EIG8xFVF8x4tvOIbXhKWRcfxeyhh9FflYRinJK5fOdBM+bpVb2oiKjkZKUhpzkQhSklYKWCCkUCpDVtLmvFp26q2gaqpLFUnF2uXwze258CULEuMLGM5GenoGCzGLkhlciVV2CtMBCpM6eFe0/h6juMmQm5SJ0Oh0JTRdWGvTaBszFIKH9PLKuvVdMPD+A5J4HkaopgtvhwlRqE9ziz5Nd6dQg8+a7kDhVAaUQ2naHHWF9Oci7/EGk3XgHtPNhmIpsxVLwmKfI/e779fhDR7J3PL7QkUwkNz4qnz+mroeQLoS4yqG9a3kJEjTWQIQN5SCt+m3Iv/2LKMgolu/NvGthznAkCNAxpI/Nw/aPxOAPqBOKA6qXq90HgfjoROSEVCLv6gehEJP3gPlopDe8FYW5xQjUkQDYW+XDw7P48feDkZ1nAS15Cwpy7a0iH5b6+P9MQNv1fCxNJG5aq0t8uDvMQXC7VJumH0ykJCb5WkTmVCEgSogW9aR8JdzpNgMKC1xuBzR6B9xuJ6z2BUxMDkOhdsC6bMD8SDKGhGWq/+ozkBbLEKA2ISIoC6HB0aCJPd0HVFRQJqxOZcjOykNmWjmmW86h79IzQgiGi/qdgDUOgcpyjNY+KKxcj8Hl0KwO024OxFxPsfzAgvCsW5gzd8BqW0BoSAQMygyM1jwI8/SbSx7cLgl2iwK19SLv3NxqPTSBVygUKMg9AetoOcbrz0Fya5GUkAa1aE6pnUeQqX41v/fO0kQSRmouYPjWW6C1lyFZTCJTTbnIySz3zrbrfb1eL4uPiYkJ2XJlsViwuLi463r2UoCW5CUKIUn33YUIEUTWBLpfyW63o6WlBXV1dWhvb5cflU0CaC9tHOcyIyPDoDl8V0MJ1OplqFQ2LExFovPWg2i5/BYMNJ+Qhzc9lIK+hlPorjktzlu1eE8EobP+tJzmvRnqykfnogZdRT/HiOmmd9KW+2prAGiymPvGB2HqeASp7nLkGE+A7omgc8dTsLauBjaLHTEdJ5DU+DB05lCU5K+cmySG6NhmpeXCpCxCZv2z8s3sGdXvRGrtU4jrOIO40VKkdz0uJpfPIq3+aaTffjuiB0uhthoRMZor8j2DxJYHYRBX2z1tbuYrXGqEjKYjpe5JccX/caQ2vkVMQ6UNWcMH86BUKNHQXouJuGYsBg+DlryZ6h6HSqPEZFKNiBvZUI4jmAARCJpKls9N2t+tU4jv1bwrvyzmGxWIi07cbXHOfygE1jbiFtM2SXySkBgC+YcUhh+/WAgdsYObacpBpv0MMuvevqZnuuUQZFx+DzLTc5CQkAC6f4a+0Ndkukugr68PbW0z+PxnYtDSpEXNbf1dShxs8qc/Foemq9mY6cs62Ib2UrtbgbG6s5hur8BiXyWsY+UwD1VgrqsSk01n0XvxGcx2nUSAJgGRkdHCAhOPiYYHMNebB6dNJ7e4ICY4o7UXRD0PwzJSCdvoGcx1nwBZuCZaTmNp4LRIewD2pRDQ47g1gTNCjADz/YWi3XI4zBstV1SxdT6CPEy1lyMiNAFBhnjMDaSJfp2X4703TocalrlwWYR5x9M+WThcQmhqw4YRU3QVY2Oj6O5tE5P9QczOTkEfPE/ZtnWzYrwjVQ8JK9oT0OjcSE1Nk5ezBQfvTrDT/RokRMj6Qw8iIL+jowN0f9C2HfBBIr2XaMnXyMiIYDAGWpZHy/RIhJHF7DD64INhHFgVJAzDQ+MxNpCK6MQ+LM9EYkSce+M9RXfalOByqu7sr3h2iwFz4uJGWEzfSsQm27GRNDQ1F2Mhsh9uSXybe+XZajmYJ0vwpEm+Ip5W/wxSOh9BfmqJJ0n2VUo1rPo59Ge9hklVL9p7WuT4/LRiRAtratbl9yK17inolsPkeO+r6XHdpxA4tWJRlRPXbfRLK2XWRW8bDJiPglK819ZnonEOZV7G1PKY/L5Ru9UwzsXJ2VR2PTJuPAe7fhkLYQNyHG+YwEEQyKx7BzIdp0Hzj4Oon+v0HQGPCJLcknxxSiIx5IaYO0gHGoYfvxR+PLZjNTRJklCUW4KMoUeR2L1xQutQWdB54ruAWYEM+2mk60uRlZyPvPSiu46TJjI06aUJH93P0NmhwJ/9YSRu37x3Quj3Px2L+ksZmBJXhu86AB9msEuDMCursKy6BIc0sW3NDqsBy1OxWBxLxvxgOhZGTHLYthQql7PMRkIhKeC2BWF2IEeO22qzNJ6ExVFRfjIOtqVgWIU4WZ6Ih8uulYvYFkMwWnceU22VsC8HynF33QixNtpwGnP9uVieSICkcCAwsRFK7RL0YaOIEBaj6AIxyTJfA4ng9fXRZH9yrg0L9ga0tNVjbLJXXO1XIyggAUHaDIw3nlxfZDWs1C6v7nt2xpvLIS0UIT+nErFhJYiPS/Yk3dUny4tGo0F2djbIUnXXAj7KEB0dDWqXnvhGD0LwUbWbVkNWC5VKtWnaUY0MDo5AdESBsOpUYGIoHbqABSzNvWlx3K7fs6NJ4itaQkRs75bZcvOqYap/XHyJK1bzLAWPovXUN9CV/wIGs9/AXFQ3XOJvNcO6ncBZcb6Kq+L0GUeCmpLbe5sxGlOL2N5KRFkykBGfi7KCE9C6jIjuKYPKuXKxgvIetmt64N/Qevrr6Cj7Hloe+A9MawdBVtCizDIEjaat6Y5GWKHSbr8NsT2Va+I5wAR8TSCp6wGkDz+CwpwSX1fN9fmQgGwJEiJoo+8Wn6MSNsaLxuX8+0sXtfjtv8JvR3aMBkZf3qUlpQieSUH4RPamPZ+J7JRP8PTmZ5DYdgGpNU8j9/IvIgiRyEhda1GJiYkB/fDjqdPiy7+sFKdOJ6K0LBTx8ZGIiIjA6Mgc3C4Fikotm7Z10JF/9Llo1FxMw0T7wX3gOjEHq6IDy+qLWNB+G7P6f8BUwB9g3vD/sKz7MeyqDixpfoJ5zdeFIBrd85DHGk9jWFhEXLb9i0qnxSisN5Fb9MUNlX5hQ1p4ej3C0msRmX8FoRnXEBgzjOiiNxCSVoVFdy0amq9jbmFqQzlPxNjYmPwDjRTOyz6B+Kh8WIbKZVFG1iKK93Yq3RLCMm4guvANGONaQGFPumUmGvNDWXA6VFBrbbDZN4olT971fnh4uHw/EAk2Wra3Pn2/YbrfJycnRxY9arVaXoKXlpYGWgq3nyfS0fuJLFmFBRXi/RUvd9Nz30pmZqawkKXK8XTfU2pKIdJSy0HvTznjMdgkJaYKEXRG9FSDjKLLmOhNh80cIMI7+9eI82B2KmrLzLVVZ9B56jtwSc7VPAFzMQgeFu0EzWAqqg09plfRdvK/0PzAv6Or5Ifoz30Fs9FdmIvsxWj6DXQVPI/xwFbQeVOQUIHKrPPISS4A1C44tVZ5aVp63bPIvPEuZN16N9Q2w2pb92Inoq9ATFgUom9mcQVXgk6rQZ6pGAm9ZxDffXpDl5SbWJI2ZOIIJuADAhHjOciuew6lpWWgCzc+qJKr8DEBiepzAxt9EkHuTeIhPmcg4veXDj9+Kfx4bMdiaOHh4cjJzMXszDxsxhnMR/RhJqYDbqxdKhI5ko/M2++UT+bloDEMZL2B9vLvwKqdx+zCNEhMnT2Xi/LyUpw7H4Zf/YgFf/zFSXz7J934+38ZQEnFAk6dteLtzxnwC7+kxR/9+QgqT+58ouormF/84yjcft2EkcZyX1W5oR6X2wKHcgRuaVHwUsCu6INTMbaaT+VMhEgUaSoY7I9A5Y5ZTdvtjtup2m2RPeUPjOtAZN5lBCc36u9SMgAAEABJREFUrpYPShRCRIgjErUqjQMWqR0z8/1oaLqJxuZbGBoaWs3rvUMWEIVi7Vs/JCQEbocGY/Wnsex1j5F3OdqPyr8GfeikEFg34A66jZjiSxQNSC6EplcjIvsmliwj6Oitlq9yY4cvsghRVnpCHPm+cCRSSACRpYD2JUkCiRN6XLnFYgFZxPbTXlZmISLCs8RENg0t9ScQHJQIugARH5eBvNyTmJooxczEKThtJ7C0UIaWhhNobz4BY0A2CgqK5AdM+GKcB1VHiilHWIGSRPUS0gpvYWEyHnPjySJ8t38XEnJvIvPkS1Bp7MgquYqEjDrQOYINLwXaGkrRfupba1Lie07JDxxI7DoHtU6FW62X0dBai4apa+jVVKEt6QV0J72CruDLGEIztAEqZNvPI+vme5B9473IufYBRPeXIHRw5cKSzhx8zwWQZ4DRvWXy2NJvvBOZV98tP3Eupe5JhI5merKwzwTuGQHdcijyX/0w8pJK4Lmoc886ww1vICBbfMTsZcUXUxk3ZSGRs5nvu3Sq3V/d2tmQv47yiI4rKy0Hprg0LM9ZYLVYYTcsojfrZfQkvoq+gpfW9NqptGE8rgGdFd9Hd87P0OR+DdX9l1EtJr20rEKn00GpUCA0zIEv/vUwnnvvHFLTbRBzP7meX/lvc/jEZ8eFm8BHfmsKphS7HH+Ym7/68whceyURQ7WnDrRZhaSD1pktxNAwzKrrUDvToHKYoHCGQ2+7gGDLhxFs/RUEWX9RiKCtr1YfaCd3WfnSuEm+Zyg4oQ9JZ55H4skXoI9ugW3RCFpO53S4EWQU1r7R0W1rpscBZ6ZWoLioFPl5lcjNrpCv/kWGp2KyMw9Ou27b8rM9uUJDroj0/oEu2GxWkAUqOLkJkrEFC7Y29PZ1gYTGthWtS6Tf4iFRkpCQsC5l90H68qZx0m/8UJ0ksmhJaE9PD+hpb/SbP9PT06Lvtt1XfqcE1a3VqqFU2YWbRm7xTUyOxWB6ogCtQuTXV53H+HASJsfjMdSfjpGBVNhtOjjsWrQ1VmB0MAvxcUd34ktCWacNFUIoQx6x06aEZTFE3t9+40ZS4VUsWTvQ1l6Pzu4GdHQ2wq1sRFbxlU2LhkUPQT8fsSFN4VaCnm6lFMwU4rONHnQwPz8vW/Vm5qbQ0FUFOpbhwVGIbT6DxM4HVuuQ3ArE9JWD6liNPGI7tDxPbQuA1hoE+gHOI9Y97s59SMANeVYtjzz3xgeQrT+JmPD9fybLFXpveH/PBCS3BLjdWPFxxz/4MPz4xULoHh5chQboHuxAS08jBkf6UVV3C7VNVbA77bCJK/10s69TZUVv+mtor/gO2rVv4Hb9DVS33cD4+PiaiZw8sbMrcf6hBTTW63DxNSMuvxGArg4NfvaTIPyvT8ThuadSceOq4Z6M+D//NRgXX0jEwO1zh9a+1laOMPMnobefhdH2VoRafhMG+4VDa9+XDbmEtWZCTPbGhFXBuhCMpSUrlJIBk62nYZmNxHjjecx1nUR6wgOgH2TdrO3E+AyE6vMwUvUo+q48jpmOEsx3l2K2PxXzAxlwLkVvVmxN3PJUHCzTccjLKRPWlWy0ddRhfLYB9OOx9HCDwcHBNfl3E6DJLokWstiQhXM3Zb3zhoeHy0HqDz3hjd4rw8NCFJvNcrwvNlSvxWqGVusUFiE1musqMDKUidGhVFjMAXdpQoJauwSH3XmXfPcmmYRkbm4ZOmppSRyQVnANNnOQuGCzwnW7XhnDxgHJjOGRXlkM0+8rkRgN0MeI8WqEaLRh/WtmIhL0Wbc+3hOO6a5AbnqhfO9YTnoeoiyZyNCUozi1EkWZ5RifG8Zg+mXMhHZ7irDPBJjAHggshg2i6cK/ouXcV9GT8yKMSzFIjEqW33t7qI6LHAABoYGEEFpnARLiSI7HnfgDCB/AUI5MlYclhI7MgI9SR+ixvDShWt+ntu5mDJk7hPXnB+gs+yEWw/rR1F+N/rGe9VnXhHt7xvH8D4z4o89F4Y9/X4///XsG/N6novD3f6VBe6sTmdlmnDi9vKbMYQRe+HEgXvh+NPpuP3AYza22ocbKxF7ljoTSHbYaf5x26B4cXdgoDOHDMMb0ISyjCnOWFugMKsz0FMCzNM/tUEOYvDDRdAYKVyjofpj147Q7rNAY5xGRexnxlS+JumqEq4M6tA3G+FoExrevL7JpeLqjDOaJNAQYAuT7Msja0tB0e9O8u4nUarXyY8oDAwN3U2w1r1qtBv3eD/l079NqwgHt9PZ2oq2tFX393UjLqhGtrFjKxM6m/+FRw8gpuIXyU69CH9AqrCW1m+a7l5FkJQzUV2J2PFpcdFQiPLYHksIFlXYZkrT9+Kjfi9PR4gqlFiqVioKyKyqsQH97BboaT8ApBL0c6bVZmotGfVsuOsq+7xX75m7weCqCzfEoSTsJp82NuYB+2ALnoJOMSG97Ahnms9Cbw+HUWN4sxHtMgAnsmoBxJh6RPcWI6qyAOXwMk4l1mLaNyp/zu66MCxwQAUkIIUASfyt3UEiHEoYfv1gIHdGDS/cvVAnrT99cK+ZdU8jKjkdyctS2vaXH/16/3oCbN+pBV8NpyVxnxyiWl91ISlbiT780sm35g0gk69TX/y0S7a89eRDVH/E699a9wIQWBCU1ICihA1EFF2FMuIXA5GqoIm5gamYYEaGJgFMH+9KKYAgxNSBciBtDXBViii7CvhgG+2wWigvL5Q6QpYXuARod60d7ZyMmFqpR33hDvpeovum6sOrUo6mlDgExnYgpfh1qw5xczrMJiOlAYEIrVPp5TxTm+rJhWTCA7r2Bj16jo6PyBJrO3b08wY2Wh9I5TzfNk/NRt7asxmazCcvcEpKSUqE3WJFffFUIojoEBk9Bp1+CSm1DWMQACkqvoKjiIsKjajG30Iya2tvo6urast7DTiDRQvc2FRRUYI6eZOhUYaQ3D7Ep9QgNn4DTasBEf5oQRlt/XSiUDgRFDsNUfAn9w3VwOBwgQUsPkWipOgHLUtC2w7JaAmEzLMCmXdyQT3IrkNbwFLJq34m0yQvQavTi+98BhU0H3WI4EjrPIb3mbYgYy91QliOYABPYOQF6r0X1lSB8JBs5lz+A5OZHYZo9ibKSckRGRu68Is55cATcblG3JD6PhUdi6JDC1Jq/uq2/2fx1xMdsXElJEYiJNQhrjhLZuVEoK8vadAS0nOX0mSxkZCSIq+JZePChAjz2eBzOnovGez/gwp//zfCm5Q4ycmxEhT/7g1i0vvjWg2zG7+q2zIUhKK4f2ugq+aEEbV1VaG4Tk+fuViybF2C1LUKhtiAsvQ6xZS+LyWMVWjuvY2isVViLeqAN64U6uAfdve0yG6PRiMS4bGRn5oEEBi2jlBPWbVraq6DSLcIQ1bcmJSSpS4iyVsSXXURAdD8USjsC4zuFYLKA7tlYk3mfgYWFBXkCvdtqdDod6P6igIAAYaVp223xfeVvaWlAXV0NWtquwuluRkJyLXIKbyG36Bqi4uoxOtaC5uabQvw0yr9TtK/GfFiYHpoRFBSEzMxcGAxG2MwGhMUMQalyCCE3h5CwOfQ3nsRQaxks89FbtmyM6EVSwSUExohztPc6lpfnkZqaj8SEArRWPQCnfUWwb1nBnYSpiUh0nP4WhlKv3olZ66nsekQO5yP3jQ8ivfZZpDc8DaVTszYTh5gAE/AJAUlMsun3tOK7ziDnjV9EpqEcJXnliIiI8En9XMneCNBxAWkhKi77ErzDkjhu3mGsC+8rHf75UvjnsPxnVNXVrbh8qR5NDWaMj9nFhKtrzeBo4pebm4Rz52Px6d+bw/s/qMKH/4cVf/blYXzhK8P4y38Ywq9+ZAZKJQ715XIBv/6rSWh76W2H2u5OG3NK01tmdcGCZfXrmNH9Fea1X4UT81vm9VWCJDkRXXgRyWd/gsjsGiEwltHa2rqh+rn5abS2N6K7px1Ljg60d99EcFAEcjNPITMjVwidBTQ2V6OltQ70g6BUAYkVh3tOWCM2jplu+qc85MiKMjI2DF3YEKIKX4MmaMWCOHTrMVhmYjEzswBtzFUknHwRYaltwhoyB7KKUFlfuaGhIdA9Pnq9fkdVKhQKeTkdWTTIGkS/B+SWr5DtqLhPMhEDYkeVkSW3vaMK9fU30dR0Q1hmm0DC05NOeY6CI255uQUwJeVgeS4JDdceRmf9aTRefxgD7SWwmIOh0Vvu2tXQuC6EJzaiq/c2Orsa5PMhOSkNtqVU+R4jJy3ZvGstKxkGuvNRe+VRjIX1YyFscCXSazsvja+GtKJ/qwHeYQJHgMBR6cJy8BjGUqowkVQPq3bBJ91yqK2IHihFzEA5MsKKkBNX7JN6uZLdE3CLuZVcagv/wNLlRv1zw0LoiB9XWmJCXWxs6ENNdZu85ITCGo0GJ07m4C2PJ+Ezv+/AV/5xCIUlFnzwV2fx7HOziI5xUrZ75n7lfSYM15y7Z+3frWGrsgXTur+ERXVrNatN6gf92KpN1QClKwwB1rcL9yyUCFrNcxA7GuMsYkpfgUs5gda2ZmEFuo6evqZtmyLLCT2YIDuzCMuTCfKkdWp6TJ50U8G87BPIyiiiXeRmVcK5mAKjsgilJWUoLjyBdHHFvriwEpHGMiTHrzximDKPjw8L69MNTMw1wWi6ivDcS4jIrIJtPhKumWIoFTrU1N5CbW0NurrbqYhPHT0sgc75nT4sgQQG5aXfAqJ7lXzaGT+sjK7mZolzpqioBFOjMehsKMNARwHcrvVXShTCkqOCLmAeW72MYWMwRnSIc7ZOFkCefC6XGy6nUjiVJ2rHfljUAILsRhin49eUWcIsppUD6FHdBr+YABPYnIBbcqGv8CV0h17CRHIt5mO6Ns+4i9ihtKvoKvsBenNewkhkNWziMyEgXAf63N1FNZzVZwQkQBZBa32JLD+bxONO/H7TsfnLL2JZCB3Dw5iQEI2ysjz89qfm8KW/G8G5C8tHahS//ZEE9NUUwbYQeqT65emMEwtwKabgVs5hSfu8bPmZ1v8FHGKipXUUQueogNZZCI07CUoEeor53NcGziAy9yqC0l9Fa+dNYelpEBadnR9Ll8uF/sEO2DS3UV1TBRID1Mn8vFLYl4MwMjoAk8kE22wMplorMd12En2Xn8Fo7VlYhk9jtO6ciD8LtSMHOVkroonKkyNR0SGu8E8v1cGsaIAuthpBsX1wuRzIzMwUvvyJS1l96kgEkVWHhH5cXNyO6lYqlcJaNbOjvPd7pvDweGEBShWWnwcx1F0I6zaWFbtdKYTQ7JbINPplOFxzG9InJocRFDqxIf5uEVEJ3UhLGERM/Snx1S2tya6EClX67+OS8V/Q7XXxYk0mDjCB+4DAYNoVdBc+j7bKb6Kt4lvoKvkh5sP75ZFLbgWiO8uhUqvhdrqgn4uS4/eymYhpREv5N9FpvIRbzVfln+qo7bqJqppbaO6q39V31V7a5zJbEFizHE4C7oRXFkK8GfbEe1LAsW0AABAASURBVPz9pm/RG7+IZiF0zA4jLRsqLQ/H17/f4/MnwHW0afHP/xiGz3wsBjeuaVfJLCxIWFq6c6qsxm6+8ye/H4326mQsjqRsnuGQY0n0LKp/AovqJizKasxr/xOzAV+CVV0t90RyGaF1liDE/OswOM5AIanl+IPeBCc3IjLvMhadzfLDCkgA7KXN2dlZkGXIu2xzSy2sUjtm5yYxM70IhdoGSWlfzWI3B8I8FSfE0orIm+kugtsahoyMDNC9ZvB6kSAigdXa1oiG1uuYnBqHXheMwMCVsl5ZfbrrWW6mFl/oJHRoCehmDQQHB4OsSJulcdxGAiqlBlMjCcJac/fzvKe5FCHxXUIMzW2sSMQYw4YxNbVR8Mi/ISWZERA0JXLt7D8t5xZSwmYwXD+L7wV/Di8G/DX6VXWrhXUw4vGFTyDenodrAV8DWYhWE3mHCdwnBBZCBzAT3YrW5Ruo6r6Cqp7LaJ69ieH0K3CozHCKz/mx9Fvo6GpDVfNN9Bf/fE9kJqIb0R19ES2jVejr69tQx/Ly8oY4jjgsAhI8ouZw/cMa3+G3s7PZ7eH3i1vcggBNEMdHlehofVOobJF1x9Gd7Rp86rfi8Eefi8bPfhKCuVklRodWJkpf/ONw/I9fTsb//FAi/vGvIzA3J644bFHz//v7MNRci8FYc4XIcTAWA1Hxrv6VwqJjtD8NyR0orEBzULniYbA+BqPlHQg0/5L8O0MG+3kooN9VvfvJrNItgh46UNdQtUHE7KdeT1myFNGXFy1dSErIxExnmbg6qPYkb+pPtp4GFvIQG1GA2OhkOc9mYmd6ZhxNzTWgpXlypgPa0A+sksBJTk5GamqqLNDS0tJAosjTJF0UoD6SUPPEHZTvL/U6XXYER4yJ4ciXEYW/9X9Y9CDcDg0sS8GbZrItByI2NhZkvfNkUCgUcpieROew6zzRm/pa/QIMxhkUlV5CtMuA9NvPItN6Dkq3BqPqVrxu/L+4pP/X1bIBCEWm5TzOLP0iAhACfjGB+42ARbxfZhZmQBeo6OIZOfoJjq6xNrSf+jZ6ip5H72gnKJ7eizaLC335L22Jya5ZwlxkNxZDh4WIssn5XJITk2m16BlpX73PVE7gzZEgQOJHwooYOkz/SAz+gDqhOKB6uVofEUhJScSZMwV4+NE8JJsikZeXjP/+mzPIyLaKDzuArDjY46unS42P/o8EfO7TcRgc0ODTvzcuLE3d+PO/HcaFR5fxu5+MxbXLBmFVWMbVK0145cUA/Pv/F4q+HjV6uzWoua1HX69Gbp1+wPX1l0OgN5qR9uCPoNLPy/FHZaN15sBgf1B2esdpYQUqhMaVeujd0xhnEVX4hvzo6oNunASR2y3t6Oq/26nGdFcx5vqzEBQcJFt8UlOy5AcRePczPiYFJEC84w5qn8RQZ2cnOjo6MDAwAPphzvT0dCQmJiJNiCKyXo2Ojh5U835Z7+LiJCLi+qBQOu86vtG+HKi0VijV5k3zjnYVwLaYgsz0MgQFBYGsdykpKfKyya6eemQUXUV60RVEJbZBqbLBGDKJuNRmZBRfQsGpl5CSdwNJ2bfgghmWoEmMmaoQpo3Bg4u/JoshanRJOU3eqkt0FsDkKFsN886BEuDKjxABh8qCyYQG9A50b+jV1Ow4bjdcx6CjFfTQGMpQnFWO5N6zSGy+QEHYNcuwaRcwlHAdXcU/wnhcnSyeehMvojvtRbSd+QaGU66hveI7aOiuBl10lQvy5kgRkMR3ultcx5I8Ykjsrw1LssXI1+lHCoKPO8NCyMdAfV1dfEIIEpLtsFlUWFxwoatrDD/8bhA+/5loYalJxP/53zG7bpLE0/e+FYQ//nwURoedSM+w4p+/1oub1/X4lfea8GsfTMZHhBWoqUESkxuVmIQOg64w3b5dh3//l1n87u9E4g/+Vyz+6i9C8LlPxeIjv5KIiXElgkPteODxccTGW6FQvGkRCk2tR9r5n0EhJkO77qwfFVBqlxCWeV2IoFuHMiq6x8ZpWxGqO2pQcsEY04nhkV7Z4jMw2I3x8Tef1JWXUwaduwjhoXE7qs7XmYaHh+V+SZIkCzUSRnRe+rodf66PllEqFA5s9xAEQ+CsjCAp+yYWp8PgtG9lLZUw0l6KrtsPISE2X36sLh0PcnRs6upvY3yyAeEx/citfAPxabVQ65sxOt6IoeE+dHU3COtiFZqFb5esYpLXiO7yHyFCE49zS7+Md89+EY8vfkLuC2+YwP1AYDaqCxOmGiyGDMNimIFdvbw67OWgcdjdFpC1dTVy3Y63dVyhUoB+jFjhUsNinELHqW+h88T3MJ3Qgn57CybSalDXVI267puo7byJ2/U30Bl8CU6NGVqtdl3N91PwaI915amoEtzyFEv4QgiBRNFqmCJE/GoY4uUd3lu6qMRv/1kIHfFDe/lSAy69Po9Ll+pAV8jpas+Nq9P48Q/HYTG78YEPTsBu39kgJieU+NAvJOF//140/vFvFEIELcPp1GN2Dvj1X03Et76uxJUrtcL6U4tr12rQ1zeMW7fEh/Li4moD09PTuHK5GW+8XidcCy5drMPFN7rwd19RYHJCAZddgd/6xARSTl9CcGIr8p74MZ54Xz2e+8AoMi+8uFrPUdxxSONY1DyPec1/YUn9c1gUjXDB4rOuBie3Ynq+z2f1bVdRWmo2pMUCTDSd2S7bmjRtoLj6rjLLYoMS6FiTTy4+Ph5OSyhmu4vhMocjOHjz5VKU9yDdsBBD/f39aGhoAE3qD7Itf6ybnhonKSQoFEuAEL5Y9woKG0Vq/k0hXnoQGLyAse6Vh2i4pBVxtC67HEwpuQibYx4jIyPiM2Pt+U3LdppbqkV8v2gTCAkNQkRYIQL0RcjKKkR+3gkUpJYhrq8SeZc/iMxr74bGHIQkRzF0MMr184YJHHcCU1Ft6Cr5obDAfAtdpT9E69mvoaP0e2g99Q10VnwPg2mX0V38EwxlXkZv+DX0pL2M7rIfo/3Ed9Ap8rvExQvDXDRCptNRnFuG4pzybZFkmnIQ0VkEhRBBckYx93VblbLYae1rxNjECBraauULnHL6nU1vby9qmm9jbk5MCu7EsXfUCHhEDd4UQ7LoEf0UxxmrougA0uGfLxZCAI76oaXJn3cfaTlQQkI4omLc+Np/RAphE4k//lwUvv31ILzycyP+9PPRqLq59oqOeVnCF/4oGnabC5cv1aOjoxculwPLyzN47eV+vPZqA1pbO72bwezs7JrwVgG6cbKnpwc3b9bh+R/p8N1vBiE61oaTT9bjo58axsc/M4m3vn0ONqfn3bpVTYcf73LbYFEKsad+HjZVC1SOJOjtZ6G3PQCdKx8KMR3zRa9UuiXoQsZkAREdHe2LKresIykxHdJyFmZ7SuB2qrbMtz4hOLkZOoMdudnFq0lacWWQHrUdoMzCRONZOX6uPxfx0TnyvSByxD3YOJ13X9p1D7p1YE16rgIHBgbK3GlZIO3vtkG6t8BisSMobE58S679+E/OqkJCWiPa29sRk9QN67IRLizBpn4BVt3/t6EphcqO+OzbUKqXsbS8+YMR0tPzUFBQguioNHQ2V6LqyiPoaDqFnrYy1F5/EDPTkQiYj0HEQIFcv2pL65OczBsmcOwITCTUoSflFdRPXkXrSC0aJq+hpa8e9WPXMD47jPaZWjSrX0Xt5EUMjPegpasRNV3XQUvdrDYLrIZZdJb8SIiib2MmvFNcvHTA7FyC5zNhMyAGVSACF958BL1uKRyBk0kwmUzISylBQXbRlkvfaEn1ZnVy3BEhIMSORGJnEx9uSXyuQ6QKseTjdPjxa+03oR8P1J+GptfrxYegBvW1Fty80Y0XfzqH1mY9vv4fBvzT34Whu0uDxGT76pCbG7X47CdiMdCnBmmRE6ey5bTW1gG0tPRgaUlcHZZj9r+pr29GXY0CRSVLwrKgwFf/JQzvf4cJr79qxDPPTiM86/b+G/FhDU7lMNQuE4z2p2CwPyDETwHU7gQoJJ0PWwEclgBMtpyCdawc0REp4ur4wb31ggPDsDx918emrhufG9bZSPmR2rPdlcjNKUZhQRnSEk/COnIKUy3nV/M7rAGQFAoEBASsxvHOwRFIik9Cblq+zDsnsQglplNIj81FRvLK+3i3LZvF211vWJLv2ZEUTtBSuLSCa5hfbkZTSxXM5gXYxATMJbSmpLBC4Y6EzvwbG5pJyrsBh6INDY1VsjVofYZgYTXUaQ1w2FXic2cREbFd4rx3Qq2xrGbVaOyi7pDVMO8wAX8iQJacqbhWdPd1iu/DBfni4vz8vLxP37u9I13ygw/o4ubi4iK8lyITh8b2WvSNdqFp/AbqO2+jTrw/a5qq0NbessGaQ/k9TqlQQXK/+R3jhvh8D5oGrSpZtM+ge6DTk5X9Y0dAgtuNO2LHfcd/M0x7B5EOP369+U7x40H629DMZjNqaprR1dUlf6DSh+ft261wue14y1Nz+H//OSCutKrxpT+LxH/7xQTZYjQ1KYkPTqV40yjR3/vmfR8Hwaa1ZQqXXg9EVJRDvnfIYHTgP4UgstnFG3jDDzceRA92XieJIKU7dOcFRE4XzDCrrou93f3T7yqZxRVwt7jOfpBX3RqabyIk9TZ0Ybt5kICEuYEc2JeDYZ2JhWM+AVNCuI3VPYjlyTevLNKIXXYtlscTEROVTEF2B0iAHkwRGR2JhbkFZCfmI6PqGaQ0PQan0iKuJo+I91gUFEKU7qYLfQN1mFtqQlxqNfJPvIaU3FuYmW/C5NQg6LykK82t7fUwBM3DYFQIK2mF+NzQY81LcgmBI4EsTBSfnJyM9RYqz5MFLdY58VnVJKyNncgvv4S07BpkiDYVSju6WwsxH9kHmjBSPQfvuAUmcHgErPo52JTLkB8pv8dm6T1G76WdPLwgKSkJJbnlSGg9B91S2GqLkngHJ7Y/gMzkXGgUeoQGhq+m8c7xIkAiB+J4HrYPP36xEPKDg0uTkLKyHDz9VhfSMpzyQxToUdi3bqqh1blx8rQFuQV2GI12XL1ah5GR6QMdNV3pcosWWlt0UEgkfoDoGLuYKLnEpM0pUo7vv13RhzndP0Hh2tsXicuhhdvllpfIJSQkCCaBBwJjcXkK+pDdCCHvbkiYai+HZS7CO3LNvi54WhxLaU0cB3xPgK7gVlVXwSksJ6HTqdBYgzAf0g/NUjBMmnxka06iOL0CJF520/rY2BhaWqtQW3cL9Q235SvFRqMRebllyMkuFcdWgfn5WQSEjGxerbjaHBC8BFoWGxISAoM2EQlxaWvyxsakQZJU0KgiQUv5aCyUoa3+NKYn45BTdANlZ14V16rdgJvPJWLDzr8IjKbdxMT88KEMii6IhGtjkNj+IILnk9e2KUK6xTCkV78N6c1PI86dA3qYDvh1DAmIOZWsgsRnpvjoBMinHfIhXgeVLqr2038WQsf0wNLV1+zsdDz4UAGefU6N8hOLaKw34B//OgiXL3WjpXmDrCOmAAAQAElEQVQQQUFKGAJcaG/T4rWX3LhypeVQRktXv2wWl7i67IbFqsDighJz8yo0N+rgtPl2ydmhDMirEYv6Fgy2J6B1ZXjF7nw3MI6WJKiRHF8AreUUkmKL5SVo9FjondeyMSd9CXrH0gTUISw33nG+3J9qLwFcenGOBfmyWq5rCwL0JLblwCk5NWqoENlVzyFDTGo0NgMsriVh7XXIaXvdZGXkIjMjC1p6e7okWQj19HbCGDYElXYJ61+S5IJC6UJ+fiHo955UQqgNDNG5vZKTzsdAYyQab59DS+0ZBBnzERWZisGeJDnD9HgCmqvPofrKw5gWXR8TFkw5gTdMwE8IzEZ3YkbXj6GhoUMZEVlzRxb6MRfVtWV72uUQGBdiENtbgdiwBNBFjC0zc8LRJOCGkD5vih6IMMV4+5LI4R32STqO32unPWYhtFNSRyQfWX/OnMtFRWUKyirViIm1ovqmAd/7tgVvvD6I69eb5Xt+6IlfoyMLePGnw3jlpQ7Qb7HQZOowhqHRaKA3iKsSYkJl0DtEHx2Ym1VAp3MhKr0bAVEDh9ENn7bhlGZgV/Qi0PqcEEGZe657tjcfI9UPYejWI5jty8NozcOYbD4F2+gp5GWfAE0gd1t5WmomUpNz1xQLCoiEed2StjUZ9hmILb2Ivv5OYTWY32dNXPxuBMjaExsZh8DpBDmrBAXotRQ4gTFjB5o7Gym4ZxcTHS8sSnohpiQMNJbD6VQJ606mfC62tN9EQs4tqDTm1foVSisMQeNwifc33ddAFuCm5ltrfnyRPqcWhEUxJrEVsYltsJrDsDQfD5czAMFh41CsPkpfgY6mE5gO74XZuCL0VhviHSZwjAlMR7ZjYKz3UEcQagxHyETqXdvUL0Qg49ZzyA06gczEvLvm5wxHiICwnssGISF2ZN8TXu/7Ov0IIfB1V1a+UX1dK9fnMwKRkZEoLMxGUnIYzp3Pw0OP6HDughURUVY01Lrx859O4tKlevlRwusfedlQ3wuK28naYp91WFREgmt4yCImShBXmN0YHlKJiZYbAUY3Pv37Iyh8+Ab0u7p/RVS6o/+Dy0T3EaldJt804FKtqcc6H4GlsTQ4zCHIyc6X7/tYk2GbgMlkQmBQEKZn3lzumJtdhNm+LFHfwVlr5kfikZwSDxK923SPk3xEYMm6iOnYVvRlvCEu9MmXALFkHIOkce27Ba1OhfnxZHTdeByWxWAolG4oVQokJiYiN6ccSrUbDptebich7wZMxVcRnd6ImZkJ8bnTL8fT1Wh5586GBFJE9AhENeIcsUGvXxLW6QXEJHSL83UY+aWXkZjaBElhF8JoAvNOFwZyXkNX8Y8xHzSAmej2OzWxxwSOJwG7YUG+KHmYve8Z7MJw9pUdNWnTz8MqXHBwEAwGw47KcKZ7T0AWPyRyXKIvHvFDYfe6sI/TRe1++6/w25Ed84HR732cfyAPpWUxOP+gE6mpCTAva1Bf68APvi3h5Z9PoL6+FWT5OWpDpUlRU1OnuLJsw29/ZhwarRvFpWb85scnZXE0M26AeTrmqHX7nvdnqqUSy8NFCNEWIz+3AnTPRpAQObQMcqvO0e+01NbexvTsMMLDw1GQV4nFoXwsj9/9quBWde4kfr6vAMujachMLwSLoZ0Q230esg6GhoYiw5SNALURLp0Vc9HdsASsiN6okXzkND2LypyzoLy7b2GlBP1An0ZMiAAXkgquiUgHFEpAq8jEdH8eFJIDEYntiM2oB5SjaGq5KtwN9PX1YauLLCsXYBQY6snDQGc+uptL0dlwEh11ZzDcU4LGGw9DrbYit/g6ElKaMTuRiJbBRDSMRqE77w30JlWjveK7q6JPdOq++l8MHcZsTAcs+hlYDbP31djXD7ZDfRVjyjeXXa5PP2phtzhrOyq+g47JBmFldRxq9ywWCxbMcxhJvb6jdl1ONxq7auV7/dYXiI2NXR/F4SNBQKKPatET4ZP4ESJIfHQfQlg04af/LISOyIENCwtDfn4mTpzMwsmTxSgoihM9U4oPUisuX3KiqXEEt2/XoKqqS/69n6MogESH1/zTkp5LrwaIyZITNbd1+Pu/Csff/WUUWl95y5p8HFgh4HYrMT+UhqnW05hsPIeEyEqkJOUjKbYUpaVlyM8rg06nW8l8Z0uiMzUlA3lZJxFuqMRE4xksjWbcST1Yb34wF+bJOGSklsEkLFN8VdF3vE3JWcjLLUV6bB4CleGAQ4mp6SloLEGg7735iD7Qy7AQhRAhelNT9y586QdqDSFTiM2qhVKzLKpVQKvWQWecQXhiB8Ym+qAPbYeka8bi0hSKi8pA722RUf6nfRLhdC5SRHBwMLIysqHTOFFy+mUU5t9EYMgkJa1xo/2ZwiLkxEBXLibHkjA/HYuFmVg0VJ9HY/1pTNuB2di2NWX8OeBUWrEcPIah9MvoyXodfclV6Cj4OTrLf4BBEwlUfx791mNTQIFG7YsbMhzViJG4KkzbxuSLlDExMSgVn9v0kxeH1d/WzmZMRDdhNqxn2yaNs3FIaXsUOakFm+YL1UegTHzvZGQczvfJpp3gyI0EPOLnsP2NPfGbGBZCR+BQlldkobAoEYlJWqiUWoyMzKCzfUYIoEa88nI7aqu7MTExcQR6ursutLT04vVXAlFfR1fzzLh2MRj1P31IVKIUjv+3I2A3BwlRcx6DNx7DaM2D6Lv0NNwOrRCVttViMdFxSDWJK/bLxZhuPyEE1An58derGQ56x63AbE8pJprOQCelIz2lAMWF5bzMYo/cyapDIiIuLg5qZSQ0Lh1iu8uQd+O9CJ40gdLt6mV0lvwYfXmvrt5TE91XijApDjGRdPFkb43b5paQGLiMcEcgbI5pjI73gp4mNzLeKqy4LtjN86CrzSMjI+gf6BEXaBygvhYKy2VhfgliQwqRnVkiH/v0xEwEm+MRPJ4CU/WTiJ5MR0Zay5qOqdRWpORUo63+BBZmI9ekeQJmqwELxlFP0O98m2YRy0Fj6M98HU0X/g0d5T9Eb/7LGNBOoa76HBpqzqCu9gxqrj+MXt0MhtPuLobIkuRvoJRuNYY0jVjCzJEfGj0G3m5YhFFnRGlOJaKC4yGpgcRo07Z9p/f2thl2mVjbUoX+lDdAy2m3K2rTLUK/HIbinLIN2Zq7GzA8Mgy9NmBDGkfcMwKiYQlut/DEFbHD9alN/3QshO7BcaXlLp4PPvJtNgd6e+aE8OnFtWuN8pKTgYEBeQJyD7q37ya1Wi2KCsoRER6LsTELrFar8B0Y6UiF0xq87/rvZQVOaRZOLMpdcGIey+qL8v5Bb4JNTVi0DK05J1ziw3BxPAYz3XmwLYYedBe2rt+lgkLplK/uO52uTZdZbF2YU4gAfQ6kp+UjLqYARkMSHDYdFJIbwylV6Mh/AdbAGdB9N7dbruJ2ww0sTVvQn/M67BozVEIgZ9W8A9mqU0gXliSqb7fOorAiSFib3tr3JAqt+ciOyQJdCU6JSUFJcBHCosIQFRQlVxsUGIHiwgrEhVRgof0Uxi6/FTN1D8E+VIIMUzHMSyFY0i1gIXIQvbmvYiq5EQ67CgUVryE8tg9BoeNIy78lhJUWDpseW70GxXk9olxAX+ZrcEnOrbIdi3jq/3DKdUwk1aE/+xW0nP8qugt/ht6ClzGoWkBT1SncrjmF6lvn0dlRumFMUzPRmA8dROup/0JXwQtCPL3JxC25MBnViuYH/h19+S/B7GcPnVhWzMo8xtTtsn+UNwrxWZjceQEpLY8jqeNBRMyni89DM5RqpWzNLyuqQFnmaWElqoC3Bb2kqAS5aZtbZvY63tqumxhJvYH54M0fTjQT047+1IvoXK5BfVvNps3QhY/6xtpN0zjy3hCgpcxYI4LEROAQwvDjl8KPx3Zkhkb3edDSkeTkZJw6VYS8/ESoVCq5f7ScpL6uC729vfKPo1JYTvBsjpmv0WiQkVoiJsZAcIhRCKBh+RHLAdpY2JbVCEpsOGYjerO7LrcFS+oXIblVsChrMRvwZTgU/W9mOMA9hcoiP6bYu4ng4AC4XWrvqHuy7xST9oWhNMz0FIjJuwZ5OaXQrVvCd086dowapff93Nw07FY9+ltOY6C9HPU1lWhuKsWIwoZJ1QDGx8flEdEEqmusFTb1MtR3hASJoeS2CwgOC5Tz3G1jNBoRHR2NnORsVBRUIFQZApvKhmXVMs5MnMTDAxeQ68rGI2MP4onhx/ALbe9CrD0aFXmV0CwXYbr6Ycw3PQCblzXHNpGGyZtvwVzDeYwLf/Takxi9/RhGhD9R+zCWR5IRk9CFyIROdLcUobv5xN26ifaeIgxrZ9F65utY1K+M/66FjmCGPmHpGYruQmdEF9odQFN9KW4LaxgJn+7OYtishm17vTAThbb+dMEjA+1zQejVLKG76Hn0Zb8mrIMvYdBUg6baSkyOxaC78gcYS/Kfyeukqk9m44JL9n25cSnsWAwZxkLYAKbjWoU/6JPqDfPRCJpMRnzLeYRakhDijpEvLMCpQNRQEUwtj6I4+hwKs0oQEBCAjq4O6AM1KMzeaJnZT4eqmm6gP/cVLBpHNlRD/dMqdOI7emzNBbYNGTniiBGQANI+1CvZV6wLH2A6temHThD0w1EdoSHlF2QgKysNaWlxiIgIh9nsQFvryJolTkeou/vuikKhAJlrJXE1u6amSr6KTVeylWoHQlM6oAudAsQVTBzDl1MxAbdkgU3ZIa54/0AegcqVJPsHudEIa0BAxCjCw+JWBTS1p1EFwTy59+VQVIev3PJkApbGkjHdnY/p1nNCDBev6etu27nf8qtUKhgDAqHRLyE8vlMMX4LToYPNEoCFmUjY76yIpGVzORm5KMgvQMhYisj35r9CXI3WT0WDfpOK7jl8M+XNPRKoiXGZSI0tR4S2GFGGaDwydAEPzp/HY4MPweAwyJlD7MG4MHIOMeYoOayAAo8OP4QgRxAcy4Fwin7JCRs2ig0xnojl/nxRi0IIoArYrEZP9La+Qogzrc6G2blADOdfhFv8bVvgiCbGt51BgNKFQOMCJsejYVkO2nVPF2YjMD8dhanRZPS3F2FgUYdWqxJNM8ForD0Lq9mIgd5c1Fx+BAPRHWgr/46g5XvxsOuO76PAkLIZvZrbcg1GV7js+2ozHdqJFiGwezMvoiftKrrj69ErrKwtJ76J7pyX0JfzKmzaxX01J4kr9WkNTyOt6m2IHzgJU90TiBjOg3E6Aek1b0PSwDnkpRYhNS4DmolohM2mCMtQ4b7aXF+4uuUm+gpexPS6++0cGjOMUwkozvet+PK0Tw9b0IgLo54w+z4iIL+lJcDj04RLnGerYU+8x/dVuo+6fxSrURzFTvlTnyxmN3p7B3HzZgOqqqpRW9uE43i/z06PCT06W6lywu6QL1XIxVwuF+x2C1x2FSTx/lXrluT447ZRuxMRbP0lKN1hXl0XA/IKHcSuIWJAXLFzQ6mQkJVestqE06EQ8arV8FHYuUUmDAAAEABJREFUWZ5IgFq/CKfLLt9HchT6dBz6QO+brp4WaHVWmBfWigSzEB4arVYeRkRYJGBXI/+1X0Fi11k5znujcCsRa85BdmAF0mKzvJNkYZppKkZ4eAisffmwtlfCqrYiyhKJhMX4NXk3CzgkBxwqO+zzEZsl7yjOaTEgInYAO30pxLe7TlxUSZ83IfPWc5DE307LHqV8LrVQsi6FuAakQHD45FZd21X8UH8OJoZSMDOx/tgp0Fp3EvXtOWh+6F9B94HsquIjlPm64etybzSuAMQ4M+V9X2zoyYsj2TfQLCyTt+tOobr+JBqFha7q9jncqC1Fp12BboUFHSe+g4mEun01KbkVoPdlVG8JAhaiQGFPhWHD2ci49i6oYYAtYhzRfWWImyhBcmwafPmqarmBvoirmIhtWq12MPMS+oy30N7dshrny52EhGgUFu39IS7g1xYEJPliM8RnoZvWx695hDbNuw4qHX77UvjtyHw4MLpa66mOrnIUFWVjp1c6Ojs7/Vr4eLh4fJrQ2ezL4sPeE7Pit3c2w2yfgCZgERHZK1f4VlKO31btjockvpip54cxMZvry4XTrkNXTyt6B5qpWdkphPVNqRITLDl0dDba4DGQ4D06PToePcnMyMfyggGW5TC5w1ohKKMSu5GQ3ojRsV45bmJqHCqHBi7F5vfMpDQ9ivSmJ5Ha9BhCwkLlMp4NWZOcs7Ewt52EczoW6sgRBArLjBv05enJtbWvcqtQOJ2HqPzrW2faJiUguQFOpQ3jYvIOOETOu5+7DocKZpULloApDKZfkpfI0X0yVI+o4Nj8K5xq0VcJNTcvYGrIt5NcUfGm/1ZLEGouPyYm89+F5YjcN7Rs3LkIfM3wj7ApzMi0nsXTC5/ZdIx7jdQthSGh8zTyM1oQYFz/EAYNhgfS0deZh1s3HsRQYiOG4w7uO0vp0CKj6lkxFAUmYusR138CkVERPl9e3DBwCyOmG5gJ6hFtAal1TyFML6yTFosc9vXm1q1a1Nd176BazrIbAmTgoXkH+YAki6LV8B1RtBr2YTr8+MVCaIuDW1lZBJpo0j096emJq7ni4qLE1W6z3y5tWx3oPnZa25pQ31i9pgYSSGopHEuTsRit33gle03mYxDQ2U/JvdzpJFLOvMeN26XCVOspJCfkyD/QFxwcjMy0Esx058A6H77HWg+gmORCYGwv9GET6OhqOIAG/LfKsLAw2K1RmBxKBz0kIS6tAUnZN2EMq8PwaD1mZ2eRn1oCkzEHcT2VUDk1sqhwC+beVBTiXFkSQrTt1HfQ2fPmzeVGoxHB2kRYu4uECIpGQGINglIbUDxRIL4qJe8qtt0PXw6FTlg2oLi7iFlf0dJADsh+mV14GYUVV5BXcgv5JbT/OlJzqhAcNorYpDZhMeqTi2p1C8gquAXYtJjUzKHX7cJgUzn6as+go/RHsGjn5HyHsSHhNRXXjOXAcfmeEmrTDRd5O3I9pc9jzqzdUV5fZ6q59hC6in4Ks3ba11Xvqr7BtCtyP+h+r76Cn2MqoQkWw6yQ4W8K8SXMYFDZiJ8FfBkDmno8vPA/cdL8CzC6ff85FzyRgtCBTMQlbT9Zr60+i+6wYfTmvbSr8e4ms8quR2zHSczFdmE0uQqm6ieQm1q4myp2lLe25TZ6c1/ERFQTJGGpUjl0CA0NxUG9tvqdsYNq736oVxKf2G6yBAkfbhqxEENe4YNLp7b8090TIXTUUWo0GkxNzcgfEFarDa2tK1dQqN9VVXVobFj5oqYwu50RCAgIgFYrYbq9FG756ujOyh3VXAaHEHMuHSCuwBxGHx1mI9wOAxITUxEbWgGNygjbrOkwmt62DUPECIKTGxFb9hIST/4UoalNwnqlBj0YZNuCnLiGAP0umM4whcTMeiRk3QDU9Whpu4H2jlbQj5NS5gFhFZqwDaE/53U0nvkqms5/FcuBE5S0xvUU/UxM0e1wKe2y5To9LRPp6dmAxgFt6UsIqPgZpMA5ZE+LSaAldk3ZuwWMdiOSlmKEiKq/W9aN6UKkucSEz7EYhpFbj2Ks6hGMVj2MqZZKuGYjEBs7gAC1DWGBM8gvu4SMvGooJWC87izGms5hoT8X9qVQuMTkzexwYzqmHRbD+qv5G5vdb8xkQiPaTn4LPZFt6Mx+HS3xN9H00D+jo+L7mI/ohUvhWG3CDTes+hWBthA6sBqfdfW9iLeGorz0KiIju1bjD2un5tYD6K54AUvBo1gIHBaWh8Y1TXuPYU2CjwJLQkDOBQ+j9vYDaGrNQ7ddQnd0syyM2s58HXOhvXJLEhRYUE4gxpGJs0sfRJTr4KxndBFhJrUZPR15uNurs6MIg5IF3UUv3C3rntOpP4uWBYxEVWMqtgVpdc/IT5jbc4VbFGxorcNY6i3Mh/eBPiOWlo7nUvUthuf30R5LkPioEWMVH5Bu4XmLonXh9fn2XJ6a8VOn8NNx7WtYdBWjq6tfiKEpVFcfzPrZfXXwmBVOScpGTFQiHPTEnKI3oDasTBSO2TA2dldhgcoVvzF+85h9x47WPgCNtQQTTWcxUv3wvuvbbwXBpnqEpN6GM+AWuvqqYbdqMNJwQkzCl9HR0bHf6u+78i1iglJbV4XWttvo7+/fMP65pRkoVQrohRUwYCoWUZ1lUDo0mInuxHDaTQxlXsWYqQaG2Wgh0JXIjM9ERXY59JooTLUXYqarACNCfMyNJEEdOocge+CGNraLmFcv4LW4S+gL7YcmYhSB6TWQVJbtimxImxcXQnTBU3C7lHfSFCCr5uJQNiYbzmO2oxLTwvo5evshjN56HJPNZHnd+DU12ngWw+GD6Mx7EQthg3fq8o3nXpk5gMTBYNplDCbXorbqFFpbysVFsAq0dZSAHkhQ3VyIvpSb6Mt9Bb35P4dDbcZA+iV0lv8A7cU/RHfKdbQLAbUUMiJ3LHjChLjW00hIX5n0y5GHuKm5+QDocd1DeW9gIL4RA5kXMZFUL/p8Ee2lP0Bvzkt76g0JvikhFpdCRkE34BO39RVpl4MgCSFO8cuLoRjsyUZr4wnx/XoGNbUnMJBzGVSHAcHIsT2IYuvTSLWfoOwH5iRhEZHsakDxppDdrrHOjkI0joWgs/SH22Xbc5puMURcCAhEQ0cNxkKaMB/Wh5Tmx1FeVLnnOrcqWN9ZLZi/jtHpYdDvg22Vj+OPIgEJHjFzuP5RZOGbPm38hvFNvVwLE5AJREVFQaeMg3s+H2qtA7rABUTlX0VQQiuMccd3suxy26CznofGlSKP83A2EmZ7Cg6kKbVhHoaIYQREDsIY0ye7gKh+BEQNwBA+Ao1xRrhZ6IInoQ2aRHzlz2FWVKOhqQpDQ0NISyrHZMspxORfR0t79YH08X6vNDezAJG2NATPmGDRz6I35hI6yn6I7oTX0Rl4GR0BwkW+hi6XOCaTfQhWBOK9Pc8g0xqBZFOHsMiuXPmdH0rH7HQERjRjO0LaG9iPV+Mu4vmUF9FhVqKvPR8jdefgUlkRVvoqDImtMJoatqhrbbTLpoPbqYQmaALbvtwqOdll08v+xo0KEw1nsSisS3T1vD/nVcxH9GJAWGw25t1dzELgIJaDx9Bb+DMM6SfQKKwpLpdGrsTlon7R16YCDrsOdXWnMKGdw6h6Ae0V30PzsgI1Nx5Cz0woGhpPoqXXhJ78V9BS+S10xteiJ+MqOlsL5bruxYbEUENLMZrrz6BLsYzuqDZ0axdBj/JuM2vQduJbWAoa31HXloWVpyf3RfRkXkFrWBd6814Rwu/b6Kj8rnx+eleicuqQevMplFa8AZXK5p0EhxDzNVXnMZLYgAEhPJeCRmHXLoGWIvYKoduT/zP0576KWSH41xTcQWAmtg30YITNsrrFJRu30gGH1bhZ8qZx0zPxGLIoD8QyFDAXB50lFLT0ubm9EdNJTdCag5FSJSxD2Sc37c9eI9NTM4UAdKN/tHuvVXC5e0SAxI8kLEDk445/GGH48Ys+0f14eDy0e02AfvtE0syLifUABq4+ifGmMtDVYGN8h3wl+F73b6/tKyQNAhwP7bX4kSoXlNSI8OyrCE65CX3iJQQk3kBISh2CUm5BG3cRwWk3EJF3GVEFl0W+GwhOFxOfjiqMjPXK4yjIK8F0ZxGiCy7CaVcgKChIjueN7whoNBoYVAEYUbWiM+J1dM00oaWjGfTjqu1DTejq7UBPT49siVMqlUgKTkD5eIHcgQsTJ/D46DkkJQwjrfwVqHQL0AphqxMTeTnDNhun5MTNqGo0zujReUVYaIRFxzwdC4clAJNt5ZjszoJbPyPcPEJKXoQ2bFjU5hJuk3/JhfCKlzDXlwfbfOQmGXYfNdNZjP75EPRb1ehJvo0+4beXfU+Iku+KiXQTrHeWqe2m5qGCS+jKeRmapSBojOa7Fm1vOIXOpgrU1p7E5GSynH9iJEX2FwSrWmGJqWsuQktLBRrqTsuPQ5cT79GGHrNNTQ9256Gj/iQGOlbOk4nhVNQ2FaKv8OcYTrpFWWRn16wIaDlwZzMWU4fughfRblGhrvY0uttKUH37HKpuXMDNmhNC/L0kLGPfR1fxT9Bd8hOQQF2KGYRanDd64+ydWtZ6NdVn0KOflZcfdpb+CO0R7WhZ0qN13ohehQXdcbVoPvdVDApL1tqSG0NuuOVzoCO2EV15L6E39yUMic8tEsxm45RcwC25ITlViI7rl8M73fQIy2r3ogo9hS9sXWSPKSmNjyMjMVsu3THUgj4hBPWL4ciqehfK8nxnIVPaNXAt8fQPx/Al3RE/oGX5bojQioVIWhf2dTr8+MXvBD8+uEdlaM1tt6HUOBCZdw2WmVi43UrY7FaEpjQgpvgNSEr7hq6qdEvQhYzDGNuL4OQWhKXXIzyzBhHZVYjMvYWo/Oti4n0VMUWXEVtyUbg3EFf6uvAvynHRBVcRlXcDkTm35DLhGXUIMTUiKKEDemH5UBnmN7S5lwjqI7CzpRV7qf8gy2jEZJhEkCKkEU1t19HV04a2tja0traKq/YaWCYyoFNFYWZ6XlzdrkJd/W3UN95CS1sNaPko9S07owjjLcXQhw1hYcQkjiUQHh6OzMwcZGVlgX63BvzaNwHiXd16UxyjTrR1tWJidlSuMzAwEEVZhchKzAQ9Fa4suwwnlWV4aOYMEq1xch7aBNsD8czAw3hssgK5hbcRoFBgIHQQNmnje4/ye5xSvFdzpzMRGD7miVrjW6aSMdNVisnWE5jqKkZAei3CT70AZUwjAtNqEJR1A6H5V6AKHENo0euYaq0QnwExa+rYb2Bp1ISFgWwM1z+AhcFMDPRmY1C47qh2dFX+ABNRjTtuYjq+BWaHEnXV59GpXkJbfcUOyyrgEpaNrTI7bIatko5UvN0WgOqbF9CumkXryW+gq+AFdJb9CHMhfXAJUTwqLo4MpV/FaGIryIozLqyLGwegwO36MrSNRaF1KhRdCwHoUS2hN6YJHaNxWJiN2ljkTkxfRyHqhVi8XX0KnbtnODYAABAASURBVG3ivBpJxuRYEvo68tHUXImG+lJxXBbRVvlt0D0ui6FDsKssct9oSd5sVBfGkqrQVvFddE1Gok0I1GphteuwKdAurHaj4jzsFpa+lnP/ibZT30TXSBzGhpPutL5zb3AwC53zQqRVfEeIveeFxeoVzMS077yCLXIqHVqE9+UjMz0bs7OzmNb0YzK2GSq7HslNj6GsqGyLkruLbuqpRU3X9d0V4txHgoBbvs4kAUIEQcggT3jVQnRA6djB67hmYSF0XI/cMeo3PX1vdHRYXIWelUXJWP1ZqNyhcGtGxMTZiuRTryD9wZ8g4+EfIf2hH8F0/kdIOfMyMs5eRf75Kpx9qhZnn2zGhbe24tF3tOLJd7fhbe/vwLt+uRPv/7VO/MpvdOG3PtuJj3yyG7/86134hf/WiXd+sAPPvK8dj7+rDQ8/24bzTzfjsXfXofjBWmSfvYG0M6+Jdn4st5f5iGhXtJ98+kUhoi4h6eRLSDn7c6Rf+CkyH3oe2Y/+GHlv+QmyHvkJMh58AWnnf4bk0y8hsfJlJFdcRVzJ1WN0NAANLW0TV+Yjci4jIKZTiJ1AFOadQkpCGfJzTiHQGIH6putQBQ5DqbYjNDgGCQkJG8YYE50EtdooJrbxmB/MwfxALuZ6cuGaPgH7VD6c8xmIj9v9JGNDQxwhE3C5XLJPGxJA9L5aWFiAS+HGk/aHURxUgLylTJydqEC8eaPYULvViLFE4Z39T+DRsROIMofh++k/xosJr6I7cMW6R3Wvd/kzuShdNCG98qXVJH3YCAIih4R1aUlc2JCgDRlDWEa1/Gjs7oYT0EVOYMHhwpywAEzMRECb0gRJbRHnk3m1joPaIWuTVUy2J5vOYkgImsmEFtjVyztqLmgsBVpJnmFgsDMfDoduR+X8LdPgYDbaujPQY9GiRlh4BvIuov3UtzAS1YkOzRzq6+nere1GrcL0eKLsRgfS0CesTs1NJzA9EbddIa80hdf+m7s2SyAGxHGp78hFt+km+nJfR4ewHrU8+O9CHH0HPXG16ArvR0tfKiaHTasFRwcyMNidi6WFEEwvBaKqvgS3aiowIYTWaqZd7gyNpKKxNwX1QvB1K6xoi21AqxBYi2GD4j2594tj0QNlCAw0yk+t7RnqxETGbSwGD6M/4zXApkZZSdkue8rZ/YuAJD5zaUTCl78ShC9/ZAn/QMPUpn+6zT9t/HOsPCqfE9hZhTSBGxkZwch4r7AcjMAQPgrbYqiYZDgQGbuAX/m1YXzujwfxha8M4h//rQ/f+nE3vvGDHvzrN3rxt/9vAH/4hTH8/p+M4rOfH8MnPjuB3/zEJH7tN6bwy/99Gu/7xVm8491zePSJBTzxzDze+Z45/MIHZ/GhX5vBRz46hY/+ziR+53fH8bv/ewyf+twEvvz3Q/j/vtqHr32vB995vktu78++PIjP/uEQPvrpfnzsc+34n5/ox69/YkC4IfzGJ4fxW78zgt/+7BB+U/i/8ckhkT4o0vqF8OrHhz8ygYCwGZhOvYR0IaYUqsUtoZjVVzCt/xIW1S9gWf06XG7rlnkPKiEwvh0R4iq9W7EMlUYJy5QJU61iwnjzLRirfQSjtRdgSjbJTxtr7byOto4GjE93YnBwcE2XSBiFB6WI/OfleM/V8MUxExaHs2CZjhMWvVEYDIHQarVyHt7sn0BBVgFOZ53CqbgTOJV9EhXZZaArg5Ik4YmhC6iY3dn9J9HWSJyfrMTb+h9FsLACtIS1bdu5otl8VE4WIV1cJIjMuYHghHaEJLUitvgSYkteQWBiCwbaizE9YoJ12YieppMYH8gRQnkRSnHFfllMQB1WHczivNi8IbcspgyRa8+zzfPuPFYbNgK1Swe13bCjQkthw3Cq7DvK6++ZFmajMdqXiYCgOdjgQl1LBtyCzfxM5D0fumU5EA30sAVajld3EtVXHsHtmpNobKlAV3MZFuciNu2jRCLXLcFhMcJz39emGXcYuTgfgbnpKPR25KG1uRz0RLzO9MvCSvSTTWtwC45b3bPkXSB4MEO++GQ2m7G4uIiF0H7AYENVy3X0D4p978y8f18RcAvTjyTOYeGJcQvxI3Y8YYksRF5hrAvvJx1+/GIh5McH96gNja5eh0fakHmqCmGJgwgO1sNmV+KpZ+eRV2hBksmGkFCnuBJ2eD2n9pJTbCgqMeP8Q4t45C0LeOTxBVx4ZBHnLizi9LklVJ5aRnGZGSdPL+HM+SU8IPI99NgCHntiHg89uoS//qcBfPaPe/D7fzqA0+/+KVJOv4ysh38sW4xCU+qhiv8BliP+FMual+BWLMCquQmz5nU4FVOHN1DRkjqkB6HJbXDZAzDdehr9V57ETFcxwtIaEGyqR1BSPcga1t3bAlqKJYqAvojpPi/a9zj6zZvI8FjMD2WKujYTORKcdo04jisfL3a7n00sPSAO2TcYDNDpdSiaz8Ezww/jbUOP4PHJB/HWgUdgWkzYU2+MDgOGAsdQKCx4W1XgFkprXD2BWzE16L95Ac5FcVW9/iFMVD2GsetPQZzUmJ2MgWUpWK4iIGQcyXnXkV5yUaQpYQyeRWDYOLSBiwhOqUNoeh30EYNQaMxQGuYQmNSCqNKXEZxWC7WwUEYWvibyNUJSOOX69rMxC6uETW3GYsjojqoxzMZALUkwpdaL/C7h7u//sOhBJGQ0oKutGOblSDTXnUBCajMSxTEMjRyGSlj5jg6hlc+b7frjcinEZ5sKAcZp6ANmRVYXTBlNiIzpE/v7/1+YD0Nt3SmMWlToz3ltTYXTca1oOf+f6Cp5HovCarQmcV1AsxwsLiKo5diW7kZMxjRDsqsREhKCiYkJOZ439ycBCQrZIiRBvNwQUkdaDQsNJMIHkw4/ft39k8OPB89DO1wC9MNtJ04t4NO/P4r//hvjYlKnwMkz84fbiQNoLTLKgbLKZeTmW/GV/zuEj/1uDz7064PIKa3DhO1HGJuthdls29DyvO6rWFL/bEP8QUSEptYiJqcZ480VwopzAZa5N6/qKlQOGCIHEBQ3IP9uDQnWrfqg1+uREJON+dEEGKN7EZzcKsoOIiixHfrQUVA7GuMkYoWlQFI5oVRJ4sorTyi34rmbeHrM7czYDBrC2/BC7GvoCRxEpDUMIbYg8eUnfy3uprrVvDaFHZO6Kbwc/zquRt+U980KMyZ0kxjXT+ByzHVcTbiBpbkgQFhXFgdyV8vSjt2sF0JnDEnCUpRechkx4pyYHjJhoKUUIz356G2sRHftadhEPrdmCW61BTpx7oRmXUd4zi1Au4BBcXXfYdVjcjQJA4MmKIPHEJZ5g6rfs4tMqUKCsGDphEALENYN7OClthmQfv05hBmXUFzxBkxiwr+DYn6bxeFQw+VUYmkhBDRIh12H+tsPwLwchOiELuSWXkWssAxS2nFwI8LCFRI2jaTUVpjSWpFbfAVqlQ0hQqjnFl/12RC6ugowop1F68lvgp5611n2A3RGNeLmjXO4des8BtKuwRwwtWV7M/Gt6OrqWk1v6W2EeJMjOSod/Lq/CZBFCOJkINGzuS/U0QGkY93r7e94Do0tnegbHJPdS6+8sSbHF/78y3I8pVM+yu/J8LVvfFtOozyeOPKpDsq/Pp7SDtKxEDpIulz3GgKBgYEICATS0m145WcBiIm14zd+e3pNHn8ITEzM4Hc+OoZvfHUBc7MOeUjPPKtGcIi8++ZGTDYdysE3wwewpxBf8rFlLwuRM4jAYDtMlTeQ/+QPREsu4Vb+R2ouYK6nCA5hnaNlGCuxa7cBAQFyBFmIJmd74dBVY97WDIfhKvQJF+EKvILw7NsIjB1AeM512O0uLAykCYuRAhqNRi7Lm/0RoCWmnSOduNx4BdcnbuHVgCt4Pu5VuMTfXmu+FHobDpsCVdpB1PbFo86xjFfjLuOFxFfwcsIlvBh1Fa3uRYwJEWSdCd/QjD66D5rAZQw0n8b8ZBzG+9LRXXcei8KyYrOIN/udEvFZ9ViYiMVYeyVGWssw3HwSI22V6Ku+gPHOUjjtBgw1nYYpo0WeeHe3FkFlnIdKt3inht14LkTmX0KowQajEFaJnefEtEDacQVqhw5ZtW9DRtXbkOwwIjKiF96voLCxO9YEgN5f3mnHfV+SnIhObBOf0zNQqaywLAbCbtUgIrp/zdDGhk1oqjmLmhsPQqG2Ij3/5pr0oxpwuVRorjqH9vozwp1Cb1sZuoVg726uxOSICeVnXoYxaGfWw7uNsUXU29qfDHosefNoDJpbKkQRhXAOuFUO6Jc2vp9EorC/uuHUL9PuqqOLIHaXFdEjRSjLPyGOjWo1jXcOlMARrFySLUAQn2obRdF6EeTLMFZfp8+cxac/+7uoq61BckI03veedyIwKAgkcCjTxz/5KTz19FvxV1/5kpxO+Sg/laN0cnTB9f9n7z8AY3uy+kD4d2/n3OqgnHPOevkfJjEMzMAwwACLvWbtz+tdf2BjMGbt9dqfl8U2hrVZB8DG6wgGE4aBYfLMP76snGNLrdTKnXP8Tl29bqmVXis+Pf37qutW1alTp6qObqhfnaq6d+/dR5LG8pjNuWSxPTxozPgv07G78jLlZ2VnNZDSAMeF4HbuXnLV9RH82r+ypdJuQsBhj+PXfzWAh+9H4CB8V1TM4W/9HRkGJrT4H/5HKdRqDgcPlcFzkHRhcU4UQcndbyIaVBAIi+Lv/aN1/N1/uAZmjSu/9530cjgO8UQAubm56fQXsYrSFhQUFAgxm82GxcVF4ftB7MOfMzMzwjx2kSiBlaUduL2bkCli1EF2Yntn85U82ISK3uCTw+EA2+FvU7yNVeXGmVr6vvkZxuGHpe97sDr0FnyOQmxNd8LhUyLARxGLJ6AIqaEXxUH9Y4JbYohku9cr23BDbliDumQS1okOoXzXVgk89nwhvP+k0tmh0rrhWK3dTybwI0uLs8jck0+jonaKyuKxTKDK1PyEOtpBKtcHdYEVu98eYy93xr3n2DQ6pXkJ2tJplLzx5wBZuFzKVfj064iRBWqPM7MQ271LFtShZOZt1OgCKKsdhlq3jfquhzAW9KOoqg9VLY/RQPGc3NnMhF4xV4JbR4JfJLdMHadwRqUr1R7kFq+goHIcVa3PUVbfD4k0DMfO4f9rUuCSpZUsRCoUVowkSa+NHwrsDvCoNA5IZQToLTUoKllEccXkhbTBuVOA9ZUq2LcL9skTA3wM7OOz+4ipYFjuAWhQKkV4EZiwjMBZPIPiyTfR1tgBjeLgyNoLxqx3ozWQiIMgEEf39Av/iuLYd+Tl5VN/RoOVlWWB+vjRQ3jc7lT/oaurB2u2VfzzX/tnQnp/f6/Af+fuPSHOTiw9FAziBz//BRbFZz7z/WB8oVBIiF/labdXepUlZsv6SGqA53mUlGnwv/wNQgikgf/pr+76FLwxvxwDj5/9BQV+7V+q8P5TDR726fA3fk4BRr9zT4KvfVeDX/qncnz4XIOFdT2eDmnQ2a2AqOBV0aA+AAAQAElEQVQrBEIy66icRlk8ASFb/9swFtrxV/7XTdQ3BoW1WO98SwPXemGaqHhYRh0BsbDLW2dnF5KOMbEwBzFkJ2x6sLOzg7HxUWzZrWDgaHFxFTGJDbb19NF0Ji/rLk4D47MTeJTbh03ZzqmEWtSLWFLZoJIHhHyG8hEUVAxClzcPFXUI1R4jmoY+i6bhH0DL4BdQGTEjL8+GfDb17e7XoCJ+WdEkogSWyhqGoNKlly+R+6HS70BrXIeZOm87SzVCOZmc/A4DSsunUFxC1w4Xga58DKbmh1AWD0FPHVQRdRTlOevgRFFBnERrQ07D+2SZHEBU9QQDA/2Q0sh/jr8EDU9+EnKfQeA7yykqDkISk0Gv8BE4GMLa+hgsC8OYmevF+uYARkefoaRqAbwodBbxl5YnLvk24rI/QILbQEI0hYT0m4iLPyD3TcSkfyCkHVU4G2EOByWYGrlHFp/7mB67jfGhB4hFpUexp2hL841QajzIMa2laK9DQCL1o67tMYoqxiEi67mWrH0cDQI4tvIutfqRGA+29fdRhbDpmQlZ5FASW7cZTgSwVtWLcDCG2oYq6PX6Q3zHEeRy+XFJWfprpAGOYBC7T7kXGyZcVXy/iv7kS38kWIN+/Cd+Emwa2w994UdgMpnx9a9/VWA7OKC6MD8v0PMIQAmBFyfGz6xCf+Wv/jWB8vjxI8G/6lMWCF21xj+i5TW31ODTn3F/ZFpfWi461Fatjsdf+Ck5dnYS+O3fDGJ8LI7v/0EXPJEhONT/GE7Fv4FL9h/hlv4+QvzMofynJcTCSiiNNnphenH/zb2pFgvzMriW0ueaR0Jy+GnUNxblEY/FEQmL4Ha70NrcjbBPArZzs0Z1cueAvaiTdbQ71jE7N5aMfrT9S2w90/mT8af4bt4jeMW+jEsyBnPQ5KiBkuNQefubyNV5UB40oVIbQMXibdSPfy8UgZyUvOKFbuStNiIR4zA93Inp0bvUyebh95gx2f8GimtHkF8+Dh11hItrB1Ba34fimhEUVI3DuVoF93pZStbLAiJJBAzkRH1abI2+AbHCi42dWYxPDNIo4xaMjU+gqehDXse7AJmqjDWTcAWnMTUziMWlBbBjanEUIcrHOgksflYXVniQIMAVhRvT071glrikLDa1g4WDASnEkl1QxuLHOqrrsWkXmBDnyAIkGgMX+gIZHm6Bj3yK3OfAR98k92mIwl8EH/rikSXKlH5Eo+JUWpwAZSrykkDIr4XswJSul2R55cmVjYPYsBVhcuQ+FgnMzU7cwtToffi8ZwfPmTRqx52DgNJ+JGuCj4GL7P0P9jMNTfUhKvJjZWsB/QT4nU7n/uRjwzwNRDZVtqK2Kt0qe2yGbMK11UBCMIhzgkUIAigCHZcfp0LSfsx6w56BbArcr//Lf4Pt7a2UBYgxbm5uMu9ExyxGzCr0Mz/zs8IAlp0GVE/McEmJWSB0SYrNik3XQEGBBD/846504kcoFgjE8Qs/60NbnROf/4wX//L/DoJNnVuzJRAIxARNxPgtRMWLiEim4FX8N8TgFehnPRV1fYDG+6P4B7+8kRIRpf6ayRyBTMNeoAlI1E6Ym2hEtOs9SKjj6FpsgGe1DmGPBnF3M410c0SPIJ4IYnK6PyUnG7g+GmBrh/g4Dz6R+eNcH9Wi09WMCF1l+ev1aBr5fpSudqFm6pMwblalNS4iCWC848tYyu9FjCwfVc19aLr9Dl0bUWyuloGjjptlvAMQx2AoskJB19bWch1mez+OnZUK5FWPp8l7WSTgNkCl9hIg55BT2w9vZDG1U9b65hJ2nIsQiSRwzrWCUAq2qfNqyilDVWUNGuu7UFVVhaaqVpQPfe/LijoxPaR0wlr/LSzwgxidHTzEK5TT1ISAX4NwcHeK1UEmsSQMY/4Kqlueoa79CYqrRwk0Xa71iK3zARcFnyg+WJ0T41K5DzwfhYSAKM+HT+Q9KlEiCyAcEqWSrnPAlL+IykYCFRFgZ+t0ejpPuxRKF3JM65DL/FAcY6n0GFYQCPqPLWbMMoSSgtJj0w8mFBcXo6WhA8FwCBvbe++Cg3zZ+OuiAY6ee6yuBH7iuz5e+GzaHAgcIQmWXtAvJh2pg1mA/uJf/Cn8h//336G5oTq1RohtdpBkOmgVStIP+syCHwwF8adf/tLBpCuL81dWUragj6wGWlqr8PkfcX5k27+5EcM//kcBfO3PInATFnzwlhgP+7Soqxfjp39Wjl/8+7I03XAxvRAPiyYF/7iTrmQKdR//Gho//RU07Hff8xV0/OCf4C//jAW//lsradnFYqCt04u8pn4U9nwTxvoPIdXsCKNLYmkEIZ8GLurcxsgaoNBvIxxMYHRsGJMz1GlgKCpNWjZyHTTAttWOSWNQxhSnrk6MwAuz9ohj0mPzerTrcHPb6Lc8RSwmoncsvYBjwOp8A8rqhlDR+AzF1SMw5a+BrTEJBWUwFc0L8uy2KtjXi1DU/L4Qz+TkpDw7izWIJDjw4ihZKILYfzhdO/AFt6CrGgHr8McjMgS3i6BRGyHipMiRm2GytUAe2L2PcMZjtfZDbASXsLi625b9YlpbuhHytGFnrQWrFgJk+xMpzJMVqYysYk09H8BYsACXy4CxobtCexp7PkRhxRhxXc6Pi5eDD/4k/Z/cGRVgyF1C671vC8BAn7tCQC0GlcabUd79TLPjPVDrd9B6+7toufUealqfoqKhDwWlc5DJfftZrzSs0q2itvURDNQ2ldaBUrpWzYVLCAVVmBm/Q3W5mm4QzwfRUjeOhpJF6LRuJLgElX34t1kyBMvKzOGEFxS2+6opkofuzm4YDIYX1KO9toZO5BkK4ff5MD43TNchvYCOZs1SL0YDly5FsAjRsxF0+XCgZzH5ID8tfhnp2DsqKiuFyMKLKW9sjZBlbg4arRZs84OD1qAk/8bGupBv/+kXf+HncKenA0zGfvpVhq/mCXCVLcqWda00oNPpkJ+vwvd+9vQv1mvVkHNU5tmTKCbH4/D7gX/z20r81/+uhk6/d+uNDsdT0vmYEfJoDxCXg4c8RT8YqHrr6/jYDw/g7/3SEn7u767ib/3iGv7W/2bDz/9dG/7237fhl//vFfzgD7sgEu3mHB2S4xt/rsF//n+1+JM/MMPjW8e2fQVisRT2mR5sjHYhFhXDXDeA3Jb3Ae0QpuefYmI6C4B2NXh9z2x6nILAR4Qjc99pq0kvzIDKIeRilh+HYUkI7z/xMULPsd3r1bY+h5WVWYQjfvCiACTSKLY3S4TpRH2PPonh5w8oboaERrwFywQJcqxVIsGJUdj8Aco6v0uUl//cGxVkaQojEnPCZrOlZQgGg5ifnwUnCkJdYIG59T2EpCNYXp3FwvIohuia3SgcxGznl+DMn0vLm2kkoN6BX76N5eXltCxiGklobu5GjPTBNpPYJItXPCZJ42ERjjq5eqMDfU8+hvGhe7At73YcLNOt6CcaM961P/gWAcfL6ZhyiULqGmlZVV7q3E4zIiEJJobvYnr0Loaevw0PAbeXZjyCYWGmE4PP3oRluhlba0WwbxUAfATl9QMoqxmGSBw6ItflkipqZ7FN9dAbV1FRNwyxJIixgQdYmq+ngnevawpc+q+kYhZKZy5qn34RtU++iJyNw+vm/JpNBCVusGv8uAptbGxgLbyKqtUW9Ojuo7WmDfIj1v/o6N0rkYixvG7FrHXqOHFZ+mumAY7ubAEMvfCvLr6nKAaAJFIpfuRHf0wgMvBTVV0Nj9stABo2ba6gsAg/97f/jpDe1dUDr9eDp08eC/Hrdrq6p8B1a/lF1Scr50QNNDWXUef8o22OZ0CnvzeGv/O/y/B9n5Om6evp4wi+9pWIQOMggSb0RSij92EM/G+QxVoE+v5TVDaN0gdfwk//7VX8/V/aFDY/aO8KorPHj87uANq7AmjrCCA3LyZk294S4fFDFX79Vw34d78px3/69yH09Q1ga8sLo74MK08/jWhICUPNELacUxidfIyJmaeYm5ujkfioICN7ut4aMBqNUEdVkCQIsJyyqgVuMxYqH8GtWcNY+5cxXf4dDN7/HSTBEROncRdAIVFCo9HAbrfTqLIdyytzyC2ew+J0E4rL5hib4KJRGezbVYhExJC+sALECUgtUQd7Y76VLI885Do2dzwh8CdPDDTlVg+joP459IULUBKPmIDIzNxokuWQPz07AolpDGPTj7C8Oge2YYfX60WULJdD4wOYdg5gsfx9zNz6I0RF4UP5TyLIfHpoXMUoNlaksTHZ4VCELKUy7Jyw7ikWlSAakUBzYBOJpLAlsqb1P3kLxQQOcotnkuRX4kfDCnjdBpRUTF9Q+WICUkZhypl9uxAr1npMDD1AgoZ2alqekZWo94LKyUzMqrUUev0WZidvYbj3LfJpoCmzrBfKtWhpgZ0A9k7BBCRh1ZGy7XnT2HClW/GPYpxdncYi8d5a+Bhubb2NW2V30NN8C0VFRaivrYeUOqkulwsjU0M4ODp/lLws7fXRwH4QhBdg6Cp87DvYZglsWtyt23ewuLKB3/vvfyyAoE994i2Bi639+eqf/xn+5s/+vJDe1t6BX/knv4xXafURKnbMKQuEjlFMlnx+DVRUFOP+G17UNVz9KOD5a38xEibGovjt3wxBpwf+159RpAnt741gYjyGD55pBLpG1AFxIk8Is1NEMgG+9DcRzv9VOLW/BJT8c7jEv4f/7R9a8MbbXsZyovv2N2T4xb+Zh1/9vxR457sTGOyfhXVhD5TyfByG+scwN76P8elnOM0L88SCs4nn0oCUOjHt9XdRU9GAmpoalJdVoL66Rdi+nKUx4MOcTqcTytFpdMiP5Arhk04L6iWsKtcR4vfux7fcXYgonZht+A6eTz3E8Gw/xuaGMd70Z/DS6DSTJ4qL0TT0eTSWtqG6qI6RwL4ntbA4iNLaMWyulKOl632BnjxJJDFoTZvJqOCLpUHECf/kVY2i9sHXUXXn22Qheg/G8jGUdHwAiCOw7+RBotlCXu0IjdxzQr7jTswSNmMZOS5ZAG3DU/0YXX2G6Qf/DT7tOnaKx8HW/hyb6UUCnxChbPJTKFc2CXp/QRa8mdlhRBM2FJbPCPHjTj63DoYDOtjPGye9jg/dh1pvh7nQghyzDQVlsyiumhRkF1aOQWPY3J/l0sKrlnpotI5Lk88EL8w2Y3zwDTi381BR189IV+IcW5UI02BPbdPzKynvpEImJtuwUXs8EAzJPQiF9u7P42TF43FwEY6gJY8iZwU+Nv153FokUIQ3UedvQVN1M9jB7hHmZ91N0gAHGlWgBqVPi8M+UHQ56Ug7GNipqSxBWXGe4JIgKMnEprwl09g6Igaekmk/+RM/ioP8LI3xMF6Wl8WvyvFXVVC2nI+WBtRqNSoqDfjrP2v/aDX8QGv//i8GBIpcTg8vIbR36uqR4C//VTmePpJCrVJC5N4dTQEdMbjAmb6G2kYfPv4pHp/6tAJllSH82/+oxK07awX4lwAAEABJREFUEuI4+fe1r2jw279hxHvvTWFoaO4QM9v9an5xGp7ICEYnrq5TcqgiWUKaBprrO9FU/Abk/T+EnPVPIMd+H7nOT0C7cReFCurgVNxGmamZXAsq9LfQ2XIHZrkZpmBOmpyDka8WvoPvKB/hu7mP8GdF38VjUx8W1Cv4o9KvYWRhGH2TT1NZ/H4/7MEtbOVPp2iSqBztT38ChfJKFBcXC/RoNICZ2QECPDMU59Da/R54Por84kl4PHQ9yzwEZvY6dT5nLtzbuXA51Bh5/HHMj7dj2dKAGJ/AzNBtWKfa4dgqwtJMG2LxGGxriyT3/D+fz4f+4edYaPsGrKX9sHT/KSwtX8Vc95exXPceAurtYwtRek3C6PoLhpS3sGCBTLkBc9F8inYw4HUZoVY7D5IPxafHe6DQ7kCfu4w4HwEvCUGmdiMYlsFcMAtT4byg10MZX0KQyAIEVIegydlKcXJ8DBJpALw4nKKxQDwuhW2hAU0dH7LopbrtrRKEyVpWUXd4A4rLKFit3SYd2DE32XkZ4jOWyXFxxOMSuv51WK1+hNmeLyEi8afyB1V2BGUOZLITXGdTF4L0N5c3lspv8hSgdfU2KrebUOQqR0N1YyotG7g5Gkiw0SRQfyIBOhMYuqo4bu6RBUI393/7SlvWc6sCv/WfDq83eKWVuuLC3e4EWWFiQqmKdGOQQEue/uxL+VA4f4ZG91QCKY4A5AW9KC4x4Z//Kzl+/TdE+M3/IMYf/7kC3/MZqcBz0ml2Roov/6ESvc8n6MUbP5bV67NjfX392PRswtVqgAEM2XYVFEOfBR+TQLxRBfFCG8TLTRCvNkA29Bkoer8Aee/nyf0glKPfB+njLyAy/DF8N+8ZvlTyTXwn/yGG9BN4J/8x3GKP0IAnpgFMBKYxQtaT3tE+fDDxIT6MPMO76kd4PtMHZt0RGOlUXV2N9uZ2sA/mOvUrCMjTF9wXz3cjT1VInLs/NuI8ZxnA+MQTIkTRcft95Ji2MT9DHTUCT+VtjyGRvejsUUdQpfWA4zi6LsXweXLAwIJtvoHie9e1QuVBPBGGy73XgSfh5/4NjD7Hzs4KfITN5v1iWO0GTEUSWGj5NjYLh2EvnMRS/bvw6m2pstSOEhhk+an4/sD0TD9y8qZRR9YsvXlhf5IQ9nl0kB74HoyMwIk5f1lI33+yTHdhZqIbK9Y6WKZbMDPegY3VSkxP3IEhbwXF1aP72Y8Ma41LqGx6hqKKSehN66hrewK3R4v80hnUd32AyuanaL37Dioa+yntKdgapbqOhyiv7wMvikCl28AOAdEjhV8wcWm+BcGghKxfoyirHUI5ubyiORhyV6EjKxirv7lwESbSlVp39sE0tdaB0poJTI3cQpwscBfcjFOJM+WvorHjXWg1bnjMS1iLzGGm7Y+x2PQtzN7+I8w1fwX9lkdUz/hL5fIREWodLajeaMZKjiXF71Ls4En5t7CuXcG2aytFP18gm/s6aYCjnoIwPY6AEPOvLI6be/A3t2nZlr0qDZjNZuj0cUhebrh4VVW8knIffRBJlfPDPyZLhZMBr4fHX//LJZj94HsRFPfDrfunCJh/BQ7Vr0BfNI5/8+/9yM2PJtkz9v/DbxkwOLCTMX+W8XpoYGVlBdHceURKRzOuEJ+QQOwzQvToR+Ebv4NVpw4jCS9WNsz4Vv4j/GnJtzGvW4Jcpk6TycoanB0CAzLJhOqyanTGWiGSioTOGJsqN97yZaznTiRZoHHno2Cpg0abm1K0ZGBsvB8erxMKRRg5xkWYzCtgL+poRIqcgkUU1gxBLA3C78lNZjnCTyCvdArb25cD0Nc3VjA5/Qw60wqBsBxsr9RguP8NWEnv1uIRWMgStdD4Dhx5c0Ld1M4CFFh70FLbjqOOqakhWBZ6UVYzSzLXUVQ1RlaYfjDLWMCrI4sYewbEKWsCRvMaKuveJ/0+Iv8pigigUMJLf+ND96HSusHAynHMCpUTheXzWF2uQJQ6SHml04hERdhaL8PEyB1MjnRhcaEafY8/jvHhuxgZuI/eRx/D7FQLgaUc1BJoMuRuIhbljyviwukri010/cnh82oRS4jJauNAbvECAbkpFJTMQKlxQKXbIt2OUv0eEyhaIWAZOLIeMoUPRZUTqG9/iPZ730H73e+i7c53CWQNkyWoHdGI/Mh8V0dM0D3lhcdNz2U+Dl/CLXx4un/uCWYTzzG9NYQBui4zqY9er4ccClhzJ/GNpt/HkPYJvtrxu5go7Mdo4XPMbE6hb/I5tra2MhGX5XnNNMA+pooEJzxbAebTDZ+MC/6++AWm4wYf/FFty9KyGjiPBti0uOoaGnY9j5AbkHdpMSa04i/8lFTYJluI7Dv9tZ+S4eF3PbDL/hU83HegVEfw+R8W45vva/H1dxMoq0ifvrIv64nBgsII2B7+KpXqRL5s4vXTQDzBI1wwjSBZKYLdf4ZQ0zsZV1LsyYPU0gPJxJuQrLQg8uzzcE93IDbbDgkne6kcTspBlVBCHBelePunnmGu4BHWCodTtKLNVlTs9KCn/h66WntQmF+cSmObbIyMDFBH1gLWFqulHrW33oHKuAyvTw2XywC9eTXFvz+QVzKJjnvfhV4kQlluBQGq482oxcXFaG3oQlf9fXS196Ct/haBs9aXbiecLM/ltkGfx6beMZACWCZ6ME2AY91aj7G+N7Fa1gdLx1fgMllh2mxE2cSn0FrfCZ4//MpktFiMp078CBSaabI4DaKu812IxBEE/UqY89ZQXD5IaY8xMztCHdQlrG88g1g2RAMdK8jkYN8HKakaJVbq5NB5/0+m8KK8foTqFofXY8TKYi3GBh8ILskXJetc0H9w+iSPUFCNDVs5AahqsHUnwYAqmeVK/LXlaiq/AtbZJkyPdWOcANpo/xtU9zcwP91GrgMj9P9YstbASP+v+o4nqGp6irxiCwpLZyFXelFSPYK61ufCBh2TIz1gOxeO9t/BUN89yvsW2HeerqQxBwoRS3bfgfnFM+i+/12IpMNwOLex5VrH+NSwoG+Whe2KyDYhYeFMHJs6txFag8ZrgCghwk5sBwPD/RhWPodLbUcstvveyURWlud11AAHCI8BDvunyUEAPaDjstJJ9A39HX6q39CGZpt1dRrQG0Ro7Th65O6stXj8IRtZPWvujPJdONMPfkGK7z7S4Jf+qfJI2eVVdqgNG7h9V4J/9W8VGJrS4Jd/VYTautPdloN9Cnz76xr8p9824i99sQx9z1RQqeTQahVHlpslXmMNcAlsjd+Fw27G5nwjtu0GhJvePVOF46xTpFtHpHIA4zODL5XBOmTTagt1jsNpvOPzQ1jM78d8zYdwkKUnzkdRstSDppEfQOn8HeSb8qFU7l3jrEM9NdUPmSwCjt7Jfp8CM2StWrdVYoWAhlrnQlXzM9S3PkJj50Nh1L6snkBBno0AXCWMA5+DfKoHNaXNMJlMYAMrYrE4VafWui4Uhe/AOP4Z5Dz/YeQ8/mEYRz6H3MVPolLTg6riBlRUVBAwOP4+UstyYFL70HrrfTSRFUEsDUAiC0Cm8MBUPIv1HRMcUicWqM0b+SMIG3eoLUoUFDSl6pEMsK2OgyEX4gk3ZmdnBTA2vzCOCvq/hQJKsKlwCkUIPt/eCD1bEL+zs4EckxVqjRMqtZOAUwjHHZOjPZCrvQS2LFSPmOAYr0y5jYrGPuoXxTE/20z3vZPKm2NJGboEtf8JCkvmCHR0weMyZ5jvatl8LhMmhu9h8OnHyMpVApnSC14SRhW1neMTGHz2NtaWaxCPSxGNyhAOKxEn8He1tUwvrbrhEQG0b0EiccHrjcFuX6Z7Qga2Bi+d8/Sx6YUpOKXbCIsiMBoMYJunzMxNo2+4lwYbXKcXmM3x+mggwapKD1byORAYIh/k00OAncH8vfgFpuPmHse/KW5um7Mtu0QNSKVS5OUq8OAt34WW8g//3sUCqwut3DHC8gtEqKwSHZMK/PI/U+DxoAz/9Q8k+OwPyo7lOyqBDfrZd0T4yS9U4Ff/cS5++zdM+NM/lqOvbxYffjiC3t4BrK1tH5U1S7vGGgiEApBqnPCtVyLs0sJYahEsPKepcoKLIdT9pwi3fQs72kcYGu09IftekkwmQyiSIOuREuw+3kuBsJvcnOQ5ZkrewXjbVxDjopCFNMhdq0el5U00VbehqaYF+wFRMCCjjrURIlECpRUTqGt8ivauD+FbrUDcXgzvYgv8q1VQqz1QSsOIR8ga5coF2zAgVDMKCZQoK6pAfUE32po70NXRg66GB8ixvA3d7BuQeMzgaUScjyggDmgh2y5DzshnULD8vcj39aCj/i46mm6jsryG/FvoJOtRXWUTutpuwehrhW7qDeQ8+wIMk2+jsWkQ5c1PUNHcC0PBElT6bYilMUQBTKlXYTNbMDzwABK+EIWFpURN/zEAxLbWZu23WCwoLy/H8soE5Z+Hz7+IaGyDOsPetExsbdbG5igKyx4jv+QhGloeEnhjJaaxCRHWuZ8iMGQqWEFD94eCMxUsEoicxCjVy0qWt/LKCdQ2DUOjdaG95wPkFhxeiyQIo5NC6UBD6zO0dJK1b6Uc42RB8nl1lHL9f46dQizMtGLR0ihYfFj4qmttMK2joMRybLEqjRNisgjOzQ3B4+/D6uosgbQ4dnZ2hHvkIqz1fVO98Hl94DgepcWl0Gg0x9Ynm3CTNMBBmB4H5oPOzE8AFEowT/BZgNEZlfl7cUY5W37c2CMLhG7sv/bVNOzW7Qb8vX+0DjYSfJE1+NNvqi9S3Gsv6zvfVOFX/i8ThA1jEhx1snwYGZm8kNHG1145r3EDRLwEidjuY1lbagUXUoGjzv5pmhRueA+WzSEMjD6D1WrNKGtOTg6qDc1oHSVg4CgD+x7JwYwLy/MYsvRhYOUhhm//PrZ1CwKLcbMKHY9+EnmBGrQUdwuj0wxIyeQRemHzWJyvQw5ZgSIEmjb7PgmerC9Rnwqa8iFIyNK0YZ9GhF+GhEa3wwXzcNz/A6y6p+DFOqLROECWJeP7fwGGD3+MLECfh2ynVCj3qBMbIVW6y6GZvQ/Dkx+FfvJjKNr+JPkfRw5ZmnI33oL++Q9AO3cXApCKSiH2GqGdeBOimATDfW/BtlQHtrX8yPO3MTHwBhaXmzA2elcozjrTAZm4Bo2NXdTRFQs0dmIdC9YRLS0tRVlZmXAfMkvR4uIsVlYWsbQ8A2YpY7z7ncfjgcUyRv+nCcxZRtDa9cH+5LRwlOo63PcG1fENLFvLkE8gORoTEZh5jMraSbKCiLG6XIYVawPWVkuQX7QAyYvpWUyQ3rCFqrohKFVusgINYH2lHLMTnXBsF7Lkj5Y7R2u1+h0Cr2MQSZ+jse0hvetiadJkcgcB0l5MTA7R9Z+A2+0G27mQMUkkEuh0ulSc0c7jNEoN7o19L6pszWgkC+p5ZGXzvh4a2AM7rL4M5FyNz0q5qY6/qQ3LtuvqNVBYWIi7D1woKY1ceI/TxS0AABAASURBVOFKZfZS3a/UtVUJhgeAocFJPHkyhMnJozta+/Nkw9dfA2JehQCNeLOaxuMcEJaxYMYuVPkMXvk8nE5nKo9cLodSyawrlWmd9xQDBdh26mEEEFA4ofQZCZRIiHr0j3Xwe8efwFr3ECtFQwLTROtXsCQZRVwURY2xmaw8agQDcbBF/OWV03Av1SK4UwSJygulaRO62kFAHMbC4jQ2NzcxMzODiMiHWM4GpAvNKBF3wOBshyRghOHRF4UyOAIqfPz4eglM+04cOEgcBVCs1gu+iCxHClsdREHNPq4XQT4KERdHTcMAdjaL4PXosbu9M4+Dx6atGGygh63D258WiUSwvb2N5eVlsF33GDjan/6ysJB/Z5OsZ5MvY4V9uxSjQ91YJ+saTwCSATeZIgxTng0tXU8hV7hhmWpDJMKunzjqyNJVUj6DjbVilJO1zTpXDqc9H6Gg6qVlZRn2NMDWfeWXTJG1fR422xISnB9avT3FoNZto6r+GYbZwzlF3Q2wwYHa2lpMTU3tEi7g7Aw5sJpnQcNGB+4sfAJ3mu5dgNSsiGutARr4RILVkNudBneKuJDvzPyszJvpDj/lb2Y7s626Ag3YbDaMDqvgcWcvq8tW96P3VcJ6BNYpveyysvKvRgNst0XEWMeVOvAqB7T5Vog3KzMuPKbdQsy8gOm5iVQelUqF+rIO1JW3EjjRoKSoLJV2MBBDBHFxBBGZHwlOeNMeZEmL908+xULBYyyWPkVI5oV1eQG9k48RlnoFi8jUdD+NjPcRmJMjRB13ljni1SMWUsK2MYfp2UGyYoQZWXAisnzJVxqh3KmEbvxT0Mzcg2Hw+4W0yz5J3HnImX4Lue5cdN56BwqlFwqVFxoa/Wdl5xfPoL75CQvCkLuOnZ1V6gjbhHjyxKbHsc5ucXFxknRqf21tCTHMkuWmn8AWWcOOkaBQ7sCca4M5b5U6QxyBGiO8LgOBuELMTrZiab4Zu1Pd4mQZWoRIFMTYwAP43GZMDj0gvupjJGfJx2lAJAqjrukJWfj6wAYOeJ6HVCKDy2GC3mBDx+33UFY5hljcj/Lycrrf1ClR7D5kA4UC4CfAnEo4Z4CtC1pRz8MrcUPvN6Hb+iY667vOKTWb/VprQHg0c0Cc1ZL8q4qz4m6oy/ZYb+g/drdZV3s2GAwwmaLQaIU79GoLv8GlDQ9KMT4ix0//1WL80e9p8b/8VCk++GD2yKk2N1gNN75pZmMpHLPtQjul2h3wBBhE22VCPJNTzLCCbQ91jImZddKYJYh1zEXKMCKhGManh8kCY6HUo38SXkoWGDXsuiWw9StHc6VTZyzT2C6ZQe30J9FWt9sBGxjrRxKgr64uQCQNg30kNJnTRZ304uLD7UpABH/xBPy50+ASV/9qEnlzEDavwL9aBqUiCF4UR1nNCMrKR2HSeRG3F6KkagxqDQHF3fkpySYJPlsjxHb/UigUBDxEAu0sp/X1KTjdQ2i/9S7yC5eOFFFZOwNT7hpZfOQY6nuDLEAB8OIYASMbSsqm0dzxGI2tT9Fz/13kFazQ4JTuSDlZYmYaKKsegZFAZwLR1LXNpjrGEyFUkRWxtGocbEfA2bl+YYCKTYdj00tlMjawAbBrQyQSEbiljmtmRWbMteJbxnzurhXR6MuHTCLPrhfKWHuvIyOHRJzVm/wXIOhq4qzMm+mu/m1zM/WYbRVpgK0z6LkboFD2d5Ea+Ge/VIQv/aEO3bc8+IPfk+PZ06W0kfSLLOtGyHoNG8FAi1gkE6wlrPq+tWpwWhfiNArN4pk4yUoTzNrd9TMlJSWoKKsVRq77B/sxsdD/UhGLG/OYaf46FoOTNOq98lJ+xsA6eAFXCNuGeSTCgFgsZuSUY8BgdWsEOY0fpmiJGHUIKdZY30bnvZ/DbafrOo6IeRUJ+ttLuZoQH5NC5NcAMbJqT3dCKo4TNOOhiKnhGXkLEq2DKhKHVBYki9AOhQ//GIBcWlrCeaxCTKrTuYORkX5Ilc/RQYAox7jByCk3OXKLLD4a+L1sqiCPCYrPTrZjdPAexobvY2TgLlaXK/H80ScwNd4JfY4T5oKjQVVKaDZwpAbyCheh1lqhNw5gwTqc4hEAL0/XMufA2NiAMHjA7gfGwK579o0uBpZYPBQKCRZENjWOrRFitItywWAQPqlbEMfuG2mQLLBUnkDInm6cBnbHYDgIfuKFjxf+JcZvnCL3NYjfF84Gsxo4lwbYbknf+ip1JM4lJZt5vwbs2zyNTCdQURVCfkEcblcM+9d/7OfNhl9fDbDOTDQaQl7XO+D4KDSlk4hv5YN1zjNtVdgwh1gsLLCzNSqT0yNCmJ2SHTIWPs7tuLYxONOH1dVdq9JBPgZyzGZziszWHZWXl0Opk2OncAZDll5h5DvF8CJgNpYgkvAg99bXkXfrG0Lbgk49xNSHb2vpecEFGExa+IMOgkAJeq1f/Mh5qqATAvLtSijzFxB3FmHn4efhHn4TAWurkMM7/gB6lR/xiPjIdgpMdGLbI0skEgrt/pjemK6MRiPU6r3pUrupJ59XV+cxMTkIlfYpKmv7wTrlIA3F4yIsLzSioHgtJYAFGEhrbP2ALEReOB25jIRgQIVlaymBIRsqSIZAzJ4y1sD2Rj44TgsGbpIWHpaZgd4V+v/MHzPIwNaI7f9/M/6xsTHI5XKwTTWYjPM4dl2xa4rJCMl2ByCDEj/C0iD215OlZ91N0gA9GxMAR3/0KABe+Jcdxw0+skDoBv9zX0XTXM4o/vW/yHkVRd/IMjU6ZgNP4PEHSvzxf9dietpyI9uZbRQwvziOeFSERFwM31oFeK0TCXEoI9XEtJuI1wxhZLovI/7jmJIj2gfT2eh3Z+Ud1Ku6wD6kerv+AVrLumHMMYEnYLC5s37sVM1oNAKRJEpt4xDYLIZE7YZU40GERq45Lo762hahuKGhAWGTgZjEi6D++K2fBeZLOom9OQREYynp8YA2FQZ1ONyDnwRH/x/WmcUxB/ugpVQqFVIZX2VJO6pKWmGIfB/yRZ9BdXmzsLNepp1V9j9ZW5/GjuMZIPoAPfffgVzhRSQig9OuR2HxnFAWEKcBk37ML/ShvrkXMrn/BR1w2MsxPXEbkagUJZWTKXo28HINxGIyTA7dh0bVTdf7HVRVtqUyMesOcynCvgCzAjGgwqbI5efnQ6vdvZY2NjaEb/0w+j72UwfZuqOqwiow2Xq/Ucjvl3oRjUXBdiMUCDf/9NFrIYEg0LNIsAiRDyHA7XpCHHTsj7MM++OUTHxCNvJ3M748neW6qS4LhG7qf/YVtWttzQvLrAJ+P/eKanCziu1/rkQ0GqMXmwTvvTt9sxqXbU2aBpjVhq3zAA3zGRuegrM2gYvK0niOioRzpxFt+w7WtzObznaUjP001rErLi7eTxKm/YRjIST4BBrGvg/NA19AqeU2or4ExpeHsGRbTOPfH5m3TmJyahTg4/Cu1MA+cVd4965tTcPl9GBmbjzFznSw6VxFoHhvw4dU4iUFIgoHQqYlBPPnEJf6IfEaICtIgouDhXLwkGWoljrDzY3tEB+YCpjkZtOiSkpKUF3WhtDoD8Hd/zmEbfWIrLYjsfIJ5Cp6UG6+jYbaDnAcl8x2ou/1erG9vYaNjS2yBC0gx2SDNscF20o1cgzrqGt+CHBB8DxPPCswmtbBDp6PoaJ6AFrdNhIxCXQ5m4ycdafQQIz0tjDTgfnpTrp29cIujKWldYiG61FS3ISqqmbU17ULW2Mnxa6trcFqtYIBInZd5xMYSqa5XC4CshHst7Am0zLxK4oroZFp8Xz0ORQxFSo264VsRl8ezP4CFBYWCvHs6SZqYA+07IIZnq7J3Xbuxi8vfbeUm3fmX7smZSt8rTWg1Snx2R9w04uCjUJc66q+FpX7w9/XIxKOwjK3SoAo+lrUOVvJs2kgJycHvCiG/O7vQCT3IVrVj1ANdW73iWNrAOLiABLUYY/LvIjp1hGufI7+4V6wjtc+1rQg+8YNG4EuLy+HXq8X0lhHvaamFUVFpSgrqxXWtVRVtcJk6IJU1IDKyjqUl1cLvOzEpr5NewYw1fwNLNR8CBFZF0QQgXXQWfrLnN21BGPLQ8Rj9OKOcdSp38bC0swhSxLbfTKk2cDOnT+Ep/pZmtiYwo2wLn29TJKB6SbGB4VoyGxFTOYTwgmyOgXzpwnE7d4/MbkbjuZvYqv7D7D94HexWfFtOMr6sZE/DnvVc8QVHihLpoS8R53iQTXcQ59E2HobjdV3UFCQDhqZrhkYyVFUwDvyPYdERJ258E+9geDUpxEY/wwaqrugUu5aCw4xH0FYXV1CLDECY24fgagoWjo+gEY/jICfOt6LQ2AgjFmlRCIf1BonOm+/C6f7GUz5H0ChnkIinqC8q0dIzpIy0cAS+3htWSvEfDEW51ox0vcGdtY74ScQUlW1d78wWdFoVLjO2RbxbAOFmpoaRhYcoykUCrD7XiBkeGLT7UwGEyQyMVrqWlFir4QuuGsRYiJqtltQqC9iway7gRpgUy4BBnZYH2u/z6j74xebjht88De4bdmmvQINrNk8+MbXMn+pv4IqvlZFfuJTHsgVMqytbb9W9c5W9vQaYFNmFhansLIxgdn5UQyN9SJspA690iEICxMoCN76EsI9f47w7T9DqPVbCNd/gJGJASF9/6miogJNTa1oaOhEe3sPAZomRENdiEcboNe20+j1PXCJRqwtdyMSvA23owdKRTnRzJifuIXFmXZw8ULIZeYUcGLyt7a28HzqIfq972Cm9Ztw+u2MnJFjAMcTXoSx+RFE0jj2j5AfFOANUpsVAQRy5rDT8yXBUpPgYnB2fxVOAjE7b/43RKW7QCeZ197xZ3De+RPYm74JV+VjOFr+HOttv4/Nzv+OafWXsNbx38j9HtZr/wxz3icYX+zF+s46AiIe0yP3YR2/i+mhB1iwVsG+bYSyejAp+pCfCCsR2iyFq+/T0HNdaG24h/qqbnS03UJVaStE3kZ45xuRiMhx0pEIqeAf+SyKNW+gqaENpUU1J7Gn0tg6roWFKUxO9sK6OAzbGnOLYACIMbH1LGKZBYWlD8GmHHo8HiwtzWFhYQYrqxPQGXpRWvWMsWbdKTUQDukxNvAW5iZ3d0nU5WyhqGyWwKkF6+s74Mkid5RIBmB2dnbSktjGGkaj8dg8acwvImzgIR6MoVhVhu6NN9G6eedFyq4XEvux21nejWfPN0wDCY5NGiAotOtjX1ywCO2Lg2GhffHzpN8wLaY1JwuE0tSRjZxXA3K5HO1d6R2U88r8qOb/z/9ejycP2QcPs/r8qFwDbMoM68SyhdWszRbrJMLN7yBY/w68+hEMEggZGH9MFqBnGJz+EIOTTxhbyrG1KZ2dXQRsbmPF2oGl+U4asb6PoedvwbbcgIXZVlimb2Nq7BaF2+FymLG2UontjWKIxTGsLe52xONxEWJRGVxuK5xOZ0p+MsDq2T/Uh/mVuSQpI59NFRroerOFAAAQAElEQVSjzrtlfgrsWyzHZWKj5QGfCP6EBwsEDB23/hT2+39IVo8ghsb6ha3At1u/DHfFUzhbvo2de3+ARfcI+sefYh0jEIU0iMZjmFkfxPDcU2xsrWNsrh8TBH4YAGJly2QyKKXlWCXrzP56eJ352LC2QV6wALHxZTut8fDP3IJr4FOIWO/B2fcpOJ59H9F6EHOW7Bd7bJhNVwta7iEw8WlolflgHeZjmQ8ksA5v8lo5kITl5RnMz6dPMWT8DBRZF6dJP7NkGTo8nVKpdkFKFsmD8rLxgxqgjiiRDGYbvD4bVlfnYLNZD1k4iUX4zc3NCVPh5PSOFAgvTpFIBAaD4UXs5R6bjinnVfj41OdR6qw+lEEd1EEWVxyiZwk3RAMM3BAMSsSpPSzM3BXEqbQb++NvbMuyDXslGlhZWcFXvpT5Q/2VVPI1KZSN3qyvSRClDulrUuVsNS9YA2wHMmfQhYjRhqUV67HSc3OL0NrahdLiu+h7/HFsrpWRVSMfbqcRbFH9wYwM5ByksbhIFGWe4LY3CqhTbhbCF3li6yVYZ5xZL/L3rZvYXwYb9Q6EHFhcmofdtYXR6QEME4Camh8R2ILBIEZmn2NT/wxriWGMzvYKU5BYIrNaBUUOzFPHlPExWtKxMpNhpluFyk/R3Q4tBdJ+k08+CUXVCCSl/Wn0IyMxKaKuPMRDyiOTMyHGfDqEt4rJMqfOhP3cPBsbNpjyJ1FR0wetfhsSWQDVjY+RX/whisufwJi3DLEkfO5ybrKAHOMq1Np1sF0aM2knm76al5eXxsryMqvQHjE9xNbrsXTmtzW0g+VPcELvN53xRSwkCaJuvQ11lXUvKFnvZmmAA5veCgZ+hMvgquK4sUcWCN3Yf+2raRibEx0K+/Dhe1fzMn81rbyaUjXa3d2r+vuymyRcjcavXylspFgh12Jq4A6qKhtRVlaBmqpmtLZ0oqysTFjXU1fbDLm0GcO9b2N2shuJxNke6+GwlCwBwZQSfO48xMK5Qhkp4gUGysuqkWcqR1vzbbTU30FLYxfqqS3MqsWKWbDOCgvNWZite2HPFgaiWDzpOE4GnaYQjQ2tqbUWDOyEOTe8wfRpSDhwML44G1U9QE9G2e59S+O3oC5ZTpIu3Y97zVDJ9ZdeDiuAWYdmZwewZX8CvelDlFR8Bzv2EVgXx8n1Q6l5jsraXsaadcdooKp+EuPjQ8ekHiaLRCJw3B7wlkgkYLu/sWuRWXpw4OhpuIUu3EOzuQ3tuI27K59Eq7gL7St3wY4YtzdwEeWj2FLb8LT6O1gzLoIT75XDeLPuZmiADZByIPBDIOgq/UvX3iss4GxvzFdY4WzR118DW5s+zExKr39Fr3ENv/ZnWnz4rgqDAzayCO297K5xlbNVuwQN5JoLsb1WjlhEg7nR2wi6bmNrtQeL052IBhgAqiGrT5kwzS0eF4O5s1ZDKo0gHkv/ICpPFiJmnTmrzJPyzVmm4PKuIxD0UqctCpFYBDZtSESdxZPyJdNyc3MhEZuwvFCPQEAKrSZHSGKAiXUq2UJ0gXDCSSyh3gSOR0MypRcR79UN6vAyAqLc8fU5oSlnTmKWsZXVGVgXJ8CmPCYFbWyQBXJfRztJz/q7GlBrHQgGOCSB+y715DObksnAD1tHVFhYKAxmsG212fo5dt3uz11eXo58TymBnnt4e+oH0LnyAAG5D3meYqiDekREYbxb/2VM5PVjTb+E9+v+HL2V78Eb9mBbsY556/x+cdnwjdFAOgjCAVB0WXHc4IO/wW3LNu0VaUCp5PH+Oxr88j/IRSjIHVeLLP0IDSxZpfirf7EU//U/SvHeu2s4uLj2iCxZ0g3WgFIpIyC0u9YkFNBgy1YOtz0PHqcJa9YW2OYbkVuwdW4NSKUBcFwCzp3clKyqpudkIZiG0+lM0S46YLVahe2zR8b6MDTynFwfgZpARsWwdURe3xryigexsjosTKNLZmQdTplMlowe6RcXlcK5zabxHv8aNJbMIrjYeGT+SyEq7PCcYgOKS6nDC6EF+TVYW77Ctr8o93XxvO4cLFpa0NjYhsrKpoyrze6n6upq+Hw+sHVDbLocA6NJAQzEtzd0oEJcg5bV2xgr7MUHBHK+1vp7GMt/jkfGb+NR9dcJvsdgchRh3jyJgcKHsDmWsb65jtnZWQxM9oNZUZMys/4N0gAbu8EuGAL5woYI5DNL0WXGcYOP498AN7jR2aZdrgZmZ5cxNDSPP/qDTfzUj5fjw/fYgv/LLfN1l26dl+JL/12Hv/8LBQSAJvD0yVza6Ozr3r5s/ZMayNyvr2uDdbr5xAzRsBSRsOREnpcl8uIA6pr6MdH/VmpanTFvESLJJhzOtZdlf6XpKytzmJkdETqVyYowS5BSqTwWwLER/Ib6dsR8PVifu5XMdshn1jARH0fUvQcODzFdJEEcAq9ZSq11ukjRp5WlVOohkejgcZlOm/Ujxe9x5WLgyccRClSjrq41o7azNWwzMzPHPt/Z9E+RVMQ+uyUAoKmcIThEO5BGpGhfeQCD3IiIJAJpTI5N0wrG58bQN/Ec8+sWLK8vCTMImIyMKpNleg01sAeCkuDnavzXUFUZVpnPkC/LltXAqTTAFkM7nU48fTqI/+dXtfjW17O72BynwMVFDr/0f5jw678Wx4cfDgsvsuN4s/Sbr4Gamnq0NN/G8sxtOLcLTmxwgkYCZbLzLWiPR2UQiWPk9uTsbJTBtVOJhvquU+1odWJlryiRgaD9I+z7izXkFKGuph226Qew2+r3Jx0Ks2mC88P3oOn+5qG0SyHQ/yER0oGtGbkU+acQWlpaivVVBsIvyKJ/irJfR9bl+XrEIsbUOrWXtYF9O4hNjTvIJyMrZnNdM6o2muBVeRCQ+sDFeTRsd6Bj6QFseiviohim56fwYfXXEI8mcHBDkIMys/GbpYGrAT2HwdbN0mJ6a7JAKF0f2dglaKC/fxK//zsGzM9JL0H66y1ydEiO//PvFuGd705gefnqFmW/3lq7vrVn8//PU7uG+m4E3LUYf/42Aj7DS0XFolJwZLXg+ehLeY9n4LEwV4GymvRF3xvLjdhcrUdhYQ2am7rALC3MmUxntxKw3a8KCk4Gd8fXM7MUoyEfBn0e2DqMZA4Wrq1pQ2lJIeYG3kbQp0smnejHYxKsWRqg6fnqiXwXlcgFc8HWSV2UvEzkMN3cqulCkYntEri7HmpubgIFxWOUPU4u+8tEA/PT7Sgvq3opK9M3A+sikQhsGtz+DKVFZTCHCxAU+/DJ8R9Gm/Uu4qE4VgwW9Fe+j17PI1iWLHB5nRjc7sWwdWB/9mz4mmngUqqT4JA2He7K4pfSmmshNAuErsW/4eZXIhgQ4w//mx6/9Pfz8bf+ejH+yv9Qhn/xK2fvUN0Ejf2Hf5uDf/GrBrzzDutw3IQWZduQ3MntLJqor+vG0swt2BbYugx62WUoZH2liDqt0xlyH83mcpRCLIkgv2Q2jcG+WQLHpplAWQ6KCu+gsrwDGmUrGuopXFkJ1qFLy3BMhIGnxsZbMBkbIOab0dXVheLi8mO4z0eWy5SIBnNQWVkvgCG93ojW1g5sWO8g4FchJ38Fpzm8jnxsLlVC1fUNSAy202Q9NW/YXgBjTuGp850nQ0d9K/6HwNv4rP4B3s6/ha7mTphNRfD7V5FbmB2cyVS3URqUWJyvR3Nzx4lZ2LQ19kFcNvB1cIMEi3UOHpEbq4YFjBY+Q6GnHBqZFpvuTUTpj31jjDlWgNPpRNYaxDTx0XJst0dg12LDCX4CIJ+Bo/1xZjnaHz93Om7ukQVCF/q/zQo7TgNehxiPvlGBJ19pweQ7XVh51o3hfg1+4W8UYaj/ozdt7m/+L4X4T/8+infJEnSczrL0108DFosF6+vrp644myoj4mUIeLUZ580rnkdJzTCiITly87cgkQYzznsU48TIPeiM65DKXKlktdaOHNMOZie7MDN2C6MDb8Ay3YPJ4XvwODtRVtqJl03lEqxIxjpMDL5B+e5jca4Tzz/8BNSqItTVtYCBJPZtlFSh5whoNBqIxHFIlR4411tRU9UJg7YDY4+/Bz6XAZvLlTAULBIYWoZc7cy4JNdWGazUflnlCDiNLeN8p2WMeXPI8ibHQUvBaeVkyt9U3YB2fyX0cRXu+hvwI/4H+Auut1GRXwCFvBybtpJMRWX5SAMOuwlry+UEvLsEEE6kU/0YSOqbe4ZF2yKc2h2EJAEkpDFM2ybRN9oLln4qgVnmG6eBXXADcIR/9sAOwIDO/viFp1MRN/WXBUI39T97zdoVDAcQXC+D39KO4EotRLotLL7zKYx+qxv/9B+W4n/68XJ8+Y+0YDfyUVXvfSIjS1IRfo6sST//04WYmxUdxXbtaax9//NfKsF3vmW9OVPhrr3Wr66CbLTu4ChvJqWbTaVYma/LhBUSWQCVTb1Q6TcQjknJd2J+tgmRsDyj/CcxjQ89QGPXc4FFKnehoGwSI/0PhPj+UzwuwcZqFZbmG1BefvJam4ryJlgmOxGPi1MiOI7D1Mgd7Gy0QCnrgkrZiMqKJmE9ktlsTvEdFWAggU0fO8oaxUBV0KtEOBJB0GeEZfjjWJntgKlgCdVtT1HeOAL7tg45BQsoqhtEWfNTAk6ho4o5RItF5JgbeBOaxgHwUu+h9IsiRFx6qNXqixJ3rJyuqjZ8b6wHb4Sb03hyYmp83n4bJjlH9GwXgZSQ8U+h8KGobAUiEdDS0nEmQMvAjlQqhZoGRQIiL8RhKbJHVgNJDbA+BMgCdNU+bvCRfcrd4H/udWpaNB4AJwkKVZKaViHWr0LV9A6kZivW3/sBLH/4Nn7nt8rxo5+txN/9WwX4+Z8uEtzf/pkiMPev/0UBJr7TjfFv06j01+7gH/+DYkHW63b6tX+cC8usE36//3Wrera+l6QBZg0JB3LhceRmVEJd+1N4/VpMj9/BykI95qY64HKYM8qbCVM0IoE2ZwNVBBqmRu9RFp7c0T8PWVl2Ns2or2tGRUUFjgIx4UgAcrLQHJTAgNHmWgmsc+3wuHIhkehgNrZAp21CZ2cX6uo6YDQa00ABA0uVFZ0oKryFqqom4Sv7DBTp9XqhbJWSdJjgIJdLqTPKNn8QoZyAiz5/CTvb+Rh8/EnYFlsxOXQfEwRqvF49qjsfoqBq9GD1joknEI+JEA8rcQzDuclBawcqyqvImtUMjuPOLe84ASJehOKo6chkfVQJBVnWCornwIuZHo9kyxIPaMDrNmDo2cfh2Mkhi9CBxFNE2XeFNkwreFL/bRocTGQ8BfUURWRZX1sN7E6LA8iPk1mI+cxj/qXGcWMP/sa2LNuwa6UB9qE+cc6aUCdO5oLTs4nx6T5suCahrOlF1GXG9tNPY/v9H8bAV28R4OkR3Ni3u8Hc6ocfR8hWi9BaFcKbVVh+9AC/8DcKBXmvy8m6IMXstAjz88uvS5Wz9bwCDbANFkQ0gpxZUXH4yeIR8GoyYz8DVzCogELlk8QmeAAAEABJREFUR9Avh8H88mvVttSG9dVOBDxd0Kpb0N7eg9LSilTJfr8DGp09FT8qwMBXNCzDJFmJZsZuo+/RJ7E4extKeQ+Ki1rRUN9BwKgLLnsT5ibuYXb8LoaffwwaVSOl30J+bivxdkDEJ+C0tiIRlZMFalep86O3oFAG4NjKO1S0bbEGI71v0yBNCLU97wjWtkNMaQQOMQJCkrLBNOpFRmJ+HewPvwB+u0sAdxcpe7+sWCKG8DEfTJVCgh93PMCbuQG83d5P/7/t/Vmz4ZdoYH66S5hWWFPT+BLO45PnLHMIB8IYXRm+TgNnx1c4m3IlGjjaEgQCzKx4AkdJUJTmnz+dSb+pLguEbup/9pq1y+v1QiTZnYLCiaM0WrZ76bEpIGxe/P7qMsATXK2B4FZqwabSRT3G/SyI2Asx9bgGv/MfdWn0q4j8/u9o8Wv/xIS/9lPF+Nf/woTf+y8G/Lf/osfkuOzE4hfnpdjejpzIk0386GkgFoshEmH3g/DmOlYBUlkAdR2PIRJHYN8+3Kk/NuMpE1wOE3LMq1BrvbBvZbZGxL5VANtyFWYnejDSdx8hfytZbBqFjrxGVYG15eoTaxEOycnykH5v+H06LM61YWLoDSxbOwkY9WBrvQLRaPI+4zAzfgszY3cxMXwXCzMdcJJlTF04RyAICHhzUmWOPv4E6lqeQywOp2j7AwvTHZge6RGsQxqjbX/SofDSeCfkuRvgRBGo6h8DXAyXccgKZ4791sx5y9PpdKhGEfKi+mNFKRJSfL+rGz/suo03qxfQ1fYEUrkLTXQNKlTOY/N91BPE0gBKK4ehybFgcnLkzOpgg4ejU6Ng784zC8lmvIEaILBzyPLDmkl04RVC/qWkszJupmNv35Nblk3NauCCNCBRBQRJYo0dDodDCIdCIUiNa0L4tKcgdb6mJhRp2UaH5JgYS3aU0pJOjAQCnJDu8XCwEmARInSy7+yOKlMQtlUJfvwHK/Dv/o0IX/6jAKYm3Hj4nhS/+194/Na/iuFXfikHI8MSzM1K8fM/XYA//7KKZUs5v59HYt86iVRCNvCR1gCbJqnN8ZAOdq9BChz6KVRuVFFHfmKsCxMj9yn98h7dLoeBBiqiGHr+NpVz+l80IiPgU4/tdQIM4m5Mj90hK4rkREEG0xpcO8dbeN0EzhgwOiwkASU9T5L0hdlmaMxbEEuiSZIwLa+u8xFsS9UEoqQp+sFAOKzE0NOPI79iGnkVR+/kyDq5ZU3PCbhKoOv5BkT6dajbvg1ZWf9BceeKK4pn4HBtgj0fzyXomMxFxgJ0RKqOSU0na+IK/JjzARqhQ3NbP7xOIyprxlFUfr6dCtNLuTkxudwPncGJSNCM5ubbdC/xN6dx2Za8cg0wixDHpsER6En6OBBP0pP+RaTjBh/ZO/QG/3OvU9PC4TBCBDZ4uReB+XYU5FZDr9fD46EOoGjXUnTa+iaQQMAnSmX7t/86B//8n+Tjn/zDIvy/v7U3GpxiOCawsSbGT/+VEvz0/6cYf/0vl+D/9/eM+D9+MQ8//zP5+Ns/U0idHsC2IsbqsgQiURxsVzC2/enS0hKePZvA+NicsPHBo4dz+Kf/qAD/4BeN+MbXFvG7/zkHw4N7QE2uiAPHTEVB9vjIaiAvtwJr1vROqdawiZLqMZTXD6C8oQ+FlWMY6X8T8aj80vXk9+kJSCSgOGJdz2kKd2wXYXG+lawz4pdm87qNMOatvpTvIAObclfbMASDeW+nvqBPBmFAlJ4PbG1SeWMfgaAqOLYLD2Y/Mj5GepYqvahofQxwdM9i76hofUrPggrISDcx+DA61o+ljSFEtaNQNz7aYzxXKIG4yINgOHguKcdlZlb4Tr4W+ZFTPCPFTlglDgw/+4SwLm1q6AHEfBiNbY+oox+G9MI3j9jVu1xB7wf6Px7XlutIZ9fyxOAdzE72YH2lEmxnxOtYz2ydXlcNkMXnAAhit8hxoAcEki4iHTf44G9w27JNu2YaGJ9+DnXrO0jEpOB9xcKCYAaGJFo3eOmuteg0VY7ulGLoS5/BX/piGf7o9zX44OuFWPjqj2L5mz+Mr/9hCX7nP2Q2be4rX9YSuHHg+bMNPPxwBO+/N4mvfHkdf/6n8+jrtRIYKgADRr/+q1qhg8jqfFQ92W5hTx6P4MnjSWFO9/CQBb/x60ayfu2CteKSMLTa40ekj5KZpd1sDZSXVyHkK4BjqyjVULYjXAGNtnOiGDw+HbxePabG7qbSLzGQEr21XoD84oVU/LIDO1u5ZyrC4zIS6BHBnD+Xyh8TrK5xtD74NkrrBzHW/zaBoIJUeiaBuYkeOJ0m1Pa8i6qOhyht7EVhzTA4LgGOF8NFVjOrdVc/bDBnfmEWUekypOb5TMS/hIdDaLELZm0NtFrtS3hPn1xRWIbqWGagMCndKw4gxHpTSQL5KwRyFyY70dD6HNWNg5BILwa4afRraGj7AEVl4ygofYLiiudU2uv1i8VkQoV5UZSsoWEhnD1lNXARGmAWIYBD0t+9LffiSXrSv6h03OAjC4Ru8D/3OjbNujwBbesHCG9WIBoSQSKWIRHlIMnZOFN12fqi1Ucfw+//uyqsvv99KRmu2Va8/44+FT8YiMWAp4+UggXoW1/nMDGxjK2trRQbm5/NrFisk/Ph++t457vjePxoikCND2trmU3lCwQC2NlJYPjFd5Jq6sLQUZXY1qipgrKBG6GB4uJi6HQ6oS0y2W4nSIi8OOXmHu7o19Y2IeSpx/Jcm8AlEofRdOs9OB0mjA0+gGWmVRhRXltJtxYJzJd88nm1kEhOPzhx9mqJyAIVJOvC3pS2TGWtWGsglQVhzN21KCnVPmytl2Pg0acwM9qTqZhDfOvLVRjtfYCNtRIa2NAgluDg9ehRTCAVCQmqqurT8iyuzEJde/SUujTGDCO+kU+gKLfuQncMqyuowp1IA8pDh6/Hk6qljSohoh5VWe1IGhubTjg9cg8Lk21o6XyMkoqptPTTRgpKRlBQPIyZ2ecIhB9icWkQgdA4Kup6BVEG08nrtwSmU58uL4PLboRYrDpzATyf7aKdWXk3NCO3DwQlwc5+//LSb6hCqVnZu4yUkP1dnQYYsIhGw4hHxQSGShAM+WGxTkNRNnHmSgg7zj3/VFr+iL0AHIcXoyZpSZgYl+Bv/fV8/Na/1BO4WULvc0s6w4FYcj0TI4+OnMzLePY7uVyEkrK9EUFzbjTVYd7Plw2/3hqw2+2IRCIoKiqiDnIV2LbP7EOirFVVVbtxFmaOpdVUtcOzU4eN5RZGEpxa50A8xlPHu1yIv8oTu3ck0siVViEe5yGW7N0ryPCwbxUi6NegoGQOvChCI/BicPzu1KrouacSirGzUYzVxRosWZqwMN2Gsb63IBIFEQ5KwQBwsprBINFCYcjyFpOkc/o8/EOfR4n+AWoq2+l5xp1JXrIzLZFIoMvNwf1Q46nlmKM6fMHTjU9KlegmsC6RelIyEnERwiEdJgfvQcRH0NL1ATS6NbIo0v+D3wO2xeW7IKmsaghVdf3QG9ZRULRnySurHgAvGcKcZZie2wk4nU6U55XAnKNHMDiD1p53kF9khTZnJVX2dQ+Y8pbP/H9jA2Zdzd1gHwm+7u3M1u/qNLAf9AAc3Sug4wx+grKdIj/jvqmOv6kNy7bremlALBajrKwMjQ2tCNpqEfcZIFb6wT4ex8DRrHUQmo5vAftenOdtgX3VgK/+qSZNzIfvqfFP/pEB3/6mFe+/P3FpuzKxQtnHHcsrQqiq2evchYL8pS2AZmVm3avRgN/vJ6uBH263GwwUsc5LSUmJUBkGpKenp8GmVLLv45iNDfB7y6nzqEZOrm3Xmdeg1tlpzF14Own5XuUpQS9I7oorEKcOtUQaOlOpsxO3wfMJNHU8Ir3GyDq0AGOe9UyyMsk0P3ULcxO3CPAWpLFPz43SoA5bL/QheIU3Le2skeAMAS9fJdjz5LQyTFoj7lf3oLSgGA3ldfikfQ94n1YW22HuQaARP+q6jTdax9DZ+RC5hRYkj3BIgWVLK+bGe5Cbvw6VyoXOu++hpfsDdHa9h64cP9rbHxNIBdwuM8z5y5CrnWRFGkZV/XNEosspazvHcairrMHHVT34EbyJW7paiP0hrK1UoKBwBXmFM8lir62vVLkJ7G1jc/Ns1yGbar2xvb67jvbatjJbsVehgXQwlBzw5V6AosuKv4qWXk2ZWSB0NXq+DqW80jqwh7pCqkfcWY7oRr1Ql9BmBXJ0eUKYdSRFMj948cWNQm8//yS+8RW2IcNel+7f/ItcPH1soRHGi5nPLlT+mBNrU5CAz/5kgyl6KfP+95eRDb86DTBQzzbTWFxcxPz8vFARBowY4C8sLMfOdgCBoB1i2QzUhj5ojP27ztRHnUIr/D6FkOdVnzjE6R6RX2k1YmQNk0giZy5z01YCj3sbM7MDGBvvJwuRBTK578zyXpYxEpZjeqQV1VWtKVb2nBueeAKb5xmUje9AalpKpe0PcDIvxJqd/aQTwzFXPvQa84k8RyXWFlTii/438GPKT+J/DH4StbFdcH4Ub6a0XLIO/UXHW/j+QBNuFzjRc++7uNP1EHd7PkBRxTjCQSWWZttgne7G4KNPYXG6FaKEGKVRE1TiOBbn67CxXoLpiW5Yprug0roIBK1jfWMqVYXO+nZ8NnEXbwabURssQkW8AAqNHM6dPCxaWmAwb8OUd7RuU0KuQSCeiKZNuT5NldgzY8l2/dt4mjZlec+vAQaCOBqoSrAAiWPeXpwTwNBefBcU7cXPnk5F3dhfFgjd2H/t9WvY1OwweK0Niso+oXKRnSJwQXPK9D9noc5h0yMh7UJOfJhesBzJTwjinj9VguPCYJ0VgXDJJwaE1mwy2FYkQkmD/REUFcWgUCiEePZ0FRp4NWWwl9T+64xNh/N67Vhcmkhz1sVxJJ3dsQKlOoiyqvFXU+l9pSYSHCTS0D7K5QfZdFnJGabGJWu2vloFg9GQjJKep1Db0puKX0Yg6Ddja70JjY09aeKZFXB8+hkkJQNQVg1ApHZQ+u5zSFo8jpzub0NZT1Yj9TrRX/4LbxdB7GtEMQGbl3PvcuTn56MrWgtNXImmQClMMe1uwgWdK8N5+ILzLv7S1sfwWV8bfsx1D7d1UVTXDMKYu0yl7E6L83ly4PWqIIoBchGPguJlcvMor5xEUckcQoEcGAxKtFU2o6WsET217fhJ39toCZULFtI/0T3Fd/gVzC5WkEweoaAK68vVJGOR4tfzJ5aEyOJlhcu1fT0rmK3Va6wBTgA7AAfQc5r57H3DfAiPmMtKx409skDoxv5rr2fDJqb7wLaa1XR8gyoYh3/mFsqLGykM+AIubHkmoWp8D7iIjxTGpfB6xPjqn2rBDoedh9sdYMErczvbLvzR7++WX1UjQiyeEKYD7q8Amwve3t4FsVi8n5wN3xANsO2KzWYzVlZOXtvAcRzcTh14UQTtNLoulV3ttbpf3UIzNXoAABAASURBVNEoA+/0ot1PvORwNCaCWBo+VymOnRzk5OQIMph1zuPdRkHppBC/rJNruwwrllZUVe5ZhpJlTcz2wi1+CkXde9B1fwParm/AI3mMYCiI8el+aOr6iTVO7uSfvPYh4qolbDtsJzMmU8nf2dnBM+kUPlRc3AYOJPbQTxWXoyhihC6mxOc8PXigUKOreBNv9DxB1633Ud/+FAlZCIMaK1p8Jfi4IYa7eS58TCvCA1MAD1RifI+/GZ+P38cP8vfxE4GPwRDVUJ8ugS/pnuD5qg7jI3ewtVaeKtvtzHnRGUyRrlWgsMQCrX4VNtvimerVXtuJ5saWM+XNZrrhGhDADvaufyFO4Cf5GBHiF59+k7WaBUI3+b97Tds2NzeHueVesA8SsnUBHLd3GXq9XojopYmE6EJqv/rOZ/BffzsP/+AX8zE2ooBWq7wQuZkKmZ5ewAfv7u4mptXyePS+Bmy0eH/+8vJKIbrfgiAQsqfXXgMqlQpsZH5qaioFgBVkESwpKcFBxzrwMQID8zNtsMw0oraxD+a8pSvXgYQAWFHpLCaH711p2bGomAYDzj41jlXWtlSH4mJmOWAxwGqdo5H5Vag0zl3CJZ3dTjNEvAZKpRK1NZ1khdakSlpdXSXQ04eRqYdYXBvG+pYV/kAYTY0dCMeDEOdspniPCshKhuGKDWFmoRdsQ4ajeI6isc07eqcGMCU9GYAflfc8tLd8TfgxxwP8lP1j+EFPBz4dK8GnUQR5RIYPZHNYFTugIdD0tqcZn3P34FPudjQHylBBFqbqUAEMsV3dcaC/BI9QQoqDRzwuQSLOQyQOHky6FvENWxkiwmDC6asjlUrpHchhaeVsIOr0Jd6cHB+JlpAVKEFgh+4OMB/JOA2kpcXp/kmLnzP9Jut2rwd6k1uZbdu10wB7oYfCQUhNq4jvzqAQ6mg05CLiyBPCF3KKKrH+3ufx7Et38MHXiuFyXP0l7/Nt4g9/T43NDTE8noSwmH5/26zWeUxNje8nZcM3RANsFzm2Zmh/c0pLaxANd8HnfpDmdja7sWytE1jdLiNGBx8gt2AF1Q2DAu2qTpGQAj6vDlX1V1tuLCamjm3kXM0MBZXY2cwH26kvKWhmdgzVTQPJ6KX5iYQEer0e0YgB5WW7/8eDhbHNNBhNo9YjHuOwsDQOdS0NCnV8F4qyccjyFyDS7IBXeIgtRg6Q5S3D6XJQp4d6P0QRiUR03v2xneAY2GYAbJeSfmZTZnY8dvye+oP0hCuI8eBREjah3V+BLn81CiJ6iAgMPR/qwjC2Map8eUefo06eWBw+VFsRWU15URyxqPxQ2nUgcFwCEvHZasI+29A/2o/ktXI2KdlcN1UDArgBh4RgASJfeCwc4V9w+k3VJ2sXz06vr8vW/HXWgEwqQ3i9FCKxCKwDwdqyuDSPuG4C6saHLHphLrRWA7HSi1nL1QOOubl1fP3PDfin/6cZI8PLqTaZzWYaOTaAvfgYMEwlZAM3QgNsZJeNyjMr5/4GcRyHna18bK6XHHKAKMWaoDfdymINEvTm67zzHmRyfyrtsgNL842QK3zg+dBlF5WSH4tIIBbvGxVJpZwusDTfBLXKmMrE7i2HYwf5pXuL8VOJFxiwTHYhR18O+3YeYvG9/+PBItraejA3dgf0+EMsFsPw+FPYHCMIah5DXNwLZf370He8A/3tr0PV+AF4cQwMUNfW1goAr6amBixcUVGB+vp6soAVg32nqqCg4GBRQnxqZQ5zwSWMKK1C/FWdPu5vRRNvQHMHtXexHgMKCz5Qj+NP9E/xe4YP8XUNmya4V7sZmQ1r0TA2bLsW870UoLa5F1Pn+EbUflkXH07AlLcIh3MtJZo9C9oab9P9lO1ypZSSDZxRA0eAHgaGaNCAXhUk85LSSfJN/WXvypv6n73m7WJbaYfseVRLMSJuPdRqNYV3fzMEVjj1Oo2ELu4SLuAsLxuF2+O6so0S9le5ta0e46Pr+O63V8E+1JpM0+tLUVZalYxm7mc5XwsNsNH6oyrKcexF9fJHb26+DZW1Y1CpfHTdcqhpGIApd/UokZdCi0Sk0Bu2SLYwtEj+5f6iMSlEbEX9BRSzYStGdXV9SpLdvgGtbjsVv4xAPCaBc9sEg3GFrAGxI4uor++EZbwTZXXDiETEYNMhGeP29jasVismpoYxNtmPwZHnBJCeYCc0hJU1C3Z2drCwsAA2zY5Ns5yZmcHS0hJGR0fBtmZfWVmBVqsFA0ccxzGRac5CA0zPpTNI0F9awhVGZmVrGOK2MDHcAw89+wdHO/EdVxzPbUaMrObjKRnBvqJ5juRREyogMB6FWJI+/S3HuI44dfzYrn1J3uvic1wMeYVWsDomLcFisRj1FbcQm7yPpprO61LVbD1eUw0IYOcg6LmC+Guqroyq/fK3cUZiskxZDZxOA8vLy5Do16Gs7gPiHA52GscmBqGqZlNz6I13OtFHcktNK5hfmDsy7TKJbCQwHPKDvRQPTnVg/RW2ecJllp+V/eo0wEbo2TbaB2vAcQwIHe6sHuLjEwgFZRjuf4DhvjcxOngfudTJqqwdPsh6KfGZ8S7kFS0L3+apqB24lDL2C2VrhDg+sp+UFj5NxLZcA4nYkMrCrHKBgAN5xbMp2mUEVhcbEY8rEA7t/n/1ej3y8/OFnSIZSImGdfB5csAsX2wdidGwt57pqPpsbGwIIMjpdBJwioBZt5J8zJqUDLP1hbOzs4J1mV13jM5AVmN5HdiOhR11bQhGg9gWu1nSK3HVoXwYJDyKixaE8oN+LdYWGrBtq8D2ahlMajeqortWrSAXgVW2iSBiiEbkAn/yFIuJyUrKwZy3BINpz+qSTH+VvinXBnOBBcsrC3QdxIWqMGse5zMCBPR5cbbLJSglezqHBnafLdg3PQ7CwSEhXHKXlS4UciNP2bvyRv5br3+j2DcSJmafIaycQIwGT+XebjTWdqVVfHC4F9rurxHtfGBIpLYjlgilXkwk8Mp+bNrb2Nj8kVMi5uYGMTnZd2V1yRZ0dRqoq6sTRvDZdX6wVJ7eU2yh90H6wXg0fNhCMj50j+4XHm09H1Bn+vDaiYMyzhNPJEQ0en8bY4MPIJHEUVY9cR5xL83LOrg8Tw+Dl3JmxrBoaUBNdXOKeXl1HArNKEqrL/ees860w+0oQmPjHeSZWqHT1KO4sAeJaD1Zg3ogEkeoc8/D69FjavQW6uvvoLy8XJjelqrsGQLsWmPASSaTobm5GY3FtRB2YTN8D/6S/xP4seBbMEd1Z5B8MVk46rj95M6byDM4IZXvATKeD6Pn9vv4kUA7SkMmBLgQ/ijnMd7RjmJpvehQ4W6nCYmYCHqyDBWVz0Cn3z7E8yoIEmmQ6rQGZn10u3dSVdCpTIivVwLiKBK7PdVUWgaBLEtWA2kaSLDuEFmAmHGX3VMJRqA483bjxE7xi04nqTf2x9/YlmUbdu01wF7clvlpRJXTiAU1QEgLNr1jf8UD0U0oK4f3k04dlujsZHTynzrfeTMwaxDHcYIYjtv1hciLE2v/i2DWu0EaYCPxzPq3f8Q+2TxmIQiFJRntKBWJSMGLhCG+ZHbBt1qasTDbQGDoIXanrgnkSzqxVwSH7c0i6HM2UVk3SKPw61RWer3yi+aRXzRH9LP/4tS55ckKdnYJ6TkZ4ATSdxyzWmcgVSyjuOJyt9ReXaxHJKSE02HEzMgdzI3dw+JMG1WQh1Tmp/9rjCxDesRjKsxPdSHgbUeOvp6A213iOfsvGo0KANzj8aDKn4+6YDG6fTXQx9SvFAQlW8QTGOJ4kOVK/oIUh0q/DUlCDLaG6XdNH0KakIBP8JhaLsLaMgGIF5z7PbYObG7iFuybhSgosexPemm4rrn3pTynZRCLw6hvfQq3d4ys/ytp2RMxCeI+AqBxEQEhLi0tG8lq4LQa4OgeYqCH5WP+VcZZmVfjrrYUeiRdbYHZ0rIaOKgBX8ANBZuyIvOBdSD3p7OttiWm5f2kU4c5xQ5cbvup850lA1vrVFhYSKPBjcIiZjbSW1paCrbAmW2OcBaZ2Tyvlwby8vLApjIdrHVOThGU8i6yArxJHWDxweRDcQEIHQMMXDQq3vfkYyipmEJhyfShvBdJqKwdQnHZLCZGu8mqKkURhRvaHoPj4mBTgVq7P4DOsAldjh2dd96FwXy26UqxmBg8ybyougeDSkilokPi5uamodKuQyQKHUq7SMLs2C1o9Q6U1/WjuGoShrwVSOU+aHN2wKxBybKCATV1+OswOXwXG6v1aGrsSiad2WdTMmclNjxWTMIl8uN3jO9hUH46wHDmwk/IKIII3f4qNLY9F7h0pjWU1o1hccOENbEDgYAY0/JVMMOJz50j8Bx1CgVVAnltma2xTKCg9GhrpUzuA1tjxJPViWVoaXsEpduIjo7HqG7oh56uW0bP1ClUbpjzd99HDNCqtduQSANU/izV3Ymtra1DohKIgSMekLUzFjv/ZiCHCsgSPlIaECxA4MBAEPb5zAK0G08A++hJvnOn4+Ye/M1t2ulbxvNZdZxea+fPwdbPbLksmJjZfTkelLi2ZYGy7slBcsZxZYHtyBdUxgIyZDSZTGBghz2oYrEYmGUgFArRCOG6sBCaiamsrDxk9WL0rLsZGmBbGbOWBAIB5qWcRCKBXl+IpYUueoFl9pyJkEVIxKdbXlICXwRG+h9AKg+gqe3s98cLUYc8JXX6GLABdV6H+t4A63zOzzaCrVkap057c+dDFJbOIRrlMTl6G5NjPRgb7iZgZkFL10NotI5DMk8ixMgixB0D/E7Kd1SaSm1HSdX7mJ4ZRFNTE4GedEDkD9iQX3r5wGB27A78HiPE4iByCxfR0PEMRgJEvChyVLXhtOdicb4edbWdOO/76MlULz6QjOK/Gt6FN+FHYdSYKjOOk6+rFOMlBOqCRZCq/IJkr1tP148Y6twNbCGCNVspxmRL8EuCZDHLEXhOOiXIcmSZbofJnD49jgGf+pYnaG4aREtzHzpvP0T3ve+AXysHb7kNfvI+dPZilJfPnCT+UBrPxcjyaUF5zRBZRwfo+h9CbdMz8KJpzM9PH+JnBBu9v7jyQfCmRTi9G4yUdVkNnEMD+0HQQdBzmfFzVPmaZ+Wvef2urHo6nRx37zXhvC+fK6vwDSvIZrMd2yKPxwMxdcqOZTghgaMOSCLG08v2ckfiiouLoVQqwT6WKZVKhZ2c7Ha7sBseS2OWIjZayHZ3YmCptbUVbC7/CVXPJr1mGuA4DmyhusVyuIPNttHOyWGdT/aiSjXsxEAsKgEnACGW73jWhdk2bG0Wouf+d6FQenARR1HpNKrrhwjgdMIys7fOZk82j/GRHkyMdEOu2FurxKwbIwP3sbxYicr6EbBpSLIMt/1mFiGOgFB+kRUFxQsoKFkgUDVPvgVFBFoKmSthcUqjdDMBiqq6AZjIZzt1JV1J5SjKavrh92+AbRTAdmpsaWkhMLJnhWP/D7litzN+oKETAAAQAElEQVS+16bLCW3YyrEw3YHJwfsYevJxsvzcoeeCn6wRR3eK3Y5iBINGYcvs89SIPYc0UjVyozr8BefHkBfVp8Q9V8ziK9qjB55STJcUkCREUERkqO74Jqqan7Oxa8xZBrC0NIGc/CVsyVxQ0LVvylvKqAYJAtCRsBilVSMp/rqWXmEdVsKvJuBzC4kPfhSJD38U4tX2XR6PCbDVgo+LwIv3rt/dxKPOCbrOfcgxr4IXRSnPNGZmH1G9+zE59QzLK8dvwsHeA1uhEfDmFbIapQ+QHFVSlpbVwEkaSFp4rto/qU6vexr/ujfgouqv0egQDATB1m20tlYjObJ7UfKzcs6ngUScO5OARFSOiE95biuMTqdDeXk5SktLj7w25HK5UD+r1Qo2+s94FxYWBEsQexFqNBq0tbUJ9WDAbmRkROg0M3lCxuzptdcA63Sz/y3rZB/VmHgc4AVgc1Tq0TRmJVEofUcn7qNurJWi78kbqG/pgzl/cV/K6YI8H0NT+xOotW6y/LwBv097rIBoRI5wWAE25UIqDabx2bcLMPj8TbhpxL+x/RmKy8fT0o+KxKK7Vhu9cRM6wxa0+m1o9HaqixMqrZN8B8V3BDpL1xHf9k4BGL/BvAHm8ormoM/ZgNtZAh73wCfuIxa+BacjD9XVjali/X4/gUZ/Kn6VgXhUCse2GabctWOLNZrswlbZxzJkkMA2aplamIZPFIQ6rkjLYRe7sSlyIsBlAgLSsp45sijdxH8xvovfNH8dg9YRTE73Y3quF7OWYQJ+Qfh8PkhlEbh8csx5pdjeKM2orFhMgrmJHsikUTS2PUVFbT+9yyWgUQRsh8ivGKQwgPgeEKYYxaXgBj6D9rZeVDcMoqxyDFX1A9DlbEKt2SGWBFkSo2DT50orh1HV8Bw6/RoWSKdWq5XSM/+xWQ9TlkE4HKezkmZeQpbzo6MBDmzWCdgQgjCudlVx3NgjC4Re/GtXVjbQ3z8rjBqqVGoUF5vR2tZ4ZKf3RZasd0UaYFvGhqIOyPIXzlQix4kEa81pM7Opbs31t9DZ2YUi/R3IXW9AFbqFyqJulJSUpIlja5nYdz1YB4t1htl3QRgD64w4nU6wOftjY2PUEebBQBOTzV6mDCQ1NDSAxdkILsuTdMVF1dDr96azJOlZ/3pqQKPRE7gtRmtr15HO75OeuuLRiISsjP6M8sXjEgw8exu5+SvIL5rOKM9+phzDJtiHWzfXizE11r0/6cSwzy+HUuU5kmd1qRr9T9+GSJRAz4PvUN2O70Am2Og8HycrE7M09ZA1qptcF6bHO6k+zHVRvFtwE2SNmpnoIECRD+aPD98CcyP9b2F08G0sLdRh2VqD5cVqwc1NtdIAhTxVR6/Xi0iERYWeBAtcqdPonPC49UeWWVo1hu1tpzAodyTDKYjsWTS0OI5/n/vttFwecRAhcQTBF2tn0hIvIbIhceLPVb0YWB7F8+E+sHqxYtjmDuz5zsJsEDIc8UMmC8O+mRkIYvmYE8DQZCf8PgX9nyPQaL2QK4J0HdQjLg4BArAhTtEB4Ecgihv8FHQ02KDWLMLufA5zQR9ZFAfBgHht8xOUVg0hGOnH7OwAJqcGwK4dknTqX7Kdp86YzXAzNHBBrdhvCeLAQBDonO4zCuO7yHTc4IO/wW07U9PYg7m3dwxra3ZIxFI8eFBOnRsyo59JWjbTRWlAo5chvF14JnFRr5Y6YqJT5WXT1/I0HfBNvIWdD34IvvE3EViuh9/SQfXIB8dxx8pjW9ge9bJk64Y2NzeFUUFmISooKBBGQScnJwWAVF1dDVYuE8ym2RlNOuj1eSyada+BBnQ6DWIxDsN9b5B785CbHL1HndvTXYcRAkIy+emm04wN3YM5f50sHu6MtabRr6K0chK9jz8OBoQyzkiMy4tVyCs4HuAQCxYsTXj28BMw5dnQ0v0hVBoXI6e5eJyn++p8wCROo/5xAlRpgoUIB49bk7q/WKc7GnXCmHd265kg9ownhcoHp918KLdGt0O6WcfS0uHplYeYMySwqYGPR57hPxi/gxH5An4j/+uYcFqw5bbjmer0gDnDYtPYAgS42I6+bFAoLeFAZGp6FGx6pMd1NEg8wH4o6tguJgAUwsTwPTDwK6whsjQgXv0c0boPEG/9DuWJk3vxU9A90vlN7DjWMDkzBqar+YVRhEM+sKmWTpcFY2ODBEy3L3169YsaZb2sBl6iAep70GOSwy74wRE+s9JffDpu7MHf2Jado2EMDLHdywYHR+Byx8kMecCknpnsLNcFaaCuqh2+tSIkorIzSQxvlcGYczoQlWcuRni9GnE/eyFzqXJlxeMIqYapo7KUop02wEZDV1dXhWxsNzkWYACJrZNia9TKy8vBRg+Hh/thtU6w5Kx7DTQwNDRI/zcXSspnCRBJDrlE4nQgiDU5EpZCKkufdsboL3Mj/W+iqm6EgMcy2O5uJ/EXlU2joGgZQ31vnsR2bJrXlUudRBEKiueP5UkmjA3fxfJCDdhUpKq6obS6MQDDcYkk68X7CTEUCgWSh2V+AjmmhSsHQ5IX0whDQVWyKoJfUDKN8uoJOJ0rQvwiTwz4PRx/ij9JPMTAyCAWV5fAnjdO3neRxRwrK8JFKS2z/+3KigUN7c9Q3dRHeTL/FZWOobR8Cm6Hlqx9MgT8WiGzy2nCjLUKWzEeUwvVSHR9XaALJ4VX+Mbc0tq8EE2ellfmoSarkl5XJWx6k6Rn/awGXrkGhNtoHwiKsxpRH+UFnYEg4BLScXOPLBA64X/LXh5rNj9a2syoqS04gTObdJkaEIvEiGxUnbmIqMuMqMuIwsLMwVA8IkXUq04rk5f6IS9YgHV5Ko1+lgizDrE1Jcyvr68HswYxKxFzrLPGAFFxUSXq6zuEems0BrQ0dxNfA673Jgtn0cbNycNGlFVq74U1KBySERAKnUne+PBt5BjX0X3vHeSz7el335BpsopKZ6BSOzE9fjuNftqIVBZGKKjMKJt9Jw+Dz99CJCZFF9Utt3CBAMAI2m+9B7boHZe0o5nPqxMsr/srOTf/DDrTIPKKJ/aTLy2sVLtQWj2KdVv+oTJyjFtYWh4FsygfSrwAAnufsXWLbKCPidPr9RBxpwfnLO9p3Lh8GY+Ukxghi0sm+dh04a1tsohx62DT0k6+HuLQG9dQ09wLpZjH5vhdaLV+qDX2tKK8HgNWF2sJsEux7ZMjXjgG8ATO6h9jbGowjZdFCgoqyCoESCRR5JrrDl03jCfrshp4NRrYB3II/HDci3jihb8fBF1k+qtp7JWUyl9JKa9pIawzWlOrxr/7z8sorzBC/mJB/GvanNe22jvuFahrB85V/8hWBQz6/IxksO/AiDkl4gF9Gr+sZALr29Y02lkjDACxEVm2loitH2Lri5iliHVU2FQ51mnJyTHA78uhzkoLykprsTjXCtdOG6qrulBYUJVdv3ZW5V9iPoVCBfv2xa3rCkcUEGe0q9XhRrFpYjMT3Xj+6BPIL1gB64QzLqksAKN5DY2tTxCORDA9fouRz+XkilDGQChZkHWuQaibwbQOvWEHC/M1GB3soeTLeS0FAwrq2GpIfvpvfn4KCs0ECkrPMcCRLvJQjO1s19T5EFWNg/C4jbAtNh7giYPj4mDPgAMJlxZl6xnd4sClyWeCv6ruw7ckvXgy2we2XpLRMnFbW+uwWMah1q2R1e54C1lNYx+KixYRtZtgn+tELKREwKlHJVnWKqqHDxXV2toHM1l6+C0aWCuagSe4Dfas3c+oUBBgRiFm6b4Y7X+LrmuFsPsgskdWA9dAA4k4qwSBnoN+4hh6ku+c6Uz6TXWX88a5IdoSi8kSEeHxxc9VYnR4G2y60g1p2mvVDLbjzqZjHjm3v0b1jpE7/S/iMkEEKV52sK2u802VcA1+/DArPYESoFHEwylnorCRT2ZBYN+cYZ0ENn+eASQmjL2c3Z4t6PQeLMy1IRbj4XHrsGkrw1j/G/RiNqOyohEHN1hgebPu1WmA43hIZZELq0A0LIVIdH558bhI+ChqU8djtHQ8QWGJBTvb+dhcO9ghP1vV2W54EarrWXJPjNwBOCDg09GIfWZWJZzh8Pm0UCrlR+a0Wueow70BjlkJjuQ4BZFkqDROmAuWCVzNofP+t2HMX8TqUiWGyRK2vlJxSJjeuC3c4zqd7lDaZREY6IrFY/DwlwOG2PbcH9j7MTw9BvY9tbO0QyqRoLxmBqJjBgOUKj92ZjvgXmlIiXdYurA5dpcsQwctswQ07VogpCIjkxgJcfBIcFZVVQcryQyHVdDlbBN4dmNr6/CHUlMFfoQD2aa/Gg2wjRBAD81dH9j1CRwJYOey4rixRxYInfCvZZ3Tp09m0N8/JHwU8wTWbNIla2B9axELK2PQdX8DwpSGU5aXiMjhHO9BW9Nd1FQ0p3KbTCbUVjegveU2mqrvQydqgfPZ99OTJP3W0Pd8HYoC25l3DEoV+CLA1gGVlZXhIJBh8cbGLlRUVECnyyHuCOoan8Ln0SAek0IsCUGu9MJGnSnbYjWBoW7o9XriA/Lz84XF4Lor7EwJBWdPKQ3YbMtk3dhOxc8biESkEIli5xWD8eFu+Lx6MOvS7HQL2Ld+1m3l55abFBAOSahT+fKBhiT/QT+R4MDAFC7xCIcU2N40oLx87/7fX1wo7IApb3k/KeOwIdeGOrKwtd95Bw1tT1BRN4wc8zKMeUtYtNRicvgeWQqPnl5tyrOgoHgYa+sjwmL9jAu9AMZgIox1qeMCJKWLWJXsYIXbxsb2RnrCKWOjY4MIBSN0Tx0tJxyUgRMdHpyKhdSQKtjaOmE4XChVo9vG6mYZ1rwqcA/+GAgqoFMf3ggpEg7BnL97HXB8DLH4+QcihAq8ONXXtAmfYXgRzXpZDZxKAwkCO5wAgihAz82rip+qkq8ZM3+6+n70uNlIFhud/+i1/Pq1mFlPltamyTL0dbCttCX6tdNV0pcPZ9+nwTvb0NLYg9bGuyg0NYLb6oR75E14Rz8O7/gDksmR2/upGj5EQhKg0eoYmPVmL+Vsofr6Vnq5N4NL1KGxsQ15uaUpQSqVCqzDplTm0SiPBIm4FHJ6oScSYupc9Qnfsiiteo7c/FEY8mfAcQEwSxLbbY6tLWL52dqjJDhKCc4GrkQD4XCYOvQxctELKS9CQIgX7XXmzio0GlVghYAzEiK6Zs4v72A9FEq2jin9vjnIc2KcXugX0c4Ty6DExfk2uByNaGhopVj6z2KZgil/KZ2YQay0ehB5RXPC4MToUA9G2YdT+94As3TNTnagqCx9If5+kXKFj0DQCqyL42AWmv1pVxHecm3DIj3lc/QlFYshju9oh9A7fb7pzKwY9u6dnhlDfvECix5yYnEMIY/uEJ0RQj4lJHIPGlueke9FVc00qmsmEAyIaSDgDviKcSQsbaguTr8WpmeGkVs4j5buD6jcQcwvjDBxF+Ia6lsQ2G6EKNiJptr7KC2pvhC5WSEfRJkivwAAEABJREFUJQ2Q5Ud4hCeft1cVv7k65m9u07Itu4kacLp2MDs/injuh5CUPYPINHe6ZsYkCC43wj99H67nn4WLgFFwtRExnx6IySHSr8Bw/0/IfVlw+ltfw8JGAQEgEUbHB05X1jHcM/Ri1+s3IJEG4PcDBqOBOs67tyL74N7G5jDm5gaxtDSD5ZVprG9YwKbaxLGIpeUBzM71YnJqDBbLIPm7C32TAE0kEoHJYODomOKz5EvWQDzGg43SXUQxkYiErg0a+bsIYSSDSUq+Pil6QT/hrUyyzi45zoAQjb6TkEv/ObYLyLqqAdu+/mBh6xtTqGl+miLrDJtCmBeFcdT0rOKKCepkhwj8PIDDnksDHCqBP3nyeXXCBhBG80GwEUdD6yNyz7G1tQo24JbMc5U+273Sojza2nKWeoQQxn8yfhfvjz85tPbmLPJYHgaG4vEQtPotFk1zfr8C6tzFNJoQ4eKQqfxo6+iHZ5GAb/0Y1ke7sdr3SeSbHDDnLdJ7pAZ8/ipUwTqwKdFCvhensbF+zM72Y3p69AXlYjz2XIiSZdK+0ArHch1k0vTr5WJKyUq5yRpg1xBrn+CzBzpzREjGBX9fPLlHjkAnXsE/QzplubG/3d7XjW1etmE3UQPsC+Rz89OYtPQSIHoITcv74OXeUzU16jIf4ufEQairxrC5VoTJwduYG2unAfQg5IoQdZxch/jPSmAv9smpXgI5vZiZ6cXk5FBap4GNDLOOEbOAMbezswPrYj+WluYQDLLpHrslMzm7IYB9t4httGCxWMCAUJKe9TPXAPt2E3OZ5zjMKZfLEQ5LCAiJDyeegcIsQiI+foacx2QhwMFx9DY8Jnk/OdPwhUxpoyrx1HnNtMyz8mk0m6hv/gAL1l5hK222DnS/LHbvBEJWmAunYTAvgW2gUNvyFI0dj4Wpb1UNfahsGERJ9QgUSic0+h1Mj93aL+JQeMlaR1ahvQEbKQ2AqLVOAlYBDI88x+bW7jSsQxmvgMCeIYlADFbZ+cFQiIvg3+V/G08m6bkcj19o7YMhO9Ta9Cl8bPMPy3QntKXzkOfY0suj69y5WoKlp59G0JmL9aE3EAsYBB62s5xaGoVCHsQ8DXJx9D80aUppwCG9O8Ssu0KGCzxFon6IJGFBom+7CFKJGgevQSExe8pq4BgNcODo/QI67/oJCjFwc5CejF9UOm7wkX7n3+CGZpt2MzVgXZrFumcA+q7vQFnzFGItGzU820s4QdYiEb0c16jjEg6qAY4j4KEEPW4oHMVFH/tBzctkn4b3ZbKy6UdroKKiDgZD7tGJGVJLS0vhdu6CbLXGAY3OnmHOo9kScREN6CWosxQ6muGUVIkkAr/v4kehAzQyz50DyMQTPC57apzBtIHSqn7MzA4TWA0jEokc+Y2YlRWrsFZIofaQrrSwLtSAfWNpZOAN7GznkXVYSfmlqG4axMJc40v/Ay6HCfEEUFIxjebOh6hvfYqKmmHML4y/NO9VMNhDLlilm+cqys0H8AfaD9A/0I/k9tznEnggs1yuJLnyFJVZ5yrrhlBRN4CxwXswVE5AlDYYxsE534ZEbHdAIhHf9VMCEhKwj9q6HHlY3jYj4Taivb2T7jNxiuUyAmyAS6J0vxDNwW5tREVZzYt41stq4OUaSNCzBKxX8sKnFwSwL35Z6bjBRxYI3eB/7kelaWwL6sHhXuzE+iCvfihsqCBSH90BFamcEGt2jlZNQgTH0+9Hc9cj8OIwvSi9ICyE3IJFLC+/ulHboyt7dirbpEEmk51dwA3NOTs7DtYJPk/zxGItTLk2tHd/iLLKSZRVTECXw66d2JnFupxaskq6z5w/mVEiCVAnXkLgnkB+kngBfmvnYyxZq2mU8uyvk0Scw4VYlnD8IZM7sbm5AmYFYVxOpxPMgsfCB53dsQy9cRNORy78XrZpyS7H9lYRlq01WF2qxWDvW/B69tJ2OQ6fJdIQZOTUujmy7A5ibPw5Jqf66P8QPMz8CihMDzsiz5lL9vMhTMgX4ROF6X949mvgpArECNAo1Q6IyZqmN9pQ2/SE9BcAuC3UND6D02UkMJQ5sAw6TfS/323z5loZogonEkt1aG3ogTHnfIMhOOFgz904Q8UveFTGdSS4yItY1stqIBMNcPSsZXwX6Wcij/HcTHc5T62bqatsq665BjY31zA+04eRqUdQNrwLfffXIS+eBttljoEfRe1jyOveg7zmEbQd3wQnDqVaxGvWYXjwJeTc+wpAI9vxqBQKNXWUFAH4/SsopZF+tqaA7TJXUlKCurpG1Ne3o7qq9dDOb7jGh16vB9tUgY2GX+NqvpKqXcRUGIkkgbnpBowM3Mb48D2MDT2AOc+GhpZeAtVnA0MuRz4qqmfOrROFMgCJJH5uOfsF1Db2YWszDy4CDPvppwkzyxkDQfwlrxGSyXyCFShZN/YdHXYvJOP7fTY9NRwWwb6dv5986jDHRVHX1IfBoX5MT4/Rs8QvyIjHL/b/IAg944lt42/nvHCKfKeWMKKw4neN7+PPg4/xdOzip8QlKySRiKDWbqKp4xHyihbgcC3AMj+Mjc0ZiCUxLM83QEQgSSzb1W8y33G+b7MEPlsxqsmixHhGRm8jmLOEuN2MEuUdlJaUM/KFOvbu0KgM4IVd7hKQqLYg19kwN7c3bfJCC8wKu5EaOGjxuar4jVTmi0bxL/ys9xHTwE1v7tjkAOZXhxFUP4Ku6xtQ1D+EKzGAiZleAkvPMLv8nMDQt8FJQmCAKKftKUaffgyjT97CWN99QT22hXpsLFdCryvAlq0HEr4VamU7EtEWbK11YGO1BTubbair7UReXp6Q57qfnDQKnohLwPPZW/+i/1dqtZosBBr4vGayOuxtJT03dRvhsJgA0aJQpFa/hvLKYbAR7uKyWRSVzFKHbIjcABiwOOiM5lU4qYMmZD7xlN65liu8UGucZJHaRo5hC+b8JexsXdxod27eEmg4m6wjdSfW6qTEohILSitosIJMr27n7hqOk/jPk6bLcQhr6ZIy2De72FQlNsCRpCV9kUhEAxwJnPfQk955PnxeMZee37Jjxbd1Q6cqp08+i/clw1jbWidL6sqp8p6WeWJiEOPjA2TRW0UguIaNjQ1BBNskRiqN0LW9IGwzHw0pBXomJ/9mLSQQI5+AFcBTGyoBpRfc5JswKEohFoszEZMxz/b2NmJ0i7pWGigPh4LGUayuzVM4+8tq4DQa4Oi5y/j3LEIQHlWXHWdl3kyX7Q3dzP9rtlWkAY/Hg8UVC0Ymn2Bs8jnW1vZ2bgoGgwJd2/Yu5EVTWF8tos6rmBzrwO6+AGUKOwx5yxh6/iYcO6WwzrVjfroLS/Mt2N4oxs5mIY0Y52G49y2YTBXIzS2kUq//TyLhL/wlj9fjyKiWrAPU1taFnJycjPiTTBXl9bAt1yajab5luhum3HXoc7ao42+B261CVe0Ydd4ikMpCiMZkCAaVCAbUh9zOVj6WF4+WmyxEp9tCS+dj1NT3o7B4ASXl46hvGiBwNYri0mkqcwoBn4zknB20JMtK+gUli5ifa0lGz+RL5V66hwow0n8fgYDqTDIyyWQwbsDhcB1iXVlZgU6nQ2VlZdo9wUBSOCQ6xJ8JgYHPsspxNLc/Qn7RKKam+jPJ9kp51tfXsRlzYkN8WEfHVWxWbsPo/CTmbdbjWC6czuq5vGxJkxuOhGHKW4WbnsdpCRlEIh4jDKYtgdNpz0MwSj1K0zK4ge9DU023QL/IUyjkhYbeKUAcEb8i7Zq7yHKysm6uBvZbgDjsgR9Gv8z4zdUoaBjkJrcu27asBl6igbWdKcgLlyCWpG+GwHExVDePYWqkhyQcPV5QWDKJqvpeNHc+RDwmglajJd7r/9uxb6KwsPD6V/QV1ZAt9l5b26COeSDjGpSVlWFrywyPW39snomReyitnEY0IoLTXobRgTewON+IhblmAtkNWFmsxxJZIQ+6jbXyY2WyhOa2xygoWYDV0kjXcQy5BcsQ8RzYAv+hvjcwPnwfw/1vwCaMRLMc53cFxfNwO3XUFjZwcDZ5ErkLclkA67ayswk4Ra5YXASFQgr2weL8/HI0NrRTXCF8gJhNDWM7UZaXl0Oj0QhS2bQ5kSgAnX5HiGdykpB1uZF9TLW6FzLFJBaXBjA7O0SDK2QGyETApfFkJnhufR5fy+nLjJm4VHGFACIp+Ep/KyvzEIlj4EWZWd7YZgXs+S5RuhCLiqgrGUWOcR0qtQOclGSIQ4RTxOD9xkPbap+3oTOzk1CZFlF2+9vwbBXCkJN9Dp9Xpx+1/BxdsQz0sHYz/yrjrMyb6I7u4d3ElmbblNXAERrY2trCrGUKSITB8xGIRPQSJL4a6tAEg1JodE56Sa5h/yGRBGHOt0KpcWN7sxjTE21wOYw0qh/cz3Ztw2xUlbX72lbwGlSMLapnVsNMq7K4uIj8gm0CIrvXz3H5lq1shyiOOseS41gyprd0PCIr0CNsbhRhauwWPC4D3K4cBPxqWAlgZSzolIw8H4U5d5WAVfUpc6azFxbZEI3K0omXFGPfm5FK1Cgs6IRKUQjr7G2YDHcQD78FKX8PamU9fF4xWXZN0Gq1Qi3CETekspff08zKp9Ha0dT+BGtrQ5icGsT8/DzYtC1B0GtyYluHuyJezMpsGdVYnZCngGNGGS6JiVn+2epxXuGGkkDGscVwceQ2fwBjXR8Ku9+BufE59KVzYCC5iPxCAvdiAlSQRHZFrNbBqMvfDV/geWFpHLFYFEG3CVKxHKUldWhtug2JWHGBpWRF4YaqIMHQD4GhvelwZMW8ivgN1SdrVhYIMS1k3UdaAz6/E1FuDDVtH5B7hprWx1hbKcH40H2Y8lZgyl8SvivClFRePYza5j6irWBm4hbs20UIBVXQGbZgtVoZy7V37EEqdB6ufU1frwouLVlQXTdMwHkDpRUTqGvqJWAdoc50INWQUFBGgDuWip82wMA6y1Pf9BS25UrMTrRjc33PosJocrkXSpWLsR3p6pufoOPWBwSiHqK++dmRPCcRxdIgxOIIjaAfX8ZJ+VmaVOqn/A7MTZ9vah2TlYnTaukejyoxP/UW5mduw+vRY8nSjfXVcrLC1ZEe7yDk64aI10Cv14NZjnZ2NpFjsB0hnnU8AJEogpLySbLAjaO8ahBjY8/xut9XyxsrGJUtHtHmw6TiiAkaiepwwiug8PS/CEY00JbMQqbbFmogVtD1SeBHiNDJWDWCcILD6PBdDPXfw/DAA8GPk7XQ51NjfraFrgsN4ogSN/3sheDCKsjlcopc3I9ZHznqeWkLZhCL8jAYNNSnFaGuphm15NrbumA0Gi+uwAuWxKYOX7DIrLjTaICuYQELEfhh73JcWfw0lXy9eOl2fL0qfEJts0lZDZxZAzabDZPTvZiYegy3bxYFJRY0dzzGzlYhfB4d8gvXkFc0C9YJHB28TyDpbqostiaA48KpeDbw0dSAUqmFTB5EeeUkDMYt6r/EPKwAABAASURBVEyH0Nr1CHWNgymFRCIKokfJ+VO00wQqGBBvfIZwRI6d7QIECYTvz59IiDA2dAsNLUdPcWrt/BCbaxWYm2wj1w77ZiGaCPgrlB7K8xSllWP7xaGx9Rm14SGa21k7+iBXuFFbP0IDBeUor5qmOHU203JkFgmHleCok6pU+zLLcE4ug2kbAa9WkBKLSgU/kUh//W1vFmFjtZs6pwqUl5eD7SKo03sF3uRJSiCwoeUpeu69Qzp5TM+DScwvPMfka7AOKNmGk/ydnR2sKu0EBuInsQlp5YHcSwdCLdVNaKiuF8o76WRbW4SZBq1cbgOUxlUoc+dgrH+Kwo73AC4GNh2O7Rw6O9mJ3WP3f8+ugZnxbizMtCMWkxIwbwOXZyWWBDkgEZER6BcL4Ys6MSDBcSKozZtweVfAcQmySgXJ5yEV6cgyGbjWgLq2thZKpfKi1JGVc0oN7IEglpFjxlAKXL5PhdzY3+7T4MY2L9uwrAZOrwG2qcLU9HMsLQ/BXPAMap0FbLtbg3kDzAq0K3Hv1pHKGAh6ecdhN99Fn7PyrosGlEo5wiEZtjbzMDXeBQuNMG9tFsC2UgaDcU2oZiQsw+xUM+qaBoT4aU6VNWOIRuVg22nPz7Qfm5V16NxOPeoa+6DR7aT42JS2BI0eOnYKaORbj2BAQ3UtxdpqKVmGBqie1YhSx49ZjJrbyWrU8wGc9lyylnTAMtVOgwL5qKiewOTobazbqsgSVUDgaZDKsKfKyDSQXzSHoF8JNsiQaZ6z80WhVrvgdr18lN3lMCMeq6WOaFBYHxIKx6mDvUzANYi8gmWyoj3Bqq0fo6NDGJ94huXluVNVi430s22UT5Xpipm5QBwr0r3r5rjimVUjJH1hPTmO6Zx0mUqOuGgXlJwkigE4h2Mb2pwd6hgmINc54Q2sQqryQyz3IR6RQq4KQSwJnyRGSOPVXvI5cgBvL0VeXqEQvqgTW4Po8zng2SiGTl2C9Q0bJiYHYF2eAC+OQSrRQiKRgAGmiyrzIuVMT0/D7/dfpMisrFNpgIEeuifoWZ4gD7iiOG7uwd/cpmVbltXA+TTApjDMzs5ibm6MXq5RbNpKjhQYjfLUQY0cmXZeok6nQ13N3vShi56mcd76ZfPvaSAWS1AnWgypLISWjueoqBqDicBzcdkcSsrJwkhWlaraYVTWToEXxSljHHqDDczK0Nr5PsVP7lSyl148LsbG2t5UOMp0xI8nsNUFn0+NisoJlFePg+fDqG3oFQDawQyOnWIMPX8LbgIBa8u1WLE2YHOtFBMjt7C2Uokg28kuqCYgVIKp0btCG5kMlz0foYAMZRWTLHoq53LkQa4MgG0lfqqMSeZjfKXKA45Pn3pY39wHj0sLZ0ZbkAOr1kaI+UpIxGrwHAdT7iyq63thMI9jeLhX6ASyzuwxVTiRnJtbBbOpDk2NrSfyvcrEZbsNIzLrS6sQ4iKQhEUv5TsPA0+dPZVYnpEItu5RLI5DqnVAIg3TNc8TWHfA3PwBclvfg3cjl4D8+EtkxZCIkgVIvAuY4lIPXK7TA/2TCmG7Uc4vzJJFaJneKzySa8nYt91i8QBE4ggqK+rR1NAJlVJ3kqhXkhaLxV5JudlCdzXA3gMQwA87MxAEOnZ97gUdL/yLjOMGH1kgdIP/udmmXZwGpqYGYcqbhXbfCHtSOltku71tS0YvzM/JMaM0rwOcrxJVVTUw5OTTC7JVeMFfWCFZQRemAYtlmqwjToglUQz33wbbrW2o901EwhJMjHYROGmHx52D7Y1CoonRdYc6aHmrqKofIGtMGZrbnx5bl2oCMWz62upS5hsUsF3oImRB0qid6Lz1GGptAFziqI4rR+UyRx79fN4cbNFodTikoNjxP7bOxuPRQ64IHXlfHJ8TCPg12NksQnHp0klsGaex9TrV9cNgHy8tKZtO5csvXIRIxGF+poNo1EaeyuMWKHzyz5znIcvXXfi8Ovj8NszMPsHs7MjJmfalisVi1FQ3gfn7yHA4lhCOrGNyamw/+VqF2Td6VqTbcIi8J9aLfUx13b15Is95E5c2VzAwPpyRGGalkEgiCIbUEMuDNDgVxYptnix3/RifegaJdh26HOeRssQEfDSqDXR3PUd0qg14MX2So4GH5E6CR2Y8A9FsKkJpaaXwSQe7e1YA1skBLrFISuBIjGiIx/pkJyrKGtJKyEayGgCBHCQtQXHQQc81inNET+yL40D8vOm4wUcWCN3gf262aRergbX1abBOFi9+D5zog5RwZgHwek/uNKSYXxKQSqVC56mxrhNm+W2wB55UvwmLZRbso61iCdDQ0Ibi4pdZBV5SUDb5UjQwNNRPloQtsvqMgePiaGp7BLGE3k4JHqGgikao2VS0CizMtWB08DZmJnswN9mBna1SGsUmPjCXXjUd/f8lojhmJjrBLELpqcfHjOZ1+H0KeH0aDDy/T5YdOSIR6fEZzpAiVwQRCsmgzzl9h9jhMJLF5WJGlxNkOVBrHPC6dQgF5amW5BhtWJ6vTcUTcQOF1eSO/+UXzpHVzUwWtGGw9X9s/eDx3OkpbKMF9k2i2ppuAlHVqKlpSmNgOzZaLBb6Px7+P6cxvuLI09Fe/Kn+2Ym12BA74fAcDSxOzHiKxJK8YhQWFmacw+mIEtDkIZb5wQAd9h1TM4MEjgBT/uI+KgvG0VDfj+r8HeDpD0G8vXe94Ij7keU4j7MuzsBmI0BOQlgdc3Nz0dDQjPzcMoxPDiIY9CKScCCvboCuEzEOgmnKlv19hDWQINADcGB9A+Yn4wf9i07HqzsuvWT+0kvIFpDVwA3RAAM7G1tjqKZBeZ1hGuXVT5FjWEUkHAFbWH2eZlZUVJDcatRV9qCxrge+hQ6IaHQzLvZjhQBYa0sXWYKUmJtow8p8KxKRVgJDbCvm40utr28BA1bHc2RTLkMDC9ZpAkMBsM02lqy1GB24h0hEllYUs4iEX1hcIhEFjQLzWFstBPvIahojRVQqL4IhOXXi9suIo6ZhiNyw4Cqrx1Hf9AwNLY9QXjWK6rp+5BdaEQ6psDDbSp2pIOXnwHHCW5Sknv9XVd9P1pYQAj4Vyd5ft8xki0UJBAm0lFaMZ5bhBC4GEDmOAzWQwMveoIRCGUY0JkXy4EAgKGFORo/0VXoXFMogYnEpRGLQfUkWgiM5gZrqBrLWdqKu7g65uygqaoTf20zWQPqfh2UIBFzH5Lz+5GXPOp4p96xrB2usSEiR3Gr8YNpFxUenxwg0ZG5tl8mlMBp2qA/I4eD0RbbO02azwmjcIMvQVqqKKu0OOGYotTanaCyQKB9EKGcGCwsLLHohjoHkmurGQ3Vz2oohCtejrrYRs5ZxaDQ6agMPkSiK676m7EIUkxWSsQY4cEhafhj4ubp4xlV87RizQOi1+5d9BCp8jZvodDqhN8YgTfwAQr5cFJVaoVLx5FRnrnVJQQ1E7g7wzm5s930aW8+/B7IcB2LSEHweA1mC6jA32Y2x/jeFuNOeD9tSHbQaA73UjWAv17q6OgJGxWl1EIlE1EmrQmtrJ5qbu9DW1o78/BLyuy+9A5NWkY9YhIHiyannBFwj0GgdYDtTZaICj9sIqWyvE19UMo3axl7kmNepc21IE9HU+hQcB7J+KBAOKghQKOFy5kEuj1LnKQ4ZWWrGh+8QuKoQ8oXDGqInYDTvbtogEM9xYtvKU1cT02N3ECKQJs5gEfr+4nT6HbKaPQW4BbKE7bUZLw4pjei/CB7jpQM6rc5Oo+c8VharSYcBIQ+zxvm9pBv/6e7NpdlGQadicZQsdQVwOUpQXl5DYFKMgoISNDbeQX3dbTQ23MbWehfWV9swM34LE8P3Mdz3gOpQj1hMTPURQSZT4nU91jbXMKy2Hlv93FgOVPLLax/P82iqaUCmO5Qxfok4gUhQCb8veGS9XS4XpHInSiomYMpdQUHJLOor5iGjfHzNCCD1ARLK2/FNBI0jmLT0HynnPEQxL0rLLpFIoNS6oKZ7MxYyopWe1YFAiIBQHODDYFZEZI+sBl5oICE8+ggMXbH/ovgb6fE3slXZRmU1cEkaMJvNsG/qoFS7sbNWjZmhBwRKKmAyFp2pRIPBAJ26EL7FdnisjYIM9k0MmWED06O3IZH5EIuK4fPohbTkKR4XYWm+Fjn6VoQDzdhZ70Qi2oaG+jYCO/kEjkhWQoHVhdtYtLQgHpPA5/PCbM5DLMZT51x4iibFZf1L0MD6+jwUKi8OftNHrnBDIqXO1oEyfZ4cAjcitPe8RwDoKRRKL+SKIP3vRDDn7U6lYVl46hwx8OF2GLC8UIslcmsrFdQhL8fqUhli0RhZpGKMNc0xa5DXo0ujnTWiUjkQ8OcIoIPtxqY37I2wZyKzuGwM8/OTsC5aEAjOwJg7n8pWWjmC5vbnZG21pWgHA6UVU8grTOokhtLKSQIh96lOGgKEJrR2fUB6kBBAuU1ZOXKZ/5iFzjrXCo9Lj3gihrWVRoQC9WT9uQUR14IRGpCYHL2D8ZG72N4qJKBkJoufnO6p9NdpJCxCPJ55udeNk625iVEDlqXbh6oWp276iHwBkVD4UNpFEZgFZ3ljVVhDk4lMZv3mwIPj43B5jr4emZVoYmKIrExTyC8eRqFpC9zg9yLx9PPgxt5CrOFDJLq+Apt3BFOzo7jIg01xUytMdK2IweqalM2ATgQbCIY9EEuiEElAFqMgDVyQH5aA5UvyZv2sBpgG0sEQ6NnDqNwL/7LirIyb6fib2axsq7IauBwNsJ2JZEoXjeBtobLxKRXCYdtWCY3aRKPFBRQ//NPr9WQdOPpWU6lUiAXTR6x5OXV+E0BukRWhMOsMeqDL2Twk2OMsxOzYLSzPN9DIdClWFpqxvtIKCd8Bx0Y7WZDeoE5aHpzb+cLaCZnUSE9IHnb7DjwezyF5WcLFaoBt6RsOz6C6boAAjQ9iSRjt3R9SfBhNrc8FoHNUiVNj7djaKMfcdBcmR2+Ru03/Lx1q6vsIIDwi9wwyeQAMJB/MHw5poDf4KH+RwJ9MZ9dsgsBzMKBOks7sc1wMuQWbBDjMaGjtpfaME+jg6RqPZiTTnD+BHfsCWZJCAv8mWR6MJgt1DoPIK1iAQhHAwLO3CQxOEjCMQ6ffIrdNwGgT5lwbyipHSZ8eGIw2lFePoqmtl9pbQrJ27zHbchWF44iE5eSf/be80AiNxkvtCmHZ2oDRwQewWpoFgbGYjNosFcJHnxIoKZ+n0fzlo5NfE+ry9irmpOwZlF7h3zG9h4mNWUQQQ6YWm3QJqdiJgc3Nw8+94zIEg0GASyBBAz0v29mMWYYmJ8dhs88gUfnC6iMJQ0QDXGMz/WBrd3DBR11NG+Kkr4npZ2lTqdmucau2RYg5A4G4iNCZlSCfrt8AtnaWUVSUXQ96wf+K11ocA0EckqBnv0+dhhf0y0h/rZX2ksrvvjlewpRNzmogq4E9DSxYRxGLbcEXWENlQ5+QEAzIoNNWpU05U6vVaGySdlneAAAQAElEQVRsgsnQirbWTtTX3aLO3l7nied56FQFcM/vbY8NOvR1fcJIc8ivJnl6ejGGICVwREkv/dlphHrJ0gr7NusYcin+xTkGjN4isFQPjSo/rR4ppmzgwjWwtrYEr28DplwryirGsLNtxtjQG5gY6SGgMkzlsZcXeS9+0YgEGq0bjp18gRIJywR/kTrgTqcBlplWjAy8Ab9XBQmNHguJ+07BgBLRCE8gJQcqtT+V0tg0jOXF+lT8PAGjeZnqp6Frcxt+jxL9T9/G+PB9sn6ITxQrkYRQWGwBLxrH9nZ6B5eN/nNcFAbTJlm1dte+TY3WoaXjEfKLLGAWoJKKGRrFtwrlsO95TZJVJhKSY221HBu20rSyRaI4WRI0abSzRBZI32wr9NPn5WhUn0vr8J5exqvPwQZMbFJ7WkXYttlBPgKn00nPpgRKS0vBcXvPmjTmK4yw5ynPczSwpIbZlIdMAJpWkwPOawDI8p5oeh/zC3P0f8sM0J+maVVVtRDxUmzvrB6ZjYEhtuV3lKz/0QiVLwlgamYcCqUIWrUZapX+yHxZ4uuqgfPUOwl+SIbw+kjG6R5Mi190Osm7ob8sELqh/9hssy5PA2wNiGV+GmwXOV9oHBUEhhQqP+xbBSgqrEV5WT3YdyAK8rrgspfS6HWQgEkOlma6UVV5i0a8FULl2MYIHks34iGVEBdONNruXa5BrtkGt0sPr0ePgLcUW2ulQvL5ThzVowAyRYQ6k/HzicrmzlgDS0tLyM3bJN3rsWzdBSPhsII6j3Hoc3bS5KwsVSO3YDmNloxsrVcKU79Y3OnMJyBEI+Asss+FQgqIJHHhumEbEWh022SxoRHutTx4XDn7OM8aTKC8ah5WAu+2lWp4CZDV0vV/krTSikF03Poumjs+hEg6CGYN2s8vk8kImMshk4egUvmp7tQxJQaXq5hA331Mj98RrDEj/Q/ANp5YJusMJQu/VbpX7GTxFCL7Th6XCXKymu0jnSkYoMEIBoaaCZDVNg6RTG9GcgymDYjE/pTVK6NM15CJASE3/NgUu1K1+6/G97C8viKAPJFIhMXFRbS0pA/mpJivMKBQKOBzqrEz14bgTg2qyl9eJwacIPcj0fV1zK4/gcubDvouovplpTWQi00ke5MshOtHimQDASNj/RCJwlhaXsDkZD/dCyqoFXkI+zQoNHWB7S6H7PGR1wCzCDEl7PcJAtGgBKMmQRFexHf9i0hn0m+qywKhK/rPZou5mRrgOA4SaZCAhYieOCJsLDfCY++Ce7sbizMd0Ond2NyyIhKfhplGw6eH76KurhFNDV3wzd1D2LE78p/STkKE4GYZIl4tDOZ1LEx3Y3mhPZV8/kAc4ZAMFeU9aGrqoo6d/PwisxJO1AAbqfZ4w/Ri0qTxRaM8CktnyVKU3DUtgbyCRQIF0TS+oyLMYqTReY5ISkBM1hApXZNyRQg8PeGVygD9z3VH8J6eVFY1gq1NNaLh3etmbaWBrn0xikqnjhWmULowPT2K0dEBrK3NH+ILhULY2FxGWeUI5mYrD6RTAw5QTo7GCfgNgBcF4POm6/vkfMenej16zI13IRSQo7m9D21dD1FSPnt8BkopKrFgk9pEwdf+Nzw3hj82PhHa8XVtP5ZdNgEIsbUrbGovs2Zsb2+Dbe8vML2ik/C9n7hEKN1lbUOMrtH9a3GEhAOnYDCERN4cRiaew+fzHUg9f5SBM51Wj2BkhwCj5USBDAx5/A6UFjfCaMyjZ3QtgvYKrNNAACB+7UH1iY3PJp5CAxy9SwCO/hgYSveZSehy0nGDD/4Gty3btKwGLl0DNpsNaxujBIYiMORNorhqEuGgUrAOVTb1YmNrijpEm9jeXodK7UQiziMeFkPMywjs5Bxbv8B6FfILF45NP3sCj6nh27DOdpEIKerqmiEW73ZqiXDRv6w80gDr4EQiLmh0WxTb+7ndatJ9GFKyXBQWs/91AnIanV63Fe0xnRAKBmXU4Q8f4OAEy5Mx1wYk6BXJxRGnF2YkIj7Ad/qoUuWGwejAoqUnLfP8TCuKStKn/OhztsC28a5tfEIWoFXBepCW6UDERZ3r+YUJlFfOQJfDdHGAIcNoZc0ExGQRc9sLsb1RmmGul7MxC97yQgMGnn4MS/MNZNX1oufeO6hrfIaWjsfIMa6lhChVLiTIisLAQYr4GgeCwSD6CcT+Z/13sSjapA79otAajuPAQBCLsDU1l72VNivnJMfWE0k068hre09gcyw2obqyRQgfd2LWl6GJpwTm48exnIvO9DM20Q82g+BlgupquiDjSrEx2Y18Uw2W+z4J+2IDZePg3SxFUUEFhbO/j7wGEkwDu2AH9GxnYGi/Tw8f4Ah6ku+s6bjBRxYI3eB/brZpV6MBtvB2aKgXU1PD2NmhDmD9IKoJBNk3cpGTYxIqwabTicUJFJZNIew2YPPZ9wr0404y/RbCIdVxyeeiK9Ue1Db3YbjvDfQ//TiqKrvxqjsx52rQa5B5ZcVKHfx15JiWU7U1GDyYGuuBx2WETOFGYdE8AZsottbTt0FPZdgXqGt+irXlKsRj0n3U3aBa68POZpHwvuOIxPMJiEQJCp3vl2Pcgv+IragTCR6rS0WobepDW/d7KCnvg9bwDL7AU2xsDsDpTAdJx9UiFPJhbGwQ5vxJqNWO49hOpG+sF9GAgwdypfNEvvMkuhwmzE12YvDZW6TnMmEQhOPiKZEl5dNk+bKk4jchwHZbe2YdxNPx3lRzmKUzEokIcbY5AdscpKCgQIi/ihMbcBgfH4bDO4OC9vcRcpohk3Ng9cQrPFi9XlY8+44cF1NDqvAhX5hqyiEe3bu3/XYjdW2Vr7wtL2tHNv0qNMAhCWqu1r+Ktr2aMrJA6NXoPVvqDdWAXC6H270FkTSA3AIb1tf3OoHbOyvI0Tvhmrr70tb7Vqug1TlRVj2O8toRVDUMQqOzvzRfJgwJshTEo6CR86DAbrU0oaCgSghnT5engampPhQUzQkL/+ubn2FqvI3ArhJOuxkajRsG8xqCASWiUflLK6HV+uFyGI/ki5PVUaH0vHhZJhAKSrG/o35kpmOI7Ps8TBZL1hs2YFsuZ8E0x9Y15BasEkiawOzsEFyep7DZJuBwOM403WhlZQrlNYN0fYbSyskkwrYg7yerjVwRQBUNSGSS56w88ZgYBtM6Addc2Ld3rXhyuRcSiQ9scOSscq9rPr/fn1Y1Bo70en2K5nQ6hXUtKcIFB5prGzPaAIFtRx2IbEJpXoRrtQSlJeXQarUXXJuLFadSGKDQebGyNoVRslC5/UvQl+xON5Vpt5HX2IdwQAGTaXdg7WJLvyBpWTFXooFEghVz9WCIlXpTHX9TG5ZtV1YDr0IDFsuUMHVkdrYfE1O98Hq9qWqwaXTByBaURdMp2nGBeESO9aefhjyihMyvA0cdrcrqCag0juOyZEQXiSIorpikzrYEUSqDZYpRh07Ey+kle3B9BkvNuovUwMxML1TqWQImYQIoGkF0MKjGxMgtOB25ZMXhBdpJJ1PuCvw+JWKx3fUQh3nj8Lh1BLKkCIelkMl2p8+JRIR+DzMfS8ktmEVV3TCqCVDkFS4AZPVgmxDgwJFbsEjAZ5lA/zqVFyZAlN5hPsD+0ijrYM/NDaGy9n0a0d+7f16acR/D1PgtqgtQWPLye21ftlMFC4ot4MVhLAvTl3azFpbOYnuHdLUbvdHnWCwGNvUraXFha4YkEsmltZkX8WDfccukgHnrBPRl0wh7DeBDdSjJa4Mhx5xJ1gvj4XkeTXV3wD6QqtFoTpTr8/vg9YTIeuoU+NRKAwLOPCFsrhmCWOmAlKycbPqfQMyeProaoIHMNDB0ZfGbq/KXv3WPb3s2JauBrAaO0QDrzB01JWLbYYMib5lyCcM65B//S0Sl8Mw3w7PYCP96BRxjd8F2riqpHEdp1SjqGp+itHr4eAFHpJiL5sEsBpMkK5kcDKjAtmQO+W+hqqrp0PQL1sFJ8mb982tgdm4SO/Zp9Nx9B1LprlUuGpVBIg5SPASx+GWdf47+R3tTsXDgsMw0oqGln6gcqutGwBMAqq4fQ8ft99F97zsoqxqjtJN/eQVzYNt4Dz5/G+NDd2E0r2J88P6hTOzjrirtAnZ2Ng+lnYfA7h+fbxMG49nlLs63I8e0ScBzt3N5nvoczKvV78CUt4qpsVupJDbIoNZ4cFPWBqUadkKAWYmYVUgqlQoghe2QeAL7uZJGJseEQaZMhdhdiwSGJpBTtInNiTswa1tQkP/yaaeZyn8ZX21NI3zrVdgY+hiK81ugUCiOzMJ0J+LFdP+LUumhsBcq04oQd6+VIhEL0yBJVIhnTx9tDaSBIFydZegmaz0LhG7yfzfbtkvQwPlEymQyIM4WrrPVG6eTFfVrsT3aCTl1muUhPSJrddBrvJDLPRkJ4rgYdDoH2FS4ozI4dkohFhnQ3NyJxoZuNDbeQlPTHdTWdJPfJewKxXGnr/dRZX3UaXa7HeMTI2hqfwwxWRWYPhYsbdhcL0Jj6yBEkhAjHem2N4sgfWHlOcigy9ki8OAAL4ohFrdieWUSU1MD6O/vx+BgH7l+SOUzyCvcnXZzMD+Lm/OWoNY6YZnuZFECzmJMDB8GQSwxr3AVodDZwQqTcZzb3FyDRjdDgOPsVp1wWAa58nwWqoP1E9P/prphGMP9b6QlaUhn0UggjXbTI6urqzAYDDSAUiVYAi9j57XjdMjKPS6N0ZkFPp6IwbVSitymJ+BECRg0FSgvL2fJl+rYFGkRdPDaahCn5zXP8Sgv7CSre/rUNramqr62BXPzY5iYGk7VaX5hFiHRMArb3gUvCdO9zGFici89xZgNfPQ0wL0AP8dZgi4r/QZrOguEbvA/N9u066cBkUiEsFd95orFPIXwLbTBu1hPL8ggonEewaAmI3mJhAibtlLUNfWjqPToxdwSSQzzs82YGr+LEeroDfe9SdaiN+Fx6YURzbq6OrxsmkdGlckygW2gMTrah/aehwRsfIJG2FoTn09DoNMmxJMniTQEDXW0jaZ1qDUubG+akV80m0ymNAdZgZ4TwBmFXNWL2dleLCwswO12g1lXUowUmJ+fJQvPEhhoouihn0LlQoBAd1rCMZF4XHRI/lGsklNMmeI4Dvn5JVAqlZhfGIEpdxo5xo2jxL6UZmXr34otlH/1pbyZMrR0PcbYUPch9rzCedjWjr6vDjHfEEKChqfn5uYwOTkprAm7qmZVV7SQlaUe5aU1YGCiqKiIBhTEh4rnyRoaCykQDcvhWWoi68wnoJJUQKs2HOK9KIJKpUJVaTccs22CyERMgs3RB9gefwMGeRfqq7tSdV1bW8PM3LjAd/BkW1uAdbWPLEPzsMxPHEzOxj+iGqBbjlrOvVgDenU+FXro93N/++9gdn4Ziysbgs/iSaZf+dV/LtBZ2tjkHH7oCz+STMLv/t4fCmmMJ0WkwLe/+/6RdEq61F8WCF2qerPCsxo4+XK86AAAEABJREFUrAGx4mJGjWWmNWxv5R8u4ASKY6cQfFiKjhwvWX72doBiWfKpIxeNcnDaTQhT5wEQMTLMeSsIhGZgtVoxPT1NnfQ86PV6IS17Or8Ghob6UNvQj7yCZUGYQuET1vioNU7UEL3n3jtoo853dX0/cgufCzRz7jpy89agIp7Gtseoqh+A2ztFHaY+LC1ZXwpOgiE7lCqnUN7Bk0rlhYOugYP0o+LRiBRK5cnXAs/zKMjvQHV1KziOOySGXUtsgKC4uBQ1NS2orGhGPNKJ/LwO1FT3IBQwwWS2HsqXCUGldsPvE6OidhoMTGaS5yBPDoHP8pph1LU8R+fd72J08BaCAU0aW17hEkRiR9qawDSGbORCNSASx+BfrgG3/iloonehE7WivuoW2LW2v6BAyEVRHjvjDxBymSgMAkNvoaKiVgi/7HTadAaCSksqyerPI+zZLY/JSJBVSKzeQSzKQyITp92fbHtyHHOwNVgTU0Np/MewZskfFQ0kLUH0LE0DRcn4ZaUf0C8DPX/5r/zP+M3f+FcoK85DTWUJ/vmv/TOBi6V9/2d/AP/Pr//fQtrw0CB+8e/+77h3/4GQzk4ejwd3791P0VgeszlXGCBk6VfpskDoKrWdLesjrwH20ouFpBeih3j08AgoEyxXeJl3pOtsf4w8kQRVngokYnudUo3WToBnFWw7ZyD9sSCVhWkEc3d+enIE2Gg0ChaiIwvJEk+tganppzDlTqC54xFZhyJksZtDTf0gXO5BDA8PYGioF6Oj/WTpmSK/D0PD/VjbmEF59RMsLvURrV/YrCDTgpeXl8kqZAO7VnQ520J5dU19aGx7BI6PIhY5ej3DQflsO+1EXHWQnIozS1BTUyfmZ96GZeptVFV2CECarYtga89y9PlQK7tRXtaNgPcWFmbewsriXdhW6jA9fg9TNIq+MHePrJ5atHY9JGvmc1TW9KO9+wNIpf5UOUcFqut6UVU7TpYvH+IxHvWtz1HX3EescXJH/+RK976EBPKLp2HKm4fPo4fbacRQ7z0aJFDu49kN5hVYMTMzshvJni9dA7OWKShLZhC2F5CFvAOuiXvwztxGY11HWtlscwGVeZloCXJ7P896IUpKSvYIx4TYNXpM0iEy+0h2eVkD3VNSBF15UJAVU5W3BGXusnBPqfNWIdEtYXT82aG8mRIY0MqUN8t3MzWQAj/CY2yfReji4qQ4kntAHhFTPwZovvhjP4Gv/vmfpcBPKpECXV09WLOtptL6+3uhVmtw5+49St39sfRQMIgf/PwXBMJnPvP9YHyh0PHTwgXGSzil93guoYCsyKwGshrY04DJWADEJXuEc4QSYQU02v0dt11h9XXDuH3vXdTVDaKobBolBXO41/kId++8j0/t3MJnlj+BalclSmU8TOY1IRMDQm63gUYeD4O0UEhGPMyR9+JnsVjQVtOGVhrlf0HKeufUwPTMMFZXR6jT74THO4nRsV6wtUTxuPBGOiSdpU1NjRJ/8FDaywhM5uTUU1TXP0ZB8QCkil54/eNYWR1EJLqO4vIZ8KLIy8Qg4NMQQGhAbm7ukby5uQVYttYJaZGIHLOTbxHMvkUWortkIeqA0VCGxYU2zEy8gY21SmqLEj7vnoUpEd8F+8vWBmH91NZGAbY2yjE/14D6FgZqAKncI8hnJ6nMCYPJhqa2hxTlMfDkYxh69nEMPX8Da0tVlDcPnXffI57d656YhJ9a40Bz54eoaRgRNiKpqu9FW8/71Kn1EiC7i431UqwuVyIalQv8+0+1jf1wu1f2k7LhS9YAu36n5vqR++ArALd7f0Q8BgqqwabJ4cXBpp8mODaIw72g7Ho8n8BB69Fuyt6ZDfZUljbuEU4IMYAS9RsgpUc7A1liuRf68nFoi+agzrcgv+tdSNQbYGt/ThBzYhKrb1VVLQ1K7d4TJzJnE2+wBgikCLj+qv09lebl0QCWWoMf/4mfFKayselvT3sHwQAS4zr4PliYn2dkGgTLF/zk6etf/6pgFforf/WvCaTHjx8J/lWfskDoqjV+HcvL1unKNDAzOw6xdhPcS0azM6mQz1YJifjwqPjQ0H2IIhI8iBfivlKEsqINfNL2Bn5k9gdR4M+DiP6Y/DiXQCi8C3wc9nzoc+yMfMhtbxRBrcpLewFXlVahdbsJCnVmloNDQrOEIzXApgvMzMxgY2PjyPSLJk5ODWJ2bhBsty/2/RW22F2hyIFMMY/G1qcZFef3aqGQE8B/wV1YWILS0gYUFtaDyYrFRC9SgFhMQsCoAZbp2xgb/BimJx4gERchkeBTPMcF1lcrYN8ugcdtJPBlJoDSirau91BH4KWZLJ01Dc9R2zCO4rJ5rK+WQiyJQal2vpAtwvZmIexbJQI4Kiy1EJB6jJqm56ioHkV5zThmJzox2v+AOsiAWuPDYO8bmJ/d3TDiuDrlF1qpnE2srGSB0HE6uiw6AzmDQ89h7Pk6RJp1oRjH0FvQ8q2op0EaRmCjy07PBuSm3Y4YozHHiUJg1zoLH+ckEiVkcjkysQpVlrbAPnUby48/C+dcF9gGBx5rPez9n4Jr+BOIeNTYdiyfa9oPA38jI4MExqPHVTlL/whoIGURumIwtF+1FZWViITD+Nm/8f8Vpr79xI/9sJD8j/7PXxZ8dmLWWOaf5NhUOmYV+pmf+VkMDPTDvrNzEvulpb387XNpRWcFZzXw0dNAXU0zvIuNSISV5258LKCFRJQgAHO407zll9PIO4d7m7fxidU3YYjkEPzZ65A6ZGR1kPngcRmFegT8auqg1lBH8rkQP3hiI/OSFwve5dQ5KJIUosFZBz7BgcUP8r8O8WwdD2sgLy9PWMfD1oMxixCbOneYK53i92nhdTWhpLiORuNL6bprxwZdc27HHcQiBgLr4fQM+2KJxN41uY+cUTAU1FPHUkGWpBJMjvZge6MM4zQIwMCMfbsUXrcOR2+ywGFs4AGBpWo4aQBAJIlgcvgOQsHdKX4KpZdAFptidfLrUan0wGhewMzMaEb1zTJdjgZGJp7C2PIcIrIMso0J3JP3ENtsQ3PdXaHA1bU56MomIVU7hTg7JWIyaLVanHSsry9jdOI5Dm42kszDABLbqKGxoR1OazPYMzKVJg2TdWrXciNSeMka5EQmHcNk/qyf1cCJGkiCoPgLriuJvyjrCO/xo4d4/713UVBYlNoU4aBV6IhsAokBoGAoiD/98peE+Ks4nfykfxU1ypaZ1cAN1ACb1lBdXQ25VIvwTumFtFBb3Q+XRwOnI++QvGhUghDCAj0nrBf8/act+TYcDvV+Euzb+ZDIohBL/AJdLvdCp9+kEfIIOD4AtnCXJZTml6DN18KC0AV1wva5QiR7eu01wCxRc3NjBDDC5IJQqT0ZtWlzvZiARC1UKh12tnPh8+rgtOdCq/fB5TJlJOMsTLwoDAbi42RpctrT74OdzWJo9I5jxTqpfltrpZib7CRL1W6ntax6BDubefD7T+4ki0QRNLb1YXqm91j51zThxlSruLgYba3dQnsGR3qha3oihNnJv1oDz8xtNNXtpnsDdqjy9jbciPp14BJyxnoml2suRktTJ3IUTXDP3UNguzglR100hWhQgrC9SKDFAmqEnflgoEkgXOCJTcm7QHFZUa+BBq6DRWjhxVQ3ZhnarzKv14ONjfVDoD/Jx9L287PwL/7Cz+FOTwcYmGLxV+GyQOhVaD1b5kdOA4213ZCE6rDV94kLa7t7rgsaWQj5RZZDMpct9bBorfha2bcOpTGCKqqElkAPC+939q0i1DcNCmsobrcO43bFEu62PYfPs4WWimYUmYpgluSi0l0uZKt2VyJXbxbC2dPN0ADb0IO1RCySQyQOIjd/GYVl42hqfyhsWNDQ+hTF5aMC3Wheg1zhIytSHPGoClKJLGVlLK2YwNZGLgEkJRN3KS4cVCAnZ3da1MECgmThCfhUVNepg0nHxlUqPxLcyVYqrc6OuubnGBrKgqBjFXkFCcJ0RLJIFxdWCqUFI06oyseFMDtFPUZEtqvQ1NBKoEcMTrUEc9NTlgTvejm4QCUKCwuF+GlPZmMx1ofvC9tiB525adllWvuhwS7vXCdMerKW8hfX5Wqq7UJlWWNa2dnIcRq4SXSOrI8v2nPQEiSQLzsd+JMv/RG2t7fwxR/7CWFdEFsb9NbbH4Nlbk4ANGzTA2YdYjvBsSqxzRMYSHr65DGLXjt3cXfltWtatkJZDVwPDTBrEMDBs9AENnUDZzzEShf0Dc+QQy9zfX0vSm99E2ZVFLmFh9cn8HwMCT6Btq3mI0sr8hVCKY1j/0LzgmILygqXYBTxaK6y4JPLb+NzS9+Lz65+Ag+kt/G93k/h04pP4Qurn0vJrHJVQCQTo6qqKkXLBm6GBhLgYcpdgzl/Fbm5W1hbrcDyYjW2NwqQY3QSfRkG8zIaW3vR0vmIrC9bcDkNqcar1G64naZU/DICs1Pd0Bu3IVN4jxTv9RgglweOTDsLsaJmFJW1Q5iZeTWLes9S55ucZ3i0F7b1XUvP7PwoYsoJ6FveTzXZt9iM0EYt1BJ63ql5hEWzKLn/VXpmeeFbr0GuKTMg1FDfgtaWLpjNZpSWliLkMiPi01E5cbKW763ZESvdEMuCCK6lPw8lGjvisQTYOh/KdKrfUVaf1uYeSOTAxtbhZ/+phGeZXzsNnGgRooGBy0o/qKh/+A/+d4H0e//9j8Gcx+3GT/7Ejwo0tvaH7Sj3N3/254XNFNraO/Ar/+SXBZAkMFyz040FQtdMz9nqfIQ1wKZwxAJ6xILpU9FOq5LC1idoE6vQwenQKVLjja1b6NnogJyPp4ky5a2gu3kIn7d+H4r8hWlp+yOtW43obBpBacUk3ux+jAfaKL539S18Yu0BPrX0MejD7EUPqGNq3N25hUJfAVp2Gql7nP7Y+J7FT6BUUkIj8zn7xWfDr7EGjEYjgn4NxofvYWzoDjiOQ8CvFaZPBug6TsSBWAxw7uSg/9nbGO6/D79Xg4W59lSrYzEeHJ9IxS8j0N7zAZatDQgFjr63FDR4EA5RjzHDwndru3s+mKW5/Ql40TTGxvoOJmXjr1ADDFxoNQbUVrbBsjSCiGQJ8vz5VI0CS21wjD1AhK5PUUKN2blJ5La9D23ZCIET/qVTewvJahR3FyEelkMv6YbRaEbIzjYHScDU/BiFt74LfeUIcqqGYG54jsgRU5UjbjP8Sy2oKd+7P/DiYINIbL3Ri2iaV1PRgsrSVuh0uhTdZDIh4tMgHhUhP7cY/AVamVKFZAPXWAMcGNjhwHz2rGI+KMb8y4vjwMGmst3p6RA2S2DfEfrUJ95K42BT3hidueaGasGKlGRggOkgP0tjlibGy/Ky+FU5/qoKypaT1cBHTQPs5VZX1wGlohRB6jTq6p6RCtiDirwz/CIhKZbUK6iz16J7qwNFBEx0ES00ERUqKsbQ3PYENVWj6MnfwfetfhzSuPTEUqq9lfj0+gN0KRMEmuMbuswAABAASURBVD6DNzfuwxgyICeUkwJBJwp4kZgbNCEqiuJluzC9YM96r4EG5HIVlCo/WjsfgoGNeJxDjDperOpsg411WwVWFutRVLYGrW6HyDxWl2vJT/6ilD8Ip92cJFy439D6CIuWumPLUGsdVDcXlhYazl12a9cjbG6NY3Fxr4N9bqFZARemgZwcHeQSLaoqa4XnkNxkS5cdk8I5/DEoNVLUVNdhcXkaO75hOD3rKC6sTOc9ENOp8xDerIZn+jZkGrIkbedCT4NHee3vIbBahu0n3wcpWSTZujH70JvwWVsPSNiNiqQx8MEK1FV1CQQGYCorKyEJ16Ku/D7aW2+hoa4N1dXVgmtubIcoUoxwJAiXyyXkYScGiqR0byIhpih/JisTZcz+XlMNMBAEgj1X7eMGH1kgdIP/udmmvVoNVFc1YWetAdNDD2Cd7YCLgEzurW9CrHKCE0XASwOZV1AcBk9gg43E21S2VD51RI3PLRKIEeXgtr8c3x+qxCdX34I6qkImhyloxMfX34QkIcmE/UiebxR9G66EG8ld5Y5kyhKvrQaOmnojFkuxtlIMq6UBlplmTI13IRRSptqwtVEMtiFCJMITQDr6NRIni1AicXRaStAZA8Vlswh4tXAKGyQcLaSmfgSzkx1HJ55A5Q6kVdYMYGdnTvim04GkbPSaaGBxaQExhCAWy7C6ugqp3n5EzThsPf5+gK7Jwvwqup5Dwrbxy6uWI3j3SBzHIxETI+rNgWfyNuIuE5yjd+Gdb0bUXi4wusbeIKB0B4gqhPjBk9S4DEn+EKCdxpZ9TUhmmy2oJEWIOPMRC6gQ3CogoFQAsb8BYm8bga8ayHQOTM8NCvzJk81mI/DDIRHnsbm9miRn/Y+IBjjQ/55QUELwWexq4jdZvZfzlrrJGsu27cZpgE1d4y9hegHPSxDcN2VnfbkOI/33oKl/BvOtbyOn5QOoy8egKJx+qU7ZAlypNI4vLnweNa6qQ/wdjla02JtRHiiF6BxbEh8S/BLCe/kfYltlh0QqQX1lPaTSk61QLxGXTb5iDWi1WlRV1YP5+4vmqPMnlibgdhnhcRnoOj4MrKtqh7FhK4XPl7M/qxBWqHyIRM4OrgUhJ5xyDBtwHTEFKQEvOMm3oMl5BK9biXDwcL1PEHsoqapuGAluARsbh7eoP8ScJbxSDUzO9mH6xVbmi9YVaOoeH64PPRs3H/0AwqttqChugVwuB/se0WHGPYrHvwlxzi7gYLvNBWy1iIc0iLry95heElKVTcFKVqjpmQnYHTaw6XaJiAye0DIS5vexE+6FV9QPHzeFqHSOylsEb5zAtGXokGT2bSSJPIwo54DBYCDwxyxDALMUlZWVQaE4GowdEpQlvJYaIAxE9eYI0JNHvyuLU1k39ZcFQjf1P5ttV0YaUCqVYOshioqKhJdiRpkyYGIyQwENfG7DAW4xJofewMjztzFOvqrQCl6zA23d0wN86dFISALpi7UOPK7HbTtsHMOaZgNmnxGqiIKsXBxam1pxu/aW8HJmUwPTW5GNXTcNuN1ujIz0g/n766ZSaghIHAY4+3miUTG0+q39pFTYaFxHwLdnQUolXFBAKosisG+QQRAr6oVY8RvgxUPwBx8hEvML5FOdEtTBeJHBnLsEjrdhednygpL1rrMG2FqhZP3szjVw6mUoS8eSpHQ/KkMsHhLAQ011fXragViCepq8NHiAerqoRBlELBZLZWLWc04SgdVqxfz8PLa2tsB2wWPxbar72GQfpqbHkdzBMZWRAsyCy6ytHESYmBxB8jtHKqUOOlUxaiubwQb2aqqaUFu1C/aw72Bp+6LZ4GunAQ50SVKtr9qnIq/B7zKqcD16VJfRsqzMrAYy0AD7No7X6wV7ubBFqzKZLINcL2cx5BRhZ3N32sRJ3Dub+UjEZOBlIWirD4/+JfPGCWwsrZXg3YIPk6RX7le5yvHp+Y/j06ufxA8t/AB+cuaL+MnpL0IqlqKnoRt3K+/gduNt6PX6V17XbAUy10BlZR2BDC087pOB0MIcWwshQmnF1CHhao0D4cjlASGejyNKFie53AuVxgmFahki6btp9Qj4o2nxTCKRiBjMsR3visst1FEdzSRblucaaUDxwiIyOT0GWZ6VLISHQUwiLkE45oNBnweHw3li7dlUNLlxA1Lj2XZo40QRxKNcCrAIhcVFADklDcSxeFlJFZiVqKG6ByUFjSgrrWHkIx2z/MTCIkhl6RZX29oSXL4VbNs30d7egejym4iu3Ed1SQ+aG7qQPBobWtHW0iWApSQt678+Gng1IGhvgOj10VTmNc0Cocx1leV8JRq43ELZaB8bUWMjclNTU8K88fOWqNFo6CWjhWsn76WiNDo7vBtl2Ji4DUXuKqSm40efA7Yq7MicCPGhl8q9CgZ1VA1DLN3itaBZRFAawvcsfQLfs/5xfI/t4+jM70BPY8+FWtyuon0f1TJE1EdzO40ZNT8akSJOHbr9zBXVfdjeyoNtuWo/+QLDcXBcAlX1fahr6SMgNoHC0plD8nX6KAzm9UP0kwhb62UoKZtHZe0IJicHT2LNpl1TDbBv69RVtQm1s7uWoSo/bBUKO/LA++ogkyrhD7gFXp4/ujsUj8cJ1Aehq+sHLw0IvJmeFPkLMHR9F2ubC3SfxIVsbLaASlwGx+gbqK1uRE1NHZRcNdSR2xDxSvCSENn8j+94MstRILKNkdHD16dBb4LZnIutZ9+DsL0QoZ0iOAa/B/7FTrLWdwvlTxFATMR5NDV0CHF2YuCK+Vn3Omjgqi1ByfJeB92crY5H3/lnk5XNldXAa6mBxcVF7OzspE1dOE9DIpEIJJIoiUiQO/nHcRzC3hyyCkmw+OR7oaFRaPDHT+kJKvyQxWUnC73iVAbMnuY9xzeKv4On+b2oclRAH9FBAErhHHxu6TP40cXPo6OmHXeb715x7V7T4l5htW22FRSWLB9TgwTkCm8qjeNj2N9lKyqZg1jMY3uzIsVz0YGi0nGSbxC+Z+Sy58C+k4/Zyd2Ob7KsaPBHMD3+aRQUz6G2qResnsm0k3yXwwS3S0PPAhfYAMlJvNm066mBYNgHmUyF3NxcMGuOgoFhjj2PkXZ4Z7vhXWyAVqOHiSz4rc3dMObkpvEkI/PWKXi8LsiMtiQpI19qtmJ1Ywqbm5spfmaxinoMiPk12B64B1GgGoHVekhzduCPrNG7gKf3h5zaIENTfRcaG1rA1v4UFhaCHew7RkpJHgoLSllUcAxc1dY0YmNrDTGyFumaPgAvDgpp7BRj3zzidu/U/Px8iKVxcKKYsDawvroThfpuoazsGk9c+yNrEbr4f1EWCF28TrMSP+IaYC+TUFBGVqH4iZpo7voAdmF60R6bfb4Z5h42xScOkXoHmopxqF+MaEr1m5BFrhcIYjWf08xjSbsCvySAIncBbm/tjjyytKSTJCT4ouUL+JjtAboaOkk3PORyeTI5618jDbBt0MPhIPSGvc4bqx7HxVFUMouG5n4oFG76H0ahUrmxulzCkslFCUAtYXZqb6SZiBf64/ko9Hovlug+cbvyEYnIoVT6wYv26hqPmYFEpVDu6OB9eDx6dN15D8bcl3di9aYlyBR2zMyMC/mzp6vVwEWUZpmfgtO7kgIf0UgUUv32kaIDG0VQyQ3Izy+Cb7UceaajpzOzDRVEYo4sQhFkeoiUbohp0IANsu3Po1HrEQ9rBVIiaIZvoVVYI7qyOYL5hRmMjPdixjIifJdNROZZiUQKQ44JueYCIc/S0hLsnkWwqXACgU75uSWQinR0rXswOvUUdvcqFCVTUORboShYgLa2F+HQLjBiFiWf3weQJbeoqAyiuAHu8bcRWu5EU2M7aqqaoVarSerpfk1NXWhp6RHqfTCnNLuJzkGVnCOetNBctX+OKl/zrPw1r1+2elkNvHYaYAvP1RofqhqfoaR6+FD9cwsXUNPwDFszLQi6TGnpAUcuAm49Ct78CjTVQxBpthHlI8h/4yuQmWxQh0//gkor4BIiTa4GfHH2C/jCwueEbxGdVIQmrAF7ubc2tqKnohs97T0wm83Uud1dR8Q2WDjLS/ikMrNpp9eA1TotgJ5kTp1+B+09H6KodBkb1HlsaB1Ac8djBIISxONygS23YBWOnRwK7448U+DCf5U14wiHpcK6oIaWXhjMW7Ats85rDIm4AvFoC5AoRAK+VNmrS9V4/vjjyKP7rq7lOV1/h60DjLm4YgxafT9mZ/tYNOteYw0wsMA63/l5xdjcWSYwMHd0a2IyOMbuQizhoCqeB59QQqvOAc/zqKtpAXseJTOyjQtESkcyShaVk0FRzK9FIiqHXq/H/oOVEbbvWp5kxlXwkjCC69UozK/Yz4b19XWMjD/H8Eg/pqYn4HSx73XtsjAww6bssfrJaUBpcnoElsUhAQgxDtu6FWLjLJTlQ1BXjCIh8ZKVie4blYolY3HRilhQhfDSbThH3xBogY1SbD78HDhHO0qMd9HScA9NTU0wmdLfUQLzEafVVQu2t1fgcDgOpdbXt4BNGT+UkCUwDZzKZS1Cp1JXRsx8RlxZpqwGsho4lQYmp8agJDAkkf7/2fvP4Ei6/MwPfbI8vPeugUZ3o4HuRtu3Xzfzcjg0OxwuKfKSobva+02h2Ii7QYlBacWrYNzduPfGhi53JcZKEfqqbytK4tINx+7MOzOv67d9N9Dw3ntvy6fOk4UCCr4KqCpUJf6Fyjp5TB7zy0Lmec7/5CnP7nEO5xaa73+hbixz2Ji+Do8a0d6N3N3RsNDzPoa/+G3MtH2CmXcfY0WNGM50PERm6QQKPHm7KdNxZzB/GAF7EHcWW/C7Y9/Fb438Bj7M/QD3K+7jm03fwL3b9/C45j08vvVYcYruBpyOHFK9zuz0DQ49Q1NLaDVDTdOxteXE86++jSklLF4/+xV0tL2Pod6Hu01xOHyw2k62gu4mPuPOyNBVZOWs4er1TszPlQNBXVmFnNADt+F3/zMEfd9R229CdWsPldDx9kNw6tvdx5/B4draF19UMonsnHFMTPbtCxdP+hKgmCkvLwMFg8cyDlfF0ec2uFWE+Se/Dd96Lqzqe1FZWQf+pILmrkRz071dAOzgW5UllD93kHfrc7iquow4e/4saP0xPBEfGVWdWNtYwMrKym5oXV0dvIt1SoRkw1E8DGvFC+Q1PcXm+FXYkAsuh72bOGKHi/pwqua1a9cMkUYBdKflfdxR18ubN+7gtrLG1NU0GXE8jPW3adlwz17B/NPvYHvkPjxz9WhsuMloNN+8hdV3v6Li6wB9fzdwc+wG1jq/gaUX34HT6UJ21i0liB6cKmTYzunpaSP/gx8zM+OGSLt//wHqr9w4GC3+mAgk2xIULi+mSqZV4v3/AWlVdamsEEhdApxK4fNYMT3SZFTSlbGOpjvPMdv+EabefhPbS+VG+MkfeyPrJdfbYfE5UeDdP7p48vGpF5uhRki/M/zruLfaCqtuRb5ddgpgAAAQAElEQVQ3D78y/TH+8eg/wm9MfBv/We8f4rfV/u+O/RbuFd7FrestqdeIS1Ijdry2PYNoVt/bjc1s+Lx2VF/p2W190O9Q+3u3EHW7hHvbpcIAJOjT78uG3+dAZ/sjTE9cg65patQ+ZOHRNNbn5IKnJuoxMlyP2vrOfQltdjd8/vV9YeJJbwIU82Pjw4Y4GBzpQkaVEkJa6LtyVMu8qwVY31pAT99b0BpjzVpAe8eL3aTr6+sYn32HYPETLHs64CqdRG7zF8i48hyZ136BvNs/R/6dzwBLwDgmq3oEmbl7/x8M5BLajrwFaM4VWB0B2DM8ypJpV2LEDs9yofHMDtMd3PjzDnnOawhMfoTmG/eVkGmF1eaHZz0D3nX1P+FR3/31Wty6+cg4lBajofF22LKWleAaU4MDdmyOtMK7UqosPR9h4dWvqsEDVS6Oe2mAxnZoGOh5DyODrSgpeg+trY9w9eptxPoKPyPV39+nBhxy0NT0INYsJP0OAbEI7YCIo7P/vzSOGUtWQuCyEuBIZPP1D2DRbNh2h5YQrm3sxOrkVQS8GTFj4SpCPk8QNmsAOSk4NS6WBl1Zq0ORt/DIQ7KCIVaMzPBn4LcmfgO3Pbfw4IrcNMnkIrbJyUl4fTO43foMTqcXc1O1x1Yjt2AOS4sVx8bHK8LtXlbiZwM3bz/D3EwNPJ7Y/qfmp+thd3qQVzBtVMlq8ymBN4Lh4WHDLx/mIbC0tLT7rNDASBtKP/rhMY3T4SqeBxdXYAIOZHX2vOLuvm11dRVDQ0Og5WNorA0L22/QPfAcPYMvMbn0GhbXCjKrBlD8+IdK6PjAhXMiM6BA2QqOoPjBF0qcuJSoB4zfKLL4oPMvYMVRU4P5f7jtW0RGxTB8Xj+Wlmfh9+uYXGjHxOIrdPZ9BWv+iCpK3SdsNuUCnBposfuQU9ePrMbnyKjuxlr3+1h+86vGQg1GohM+NHW/QVAzUtCS2tf9AO2vPsT8zB1lIXoPFGdGZAwfFJPv3r2EXVWx/kprDEdK0j0CashJpy/ZLss05yZCyJznVVp1gQSarj3E+vQV6GpErUrdhFgVp8ujRu/yuRv1ZrF4UXytDXW3vkaJxQWHsqDkunOiPj4VE1oQ2yXnvfkHaPJfw83G0JSOVGyT2es0MtKDYNCP6ckr8HozUd/YZTS5rGIMza1fK1HiwZ37X6C34w7WV48WucYBcfpwe/zIK3ymOpFWzE7VnSnXzrcfofZqv7HsdmHJ+L7pS2fKUA5KeQK0EPX39aHg7qdH1FWDpumw2+1HxB0dtLW1Bf7sQjiWImlxcR6uyk70D7cpAbaIgcHecPSuS8Ed9FthdW6AYmNwpAP5LV/BM30NebklaLx6Yzdt5M7QWDvG5l6jd/AtKKjedb4yvrcsl+k6u9vQP9ShBJKfXlAEeoJLmJ4bAX+g1VL6EoWPfqwE3xTsefNGmpM+NGXZ0nVtXxKfz4mlhSp0v3usruS3UF/fvC/+NE9paakhorw+wOXKQkNDw2mHSPwBAvqFiKD934MDVUp7ryXtWyANEAIpRMDpdAK6A2tq1Hl58DYyHduorm9To382uA8sjHBStbNKJtD03udoydDxreW7+L2J7xgrrmUHsk86zJRxD5fu41eWvoG7N1qRkRHb6L8pgVxAozq7XqGiqg+3730JV8YKWu58ieKySbhcXty+/zUmJ66qDlhyRLrHHVSCLIj+nvNZCttefgO5+UsoKRvD6OjQBVCVIpNNYGNrFQsbPci7/QtADVQh4uX32sDflYsIinl3anYU7zrfgCJpYpIWmsNZuFwuWO0BaDYvfD6PGkiwGYKI0+pondSDh48Jh9CiEt4/yuWzRJHh/YOdmF+cNIL6lAgcHm8Hyr5ERv0zFL/3EzhLRpVFatuIP/ShhJDfe7Qw9Cor7PBAK9ZWbuHWrUeHDj0uID8/H5vreeq6oSkLsw8Up8ellfDjCCTbEhQu77j6pH+4Jf2bIC1IOgEp8FgCHo+6sSnxk5G3hK3FKsx3fwCXTcP0uw+OPeZghDNvDvVX+/AHg7+LT6Y/QvVmlZGk0FNguJfx47q7UQnCT/Bx7Ud4cP8BPmz5EBX55ZcRxYW12e2ZhQ4N21vZGFKdoK6299DV/hD93TexOFeZtHoFgwHVgeLzPOcfpVxaKIHXN68sXif0PpPWMikoGQT4/M/k0isUP/qpEiC+3SJdeeuGgNkNSNAOV2HbmKyG1eEzvncrKysI2JSFxhKA+veC2+NBol4bGxuGlap74BmGxtUAXclnyL+rRCEOf/+tdi8snB53QmVmp65AD9qQk7N/EISLOXBqXuShXAgiGCjF5mYmlhaX8Lbtxe5UxMh0sn8yAbEIncznLLGWsxwkxwgBIXA8gdHxAeRWd+8mWOh9pCxCGbv+03aqrnTj4ezd05JduvjajWr81vhv4P/R85/iD4Z/Fw3VDUllcNkLm5+fgcvpht+XCV23ICt7HVarH4FAptpfQ3bOCjIyNxKOyao1KEG2GZdyyiqnwOXu45KZZJI2BDidbGy6C4X3f4Hcpq9RcO9n6jsNQ5iwERZL4rpGXMXOlrUKZ+EMKExY3vjEKAJ+H/weJ6D+txgWz43taW7af0+hdWlkrB/dfS9Q8sGPcNBCptl8isnpgw2bG1moq7uJiopqZelxgWVdvdqK5uZW3Lz5AVqa1dbyPvLzbsPjyURp2TRWVpXww96LIun27feM55r2QmXvSAK6CuWmVLMhirjPLeF+Va5J34n7bzcpMGmWEDiNAEfH/H7bacmOjLc4tpDh8qN2o+bIeAkMEdDURT/Hn6Nuvol/OD9UonxyGovPb0FpxQSaWl6htqEbN5rfovFGm3Lf4NrNdlxreoO8gpmEwvL43PB6j5nOE0PJTteW6uj5UFV1tueMYigqnZOatu5cDnt9cx5uezfm13rg8+i4d/cRbl5/iBtX7xrXFk5jizcALsiwuP0Og6OdWFhYMLKnIOroagcXYOjtbzfC4vmRn58Pp8uKsrKyQ9n6/X54feq+Uz6+L86ihFAgeHoXcaD3PjrffgCHvQn1V+4aYmZqagiBgIaNtWwMD7RgcqwBdlsQ/sAYOrueG0tpRxaWlZWFdZW2rq4lMlj2jyBgiB91/0u2e0RVTBN0+rfcNE2VhgiB5BDgg6y2jDmUND07Q4FBaKqz6ba4z3Ds5Tqkbq0GBTmXd7rgRZxtPRjE+GgD3r78BrraPsDr55/g3ZuPDffN829iebEc5ZWhZxISVT+/txJ2u12JmPP9j3jcGeC0Ho7Q5+XlJaq6km8KExge6zFWC9Q0DYHNYiw8+w1s9X4Dm4OPUZjRhMa6VuMZnnATykvqcPvmYxQVFcHJ50HDETG6XE6aFpmDh21uxsfSeTDfmsoGBPzakT92yrSr64uwF+z/v9XsG8Y0NsaftnERhZHB2xgZbDGW115fX8a7d8+xsfUS9Y1vUFTajuHRZ5ie3lt+PzLP8fFxxXNVCacaXLvWrAYnQtPBI9Mkdz+FS1PfVUME0QrELVn+FEZy3qqJEDovQTleCBxBoKevDev+NpTzdyWOiD8qyGJz4+adF/jNqW/BFXQdlUTCIghUblYgx3n5Fo+IQJD03ZnZYZRXsMOkHVn20kIRXBlbh+Kyc2fRdOsFiktHDsXFGrC5Xg+rpQqunP8Vuu6N9fCI9Bq6Ox4jGLDhqE5pRELZNTmB/NwS2DLW4Czvh3+zEIG1Sqy0/yo2p67izu27uHPzQ9y68SEKs+ux9OrXUFF4B81NrbjV9Aj3Wt8zLEk3Gu+kBKWDz+ZwqhqtMzMzs+Cy4EdVcmVlBY7cJdjzZ8BZCUyj+tfQEX0XseFaG65cfYv5uVkebmy0unGhlcHBjmPLNhKqj/4BWpNn4XH7kJ9fhYpyWSlUYTn0Di2mEV7A4Ag3yEOOCKdooiXpjPHM1axb9N9ysxLYaZc4QiDeBPhbE7ptAbmVA1FlnVk4D6tVQ5Y/K6r0lz1Rri8H9uDRqxpddjaJaj+X5A0EttXo7dEj15uqExkMasjJW9pXhavX+7C1mYOK6jE8/vhTY8vJW96XJhbP+vLvweW0I7fg8PLEseTDTgWn+9EqFMtxktZcBPoGOtE/+gau0glkN7TDVTZqNNA7cwPzz7+NxRffwUrbt7DW9U1ADVLxt3jmvvrHqlvpUJaWILzKODm3uH9qmZFBnD64+EB+fv6pudGy2XyjFXTDifnd7uh+gbmF4+tXVFAO/hBswa2ncBaH0lkcXnU/MnrN4awM12L1o7RiGHkHLEju7Wz4/KuYmx8z0sX6wXoODLzC2Hg/BgfbUVaWtWsZys3NjTU7E6cPiRxNo6vUjU5XNdfwK1d9K2kx0jSGxzGeWZt0s5i0XdIsIZASBPr6u1BQ1x9VXQKBIBxuV1Rp45QorbMJaAG4nZ60bkM6Vp6dnfzC/UInsh2TY1fR0NhliKWikmmUV47CbvdhbLgJ715/E8++/DYmx+pQVEzLUuSRse7Xw5XZG+tB+9JnZm8o/3msSupweac9AXbC3W43RibbsWF/Aq30a5R88H3k3f45Cu/9AiXv/wCuqn7oB56ZWe36ALrfBae6bF+pbTRWT+O0uYNAKGQOhp3mt+ws2MBjm5vuoa76BvLz8w8ddq3xJsI/wlpXdUNZOAEuBnEo4TEBdTXXkKnfhHexAt61AniXqo2UGpf39jqM/fAHF0S5c+8rJYI6lfWnD9ebXykL8LoRPT7ShKC/xpg2aASc4YPPK/EwTdOwsrqC2dlZFBcXo77+utrqGXXpN4oc7IidSDe88F/C4mHelwgh855baVkKEOANdmFpCiU3n59am+3FOiw5NjCRfd4O4qlFmSLBtnUbdq/NFG1Jp0ZMTo6itPz4Ud+lhQrMzeaj6dYrFKsR9qLSKYyPhjpX4XZaLEGEbtjhkOhci8WPhmudxmINdXUubG3NQNMOj1qfnNterKZ2bTa5DSoM8lYEuGjB5OQkBoY70dH9CgMTX6Ot4zl6Bt5Cz3+lBNEPkXfrc+Tf/gy5N57DnrMM33oBlto/RMCdgav1TSjOuovCwlI033iA0uIaowN/89oDNF97H+XFV1QpMATTzesPcPXqdTidTqOz73K50Np6Dwy/fasVt1vu4+6dh0Zaj28NvuA6CgoKjOMjP1ZX1hAWEBMzA2jvehEZfeJ+RkYG8nJK4N/KgjV7EU5lpS289ykcRaOwZmzB63XtHl9b34XGpnasb6xgeLgL3YqPx9uDa00v4XKFpsP2dT9EcdFNMN/dA8+ww+Pz8vJw/VqrsaBEb2+vsnIV4ubNu8ZiDCUll/cZIg209EBdP+lqii5dHboRrqlP+uMfrwoy7VvuAKY9tdKwVCHAxRMy8hbgyF45tUojbz7G51VPTk0nCYCp7BlsBDYFRZIJ8DkDf8CvOjuhkeCjip+euIW2V99Eb+cjY0Wp2anr+5JtbGQjMyv2c1d/7S242tvyYhmmxhvVuShR+gAAEABJREFUaHwDbrT8ACXlg/vyj8VjsWixJJe0l4QAxQW/62wurUWDg4N4++45pldfqu01tu3voFV8hjW8Qm7zV6ojGoBnOwBXzibKSkuhefNRVV0G2/ojcDqZ1WJDcWENKioq0FBzC/pqjYq7jabG+6gouoGbN27Dve2G3WYFBwlW1uax7fGhtKQFerACwUCBEkXFrM6+bW5hEqwfAzl1le6R2xGB/N27Le8cAvnP0dH7NV6/eaXa+AL5N9tgdW6r+mTuHqWrSnk86xgdDVlhOchH0Tg13YcrjR076ZQlZ7kc1dXVsNlsO2GHnbC163BMKITtGBsbMpgyrdu9jsHBPszNjRvT5cpKq3FZp8up0xCCpIccBUnthMQPlAxKVDxM/BIhZOKTK01LHQKLy9PIr+k7tUJBvwuzww34rPyrfWmDYbv3vtDL7RnLGMfMwszlhnABrb927RoWZmuwvZ1z5tLz8lfUaHNGTMe7MtZUJzGA3nfvYX6mBkvzFXBvfBfDvb+pRqTduP/4l6isHoopz/W1fHjcTmOUOaYDJfGlJcAFANhRHxkZwcDAgPGjoO0dLzG10IPu/tfG1tvXhaB9HgGfBTk1Q+rq7cfSxjCWN4fU996LTe88tpyvYckfVGJnBeueSYxPDqO3r1tZdJ5ja3sduZkVsFmywGfrMrM2sLk1iY6OV3HlTjHDNgwPD+/Lt7OrDZwaV1I2hpu3nysL8DBKShfg8Xj3paOH0/DsDmWtKpqgF7NT1bBoxcradVcJtxxUVlYiKysLka/m5ruR3iP3ybm7++3ubztRtPl8vt3f/aLF6MgDTR6oG2KHgzdK/ASV5WfHr9EN6koXqXBdUxSUG8d4lWFavqOptAihaChJGiFwTgK0Ctmzl2Bzbpya0+ZiFaYzF/Djqk93035a9UuMZo/v+g/uUChNZ86gL29AXQj1g9Gm8w/njGLKMYP5+XnTtS3VG7SysoJcJWTOU09N82NjfX/n6LT8CosXoFkO37J8PicmR26ht+MhcvMWcefe52hs+qXaP/27oesWQ9CVHfH7KqfVR+KFQCSBxcVFw0srEgVGd1872jufKyvLS7zraAOtJ4V55agovAPrZhP8Xg3dfW/RN9CNESWqwr8pVJhfjgytDptj12G16EpEtePt25cYHx/ZFQVGQQn8YBu6e99iY7MXK6udKCh+jeGRLoyNHf28a2/vG1TX9sNm98Lvd6Cv6wH8vizU1V1HUVEprl1rgsPh2K3x4uL07n60O/X1zSgtvYvi4gZVr0VkZ+dFe6i50u3c3kOWHyV4kuQ3F8T9rTl8V9kfLz4hkGYEUre6Ht8KssvGT61g0J2Dvme/hmm3H3/V+Hf4u9ofYta6AZtuPfLYLdsW/r7qB/hBxk/wD9Yf4pdlXxyZziyBHosXX1c+w5vuN2ZpUlq1gx2+wsKVc9V5qP8OiornTpxed7CArY1s6EF14z8YsePf3lT/N53vAZoVC/MuOLN+AmfGOk57rSxWIjur8LRkEi8Ezk1gfGoQAW0FAWWFLMiqx8GFFTid7Ep9NbYnbiLnSj/aO782BNS5Cz5DBhRDMzOhwSZOCzxpiXkKv4XFEVy9/hrFpWMoKFrEyOAtZa6wY3Q0ZKWNtOBwRdVYq8QluJ3ObVgtFmUVWsLExGisWZgkfcjSA1qAwFeE3xBFEX5GM52yDIHuueJh2pcIIdOeWmlYqhEYHh5EXvX+KQgn1XG0630Md99GV+ddNSqoYdvmPpT8ZeFr/HXd9/B5/xfoHO/E1tYWMn2xTTk6lGmKB/zwyk/Q1ded4rVMcvWSWBw7PWtrWygqmTlXqW6PAzl5kYJKx0kvjoDa7P6Tkhhxy4slKCl1wevdRm7umhF20sfKcjHWVyvQmCK/A3NSXSUuvQnQmtrd9wbrthfQbSvgoEJki64rywmn02VefYY2JYIi41J9n9b5xaV2FJe9VP/XL3Gr9QXsDr+yCt1Af38PONXtPG3gM1udnS/Q1f0MWVlZqK9vQmVFaPGJ8+SbbsfyOoiwqNGV6DEum8e4cYyHiV8ihEx8cqVpqUWAF/KNzTUUXAk/WHpy/SwWG9wr5fC78+DzOTCePYnPy77CT0t/gYGsQfxDxY/wi+DneP3u9W5G29vbWHQs7/rNtvMPNT/Ci8GX2NyM/UF7s7G4yPZMTA6ivGrwXFVw2H0IBoDc/AVUVA/i9r2vd/I7WuxwlNnjdu2kOd7hEr/jww2wWFxqUwUcnxT5hXO4fvM5MrO3kJOzN3XnhEMkKoUIpGtVZufH0NX7dl/16+uuwenIQGfPa3R0ne1ZIFqUuLgA3X2Zn8Nzq+kBrtZfjyoHCj0+czQ61o+29ueGAPJ43Mb1mve/qDKJItH4+Dg2N9zIzMxDPNsaRdEpkESJHqMWyj1OBCUk3sjUlB8ihEx5WqVRqUpgYKBXWYVGYbF5Y6riZPuH6PP68HbDhsncOXzf8WO8mHtpPKgbmRFvgppxcYwMNcd+e1EHZvVZUOyZo0Xp24pAIIDMjNi+wwdbu7GWi6raIVRW9RtiyGIJ4OEHv8Ddh18hr2BhN7nDsW3sZ2UvY3mh3Ng/7sOVsQGnyw23OxfubT8ysgZQc6UP1XV9xiE5eQsoKJpC6/0vlPD6Elca+rCyVInJsUasrweMNJEfJSUViHy2ITJO9oVAPAlwsYQ3bS8Qq2AoKSnB3TsP0NryCHWVN9T+Pdy69gg5Wfnnrl55eTls65XIzS46k+DgcuR9fe8O1YPLhldV1R0KjyVgcOgdBgbbYuYVSxmpmFbXAcTR0rPPwnSCpSkVWcSrTiKE4kVS8hECURJYWJhF8fU3UaYOJ7NgtusxVkZuYXWyAd6Arjpu6+HIXZeWkkXrMrY1926YWXb68gfQPdBjluakdTsoDra2TrfOnNTIibEmtL36BD2dH2BjtRBra3noeP0BRoev4kpDN65ef6dETA+aW18oy44fgaAFHnfGSVnC7vBB00JJrFYPvN4N2G1uOOxutLQ+QX1jLyqrR9DV/hj9XffR9vJjzM9Wgz+UabWGjov8LC+vRH39tcgg2RcCCSEQqwAKV6KytBYaLNA2i7CxtomFpXkEEcDVintovfXIEPJ5eXngi/+3HCzjfjRbQXYZLPMNgM8W14Ua+NxQfl7xmcRVNPU2dxoNR4oX9S1IbLh5qVrM2zQTtUyaYioCNOvbMxfhyFw9U7tWx5pRWlIK61E9N5Xjq4FX+JvKv8eicwmzrnkVkv7vsewJrHvW43ozTn8qF9eC0tJSrK+dd8R57/ajaRqcSsR4PRlYXazB6FAz/D47LFoAEyPXcef+15ieaMS1ljeoqOnHzdanRzbe7XbB59dgtY/C7VnD9Ng3MTxwx9h6Ox/g3auP0NX2oRpFdsDjyUT4ZbEqa9ARltS+vg4MDx+9Ulb42LBbUVGB1jsPw15xhUBSCPQNdWF2YRLIWURRQTEKc8ugrZbC8vq3YX33bbTUf4j6ooe4eeURbjYoy9Gth8p69FANLlhOrB8XcnB6q4CFWiWEnKD/xANiiKTo6+x6pf4Pj54GG0NWly5pYsXO8SLLzKBP/k8wc8ulbULgAgkMjnSg+Presz2xVmV5vAGFhcevdPWy/xW+l/cD/DT75/jrK9/DljX9LERk4lb1fl7yEm8K29A3Fl2HlMfJljgCTmcurFodxoZvnLMQvzFF1GbjFDs/3G7Hbn5ry8UYH76ptlvG7wWNDt5EbV0fJkYbkJe/BP6uym7iiJ3iknFj2kjAV7oTmrfjAgG/c3f/4M72VhYs1sMmIY+HViXW7+AR+/0cZS/Ir8XifDE4VWl/rPiEQOIIcOGA0uxrsLz8bbjGvwlL17dg7flWqMD1Emgv/jEsb38LGZMfwdr5LeiTVxHwWk4dVCrMV8ci1EXURlpRlFcRylM+L5iAJhahOJ+B0Lc8zpmeNztHxHrz581LjhcCqUiAz7n49CXklJ9tCdCsomlwhbiT2tY+8g6vxl7h5dBLfK/s+/hx+U8RVH8nHZNqcfMZi+jPH0LXXLfqKKenmEs1puepD6/NN643obfrscrm7LcPh3Mdd+4/xcP3vsQ9tRUUL2JytEnlefR7dbkEnW8/REXVKNbWclUn7rBoAXQUl82ip5NWGTtcrgxYLFtHZ3gglMIqyJUbDoRH6+VKek6XH+OjN5S19lzPPkRbpKQTAqAIqipsguXVdwFPNrCkLDgrZUeTUZZWWILQM9Yxszx0dJqI0AxHLrSe90MhXifstr2BilCgfF4EAbEIxZ/62e9k8a+LkWN+fj5uXG9Ffn6R4ZcPIWBWAn0DHcguH4BmOX3E+SCDQFCHz+c7GHyk3+1249nAczxdfI6/qf0eflD1E3xd/OzItKkWuOBYwOLaIuaW5lKtapeyPrW11zAyeLxgiRZKcek8/D4nXj75Nl6prfP1R8pic1pHS8PMZBWys9ewsnTYGpqpwv1+TeXrUtWwAXoOKus6EM0rELDBbrdGk/RQmoqKWtTUNKGvsxmBgFOJLxtycnIOpZMAIXBWAk7n0dbMksJK6Ibw0U7P2rkFvfVTLOItwj/eimNeNpsNGi2olp0EDg807Yi5ozvR53ckh+gJiEUoelbRpQx/zaNLnYRUXH5xbW0VZWUVuH37fhJKlCKEwMUQcLnYYVP9taAj5groQV4MY7sxra6u4mn/M3w28jm+8DzBV4VPYy432QcsOVewtLSU7GKlvGMIZGVmYnMz95jY6IMtamQ6qL7De0dE0ZFTiednrirB8RjDfXeUb/87O3tVWYG8yMxaMyI2129ha3sAxaVThv+kD7/PpgYW9JOSHBlHC1lxcSm2N5uxulphpFlZzkOm4mR45EMInJMAV2672XAfd5t3rDM7+XFqdB4aYBv4UN1EoujKWXyGmCkpqASfZ9vJ5kinqqoKGp8N8oYXJ9HVAAPke30kreQGikUo/ryj+O+Jf6HM8aRtdKwPvb0d6O/vOimZxAmBtCZAS41u3UBm0ekdtYMNDfjsOG6U8GDaSD+XPaYlaW1jDav2UIcxMj7V9nWrriwA2alWrUtZHz4H4/Xa4XFnnrv9ISF0NgtMqPCQcLLZ3Ki+0oPbDz5HaeU4pqdq0XCtHfcefYbSUjsWZ7+NK409ykoTCB12zKff74CG2OvDzujSfKmyVDUi/HK6fKq8lLy1hqsobhoQaGhoQMvNVlRk3QZ634fl3a/hbst7Rs0ptOsqrsM68IHhP/XD4kfw6nOMTUwg4LUeu9BOOB+73Q5NXXvDfmwWwG7JxI36VjVIfczUu93EspNYAuraZ4zZcDA0VNJBcYSExIfKMuOnJZUbxY5iKtdP6iYEYiRwKHl3z1vk1b2Fxeo5FHdcQFbpGLb8I+BvNByX5rRwY5lt2yKWHKltbbEELWqk3ndacyQ+CQRyc/nbPCEr5nmLs1gC0NW5PU8+zXe/wvXbL6FpPvR13cW71x9ievwqBnvvYajvFqpr1Yfj74kAABAASURBVHdbL8XsVCnKq05+JsLndcHvtyNspY2mXkVFRSgprlIWsoJ9yT0e15kGKfZlIp5LTYACOyd4Ffb+b0Lr+BVYVqpBMaJvFOLu7Yeoq7oBT2ALenVPVJz0m19geqsTC4szaO/9GhNKEJ10oK561hqnxoUTeTNh7f4E2td/gDJn6oshCsXW1gfgoxbhJpjF5bkBwiIo5Gr7/FRBofBwunjEw8SvlBZCJuYuTRMCuwS6el+grPUXyCic3g07aWd9vgi5OXnQNO2kZKfGaXYNmf6sU9NdZIIsf6ZYhC7yBESUXaw6/QvzNREh0e4eTheyCJ399lOvrD560IrONx9hbPgW3Nt7z+S4t7OwtloEn9cBi8WHrJxNeCOWyj5cGyA3f1GJIHfUC3JQBFVV1WNmqgGL8xW7WdrsXtBC5LDn74bJjhCIhQA78TUV9dBsQVjWlfXF59o93JKzaqz6ljHwbTj6vwVtKLrHB7Tej1BRXAunLXs3r5N2nJr6/q4X7U+irEIMsKp7RkZGeMocQ1Jv42wJr9eJmpqrqVe5c9fIAqVTQ7nodDQEDVftG24C41URZnyf/U5kRhrSJiFwQQS6ep8ht+4Fim+8gKZGy0+qxmbW/4rZuQl1MTSueiclPTHO7fFgPnPhxDQXHVm+VQaXttcRuOj6XObys7MzsL663/pxVh60CAXPYBEqLJk2psFlZC8Dmo7sHOXi8KukfALb2y4Eg07Y7T7lnjztraq2H9MzI4czOhCSn1+M5pv3UFzUjHdKhE1P1qv/w73baEvrM9Rf60YguHXgSPFeOgJnaDBF0LW6VljH7sHS/muAL2MvFy4zP94E68h7wGoFLMu1gH7y93r3YL8Dlue/j5Ybraivr98NPmqHll+HX/2fL+8J/H3pLLr6zp/v3rMvvwR41tfXYdE8mJubT0DuF5ulWITiz3/vCh7/vCVHISAEYiDQ0/cGG4E3uPLhj5FXwykPR99sMrf+EF6fG1aLI4bcDycdnx9HZ34Xnpe9wqvSt5jMiv1ZpcO5xjdky7GlRka1+GYqucVMgJ2jjfVM8FmamA8+4oCgboFHWWyOiDo2KCNzHVU1A+h8+1hZgr6hOmNAbUM3bt17oqw+K+q4vf8Xm20b/oANhcWjyioUPFHAVdZ0YWt7AouLiyqPo9/Xr9/BzabHKC5swfjIbfR23VMWJ+ehxD6fAx7PKgYH+w7FSYAQOInAtYYWcBEDTf1vYPImoMTLvvTKr43f2hcUs+fr30feyoe43fRo36G0cIYDCguKoa1Whr2HXB1BeL3eQ+GpFMAfbF1dmwV/eLyp6T6ysuI/86Gmpga3brVeQLM149oHJNtFVK90TCRCKB3PmtTZtASmp6fx+s1LOIrbUf3ef0RO5eEfEbUGy5Gn/xbKy8rPxWFtbQ1Ppp/iZxs/x0+3P8Uvar6Arv7OlWmcD16zr2PLuxXnXCW7WAlwkQ2bLbhzWNjd8Z7BmRq7gsKi6Edrs3KWcbXpDQb7WowlqgELuts/QFfbRxjoVqPcjZ24//iXsDtXjdpMT1xDbt4aautHVJrH8PkOixYmrKrrUyJqAhMTxz9DVFhYCLstG52qrJ7Ox1heKoffd7SV0r3twMZGqA7MXzYhcBqB5qYW3G5+gExbHnK2W6B3fOO0Q84Vbxm9D3vnb6K16QNUV1ejufE+KkrqdvPMyyyDNt246z+4oweR8kKIdV5eDlmL7eq6pWkag+Ky1dZcw/37D5CdXYnl5eTPqNCN8Z7DIih8605YfFzopWYmIoRS87ykUa2kqokg0NfXjXedT5FV0Y6aRz8DNHX3QfgVQHHDACanx8IBZ3Y5hWB+fh6zs7OAR71jWLThzIXGcOC6TQmhLRFCMSBLSFI+E+BweFHX0IWWu09w5/4XRjk22yYcDvexm5HoiA+3OxsLc1Vobj19CXeKoHoldPq772Nzo/BQbsyr483HKr8K1DfuDRz0djyApumw2dUX+8BRpeXjuPve58jOHcTQ8NsDsfu9+fnFmJ2pQDBo2x9xwOfK2EBm1jKm1WDGgSjxCoEjCVSWXoF9+RqsvkzoVh8sUzdh3So5Mm1cAzcLYO34NkoczYBFR0fPayP7aw03YZmvV0ony/Af9WFVdawsuXJUVEqFcUGgdx0vsaQE0Vac7iGcumixOrG6EsDa2gQmJycvoM2HRRDFjw6Ga6o+dJVj+Pfc88YzJ7NuIoTieGb5I2SRJuY4Zi1ZXVIC3T0dmJjpRo2yDmFnyMeetQGvL1IYxQfO2563+IeSH8FjOdxxjE8JsefCVeOs1ijnwcee/dmPuGRHcjldj8eJgN+B3neP0dvxELfufo2bd9rQ+vDrY7YnuN78zBBJR+GamarDxkYGbrZ+hdsPvlDb52r/Czhca/uSNza1o7vjEdzbJz/o7VNWGqt17/+Cy3x3tT3G9lbubn5FJVO4ff9z5BY+RX//WwwMvNuNO2rHEID2YsxMnv7QdbHKe2Nj5qhsJEwIHCKQl5eH4owGWPuVBWizEJa1CmCt9FC6hAVsFUB7+5uwe4sNy1BdbT2yLRXQhh6cXKQajLA706PryCX/nU6nGsTYuy6c3LjjY2/efE9xuoeFhREMDr29IBGk6qerTb0pfqDEzk63AIn2w8Sv9Pg2p8kJ4D8d5/jSTZMqSzXTgAB/UHRgsBu1j38Kq92NnNJROB3OuM975vSn7uUe/KzylylDZdWxDrY/ZSp0SSvC7wZgweRYIwIBO7zeDHS3P0LH6w/x8sm3jtl+FfMz5UokPcHjjz9VwukJWlq/RvOdp7j/3i/w3kefoqhkEV6PA+MjjUroZMBi1dHc+hLNd7/EnYef4/aDz9HffQt+39FT2yJPh0VZTYMBS2SQyjtj119SMYDisnfo6n6K4eHhqFaI4+CW3R7czeOknaCuwWpy0Q55xY1AMBiEZtEALQBLzzdh6f4EF/Gytv8jFHk/QOHax9Bef/f0KijLp87nmE5PeeEpyNjpyFGDMed7nvbWrffU9e59bG/mXfjvKOlK/OjqWqMZrq4EEC1A9NFVfiM8wq/S7kt/xvgLP5kJrMD+u0YCC7oMWfMBwo6OjriMPlwGXtLG6Alsba9hcOQdKu5+gYyCeSx2PUZFSWP0GUSZkvOqN/QNBNVflIckLFlvfj9m3DOQ3xNLGOKoM56bm8PB37o6baoYM19ZqlMi6Vfx/Mtvq47EI0woIeV0ehHUrfC4nVhfLURG1gZq63uxOFeJztcfI+C3YnSoWW030d91H5sbRczq1C0Q0MCV4o5KmJW9ivKKUQwMth0VfWzY9va26qwGj42PjMjLXxTRHglE9k8kUFV6Ffp0PaD+F05MmIRI68D70MbuRldS9gLWVtejS5sCqbp7XqmBG+95aoKVlQXcuPVcXQNHMTg4eK68znuwvnM50nXmpCkhRFd9jcL+BMWHSjHnpwghc55XaZUJCfAHVN2+ebgXq+HbzIfDmQGH43wjXQcxuVwuWBxWNfZvORiVdP+mdQvugDvp5UqBRxNYXBxC/fW3R0dGERoM2pGbu4yV5UK0v/gE7159AwPdd9Gh3A4lgJYWqlQuFsxP16KsYgQrSyVK2Jw8HU4dsPsuKJrB8mLFrj+8k5c/i4brb5Ql6FU4KGqXq09pmg674+TpohRaroxt8Jm7qDOXhJeWwM0bt+BauwHb3M30Y+B3IsOVkTb1Li9XVunWU6b7ndIaLqbS2/sUo2Odp6RMfLSmhcSPblh2VHlhv2H5ATQtMfEw8cti4radvWlypBBIUQKrq6uwulZV7TSs9H6AxoYWtR/7m898ZGdno7KyEnW1zaituQHOWed86sr1861GF3ttjj4iz5eDTGfm0ZESmnQCtAplZi0iOye0GtNZKsAfHLUeuuvYEIxYiGBmqh5ZORtKfGzHVITD5YN7a79wKi4dQ11juxJBz2PKKzKxz+dDjhJwkWEH98sqxpQImj8YLH4hcIhAVVUV7OtXYBl871BcWgQs1sC6WY56dc+wWA79M6dcExYWFtT/5tmvWanWoKDOGimxY1h+Ityd8ETFs1Szbqn/LTYreWmXEDgDAXZGnXm8qAeVVSgPvq08UNDEkpXNloH6K3dRWnwPAc/7mJ/8GItTn6C48A5qy+pxZbs2luwSlnbRsQy3z52w/CXj2Amsrk6hqm4g9gN3jrBaAwgErTu+45311VxUVMc2BcXnscFuD31fLJYAyip7kV/Ug87ON8cXFEXM9vY6rFb/iSmLS+cwMjJyYhqJvJwEcnNzkZOTg9LSUjQ3PkCxvQW2nm+lNQxr16+iINCMm9fvpHw7OMBnt2fDkgaiLSqYO5YfZfrZmRanxBBF0I4lCImKj6py6ZnIkp7VlloLgctLwOf1w7EzQp1duA4uExoLjZaWZvS1fxtD3R9hduI6tjYKsam2wa6P1LXVCdVVjSW7hKRdsa9iOGtUOpcJoXv2TLk0dHb2BhyOkOCINScKlGDAeuphI/134d624kbLM9WBOVmEhDPz+61wZW4b3sLiWVTWjGF45NSpfEb6kz40LVN1OLRjkxSXTmN7O7o6HpdJZUUDbtw43/Sd4/KW8IshwClZdTUNaCh5iGu1t1Fh+wCu4U9gbf/Ni6lQvEvt+Ri2sQe42/y+uh444p37qflxGje30xIuLi6it7ddWZ0NE8ppyVM+fvfZINUcHTsiaMfd549zfMqDOUcFRQidA54cKgQugoDNocNijFDr2FjKRCwjXYWFhZidLDu22hvbBRjJHT82PlkRE9mTWPQuJqs4KScGAqtrCygomYrhiL2kFmsQ0QghHjE/fRMD3XfQcvdrWG0+Bh27FZeNq46ODUsLoWmdPp8Nm5tnE2uRhfD/xenMA3/zKDI8cr+0fAxLS+dbNpuj1h73+cRUZJ1k/2IINDQo4aO2aw3NKLM+ROHGR7C8+S7w9f8N1p5vAst8Du5i6ra/1Pj4rDPNsEzfQG11XXwyjCGXsrIy1NXVITNz//RpLnkfQzZpmFRDePobdFZfUwM1ylWWoLA/IfGqCLO+RQiZ9cxKu0xLwONxQ7Ox06Rhe/Iurl29FVNbLdbj/+3HBpsxlT2trqfGFTamfOOVeMW5gp7cPvQP9scrS8knjgS4nHlu3sKZcrRYgghEYREKZx4MZigRFIDLtRUOOtKtqBrB7FT9btzqciksWgkoZHYDz7BTXX0Vg73H/39ZrT5kZW/C+EHiKPPXNA2NjY3gsyLhQ7p73mBktC3sFTfNCNTU1OD+/QfIn/815K98AznT34K1+1vQRqNciS3N2ruvujMNcNkL9gUlw8PnZbmq45UrV2C1hqzMPA8UR8ko/6LK2LUIGTshEaQfZRGKc/xFtTeu5R6T2fE9omMOkGAhIAQulsDy6hxcBaERec9aETzL1eCIcjS14lSCoD/r2KR+vwM2nwNuq/vYNImO6MkbwNjGxVulEt3OdM2fHRBXxioKi2O3goSEkC32gt/ZAAAQAElEQVSmpi8vFqCkfFQJjpVjjwsELHC7Xfvi3VuZ4KIg+wJj8NRUN2B06Aq2NnOPPSq/YAFra6HpeMcmOhChqw4KV4DkbxQdiBJvmhHg85k36ltR6H4P+OV/BkzeAEbuALMNadaSc1TXkw07XMjKOv6+co7cjz10ZWXFmA3BxRBoiWPC8fFxTE1NGQMN9Jt209kyC4JBuoeXzlYjmSoi3vEqS5O+RQiZ9MRKswwCpvxgB8rmdO+2LbBejeLCyl1/TWUjSouqDXEUniZQXl6O6upqZGbkwb118g3Lo0bfA1rAyG/DtmG4yfzwW/wXMuc8mW1M97KGh3tQXjUUdTNcGRvGbwXZbD74ffaoj2PCscFWQFlRGq6/Q37hJPJ2BgGw87r3+JcYGbgNn3f/FBm3O1d1znJ2UsXm8H+suKQAi/P1Jx5YUTOClZXYBeHMzAzGxsZOzFsiU5fA1Ss3UKeshdfrbyNr7kNYBz9M3comoWaaLbBrlUlCcbtFjIyMgCud8jccr127ZoSvra2BVmvDY8IPNY6idI4GDqiwefQDYT9dJYx2/Wpfh3oxnDt0VdgZ4lUmpn2LEDLtqZWGmZmA3+Pabd72YgVy80OdwMJcte+/jTL/b6DK+TGuVjxCXe1VlGofo3D9HyEjWImtrb1jdzOJ2Fkar8EP6n6K/9DwPXy/5lP8Tf334df8ESkSt9uV3YPxjIkL/9G6xLUwGTknvgxOSfF4Z1BaMRxVYQ03OpCbt4z52UosL5ZHdUxkotmJOnjU9/ZK/RCqyqfw4P2f487dL9Hc+jn6Ou8qq81hwbM4V6GE/9mm7BQXF2NhrjCyCof2MzI3lGD3gA9jH4qMIiDckYkiqSRJIQIlJSVqkCkbRUWFwFd/AEw3plDtLqYqQZ+Ghrrr6v8h+Ysm0Aq0sbEBLnNPCx0JmFkIgSLGeAgoJGr2+cGXCk9IPPM25yZCyJznVVplYgJBZQ+32n2qhbraQu/NpVw0NlxHcWYL9MEPEJhoAgY/QbD9O8hzVMM/chv+iesItP8mbt17AYfz+Gcuhsaa8PT5J/j61UM8e/kN9M0U41nJ61BBcfycyZjBYM4IOgu68JOqT9FW1IG2gnd43vk8jqVIVokisLa2hLzC6J4Vsmg6ZqdrMT0ee6fRZnfj6tVubM/VYezFr2Gm8yOMPv9VTL/7EFnZXmxu5B3ZRF3XYLPv/Y8cmeiYQI/HA7vDd0xsKLigcBarq7Mhj3xePIEk1aCssAbofR/4+veSVGLqF6PPKybTDWhuvA+HI/liiIMRFD8URKlP63w11I1LmhI7R7kqLFHx56t1ah8tQii1z4/UTggcIlBYUI41JVagRoaw81rp+Qj+hQ+QUbQJuFZ2QpWjW+F/8x3Am6E8obf7q99TYugpsvMWQwHHfAaDLiNmc70IU7mhZ5KMgDh89OT34dPyz/HLrM/wOq8d09o0Xue8RdtIexxylyySQYCjr57trKiKslgDMU+JY8Z5+QtovvNciZ8PsLmgOlsMVFvQ70TAl4HNpQIUlUyqkMNvh9ONQEA7HBFFyPLyMnJytuB0HT9gUKosU+x8RZGdJDERgSC/UwHV2VffQRM161xNsY4+hGWyBZpFB6epnSuzMx7MKXFnPDTNDtsvgqD6AUr/AHSNnUTFw7QvEUKmPbXSMLMS8HK0OitC7KiG6kEb3EvlsHA1OXe+Col8H/g3Z9onv4dr1ztQXd8VmfDI/Y3VIsBvwbptHVOZ00emiTZwKmsaL4pe4XX+W3QOdaJDba+7XqOtrx3tXe3gSHy0eUm6iyXg9/vVrXfnad1TqnKWRRLyi6dRUzuAyde/gmDAfmQJfq9TWW48R8Zl5azB59s+Mi6aQI/Hh8ys9SOTOpzbqtPnx/r60fFHHiSBaU+AP4xq9xYCi9Vp35a4N6BwGv5AwFjAIO55S4a7BI60+Cjr95Hh6gpthMchfrcCJtw50EMyYQtN1yRp0GUn4PauI0N1Evdx0ALIu9IJ/3rOvuBjPUErPF//HgoCLrTefYLbd78ELP5jk4/PlOJHdT/Hz/NfYTTnbA95f1X6FL8o/Rxfal/jRddL8DmTYwuUiJQnwAUFbPbQohqnVZZCyB/jIgnV1YNYHG45VgSxzI3ZOhQWzXH30KYHNTU6fbxF59ABBwKcThu2t7IPhIa8ZeXj2NxcDXnk89IQqK9qgbX/G5emvTE1dPoatPk63Gl+IGIoJnCxJtZgiJuwyEmaG2s90ye9CKH0OVdSUyFgEOBIPKcaGZ6dj7J7n8Oh6Qi0/aOdkOicwNBD+F59B8Gej3Hn9gtUN3QfeeD45HV8/fwbmFopwXjG0VORjjxwJ/DTql/ird6Ol52vcKbVsnbyESd1CGxtcerYdlQVsmhB+P32qNLabF40XH+FtelKuFeLTzzG786EzXpYjGVmraGqdhATExMnHn9SpNcXhKbqfVSa/KJZDA31HRUlYSYlkJeXB4snC+Bm0jaet1m2oQ+grZeisnJvFdPz5inH7ydwMSJI218Jk/lECJnshEpzzE+Ac6Gtjr0OqKtwGghoCHR9crbG61boG4Xwv/4OCtT+/Q9+jqorRwuijOxN2NRfLAX9vPIzDOiDGBgdiOUwSZviBPj7HfwxUU1ZI0+rqq5bYLPsn84J9bI5Di/PfqP5BbBVgPXpmyrFKW91f7Y79xY1KCmbxO0HX6H+2isMDL5VFiHvKRkcH726Oo3KA0uE5+Ytokb9b2wlyRp0fO0kJtkE+PtZeoayMDoPf2eTXZfULU+DNn4TXL20trYWFI+pW9d0rZkmFqE4nzpLnPOT7ISAEEgwAU4p87h12LOXjZICalQcRmc0aPjP/KE6q4H+9+F++tsohBV1Vw8vXJDh3ILf6le6K3BqMQuuBfxv1/8K7cvv0DPQe2p6SZB+BDxuC5zsHJ5QdYvFD1owWx507EuVWzCLm81vcf3mc+TlLxhx+YVzsDt0LI9FIYLUEVa7GwG/1bDc3L7/Bcqq2jE93YWe3hdwu90qxdnf/GFGWEbQ0voEBYWzuHP/CSpr3yIjqxOjY6c/W3f2kuXIVCXg9yth7RIhdOL5WamAxZeF4uISUDyemPboSAk9gUBo2f1IMaSr1In3q0JM+7aYtmXSMCFgUgI2mw1OlwW+jdBvpPi28qBZNMARpxu0zwUEbbAqwXMQYSAYxKhtAT+q+dnBqEP+IncRrEErRhfP9kzRoQwlIOUIqK8DoKvv3gk1s9m90IMWrE5XorpuTxA3Xu/CXO8jbExdR31jD1offImauj5MvP3whNz2olwFoyi82oZgUMO99z7H0PAbdHe/A1d820t1vr3RsV6MjL5QAugpZma7MDDwCkND0f+Q7PlKl6NTicDd2w9hcQSg58+kUrVSsi6a1YepSeGUmJNjQWh6nLr0UgMhLILC/sTFJ6Y9F59ragihi+cgNRACaUOAzwjpCKqb8tZunX0eFywF87v+c+041wE1Wj/Ud/9QNj5PBjxTTdhwbmLZeXiqU+QB41nj8K3vTVuKjJN9cxAI6m5kZm6e2Bi73QddCeKA3wabQ42oq9TVdUqwTFbBu5mL7eUyjD7/NibbPsTEq08QiFjqXSU98p1VPI28uleYXeyAL6D+FyzBc02DO7KQnUCuZNjb2wtZKnsHyCV0ioqK2N2EXQ1CaVuFl5BAbE3WAw5sbav7SGyHSeooCBy2CPGgsBiiq6sAusrht5befS4DYo9nbmbdRAiZ9cxKu1KewHkqGAzoygoU3M0i6LPDknFyh3Q38Sk7Gh8+N6baHU6YnbWN4FIl/G4nFlwn/w5RrjdPWa4chzORENMQWF9fRHbuyd8Dm82nrDYWZJfMwGbz4Oq118hy6lgZu72PQ0gA2faFHefJLBlSFpoxQ/y4nH74lcgqLS09LrmEC4FzEdjc3FTXW2X55OAQfzz0XLmZ/OC8OUANlPFZVpO39EKap+78CFmEKGZ0JM9/Ic1NSqEihJKCWQoRAvElwKlwwYB1N1NdaSK/U3VIteOXwN5NfMqOta4DnoANtVc7kJEVeg4pr2AOt24/hb/rG9CDQdUpCCDfk3diTvm+PGToGcjPzz8xnUSmLwE+h5NXcLJl0KosQvyuzvfeh3+5HP61csz1PDpXozemG1BaUovy8nJ41oqVwApALDbnQioHn0CA3/NgQAO2ilQq5apPeR9NQK/oxeLq9NGREnpuAiERFJ4GRzHELA+68Y9nKWbdRAiZ9cxKu0xLwGKxwOHyQ/dlGG10qhH5zCIlgnq/pa5+0Y2oGwce8+Hv/hjO2WvI82fgemMP7j78HPVXBqAPvAdL/hxy3/spPp67hxJ38TE57AXbgzaETPl7YbJnHgIUH8GgDw6H+9hG2ZVFSFei3b1WhNWpq1ibrj82bbQR2ysVWB/+FgKr97Ey2YCAH4Z1KNrjJZ0QiJXA5vYGkHmy6D8+z8sTo2sB+V9M6OkOiZ6TLUGqK3BgOtz+9LHHJ7RJF5y5CKELPgFSvBCIlUBWVha2V/d+ONWZP4vgyumiJJZyAlPXEBh8BN+r78L77HfgffHb0Gx+FFcN4T/t/33UbddElZ1LibWMjJBgi+oASZR2BLa2p1FSPmzUu6nlqXKDatt7W9X3hhahvZD47LnXC7A8ehNZhbPY3F6KT6aSixA4hoDT4VS9xz0r/DHJLn2wlrF96RkkEkDIIhQSQ9gndqBeiQtXmcf+TpMjRAilyYmSagqBMAGfzwfNEupsWmxuZJVOItD9zXB0/F3dAkvBDEqvvcHvjHwnpvxXXCvY3pYbY0zQ0izx2NgYcvKHcefeFwhuF+HOg6/2taCoeArbKwX7wmLxOLNXkKcE+HHHOLIXMDMzc1y0hAuBuBDw+JTV0+qJS15mziTosSMQCJi5iRfctj2xE9RZlT3/QZEU33iWZc5NhJA5z+tFtUrKTQKBsrIybC+VGiXZszZgsRpXQ8OfqI+86y/x6+Pfiin7juxuTKxOQn5LIiZsaZm4v79D1duLjdkq+DZzcLv1KW7ffYJbd55gefgWlseaVXzsb0fuNIqvvYKWNYvM4qFDGVS2foaZxQ7wYfZDkRIgBOJIYHFpDnrpaBxzNGFWVi+QtYqFhQUTNi41mnRQ7ET69VMsROeJT43WJ6YWIoQSw1VyFQIJI8DfSXHmhm40FrsHQZ81YWUxY8ftz1CzVQ5X0EVvVNtU5gzelrVjYGogqvTpnUhqTwLzS+PIrRrAbNf7mH73AabbPsJs92NsLZUzOuYtu3wY5U0daFf5DA7cQ+GVIbhyF3fzqVDfy9GpF1hZ3QvbjZQdIRBnAlxGHep6G+dszZOdFkDw7k/QPfTSPG1KyZZoOGjpCfuhs8KJimfe5txECJnzvEqrTEyAy5JaXRuw5ywh4MmExe5LXGtt28jOWsPjuYcxlfG2uB2j0zJ6GhO0NE88NzeH3NJ5oxVBvxPBgFN9P7MMf6wf9owN5FYM483LbxiHo8k5zAAAEABJREFUFhSPw6JpcK9x1S6g5PobePVJbG1tGfHycQEELlmRfDZTXz95pcxLhmR/cwun4bOuyEIJ+6nE3RdpAcIBC5B+wB/PeJj4JULIxCdXmmZOAjb+qB+sCHpd8K4XqA6nDbC4E9LYzMc/hDVowadVn52afxBBDOQO4WdVv8RS5rJMjziVmPkS+DwaXHmL526YbzsbesCO3PwFNN96ipqqCYy//sTI15G1aiyQMDQs1kYDiHwkhUBOdj4sq5VJKSsdCwk2vEDvAKfIpmPto6/zhafUgf1i6IA/YfEX3vKEVcCSsJwlYyEgBBJCgCOTAZ9LjbZnIrN0DPApIRTDtLWoK+XchM9nxYveZnSua/i89Ak8Fu+xh1tgweuSNsw65wDPsckkwsQE1jYWkM3vZBzaONv1GI2N3XCvFGDyzbeUMFLfc5VvQV0XRsf71J68hUDyCNitTnWtVVvyikybkoI3vsDc+hD8fn/a1DldK7ongpTioQXIWDdJU+Jox0+H4UZCFR6n+HTlFU29RQidSkkSCIHUIsDFB1w5m+DzQRbXBrBZmJAKanYvLLYgtjfzMDJ8Cy9XbPjra3+HzrxuZfsxrq77yt2wbcIPH+AAhqdDyynvSyAe0xMYGRlBTsksNMv5V40K+h0Ye/ktrI7f3uVW0vgWQesUVlZWdsNkRwgkg0AAyurO620yCttXhtGz3ReSWp4A9Lw5TE1NpVa1zFobTYkbihydrmpk2G+Inwh/3ONV3iZ9ixAy6YmVZpmbwMb6Fpz5C3C4tqB7MuPfWJWjZvGrUSZN7YXeE9ONePnk1/DEMY6/vfp9LLj2pkB5NR/+Y/XPVSdVh3fLg6WlpdBB8nnpCKyuLqGoIT5TZPSgsgLpodtUTkU/fJZRDAx1Xjqm0uCLJ8Dn0fSc0DNwCatN7jz0K2+ht/wSgZZPgcd/h+D9H6rizj+woDJJyFt/8GPMr40kJG/J9DABaiCERQ+g7tHqg/6dsclExbMUs26hO4xZWyftEgImJbC+uYicykGsjDYDpQm6CVn9CPgPXyK6ex7i2euH+Fn5VxjPmDAIz2bOYsu5BZ/bi/aed0aYfFxOAsMjA8gqmgW0+E2TySrrR25VJ0Yn25DIl+QtBI4jwN9v0wOHr4fHpT81PENZNdVgEzLWgNou4NE/IHjrF1jJ+xILeItpz0sMz3RgcPYFgo//Bvq9HwM13UDmKlLl5Strx9RSn1iDknlC9ll6VMHJ8quizPqO43+1WRFJu4RA6hHgD0hqNjeCPjv87izYrr6JfyUDdlhtO8NMB3L3+114/upjfF75AovWJeT58mANWEUEHeB0Gb0WiwV6UFffnfgIoaKGNuRWdqKru/0y4pQ2pwiBwtwyWJZrz1+bikHg/b+F/9ZPob/394blZ6voJQZn3uBtxzMMDw9jfHwcXIWRP5Wwvr6Ot91PMb35DpvFTxG49RMgP64/IHy2NlX3QLvSgdnF0GDY2TKRo2IlsN/iszM9btciFOE3ZlRG+IMsKcIfYzyPNusmQsisZ1baZXoCFmsANqcb6xPXoJXG3yoU3MzDaUtzv3r+CX5e+xUGcoaw4Vk3PXNp4OkEbly/ha3lInBBj9NTn5yioK4DHksPevpEBJ1MSmITScDhcCDDngfM1525GL3+FfRHfw9PzRP0jLxGe+9TvOl6gra+L9Ez2HbqD09z8Kt3sANevxc4yjLlUtffj/8Kehwtscc1ltYpf41qQ/er45JIeMIIaNB1lXnYEkQRRP9BN+7xqkxTvfcaY9nblT0hIATSiUDQb4V/Owee1WJlFXICOXNxrb4lewWeDT5/dPzIfnnNAAq2c7FoX8TM/Gxcy5fM0pOA272JIJ/tOUf1ba4N1D76FAFXByane8+RkxwqBM5HwOVyobKyEvpi1ZkzCrT8FCu5X6Nz+Ck6e96CzxudNTPD4nr19f7DrT7gve8j6LYDO8/U7U8QP5/+4PtY8PagvVNEUPyoRp+TIYIOip4k+KOvYfqlFCGUfudManxGAmY7TIcf9uxlo1kbU41xnx6ncS66hUNNNqOMoz5WFsuwlLWMzq1uWSDhKECXMGx4ZBCZBfPKmug+tvUOfre0IBw7318mdGavouLWE5Q1P0F5y5cYm+zA+EQfo2QTAhdGoKnxNvK27sMy8N7xdSiaAMqGgPo2oOENkL0AVKjvbsEU9Ns/xZy305jy5vUqa87xuUQV09n3CsjY3E0brG03ptj5tjRYOn9VdYkT160L3PkJJlc7jal7kNcFEdixCKkzrQdZhWT5WZY5t8T9x5iTl7RKCKQMAZvdAt9GgVEfv8eJYJynRASm62FTQii3YBZO15ZRzsGPYMCGbYsXozOjB6PEnxoEkl4Lp9MJXQ+goKZnt2yrYwuZRTNw5S2g6u5nKL35NWoffoqS689QceeXqLr/qRE2NvsES5tv1aj581OnCu1mLjtCIEEESktLoblzYB346OgSLD74mz6Dp+5LbNf+EuuFX2Mh83O4m34ET81TbF35FGNrbzA9O3708WcMDfgCSmwtQn/4A6zmfYkt9wasW6UqNw5cKScBb1/lG8xudhnPLiUge8kySgK6YRKKED9J8kdZvbRMJkIoLU+bVPqyE+D0CKt9b8qaK38eloAzvliUCNLdTlRfbcON1qeoaXyD4opx5BTMIVdtDuc2aq+9xeTUaHzLldzSmoDH48HQaDsWNp8pcfMUWcVjqGr9EgV1r1DQ8DX6hr8yhE5nzzN09T7H0PhT9A0+Q0fXc2PK0MLCQlq3XyqfCgTiUwcuWLCJSQSvf7k/QyWA9OZfIvjwHzC29Tk6B16gu7cT/f39GBsbQ1cfxXwbegbfYnE5/lOGrU4NwWtPMLH8DksrC8i050PjSo0lyjK1v6Zx8QWrOqHXdmBmPjH5x6OSzc13wGmM8cgrtfPQELIEASHZazngT1x8anM5e+1ECJ2dnRwpBC6MgM1mg99rV+WHLoXO3BVgvUT54/gOqjLe/Tos8w0IeoNw+96gsOwdSqufoaz2BRpvPcH8Yhvm5+fjWKhkZQYCbrcbaxuz2A52IavyJd51PVWi5xV6+t7A7w8J+GDQmNcBThcKh5mh7dIGcxHoG+jFgt6OwO0fI/jo78HnfYLv/R3Gtp/gbc9XuIgf9/UFtrHmm4XLkYuGuiboFj/cW17AF+fBMJ5K5xqClT1qoOItfam7BV24Wt8CLmyRupU8f80MAxCnxfHWbyyIwB0lfugYfpYR6WdEpP9s8TzKrJsIIbOeWWmXqQlUVFRga6FMtTH0g6e+7UzE9TcuVM7GW7cgMPgeAr3fQnFeDXp72zEw0Im+vnfo7HpxIZ0Ao17ykRYEJiYm0D/YkRZ1lUoKgeMITMwOYmztJXpGn2Pa8xpvlbBfXFw8LnnCwzu62jA9P4Lc3Cx4fFvY3FqDU8sHZurjW7ZViavHP0TX4PP45hvn3PLy8hDwuzDZ+xhNN1rjnHtqZadTBBlVorjRlVWILgPo7vjpZTqlmoz0OgPOG888zLmJEErv8yq1v6QEMlzZCLjzdlu/NV8NvWhs1x/vHUv2Mrbdm/HOVvITAkJACKQFAf6mDy2dc3NzF15fWj2uX7kLR7BIWYUy4MMmZtb6EHzw/fjVTQtAf/w9vH77YteKG7/M45vT6uoqsnI3UVA2aliY45t7auWmtI2qEEWNcgyxkxyXpZh1EyFk1jMr7TI3gaAFXCAh1EgdmWXD8PXdDXkT8Bmcuo4sTxNu3XiYgNxjzVLSCwEhIAQuLwFOJ52Y68P8Zj9GJwYxMjKCmZkZ+HUPkBOfZ+yCV59jbjlxg2vxPntbmwHklszB412Ld9Yplp8SQcEdy89BS0/Yn4D4FIMQ1+qIEIorTslMCCSHgNXmQMDjMgpz5i4iI28F1s0qw5+oj+Dgh7BpGeA0hESVIfkKASFwDAEJFgIRBDg1j1NP6YaDrXACngyc+1U8Bk/OMCYnJ8+dVbIysFqD0HUN0DNwpe56sopNejl6WOwk2T2poT/99DN0dA/g937/D3aT/fm//Qsl0meN7WDcv//LvzLCmWb3ALXDfEYnZnEwXEUl9C1CKKF4JXMhEH8CBQUF0HQngj6HkblvOwdWp9fYT/SHJXMLnIaQ6HIkfyEgBISAEIiewNWrV2GduA14s6I/6LiU116AFqfjopMZHm1Z28oitDRVgwxnIZwu2+5hWVlx4LGbWyrsKIvQjghShh9VoWT5VVFHvClert9o2hfzJ//Nf4vv/vbv4H/6d/8j6qrL0Pb2Df70v/szfPjRx7vp1tfX8cGHH+2G8ZiSktILmdooQmj3tMiOEEgPArywe5ZLlEUo26hw0OeEZy0HyJ01/In6sFb1YXvDl6jsJV8hIASEgBA4IwEuW6+Xjpx8dP4R9wjHJlDdA1x9DTS+RPDOf8T80hzYUT05s9SJzczMRE5eFhbGmxDw2REIeOF0OnHjRgtqq2+juro6dSp7zpqkkkWIlh0253//y39PZ3d78OARpqcm8Rf/w78xwl69eoHs7By8/8GHhp8fjPe43fjd/+T36cV3vvNdMB2/x0ZAEj9SUAglsfVSlBBIQwKcDpFTxd9zMIaFjBa4l6pgr28z9hPzEYStthPDY32JyV5yFQJCQAgIgTMT4H3B65hHoPlnIWGTsbovr0DLpwje/AwoGd4LV4Nbwdb/iLXiL7Ca+xSLGU8wvPwU49MDe2nSYK+8tA7zY1eMmo52fADfRjMa6x9ifb4Zrkw/yMaINMWHhuRagsLl7YdHEXS1sRH/6l/+2f4I5eMPEStn9z08NGTsl5WVG27440c/+oFhFfrP/4t/ZgQ9efKV4Sb7Q4RQsolLeULgKAIxhm1vepFdMbp71PrkVSBTjezZt3fDYt7JWt5/iGsD1rJh2G/9Eo73vo/BkV5w1aT9icQnBISAEBACqUCgs/85Ble+wFrpLxC49VPojc+V8FFWom/+73C7ho3fGwrmzSF45Y2y/PwI7oqneNv7JQaGejA4OIjR0dG0m/p87do1WILVWJq6tnMKNMwO3cbQ2w9RUj2Kd+9S/PePdmodrZMKFiE+w0MR9Cd//Ed48tWXR1Y9mtUVaTGiVeiP/uiP8fr1Kyxd0JL0IoSOPIUSKARSm8DE1AgySvdG9jLLxqCv5wK+sz0oqynR42j5ArY7P4Xzg7+H8/2/g/3OTxCse4IFfxvedn+JtY2l1IYitUs7AlJhISAE4ktgY2MDAwMDaOv9GmvZb7BV/RnaO96gt78bbe9eQSsfRrD6HUZXX6GrL5GzCOLbroO5FRQUoOnGfbjXrmKi573d6LyyUVQ1PUPjg8/wruMl/H7/bpxZdvaLISA5/j161dU1qKioxF/+H39tLHrwf/8n/xQ5OTn4//3r/z/CCyYctArtHb1/jwLI7XHj7//ub/ZHJNEnQiiJsKUoIRAvApy/7QsuIaN4wshSQ8AY7TM8Z/jQ3dnwzVZjA0PoG2vkfQMAABAASURBVH6Ld73P0db9DJ3dbWm1ctAZmi6HCAEhIASSSSBpZQ0O9aFnsH2fGHjT/gLt7W3g7yJZLOnZBeTvKFWU38RU70eYH36wyzMzfwrZpa+x4XmH7t7XCAaDu3Fm2dkverQIEcSp8pF+tjjSf7545hbe/uk/+UNjEQQuhMCNzwixT/L//rP/F/72b/4DDlqD6hsajENnZ2cMN/LjT//Fn+D9R/eOtSxFpk3Ufnr+FySKhuQrBNKEAC/wdocDQV9oCW2bawvaZtG5aq/BgmAA2Nzc3HfjhLyEgBAQAkIg7Qjcu/1QWU1ajqz37aYHuFrTfGRcqgfyd5QWF6dQ3tChqhoSOxabBzVNnRgd7cPs7KyJ72FhcYNTRFC84xXqKN9c9KCisgpcCY6HcPGEjY11PP36Cb0pt4kQSrlTIhUSAqcT4IiYRXfAs1psJA74MoDs801dszi3sLm9aeQnH0JACAgBIZC+BHiPWF1fRU9v55GN8KtRr21P+lzvKyoqkJmZuduW2bkRwLIJZ9YasvLncf3RZ2hrf25iARRqesgiFBY5YVfbEUVh/0H3/PGh0qP75LM/P/j+9/Bf/fF/bUyda717D3/+3//rC7X6nFRzEUIn0ZG4cxGQgxNHgPOerY4ANGvo94MsVj/gzomhQN14Hsh29SXg2DaO84/dRmVxPWy2vd9gMCLkQwgIASEgBNKKAK0mUzPjuH3zIepqG4y6u1wu8NmN1tv3MDE9iImZYSM81T9u3riP0pJq495UXBwa/GtpfoDF8RbkFM6iqPYV3ra9SPVmxKl+YVGTbPf46nN6262bjca0uHAqhnHaHLeDcZxa9+vf/iScdNfltDqm5bG7gUnYESGUBMhShBBIBIFgUIPV7oNm8WNroRx69iKifrk2oKltM+cVnA9/CNc3/wr2uz9F/2ib6UfUomZ0toRylBAQAkIgJQjcvNYK+9vfRaG/FbevfYgble+j0vY+tOkbKFfCIiUqeUolbrU8wOpMMzT1V1fbgpqaK2iob8HiRCNKqkeQUdCDvoFXp+RinuiQRSjZIkgzD8AjWiJC6AgoEiQE0oHA0soECm48R9n9n8OWvQSLPQBL4WR0Vaf1yJOFlZUVvHn3DO3v3qCt8ym2traiO15SCQEhIAR2CchOqhHgKl7BrUzAkwmt52PYO34d1rf/GJbeb8BS24/+oe5Uq/K++tB61dL0Hqb6W7E0XYeRd4/h3sjG9PQErKrnWlQ9gMW1DvQP8DmhfYea3JN8ERQSX+bFqr5O5m2ctEwImJmA05kFi01Zg7yzyK3tw+Z8EZA/HXWT/eM3UFZSCc69vlrXFPVxklAICAEhIARSm4DPx9kCOqCFFhOAJxd8BW//DGNje79Bx7BU2yorK9FY/wATPY+xtVJhVK9Y3eNgXcDMzAwGh7vR2fUK8/PzRtyFfVxAwSFRknwxdAFNTVqRIoSShloKEgLxJWCxBKEHbcYyqIAXroJFBGevRl2IvlQH63YFKsor4bKUgDefqA+WhEJACAgBIZCyBGoqrwCT1wF9r5sXvPtjrGp9WFhYSN1619TAZbuBgVe/As9WLmwON66/9zN4gl3oH3xj1Jurpho7l/LjgAjSD/hxwB+3ePPC3vsPMW8b49kyyUsIpAyBpaUlBP0WlJc2KEFkxcZsJVAe43QHX4Y61gLNsbUjqFKmeVIRISAEhIAQOCMBhy0Llq0C4+hg4Qj0j/9P+BwzGB5OzQUSqqqqcLPpETTPXUz1fGjUu7i2B1daP0NP3xuMj48bYZf9Qw+SQKTYUVa/SPGToHiWatbNYtaGHWwX55seDBO/EEhnAm63G66cDWxtrgEWP7yrVbAWLsFa3RN1s3QEMbcwhbedz7C9HVo97vDBEiIEhIAQEALpRGBybhDBxpcIVr2Du+IZttzr6O47einti2xXjbIAtdx8jEx7Cya7PsTcyB1VHR1VTc+gud6go/MluAKeCpQ3CWhhEaSMfYYGssCYLqf2DTdR8SzbpNulEULZ2dng6iMmPY/SrEtIgAsbvGl7gZHxPnUh9MKetYbFngfQyvujo6EFYM1eweTkZHTpJZUQuEwEpK1CII0JcCGcmY1ObBQ/R8/4c/T2dSFVppQVFBTg5s07uNX8GE6tBRNdjzHe9Qh85rWisR31dz+H3bWJ8YmhND4Diam6HlI72LMMKQWkLEJBOspNVHxiWpMauV4aIcQ5sX6/jHinxtdOahFPArypuN1+5NX1IOCzweLwAg1fn16EboV/rgb19fWnp5UUQkAICAEhkFYEuLDAwHBXTHVOdOLqygaUF9/G8sQ9DL/9JibU4J1nOwcFVV0ob3wO3fEOw2MvMT7ZnuiqpGX+eviZH8PyoyPs1zRaivb8OODXtPPFpyWsKCt9aYQQefT0ptYFgXWSTQichwCXSOWP5WVm2dV1z4/MolklhpxwlE/Ckjd3YtZa7gJsZeNiETqRkkQKASEgBITAeQnU1dXhbusjwNuK4bZvYGW2GgG/w8i2uvkZMgo60NP3AiMjI+C0783NTSNOPvYT0A3LD0ALkA6Km1B8ov2hUsz5aQHM2TBplRC4DATW19fh83phs9sBTcfGdD2WB24B6gIZXC/Esa/qt9AaP4dXX5P518dCkgghIASEgBA4L4Hmm/cBzy0MvPomFsaa92V35c4TzC+1YWgoyind+46+hB5l2aHogbrHG6IoaX6Y9nWpLEKmPYvSsNgJmOQIh8OBLfcGNjZW4F6l8NHg3ciDz+1UQ0a2I1tpKRoHyrrR0f8U3X1tR6aRQCEgBISAEBAC5yFgsVjQ0vwIMwOPMDt0F36vazc7Z9YaGh9+hvWtQayuze+Gy87JBHafAQqpICTLf3Kt0jtWhFB6nz+p/SUnUFd3FRmWBmTay+DM3jBo6AEnHJkeIHPF8B/80HIWsbYlN56DXC6DX9ooBISAEEgWgabr9+BeK4HV5tstUrP6UFzTiYprTzEx1YHJqbHdONmJhgCnw+kqYbJdVaRJ3yKETHpipVnmJ+ByuZDhzMb6dCWWB1sx3/n+bqM3Zsthq+rb9UfuBMZbUJxbg8zMzMhg2RcCQkAImJGAtOmCCAwMvYM9ewhFdc9Qf+8zVF5rw5U7X8Ce22Y8D8SV7S6oamlb7L5pcdCMZ4WgXMNApNxExcPELxFCJj650jRzE+ADpeOTA0DhV8hteI6s0tHdBvu38pVFaHXXv28nYIf35Xdx/co93Gp6iBuNt/dFi0cICAEhIASEwHkJ2Gw22G25cG97MDvfBbf+Gt29X6fsj7qet73JOp6ihzYhuiyT4sfw06M2husA6CqvIZbOG898zLqJEDLrmZV2XQoCy8vLGJ8YQkD3wOLYgmYJTUGwZS0huFx2PIOAA95nvwP0fwOO1SZUVFQcn1ZihIAQEAJCQAjESIC/dTe/MIaR0QEsLS1hamoqxhwk+UECFDe6FhI5YVcZggzRY4gd9REOD7vxiD9YDzP5RQiZ6GxKUy4vAU0LIqtkFlUf/ASO3AU4sjYQHGs5BYgyq69UQF+tRF5O0SlpJVoICAEhIASEQGwE+FtGsR0hqU8moBmiB9qOix030f6TK5XWsSKE0vr0SeWFANDS3IqMzAwEgoB32wV79jKWB+7C9vCHp+OxeWG9+hIDQz2np03NFFIrIXApCFgscru+FCdaGikETiCgQ5l8DPGz4ybJf0KV0j5KrqxpfwqlAZedQGdXG7xeD39GCN7VQmxONSKrbBzYyj0ZjRJBjoc/QGf/M/j9/pPTSqwQEAIXSqC+vh78AeWMjAwAF1oVKVwICIELIqDviKCwiwP+cHjYjVc8TPwSIWTikytNuzwEPG4/NM2CrJIZZJSMw1UwA3/XJycCsNX0YGVzWkTQiZQkUghcPIGioiLwwfPS0lJcv34d+fn5F18pqYEQSDYBKc+YFhcSOYSh7SyEoBnhQMhNRDxM/BIhZOKTK027PAS8Ph88G7nQtSAcOfPQfM5TG697XcjMyD41nSQQAkLgYgksLi6CD57TGsQlh7ldbI2kdCEgBC6KABdMYNnBnZ0dxxBFDN/z6/TuiCScO97IzIQfqS6ETIhcmiQE4k9gbGwQC2s90DQoQaRGix3unUKCO+5+J5gzAWt1J7q6O/ZHiE8ICIGUJDA+Po6uri6Mju4tk5+SFZVKCQEhkDAChshR93nDRcgCxMJCfoRETwLiWYZZNxFCZj2z0q40JnC2qs8vTKK3rxN5NQNYGWuA9f4PYH//74DMA78n5FqFrfEVOvpenK0gOUoICIELIRAMHj2wcSGVkUKFgBC4AAJh8aNco3TlGoYf5SbUb2Ruyg8RQqY8rdKoy0pge3sby2uTyKsextJIC1ZGm2C9+cV+HJ5sWG3auZ4N4gpWVqsV2dnZ4P7+AsQnBM5AQA4RAkJACAiBEwnohulHQ2ha3I6r7biGhYiqaM9vpItD/ImVSvNIEUJpfgKl+kLgIIHJqTG4g7Nw5s6gsLEDmsO7P4luRWDwobHs9v6I6HwVFRW4c+cOrl27hsrKSuPhbbrRHS2phIAQEAJCIExAXCEQCwE9LHYOipsdf8LiY6lkmqUVIZRmJ0yqKwSiITA4OIis0gljvrDF6oP14ffg/Oiv4fz4r9X+P0Crewu7lokb125Hk92+NE6nExsbG9A0DR6PB5yus7S0tC+NeISAEBACQkAICIH4EtBVdjo0494OugCS4VfFxPOdUnmJEEqp0yGVEQLxIUBxMr88Bj1owdZiIQI+K7zbLsy8+Qibc7UIaurSafciM9sBh8MRU6Fra2tYWFgAV7KamZlBf38/3O7w4gwxZSWJhYAQEAJCQAgIgRgIGLPjVPpku6pIU75FCJnytKZgo6RKSSdAsWKx+ZFdsqRGjACr04Oy1s+RXdUDe4Ybq6M34VnLx/XG5pjqRuvPysoK5ubmDItQaM5yTFlIYiEgBISAEBACQiBGAskWP+HyYqxmWiUXIZRWp0sqKwSiJ+D3+6HrGoJBwJW7AQSCWBm7joAf8GxkIK+2D9vzlbBZXaivvRF9xpIyagKSUAgIASEgBIRAvAjonA6nMzdN3d8PTItT4XrC4lmmOTcRQuY8r9IqIWAQePv2FTbWtxAMaLDYgyio74XNocGVtw6/14GN6XoYVqPNVjTVP0BOTg7S/ZWfn4+ioiJwVbt0b4vUXwikIQGpshAQAgkiYMzA0DRwNThdlbHfrylxpEITEK+KMu1bhJBpT600TAiECAwMdWNqehqLy/PqIglYtCB8bk0JIB+szi1szpfD4gzCNvURGmvvoKnhHkpKSpCZmYl0fPGZp9raWrS0tMBut6djE6TOQkAICAEhkFYEklVZzRBBoOUHfEX6lQhS4RRJUC59dPf8DIlMD/WK9J8Ur5Ka9C1CyKQnVpolBCIJ8MdWx8dH0dHZBq9XxWhWBLxOlNx+AmfOErSSUdgbXyLos8MZqEBl0Q3cuH7TEEQqdVr14T5uAAAQAElEQVS9+ezSu3fvwIUcampq0lbQpRV0qawQEAJCQAgknAClCihyjB3NGNzc5wdfR4SH0zP6DMcbh5n0Q4TQOU6sHCoE0o0Anxvq7H6Nrp4XmF7ohMXuUdYgD/SgDt3mg+bagj97FJv+GUxMjmF+fj7dmmjUl+2kIJqamsLW1pYRJh9CQAgIASEgBNKdgE5RowFHuqpxR4aH0581Xh1n1rcIIbOeWWmXEDiBAJfX5vLXbe2vwOeIpmZGMT0zhuHRXnR3d2NgYOA4EXRCrqkXJct6p945kRoJASEgBITA2QioMUvjQEPsqL1k+VVRpn2LEDLtqZWGCYHoCdDyMzs7i9XVVVAkRX+kpBQCl4GAtFEICAEhkAoENFD86BHT28J+ulDhdOMdDxO/RAiZ+ORK04SAEBACQkAICAEhcCYCclDKETBWiVNih25I7Oiqjhrox0542NUP+MPhYTeWeJj4JULIxCdXmiYEhIAQEAJCQAgIASFgFgJHix6cInrOHw/Tvg4KIdM2VBomBISAEBACQkAICAEhIATSlYDxbJBGMcQWaMY0OUT4ExXP0sy6iRAy65mVdsVAQJIKASEgBISAEBACQiC1CeiqehQ7hqv2+Y70G+HqQ73BLV7xzMesmwghs55ZaZcQEAJC4CQCEicEhIAQEAJpRYDi5siNgaoldI7cGHiOeHWoad8ihEx7aqVhQkAICAEhIASEQCQB2RcC6U1AAy1AwAFX00LT5A6Gh/3njYd5XyKEzHtupWVCQAgIASEgBISAEBACJiFw1OpwMMQOTT6aEklHuucOh4lfIoRMfHKlaUJACAgBISAEhIAQEAJmIZA4sXOyyDILv8PtECF0mIk5QqQVQkAICAEhIASEgBAQAqYhwB9LhbIAJduFiV8ihEx8cqVpQuCyEZD2CgEhIASEgBAwMwFOfmP7QmIIu6vDJdrPMs24iRAy41mVNgkBISAEhMBlISDtFAJC4JIQ4EIJFEJ02WS6yfCzLLNuIoTMemalXULgggnk5uaipaUFVVVVF1wTKV4ICAEhIATMReCStkbjM0Jsu3LpQLlUQnTpT1g8MzfnJkLInOdVWiUELoRAfX09GhoaoGka3G43NjY2sLS0dCF1kUKFgBAQAkJACJiJwO6CBsaEOCWCDro0EeGI8HC6M8abieHBtqSVEDpYefELASGQWgQ8Ho+xTKfFYoHX68Xo6Ci2t7eRmZkJq9WKrKwsVFZWwm63p1bFpTZCQAgIASEgBFKcgE6Ro8RMst0Ux3Ku6okQOhc+OVgIJJxAWhUwNTWF4eFhBAIBaJqG0tJStLa2ora21pgmV1dXh7y8PGNLq4ZJZYWAEBACQkAIXDABpYFUDZTFR4ey8YRcIOTqO24i/DDxS4SQiU+uNE0IJIOApmmHiuEUubt37xqCiFPkmGB1dRW9vb3o7u7GwsICg2QTAscQkGAhIASEgBA4isDu6nB6KDZZ/lBp5vsUIWS+cyotEgJJI6BpmvFM0LVr16BpmjH1jQsk0DK0vr6O6upqQwxxXjOnx9FNWuWkICEgBIRAOhGQugqBUwiELELKGrQjgpLlP6VaaR0tQiitT59UXghcPIFgMAibzQZagIqLizE3N4crV65gcnISHR0dGB8f37UEMe3F11hqIASEgBDYT8DhcOwPEJ8QSEkCGkIaSLlqR4dyjXoqV+eOcukwXPl1uhF+HPBHH4+EvS46YxFCF30GpHwhkKYEKioqoGkaFhcXjYUR2tvbjcURSkpK0NfXZyySwGeFuIBCmjZRqi0EhMAOAQ52uFwuFBYW4ubNm7hx48ZOzPmc7Oxs4zoSSy4ZGRmxJD81La3VfI6RbTs1sSQQAhdIIGiYgDQYrrr/hmZZ7PmNcOz54xV/gU1OeNEihBKOWAo4TEBC0p0AV31j54Edh6tXr2J2dtawCuXn50PTNNAixM6S0+lM96ZK/U1OQNM05OTkgAt5sHNPy2ZTUxPu3btnLPRxRVk3NU0zOYXTm0ehQEYcAKFll9udO3fQ2NiIW7du4fr168aiKGVlZaBgOi7H8vJyQ0hxERUey/T19fXGdUPTTufMBVi4RP9R+R8lkCjgampqDOHG3zTjNaqgoABsB8umy3jWmdN5ubrlUXlLmBBICQLqf+Sg2EmOPyVan5BKWBKSq2QqBISAKQlwWWx2LPx+P9bW1sCpcG/evAE7RewksaNBKxD9/A0hsQZFfA1kN+UI8LvMDjw7xuwEDw0NgZbNnp4e8Hvd1taGmZkZo7OfroKIHXwOWLCNFAq5ubmgGKGY4EYhwGf5+P/LQQ3yYDyFD5e6p1ih0OEy+FzshEvib21tYXp6Gl1dXRgYGDAswHwucGVlxVgmn/nyWUEKDJ50rhTJfebFa8jIyIjBmccODg5ieXnZYMxnDXksj4nceEx4UIXXHNaF9aaooQWa+VLAMuz27dv7ludnezlww/Po8/mM5xjJgflztJzXK7aLU3kpyCiGyYJ5sv0UydxoueIxmrZfrLFerB/jZBMCiSZgGISg7ZsehyT4YeKXxcRtk6YJASEQZwLspHBjh4OdhPDqb7QOcSSVHQp2athZ4rNBcS5eshMCZyLA76bL5TKOpSBobm42LBgUN5zaOTY2ZvzwLzvKFPFGwp0P/h6WpmmGlYOdeXaKNU2Dpmk7KVLDYfv4P8ktLA5odaGgYWed/6PhOHbc2W52/jlYwZUdOXDB/+eJiQmQA0UNBQ+tvf39/YbwYUuZjv/bdDkgwjAyop+DIxREFEicHss8KCjIjGVQjDCeQoYihMdy4zWD54DHsE60JrPePJbChJYniiQKNYpXCiuKIJ5LTdOM5xIpYClkee1hWgo6XquYnuFctZLPLzJ/1oFCjn5u4TqwfNY9HMc6U0RSGJIpBRKFFv1kyX3Wk3UkU+YjmxBINIGQGJIFE+LFWYRQvEhKPkLA5ATY0WIHiZ0Ydg7Y6WHnh6PJ7NRwFJ0dI3acTI5CmpcmBNhZpmhnh5qdWFosObWKwogdfnbg+T0+qTkURuxcs/NPYcD8aH1gJ5hCg+KI+bJDTGHFzjf/J2i5YIedPyJMIcIyaZng/9FJ5UUTxwf7aaFgW8IdctZrc3MT3DRNM6arvnv3zrDWsGNPAUDrCzcKAQoDiqClpSVjOXsKI4axjdwnFwoZWsqYLpp6RabhtYLHsjyynp+fB68XkWki98Nl0OWACkUZf5OM4uTt27fGwisUUlx+n9Y6uoynkGFdeZ6YH/cZzjZyYzzDY9nC3wuy4bmnEGSe9FNwsY60NGmaBgog8uK5hbyEQIhAwj6TtVR2WGyFy0tYg1IgYxFCKXASpApCIB0IcHSUHQF2lthRYWeMo60UQewU0E2HdkgdzUmA30eKAooeTnGiVYBWEHZUOQWL07Eo1CkKKBDY4acVgp3e04iw40uBwc45O+bsiLNDzFURac1gB5/x7Kjzf4R5UvwUFRUZS8izTpxeRosGt9PKOxjPvGiF4LNLtD7Q2kELBdvMgQkOQrCjzv9Nbuz8U4SExcHB/JLpP8t1gfXm+eG0tcjjyZgC67T6kwnPCa9Zp6WNJZ5MmZ7nnMKO3x/WlRYvft/4XeM1keeF6bgxLB7il3nJJgQADRQpxmpvOtQrOX5VkGnfIoTidWolHyFgYgIc1abYYUeAI67sjLDDxw4AR5p58+eINEfG2WGL7AiYGIs0LQEENE1D2NJxWvb8/jEtp07xu8fvJS2SFCQcxadFgN9PdqgpZhjH7+9p+UYbz3zZ4ab4oFWAHW9aUShEWC6nZHHQoLOzE3zeiCKMIina/JmOliwKKbaNHW/mRwFG4UNLCzvljGNa2ZJHgOeb55rfM54Lfq9oDeS0PgpVnje6/G5SoNNimLzaSUlmJcCBAd0QQzqS6ZqVJ9slQogUZBMCQuBYAnzomVN9OB2O04CYUNM0sGPJ6Tmc/sPOADuBjGMYRRE3GQklEdliIcDnPjjNiNYbWkD4fTrqeH6/uOoX0/G5DnZGOUpPsU6LwFHHXFQYLVOcpsf6cqrYafUgA3ac+SwThRaFFDvetJKcdqzEJ58ArUIUqTy3tDbScsjvIa+LnNbHayOvn7yW0pJHYcTvtaal1nNmyScnJcZOQFmAlATCjhgy3KT4YdqXCCHTnlppmBCIjYCmaeD0Do5ihldVYg68oXPj1CKOPrNzxik/vKGzY8Y4pmMcR8E5DYnhHKnnSLZYh0hHtkgCnC7E7xitjOwg8nkaimw+Y0NhTUsLrSqc8kVRwFF2pqO1UdNCFiOm43eNlkmKocj8E7wfU/YUQGwb28GOMTvN4Qw0TQPbQYFEBhxwoPjjMfwfYseaAiicXtzUJsDRetaQFkl+L8N+WgIpiPh9ZTyFEc/3WaZJ8njZLi8BTosDRRDUS10/kuVXpZn2LULItKdWGiYEYiMQvmnTisOOWfhojnQyjg+Gc3Sao+8UQRy15zSfyI5d+BiOzHP6DuPY0QuHixs/AhSYFBOn5chpjex0UZjyWRMeQ1HBzjmFBzdaVxgWzotTzngMN4ZTgHAUm1YKHseN3xF+DziyzfQUNSyL3wvmw8UBWEcKAJbN49nx47MynC7EMB7PY5mWQprTi+iyI8k8uHGRAj4Yz7z4fWMeFFLhTiXTpOpGdpyyR2sVN/4fhetKscNFF8iM4eTGDjLFH9PSqkCrazi9uOlLgOeXtef55LWRIokDS/y+cwodr5H8v2Sa1N2kZilBQBkRQ+JnZ9W4Hb+uKmeE7/iV13iWSGkmwz1vPPMz6yZCyKxnVtolBM5AgCPW7HRyKg87abxBMxt2TtkJZYeZfnbW+OAyb97hMIZHbhzV5zMZ7OzyZh8ZJ/vHE2CHmJ3jcAoKCQoQLgBAwcBwpmEYRQzFCsMObhS0tMjRysBnuNgZ4z4FCQURp4/x2RZ2xrjPMD6Iz+cc2IHnd4Ab86HwYCeOVgp21rnRCsM4nl8KJQoh5s88aFmk4OF5Z4efdeP3h517LjbA0XGuxkWLB11+Tyiy2UHkcxdMf3CjOGI8BRD3Wf7BNKnm5/8IBwPIJ7JuFJEUgmwLn2Oi9YtWA/KJTCf75ibA887/K1rY+f/N/xuuRsj/W1rm+f/N/y9zU5DWxUIgvIrbQdcQQSqjg+Fh/3njVdamfZ8ohEzbammYEBACxxJgB5M3Z27ssHGqDm/S7CyzY8cD2anmSD07wuy080bO8IMbp/VwBFTTNGP1rIPx4g8RoOAIM6QQobihAKIAodCkOKAI4vngRjFDMcSH5ClWGUaxw/NBgUQRS1HCzjUfrqdw4Hmg8ODGcHa6KXApLpg/w5iWHXOKE1oCudHPjeeSxzAfbvTzO0DrBQU0H9zn8bQE0s/FAegynh0+HkvhRUEUarX5P/k/xEEDnl92bmn9ostzSUEYnlZqfhLSwuMI8H+Ti2rwf4UbB6L4/8aN/ze8LvD/m8fze0NXtstMQENI3CTbNS9zEULmPbfSsrMRyonTNAAAEABJREFUSOpRtKiw08uOLacYceSYI4EcBeRIOkcEOdKezEpR5LA8WgjYUeNNmm64rqwb47lxRFvTNPBGzfoz7ODGTjM7ybQyMN3BePEDPNfkyuev2DGiECEvihkKB1ptaDGh2OH5YQeb54X8KVw1TUNYsFLccGlnxoWFayyMae2JJb2kPZkAzxfFEK1eFK0UouzknnyUxF42AhzUYJv5/0zLK//f6fL/mP/3fE5Orp8kdLk3Xk8ADcl2YeKXCCETn1xpWuoT4Egxb24UOxzJ54g+O6IUFbQIcJ9CiVMmjmoNRwhpkQnH8TmK8P55XHbW2Bmn+OEINq0PFDO0UJSXl4Mb86dYYhhHt9kOdugZftTGqXIc3WT6o+Ivcxg7xuz4cKPVhCx4Duin4KGfAokWGo4Sc59iiOE8T/Tz2S2OJlO0cjoW46LfJGWiCfC88H8o1IFJdGmSv1kI8N7A6yyFEq22ZmmXtOOsBJIvgsx+zRIhdNbvohyX9gTYuacQuciGcKoMxQ5H/NlR4gWHNzzWiXWjIKLYCXeOGU5xQjHBjeKDU6mYD8US9/mMBq0JPC6cnu5xG0epmSeFF4+lRYppaU1gh5pl88Fe7rtcLjBfCiE+tM6NK8WFb9bsuPPYgxtHObkEMKdJ0cpFcXcwzWXx87zS+kNrDzmS94MHD6BpGih0Ijlw2hq5R4Ydtx9tuuOOl3AhcOkIpGiDOaDF6zEtxJqmgYMhtAzx/pCiVZZqJYlA6FkfLTQ9Tn03wv6DrjF9Lo7xSWrehRQjQuhCsEuhF02AnXkKB65+xSlFfA6DnflwvbhPSwtH4piWWzguXq6maYZ5m+XQUkLxwo2dZJbBKU4URbwpUvDwOR2u3MYONAUPV94KCyV2qCmGKKZoMaDQYBo+rM620drEMG602lAEsgw+sM04cmBaTsGgmGE9GM40LINla5oGPufB50kokjRN2xVFLJs3agoenPDic0Yc1WR92e4Tkpomikx5Tnk++OwOuVLEcsobedEa9OrVK/B5G9M0WhoiBIRA1AR4v+G1mddaXq95LeagEweg+Cxe1BlJQtMTMFZ/22llUKmfsP+gyyTHxTNtrPFMb9ZNhJBZz6y0ax8BTdP2+TlNi1OKOOLOTimFCMUAV+zhTYgdf/pp8aAFgytg0VoSzoSj+Aynnx167vM5H+bFMAoNbpq2v1zGhTeO7rEOnM5EccA6caOFiJYTdpAZT0sKnzFgmvAD6BQdXHmLU9IYxnRv3rwBrTMUUAzng7cURRxNZBg75LT8cKP4Y3soeNghZxo+5M50FH+8ITMdrUVsB/28UbN9tF5xig+tF/zxQNaF5TOfcNtOcpknhRS3k9KlexzbyWmFnNtPpuzQ8Nkdnks+L8JzQ2FJ4ZnubZX6CwEhEB0BXkM5MML7DC0+vEbwWsEBL1qBeB3ltZvXez4jFF2ukuqyEKCICW+AGkwFjJ9TDYdFuohjPEz8EiFk4pO717TLsceOO0fWaDEJWxw0TQPDKXB4w+FNKEyDlhGKHVop2DFlp5Sdc03TwAf8mZbH8ibFaUfcmDdvXpzexBE7ih9uFAuapoGdXgoGhnGfVidaAGgxYWeYcSw3bGGiOGE4y+XNj4KEN0TmF64nXVqGKJC4f3CjoOLNk+7BOLaNYbQU8TkSWh14g6WA4WgjBQxFEy0T3Ci+KMIocijQmI4CiR14pmc8xSPzZZlkwvxj2WjdYhtjOSZd0vL7R1FM4UxxTbFDhhSOnGJ4Fl7p0nappxAQAocJ8FpOyzs3/qYU70O8f3AAhNd7DiTxusxrK10OmBzORUKEwB4B3ZA+FECUPclz92pgrj0RQuY6n5euNbzJUFzwJkORwhsNO/0UDvSzQ8obD4UGbz4URPfv30dLSws4+kZxQQFBccJOLDv3FEDMl8ewI0uRRGHEjizT8yF2igSG8YF1CiiKDFpjKBY0LfRr8TyeIoMuRwBZNwofWmFoaaI44nQp1pP1p8CiaOIoIOvHDnUiTyjrTkHD9h9VDoVRvDruFJSc8sF2kgdZHVVmXMOSnBm/hxQ//J7w+8FODq1nSa6GFCcEhECKEODMAt5/eE/RNA28plLwcACKgof3kxSpqlQjTQiERBAtQRRByXPTBM+ZqilC6EzY5KBkEtA0DbSaUMhQHHCjkKA1h9MLaJmhhSE8wsaOKG8y/E0TjsZzo3ihVYPTyF6/fg1ON6OlgyttUbzQGsONI/fswPJGxY0jdOy0U+hQFFH0UEBwYxncOJ2M4otM2MmnQGJZLJNhTMM8uTEfuiyTooBChPVkWZzaxjh2nnkM43h8Om+apoHT6mgFopWOHQKOgPJcpXO7wnXXNA0UtOzw8DtKaxq/D5ziGE4jrhBIJgEpKzUIcFYAB9g4qMZrBAfUuJnl2pcalC9fLXRjupuSQ+reoz6VbSgkhvQE+81M2mLmxknb0pcArScUPLSW8HkWTjNjGAUHxQQFCW8o7HhSvHDjlC8KlHRoNS1PFEoUWpEWGY4Qsm0M500zHdoSWUc+L0XRQ+sPzxkXB2CHgO2l0OS5i0yfbvsUcmwPhQ83to8Cj+KHgjnd2iP1FQJCIL4EeH3gzAMOioUtw7zWx7cUye0AgUvjDYkfGAst6arV9Ctnn98I311Igb796RnCfofhKikVzfFMY9ZNhJBZz2wat4sjaJxmxE41p6/Rr2ka6FIocKPVh51PGXmP/4mm5Y3T92ixovhkh58WOAobTnE7rkSeHz4TRSFEKxBFD61cnB7I6SAUrscdm+rhfE6M1keKck3TwO8ehTfbR4HHlfRSvQ1SPyEgBBJLgIMiHCzhLATeo3iv4nUvXlOME1t7yT0tCGhK1LCiu66G4D5/guJZhkm39BVCJj0hZm4Wn48JP7PDZ2E4mk4/Vy+j5YdWBE4h4HQCWnY41YgdTt5YOLqmaRo439rMjC6ybRQ7FDI8N3xeis+7UNTwnFDY8KbOGz2fa6IwOFhXPpfFlewoDHjeKKR47MF06eBne9lWft+4kQU7NFzxjZYfCh/ySIe2SB2FgBBIPAFeKzl4x9kJLI3XEFqHOJjEawnvawyXTQich4Ay9BiH77m06yjxE3KUZciIjnBDEXvpzxYfOsqcnyKEzHleU7JVfFCUz9lQ2PD5F05ro7WA08A4esZKswNOl5YejqLRysBpVZoW+rFJdkIZf1m3RLabnXtag3gjp/Akfz6zRD/FDaclUsxqmgYKAwoEilhOYaSIpRWJGwUszx/z436i6szvRrgeFHBcYIJijp0OdkhiLVfTNFAEUqCzPRR2/L7ymSZy4HNbZBJrvpJeCAgBcxPgdY6CJ3wfY2s5YMRrEa9RFEkURgyXTQich4C+awlS4gc6Qn4ldozwsF+VsM8fh3iVpVnfIoTMemZTpF0UPeyUckEDLhnNjiWXZubiBrQY8EbBkXV2sjnViEKHiw2w403rAv0cheeCAkzD52dSpGmmqwY7+lxAgqOYFERcJpsup8PxXHG6IsUs5xZTGHCjSOLiDgxjOlqAOJ2R55ydA55nCiaKFAqm80LTNA3scHCFPU5TY/5ceIJihQtO0GpDgUQLI9MwPpoyKfCYH9vChS74/SMP+qM5XtIklIBkLgRSjgDvZxQ3nNXA6xsryGsgXW68jnBhHrpcpIfXSobLJgTOQ4D3WiiRE1TaRlc7hl+5+/wJiD9PnVP9WBFCqX6G0rx+7PxS7HB0jKP2fN6EI2RcIpqWIHZa+WApbyZcBY4jZ+xIswPOptMaJKPwJJGcjZYcigAKCp4LCldOc6MooPWOVjwKINaG54WWIwomPg9E0UoxwjQUQhQhnA7Cc0kRSwsRj4t1o5hmHrQ2UdxQjLEOnIdP8Uw/bwYsj981LlXODgnFDdMzjB0WTVN3h2MKZ7vZZh7L7ym/t7QKUXRRGHKjEGQ+x2QhwUJACJiUAK8nvB7w/sVrA+9n/FFtXhd4feQAHa+BvE7GD4HkJASOIKDuY0HOc1O3M2X/AeiHrtyQhcjwJyIe5n2JEDLvuU2JlrHzyw4zrQPsbHIUjZ1kdrJ5Q6GliKNl7GQzraZpYOeZooi/98OpTuyMsoPK41KiUSavBEUFb+hc6YhCgtYV3vC5WAIXDKAgOQ0BzyWtKbT+cUSULsNOO47xFDQcYb1z5w74HaBFid8HPpdEAcTV9GhFZNrIjYKMFi2OwlIgsR387nG6JevN71tk+sh9pqUwp4jjyC2nuHBqHEUW8+BGqxhFVeRxsi8EhIB5CfD+xOsGN14PeA3jtYGihyvC8b7FASBe37ggDAf4zEtDWpYKBHivYj0Ml2KIokcFhPwaDHfXr8RRnOJVlsl5X0ApIoQuAPplKpKdU3YuOc2NHUyOnPFmQksCrQSMJw9afujnDYbpORWOHVpaJNgZpYBih5ydY3bI2TlmJ53PqLCTzI3iiiKKHWnmKdv5CPA5LooYCg+eD260mvA5Gp4DiguKA1praNnjOdI0dWVWxfIYnmsKFp4PdiiYjhvPEa0rFBU8pzx3PJ88lxxlZb6c7sbvAr8rPJ4imseyPH4H2DGhIONILS0/LJsbBQtFN+vJ7xs7KbTisB78fqmqHftmG2iNpMWSG0eAWUduFFPsALEsTQu18diMJEIICIG0J8BrFq9FvJZR9PB6RusPNxE8aX9607YBoWeCVPXVfYgaZ79f2YjU7UnZh0DLUFzjYd6XCCHzntuUahlHKdixZseW4oaj7+ykTk9Pn1hPdl55I2KnmB1xWgSYBzu27Oyy48sOMjuq7CSzg8zpCydmKpExEaAA4AEUpLQUURxRqNDiQ5FCax07DJzeyIUGKGhoyaFgCYtVCh2eG1qWKFgpOHjeKCyYN88nOxc833SZnuEUyhx15TNAnZ2d4NS7rq4usGxaCFkuy6AFieXTgshjaUVkGRRFPJbWLXZkmCc31psWJoocfl94DJ8RYueHHR1+P/lsGi1MtFjyO8v2sy78LjMP2YSAEDAfAd5LeK3iIA3vObxvma+V0qJ0JUBxAyV2OD2OgidZ/nTlFU29RQhFQ0nSpAQBdlI5Ss+Re05TYAedCytwGhQ7yOzssvPKZ1xSosImrQTFJzsHFAy0upA9xQYFA39Xh50HWgBp5aPljy6XQ6d44bH0U1Rwn6JC00LmfFp9eF6ZjnlRfFD0Mn0kSh5LgUSxQkHG8vkd4MbyWC+6FFR8vohWI3ZsKHY4t59ijZYnWqUYzzKYF585oksxxvqyLqwT68g0FOSsc2Rdzr4vRwoBIZBqBHg94MAIrz28pqVa/aQ+QiAsguhSCNGlKKKbUL+J0YsQMvHJNVvT2Cml5YAj/bQmcCoUO6jsONM6xI4v46WzevFnnueAc+YpIihEeK54zuiniOJ54vmi6KBL4cFN0zQwHQUvLXw815qmhr9UkzRNA8ULOyphqxOFDUdwafnRtFA6lk2xRAHFjfv8jrBzwzrRokVLD4Uz/RROLFsVIW8hIH/rXpYAABAASURBVAQSSSBF8+b1iQMlHCDhfYYLpnDgLUWrK9W6xARCFiAOHioI6paXLL8qzbRvEUKmPbXmaxhH6DliT2sBO7DsAHNaFG9anG7FDrT5Wp2+LaJI5VRGWoc4usqpkAzjeWSrOD2NAoZCiRvPHzsf4elyFDR8DohT1ih4aMlhh4V58DkyPkPGaXL8TtAyRYsNrUKcRsl9Wo0ofjidj/sUQxRgzJflyyYEhIAQIAFeEzRNAwdNaE3mNYPTZnl/4bWHaWQTAmclEM/jjGeCqH4MEbTzTFAy/PFsRIrlJUIoxU6IVCc6AhzB57QoPsTKji8tDXyIn5YCWhL4/Eh0OUmqZBAIdzBofWEng4KF4oUuhUzkRsHEcD7TQ6sNRQ+FDafd0WUetPQko95ShhAQAuYnwPsHp1RzwIbXG16beH/hVDkOuHGw7d69e6DFiMKIIonWasbxXsPp2uanJC1MBQL8rkKJ9iAiRZAG+rEjjpCA+FRoe6LqIEIoIWQvd6ZcFYwPr/P3gTia39raCu4zjKuNUaxwGgJvKHx2gwKGD6aGH6Tnw/e8yeTk5ICWgpNuMrwocHoVR/75fBBvXrQyMD/evFg2y2R5zJ/hvImxDFob+MA8b2TcWBYtErRUsExaJngjpBWC+5qmrjKX+9ReSOtpxeEo7YUULoUKASFwaQlwCi0t2hRJdGnhpnWZ9wWKIN6jeE/hfY77lxaUNDx5BFQ/xHgmCBpoCEKEnz+qGumPb3zympjskkQIJZv4JSiPwoQ3Dlpr+OA8H0LnPkfbKFQ42saRfVoGuOABO7m08ISnJ1CMUExRsFAo8SbDKQpciYzToyhqODLHOIqosMDhDYkCh+KIefJZFC6mwGdQOO+bAokbb2B81oQri3GVMeZFcUbBxHK4+hg3rnoWuTHNJTh9Z2+iHCkEhIAQMCkB3ldo2ebUXFqtw/cyDsDxHsf7jEmbLs1KIQLKDgSoMdlDLlXPUeHKcmSkP2c8Drx++ulnGJ2Y3d3+/V/+1b4Uf/5v/2I3rqN7AL/3+3+wG8+0PJZpdgPVTjjPg+EqKqFvEUIJxXs5M6fo4NQl3jR486DA4T5H9nmz4MIGfF6DIojTnCiIKFg4xY0bp0lxekJYTPEmw2dB+EwInw/iqByfEeLxzI9lHbdRYLFciqKwy7I59So82seH55kvXW4sjxuXa6aQo4hj+ZymdTnPqLRaCAiB4whIuPkJ8D4W3thaTdOgaXsbw3jfoyubEEg0AWoalrHP1RCyEKmIfeFh/3njVT7h94cffWzs/vF/+c9RV12G/+nf/Y947/H7CAuYP/lv/lt897d/xwhnfNvbN/jT/+7PED6OB3PA/IMPP9oN4zElJaVgX47xydxECCWT9iUvS9O0fTeP8I0l0j0NEdNSWFFMUUTxORJunBp31EaRResTBRbFDwUU9zmqF86LNzBuFGvc+DA/XYqosICiiGL4afWTeCEgBISAEEhfArwvHNw0be/elb4ti2vNJbMLIhCa/gYEWb6mXK6ZTTfBfmYf3p589SV+/duf4G//5j8YQU+/foLFxQVUV9cY/gcPHmF6ahJ/8T/8G8P/6tULZGfn4P0PPjT8/GC8x+3G7/4nv08vvvOd74Lp2O8yApL4IUIoibClqP0ENE3bJ4w0jXNelcFXDWeEb0Q8Irwf6TJcNiEgBISAEBAC0RCIvH+ctK9ph+9L0eQvaYRAUghoFD9UPztuEv3Hta+srNwQOhMT40YSLlhl7Ox8DA8NGXtMZ+zsfPzoRz8ArUL/+X/xz4yQJ0++Mtxkf0QvhKKs2UkXGInb38kXHod5HPyakdHBMPoZTstQeKNftsM8hYkwke+AfAcu43cgfG+gy/bzvhHNxrSyyf/MWb8D0XzHzpNGnRmoEWQk28UJr//nP/8jwwL0p//iT3ZTcYbOrueYHVqMaBX6oz/6Y7x+/QpLi4vHpExscNyFkKZp6hzJpmnCQNMSy4Ar94Q3TUtMWZom+WqaMNA0YaBpwkDThIGmpQeD8L2BrqalR501TeqpaenNILFdduauhUQQlKvTMqRcFYKE+3Hkiwsc5OTm4l/9yz/bF3/QKrQvMsJDAeT2uPH3f/c3EaHJ3Y27EEpu9aU0ISAEhIAQiDMByU4ICAEhIARSkIDxe0GqXiGLEJAsvyry0Dssgv7kj/8IfG4onOCgNai+ocGImp2dMdzID1qR3n90b9/xkfHJ2BchlAzKUoYQEAJCQAgIASGQwgSkakIgHQho4IIJtAUZCyaoKof9DIOyDIX98YzHgRdFEIOOEjFc9KCisgpcCY5puHjCxsY6uKgC/am2iRBKtTMi9RECQkAICAEhIASEgBAQAgcIhC1BIdEDY1Kc0j6Gy7CY45m/FsrnpOOZLLzxN4EodK7faNr9raDRiVk8ffHGWA6bz/784Pvfw3/1x/+1Ed969x7+/L//1xdq9QnX/ShXhNBRVCRMCAgBISAEhIAQEAJCQAikGAFD7Kg6cUEH5RgiyHCNZ4YoaihplLvrZ2yk/2zxoVxgLJt962aj8RtC/J2g8BZpHeKUt3A404aX2mYe//Sf/KGx/Db3IzemYVoeGxme6H0RQokmnHr5S42EgBAQAkJACAgBISAE0oxA6JkgLSR+NC3iGSHVkF2/Fvd4lbtp3yKETHtqpWFCQAjsEZA9ISAEhIAQEALpTkAzxA9tOiHLUHL86U7tpPqLEDqJjsQJASEgBISAEEhXAlJvISAETEUgJH6gLD6hvdBn4v2mgnigMSKEDgARrxAQAkJACAgBISAEhEB6EjB7rWkNgqYpMRRqaVL8oaJM+SlCyJSnVRolBISAEBACQkAICAEhYCYC4SWxwwslJMtvJoYH22ISIXSwWeIXAkJACAgBISAEhIAQEAImImAsda1DN1zVLsNVfrUbsgztTJMzwlWg4Z4/XuVk2rcIIdOeWmmY6QlIA4WAEBACQkAICIFLQ4ArYuvQEHKV6NHVRr8ioHZ3wuMfr7I37VuEkGlPrTRMCAgBIWA+AtIiISAEhMBlJmDYd3YsPeSQFD8LMukmQsikJ1aaJQSEgBAQAkJACJiCgDRCCBgEdn9HiCYhFWKIIFqEdvyJildFmfYtQsi0p1YaJgSEgBAQAkJACAgBIWAaAsZqcUr+GC6gG+6eHwf88Yq/GH7JKVWEUHI4SylCQAgIASEgBISAEBACQuDMBLhaXOhZICV+VC7J8quiTPsWIWTaU5ueDZNaCwEhIASEgBAQAkJACBxBwHg2SIUbrpJEhhv2H3TjGK+yNutbhJBZz6y0SwgIgXQhIPUUAkJACAgBIXAqAeNRIIofpXGA0OpwyjFWi4N6JSpeZW3atwgh055aaZgQEAJCQAgIgVQlIPUSAkIgVgK6IYJ0GC52XKV+Eu2PtZ7plF6EUDqdLamrEBACQkAICAEhIASEQHoSOGetjWeCuCCCIX5oEaIYSrx7zmqn9OEihFL69EjlhIAQEAJCQAgIASEgBISAIrAjgpBsVxVt1rcIocSfWSlBCAgBISAEhIAQEAJCQAiciwAtQtiZHpdM91yVTvGDRQil+AmS6gmB9CQgtRYCQkAICAEhIATiScB4Fkjn7wepTbkhMaT2DXF02I1XfDzbkGp5iRBKtTMi9RECQkAICIH0JCC1FgJCQAgkkICuxE9YDFHkBA/4ExWfwCZdeNYihC78FEgFhIAQEAJCQAgIASGQngSk1kkksGP5CYkgpYIMf8gNUgUZflUf5e754xCvsjTrW4SQWc+stEsICAEhIASEgBAQAkLANAR2nxFiiyIXTNjnB5T0AeIYDxO/ziiETExEmiYEhIAQEAJCQAgIASEgBFKNQFjcqHqFRNHO0tkH/MqLeMYzP7NuIoTMemalXfEnIDkKASEgBISAEBACQuCCCARp6+G0twjXeGYowo8ExF9Qc5NSrAihpGCWQoSAEBAC6UlAai0EhIAQEAKpQ4ALJECpnZALZfmBemkI+0Punp+PDiEi/dniYdqXCCHTnlppmBAQAkJACAgBIXAGAnKIEEhJAqFnf5T42bEAJcufkjDiVCkRQnECKdkIASEgBISAEBACQkAICIFEEjCe/VEFhCw9ShTt7Ow4ykJkyCPlqkTqHX16lVi9j0uvokz5FiFkytMqjRICQkAICAEhIASEgBAwE4EgG6NpCLnYcRPvZ7Fm3UQImfXMRtkuSSYEhIAQEAJCQAgIASGQHgSMBRNUVY3fCaLLaXJ0d0xCiYpXRZjyLULIlKdVGiUEhMAJBCRKCAgBISAEhEDaEdAN0aOpTx3QEHLVjhGeQD9M/BIhZOKTK00TAkJACAgBIRAiIJ9CQAikP4EdEWSIH7YmWX6WZc5NhJA5z6u0SggIASEgBISAEBACl5uAyVq/O+1N2YLYtGT5WZZZNxFCZj2z0i4hIASEgBAQAkJACAgBUxEwFkpQLdoTQcqj3on2qyJM+TajEDLliZJGCQEhIASEgBAQAkJACFxeAsazQKr5ITc8Le7As0IJiFdZmvYtQsi0p1YadrkISGuFgBAQAkJACAgBMxPQNYCWn2S7ZmYqQsjMZ1faJgSEgBAwMwFpmxAQAkLgEhHYWSEbyXbNjFiEkJnPrrRNCAgBISAEhIAQMBUBaczlJUBLEKfF0Q1bhpLhNzNxEUJmPrvSNiEgBISAEBACQkAICAFTENCVKYgiiC4bRDcZfpZ1wVvCihchlDC0krEQEAJCQAgIASEgBISAEIgPgbDoMVwoW5AG7IqhBPrjU/vUzEWEUGqeF6kVCcgmBISAEBACQkAICAEhYBBQ0geGCIqwDO3zQ6WIFEcH050x3ijcpB8ihEx6YqVZQkAIpCcBqbUQEAJCQAgIgaMI6CqQFiAcEDu7/kTFq3zN+hYhZNYzK+0SAkJACAgBIZAeBKSWQkAIREFA2XtAC9D+hRK03SW1ExUfRdXSNokIobQ9dVJxISAEhIAQEAJCQAgIgfQkcLZaGxYhdSitQ8qBrgfpYM8f2gt98hmi+MQbhZjwQ4SQCU+qNEkICAEhIASEgBAQAkLAXARClqAdC5BqWrL8qijTvkUIJfnUSnFCQAgIASEgBISAEBACQuAsBDj9DZqmLEAhm4/hxwF/3OPPUtP0OEaEUHqcJ6mlEEhnAlJ3ISAEhIAQEAJC4JwEaAFiFkGuBqd2dv07smjXH+d4VZRp3yKETHtqpWFCQAgIASFwcQSkZCEgBIRAnAkoS48hdrhqnBI/SJY/zs1IpexECKXS2ZC6CAEhIASEgBAQAkIgXQlIvRNKgJYgFpBsl2WadRMhZNYzK+0SAkJACAgBISAEhIAQMA8BZQkKW4SS6pqH4KGWxEMIHcpUAoSAEBACQkAICAEhIASEgBCIHwHDEkQxpIcWSgj79QN+I1wVa7gq/XnjVVamfYsQMu2plYYlloDkLgSEgBAQAkJACAiBJBJQoiYsbnYtQkoEhX9kFQmKT2ILk16UCKFuvPavAAALI0lEQVSkI5cChYAQEAJpSkCqLQSEgBAQAhdGwFgqO0LsJMt/YQ1OQsEihJIAWYoQAkJACAgBISAE0pOA1FoIpAoBTogL8mNHDHE3Kf5UAZCAeogQSgBUyVIICAEhIASEgBAQAkJACMSTQNgCFHbD0+NC/p0fVVUiKeQHzhEPY5qdsUQ3TP0SIWTq0yuNEwJCQAgIASEgBISAEDADgZAFyJA5MCxBqlF8ZsgIV6LFcPnMkBGuPtQ7HvEqG9O+RQiZ9tSeoWFyiBAQAkJACAgBISAEhEBKEqDQoaXmsGuEKCmkqm1YhA6654tXuZn2LULItKdWGiYEhEA0BCSNEBACQkAICIF0IEA5Q3sQXU57o2v4Nc2YBrfrV42JZ7zKzrRvEUKmPbXSMCEgBISAEBACRxKQQCEgBNKQgCF6VL3pKkdZgEJ74d8Joi8shuIZz7zMuokQMuuZlXYJASEgBISAEBACQkAI7BBIf4e/F2SIHWP6m9pLkpv+5I5vgQih49lIjBAQAkJACAgBISAEhIAQSAkCtPwYFp+dBRGS5U+JxieoEqYXQgniJtkKASEgBISAEBACQkAICIGkEQhbhEILJhxvEYp3fNIaeAEFiRC6AOhSpBBIMAHJXggIASEgBISAEDAZAcMCpAHhJbHD/oNuvONNhnFfc0QI7cMhHiEgBISAEEhPAlJrISAEhIDJCSgRtCt6oMOw/HCanBEO7PPHMR4mfokQMvHJlaYJASEgBISAEBACJiYgTbtUBIwlsTUNITGkhSxDu35lKVLiR9/1xy/ezJBFCJn57ErbhIAQEAJCQAgIASEgBExBQNmADBGEHbEDwxKkQnf8ai8x8SlGL57VESEUT5qSlxAQAkJACAgBISAEhIAQSAAB3bD4hC0/h91ExSegKSmTpQihlDkVUpGTCUisEBACQkAICAEhIAQuMwEtZPFRCCh6oExCnCYH9Uq0XxVhyrcIIVOeVmmUEBACpiAgjRACQkAICAEhsEMg9IxQyBLEoGT5WZZZNxFCZj2z0i4hIASEgBAQAmlIQKosBITA8QQMy4+2J4YMv0pOUaQcTp6DMhRhnx8H0p/heJWFKd8ihEx5WqVRQkAICAEhIASEgBAQAmlCIKpqhsVN+HeCdv1K/jCDXT+X1FYBu/5zxqusTPsWIWTaUysNEwJCQAgIASEgBISAEDANgbAlR7mGJUi5htg5wo1rvGkAHm6ICKHDTJIXIiUJASEgBISAEBACQkAICIEoCNASxGTJdlmmWTcRQmY9s9IuIZCiBKRaQkAICAEhIASEwBkIGJYfdZzh6gg9CwSE3AT6Yd6XCCHznltpmRAQAkJACKQGAamFEBACQuDcBAxLkBJB4SWzk+U/d8VTOAMRQil8cqRqQkAICAEhIASEgBBITwJS67gTUCKI4keny8zpcmEEugn0M2uzbiKEzHpmpV1CQAgIASEgBISAEBACpiGgsyVK9BgWIbpJ8rMYs25xF0JmBSXtEgJCQAgIASEgBISAEBACF0WAQogiSNc0GJYh6CF31w8kIv6i2puMckUIJYOylGF2AtI+ISAEhIAQEAJCQAgklICuhI9uWIKUJDJcVZzhhv0qxT5/fOJVLqZ9ixAy7amVhgkBISAEEklA8hYCQkAICIFkElByJ2QBUoUqyaNkEZLiV8WZ9i1CyLSnVhomBISAEBACQkAIxJWAZCYELpAAxQ+XyqZLUUQ3Gf4LbHLCixYhlHDEUoAQEAJCQAgIASEgBISAEDgfgbD4OeRqyjKk7EOHwlVxFEucThc8R7zKxrRvEUKmPbXSMCEgBISAEBACQkAICAGzEDBEjWrMIVenBIIhdbgX73hVpGnfIoRMe2rP2zA5XggIASEgBISAEBACQiBVCNCyY4gcZQFKppsq7U9EPUQIJYKq5CkEhEB6EpBaCwEhIASEgBBIUQLG0tiqbiFXCy2VjYOusgwpC5F+KDycLvZ4VaRp3yKETHtqpWFCQAgIASEgBE4nICmEgBBIDwIhi5Cqq6ZEDSfC7ViGlOahDwmLV0Wa9S1CyKxnVtolBISAEBACQkAICAEhcBSBtAwzLEFK/AQNi8+OZcfwq33lJio+LWFFWWkRQlGCkmRCQAgIASEgBISAEBACQuDCCNASpERQ2AKESL8RrixFhquEEXTELR7mfV0uIWTe8ygtEwJCQAgIASEgBISAEDAxAWMJbGX5MSxCdJXY4XS4RPsPIv3wo4/x9MUbjE7MGtu//8u/OpgkbfwihNLmVElFhcDZCMhRQkAICAEhIASEgDkIcPoblAgyXNUkw020X5UT+f7//H//NdbX1lBXXYY//i//OVrv3sOf/9u/iEySNvsihNLmVElFhYAQEAJCIEoCkkwICAEhYDoCtAhRBNE1LEHKIpQMfyTI3/v9P0BxcQl+9KMfGMF/+zf/AdNTk7h//4HhT7cPEULpdsakvkJACAgBISAEhIAQOERAAi4DAU6DYzv5O0J0k+VnWdzqGxpgdzi4u7vNzc0hJzcXnDK3G5gmOyKE0uRESTWFgBAQAkJACAgBISAELi8BWoLCFiBSSJafZUVuPq8Xw0NDkUEXt3/OkkUInROgHC4EhIAQEAJCQAgIASEgBBJNwJbxb2BVW7Ldg+2yOxygZehgeDr6RQil41mTOgsBISAEhIAQEAJCQAgIgSQToCWIFqHIYktLS43FE5589WVkcFrsixBKi9MklRQCQkAICAEhIASEgBAQAhdLgIsjLCzM4zvf+a5RES6eUFFZhdevXxn+dPsQIZRuZ0zqKwSEgBAQAkLgshCQdgoBIZByBP7Vv/wzY3EE/o7Qv/uf/xe0vX2DP/0Xf5Jy9YymQiKEoqEkaYSAEBACQkAICAEhIASEQBIIpHoRnAL3/qN7xu8I8beE/uk/+cNUr/Kx9RMhdCwaiRACQkAICAEhIASEgBAQAkLArARECKXMmZWKCAEhIASEgBAQAkJACAgBIZAsAiKEkkVayhECQuAwAQkRAkJACAgBISAEhMAFERAhdEHgpVghIASEgBC4nASk1UJACAgBIZAaBEQIpcZ5kFoIASEgBISAEBACQsCsBKRdQiAlCYgQSsnTIpUSAkJACAgBISAEhIAQEAJCIJEEEiuEEllzyVsICAEhIASEgBAQAkJACAgBIXBGAiKEzghODhMCxxGQcCEgBISAEBACQkAICIHUJyBCKPXPkdRQCAgBIZDqBKR+QkAICAEhIATSjoAIobQ7ZVJhISAEhIAQEAJC4OIJSA2EgBBIdwIihNL9DEr9hYAQEAJCQAgIASEgBIRAMgiYrAwRQiY7odIcISAEhIAQEAJCQAgIASEgBE4nIELodEaSAhAGQkAICAEhIASEgBAQAkLAVARECJnqdEpjhIAQiB8ByUkICAEhIASEgBAwMwERQmY+u9I2ISAEhIAQEAKxEJC0QkAICIFLRECE0CU62dJUISAEhIAQEAJCQAgIgf0ExHd5CYgQurznXlouBISAEBACQkAICAEhIAQuLYFLLIQu7TmXhgsBISAEhIAQEAJCQAgIgUtPQITQpf8KCIBLRUAaKwSEgBAQAkJACAgBIWAQECFkYJAPISAEhIAQMCsBaZcQEAJCQAgIgaMIiBA6ioqECQEhIASEgBAQAkIgfQlIzYWAEIiCgAihKCBJEiEgBISAEBACQkAICAEhIARSmUDsdRMhFDszOUIICAEhIASEgBAQAkJACAiBNCcgQijNT6BUHxAGQkAICAEhIASEgBAQAkIgVgIihGIlJumFgBAQAhdPQGogBISAEBACQkAInJPA/wUAAP//x02SWwAAAAZJREFUAwALDYlc4SdB4QAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extra Credit - Interactive World Cloropleth\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "\n",
    "# Make a clean copy for mapping\n",
    "map_df = df.copy()\n",
    "\n",
    "# Optional: rename columns to simpler labels for dropdowns / hover\n",
    "map_df = map_df.rename(columns={\n",
    "    \"GDP ( USD billions)\": \"gdp_usd_billions\",\n",
    "    \"GDP Per Capita(USD)\": \"gdp_per_capita\"\n",
    "})\n",
    "\n",
    "# Metrics to visualize\n",
    "map_metrics = {\n",
    "    \"Total COVID Cases\": \"total_cases\",\n",
    "    \"Cases per Million\": \"cases_per_million\",\n",
    "    \"Total Deaths\": \"total_deaths\",\n",
    "    \"Deaths per Million\": \"deaths_per_million\",\n",
    "    \"GDP (USD Billions)\": \"gdp_usd_billions\",\n",
    "    \"GDP per Capita (USD)\": \"gdp_per_capita\"\n",
    "}\n",
    "\n",
    "# Default map\n",
    "fig = px.choropleth(\n",
    "    map_df,\n",
    "    locations=\"country\",\n",
    "    locationmode=\"country names\",\n",
    "    color=\"total_cases\",\n",
    "    hover_name=\"country\",\n",
    "    hover_data={\n",
    "        \"continent\": True,\n",
    "        \"population\": \":,\",\n",
    "        \"total_cases\": \":,\",\n",
    "        \"cases_per_million\": \":,.0f\",\n",
    "        \"total_deaths\": \":,\",\n",
    "        \"deaths_per_million\": \":,.0f\",\n",
    "        \"gdp_usd_billions\": \":,.1f\",\n",
    "        \"gdp_per_capita\": \":,.0f\"\n",
    "    },\n",
    "    color_continuous_scale=\"Plasma\",\n",
    "    projection=\"natural earth\",\n",
    "    title=\"Global COVID-19 and Economic Indicators by Country\"\n",
    ")\n",
    "\n",
    "# Create dropdown buttons\n",
    "buttons = []\n",
    "for label, metric in map_metrics.items():\n",
    "    buttons.append(\n",
    "        dict(\n",
    "            method=\"update\",\n",
    "            label=label,\n",
    "            args=[\n",
    "                {\"z\": [map_df[metric]]},\n",
    "                {\n",
    "                    \"title\": f\"Global Map: {label}\",\n",
    "                    \"coloraxis\": {\n",
    "                        \"colorbar\": {\"title\": label}\n",
    "                    }\n",
    "                }\n",
    "            ]\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.update_layout(\n",
    "    template=\"plotly_dark\",\n",
    "    width=1100,\n",
    "    height=650,\n",
    "    margin=dict(l=20, r=20, t=70, b=20),\n",
    "    updatemenus=[\n",
    "        dict(\n",
    "            buttons=buttons,\n",
    "            direction=\"down\",\n",
    "            showactive=True,\n",
    "            x=0.02,\n",
    "            y=1.08,\n",
    "            xanchor=\"left\",\n",
    "            yanchor=\"top\"\n",
    "        )\n",
    "    ],\n",
    "    coloraxis_colorbar=dict(title=\"Metric\"),\n",
    "    geo=dict(showframe=False, showcoastlines=True)\n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "8b83adeb-0737-48c6-8e0a-95acdd5de60c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# country-name fixes for map matching\n",
    "map_df[\"country\"] = map_df[\"country\"].replace({\n",
    "    \"USA\": \"United States\",\n",
    "    \"UK\": \"United Kingdom\",\n",
    "    \"Russia\": \"Russian Federation\",\n",
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    "    \"South-Africa\": \"South Africa\",\n",
    "    \"New-Zealand\": \"New Zealand\",\n",
    "    \"San-Marino\": \"San Marino\"\n",
    "})"
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  },
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   "execution_count": 65,
   "id": "0e681416-0869-4e93-9909-017a03665761",
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "\n",
    "# Clean copy\n",
    "map_df = df.copy()\n",
    "\n",
    "map_df = map_df.rename(columns={\n",
    "    \"GDP ( USD billions)\": \"gdp_usd_billions\",\n",
    "    \"GDP Per Capita(USD)\": \"gdp_per_capita\"\n",
    "})\n",
    "\n",
    "# Metrics dropdown\n",
    "map_metrics = {\n",
    "    \"Total COVID Cases\": \"total_cases\",\n",
    "    \"Cases per Million\": \"cases_per_million\",\n",
    "    \"Total Deaths\": \"total_deaths\",\n",
    "    \"Deaths per Million\": \"deaths_per_million\",\n",
    "    \"GDP (USD Billions)\": \"gdp_usd_billions\",\n",
    "    \"GDP per Capita (USD)\": \"gdp_per_capita\"\n",
    "}\n",
    "\n",
    "# Swag color palette\n",
    "swag_colors = [\n",
    "    \"#b8f2e6\",  \n",
    "    \"#5dd9c1\", \n",
    "    \"#00bcd4\",  \n",
    "    \"#4ea8de\",  \n",
    "    \"#c1121f\",  \n",
    "    \"#780000\"   \n",
    "]\n",
    "\n",
    "fig = px.choropleth(\n",
    "    map_df,\n",
    "    locations=\"country\",\n",
    "    locationmode=\"country names\",\n",
    "    color=\"total_cases\",\n",
    "    hover_name=\"country\",\n",
    "    hover_data={\n",
    "        \"continent\": True,\n",
    "        \"population\": \":,\",\n",
    "        \"total_cases\": \":,\",\n",
    "        \"cases_per_million\": \":,.0f\",\n",
    "        \"total_deaths\": \":,\",\n",
    "        \"deaths_per_million\": \":,.0f\",\n",
    "        \"gdp_usd_billions\": \":,.1f\",\n",
    "        \"gdp_per_capita\": \":,.0f\"\n",
    "    },\n",
    "    color_continuous_scale=swag_colors,\n",
    "    projection=\"natural earth\",\n",
    "    title=\" Global COVID-19 and Economic Indicators\"\n",
    ")\n",
    "\n",
    "# Dropdown buttons\n",
    "buttons = []\n",
    "for label, metric in map_metrics.items():\n",
    "    buttons.append(\n",
    "        dict(\n",
    "            method=\"update\",\n",
    "            label=label,\n",
    "            args=[\n",
    "                {\"z\": [map_df[metric]]},\n",
    "                {\"title\": f\" Global Map: {label}\"}\n",
    "            ]\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.update_layout(\n",
    "    template=\"plotly_dark\",\n",
    "    width=1150,\n",
    "    height=700,\n",
    "    margin=dict(l=20, r=20, t=80, b=20),\n",
    "\n",
    "    updatemenus=[\n",
    "        dict(\n",
    "            buttons=buttons,\n",
    "            direction=\"down\",\n",
    "            showactive=True,\n",
    "            x=0.02,\n",
    "            y=1.08,\n",
    "            xanchor=\"left\",\n",
    "            yanchor=\"top\",\n",
    "            bgcolor=\"#1e1e1e\",\n",
    "            bordercolor=\"white\",\n",
    "            font=dict(size=12)\n",
    "        )\n",
    "    ],\n",
    "\n",
    "    coloraxis_colorbar=dict(\n",
    "        title=\"Metric Value\",\n",
    "        thickness=20,\n",
    "        len=0.7\n",
    "    ),\n",
    "\n",
    "    geo=dict(\n",
    "        showframe=False,\n",
    "        showcoastlines=True,\n",
    "        coastlinecolor=\"white\",\n",
    "        showocean=True,\n",
    "        oceancolor=\"#0f1c2e\",\n",
    "        showland=True,\n",
    "        landcolor=\"#1c1c1c\"\n",
    "    )\n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "91878b07-385c-4c81-944d-688a7ff1726e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "\n",
    "# Clean copy\n",
    "bubble_df = df.copy().rename(columns={\n",
    "    \"GDP ( USD billions)\": \"gdp_usd_billions\",\n",
    "    \"GDP Per Capita(USD)\": \"gdp_per_capita\"\n",
    "})\n",
    "\n",
    "\n",
    "# Swaggy alive palette\n",
    "bubble__swag_colors = [\n",
    "    \"#b8f2e6\",  \n",
    "    \"#5dd9c1\",  \n",
    "    \"#00bcd4\",  \n",
    "    \"#4ea8de\",  \n",
    "    \"#c1121f\",  \n",
    "    \"#780000\"   \n",
    "]\n",
    "\n",
    "fig = px.scatter_geo(\n",
    "    bubble_df,\n",
    "    locations=\"country\",\n",
    "    locationmode=\"country names\",\n",
    "    size=\"total_cases\",\n",
    "    color=\"gdp_per_capita\",\n",
    "    hover_name=\"country\",\n",
    "    hover_data={\n",
    "        \"continent\": True,\n",
    "        \"population\": \":,\",\n",
    "        \"total_cases\": \":,\",\n",
    "        \"cases_per_million\": \":,.0f\",\n",
    "        \"total_deaths\": \":,\",\n",
    "        \"deaths_per_million\": \":,.0f\",\n",
    "        \"gdp_usd_billions\": \":,.1f\",\n",
    "        \"gdp_per_capita\": \":,.0f\"\n",
    "    },\n",
    "    projection=\"natural earth\",\n",
    "    size_max=45,\n",
    "    color_continuous_scale=bubble_colors,\n",
    "    title=\" Global Bubble Map: COVID-19 Burden and Economic Prosperity\"\n",
    ")\n",
    "\n",
    "fig.update_layout(\n",
    "    width=1200,\n",
    "    height=700,\n",
    "    title_x=0.5,\n",
    "    title_font_size=22,\n",
    "    margin=dict(l=20, r=20, t=70, b=20),\n",
    "\n",
    "    geo=dict(\n",
    "        showframe=False,\n",
    "        showcoastlines=True,\n",
    "        coastlinecolor=\"white\",\n",
    "        showocean=True,\n",
    "        oceancolor=\"#4ea8de\",   \n",
    "        showland=True,\n",
    "        landcolor=\"#e9ecef\",\n",
    "        bgcolor=\"#4ea8de\"\n",
    "    ),\n",
    "\n",
    "    coloraxis_colorbar=dict(\n",
    "        title=\"GDP per Capita\",\n",
    "        thickness=18,\n",
    "        len=0.7\n",
    "    ),\n",
    "\n",
    "    hoverlabel=dict(\n",
    "        bgcolor=\"white\",\n",
    "        font_size=12\n",
    "    )\n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "2c2893d0-187e-4d07-8679-7f5da55a2c88",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "ml_df = df.rename(columns={\n",
    "    \"GDP ( USD billions)\": \"gdp_usd_billions\",\n",
    "    \"GDP Per Capita(USD)\": \"gdp_per_capita\"\n",
    "})\n",
    "\n",
    "features = [\n",
    "    \"population\",\n",
    "    \"cases_per_million\",\n",
    "    \"gdp_usd_billions\",\n",
    "    \"gdp_per_capita\"\n",
    "]\n",
    "\n",
    "X = ml_df[features]\n",
    "y = ml_df[\"deaths_per_million\"]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=0.2, random_state=42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "000b1fb4-1e25-4478-b743-5691a15c5322",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R²: 0.5047365448132521\n",
      "Mean Absolute Error: 739.8096396396396\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.metrics import r2_score, mean_absolute_error\n",
    "\n",
    "model = RandomForestRegressor(\n",
    "    n_estimators=300,\n",
    "    random_state=42\n",
    ")\n",
    "\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "predictions = model.predict(X_test)\n",
    "\n",
    "print(\"R²:\", r2_score(y_test, predictions))\n",
    "print(\"Mean Absolute Error:\", mean_absolute_error(y_test, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "177a5680-0351-4817-96cc-fe3078f8ac84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Feature</th>\n",
       "      <th>Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cases_per_million</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>gdp_per_capita</td>\n",
       "      <td>0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>gdp_usd_billions</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>population</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Feature  Importance\n",
       "1  cases_per_million        0.50\n",
       "3     gdp_per_capita        0.26\n",
       "2   gdp_usd_billions        0.14\n",
       "0         population        0.10"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "importance = pd.DataFrame({\n",
    "    \"Feature\": features,\n",
    "    \"Importance\": model.feature_importances_\n",
    "}).sort_values(\"Importance\", ascending=False)\n",
    "\n",
    "importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "89c9b47c-d2da-4490-a924-295d283e0629",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score, mean_absolute_error\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Predictions already created earlier:\n",
    "# predictions = model.predict(X_test)\n",
    "\n",
    "plt.style.use(\"dark_background\")\n",
    "fig, ax = plt.subplots(figsize=(10, 7))\n",
    "\n",
    "# Scatter points\n",
    "ax.scatter(\n",
    "    y_test,\n",
    "    predictions,\n",
    "    s=90,\n",
    "    c=\"#00f5d4\",\n",
    "    edgecolors=\"#f15bb5\",\n",
    "    linewidths=1.2,\n",
    "    alpha=0.85\n",
    ")\n",
    "\n",
    "# Perfect prediction line\n",
    "line_min = min(y_test.min(), predictions.min())\n",
    "line_max = max(y_test.max(), predictions.max())\n",
    "\n",
    "ax.plot(\n",
    "    [line_min, line_max],\n",
    "    [line_min, line_max],\n",
    "    linestyle=\"--\",\n",
    "    linewidth=2.5,\n",
    "    color=\"#fee440\",\n",
    "    label=\"Perfect Prediction\"\n",
    ")\n",
    "\n",
    "# Labels and title\n",
    "ax.set_title(\"PROJECT NIGHTCITY // Actual vs Predicted Deaths per Million\",\n",
    "             fontsize=16, color=\"#00f5d4\", pad=18, weight=\"bold\")\n",
    "ax.set_xlabel(\"Actual Deaths per Million\", fontsize=12, color=\"white\")\n",
    "ax.set_ylabel(\"Predicted Deaths per Million\", fontsize=12, color=\"white\")\n",
    "\n",
    "# Grid styling\n",
    "ax.grid(color=\"#2f3e46\", linestyle=\":\", linewidth=0.8, alpha=0.7)\n",
    "\n",
    "# Metrics on chart\n",
    "r2 = r2_score(y_test, predictions)\n",
    "mae = mean_absolute_error(y_test, predictions)\n",
    "\n",
    "ax.text(\n",
    "    0.03, 0.95,\n",
    "    f\"R² = {r2:.3f}\\nMAE = {mae:,.1f}\",\n",
    "    transform=ax.transAxes,\n",
    "    fontsize=12,\n",
    "    verticalalignment=\"top\",\n",
    "    bbox=dict(facecolor=\"#111111\", edgecolor=\"#f15bb5\", boxstyle=\"round,pad=0.5\")\n",
    ")\n",
    "\n",
    "ax.legend(facecolor=\"#111111\", edgecolor=\"#00f5d4\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "37736f0f-3fc6-45f3-8a26-ef24b6359cab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score, mean_absolute_error\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Predictions already created earlier:\n",
    "# predictions = model.predict(X_test)\n",
    "\n",
    "plt.style.use(\"dark_background\")\n",
    "fig, ax = plt.subplots(figsize=(10, 7))\n",
    "\n",
    "# Scatter points\n",
    "ax.scatter(\n",
    "    y_test,\n",
    "    predictions,\n",
    "    s=90,\n",
    "    c=\"#00f5d4\",\n",
    "    edgecolors=\"#f15bb5\",\n",
    "    linewidths=1.2,\n",
    "    alpha=0.85\n",
    ")\n",
    "\n",
    "# Perfect prediction line\n",
    "line_min = min(y_test.min(), predictions.min())\n",
    "line_max = max(y_test.max(), predictions.max())\n",
    "\n",
    "ax.plot(\n",
    "    [line_min, line_max],\n",
    "    [line_min, line_max],\n",
    "    linestyle=\"--\",\n",
    "    linewidth=2.5,\n",
    "    color=\"#fee440\",\n",
    "    label=\"Perfect Prediction\"\n",
    ")\n",
    "\n",
    "# Labels and title\n",
    "ax.set_title(\"PROJECT NIGHTCITY // Actual vs Predicted Deaths per Million\",\n",
    "             fontsize=16, color=\"#00f5d4\", pad=18, weight=\"bold\")\n",
    "ax.set_xlabel(\"Actual Deaths per Million\", fontsize=12, color=\"white\")\n",
    "ax.set_ylabel(\"Predicted Deaths per Million\", fontsize=12, color=\"white\")\n",
    "\n",
    "# Grid styling\n",
    "ax.grid(color=\"#2f3e46\", linestyle=\":\", linewidth=0.8, alpha=0.7)\n",
    "\n",
    "# Metrics on chart\n",
    "r2 = r2_score(y_test, predictions)\n",
    "mae = mean_absolute_error(y_test, predictions)\n",
    "\n",
    "ax.text(\n",
    "    0.03, 0.95,\n",
    "    f\"R² = {r2:.3f}\\nMAE = {mae:,.1f}\",\n",
    "    transform=ax.transAxes,\n",
    "    fontsize=12,\n",
    "    verticalalignment=\"top\",\n",
    "    bbox=dict(facecolor=\"#111111\", edgecolor=\"#f15bb5\", boxstyle=\"round,pad=0.5\")\n",
    ")\n",
    "\n",
    "ax.legend(facecolor=\"#111111\", edgecolor=\"#00f5d4\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "66127119-b87b-4861-a424-1d5f2b0236a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =========================\n",
    "# PROJECT NIGHTCITY: Residual Error Field\n",
    "# =========================\n",
    "\n",
    "residuals = y_test - predictions\n",
    "\n",
    "plt.style.use(\"dark_background\")\n",
    "fig, ax = plt.subplots(figsize=(10, 7))\n",
    "\n",
    "scatter = ax.scatter(\n",
    "    predictions,\n",
    "    residuals,\n",
    "    c=np.abs(residuals),\n",
    "    cmap=\"cool\",\n",
    "    s=100,\n",
    "    edgecolors=\"#fee440\",\n",
    "    linewidths=0.8,\n",
    "    alpha=0.9\n",
    ")\n",
    "\n",
    "ax.axhline(0, color=\"#f15bb5\", linestyle=\"--\", linewidth=2)\n",
    "\n",
    "ax.set_title(\"PROJECT NIGHTCITY // Residual Error Field\",\n",
    "             fontsize=16, color=\"#00f5d4\", pad=18, weight=\"bold\")\n",
    "ax.set_xlabel(\"Predicted Deaths per Million\", fontsize=12)\n",
    "ax.set_ylabel(\"Residual Error\", fontsize=12)\n",
    "\n",
    "ax.grid(color=\"#2f3e46\", linestyle=\":\", alpha=0.7)\n",
    "\n",
    "cbar = plt.colorbar(scatter)\n",
    "cbar.set_label(\"Absolute Error\", color=\"white\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "f7558a79-57ef-48f8-823e-cc9455db2b43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =========================\n",
    "# PROJECT NIGHTCITY: 3D Prediction Space\n",
    "# =========================\n",
    "\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure(figsize=(11, 8))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "plt.style.use(\"dark_background\")\n",
    "\n",
    "edgecolor=\"white\",\n",
    "linewidth=0.6\n",
    "\n",
    "p = ax.scatter(\n",
    "    X_test[\"cases_per_million\"],\n",
    "    X_test[\"gdp_per_capita\"],\n",
    "    predictions,\n",
    "    c=predictions,\n",
    "    cmap=\"cool\",\n",
    "    s=70,\n",
    "    edgecolor=\"#fee440\",\n",
    "    alpha=0.9\n",
    ")\n",
    "\n",
    "ax.set_title(\"PROJECT NIGHTCITY // 3D Mortality Prediction Space\",\n",
    "             color=\"#00f5d4\", fontsize=15, pad=20, weight=\"bold\")\n",
    "ax.set_xlabel(\"Cases per Million\", color=\"white\")\n",
    "ax.set_ylabel(\"GDP per Capita\", color=\"white\")\n",
    "ax.set_zlabel(\"Predicted Deaths per Million\", color=\"white\")\n",
    "\n",
    "fig.colorbar(p, shrink=0.6, pad=0.1)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "f580904b-85b3-4975-a418-704a5c7c94a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting shap\n",
      "  Downloading shap-0.51.0-cp313-cp313-win_amd64.whl.metadata (26 kB)\n",
      "Requirement already satisfied: numpy>=2 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (2.3.5)\n",
      "Requirement already satisfied: scipy in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (1.16.3)\n",
      "Requirement already satisfied: scikit-learn in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (1.7.2)\n",
      "Requirement already satisfied: pandas in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (2.3.3)\n",
      "Requirement already satisfied: tqdm>=4.27.0 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (4.67.1)\n",
      "Requirement already satisfied: packaging>20.9 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (25.0)\n",
      "Collecting slicer==0.0.8 (from shap)\n",
      "  Downloading slicer-0.0.8-py3-none-any.whl.metadata (4.0 kB)\n",
      "Requirement already satisfied: numba in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (0.62.1)\n",
      "Requirement already satisfied: llvmlite in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (0.45.1)\n",
      "Requirement already satisfied: cloudpickle in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (3.1.1)\n",
      "Requirement already satisfied: typing-extensions in c:\\users\\pc\\anaconda3\\lib\\site-packages (from shap) (4.15.0)\n",
      "Requirement already satisfied: colorama in c:\\users\\pc\\anaconda3\\lib\\site-packages (from tqdm>=4.27.0->shap) (0.4.6)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pandas->shap) (2.9.0.post0)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pandas->shap) (2025.2)\n",
      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pandas->shap) (2025.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from python-dateutil>=2.8.2->pandas->shap) (1.17.0)\n",
      "Requirement already satisfied: joblib>=1.2.0 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from scikit-learn->shap) (1.5.2)\n",
      "Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from scikit-learn->shap) (3.5.0)\n",
      "Downloading shap-0.51.0-cp313-cp313-win_amd64.whl (555 kB)\n",
      "   ---------------------------------------- 0.0/555.9 kB ? eta -:--:--\n",
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      "   ---------------------------------------- 555.9/555.9 kB 1.5 MB/s  0:00:00\n",
      "Downloading slicer-0.0.8-py3-none-any.whl (15 kB)\n",
      "Installing collected packages: slicer, shap\n",
      "\n",
      "   -------------------- ------------------- 1/2 [shap]\n",
      "   -------------------- ------------------- 1/2 [shap]\n",
      "   -------------------- ------------------- 1/2 [shap]\n",
      "   -------------------- ------------------- 1/2 [shap]\n",
      "   ---------------------------------------- 2/2 [shap]\n",
      "\n",
      "Successfully installed shap-0.51.0 slicer-0.0.8\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =========================\n",
    "# PROJECT NIGHTCITY: SHAP Summary Plot\n",
    "# =========================\n",
    "!pip install shap\n",
    "import shap\n",
    "\n",
    "# Create SHAP explainer for tree model\n",
    "explainer = shap.TreeExplainer(model)\n",
    "shap_values = explainer.shap_values(X_test)\n",
    "\n",
    "# Plot\n",
    "shap.summary_plot(\n",
    "    shap_values,\n",
    "    X_test,\n",
    "    plot_size=(10, 6)\n",
    ")"
   ]
  },
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   "execution_count": null,
   "id": "57e26e23-4895-4189-9672-18a6da6cf414",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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