old_files/Data_Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5630d6a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Libraries\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "305af715",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a2b18814",
   "metadata": {},
   "outputs": [],
   "source": [
    "Bitcoin = pd.read_csv('data/coin_Bitcoin.csv')\n",
    "Ethereum = pd.read_csv('data/coin_Ethereum.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "89711380",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Understand Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2e2c93d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SNo</th>\n",
       "      <th>Name</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Date</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Marketcap</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2013-04-29 23:59:59</td>\n",
       "      <td>147.488007</td>\n",
       "      <td>134.000000</td>\n",
       "      <td>134.444000</td>\n",
       "      <td>144.539993</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.603769e+09</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2013-04-30 23:59:59</td>\n",
       "      <td>146.929993</td>\n",
       "      <td>134.050003</td>\n",
       "      <td>144.000000</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.542813e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2013-05-01 23:59:59</td>\n",
       "      <td>139.889999</td>\n",
       "      <td>107.720001</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>116.989998</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.298955e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2013-05-02 23:59:59</td>\n",
       "      <td>125.599998</td>\n",
       "      <td>92.281898</td>\n",
       "      <td>116.379997</td>\n",
       "      <td>105.209999</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.168517e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2013-05-03 23:59:59</td>\n",
       "      <td>108.127998</td>\n",
       "      <td>79.099998</td>\n",
       "      <td>106.250000</td>\n",
       "      <td>97.750000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.085995e+09</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2986</th>\n",
       "      <td>2987</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-02 23:59:59</td>\n",
       "      <td>33939.588699</td>\n",
       "      <td>32770.680780</td>\n",
       "      <td>33549.600177</td>\n",
       "      <td>33897.048590</td>\n",
       "      <td>3.872897e+10</td>\n",
       "      <td>6.354508e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987</th>\n",
       "      <td>2988</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-03 23:59:59</td>\n",
       "      <td>34909.259899</td>\n",
       "      <td>33402.696536</td>\n",
       "      <td>33854.421362</td>\n",
       "      <td>34668.548402</td>\n",
       "      <td>2.438396e+10</td>\n",
       "      <td>6.499397e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2988</th>\n",
       "      <td>2989</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-04 23:59:59</td>\n",
       "      <td>35937.567147</td>\n",
       "      <td>34396.477458</td>\n",
       "      <td>34665.564866</td>\n",
       "      <td>35287.779766</td>\n",
       "      <td>2.492431e+10</td>\n",
       "      <td>6.615748e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2989</th>\n",
       "      <td>2990</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-05 23:59:59</td>\n",
       "      <td>35284.344430</td>\n",
       "      <td>33213.661034</td>\n",
       "      <td>35284.344430</td>\n",
       "      <td>33746.002456</td>\n",
       "      <td>2.672155e+10</td>\n",
       "      <td>6.326962e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2990</th>\n",
       "      <td>2991</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-06 23:59:59</td>\n",
       "      <td>35038.536363</td>\n",
       "      <td>33599.916169</td>\n",
       "      <td>33723.509655</td>\n",
       "      <td>34235.193451</td>\n",
       "      <td>2.650126e+10</td>\n",
       "      <td>6.418992e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>2991 rows × 10 columns</p>\n",
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      ],
      "text/plain": [
       "       SNo     Name Symbol                 Date          High           Low  \\\n",
       "0        1  Bitcoin    BTC  2013-04-29 23:59:59    147.488007    134.000000   \n",
       "1        2  Bitcoin    BTC  2013-04-30 23:59:59    146.929993    134.050003   \n",
       "2        3  Bitcoin    BTC  2013-05-01 23:59:59    139.889999    107.720001   \n",
       "3        4  Bitcoin    BTC  2013-05-02 23:59:59    125.599998     92.281898   \n",
       "4        5  Bitcoin    BTC  2013-05-03 23:59:59    108.127998     79.099998   \n",
       "...    ...      ...    ...                  ...           ...           ...   \n",
       "2986  2987  Bitcoin    BTC  2021-07-02 23:59:59  33939.588699  32770.680780   \n",
       "2987  2988  Bitcoin    BTC  2021-07-03 23:59:59  34909.259899  33402.696536   \n",
       "2988  2989  Bitcoin    BTC  2021-07-04 23:59:59  35937.567147  34396.477458   \n",
       "2989  2990  Bitcoin    BTC  2021-07-05 23:59:59  35284.344430  33213.661034   \n",
       "2990  2991  Bitcoin    BTC  2021-07-06 23:59:59  35038.536363  33599.916169   \n",
       "\n",
       "              Open         Close        Volume     Marketcap  \n",
       "0       134.444000    144.539993  0.000000e+00  1.603769e+09  \n",
       "1       144.000000    139.000000  0.000000e+00  1.542813e+09  \n",
       "2       139.000000    116.989998  0.000000e+00  1.298955e+09  \n",
       "3       116.379997    105.209999  0.000000e+00  1.168517e+09  \n",
       "4       106.250000     97.750000  0.000000e+00  1.085995e+09  \n",
       "...            ...           ...           ...           ...  \n",
       "2986  33549.600177  33897.048590  3.872897e+10  6.354508e+11  \n",
       "2987  33854.421362  34668.548402  2.438396e+10  6.499397e+11  \n",
       "2988  34665.564866  35287.779766  2.492431e+10  6.615748e+11  \n",
       "2989  35284.344430  33746.002456  2.672155e+10  6.326962e+11  \n",
       "2990  33723.509655  34235.193451  2.650126e+10  6.418992e+11  \n",
       "\n",
       "[2991 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Bitcoin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1278b63f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2991 entries, 0 to 2990\n",
      "Data columns (total 10 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   SNo        2991 non-null   int64  \n",
      " 1   Name       2991 non-null   object \n",
      " 2   Symbol     2991 non-null   object \n",
      " 3   Date       2991 non-null   object \n",
      " 4   High       2991 non-null   float64\n",
      " 5   Low        2991 non-null   float64\n",
      " 6   Open       2991 non-null   float64\n",
      " 7   Close      2991 non-null   float64\n",
      " 8   Volume     2991 non-null   float64\n",
      " 9   Marketcap  2991 non-null   float64\n",
      "dtypes: float64(6), int64(1), object(3)\n",
      "memory usage: 233.8+ KB\n"
     ]
    }
   ],
   "source": [
    "Bitcoin.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "28d5515b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# No null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "73a758da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2160 entries, 0 to 2159\n",
      "Data columns (total 10 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   SNo        2160 non-null   int64  \n",
      " 1   Name       2160 non-null   object \n",
      " 2   Symbol     2160 non-null   object \n",
      " 3   Date       2160 non-null   object \n",
      " 4   High       2160 non-null   float64\n",
      " 5   Low        2160 non-null   float64\n",
      " 6   Open       2160 non-null   float64\n",
      " 7   Close      2160 non-null   float64\n",
      " 8   Volume     2160 non-null   float64\n",
      " 9   Marketcap  2160 non-null   float64\n",
      "dtypes: float64(6), int64(1), object(3)\n",
      "memory usage: 168.9+ KB\n"
     ]
    }
   ],
   "source": [
    "Ethereum.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fc591294",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>SNo</th>\n",
       "      <th>Name</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Date</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2015-08-08 23:59:59</td>\n",
       "      <td>2.798810</td>\n",
       "      <td>0.714725</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2015-08-09 23:59:59</td>\n",
       "      <td>0.879810</td>\n",
       "      <td>0.629191</td>\n",
       "      <td>0.706136</td>\n",
       "      <td>0.701897</td>\n",
       "      <td>5.321700e+05</td>\n",
       "      <td>4.239957e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2015-08-10 23:59:59</td>\n",
       "      <td>0.729854</td>\n",
       "      <td>0.636546</td>\n",
       "      <td>0.713989</td>\n",
       "      <td>0.708448</td>\n",
       "      <td>4.052830e+05</td>\n",
       "      <td>4.281836e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2015-08-11 23:59:59</td>\n",
       "      <td>1.131410</td>\n",
       "      <td>0.663235</td>\n",
       "      <td>0.708087</td>\n",
       "      <td>1.067860</td>\n",
       "      <td>1.463100e+06</td>\n",
       "      <td>6.456929e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2015-08-12 23:59:59</td>\n",
       "      <td>1.289940</td>\n",
       "      <td>0.883608</td>\n",
       "      <td>1.058750</td>\n",
       "      <td>1.217440</td>\n",
       "      <td>2.150620e+06</td>\n",
       "      <td>7.364501e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>2156</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-02 23:59:59</td>\n",
       "      <td>2155.596496</td>\n",
       "      <td>2021.824808</td>\n",
       "      <td>2109.892677</td>\n",
       "      <td>2150.040364</td>\n",
       "      <td>3.179621e+10</td>\n",
       "      <td>2.505527e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>2157</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-03 23:59:59</td>\n",
       "      <td>2237.567155</td>\n",
       "      <td>2117.590013</td>\n",
       "      <td>2150.835025</td>\n",
       "      <td>2226.114282</td>\n",
       "      <td>1.743336e+10</td>\n",
       "      <td>2.594475e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>2158</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-04 23:59:59</td>\n",
       "      <td>2384.286857</td>\n",
       "      <td>2190.837703</td>\n",
       "      <td>2226.550382</td>\n",
       "      <td>2321.724112</td>\n",
       "      <td>1.878711e+10</td>\n",
       "      <td>2.706217e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>2159</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-05 23:59:59</td>\n",
       "      <td>2321.922836</td>\n",
       "      <td>2163.041394</td>\n",
       "      <td>2321.922836</td>\n",
       "      <td>2198.582464</td>\n",
       "      <td>2.010379e+10</td>\n",
       "      <td>2.562978e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>2160</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-06 23:59:59</td>\n",
       "      <td>2346.294874</td>\n",
       "      <td>2197.919385</td>\n",
       "      <td>2197.919385</td>\n",
       "      <td>2324.679449</td>\n",
       "      <td>2.089186e+10</td>\n",
       "      <td>2.710286e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       SNo      Name Symbol                 Date         High          Low  \\\n",
       "0        1  Ethereum    ETH  2015-08-08 23:59:59     2.798810     0.714725   \n",
       "1        2  Ethereum    ETH  2015-08-09 23:59:59     0.879810     0.629191   \n",
       "2        3  Ethereum    ETH  2015-08-10 23:59:59     0.729854     0.636546   \n",
       "3        4  Ethereum    ETH  2015-08-11 23:59:59     1.131410     0.663235   \n",
       "4        5  Ethereum    ETH  2015-08-12 23:59:59     1.289940     0.883608   \n",
       "...    ...       ...    ...                  ...          ...          ...   \n",
       "2155  2156  Ethereum    ETH  2021-07-02 23:59:59  2155.596496  2021.824808   \n",
       "2156  2157  Ethereum    ETH  2021-07-03 23:59:59  2237.567155  2117.590013   \n",
       "2157  2158  Ethereum    ETH  2021-07-04 23:59:59  2384.286857  2190.837703   \n",
       "2158  2159  Ethereum    ETH  2021-07-05 23:59:59  2321.922836  2163.041394   \n",
       "2159  2160  Ethereum    ETH  2021-07-06 23:59:59  2346.294874  2197.919385   \n",
       "\n",
       "             Open        Close        Volume     Marketcap  \n",
       "0        2.793760     0.753325  6.741880e+05  4.548689e+07  \n",
       "1        0.706136     0.701897  5.321700e+05  4.239957e+07  \n",
       "2        0.713989     0.708448  4.052830e+05  4.281836e+07  \n",
       "3        0.708087     1.067860  1.463100e+06  6.456929e+07  \n",
       "4        1.058750     1.217440  2.150620e+06  7.364501e+07  \n",
       "...           ...          ...           ...           ...  \n",
       "2155  2109.892677  2150.040364  3.179621e+10  2.505527e+11  \n",
       "2156  2150.835025  2226.114282  1.743336e+10  2.594475e+11  \n",
       "2157  2226.550382  2321.724112  1.878711e+10  2.706217e+11  \n",
       "2158  2321.922836  2198.582464  2.010379e+10  2.562978e+11  \n",
       "2159  2197.919385  2324.679449  2.089186e+10  2.710286e+11  \n",
       "\n",
       "[2160 rows x 10 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ethereum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "38d771ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>SNo</th>\n",
       "      <th>Name</th>\n",
       "      <th>Symbol</th>\n",
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       "      <td>139.000000</td>\n",
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       "      <th>2</th>\n",
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       "      <td>BTC</td>\n",
       "      <td>2013-05-01</td>\n",
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       "      <td>0.000000e+00</td>\n",
       "      <td>1.298955e+09</td>\n",
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       "      <td>4</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2013-05-02</td>\n",
       "      <td>125.599998</td>\n",
       "      <td>92.281898</td>\n",
       "      <td>116.379997</td>\n",
       "      <td>105.209999</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.168517e+09</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2013-05-03</td>\n",
       "      <td>108.127998</td>\n",
       "      <td>79.099998</td>\n",
       "      <td>106.250000</td>\n",
       "      <td>97.750000</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2986</th>\n",
       "      <td>2987</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-02</td>\n",
       "      <td>33939.588699</td>\n",
       "      <td>32770.680780</td>\n",
       "      <td>33549.600177</td>\n",
       "      <td>33897.048590</td>\n",
       "      <td>3.872897e+10</td>\n",
       "      <td>6.354508e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987</th>\n",
       "      <td>2988</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-03</td>\n",
       "      <td>34909.259899</td>\n",
       "      <td>33402.696536</td>\n",
       "      <td>33854.421362</td>\n",
       "      <td>34668.548402</td>\n",
       "      <td>2.438396e+10</td>\n",
       "      <td>6.499397e+11</td>\n",
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       "    <tr>\n",
       "      <th>2988</th>\n",
       "      <td>2989</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-04</td>\n",
       "      <td>35937.567147</td>\n",
       "      <td>34396.477458</td>\n",
       "      <td>34665.564866</td>\n",
       "      <td>35287.779766</td>\n",
       "      <td>2.492431e+10</td>\n",
       "      <td>6.615748e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2989</th>\n",
       "      <td>2990</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2021-07-05</td>\n",
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       "      <td>33213.661034</td>\n",
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       "      <td>33746.002456</td>\n",
       "      <td>2.672155e+10</td>\n",
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       "      <td>34235.193451</td>\n",
       "      <td>2.650126e+10</td>\n",
       "      <td>6.418992e+11</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "       SNo     Name Symbol        Date          High           Low  \\\n",
       "0        1  Bitcoin    BTC  2013-04-29    147.488007    134.000000   \n",
       "1        2  Bitcoin    BTC  2013-04-30    146.929993    134.050003   \n",
       "2        3  Bitcoin    BTC  2013-05-01    139.889999    107.720001   \n",
       "3        4  Bitcoin    BTC  2013-05-02    125.599998     92.281898   \n",
       "4        5  Bitcoin    BTC  2013-05-03    108.127998     79.099998   \n",
       "...    ...      ...    ...         ...           ...           ...   \n",
       "2986  2987  Bitcoin    BTC  2021-07-02  33939.588699  32770.680780   \n",
       "2987  2988  Bitcoin    BTC  2021-07-03  34909.259899  33402.696536   \n",
       "2988  2989  Bitcoin    BTC  2021-07-04  35937.567147  34396.477458   \n",
       "2989  2990  Bitcoin    BTC  2021-07-05  35284.344430  33213.661034   \n",
       "2990  2991  Bitcoin    BTC  2021-07-06  35038.536363  33599.916169   \n",
       "\n",
       "              Open         Close        Volume     Marketcap  \n",
       "0       134.444000    144.539993  0.000000e+00  1.603769e+09  \n",
       "1       144.000000    139.000000  0.000000e+00  1.542813e+09  \n",
       "2       139.000000    116.989998  0.000000e+00  1.298955e+09  \n",
       "3       116.379997    105.209999  0.000000e+00  1.168517e+09  \n",
       "4       106.250000     97.750000  0.000000e+00  1.085995e+09  \n",
       "...            ...           ...           ...           ...  \n",
       "2986  33549.600177  33897.048590  3.872897e+10  6.354508e+11  \n",
       "2987  33854.421362  34668.548402  2.438396e+10  6.499397e+11  \n",
       "2988  34665.564866  35287.779766  2.492431e+10  6.615748e+11  \n",
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       "2990  33723.509655  34235.193451  2.650126e+10  6.418992e+11  \n",
       "\n",
       "[2991 rows x 10 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# changing the format of Date in Bitcoin dataset\n",
    "Bitcoin[\"Date\"]=pd.to_datetime(Bitcoin[\"Date\"], format='%Y-%m-%d %H:%M:%S').dt.strftime('%Y-%m-%d')\n",
    "Bitcoin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "278cebfa",
   "metadata": {},
   "outputs": [
    {
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       "      <td>ETH</td>\n",
       "      <td>2015-08-11</td>\n",
       "      <td>1.131410</td>\n",
       "      <td>0.663235</td>\n",
       "      <td>0.708087</td>\n",
       "      <td>1.067860</td>\n",
       "      <td>1.463100e+06</td>\n",
       "      <td>6.456929e+07</td>\n",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Ethereum</td>\n",
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       "      <td>1.289940</td>\n",
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       "      <td>1.217440</td>\n",
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       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>2156</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-02</td>\n",
       "      <td>2155.596496</td>\n",
       "      <td>2021.824808</td>\n",
       "      <td>2109.892677</td>\n",
       "      <td>2150.040364</td>\n",
       "      <td>3.179621e+10</td>\n",
       "      <td>2.505527e+11</td>\n",
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       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>2157</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-03</td>\n",
       "      <td>2237.567155</td>\n",
       "      <td>2117.590013</td>\n",
       "      <td>2150.835025</td>\n",
       "      <td>2226.114282</td>\n",
       "      <td>1.743336e+10</td>\n",
       "      <td>2.594475e+11</td>\n",
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       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>2158</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-04</td>\n",
       "      <td>2384.286857</td>\n",
       "      <td>2190.837703</td>\n",
       "      <td>2226.550382</td>\n",
       "      <td>2321.724112</td>\n",
       "      <td>1.878711e+10</td>\n",
       "      <td>2.706217e+11</td>\n",
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       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>2159</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-05</td>\n",
       "      <td>2321.922836</td>\n",
       "      <td>2163.041394</td>\n",
       "      <td>2321.922836</td>\n",
       "      <td>2198.582464</td>\n",
       "      <td>2.010379e+10</td>\n",
       "      <td>2.562978e+11</td>\n",
       "    </tr>\n",
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       "      <td>Ethereum</td>\n",
       "      <td>ETH</td>\n",
       "      <td>2021-07-06</td>\n",
       "      <td>2346.294874</td>\n",
       "      <td>2197.919385</td>\n",
       "      <td>2197.919385</td>\n",
       "      <td>2324.679449</td>\n",
       "      <td>2.089186e+10</td>\n",
       "      <td>2.710286e+11</td>\n",
       "    </tr>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "       SNo      Name Symbol        Date         High          Low  \\\n",
       "0        1  Ethereum    ETH  2015-08-08     2.798810     0.714725   \n",
       "1        2  Ethereum    ETH  2015-08-09     0.879810     0.629191   \n",
       "2        3  Ethereum    ETH  2015-08-10     0.729854     0.636546   \n",
       "3        4  Ethereum    ETH  2015-08-11     1.131410     0.663235   \n",
       "4        5  Ethereum    ETH  2015-08-12     1.289940     0.883608   \n",
       "...    ...       ...    ...         ...          ...          ...   \n",
       "2155  2156  Ethereum    ETH  2021-07-02  2155.596496  2021.824808   \n",
       "2156  2157  Ethereum    ETH  2021-07-03  2237.567155  2117.590013   \n",
       "2157  2158  Ethereum    ETH  2021-07-04  2384.286857  2190.837703   \n",
       "2158  2159  Ethereum    ETH  2021-07-05  2321.922836  2163.041394   \n",
       "2159  2160  Ethereum    ETH  2021-07-06  2346.294874  2197.919385   \n",
       "\n",
       "             Open        Close        Volume     Marketcap  \n",
       "0        2.793760     0.753325  6.741880e+05  4.548689e+07  \n",
       "1        0.706136     0.701897  5.321700e+05  4.239957e+07  \n",
       "2        0.713989     0.708448  4.052830e+05  4.281836e+07  \n",
       "3        0.708087     1.067860  1.463100e+06  6.456929e+07  \n",
       "4        1.058750     1.217440  2.150620e+06  7.364501e+07  \n",
       "...           ...          ...           ...           ...  \n",
       "2155  2109.892677  2150.040364  3.179621e+10  2.505527e+11  \n",
       "2156  2150.835025  2226.114282  1.743336e+10  2.594475e+11  \n",
       "2157  2226.550382  2321.724112  1.878711e+10  2.706217e+11  \n",
       "2158  2321.922836  2198.582464  2.010379e+10  2.562978e+11  \n",
       "2159  2197.919385  2324.679449  2.089186e+10  2.710286e+11  \n",
       "\n",
       "[2160 rows x 10 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# changing the format of date in Ethereum Dataset\n",
    "Ethereum[\"Date\"]=pd.to_datetime(Ethereum[\"Date\"], format='%Y-%m-%d %H:%M:%S').dt.strftime('%Y-%m-%d')\n",
    "Ethereum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1433ed17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         144.539993\n",
       "1         139.000000\n",
       "2         116.989998\n",
       "3         105.209999\n",
       "4          97.750000\n",
       "            ...     \n",
       "2986    33897.048590\n",
       "2987    34668.548402\n",
       "2988    35287.779766\n",
       "2989    33746.002456\n",
       "2990    34235.193451\n",
       "Name: Close, Length: 2991, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Bitcoin.Close # currency is in USD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5e9d66c0",
   "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>SNo</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Marketcap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2991.000000</td>\n",
       "      <td>2991.000000</td>\n",
       "      <td>2991.000000</td>\n",
       "      <td>2991.000000</td>\n",
       "      <td>2991.000000</td>\n",
       "      <td>2.991000e+03</td>\n",
       "      <td>2.991000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1496.000000</td>\n",
       "      <td>6893.326038</td>\n",
       "      <td>6486.009539</td>\n",
       "      <td>6700.146240</td>\n",
       "      <td>6711.290443</td>\n",
       "      <td>1.090633e+10</td>\n",
       "      <td>1.208761e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>863.571653</td>\n",
       "      <td>11642.832456</td>\n",
       "      <td>10869.032130</td>\n",
       "      <td>11288.043736</td>\n",
       "      <td>11298.141921</td>\n",
       "      <td>1.888895e+10</td>\n",
       "      <td>2.109438e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>74.561096</td>\n",
       "      <td>65.526001</td>\n",
       "      <td>68.504997</td>\n",
       "      <td>68.431000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>7.784112e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>748.500000</td>\n",
       "      <td>436.179001</td>\n",
       "      <td>422.879486</td>\n",
       "      <td>430.445496</td>\n",
       "      <td>430.569489</td>\n",
       "      <td>3.036725e+07</td>\n",
       "      <td>6.305579e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1496.000000</td>\n",
       "      <td>2387.610107</td>\n",
       "      <td>2178.500000</td>\n",
       "      <td>2269.889893</td>\n",
       "      <td>2286.409912</td>\n",
       "      <td>9.460360e+08</td>\n",
       "      <td>3.741503e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2243.500000</td>\n",
       "      <td>8733.926948</td>\n",
       "      <td>8289.800459</td>\n",
       "      <td>8569.656494</td>\n",
       "      <td>8576.238715</td>\n",
       "      <td>1.592015e+10</td>\n",
       "      <td>1.499957e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2991.000000</td>\n",
       "      <td>64863.098908</td>\n",
       "      <td>62208.964366</td>\n",
       "      <td>63523.754869</td>\n",
       "      <td>63503.457930</td>\n",
       "      <td>3.509679e+11</td>\n",
       "      <td>1.186364e+12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               SNo          High           Low          Open         Close  \\\n",
       "count  2991.000000   2991.000000   2991.000000   2991.000000   2991.000000   \n",
       "mean   1496.000000   6893.326038   6486.009539   6700.146240   6711.290443   \n",
       "std     863.571653  11642.832456  10869.032130  11288.043736  11298.141921   \n",
       "min       1.000000     74.561096     65.526001     68.504997     68.431000   \n",
       "25%     748.500000    436.179001    422.879486    430.445496    430.569489   \n",
       "50%    1496.000000   2387.610107   2178.500000   2269.889893   2286.409912   \n",
       "75%    2243.500000   8733.926948   8289.800459   8569.656494   8576.238715   \n",
       "max    2991.000000  64863.098908  62208.964366  63523.754869  63503.457930   \n",
       "\n",
       "             Volume     Marketcap  \n",
       "count  2.991000e+03  2.991000e+03  \n",
       "mean   1.090633e+10  1.208761e+11  \n",
       "std    1.888895e+10  2.109438e+11  \n",
       "min    0.000000e+00  7.784112e+08  \n",
       "25%    3.036725e+07  6.305579e+09  \n",
       "50%    9.460360e+08  3.741503e+10  \n",
       "75%    1.592015e+10  1.499957e+11  \n",
       "max    3.509679e+11  1.186364e+12  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Bitcoin.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "efeadce0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SNo                   int64\n",
      "Name                 object\n",
      "Symbol               object\n",
      "Date         datetime64[ns]\n",
      "High                float64\n",
      "Low                 float64\n",
      "Open                float64\n",
      "Close               float64\n",
      "Volume              float64\n",
      "Marketcap           float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# Bitcoin.Date is the same as Bitcoin[\"Date\"]\n",
    "Bitcoin['Date'] = pd.to_datetime(Bitcoin['Date']) # changing Date from object to datetime64[ns]\n",
    "print(Bitcoin.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "124333ff-2739-45f5-97ba-0cef5a8fc3d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SNo                   int64\n",
      "Name                 object\n",
      "Symbol               object\n",
      "Date         datetime64[ns]\n",
      "High                float64\n",
      "Low                 float64\n",
      "Open                float64\n",
      "Close               float64\n",
      "Volume              float64\n",
      "Marketcap           float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "Ethereum['Date'] = pd.to_datetime(Ethereum['Date']) # changing Date from object to datetime64[ns]\n",
    "print(Ethereum.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "fd1dd64a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(Bitcoin.Date, Bitcoin.Close, linestyle='-', color='r')\n",
    "\n",
    "plt.gca().xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m'))\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "plt.savefig('images/Bitcoin_price_over_time.png')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e524575e-6783-4df2-953a-f320829c994f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(Ethereum.Date, Ethereum.Close, linestyle='-', color='b')\n",
    "\n",
    "plt.gca().xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m'))\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "plt.savefig('images/Ethereum_price_over_time.png')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30e4687b-e776-4203-b1c9-8ca3ec51567c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "221a648a-4c55-4498-821f-098d23108c60",
   "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>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Marketcap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>147.488007</td>\n",
       "      <td>134.000000</td>\n",
       "      <td>134.444000</td>\n",
       "      <td>144.539993</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.603769e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>146.929993</td>\n",
       "      <td>134.050003</td>\n",
       "      <td>144.000000</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.542813e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>139.889999</td>\n",
       "      <td>107.720001</td>\n",
       "      <td>139.000000</td>\n",
       "      <td>116.989998</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.298955e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>125.599998</td>\n",
       "      <td>92.281898</td>\n",
       "      <td>116.379997</td>\n",
       "      <td>105.209999</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.168517e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>108.127998</td>\n",
       "      <td>79.099998</td>\n",
       "      <td>106.250000</td>\n",
       "      <td>97.750000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.085995e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2986</th>\n",
       "      <td>33939.588699</td>\n",
       "      <td>32770.680780</td>\n",
       "      <td>33549.600177</td>\n",
       "      <td>33897.048590</td>\n",
       "      <td>3.872897e+10</td>\n",
       "      <td>6.354508e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987</th>\n",
       "      <td>34909.259899</td>\n",
       "      <td>33402.696536</td>\n",
       "      <td>33854.421362</td>\n",
       "      <td>34668.548402</td>\n",
       "      <td>2.438396e+10</td>\n",
       "      <td>6.499397e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2988</th>\n",
       "      <td>35937.567147</td>\n",
       "      <td>34396.477458</td>\n",
       "      <td>34665.564866</td>\n",
       "      <td>35287.779766</td>\n",
       "      <td>2.492431e+10</td>\n",
       "      <td>6.615748e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2989</th>\n",
       "      <td>35284.344430</td>\n",
       "      <td>33213.661034</td>\n",
       "      <td>35284.344430</td>\n",
       "      <td>33746.002456</td>\n",
       "      <td>2.672155e+10</td>\n",
       "      <td>6.326962e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2990</th>\n",
       "      <td>35038.536363</td>\n",
       "      <td>33599.916169</td>\n",
       "      <td>33723.509655</td>\n",
       "      <td>34235.193451</td>\n",
       "      <td>2.650126e+10</td>\n",
       "      <td>6.418992e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2991 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              High           Low          Open         Close        Volume  \\\n",
       "0       147.488007    134.000000    134.444000    144.539993  0.000000e+00   \n",
       "1       146.929993    134.050003    144.000000    139.000000  0.000000e+00   \n",
       "2       139.889999    107.720001    139.000000    116.989998  0.000000e+00   \n",
       "3       125.599998     92.281898    116.379997    105.209999  0.000000e+00   \n",
       "4       108.127998     79.099998    106.250000     97.750000  0.000000e+00   \n",
       "...            ...           ...           ...           ...           ...   \n",
       "2986  33939.588699  32770.680780  33549.600177  33897.048590  3.872897e+10   \n",
       "2987  34909.259899  33402.696536  33854.421362  34668.548402  2.438396e+10   \n",
       "2988  35937.567147  34396.477458  34665.564866  35287.779766  2.492431e+10   \n",
       "2989  35284.344430  33213.661034  35284.344430  33746.002456  2.672155e+10   \n",
       "2990  35038.536363  33599.916169  33723.509655  34235.193451  2.650126e+10   \n",
       "\n",
       "         Marketcap  \n",
       "0     1.603769e+09  \n",
       "1     1.542813e+09  \n",
       "2     1.298955e+09  \n",
       "3     1.168517e+09  \n",
       "4     1.085995e+09  \n",
       "...            ...  \n",
       "2986  6.354508e+11  \n",
       "2987  6.499397e+11  \n",
       "2988  6.615748e+11  \n",
       "2989  6.326962e+11  \n",
       "2990  6.418992e+11  \n",
       "\n",
       "[2991 rows x 6 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BTC = Bitcoin.iloc[:, 4:]\n",
    "BTC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "10c0a439-c77a-483a-9d34-aecaf22cfcd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Marketcap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.798810</td>\n",
       "      <td>0.714725</td>\n",
       "      <td>2.793760</td>\n",
       "      <td>0.753325</td>\n",
       "      <td>6.741880e+05</td>\n",
       "      <td>4.548689e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.879810</td>\n",
       "      <td>0.629191</td>\n",
       "      <td>0.706136</td>\n",
       "      <td>0.701897</td>\n",
       "      <td>5.321700e+05</td>\n",
       "      <td>4.239957e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.729854</td>\n",
       "      <td>0.636546</td>\n",
       "      <td>0.713989</td>\n",
       "      <td>0.708448</td>\n",
       "      <td>4.052830e+05</td>\n",
       "      <td>4.281836e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.131410</td>\n",
       "      <td>0.663235</td>\n",
       "      <td>0.708087</td>\n",
       "      <td>1.067860</td>\n",
       "      <td>1.463100e+06</td>\n",
       "      <td>6.456929e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.289940</td>\n",
       "      <td>0.883608</td>\n",
       "      <td>1.058750</td>\n",
       "      <td>1.217440</td>\n",
       "      <td>2.150620e+06</td>\n",
       "      <td>7.364501e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>2155.596496</td>\n",
       "      <td>2021.824808</td>\n",
       "      <td>2109.892677</td>\n",
       "      <td>2150.040364</td>\n",
       "      <td>3.179621e+10</td>\n",
       "      <td>2.505527e+11</td>\n",
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       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>2237.567155</td>\n",
       "      <td>2117.590013</td>\n",
       "      <td>2150.835025</td>\n",
       "      <td>2226.114282</td>\n",
       "      <td>1.743336e+10</td>\n",
       "      <td>2.594475e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>2384.286857</td>\n",
       "      <td>2190.837703</td>\n",
       "      <td>2226.550382</td>\n",
       "      <td>2321.724112</td>\n",
       "      <td>1.878711e+10</td>\n",
       "      <td>2.706217e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>2321.922836</td>\n",
       "      <td>2163.041394</td>\n",
       "      <td>2321.922836</td>\n",
       "      <td>2198.582464</td>\n",
       "      <td>2.010379e+10</td>\n",
       "      <td>2.562978e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>2346.294874</td>\n",
       "      <td>2197.919385</td>\n",
       "      <td>2197.919385</td>\n",
       "      <td>2324.679449</td>\n",
       "      <td>2.089186e+10</td>\n",
       "      <td>2.710286e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             High          Low         Open        Close        Volume  \\\n",
       "0        2.798810     0.714725     2.793760     0.753325  6.741880e+05   \n",
       "1        0.879810     0.629191     0.706136     0.701897  5.321700e+05   \n",
       "2        0.729854     0.636546     0.713989     0.708448  4.052830e+05   \n",
       "3        1.131410     0.663235     0.708087     1.067860  1.463100e+06   \n",
       "4        1.289940     0.883608     1.058750     1.217440  2.150620e+06   \n",
       "...           ...          ...          ...          ...           ...   \n",
       "2155  2155.596496  2021.824808  2109.892677  2150.040364  3.179621e+10   \n",
       "2156  2237.567155  2117.590013  2150.835025  2226.114282  1.743336e+10   \n",
       "2157  2384.286857  2190.837703  2226.550382  2321.724112  1.878711e+10   \n",
       "2158  2321.922836  2163.041394  2321.922836  2198.582464  2.010379e+10   \n",
       "2159  2346.294874  2197.919385  2197.919385  2324.679449  2.089186e+10   \n",
       "\n",
       "         Marketcap  \n",
       "0     4.548689e+07  \n",
       "1     4.239957e+07  \n",
       "2     4.281836e+07  \n",
       "3     6.456929e+07  \n",
       "4     7.364501e+07  \n",
       "...            ...  \n",
       "2155  2.505527e+11  \n",
       "2156  2.594475e+11  \n",
       "2157  2.706217e+11  \n",
       "2158  2.562978e+11  \n",
       "2159  2.710286e+11  \n",
       "\n",
       "[2160 rows x 6 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ETH = Ethereum.iloc[:, 4:]\n",
    "ETH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f61343fa-60d8-432b-ba03-0d79973abf2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import itertools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a4854bee-aae1-4790-830b-702fd0491558",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_mat = np.corrcoef(BTC.T)\n",
    "plt.figure()\n",
    "plt.imshow(corr_mat, cmap='hot', interpolation='nearest') # body of the correlation matrix\n",
    "plt.title('BTC Correlation Heatmap')                          # heading\n",
    "plt.colorbar()                                            # the color spectrum on the right\n",
    "\n",
    "thresh = 0.9      # setting the mid-point threshold -> for text color change/readability\n",
    "for i, j in itertools.product(range(corr_mat.shape[0]), range(corr_mat.shape[1])):\n",
    "    plt.text(j, i, format(corr_mat[i, j], '.2f'),                   # display corr coef, in 2 d.p. \n",
    "             horizontalalignment=\"center\",\n",
    "             color=\"black\" if corr_mat[i, j] > thresh else \"white\") # change text color for easier reading\n",
    "plt.savefig('images/Bitcoin_correlation_heatmap.png')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1daf78bd-1f99-4812-88a0-6d6816ba2da9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_mat = np.corrcoef(ETH.T)\n",
    "plt.figure()\n",
    "plt.imshow(corr_mat, cmap='hot', interpolation='nearest') # body of the correlation matrix\n",
    "plt.title('ETH Correlation Heatmap')                          # heading\n",
    "plt.colorbar()                                            # the color spectrum on the right\n",
    "\n",
    "thresh = 0.9      # setting the mid-point threshold -> for text color change/readability\n",
    "for i, j in itertools.product(range(corr_mat.shape[0]), range(corr_mat.shape[1])):\n",
    "    plt.text(j, i, format(corr_mat[i, j], '.2f'),                   # display corr coef, in 2 d.p. \n",
    "             horizontalalignment=\"center\",\n",
    "             color=\"black\" if corr_mat[i, j] > thresh else \"white\") # change text color for easier reading\n",
    "plt.savefig('images/Bitcoin_correlation_heatmap.png')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cb7a56fd-e98e-4840-8e65-689647c03cd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# As expected, variables are highly correlated in Bitcoin dataset\n",
    "    # High, Low, Open, Close, Volume, Marketcap\n",
    "# Makes sense as they go hand in hand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b7eb376a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b6da6261",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\nMake sure you have installed pyTorch prior to running the below code\\nThere are several ways to achieve this:\\n\\n    1. If your working environment is Anaconda_Navigator (Jupyter Notebook)\\n        1.1. Make sure the application is up to date \\n            a.  Go to Environments -> 'Not Installed' -> Search 'PyTorch' and install the package\\n        Note: If application is faulty (in my case, does not boot), you need to reinstall the application\\n        Delete the directory where you stored anaconda3 and download new version: https://www.anaconda.com/download/success\\n        \\n    2. If your working environment is local terminal (Mac)\\n        2.1. Run this command in your terminal: pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu\\n        NOTE: Latest PyTorch requires Python 3.8 or later. (Source: https://pytorch.org)\\n\\n\\nBelow are some housekeeping python code to check if local system is up to date\\n\\nimport sys\\nprint(sys.version) # 3.8 or above\\n\\nimport torch\\nprint(torch.__version__) # check if package is installed\\n\""
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "Make sure you have installed pyTorch prior to running the below code\n",
    "There are several ways to achieve this:\n",
    "\n",
    "    1. If your working environment is Anaconda_Navigator (Jupyter Notebook)\n",
    "        1.1. Make sure the application is up to date \n",
    "            a.  Go to Environments -> 'Not Installed' -> Search 'PyTorch' and install the package\n",
    "        Note: If application is faulty (in my case, does not boot), you need to reinstall the application\n",
    "        Delete the directory where you stored anaconda3 and download new version: https://www.anaconda.com/download/success\n",
    "        \n",
    "    2. If your working environment is local terminal (Mac)\n",
    "        2.1. Run this command in your terminal: pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu\n",
    "        NOTE: Latest PyTorch requires Python 3.8 or later. (Source: https://pytorch.org)\n",
    "\n",
    "\n",
    "Below are some housekeeping python code to check if local system is up to date\n",
    "\n",
    "import sys\n",
    "print(sys.version) # 3.8 or above\n",
    "\n",
    "import torch\n",
    "print(torch.__version__) # check if package is installed\n",
    "'''\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65ed02ff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1f1b250-fee5-402f-b9a4-b01960a22875",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "38ce170e-5a62-4e04-ae7c-08a28ec7b1be",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Data Exploration: Sunspot\n",
    "\n",
    "# About Data: Univariate Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a3a04c51-a9dd-4552-9954-04e4356c5711",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3265, 3)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Accessing Sunspot data\n",
    "Sunspot = pd.read_csv('data/Sunspots.csv')\n",
    "Sunspot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "831d9c69-ae54-4225-a085-a565e285da5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of       Unnamed: 0        Date  Monthly Mean Total Sunspot Number\n",
       "0              0  1749-01-31                               96.7\n",
       "1              1  1749-02-28                              104.3\n",
       "2              2  1749-03-31                              116.7\n",
       "3              3  1749-04-30                               92.8\n",
       "4              4  1749-05-31                              141.7\n",
       "...          ...         ...                                ...\n",
       "3260        3260  2020-09-30                                0.6\n",
       "3261        3261  2020-10-31                               14.4\n",
       "3262        3262  2020-11-30                               34.0\n",
       "3263        3263  2020-12-31                               21.8\n",
       "3264        3264  2021-01-31                               10.4\n",
       "\n",
       "[3265 rows x 3 columns]>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sunspot.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5bbe0e06-3e05-4356-aae9-f0dbb058c4fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JKYIgCIIg5JCQIjwLbchL2AUJKYIg/IY8at/IkSPx2GOPUX9KEAyQkCIIglCAXPsIgogWgsEgJkyYgC+//BK//vqr08UhCM9AQorwLDRrRtgFCSmCIPyG2j5S2dnZThSHIDwJCSmCIAgdSEgRBOE31MKfU1h0gjAOCSmCIAgFyLWPIAiCIAgtHBVSM2fORI0aNVCkSBEUKVIEDRo0wI8//hj+PhgMYuzYsShdujQKFiyIJk2a4Pfff49IIzMzEwMHDkSJEiVQuHBhtG/fHidPnrT7VggHINc+wi5ISBEE4Wek/SlZpAjCOI4KqTJlyuDNN9/E9u3bsX37djRt2hQdOnQIi6WJEydi8uTJmDFjBrZt24bExEQ88MADSE9PD6cxaNAgLFq0CAsWLMCmTZuQkZGBtm3bIicnx6nbIhyARBXBG7JIEQRBEAShhaNCql27dmjdujUqV66MypUr44033sANN9yArVu3IhgMYurUqRg1ahQ6d+6MatWq4bPPPsOlS5cwf/58AEBqaipmzZqFSZMmoXnz5qhduzbmzZuHvXv34qeffnLy1giC8BF2CakdO3bg8OHDtuRFEAQRgixSBGEO16yRysnJwYIFC3Dx4kU0aNAAR44cQVJSElq0aBE+JzY2Fo0bN8aWLVsAXB90ZGdnR5xTunRpVKtWLXyOEpmZmUhLS4v4I7wHWaEIu7BDSJ06dQp169ZFxYoVhedFEAQhhfpTgjCH40Jq7969uOGGGxAbG4u+ffti0aJFqFq1KpKSkgAACQkJEecnJCSEv0tKSkL+/PlRtGhR1XOUmDBhAuLj48N/ZcuW5XxXBEF4Hbtd+w4cOCA8D4IgiBBqm9qTRYogjOO4kKpSpQp2796NrVu34tlnn0XPnj3xxx9/hL+XV+hgMKhbyfXOGTFiBFJTU8N/J06csHYTBEH4GifWSL344ouoV68erly5YnveBEFEF/nz5w9/JiFFEMZxXEjlz58fFStWRN26dTFhwgTUrFkT06ZNQ2JiIgDksiwlJyeHrVSJiYnIyspCSkqK6jlKxMbGhiMFhv4I70GuCIRd2CGk5O/zxIkT8euvv2LhwoXC8yYIIvqQtjl33HFH+DMJKYIwjuNCSk4wGERmZiYqVKiAxMRErFq1KvxdVlYW1q9fj4YNGwIA6tSpg3z58kWcc+bMGezbty98DkEQhBnsdu1Tmxi4evWq8LwJgohuaGKSIMwR42TmI0eORKtWrVC2bFmkp6djwYIFWLduHZYvX45AIIBBgwZh/PjxqFSpEipVqoTx48ejUKFC6NatGwAgPj4evXv3xpAhQ1C8eHEUK1YMQ4cORfXq1dG8eXMnb42wgVdffdXpIhBRgpNCimaHCYIQgdpkEbU5BGEcR4XU2bNn0aNHD5w5cwbx8fGoUaMGli9fjgceeAAAMHz4cFy+fBn9+vVDSkoK6tWrh5UrVyIuLi6cxpQpUxATE4NHH30Uly9fRrNmzfDpp58ib968Tt0WYRPvvvuu00UgfIxbLFIEQRCiob3yCMIcjgqpWbNmaX4fCAQwduxYjB07VvWcAgUKYPr06Zg+fTrn0hFeggahhEicHGT4cXb4iy++wPDhw/Htt9/irrvucro4BBGVkEWKIKzjujVSBEEQboMsUnzp1q0bTp48iYcfftjpohAEget7eRIEwQ4JKYIgCAXsdu1Tw8+zw9nZ2U4XgSCiFrJIEYR1SEgRhA6pqam4fPmy08UgHMQOa1E0Bpvw870RhJcgIUUQ5nB0jRRBuJ309HTceOONKFCgAImpKCaa3O7shAZsBOEcbrG6E4SXIYsUQWiwb98+AMCVK1ccLglhN3aLp2i0SOXJQ10QQbgBskgRhDmoFyN8gahBL1kiCMCe90BtRtjPgxo/3xtBeAmySBGEOUhIEb7g0qVLTheB8DFOWqf8LDb8fG8E4XYo2ARBWIeEFOEL+vbtSzNqBFekgwy7g02QkCIIwk4o/DlBmIOEFOEbsrKyuKdJAz0CcM96Kb9B9YsgIsnKykKTJk0wcuRIYXmsXr0aNWrUwOrVq8PH/vvf/4Y/U71kZ/Pmzfj777+dLgbhABS1j/AN0TL4JOzBSfEULRYpCjZBEJEsWrQI69evx/r16zF+/HgheTRv3lzzez+3OSL4448/cM899wCgcUg0Qr0Y4RuoASNE4aRrn5+hARtBRCLCs4KV5cuXIy0tzelieIZdu3Y5XQTCQUhIEb5B9OAzWga3RG4o2IQY/HxvBOFVXnzxRbRu3drpYhCEJyAhRfgGCjZB8ISCTYjHz/dGEF5m8+bNTheBIDwBCSnCN4gQUtHobkU4g1ooYj9DQoogIqE6QRDegoQU4RtEDz5JSEUvdlukomVPFwo2QRCE16GxQXRDvRjhG0hIETxx0rWPLFIEQRAE4X5ISBG+gYQUIQq7f3vp5ph+ttqQkCKISKhOEIS38G8PTUQd06dPF5o+CSlCJNHo2ufneyP8DfUHBEEAJKQIH/Haa6/h6NGjwtKnjjO6cDLQiNQi5WdISBFeJBgM4v7770erVq2oXyCIKCfG6QIQBE8uXLggLG3qMKMXCjYhBj/fG+Ffjh07hvXr1wMALl68iBtuuMHhEhEE4RRkkSIIglCALFLiISFFeBGR7QHVCYLwFiSkCF8hshMiixQhEun7JRVSfh5Y+fneCP9C7y1BECFISBG+grfYoQ15CQBYvXq1cCuR1J0vmlz7oiXUO+FPvNgv5M2b1+kiEIRvICFFEAbxYodJmEf6e3/xxRfCo0JKiRZxce7cOZQuXRqDBg1yuigEYRiRkxt2TJz4eUsFgrAbqk2EryDXPkIUn3/+udD0ozHYxPHjx3H27FlMmzbN6aIQRNTg5zaFIOyGhBThK0SKHRJS0U3+/Pltyytagk0QBKHOvn378PHHH0eNhZogvAiFPycIg5CQii7kv7doIaUWbIIgCPcisl+oXr06AKBgwYLo3r27sHwIa9DYILohixRBEIQB8uXLJzR9Ndc+giDchd1rpLZv3y4sP79z5MgRtGjRAqtWrXK6KIRPISFFEAahWafowm6LlBSpRYreO4JwL3bUT94TK9G0RuqZZ57BqlWr0KJFC6eLQvgUElIuJjs72+kiEBJoQBvd2OnaN2/ePMXjBEE4j91ChISUec6dO+d0EQifQ0LKpQwePBj58+fHH3/84XRRuPDjjz9iz549ThfDEjSgjW5ECynpYOntt98Of6b3jiCiByWRQ66+5omLi3O6CITPISHlUqZOnQoAGDdunLMF4cC+ffvQunVr1KxZk1uadg0uaUPe6EX+e9u5RsrIca9y9epVp4tAENzwomtfNFGkSBGni0D4HBJShHD279/PPU27Opb58+eHP/ttQEuwkTdvXqHpq73TfnvvLl686HQRCMISUqsRCSl3Q0KKEA0JKUI4IjoauzqWmTNnhj/7bUBLuItoEVIU2p3wE14UUtG0Ropc+wjRkJAiPIkTgzG/DWgJbez+vaPFtY8gvI5Ii5Qda6SiVUjRJA4hAhJSLocGUcqQqwNhN6LrYrRYpPx2P0R040WLVDQhde1LT093sCSEXyEhRQhHREdDFinCb0SLRcpv90Noc+nSJfrNLZKcnIwvv/wSmZmZThfFc0ijrV6+fFlIHvR+RzckpAhP4oSQWr16te15Es5hd+dIFinCb5w4cQKFCxdGmzZtnC6KMOxw7fvhhx/w2GOP4ZVXXuGaV7RBe3MSIiAhRdgKr07HCSHVrVs3rFixwvZ8CXcgWgCQwCD8xpw5cwBc30fQT9gdtS/EwoULuaQTTWukpL8PCSlCBCSkXI7fGjxeAsgpn3GySkUPZJESg9/uh1DHb/2XEna+z7zyiobfJQQJKUI0JKRcjt8GHSEhNWbMGLz55puW05HjVEAAgrAKCSmC8AZObdROdYcd6TO74447cOjQIe55RJMwJXJDQoqwlZycHJw5cwavvvoqRowYYXrxrFNhTElIRS9Oufb5bfDkt/shCJ5oDcqp7linf//+TheB8BmOCqkJEybgrrvuQlxcHEqWLImOHTviwIEDEef06tULgUAg4q9+/foR52RmZmLgwIEoUaIEChcujPbt2+PkyZN23gphkJycHFy5ciXif7PpKCF6ZoiEVPRArn1i8Nv9EOr4daaeLFLeQf7M7Ih8mJycjEuXLgnPh3AHjgqp9evXo3///ti6dStWrVqFq1evokWLFrh48WLEeS1btsSZM2fCfz/88EPE94MGDcKiRYuwYMECbNq0CRkZGWjbti1tvuYSpA1ZTk4Ol4W6Tg06qSMjRBEtFimC8BNeFFJ+FbhK2PH7SPNITk5GQkICEhIShOdLuIMYJzNfvnx5xP+zZ89GyZIlsWPHDtx3333h47GxsUhMTFRMIzU1FbNmzcLcuXPRvHlzAMC8efNQtmxZ/PTTT3jwwQfF3YAN+K3Bu3r1Kpd7Itc+wm5oQ14++O1+iOjGjvDnvPPy27hCC/kzE33vW7ZsAQBkZGQIzYdwD65aI5WamgoAKFasWMTxdevWoWTJkqhcuTL69OmD5OTk8Hc7duxAdnY2WrRoET5WunRpVKtWLfxCy8nMzERaWlrEn1vxw6BDbpFS+44FElKEaMi1Twx+ux8i+iDXPu9gt5Aiog/XCKlgMIgXXngB99xzD6pVqxY+3qpVK3z++edYs2YNJk2ahG3btqFp06ZhP9ekpCTkz58fRYsWjUgvISEBSUlJinlNmDAB8fHx4b+yZcuKuzEiQvTIXft4pGknJKQIUUSLa5/f7odQJxoGrSSkCCK6cdS1T8qAAQOwZ88ebNq0KeJ4ly5dwp+rVauGunXronz58li2bBk6d+6sml4wGFRtxEeMGIEXXngh/H9aWhqJKYFcvXo1/JmXRcopQUMdWfRCrn188Nv9ENEHvcPegSxShGhcYZEaOHAgFi9ejLVr16JMmTKa55YqVQrly5fHX3/9BQBITExEVlYWUlJSIs4LLfhTIjY2FkWKFIn4I8QhHSDyCjZBFilCNHYPlqLFIqVGtNwn4S9ojZS7kT+zNWvWYO7cuQ6VhvAjjgqpYDCIAQMG4Ntvv8WaNWtQoUIF3WvOnTuHEydOoFSpUgCAOnXqIF++fFi1alX4nDNnzmDfvn1o2LChsLITxtGK2mcWElKE34iWd0ttMBgt9094H6+vkcrOzuaSjhdQemZPPPGEsPaGJoSiD2Yh9eqrryrGx798+TJeffVVprT69++PefPmYf78+YiLi0NSUhKSkpJw+fJlANejngwdOhQ///wzjh49inXr1qFdu3YoUaIEOnXqBACIj49H7969MWTIEKxevRq7du3C448/jurVq4ej+BHOIm2w5I2M1yxS1EhGDxRsQgzRbnmLJqLB8uE1IRUMBqNqjyO1Z1a6dGkMHDjQ5tIQfoRZSI0bN04xrOOlS5cwbtw4prRmzpyJ1NRUNGnSBKVKlQr/ffnllwCAvHnzYu/evejQoQMqV66Mnj17onLlyvj5558RFxcXTmfKlCno2LEjHn30UTRq1AiFChXCkiVLkDdvXtbbIwQgn70TuY+UaGjWnBBFtAgMskhFD34VUiItUqJd+65cuWI5DT9w9uxZzJgxw+limGbr1q0oU6YMFi5c6HRRoh7mYBNqQRx+++23XGHLjaSlRcGCBbFixQrddAoUKIDp06dj+vTpTPkT9qAlpMxCrn2E34gWi5QaVLcIL+K1+hny+IkWvPb7GKVDhw5ITk5Gly5d8OijjzpdnKjGsJAqWrQoAoEAAoEAKleuHDEYzsnJQUZGBvr27SukkIS3EdGQOTXopMFe9CB/l0T/9tFukXJqcoQgjJKRkYHt27frBsUSBY+24OLFixxK4h381n6GyMrKcroIxP/HsJCaOnUqgsEgnnrqKYwbNw7x8fHh7/Lnz49bbrkFDRo0EFJIwttouUGYbeTUrhszZgyWLFliKk0r+RL+Z8GCBbj77rsxePBgIelHi0XKb/dDRA9t2rTBhg0b0KdPn/Axr62Riqb1UYCz7U12djZ27NiBu+++G3nyuCJINiEAw0KqZ8+eAIAKFSqgYcOGyJcvn7BCEf5CxBopteuWLl1qKj2jkEUqunnhhReECalot0j57T4J/62R2rBhAwDgo48+Ch/z2hopElJi85B+zp8/PwBgxowZ6N+/v/ByEM7AvEaqcePGuHbtGg4ePIjk5ORcA8v77ruPW+EIfwwu7LRIiYaEVPRAUfvE4Lf7IaIb3u+zVnoUbMKbTJkyhYSUj2EWUlu3bkW3bt1w7NgxxR2jyc+dkCPCIqWXn6iZUBJS0cGpU6ewe/duW/OMFiGlRrTcJ+EvvObaF219mN3tyg8//JDrmDTKNC+k95WWloYPP/wQDz/8MG655RbueRHaMDtt9u3bF3Xr1sW+fftw/vx5pKSkhP/Onz8vooxRjR9cI6QVfv78+UJd+wBg7dq1ptK0mi/hH8qUKYOJEyfamme0uLxFy30S0YHXLFLRVs/svt9Zs2blOiZ6fdTAgQMxbNgw1K1bV2g+hDLMFqm//voLX3/9NSpWrCiiPIQPkTZkb7zxRsQmeCKE1NmzZ02laYSvv/4aV69eRUwMc9UhCE2ixSLlt/sh1PHDRKDdkJDix+XLl13hJSVaSP30008AgHPnzgnNh1CGeTRYr149HDp0iIQUYRj5AJHHZoZOdgZ79uzBf/7zH8fyJ/xJtFhqouU+ieiALFLuJDU1FTfeeKPTxQAA5M2bV2j6NGHhLMxCauDAgRgyZAiSkpJQvXr1XNH7atSowa1whD8aPREdg5PPpUiRIo7lTfiXaFu7QBB+wGtrpPwwpjDCmjVrnC5CGBJS/oZZSD300EMAgKeeeip8LBAIhBf4u8GMSrgL0TNsIomPj0dqamrEMWq0optdu3ahdu3a3NONdtc+v90nER1tpZ0WKS+k7xbc9O6JcO2Llt/RCzALqSNHjogoB+FjtEKei7BI8WxAlQa31IBFN8nJybbm57f3jYRU9OCmwawovObaR9iPaIsU4SzMQqp8+fIiykH4GC+79inlQ51ZdGO3C57f3je/3Q9B2IVI177SpUvj9OnTltOPRv7991/N70UHm4iGCQs3wyyk5syZo/n9E088YbowRG78UEG8LKRo3QohR9S7Fy2Wmmi5TyI68JpFSimNcuXK4cYbb/SVkDI6dnr99dfx8ssvm85n7ty5GDp0qOY5a9euxZo1a9C0aVPT+RDuhVlIPf/88xH/Z2dn49KlS8ifPz8KFSpEQoozfhhc2O3axxNy7SPkZGdn25ofvW8E4V78IKSiuY155ZVXLAkp6XYuWjRr1kzYc/bDhLuXYbY3SjfgTUlJQUZGBg4cOIB77rkHX3zxhYgyEh7Hyz7f1OkQcp577jlb8/Pb+0YWqeghGgZ4fhBSQHT8ViIQ7bZnBPrtnIXLG1CpUiW8+eabuaxVBAH4z7WPBnzRzfHjx4WkGy0Cw2/3Q0Q3fgh/7sc6aZe4IBFDcJPSefPm9ZV/LcEPL7v2UTh/wmn8NsiJFsFIRAd+sEiFtq/xE3bdjxssUoSzMK+RWrx4ccT/wWAQZ86cwYwZM9CoUSNuBSP8g1bABjcLqWAwqGqR2rFjB06dOoX27dsLLwcR3USLwIiW+yQILWiNlP1YEZJuEFJ+E8Feg1lIdezYMeL/QCCAm266CU2bNsWkSZN4lYvwEV5tpFNSUhSPB4NB1K1bFwDw559/okqVKnYWi/Ap0WKp8dv9EMbwo9UD8IdrX7STnZ2N/Pnzm7qWhBTBLKQoHDTBihdd+xYtWoTOnTsrfieN2pacnExCiiAYiBbBSEQO8K5du+bLjUntdO0Tlb4f6x6LuMjKyjItpEjEEJakdDAY9GUFJPjixWATjz32mOp3586dC38uWrSo0HIQ0UO0CAy/3Q9hDL/+7n5YI3XzzTdHtSCwsqWFUxYp6e8Yzb+dGzD1BsyZMwfVq1dHwYIFUbBgQdSoUQNz587lXTbCJ3jRIqVFampq+DM1YIRo7H7Xf/vtN/z111/C0o8WwUhE4tff12sWKSUWLFhge55uwotCinAPzK59kydPxiuvvIIBAwagUaNGCAaD2Lx5M/r27Yt///0XgwcPFlFOwsPYbZESLW6k7q1+HRwQ+ixduhT58uXDgw8+KDQfO9+xf/75B7Vq1bI9XyfyI8QjbYu9/vsmJSUpHvfafcnL+/777+O2227z3aQgq2ufWdwgpPz223kNZiE1ffp0zJw5E0888UT4WIcOHXDnnXdi7NixJKSIXMgbbul+Y17rhAA+FjXC2yQnJ6Ndu3YAgKtXr3JZ++EGS83ff/8tPA+qM9GDfI2UlylVqpQt+di9Rsqvg3CW+/K6Rcqvv6FXYH4Dzpw5g4YNG+Y63rBhQ5w5c4ZLoQh/IW+4Fy1apPqd2TR5o5U+WaQIqeAQvdeYU++YqHzdIBgJ+/Hr7+s11z55+m4QAk5j5ZmTiCGYa1DFihWxcOHCXMe//PJLVKpUiUuhCH/hxWATRvP26+CA0Oaff/4Jf3ZS1PPOx45JAqoz0Ylff3ev3RcJqdxY+Q3p+RHMrn3jxo1Dly5dsGHDBjRq1AiBQACbNm3C6tWrFQUWQZCQIvzG5cuXw595vQNOWmqCwSDuvfde/Pzzz+Fj165ds3WQQHXJ3/j19/W6RSpkUYlmy4rXLFKnT59Genq6o2Ug/gdzL/nQQw/hl19+QYkSJfDdd9/h22+/RYkSJfDrr7+iU6dOIspIeBwt33gvCily7SPsXERvxzt29uxZbN68OeLdFrWmhVz7oge/rJESHZJcZHp66fvVosIiLrxmkRo1apTteRLqMFukAKBOnTqYN28e77IQPsXOTsgOfvrpp/BnL5af4IsfhJTSIFfU2q/Q/QQCgaipP5cvX8acOXPQqlUrlCtXzuniOMJvv/2Ge+65x+limEL0OkgpTgkpv1k1/CykpB4RgP9+O69h+A04ffo0hg4dirS0tFzfpaamYtiwYTh79izXwhH+GKj7zbVv9uzZrigH4Q784tonR7RFSj4A8XNdGj16NPr27YuaNWs6XRTHuPfee50ugmmuXr2q+p3X3ls11z5pJOZow2tCSi6cSEg5i+E3YPLkyUhLS0ORIkVyfRcfH4/09HRMnjyZa+EIf+A3IUUQftofB1AWTXYLKT+zYsUKAMCFCxecLYjN+KFuAPYKKacs3P379xear5vxupCS4pc65yUMvwHLly/XnLF44oknsHTpUi6FIvyFn4VUSkqK00UgHMYPrn12WqRCyAcDbqnTBCFHy7XPa0JKTqge+m1iw8+ufVr3tmTJEhtLQgAMQurIkSOavt1lypTB0aNHeZSJ8Bl+FlIdOnRwugiEw/jVtc+ONVJ6ZfAL5Hrjbfzs2kd4L2qfVhmka7gJezAspAoWLKgplI4ePYqCBQvyKBMhwQ2V1Cp2B5uw85ldunTJtrwI9+C3qH3k2icWGrx6m2hw7fMb0WSR8purudcw/AbUq1cPc+fOVf1+zpw5uPvuu7kUivgffqgUfrZIEdHHzTffHPG/HyxSbhBSVKcJt2Jn1D7RLrVqwSbklC1bVmg5RBNNQkoKtaP2Yzj8+dChQ/HAAw8gPj4ew4YNQ0JCAoDr+49MnDgRn376KVauXCmsoIR3EVGxqbEgnKJ27doR//thBllpoGj3GinCf/ilnbbTIuUWIeWX384IVu41Li6OY0mMQULKXRiW0vfffz/ee+89zJgxA6VLl0bRokVRrFgxlC5dGu+99x6mT5+Opk2biiwr4VG8aJGixohQIxgM+s61T0lIiV4jRRYpwiv4WUhZPc8PWLnXW2+9lWNJjEGufe6CaUPeZ555Bm3btsXChQtx6NAhBINBVK5cGQ8//DDKlCkjqoyEx7FbSJ07d85UmgQBsL+TfnDts9MipRZsgvAffhnU2Rm1zy1C6tSpU/j666/x8MMPCy2PG7DyGxYoUIBjSbRJT09H586dNQNK+KXOeQkmIQVcXx8wePBgEWUhfIpWxyCi0vfr1w/PPvss93SJ6MApIeVU+oAzQiqaLFJ+vrdowC6L1K5du/D8889rnnPo0CFUrFjRdB5GXfsA4JFHHvHsu2vXGik7J4SmTJmiKKLIIuUs0RM2iXAML7r2EdGLkXfLb659SgNFuy1SVKf9h19+U7uE1GOPPaZ7TqVKlSzl4ZffhCdW2jo7hVRaWppuGej3tR8SUoRwSEgRfkP6/pFrnzmiKfw54W3sitp3+fJl4XmwWKSiBT+NJ/x0L16BejJCOCSkCC9h5N0SIaSc5OLFi7mOUbAJwip++U21LFJdu3bllk+RIkUMnZeenm46D7/8Jnqw3KdXXPvU8vrrr7/Cn6Pl93UTjgqpCRMm4K677kJcXBxKliyJjh074sCBAxHnBINBjB07FqVLl0bBggXRpEkT/P777xHnZGZmYuDAgShRogQKFy6M9u3b4+TJk3beCqEBCSnCS0TjGqlRo0blOkbBJgir+KWd1hJS//zzD7d8jAoppfpKROJHIaVGZmZm+LNf6pyXYBZSt956q2JUtAsXLjCHgVy/fj369++PrVu3YtWqVbh69SpatGgRMTs6ceJETJ48GTNmzMC2bduQmJiIBx54IGJGZtCgQVi0aBEWLFiATZs2ISMjA23btrV1Ez1CHRFCiiCcIhgM+s617+eff851jNZI8cPP96aFX+7brrFE3rx5DZ23Z88e03loufaNGDHCdLpuwy4hZSdGRJtX7sVPMAupo0ePKjYqmZmZOHXqFFNay5cvR69evXDnnXeiZs2amD17No4fP44dO3YAuP5CTJ06FaNGjULnzp1RrVo1fPbZZ7h06RLmz58PAEhNTcWsWbMwadIkNG/eHLVr18a8efOwd+9ezRCRhH2QRYrwEm5z7ZOmn5WVhZUrV+LSpUtC8wTsXyP12WefYfHixULzJOzFL+20lkXKCaxYQbR+k/Hjx2P37t2m03YTfrRIGclLdLtN5MZw+HNpB7dixQrEx8eH/8/JycHq1atxyy23WCpMamoqAKBYsWIAgCNHjiApKQktWrQInxMbG4vGjRtjy5YteOaZZ7Bjxw5kZ2dHnFO6dGlUq1YNW7ZswYMPPpgrn8zMzAhTqFokFIIP0mctx61Cyi8DAIIdN7v2DR8+HNOmTUO7du24io7BgwdjypQpEcfsXiP1+uuvR3zvJ9zg/kOYx21Cygp6wSZiYph3xXEldgkpt7VXbitPNGC4xnTs2BHA9UrXs2fPiO/y5cuHW265BZMmTTJdkGAwiBdeeAH33HMPqlWrBgBISkoCACQkJEScm5CQgGPHjoXPyZ8/P4oWLZrrnND1ciZMmIBx48aZLivBhtYGuW4VUgShhVOufe+++y4AYMmSJVzyDFGwYMFcx+zeR8rPRGt75Rf3erfdB8+BP4l87wgpcu1zJ4Z7smvXruHatWsoV64ckpOTw/9fu3YNmZmZOHDgANq2bWu6IAMGDMCePXvwxRdf5PpOyZde74XSOmfEiBFITU0N/504ccJ0uQl9tISUW6HOJXrR64hErZEyWx4eOLEhL9Ux/5OVleV0EbigZ5Fas2aNTSW5jsiBv1/qZbRapAj7YZ4SPHLkCEqUKMG1EAMHDsTixYuxdu1alClTJnw8MTERAHJZlpKTk8NWqsTERGRlZSElJUX1HDmxsbEoUqRIxB8hjoyMDNXv3GqRosYxenGza58olEQTCSnCKlpu3V5CT0g1a9YMe/futak0JKSMQMEmCLsw5Vuxfv16tGvXDhUrVkSlSpXQvn17bNy4kTmdYDCIAQMG4Ntvv8WaNWtQoUKFiO8rVKiAxMRErFq1KnwsKysL69evR8OGDQEAderUQb58+SLOOXPmDPbt2xc+h3AWrQGZW4UUEb0YGWj4LWqfkkVKtDuTmmsf1W3/EC0WKQC2Cikrkxx6rn1+EVJvv/224XO9YpEiIeVOmIXUvHnz0Lx5cxQqVAjPPfccBgwYgIIFC6JZs2bhSHpG6d+/P+bNm4f58+cjLi4OSUlJSEpKCu/uHQgEMGjQIIwfPx6LFi3Cvn370KtXLxQqVAjdunUDAMTHx6N3794YMmQIVq9ejV27duHxxx9H9erV0bx5c9bbIwQgomJTY0E4hd2ufUuXLhWaPuCMax8JKf/jFyFlZFKBx5o/o+8+TyElxw9C6sqVK1i/fr3h80lIEVZgDs/yxhtvYOLEiRg8eHD42PPPP4/JkyfjtddeCwscI8ycORMA0KRJk4jjs2fPRq9evQBcj1J1+fJl9OvXDykpKahXrx5WrlyJuLi48PlTpkxBTEwMHn30UVy+fBnNmjXDp59+anhPBkIsIsKf//HHH2aLYwi3LS4m7MMp1z61dEKBdUTipjVSfhwI+PGejOAXIWXEImVVgFy+fBmbN282dK6V9+n8+fMR//vRIuU292w7ofDn9sMspP7++2+0a9cu1/H27dtj5MiRTGkZeXkDgQDGjh2LsWPHqp5ToEABTJ8+HdOnT2fK3wv4oYKLqNiTJ0/mniZBAO7bR8oO3LRGyg/Pk7hOtKyRAqwLkLfeesvwuVbqyEsvvWT6Wp6kpaUJW5/Oah0kixRhBWZbdNmyZbF69epcx1evXo2yZctyKRThL0RYpKzkSRBWcUpIicpLySL1wAMP4Pvvv+eeF7n2RQ9+sUjZ4drHssZKpNXBDovUmDFjEB8fj2+++UZ4XkYgIUVYgdkiNWTIEDz33HPYvXs3GjZsiEAggE2bNuHTTz/FtGnTRJQxqvGDmV1EsAk9cnJyfLOxIGEvRsKfs5zPK1+RKA0Us7Ky0LFjR2HlUht41qtXD7NmzULt2rWF5EvYx5UrV5wuAhfsEFIs1/MUUk649r366qsAgH79+uGhhx7inr6drn0kXAjmkeazzz6LxMRETJo0CQsXLgQA3HHHHfjyyy/RoUMH7gWMdvxQSZ24BytCitZHRTfR6Npn5zuv59q3a9cuPPjgg0hOTratTIQYjhw54nQRuGB0GYIVWNZ082xz9ITUwIEDMXXqVCFrzt0yUeyVNpwsUu7E1EizU6dO6NSpE++yED7FCde+7OxsxMbGmrrWL7OohDmcCn/uJG4SUgDwzz//2FUcW/DDO2KGs2fPOl0ELhj5/ey0SIl8n+T1csaMGahfvz66d+/OPS8ekQ6ViGaLFAWbsB/Tb/H27dsxd+5czJs3Dzt27OBZJsJnOFGxrSxyJiFFaOGEa1/r1q2Figs766jeGinCP7htkGkWI/dx+vRpS3k4JaSMuPYlJSVxy08vLyfwipAy8ry2b9+OefPm+abueQFmi9TJkyfRtWtXbN68GTfeeCMA4MKFC2jYsCG++OILCjhB5MIJi5QVMRTax4yITtzo2vfjjz/ihRdeEJa+E+6sJKT8j18Gc0buo1+/fujduzfy589vKg+3WKSUENU+iBJS0Rz+/OjRo+jRowduuukmPPjgg04XJypg7smeeuopZGdnY//+/Th//jzOnz+P/fv3IxgMonfv3iLKGNW4ZcbGDCkpKWjXrh2OHj2qeo4bhZR8nw0iunCjkAKubz0hCre59hH+wC8DVKMW2/T0dNN5OBVsQo5SvRSVn1vaAD9ZpELs27dPYEkIKcxCauPGjZg5cyaqVKkSPlalShVMnz4dGzdu5Fo4wtsd0ZgxY7B06VJH8rbi2nf48GGOJSH8iAghpZeOlUGaHk4IKbJIRSeHDh3Co48+ip07dzpdFMMYreNWAjKw1Id69eqZzkeOEdc+ElJirmWF5XlR+2ofzK595cqVQ3Z2dq7jV69exc0338ylUIQ/MBJ1y40WqUuXLnEsCeE1nAp/rkdGRoawtMkiRYhAqW506NABf/zxB7766ivPTBQaLaeVd5pl4FuqVCnT+cjxo5Dya7AJluclIsoioQyzZJ04cSIGDhyI7du3h1+g7du34/nnn8c777zDvYCEd2F1keKJFSHllc6dEIP8969Tp47mOXa9LxcvXhSWNgWbIESgVDf+/PNPB0piDaN13Epb4JRr37333hvxv9Jg3WtrpFjxSp9PQsqdMFukevXqhUuXLqFevXrhfXquXr2KmJgYPPXUU3jqqafC59JaE8Juqlatij/++MOSax+FDyX0cMK1TyROBJtwyyCKEIfSO+2VQasUO4QUy8CXVx+VlpaGuLi4iGNkkRKbl13QRJV9MAupqVOnCigG4UecsEiFGmY/NoyEPch/f73O3g/vC62REosf3hEz+OW+jd6HFcHhhEVKLqJE5ycntCef05MqXhkvkEXKnTALqZ49e4ooB+FD7GpgbrvttnCACB5CiixS0Y383ZG/DytWrMAjjzyier5d5eKJXUKqT58++PjjjwGQRcopLl26hAULFqBVq1Zc19oo4QYhlZOTY3lQabRPsMu1z84NeQF+7cO1a9dw4cKF8P/nz58P3/eJEydQpkwZLvlEc/jzENE0UeU0zE96586d2Lt3b/j/77//Hh07dsTIkSORlZXFtXCEt7HLIlW0aNHwZx6DM6UylShRwnK6hDeQu4UqDaL85tpnx+RBdnZ2WEQB1NE7xYsvvojevXujUaNGtuf96quv2vqeHzt2DPHx8Rg0aJCldPzq2qeEKNe+YDCI5s2bo3jx4uFjqamp4c+PPfaY5TzMQhYpwgrMPdkzzzyDgwcPAri+r0mXLl1QqFAhfPXVVxg+fDj3AhL2MmHCBPTt29dTs+xKjXynTp2QkpJiKj2lMona2Z1wH1OmTIn4X2k2lqeQmjt3LkaPHs0cLZAndlik5AJVb1Bw7tw5kcWJKn766Sd06NABp06dwvfffw8AOHLkiPB85e/smDFjhOcpZcKECbh48SKmTZtmKR2/uvYpoVQveUxQtmvXDmvXrlX9/rfffrOcRwhaI0UTVXbC7Np38OBB1KpVCwDw1VdfoXHjxpg/fz42b96Mxx57jNZQeZyRI0cCuO6CoxStzI1IB4GhBj89PR1jxozBu+++y5yeUidFszveIicnB7/++itq166NAgUKMF37888/R/yvZ5GyyhNPPAEAuOWWW7ilyYoTQkqvo2/fvj02b94sskhRwwMPPADg+u9s58DPrYNMVvwctU+OkmjiMShftmyZ5TRE4RUhRftIuRPmJx0MBsOV+KeffkLr1q0BAGXLlsW///7Lt3SEY/DY/NMu1z4lIQUY28dKVJkIZ3nrrbfQsGHDiLVMZlEatEiP8Xpf9NrPaLNIbdmyRWRxbEX6202fPt2xCcdTp07Zmp9f2lInhJTW5J3da6TsmEjkuWZS6fkcPXpU9f33yrpocu1zJ8xCqm7dunj99dcxd+5crF+/Hm3atAFw3U0gISGBewEJZ7h69arTRdCkdOnSAIB58+ZFNILShsZsw+yVRpVQJzRQXbp0KfO18gGN0vvw7LPPhj/7YbDoRiHlV5577jkMHjzYtOuxFUJR0uzC6brBK3+jfcKyZcvQtGlTU26T8nYnX758lssjx+yWNH6wbpQvXz5ifZYUr1ikWPDDb+YVmJ/01KlTsXPnTgwYMACjRo1CxYoVAQBff/01GjZsyL2AhDPwEFIiLVIFCxYEAFSoUEF1EBgIBLBt2zYcPXqUKW23NoyEcaz8hvIBvt6gxUvrCdWwY/LAyt5ufsSJySq7hZRfMPrM+vTpg7Vr10bsp2kU+cA3f/78queara89evTQPUeUa58bUJu88YqQIouUO2FeI1WjRo2IqH0h3n77bfrhfITbhVSoI8mbNy8mTJiAzp07o2/fvvjll1/C5/z999+4++67mfMhi5T34dm5uUVIicQOi9SVK1ci/rcj2IGbiYb+0um64VRETTNu5XKxEhsbq3qu2T7qhx9+0D3HKdc+nvg1/DmtkXInzEIqRFZWFpKTk3NV6HLlylkuFOE8PAZWdqzpyJMnDzp16oTk5GSUKFECdevWDZ+jJPiN4JVGlVCH51oFPwupzz//HMOGDcOZM2eE5yW3SLFaiv2GEwOdnTt32pqfl+uGFDvug8UiZfcaKb8MyskiRYjAVNS+3r1751oIHNqd2q6NHaOF48eP48cff0TLli1tXVOQnZ1tSz5mG6HQexZqLG666SYAkQ1NTIy5eQKySHkfnq59doUldyL8+eOPP849TTWoXkXiF5GhhdP36KU93uQDXxGufTExMWFvE7WBtlNCSnSwCZ7n87pWJG4tlx9hHmk++eSTiImJwdKlS1GqVKmoXTBsF9u3b0fr1q2xZMkStG3b1rZ8veTaJ0X6Pmot1hVRJsI9eNG1z+/vnd/vj8iNX35zJyxSIoJN5MuXz5SQ8gvRZJGiiSv7YBZSu3fvxo4dO3D77beLKA+hwrp16zwnpEQide1Tww4hVbNmTVN5EGLhaZHSs7Lz6kj1OkknorwRfFB6R/wiMqIBOwaldgSbkIonFtcvr72rauUVIaSkVK9e3fSSAt547TfzMsz22qpVq9J+UQ5gd6WwyyK1YcMGU2nLXftCqFmkWDoelnNvuOEGw+cS9uFFIRVKJ7R5qt+Ixo59yZIlmD9/vuJ30fA8/HKPbrNImS2P1N1dbRJSSWz45XdU4/vvv8eCBQtMXSt9Nqybv7NCFil3wiyk3nrrLQwfPhzr1q3DuXPnkJaWFvFHiMGOhkyax4kTJ7imp8akSZOwatUq5rRDjYS8M1BbI8UiDFmetd87GK9i9ne5dOkS1q5dy5QW73fATsszIZb27duje/fuOH36dK7voqHtcPoeveR2K58UFOHaJ83Dz0KK1SK1YMECdO3aFf/884+lvC5evMh8PQssQsprv5mXYRZSzZs3x9atW9GsWTOULFkSRYsWRdGiRXHjjTeiaNGiIspIwH4hNXr0aK7padGiRQvmtFktUixCiqWTosbKX4wYMSLXMbvXSLltjcLhw4e5pBNtdUV6vxkZGZrf+xWn79FLQkpe77WCJYl07XNKSLmh3bNqDBAtpFggi5R9MK+Rks/WEvZgt5ByO2pCSoq0I2KJQkgWKe9j9ndZuXJlrmNOhD+vWrUq/vjjD+7pmuH555/H0qVLnS6G53AiCqPb8Ms9us21z0rUPrX8QvhBSLFapHjlRRap6IRZSDVu3FhEOQgXwLviiazIRlz7yCIVvZgdaCgNLpwYEP/666/YtGkTWrZsyT1tVrKysrikE211xc/7j0UbdszuyycFtSxSPNZIRWPUPj3M3Lv0t+jbty9ef/11AECxYsXQvXt3TJ8+nVv5zJaLEAuzkNILDnDfffeZLgyhjhMWqWvXrrl2Iz4jrn2//fZb+LMVi1SRIkUMn0u4A7O/i9J1Trj2FS5cGLVq1eKSrlXIRcQcZJESd4/btm3DBx98gPHjxyMhIUF4/n507WvQoIHh67z2rjphkercuTNGjx4dFlKBQADvvvsuVyFFwSbcCbOQatKkSa5j0h+XNuQVgxMNWU5OjiUhJbLMakLq8uXLiudbCTbx888/Gz6XsJ9gMIgxY8agbt26aN++veW05DhlWXDLJIaXBqNuItruVwlRz+Duu+8GACQnJ2PJkiUR333++ec4ffo0hg0bxi0/J35L0cEm3nvvPcVz/BBswixW7rNp06amIwWLIFp+MzfALKTke5lkZ2dj165deOWVV/DGG29wKxgRiVMWKZ7p8UTNtW/37t2K57NYpOT3Xbx4cdVzqbFynsWLF+O1114D8L/fw+pGz3rHpIgSGm5xsXF6QOBVyCIl/h7//PPPXMcef/xxAEDr1q255ePEb1WyZEnV73gIqWLFiimeE81Cygxqz8bpdtPp/KMJZiEVHx+f69gDDzyA2NhYDB48GDt27OBSMCISJ4SUVeuiqDIHg8Fw2kY3FWS5F5YBLXUwzqMUqt9sJ+KkkAoRet/8JqSira7QGinx96iV/oULFzxlTZXmMWvWLPz666/cyxPtwSZElEEt2qqIZ0aBsNwJN9+Rm266CQcOHOCVHCHDixYpUUhFkVEhxfL85PdNQso4165dw4oVK0ztx2EWJZHsxTVScvwmpKINskjZL6Sk72revHk9K6RiYmI010h98803OHXqFHMe0v5SrX0hi5Q5jAgpq8/RyjiGEAezkNqzZ0/E32+//Ybly5fj2WefRc2aNUWUkQBZpKRIo4gZXUdiZSZHa0DLsvYqGvjss8/QsmVL3HnnnbblyXNdptJ7UqVKFeZreOTtljVS165dw6BBgzBjxgxL6bhlMLZp0ya8+OKLquspeUFCyn6kLtxGJ9mMYMegVPo+BAIBTSEFAE899RRzHmY35LUD+bIRK9hZt+x07SOLlDthdu2rVasWAoFArh+pfv36+OSTT7gVjIjEi0JKFM2bNw9/tsMipYXSRpvRzKJFiwDAMYvUb7/9hjx58nBdI9WpUycULlwYW7ZsUbzG7659W7ZsCd/7gAEDHC6Nde69914AQFxcHF5++WVh+ZBrn/33KEpI2X0fRoTU77//zpyuEYuUElbuPyMjAydPnjR9vdthce0LBoOW2nUSUu6EWUgdOXIk4v88efLgpptuQoECBbgVKtr59ttvcx0j177/IY2iZ7SztLI3lFbDl56ebjhdQgzS39ZqyPAaNWrg6NGjEcduv/12VK1aVbiQcmuwCV64rWNXClTAk2i3SJ06dcr2e5R6CFiZUJFjd/9rREhpRfVTQ5qmWvvC2yXt9ttvN+WGaAU3rJEK9UuLFy8OR5Ml1z5/wuw7Ur58+Yi/smXLkojizEMPPeRIvl5x7ZMiwrVPbY3U7bffnuvctLQ0w+kSYuBpOW3UqFH4c+HChTFp0iQ88sgjmtf43SJFmCPahdQrr7xie55SixRP11i7hVTx4sV1JwnNCCkjrn1K6Zq9/4sXL9ououwm1P+oWaSkfYpVyCLlTgy3NL/88gt+/PHHiGNz5sxBhQoVULJkSTz99NPIzMzkXkDiOk5UCi8IKRGufWqWgW3btuHXX3+N2EstMzMTly5dMpy233Hje/ree+9hzpw5htKSlr9BgwZ44YUXdAdkou7ZLWukeBFtHXu03a8cO8YDoQiur732GpYuXZprmwunLFJWLBsA8OCDD+papPS+V6J06dLhz2pljImJwaxZs1TLxsKHH35o6jqr2Fn3QpbtuLi4iONKFiGySPkTwz312LFjsWfPnvD/e/fuRe/evdG8eXO89NJLWLJkCSZMmCCkkIQ3XfvcJKR4uPbdcMMNuOuuu3J1QErhtwn70BNSAwYMQM+ePQ29j2beWXLtI5SI9jVSdvVZzz77LEaPHo127dpFuPbxHEiypmXl3p944glhrn2hvamaNm2qeV6dOnUi/jd7P6IDupjh+++/55rehQsXACBXgKXQOyNtx+0UUn5vX9yEYSG1e/duNGvWLPz/ggULUK9ePXz00Ud44YUX8O6772LhwoVCCkn4P9gEy4a5UowONlmen3w2Ti/P06dPG07b77jRIhVCVNmiybXPyr1GW8ce7a59dvHf//43/Fnaj+Tk5HhyjVSo3huxOB09ehRLliwxXL7Qeffcc4/mebz2RHLKqq5V3tB6Jdbr1AiJ9/z58yum5dT+WGSRsg/Db3lKSgoSEhLC/69fvx4tW7YM/3/XXXcxz8xv2LAB7dq1Q+nSpREIBPDdd99FfN+rVy8EAoGIv/r160eck5mZiYEDB6JEiRIoXLgw2rdv78sIMX63SL3zzjum8uAtpFatWpUr4pxeHqmpqYbSJsTAU0jJF3zzStcMdgupunXr6p7j18758OHD3APHRLuQcuL+pEKK57vqhJDS87a4du0aKlSogPbt2+dadmE0DzV4tT1unAzSwsw7E+p/5MLXadc+v7cvbsKwkEpISAhH7MvKysLOnTvRoEGD8Pfp6enMpuaLFy+iZs2amvuTtGzZEmfOnAn//fDDDxHfDxo0CIsWLcKCBQuwadMmZGRkoG3btq4N3e1mrly5EvG/nc9QLqJ5Y7SB3LdvX65j8s5A/n/ItE84g9MDJlGz3vIZTtF88803uudYedZu7dh///13VKxYERUqVOCaLgkpElJW0BNS0v55w4YNTGmzCik7o+DxwGx5rVikQkLqs88+Q758+bBs2TIA5NoXDRherdiyZUu89NJLeOutt/Ddd9+hUKFC4f04gOsb9d52221Mmbdq1QqtWrXSPCc2NhaJiYmK36WmpmLWrFmYO3dueG+hefPmoWzZsvjpp5/w4IMPMpXHzdgxE9y1a9eI/70QbMIoRsuidM8kpNyNKIuUUXi953KXPrvdYooVK6Z7Tk5Ojqm1GW4mNJt/7tw5rul6ZY1USkoKFi1ahIceegjx8fHc0nXaHd1JIcUjjLZeGtJ75e3e7HUhZRYeQuqJJ55At27dwv+Ta5//MdxTv/7668ibNy8aN26Mjz76CB999FHEjOknn3yCFi1acC/gunXrULJkSVSuXBl9+vRBcnJy+LsdO3YgOzs7It/SpUujWrVqqnu+eBU7GqS1a9dG/G+1IrqpIhttgKSLldWQ/xZGrokWaI2U+WudHlgbEW5+skiFyiNKGHrFItW9e3f07t0b3bt3d7oozGi5o1+7ds3Ta6T06qMZ0WjWtY+ElDpyISX/LH0Gdo6JzK47J9gxbJG66aabsHHjRqSmpuKGG27IZXb+6quvcMMNN3AtXKtWrfDII4+gfPnyOHLkCF555RU0bdoUO3bsQGxsLJKSkpA/f34ULVo04rqEhAQkJSWpppuZmRkRmtULewE50SDt3LkTd9xxh+nr3TJQAIw3YGascG66z2jELxYppXQKFCiQy+VWFEaElB9dps2EkTaCV4RUyCIXckXyMtJ2/pNPPuH2jO2I2scqpKTwFlLyvL0mpOxy7ZOKdbV2RGpwyM7ORsGCBU2VjbV8vNd8Euow+47Ex8cr+u4WK1aMu09/ly5d0KZNG1SrVg3t2rXDjz/+iIMHD+o2+MFgULMCT5gwAfHx8eG/smXLci23Xxg2bJil693kz8vTIvXOO+9ENJpusrw5jdctUnYHm1C6VpqvlU6XFSP36yeLVAinLFJ+x4n7lwspXjhxL0r1ccGCBYrfs05w6NX1AgUKRPzvNSFlFtb7lD53NSElbV+ysrLMFez/Q0LKnXhqx8dSpUqhfPny+OuvvwAAiYmJyMrKQkpKSsR5ycnJEREG5YwYMQKpqanhP9oHSJmbbrrJ0vVuEhhW1kjJr61RowYuX76Mp556iiltQgxOLyoXbZGyi2i1SIkSUl5ZI+Un5M/cy659SiJEOrFixmXM6H0UKlTI0Hl6uDH8Oc/rpBOvasFB8uTJE/6OhJQ/8ZSQOnfuHE6cOIFSpUoBuL5pXL58+bBq1arwOWfOnMG+ffvQsGFD1XRiY2NRpEiRiD+344Qo6dmzp6Xr3TRQMPr8jK53iomJCXdkbhKMhDqi3kcr6zH1LGBGN5zmgeg1Um5DaY2UnaLcLe2jqHfM6WATPGF9L3gEm1Cqj9J0rQgpvfLJhZRd+0g5XSesCCktF+GQt5adQiojI8NSXiwEg0H88MMPUWuUcFRIZWRkYPfu3di9ezcA4MiRI9i9ezeOHz+OjIwMDB06FD///DOOHj2KdevWoV27dihRogQ6deoE4LqbYe/evTFkyBCsXr0au3btwuOPP47q1auHo/j5BScGMFZdNd006LLi2qd2baiToJmf/+F0R6gFq2uf0UHAO++8ExEEx2yZlAY5bhNSVgaqSs9/27ZtGDhwoOk0eSAVUgcPHuSWrleElCj3Uadd+3hy9uxZIelKMWKRUqujvIWe/J2wy7WP1+/nhEXKbULKziBYixcvRps2bVCuXDnb8nQTjgqp7du3o3bt2qhduzYA4IUXXkDt2rUxevRo5M2bF3v37kWHDh1QuXJl9OzZE5UrV8bPP/+MuLi4cBpTpkxBx44d8eijj6JRo0YoVKgQlixZYusAxA6cECVWO0IvCin5QLFq1aqqFsvQvmpvvvmmtcIRtiBKSAHXLeFWUSqfna4xRgY9vGf869ati0ceeYRrmqxIhZR0DYpVvCKkYmNjnS6CabSi9il9b4arV69iyZIllsplBj0hZWaNlNFyycdPXhNSZrGyRkprzBkSUlYj6bGUz86offKIz9GGmHBFBmnSpInmi7FixQrdNAoUKIDp06dj+vTpPIvmOpzodP0kpMy49k2bNg39+/dX7QxWr17NpWx+ws3vqahgE4D5yG96wSbctlhbRLAJp9sJ6W9Xs2ZNbum6ZY2UXlRap6IWikCEkLp06ZLlNPT47bffMHr0aADGLVIiXftCeYXStUtIOb2mjbUtCo0X8uTJoznp5XeLlNv6Kbvx1BqpaMYts5csuKnMZlz7YmNjNWeZ/Gb1JCJhsQaJehecWqythog1KE4HsDBrhWRJ18z3PBg3bhzXTXZZcKL937VrF/c07aiDvXr1Cn/WElLSdka0kEpJSQmXy+sWqZBI1cOsa5/eZIQTQspOixQJKcITOOF+YbUj9LqQ0mscSUh5C5EWKbPvglKZUlNTTZXBDvxokZLmz1PUuUFIjR07VvP7vn37CiuHE8EmhgwZwj0PtTrYpk0b5mvUkPY7oT0ulQScdN2yyPDnAFCkSBGULl0agPeElHwf0XHjxhm6jvU+Q2LFqJCS7l9qBrdapNw24Wc30X33LkQtcEGxYsVsLom/XPvM3IteWGTp4NnpWfVoxg7XvuLFi2tex1NIHT9+PPzZbR2UnyxSX3zxBdavX48ffvhBSFncNJGkxn//+1/TgVL08ML9W4Fn3ZSmNXv2bADKIkTaJ0m/N1oW1t/E6kQO6zPi8S6mpaWhfv364f9Z7oH1+Vy+fBmAfsCW0HOwOiZyq5By24Sf3birlyZUK4qb156Iup4nZhowFiH10UcfMafvR9z8nloJNnH//fcLme1WQpqv24SU3yxSTZo0wccffxxRltTUVHz++eeWo3G6ZY1UNMPjGaulwXPwqBfqPIRan8S6ebjR80Pn2WWRGjVqlKl8pIT2GTVTBlFCyupzDCG/XitQjyjXvmAwmKscJKQIV+EmIWUVL1qkpA2CnpCSdn7RHrXGC1iZjQ0EAnjnnXdUzzX7riuVSW0dhBuw0yLlxL3n5OSgS5cuePzxx8MbbpvFDa59fseOZ6y3/QWPfJXSUjomdSGzYpFyq5D6559/TOVjJU8prPd55coVAPobp/MSUnJuueUW1e9EWKSuXr2KWrVqoUOHDhHH3dZP2Q0JKZfhJiEV7a59en7P0u/tiOzkBbw+ODQbeIDnfUuFVDRYpORCaseOHQCccWe+du1aOFrs119/bSmtaBdSTqyRkvLkk09yz6NChQrhzzwHj0quwSzBJljLYlc0PdHlMkLdunUNn+s1i5TWGEWERerXX3/Fnj17cm0HQEKKcBVqAxW/CynR92dmAKi37kX6PQkp53BD+HOeFik3u/aJsEjJn12hQoUUj9uB34JNOInT98crGJD0Pjp27Bj+7LSQ0jtXCbNWebuEFA/keX7zzTeGr3W7RUp+vdY7LsIipdYmu62fspvovnsX4qZ1BH5aI2WmLHqdgLTxCDWohHuxskZKD1GufVplOHr0qK0hbgF7LFKi3GCMwFNIRfsaKafvT2kth9l0Qhh1p2OtJ0bXSKlZpNzq2sc6wOYxIJfeW/78+VGmTBnD13rNIkVCyh1E9927EDe59lnF6659eo2DtBHz4u8jAjc/B5ERq0S59mmVoUKFCmjWrBm3fI1gh0XKSSHFs82KdouU0/B6vmaCTdgtpES50Fm1KLFef/jwYUv5yWH9HbxmkbLbtc9N61ndBAkpl+EmIeUni5SZAZJe4yDt1NwkGqMNv7n2scw0b9y40VS+avzyyy+akbPIImUcElLOItoiJVpISY917twZixcvjuhzpBYH0eHP7XpX5RH3rMJqlRFtkeId/lzLInX+/HlLeSkhLb/ZvtKPkJByGX4SUm4SF2ai9rEIKdpH6jpefE/V0nIq2IQUu10m7r77brz++uuq34t4z2+77baI/3ntuWIGnvdndfNNr2NHW6D1jjjp2sear956rk8++QTt2rVD2bJlw8ekm/O61bXPif7AyqCeVXgZtUiFfp9WrVph6dKl5goHNiGVmppqeQsHOWpCilz7CFfhpjVSVhFV5pIlSwIA3n//fcPXiHbtIyHlfrxikXLzTJ+V91zt+d99991ITEwM/+8X177u3btrfk8WKeuELAJKiH6+efLkUa2frO+R0oBYWtdCW3HExMRg0aJFub4XJaTk17HiRPs1bdo009fed999SEtLM3w+q0UKANq1a8dcrmAwiI8//hhbt26NOK4XWfjixYvMeWkhfa+ln93WT9kNCSmXYcQilZOTg5SUFMfKIuL67du348SJE4bOvfnmmwFo76Egh1z7CB57u6jBU0iZLYMdiHrPDxw4gM6dO+Prr7/2jWvfwYMHNb/3u5Cy4/60gvyIsEhJyZMnTzjCpBwern1KQgr4nyVKaj0RvUbK7HNUez4imT17tqXrP/vsM8PnhoSU0TVSZlm5ciX69OmDn3/+OeK41CqpBO86KH0nSUj9D3f10oQhIdWwYUMUK1YMf//9t/CyXLlyxfTggrUzqV69OtP5ooMBsETtI4uUc7hhjZQb3AvtQIRFCgCKFCmCb775Bg899JBvLFJ6kJCyjtbvxeu31Ao2IVJISdNQiuQprYtuDX/u1nf8hRdeUN1fimVT4JCQZ7FImWHfvn2Kx/UsUryfv5E1UosWLYq6iWV39dKEISH166+/AgC+/PJLy/lpDYyys7NRtWpVVK9enbliTJs2DcePH2e6JjU11dB5ZtwTRAgpaeeWlZXFnL4fcWvHCXjTtc9tQsqODpLXwmwz2Dkh4ua64hWcXCPFU0jpufZJ24FQGY4dO8aUB+CNNVJ21ItJkyZh27ZtltOxyyKltnZLaqlUQqSQUrNIde7cGfPnz+ear9txVy9N2Bps4sSJEyhWrBgGDx6s+P3o0aNx5MgR7N+/n9n6NWjQIA4l5IeZQZneIFbaeBw8eNCyS4Ef8PrgUFr+tm3bmrrObH5KGOmAz549q7lWhCeiLFJSQvWO97t06NAhTJ8+XfMcO4XUN998g5UrV9qWn904bZHiJaRefPHFiDRD5MmTR9USwdu1T+lcM3sXmhVSZjHy/KXrIwFg1apVlvK0E7ssUmaF1PDhw5nWfOmhJqTk7++aNWu45ekFSEi5DDuDTUycOBFpaWmYOnWq7rks5m7RiLRIWdmb46mnnmI6n+ADT9e+EHXq1EHnzp0Nny9q/6E333xT9/zExESmTSetwPM+V6xYoXhclGtfpUqV8Nxzz2meY6cV7J133sGDDz5oW3524/SkCo/89+/fj08//VTxu0AgoOpaxcMipZYGj/UorELK7Oauer/BypUrsWfPnohjR48eNZUXL1jeG7MWqXXr1jGVSU1Uy4VUjx49ULNmzfD/8+fPx8iRI5ny0sJo1L5oWzNFQsplqDWeevvNmEFaOfVmtJ3uFK0iwrVPKc2DBw/6epbZjYhYI9WsWTNXuPY1bNjQUOQlEXuGKLFx48bwLCzrjLj8Xu+8807F8/wSbMIofl1P4HSfwSN/rboXCARUvRZYf9MiRYrkOqb2Llp5XxYuXMh0/unTpwEAc+bMMZWf3m/wwAMP4Kabboo45jZ3Zi3MWqRYPXaMWqTuvvtu7N69OyIIxe7du5ny0oKi9injnTc2SlBreD755BPunbw0vfLly5sqlxOYsUiJcO1TokqVKnjwwQexfft25msJsbAIKbvCAxvBichXarzxxhu47bbbMG3aNBQsWDAcitkMavXLyTVSvPJkmUwxO9tPaMPDtU/+PvTt2zf8OU+ePNyEVLly5QynYXYcsHPnzvBno+3bd999ZyovK+TJkwerV6/mvtm4CMxapFjfS1bXPpZN3VkwKqSiTViRkHIZWhVsw4YNXPOSVk491z03zZratYDVjEUqxK5du5jz8wNuEtxyRAopURYpN3L69OnwjOrjjz9u+Dr5fak9Y1FrpIzAa7Lq66+/tj1PN3HlyhX88ssvjpaBh5CSW6Skm0cHAgFu+0jFxsbmOqb2Xph9X44cORL+bLR901uDo4eZ55+WlobmzZvjvvvuw6RJkyzlLxqzFileQkruEhrKx8oSBS2ys7PDn6Xv+KVLlxTLES2QkHIZWhWM94JylgbZjYM7p6P2Ee5AxBop1t9+5cqVpjY/9KKQkmKljuhZpLwspFisTH4TUosXL0bBggUNR2EVBY/3JyMjQ/U7LYsUj7zV3guzFkwzg2unhFSIoUOHWsrfDCxlDgkpJSEsxaqQUnsX7BZSUndu6T2MGzdOsRzRAgkpl6FVwXh3uCwNstctUna59kUrr7/+Oh577DFXvSdmMDsAeu211/Dwww9zLo2/MGqRkh63W0zxen9Z2mq/CalHH33U6SIA4GORyszMzHWsf//+iI2NxYsvvsjNtU+pnLxd+8z0Z9JgGnZ5glgVb3YS+i2UgoVIkT97XhYpvcko+WerSIWU1jtOQopwFDuFVDRZpIx2bKIaIL/zyiuv4Msvv+TufsoTHq59jRs3Vr12+fLlXMrkxrqmhpU64kYhxauNZUnHb2uk3HI/PISU0u84Y8YMpKeno0KFCkKE1COPPKKaN2D++SrtRaWHVEhZCbeuR9WqVcOfvSSkjLqC2+Xa16NHj1z58RzHSL2iSEj9DxJSLkNewapXrx7+LK9MZl7WP/74A5s2bQJgr5Dq16+fpeulmFnHYvReWTZk9dKA18+IiNqn9tsvW7YMY8aMMV44Ioz8+asNQqXHvWqRimbXPrfcD4/fUi/sNG8hFR8fj1mzZgEAevfujcKFC+dah8jDImVGSMnXwRhBq/5KQ/+H7hlwXkixtDluElL79u1DXFxcrvx4etYoCSklq220CSnlTRAIx5BXsCeffBIvvPACgNwNqJlBRijk8NGjR2117StRooSl661iZhbPipCKpobEaUFp5xqpwoUL47777jOcjh5kkdI+bvezuHDhApd0olFI5eTk4K+//nK6GGG2bduGkydPWkpDr9/jFWwi9J5369YtPBhOSEhASkpKLmGh9L4YqSdmBtTSdM30oWrlmj59Onr16hX+v3DhwuHPXnKpNyukWNHanPm7777DqVOndLeT4IFUTAeDQZw9e1ZxD8NoGv8AJKRch7zhkf7Ps8M9dOiQrRYpngMiMxYpt7ib+BGvPFsWi5QWPDt6L4kmqxi1SDkppD7++GMu6bC0rXv27EGpUqW45OskTz/9ND755BOnixHGqogC9H9HXhapEPI+Tck6o9TeGqknZty9pFHaeK6RatOmDW644Ybw/07tSZQnTx5Lk8R2WaTUzs+TJw86dOigmR/P/koetW/evHmK72O0CSnvSP8oQV5hpJU8JycHo0aNCv9v9WVlaUDcJKTMIMIiRVxHatqXuoJ4ESMdo1vfC16dMwuiLVJeDV7CIqRatmyJrVu3CiyNPaiJKCf2IuKF3u+o9g6LrItKea5YsUL3OjMus9J+k6eQktdrp+r5hg0bVC05RnBaSKkFuRDVR0nLce3aNdX64dY+UhQkpFyGfEGn3CI1fvx44WVQMtVabejIIuVfsrKywp+dEFJ2rpECxFukzNYVHpHCQnz55ZemysCSn94+UkrXeAXW9qZBgwaCSuI8Wm3CqFGjcOrUKRtLw4ZZixSr9whLn6YUFfHgwYMR+0QpIS2r0fJJzzMzBlCrv/Lj1apVYy4bDxo1aoR9+/ZF7A92+vRp/PDDD1z3HXRSSIkYe4U+k5C6DgkplzFkyJCI/636KJtBqXOwWhl5zjhplUVtoarUJK0Fr72poqkhkQopN/u389pHiudvK312IczWNbODNyXsCGHtRtc+XtDEzf/QahPGjx+Pdu3a2VgaNvT6Ld7BJoy0LYUKFVKMHnr06FHN66RlNVq+uXPn5iojC0YtUvny5QtPJkydOpU5H6tIy/npp5+iTZs2hjbVdlpIJSQk6OYnauxFFqn/4d5RT5SyevXqiP+lL65dg1SlGUQ3WaRCKFXW3bt3Y+DAgREzTIAY1z6pj7ccrw4AzSB17XOzK5bb1kgFg0GULVuWS1oAX4uUUaxMPLgx2AQvSEj9D713ZNeuXUzp2flOmLVIsRKaUDFan5TO07vWjJC6++67w5OTIoUUAOTPnx+AviAUgVI55WMxretYhRSvtvqWW27RzY9nWyQXUmr3QUKKcBWiFmEGAgHV9JTMxVb35LDLta9q1ap49913cy3eFjGwmTNnDteBsFeRWlXscsu4cuVK2MroVdc+JWuUtAys8LRIGcVKm2TEInX69GnT6TuJmycU7Ib3BOD+/fu5pqeFHULq6NGjmDhxIgDj9clMvmatFKHxAM93WimKr5qbmh3CWSmPkLAzch1rhF8eQkppCUYIO1z7tCxS0QYJKZcjrXDyxlOU6ldq0Lp3747bb7/d1KZ8gP0zy/JnI8Iidccdd+DPP/80da2fkAdEEc2VK1dw4403hmfj7F5/x+u3VetM3bBGyigsz2Lfvn2GrpW2c5UqVcJ3332HAQMGeMrKE031Xw/ez8LO98Csax8A/PTTT4bymDJlSvizFYuUHmbWSEnz4mWRWr16taKQ4rXezAxWhZSesF21alXE/6xttdL5RpcW8Kx/RtdIHTx4kFueXoCElMsRKUDUKpiSa19aWhoOHjyIH374wVReIvx0WawGaWlpzPkYaYDUZtHk5OTk4Omnn47YeNAvyGepRHPgwAFkZmYyWyt4rZHS6jQbN26M5ORkQ3nwHiA4YZEyypo1a/D6669HHDPi2gcAnTp1wnvvvYfZs2cLKx8hDt4WKTe59mm1E0b7SjMDXTOufdLvWdqK0O/HS0g1bdpU8Vy1vtQLQor1NxTdVtsVtU9tUmP58uVC8ncrJKRcjnwGgFdaWhgVByzY7eoib0imTJkixE3I6LNavHgxPvroI/zf//0f9zI4jd3WRrP58VojpdVJbdiwASNGjDBUHrXO1C6LFI86abTDVooCaMS1T8qJEyeMF4xwDV62zllx7ZsyZQo+//xz3TzMWA/MCCkpLHU/lC7PqH1KeNkixfqO22mR4onRNVLRBgkplyN9UZ988smI71gri5nww3ppKJGSkpLrmN0WKaXvFi5cqJs26zM1KqSUnolfcDIgAMvaPbvWSF24cMFQefxgkTp//ryh81gGfmrHzbp0HThwAEuXLjV1bbTRt29f7mn62SKld2+PP/44U34iXfvkW6mwlolnsAklnLRIaQW/0MIuIeVGi5SWa1+0QULKxXTt2lWzAlkJoalV0axapHr37p3rGEvDce7cOd09MfSwaxbU6GDQy7OyboalDvASUqwLi9Vw2iK1aNEiU/nIGTVqlG6ZlZ6Z2iCU98z07bffbnuIba/W9//+97+GxbFRvPosAGtrpELoeULYZZEy64Idusc2bdogKSnJ8HXyPI3mI8eONXFK5VTbSkVKKOCRE0LKDRYpElLXISHlYubNm8d1Nk9eeVmi9oUw0jAq+YazVLgSJUrg1ltvxZkzZzTLIDogAO8oiX7FychqwWAQX3zxBfd0rVikjHaSvIUUSx3bv38/82y5GuPHj9f1iXfSIuUESvfQp08fB0rCDm93Hbe0fWbqlZU1UiGMeEKwpKd2nt61ZoMChdI9ePAgBgwYYPg6gI+QsiNwgVI59Z7nhQsXcODAAUPnyuHhPeB0sAk9IeXVrSvMQELKxeTJkweFChVS/Z51Dxe1RZ5ytHaiN7vOxEznrLa/iNV1LE7g5o1qrfLAAw84lrcoi5QWLAMWLXjP5rHUsb///ptr3np7v7DURz8IKSVmzpzpdBEcwS2ufWauu3Tpkub3Ru5Nqz8F+AWb0EN6/0Y3qJfndfLkSdN5AsD06dNVz1WbwN20aRNTnmY8asyMT6QC2W0WKVGwCKloWj/l39GdT9ASUixcuHAhV4MkyiKldE5cXJzudfJrzbgLGfnOCdxWHr/AEo3RrjVSXrBIGXkf27RpY6ocZvPTO9fLQqpbt25CgviIgHdbFQgEsHXrVm7pmZ2AMDOwe/PNN3W/19qYHdAXUlLsWiN18eJFw9dJ2zvWOihvy5599llD+UhR23RWjW7dujGdD7AHc5Bf4zYhZdcaKa37iCa3PxJSLqdw4cK252m1w5dX8MaNG2PYsGGGrt25c2f4s94+O+TaR7Dsa2aXkDIqhNQGJXaskTKSx5IlS0yVQwkeQspLHbP8HlgG007Du63KkycPVxFpp5DSo3Llyrhw4QKeeeYZ1XP07t2JNVIsQkqarlUhpdV28go2Yeb9tRqRULRrn1L57r77btXz7XLt0+pHoski5Z3WPUqpWbOmkHTPnj2r+h1vi9S6desMl4s1LzXMNh68Gh15Q0lCSgwsHRKvfaTc6trHOz0e4ocnXhJScrxijRJBIBDg+n6YtUyKGtjlzZtX8/7sskixCCk9l0W1dK2u7TEzQWVHNFIzrnNOWqQKFCiATz75hCkNHrAIKS+316yQRcrl1KpVS8j6mq5du6pGxhPh2meUAgUK6KbDw2ogGqOBPXjzxx9/oG3btti2bZst+TmB9L3g7e5l5N2Vvltt27Y1lQbgbNQ+u4U9j/y87Nr38MMPO10Ew4iwSPFM0y6LFI9ACQDbGimjz8lM/2ZWSFpx7WOBl0XKLiFlxSJlJeIyALz99tu46aabmNLgAQkpZRwdbW7YsAHt2rVD6dKlEQgE8N1330V8HwwGMXbsWJQuXRoFCxZEkyZN8Pvvv0eck5mZiYEDB6JEiRIoXLgw2rdvz7wg0u106tRJ8bjVzmn37t2Kx7WEVGZmpm66vCxJVmYQnXbtk3c4dgm77t27Y9myZZpmfz/B0rHrvZdXr17Fli1bABi3SCnVFaeElJs7rp9++slyGl4SUtJ35KOPPkLr1q11r2FxUxUJ70XsehYp1nbWLosUr4kJEdZIqxapN954w1ReIkWNWh8pes8lM3nIr7E7ap98HKx3Pi9Y1rBHk2ufo0Lq4sWLqFmzJmbMmKH4/cSJEzF58mTMmDED27ZtQ2JiIh544AGkp6eHzxk0aBAWLVqEBQsWYNOmTcjIyEDbtm1dPahgxW7ritYMWq9evXSvt1KJpb+bFYsU73JpMXXq1FzH5KHb7bIASPf5iIbwozyF1MiRI/HXX38BMD4wUqqbol371AK3uLnj2r9/v+U0vCqk6tWrZ+iaggULYuzYsYJKZBwRQkqrDxM9CA3BWj94BW/R6795rZHSI/S7/uc//2EK4MBzjZQWTrr2mQk2YecaKXlZ9KKu2iGk9OqTn8bgejgqpFq1aoXXX38dnTt3zvVdMBjE1KlTMWrUKHTu3BnVqlXDZ599hkuXLmH+/PkAgNTUVMyaNQuTJk1C8+bNUbt2bcybNw979+7lMgPqFux2wzGyEZ0oeA2W7Hxmzz//fK5jcquoXeVJTEwMf/ZTHVCD5xqpt99+O/zZ6JoHpdlm0ULKzmAMSu+2U3h1YoBlImzcuHECS2IM3s9Zz7XPrRYplvqk9Rt37doVr732mur3dgsp1mt5Ru3TYs2aNYrHnRJSLNfYLaT0xmjJycnhz04FmyAh5QKOHDmCpKQktGjRInwsNjYWjRs3Drvf7NixA9nZ2RHnlC5dGtWqVQufo0RmZibS0tIi/tyM3UIqNjbW1vyk8LJI8bDiWXnun332meX8zVCyZMnw55SUFEfKYCc8LVJG4WWRSk1N5VIe1nwB4+/2lClTzBaH+P84vV7TafTeNdbnY5dFimd9Gj16tKFr7Qg2wfq87bJIHTt2TPG4Hy1SrLAKKVHeCdJy3Hffffjiiy9sL4MbcW0LH3JRSkhIiDiekJAQ/i4pKQn58+dH0aJFVc9RYsKECYiPjw//lS1blnPp+WK3kNJrQHhv5ilFulGgXkXUei758+fnViazHDp0KPzZrt+wXLly4c9SUeVXRLl7bdy4UfU7PYuU0Y78/vvvVzxudv80ETOAImfIowWvCSly7WPPh9f7L1JIhe6ftax2CSk1/GiRspIX4JzXkPzZStfMy/dTI4uUi5C/oMFg0NDMi9Y5I0aMQGpqavjvxIkTXMoqCh6VlGfnKPJ5SYWUnkVKC7Migudz+uabb8Kf7RpMSa2J0TC45enaJ31ev/76q+p5UiGl9IytzsTZEbWPEMfKlSuxatWq8P9eC30uYgCkNVnJY62rkfaV9b54ufbpYaadVrrGqAXFimufSDEqMg09rO4jJbp/ZwkjL2fDhg3CyiFFbtAgIeUCQms95Jal5OTksJUqMTERWVlZuVyYpOcoERsbiyJFikT8uRm1SspSmXgKBJFrFViElNb9N2jQQPU6LaTn3HHHHbrnayFdJyUtq8jnJ228omFgzdO1T1rP3nzzTdXz9MIZi17LI8IitX79etPXAvpt0c033xzx/9GjRy3l52YefPDBiP+dskiZ3WemVKlS+Pbbb7mVIxgMIj4+XjXgCOvzUapfRvZq8rtFSpSQstJ3OSGkeIU/P3DggOY1dlqk5OWTjpP0uHr1Ki5fviykHFLkzyAaxh8hXCukKlSogMTExIiZvaysLKxfvx4NGzYEANSpUwf58uWLOOfMmTPYt29f+BziOiyNi5NhLVlc+7To3r27qetC9/7yyy9bNp+fO3cu/JlXWHc9pMIiGhqyxYsXGz6XxSJ1++23q54nHbSZ8a3Xw+z1+/fv1w2Lq0TLli1x3333mcrTKKVLlw5/zp8/P8qXL8+chhMWVh51yCkh1bt3b9PXPvTQQ9zKEXqf1eoUj81MRQgpu/Zl47VGSq+8JKTUUXp2euucnVwjxepiybIBM0s5pMifQTRZpIxvuS2AjIyMiHUkR44cwe7du1GsWDGUK1cOgwYNwvjx41GpUiVUqlQJ48ePR6FChdCtWzcAQHx8PHr37o0hQ4agePHiKFasGIYOHYrq1aujefPmTt0Wd3isA+E5S85rgF67dm3s2rUr4hgvi5TVwQvLbvRqaAkpUe4+0WaRmjhxouFzWSxSRjfYVEpT77knJSVFuH3KMVtXn3rqKQBAenp6Ln91OWYGb1aQPhMvhTEvWrQolixZYkloem2NFG9Y6p3Z9Iy0pyItUrz6VzssUqzPW3o+633y6INojdR1I4IU1jbUjrEACSmH2L59e8SC6xdeeAEA0LNnT3z66acYPnw4Ll++jH79+iElJQX16tXDypUrI/ZRmTJlCmJiYvDoo4/i8uXLaNasGT799FPP+aWHGDJkCCZNmhRxTF6JzOBG1z6lxseIkBIJzzzJIuUtjIoLPYuU3nNv1qwZ/vjjDxMlNMa5c+d0hZQUu4WUl97LtLQ0dOzYEefPnzedBgkpc8FT1LDLIsUyEOS1ebxIIcUj2ISVZ1izZk2ma5XSMIJd4wY7LVLyzbqdCPqhlw659jlEkyZNEAwGc/19+umnAK7/MGPHjsWZM2dw5coVrF+/HtWqVYtIo0CBApg+fTrOnTuHS5cuYcmSJa6PwqeFUoW0W0jZ5dqnNMDgZZEyC8+0d+zYEU7v7Nmz4eMiGxgj4eN5InWrtQuz98UyM250Q14zFik9EWX1d2O1pvJ41/XS8PLspNXfg4SUeIuUl4WUGby2RqpPnz7YsWOH4XyU0jCKXUKKxSJldqlBCGl0PEBs4BQtyLVPmehu4V2IUuALtRfS68EmzAops7AEm+Al0t5//3188MEHeOaZZ8LH7BJSdnTu0j3c7MLsezFjxgzcfPPNquuIjM4M683Qio7ap/e9E0Lqhx9+0Pzey7OTVsuu1M699NJLKFSokKV0vYIdFikRrn0s59ttkVJ6p+yI2mdWSMXFxen+RmqC2q1CisUiNXv2bEt5yS1S7777LtP1LMEptCAhpYyjrn1EbgYNGoQ1a9ZELPblMQhx4xops659XrFIAcCAAQNyDWzJtc8Z5syZAwBo06aNYtQ4oxYpKfSMr/Pdd99pfu/l5yRCSFWuXBklSpTA8ePHLaXtBViE1MWLFzFx4kR07txZ1RXMjRYpXoNGvwabMGJ1zJs3r+JzdKuQYrFIWQ1cJbdI3XnnnUzX81qXqvVsDx8+HPG/l9t8Vsgi5TLi4uKwdu1aDBgwIHyMR8Ngl5A6cuSI4XSsrpFi7RCGDh2KP//8U/Mc3kKqTp06tvgODxkyBG+99VbUBZswg9TNUoqZmWGlZ2z13bFqkTLyu9sdbMLLs5NW204n1uu6qe6zuPaNGTMGr776KmrVqqV6vtK9FS5cWLccbnXts2uNlNlgE3Khy0LouRipA2rlYn22brRIAdcjAZtFbpFixQ4hJcfLbT4rJKQ8gN1CyspATr6nlxZKjY8Ri4qV59G6dWtD5/EaXJYpUyZXB8F7kPPXX39h8uTJeOmll7iFj49GjEbtk2J242ctrAop1vphd7AJryFijVQgEBA64HNTZESWCTF5FFej6YX2ndTCrUJKihuDTcjfXxY3sdAztCKkeO2BJBIjz/S1114znb7VdfJ2CSmp5Y2EFOEqvOTax+L3r+eeIMK1T89ixntwk56eLtwiJe3YMjIyhOXDyuXLlzFs2DBs3LiRa7qiBqAsM8OhDb9btWqV6zsnok1KYf3dvSKknNhHChDj2icaLwkp6eCLZR2rlOHDh+teZ5drX+fOnZnysdsiZcW1D8jtZqYFi5BSOyc9Pd1wfgC/9lfPfc7O9shqG2SXkNq8eXP4c6tWrRzvC+2ChJQHsFtIWXEdsrobPE/XtNBglwXern3nz58XLqRiY2PDn9PS0oTlw8rbb7+Nd955h/tmr9OmTbN0vdpvy7JG6sCBAzh27BhuvvlmS2VRwmrn40Yh5eXZSS9G7XOTkCpevLjm99JQ/UaetdL7bcTTgPUdNBtswo5gL04KKZbrWdZIqZ0j7dOMwGvwXqBAAdvzVMNqX25HsAkAuOuuu8IB086fP29p2wgvQULKA6hVIjdG7ZN3VnXr1lU9V6nhlA4A1Do+ox3Cli1bULlyZc1zzKZtlD///DPX8+IlcE6fPo3du3dHpC+dvXN6NujgwYPc09yyZQvmzZvHPV2AbWY4Pj4e5cqVE/KM9faA4uHa5+SGvF5DhEWKZZBmBjcJqSpVqmh+b2R9kxS191tPwNjl2mdlDZLRunjgwIFcx0QJKflzM7NOxosWKTe1WV6xSAHOeQ44CQkpD8BjrdCJEycMn8vTIqUVzUupwkld06xuWnrrrbfirbfeYrqGp5AKBAK4cuVKroWivBrom2++GbVr144QLNJO59dff+WSj1lENKhGopy1bt0a9evXZ07bTNQ+pbpitSMfPXq0pevdaJFyalDihkA90vdq3LhxaN68ObP7Fys8LIA8nl2PHj10z5EKKbMWKUD/PTYrpBITE9G1a1d89tlnhtK2YvExeu3PP/+sWQYlzAabkG8XYbeQYl0j5YSQEj1pabU+OyWkokVUkZDyADwq6T333MOhJNdhsUhphf1UqmRjx44Nf1bbK4FF7Jjd7JFHA6DmWsh7UNmmTZvwZ2lEunfeeYdrPm7AaEOuNNAwcp3SZ6vlYUXPFUoP1qh9duCUkHLD+lJpGzR69GisWrUK+fPnt1osTXgMnHi820beM6sWKWmEWy3MCqkCBQpg/vz5eOKJJ3TPBazVLSvXigo2oZYOy7lGhNR7770X8X+3bt0A/O++jL6PvNpk3lGD5TRt2tTw/lLSZ96uXTvmvOwUUtG4AXn03bEH4eHaxxOza6Rat24dUWarFU6EkGJJWw+19TM8GnpePs8iEbnPlxZmB89m3k2l8jg9C8e6YN/Pa6RY6pqagLU6M602iHR71D67hBTrHjt2WaRYRIDdrn1KiHLtY81HCotF6uGHH474P/ReXLt2DZ07d0adOnUMvddesUitXbsWTz31FHNZzIRRHz16ND788EPm6+SwCik3uUeKhISUB7DzZVy3bp3uOSxCStpoL126NMJMb7ZBZ2m0WPPgObgRKaQuXLhgOQ3RzJ07l3uaZqN6GYGXa58I1DYnVcJIeyEttzRYiSi8YJGaNWuW4nEv7p3iJSG1bNkyLF682HCaZstl1iLFKqScmkixS0ixPEeWYBPyckmF1KJFi7Br1y5s27ZNNx27hJRTUfvMTA5v2LABzzzzjOVysLr2kZAiXIPayyuiIjdu3NjSYnZ5xZHPtkkHbVbLb+R6s0KKx7NVCxoQLUJKBCItUm5ZI6XEihUrDKfPKqREBz4AvLFGisfGuUpCijWKGw+8JKQAoEOHDkhPT7c0USLN6+TJk7mC0tglpMgi9T9YnqGckJDatGkT03V2ufbZxe+//x7hgeKkxwPrM3HLxJJoSEh5ALeperMWKTl2WKScXCOlljcJKfPwiBqk9r2ZAY1ddTMUUtYIemW6du1axH4fehapffv2MeWvhFMdKsvvw8O3Xy5gJk6cyJxGMBi0vAmpE0JKqc6wtKNG79nIb3rzzTejQ4cOzNdJYbGmeMEiZUXUsOQj5csvvwRg7pmwunwqMX36dNPXusUi1bJly4j/rbRTVscerBMdbhu7ioKElAdwy8xICJZgE1qNjdkGgUXsOGmRUkvD6u85YsQI3H333ZbS8CoiF7uaEVK33nqrqbxYkZZH7xlMmjRJ8/tp06bh9ddfD/+vZ5G688478fTTTxsopTrRapEy04507twZhQoVwrFjx7iVwwys7ZSS5c3OdZJ6+x2JXCNlJdgES93WwsgECmD9PTf6HKWTNZcuXWLORykgC8tAfs6cOYYDkSghYo3UqFGjmMtx8uTJiP+tCCmr7QJZpJQhIeUB7BqEfPHFFwD4hj8XYZFigSWPjIwMfPvtt8zXqaHW4Fn9Pd98801L13sZkftYSH8vo51V2bJlsW7dOhQsWNBUnkZhGWx98sknmt/LFx0bWSN1xx136J6jhReElAiLlNZ916hRQ/F4aMsIvd+RpRxmYB00GQm88sYbbwAA4uLiFM81kueMGTMUj/MWUna59kmxIqSMWqSsvudGy9i4cePw57Zt2zLno2SR+uabb/DUU08hMzNTt3x2ujAa5bXXXrOchpX7siJsMjMzcerUKaZrLl68aDo/L0FCygOodQCsO35rMX78eDz22GOWygPY69rHO2rfPffcE3Yv4WFpEGWRIrQxO1Aws0YKuD5gUBsU84LXrDWQ203QiJDq2bOnpTy9EGyCh0WKRUjpCSUrAya3CqmRI0fi33//Rb9+/RTPNZLnn3/+aaicTgkppyxSFy9exIoVK1RFRqiMVoWU0ecoHQuYCfevZOGcPHkyZs+ejffff1/1OieCahj93XhM0Fppp6wIqXvvvRe7d+/WPU/6LKpWrWo6Py9BQsoDqFXoMWPGcMuDpYLzcu2zOnDh7dr322+/hT+XKlXKVJmM5E1CyjwiF8BbWfQt2rrKM325kDISbMJqXfVC+HMeFin5fWoNxhISEvDqq69azlMJHkKKVXgY3QqgePHiQuqLKIuUkfdC+rtbWd9m5rmEyvf444+jZcuWGDp0qOJ5vFz7zLTBZoSU1hqppKQk1e/sskg5sRauXr16lsSJlXbYSMTEaIWElAfQ6gCMbuimR/PmzQ2fy8siZdZdSGT48xAiI22RkDKP2rOTRkg021l4RUhZzUseTdJo+HMrLqXRapHSexd5bpQeYvfu3ejTp4/ldERYpEKYFa1az1NPSLG2C5MnTwbAbpFatmwZUz68LSfyjW1D8HLtM1OXzQSO0BJfWs/MzRYpq6xevdox1z5CHRJSHkCrkhrd0E2NNm3aYMeOHahbt274mN4MNYtFSosbb7zR8Lkhrl69ipSUFABiN+S1OqgqWrSo6nckpMyj9uw2btwY/my2szDr2mfmfCmsot3q+yN/t42GP3/xxRdVQ/rr4fY1Ui1bthRikXJi4FK7dm3s27fPcjoihZTS8WvXrunmqbU2hqdFKiUlBevXrwdgzMIkTZvVImV1wF+/fn1D6fFy7TPT/pgRUlrXaJXBLiHlRD/uVc8Av0NCygNcuXJFWNqJiYn4z3/+E3FMb7Ak3dNAjuiofVOnTmU632xjarbBiouLw4EDBzQjbtnZAP/999+25WUHas+uVq1a4c9OCynW39fIu6aWvpkBirzesWzIK28rpGgNIHl04GbqstHB89ChQ21fIwVovytO7hcDiHWjVWr7jeSnJaSef/55AAiHPbcipKR9rpF3V3pO4cKFDecDWP+djW6F4aRrH28hpYVdrn3S7+3q043+du+99x7q1q2Lhg0bRhw/fPiwiGJFEI0TxSSkPIBeQ2nlxVWaDVeKqCSlf//+qt+JXiP19ddfG0qb5RwlrHQ2lStX1nyGdjY0t912m2152YGRZ8fDtc/Kppqs5M2bF3379gUATJgwQfEcaXkSExPDn81YiOT3xrIhr9ZzycjIyBWqFzD3vv/www9c3N6U8n7iiScUz7V7jZTb4dFOqT1TpfpiJL+srCzV78aOHYsNGzZgwYIFinmw/BasrrTStHm4VbIgD76hVl6vufY5LaRYJkGkbbJIjI5L+vXrh23btiE1NTXieL169UQUK+ohIeUB9ISUlc66WbNmuY5VqFDBdHryWWneFinWQbJSHlu3btW9zqyQMtIBR+OMDS/sElKiXPuUyp83b17MnDkT2dnZeOmll1TT37dvH7Zv3x7hEss6+61UVpbQ7Vp19umnn0bZsmUxZ86ciONm2qdWrVpFuGuaRel5K4XPDgQCjqyRcjMs7ZTRyHkhlN4jq659MTExuPfee8MTA0pCyui7yDqpIk332WefNZSHUl480HPts/qe//zzzyhdunR4s10jmBFFhQoVUv1O65mZcWFUEkJG9+UqW7Ysbr75ZsN5WYHHZI9oonF84/5fhcArr7yi+b2VCE0PP/xwrmNmN98cM2YMnnzyScPnm2nQWTc+VDrn7NmzutfxGFSpEY0NjZ2E3pGdO3fi3XffzWVxcTJqn5L7W+hd01srdeedd6JOnToR7w8Pi1SbNm1MXysltP+RfNNJXlYZXq59aht92r2PlNsRKaTULFJWhJReHqdPn0ZCQgKGDBnCdC1rsAnWNY9mXPdDez4uWLAgl3ATvUaqW7duOHPmjOHtUgBzQsps5FyWsPUhNm7ciC5dukQcM+ra165dO8YS+ptoHN+QkPIAo0ePxqJFi1S/tyKklBrdfPny5fKtNYJSKF8rFqlbbrkl1zHWgYlS/kYGZKxCavz48QCAjz/+WPdckZsu+h2t+w+tjRg8eDCA64vuBw4caHgAbkewCTWLlFnkC82NIK93LKGJjQzC5Oc4aZWRP+9169ap3i+PyRNW1z4312eWsv3++++Kx9XeFzWLlB5arn1y5HXyrbfewr///huOxmc2HSWsbMg7duxYpvMB4LHHHkNWVha6dOmSy31btGufUaRWHjN5mrG2A+aEVMWKFTFt2rSIY3rv49KlSwG4uw47vc4S8PZkklFISHmAPHnyaC7y5rFniByrFTAhIQEffPCBpnler6FTqoA8LFJGGnXWQdWIESOQnp6ORx55RPdcKw1vNDRKWijdf6dOnQBcXz93+PDhXFZWo8/bDiGlVH4rUfumTJkSFo5GsTKQMnKt1f17eCLPOyEhQXVyRYRFSk9EunkQxvK7qW1IzWKR+r//+z/8/PPPmvkoPU+j1jCWZ836zlaqVCn82S6hErLyyCcGRLv2GaVatWoAgNtvv93wNffeey+A6+2a1nPUam9D7whruyoPoqX3DuzatQvA/6yDorCyb5QbhJSX3ZuNQkLKI2hVCK0oeiLyM8LLL7+MZ555RvMcvQ5HqePjIaREWKQA425WVgZPZkSzn8SXvFEuWbJkeC+1mJgY3HrrrbmukT/vjIwM3VDNdgop1ndNWvYbb7yReYY9moSU/HdWK38wGBRikbIyiHB6EGR31L6VK1fqpmfXu8Saz+TJk9G7d29s2rTJNqESglVI2SH0UlNT8dNPPwHI7eqrxdq1a5GcnIxBgwaZLmeoj2T9HUqXLh3xv9H332jURLOEgu4MHz5caD68kD83ERP9boOElA8w+6Ka3fDOCMWLF9c9R6+hU2rIeHSkRu7NrRvymvmt//vf/5rOz23IB6b9+vVDfHy85jVKz/vixYua5/GI2rdz507MmTMnIl0eQiq0NsHsTKVoIaXn2mc2GpcZ5M9bq/y0RioSu4WUEawIU5EWqeLFi+Pjjz9Go0aNbA8IIN++wA2ufdJNiVn60rx58+Kmm24CoF1OrbVyZlz7lPITVXeHDRsW8b+eu2qoHEWKFBFSHtGQRYpwDVqDfxFCyipaLn0h9Bp0pYZMesys2BNlkTJKWloa8zUnTpzAww8/jHXr1jFfa2TdlleQv+tGBgVGNwrlZZEK5VenTh307NkTa9eu1SwL67s2fPhwLF682HRUOysDKTNWYGmdffHFF7F3717T+bNi1CLFK2qfPD+710jxHLS4UUg5YZFibQtY7o3H/bjRtU8aCdTsOEPrOU6ZMkX1O7NCSo6od00eITA2NlY1Wqu0HGbqjNNWbYAsUoSLsFtI1alTx1SaIYw0YnozVXqufUawa40UC48//jjzNb169cI333yDtm3bMl+rZH3xKvLf36yQEunal5SUFPHdX3/9Ff6s1DmzdpD58uVDu3btUKxYMabrzOandq3aNglaQmr8+PGoUqWK6fxZkf/OobKtW7cOH3zwgeJ3VpD/vna79rG4eSu5wUoRKaTMPmsnLFIiNtgOwcMt36hFyk7XPulEqtmgEXa79skRtX5R6b7eeust3XKYqTNOCCn5cyOLFOEatCoES8hxKVpC6rXXXjOVZggeVh9RwSY2bNigKz55CCm18h07dow5raNHj5oux4EDB0xfywtenRLLhs9aeevNNlqZhU5KSsKPP/4Y/l+6do6HkFLCSJATpfxefvllpnyMBOTQcu2z0rGbeYfUXPsaN26suYZTz11UDVaLFG9Yotpt27ZN83u/WaREuvZJYbk3lt9LDaMWKbOufSwbdoeQWqTMuvJadf+06p4vqu6yji3sFMAiIIsU4Rq0BiDr1q3Dv//+q/q9Wgei1cCZ2Z9Gipm1FHL0BsBmG8rx48fjjTfe0DzH7gXDerjBRG8FXkKKl2sfbyElP79169bhz3pCykwIcznz5883fK70mSntI2f0WqPnhO45EAhYeo/NzGwade2TI43CxoL897UyGBs9ejTzJIiahUNpYkzP5WrWrFkYOXKkpbrrJovUqVOnDJ8rvWeRrn08LFKiXft+/vlndOzY0XSZzPbTVoWU1T5clACINiFFFinCNeg15lovq3ThpxSRARV4uM8pdeDSDU2tiL33339f83sSUnzh1Zjycu3TG+Dy7LSkri1K+U6fPt1yHix1WXpvVoJqqD1DNdc+q3XKTHvFEmxC+p7wskhZfe9ZNktWyj+EksVST0i98sormDBhAn755RemMkgRbZEqXrw4RowYYSotlnxYULo3tefgBde+WrVqYdGiRUz1T/oemp0oMtvnhdYgW21vtH4bKwGczEZp5eXal56ezpyOFVg20fYqJKQ8gl4l0po1/PTTTxWPS2fNecPDIqXUmaWmpoY/GxFSZhtjElJ84eUmYca1T+k9UxrgWlkjpVX/pAMQ+XkPPvggbrzxRqa81OjevTsAoEuXLprnSe/NipBSEwlqFikzg2fpWgszi9bNWqTkg1OjsK6R0rP2HD58mCl/tfSU7tuoy5WV8M4iLVKLFy9GcnIyypQpYyotLay0V0p9h0ghJdq1LwSLZTJ0boUKFYQEm1Bj5syZOH/+PAA+wSbU6m+/fv1Mp2unRUrpXShSpIjuRLIV5O/JkSNHhOXlFkhIRQFyE3XNmjUxY8YMTJw40XLa//zzD1544YVcO9vzWCOl1HBLOx6RYZS9LqRKlSolqCTm4GGRCgaDuVyUjHQuSjOpvF37tNLTCn/O8z27++67AeiX3crGw507dw5/VnN9kac5bty4XPmagecaKb30zQ7+eK+RYi2Hmusoy+Bejohw+VYtUjVq1EC7du2EuTv52SJlts1ReiZdu3ZVFNo8rNBmXOukQRt4eNyo/T5WJjZZ31kRrn39+/fnlpYeZ86csS0vpyAh5RGsWKTkDdJtt92G/v37GwpRrpff//3f/2HKlCnhXcxDiFojxSqejM6IbtmyxdB1TsHaiNoZYtoIPCxSUmtkCLMupH4UUqFnweK2yPpeSa1dauJY+uwuXboUDr9/5coVpryAyGdnRkipRe1TomjRouHPvCxSVsOfs7oYslikjGI2qI/WcavrX0SvF7HSXrFsAm9nsInQOICnRWrBggWKG+6GzrXyO5lpL6SBnHi0rTyErhUyMjLwxx9/ADA3JpGHWneCjIwMp4sgHBJSHkGvEmk1/HIhZXaQICXUoW3fvl3xeyMNqF4YZKV7CoVl7927t276gPHGh2X3dSdgbUTt3PTUCKIWnJrdXNlOISX9jsVCwooZIWVlYsKIRcrpfY3k12jNUpcoUQLff/89VqxYYbqN5L1GirUcas/IyqDSyqSYKNc+0R4DdgkpO137UlJSAICbK3EIpSi0PKwoZoSUFB7viJrQtWuitWrVqtizZw8Ac89SvsWDFGlkWZ7I2yASUoRrsCKk5I01DyEVyk+t49Yq744dO7B48WLceeedmnkopR1q2FijjemVz+2RZZSep9YgWGQgETPs2bMHrVu3VhXeRjC7J5jSs+C9RsqoRUr+TjttkdLbS0gLtUGgVSuSGjxc+/SEY/v27dGiRQvT9Ye3RerkyZPYsGGD4fydskippa/W11h17XOzRUoJtecgr0NmBuhGXfvOnTsH4HqADp4otaXSSJ1mqVy5sulrAbFCygosz+TEiRPhz2be+XLlyqlGIGVZI29mfVwIu4NbOAEJKY9gJWqfvLE26/8vxUrUs//85z9o166dqTxCDZvRe5A+t5tuukn1PBFCiuesldLz1HoGbhNSLVu2xI8//oi77rqLa7pG3FONWKQOHz6MnTt3hv8368euhNtc+0LlGTp0qKV3VM0iJb1fq/VKmtbcuXOZr5cPhIxa4HitI+ExIG/cuLHhc93k2lejRg0MHDhQ8fyKFSuaKosXLFJKqAVGcsIiJXVh5YHSs+Lh2peQkID9+/er9ttXr17VFDpuXSNlFrN57tixw3LeVupDcnKy5fzdDgkpj2BFSIlw7bMjfLTSoCAUStOMkNKa4bJ740xWlH7/zz//XPV8twXLuHTpkuU0lN6Hxx9/XPc6I0JKvvjWLtc+J4WU1cGAWpvDU0jJef3115nOHzZsWMT/RgdXZgdhvF37Qhid1RUhpIxcK3+X5syZg99++011jVfTpk1RokQJ5rLwCqVvNB9eiHTtkz8LvTVSPCZSpSg9Kx4WKQC4/fbbVS0qFStWREJCgqqY8oNFSorZOhwXF2fqOiks9UHeBrFY1L0KCSmPwFNI8fCR5r3GRAkt1z4znYF0cOQ11z6lRrRDhw6qAz6vbt6nhfyd6969OwoUKKB7nRHXPvlA1c/BJngJKbstUsD1vY1YWL16dcT/Rp83L9c+Xu2K0XUGSm2m1Y2QWS1Sqamp6NGjh+75ffv2ZS4La7CJU6dO4YcffmDOR6vO8oTHQF3+LESFP1fjp59+ynWMh0UqhHQfPinHjh3DhQsXVMNr+2GNlBQn+3S1OtC8eXPda//44w9hmxu7Bf+NtnwKz2ATQ4cONZTnoUOHVL8LNcoiZkBDaLn2mbGqabn1uN21Ty0tqZBo2bKl6vlWF+66Afn7YNRv+8MPP9RNy+paBaMWKafXSF27dg1z5swBYP39VMtHelxEveIdCEDpuNnfhTX8udF3WLoRuRZq+Yl27ZPOehuNBmtmcMVqkSpdujSqV69uOh+Aj9VI7Xfmkbb8t1UTHiLdIuViiudaNr00Qt/LI9XyuE+jWzzYgZORhNXalVWrVqFFixaq1+XJkwfBYBD//POPqKK5AhJSPoFljVSRIkUMpXnbbbehRo0ait950bVPOst85swZrF27Nvy/E659LAs4jTSijz76qOp3s2fPNpyXUd577z3uaWphNnDBgw8+iE2bNkUc0xJSLVu2NL1pohJas9tWgm/ICZX56tWrWLJkCXr27ImLFy9GnDNnzhz8+++/AKx3zFWrVlU8LtIiBYhxt5HDyyJ1//338yiOYddYM8F/9DDSlpcsWRIA8MQTTxh+dmbqsxmripnfUvo7WnnfQoNMtXs9cOCA6bRDGBVSIt0i5ftI8nLtM5JG6PsFCxZEHOexRsrIFg+s2O3axwNpfZBPSPfp0wcA0KBBAwD/8xro2bNnOLAJCSkHGTt2bNgtIfQnjYsfDAYxduxYlC5dGgULFkSTJk1yVWi/wMu174033mDKV202z4uuffJn1LRpU9XvRLNq1SokJiZi6dKlhs6XN6L79+/PdY5Wx6G0aaJVBgwYwD1NLcxapIDci73lv7d0sMQSzUitbFK0hFRojxAehH7/q1evon379pgzZ06uTbc3b94c/my1jvbv3x8DBw7MtVeJmpAyM4BTsp6HJlNEYnWNVPny5TF79mw8//zzXMpjRUgFAgHha6RC+T755JOG07UShZHlXXJSSIXeVbV7fe6550ynHUL+LPQsUiIG5PL2lKdrn1EhJYeHYBQhpMziFiElf64PP/ww9u3bF56YfvHFF/Hbb7/h448/RsGCBQHY02Y7iauFFADceeedOHPmTPhPar6dOHEiJk+ejBkzZmDbtm1ITEzEAw884Mtwi7yE1D333MOU77Rp03DHHXfkOm6HRYqHa5/0ua1atYopL5G0aNECycnJhqIXArl//9tvvz3XOVoDBrdF8WNl69atGDFihOnr5e+jlkXKTCdpNtgET0IzhdL6fvz48YhzrIR4V8rv3XffxcyZMyOOqwkpM5MV48aNy3UsMzMTx48f5xpaXb6g3apFqkKFCujVqxe3/dyMuvYpPZNgMKi7lrBmzZqqm3caeU/MWCDsskgp/QbyeiGHl2tfaACZnJxsaK2WmWfiBtc+uQscT4uU3m/thJByArcIKaVy3HnnneExWSAQQI0aNRATExOOFMlzwtCNuF5IxcTEIDExMfwXCoUZDAYxdepUjBo1Cp07d0a1atXw2Wef4dKlS5g/f77DpeYPr/DnrJWxePHieOedd3Id5yWk6tWrp/qdvFMJBoOWwp9r4aYGUwkj96HVcTjpXy1n0KBBzNc0aNAgl3siy6CDRUiZwaxFiiehwb80SpL8veYppELXaz1bq/UqJiYGdevWjTj22muvoXz58hg9erSltAHg4MGD+OWXX1CmTJmI4/K6ZPQ+WGfijb7DRtc4qqVXsGBBfPHFF6qhpLOzsy0FrjGzJsZMXeBlkfrmm28M5QPwsUgBQJs2bXIFP+GB/Jmr9Y0iXfvkQsoJixSvdY5S3OTaJwKjliI9IaVGyKjRq1cvpnJ5DdcLqb/++gulS5dGhQoV8Nhjj+Hvv/8GABw5cgRJSUkRC91iY2PRuHFjbNmyRTPNzMxMpKWlRfy5HV4WKauVOFSJFi1ahPXr1yMpKUnxPKP5bNmyRdVtRWuwyzuEq5eElNp+Olodx7Bhw2xZW2KEadOmOV2EXL+3VYvUwYMHVb8TtUGtHKUBo9aCfl5CSm7l5h3+XN5xz5gxAwB7KHQlKlWqhLvvvjvXcfmz/OSTTwylxzoTb/R9MCo6lNIrVaoUAOCxxx5D9+7dFa/Lzs5WHSAZuRczA2cn10hp7SkIRD7vm2++2XBecuQCWOpaCwD33Xef6bRDOB21T5p2CJ7BJsy69vHwwnBTtDkRY5TBgwcbOk/Ltc8oW7duNXWdF3C1kKpXrx7mzJmDFStW4KOPPkJSUhIaNmyIc+fOhQfwCQkJEdckJCSoDu5DTJgwAfHx8eG/smXLCrsHXjgppKTXhCrU77//jiZNmqheY7QBzZMnT9iPVo68o5XeB29XNS8JKbWOvU6dOppp8AxsYJXhw4dbToNlICYPuiAfmEpFppk6omUx0HLtK1asGHNeahgJ8y6F18xosWLFItx/eQspJ2Zw5WsK5QNgNXjOxCuly3pemzZtwsJTi+zsbNUBkptc+3hZpEKL4PXyAXIHMWBBPuMvv+fy5cubTjuE/F378ccfcfLkyVznibRIyX93J4JNeMUiZRYRAljulq2G9DmYLYcfPcVCuFpItWrVCg899BCqV6+O5s2bY9myZQCAzz77LHyO/IUOBoO6L/mIESOQmpoa/jtx4gT/wnOGV/hzqw1AyM0vFPlLDdbKpra3lZpblNFGUnq/WuuqRMw88Wxspc9TOpsqfQ633HILfvvtt3An2qZNm4g03CQW3377bVvz0wtLbdUiZTRvab6PPPII1q1bxy0fI0JKhGsfABQtWjT8WXq/PH5nXu6QS5YsMXyuvH0xuiaTdQBpVEgbfQYbN26M+H/p0qVhixSgHYbbykDNzRYppXP12sLQ865evbrqhrBavPzyyyhYsCDefPPNiONjx46NyEM+S2+mTirdn5L7tMg1UvK2h+eEgl4aIrdgUXtP5BNzLJhtd61MHpt5h6XwEMZu8YgRgauFlJzChQujevXq+Ouvv8ILY+XWp+Tk5FxWKjmxsbEoUqRIxJ/XEbVGCoisPKGO//Dhw5rXsOajNqBUG4QaTd/owFFEJee10ByIfA4lSpRQzaNGjRphi9WSJUsiXF95CKn09HTXCDKWgZjcfUvLIsUbpXe4QoUKWLhwoak9btSwW0hJUdsrK7RnFXB9Tx8z8JrkaNu2reFzjbpLyWEdQNavX9/QeUaFVO/evTW/l9eZ0NqF0aNHq5bZSD0z48rFUn9TU1PxyCOPhNc2sYgBpd9O752yKgRee+01pKamatbvKVOm4K+//jKVvhSlMipFaRXp2uekRUqtbvDI286+Tq8+WBlPsEwiKSGt3wMHDgTAHt2WhJRLyMzMxP79+1GqVClUqFABiYmJEZHYsrKysH79ejRs2NDBUopBr1HQ6hh4WqRuu+02AMC2bds0z2PNp2bNmuH9CKSoLVzn3Rnw2BhRDk8hFYp+A0S6pWjlEQgEIgYcVgekZ8+eRZEiRTQDhLiVQCAQEUr7xRdfjHB/EWmRUhIZIlxDjKyREmWRks6sqw1sOnbsaCqfLl26mLqOJ6xrmYw+20AgEB6YGEmXN7NmzcKhQ4fw9NNPq4oTFiElyrVv7Nix+Prrr8Mbv1q1qui1hTzW+OTLl0/xeYQiML777rum05ailIfS+yLStc/J8Oci150qCSnp5BBPnnnmGc3vrYwnjFrU1ZDWh1deeQXr16/H119/zZSGiDGWW3C1kBo6dCjWr1+PI0eO4JdffsHDDz+MtLQ09OzZE4FAAIMGDcL48eOxaNEi7Nu3D7169UKhQoXQrVs3p4vOHb3G5J9//lEN6cpTSNWsWdPQeWYaUKW1P9KGzIxFqlChQuHPWg2uiErOc2NKqSultEHVC7ohvX8rvv4AsHjxYgDAjh07LKXDC9YOVHr+xo0bI0LP2+3aJ2JWmHWNlKhwumq/i9mBwJAhQ0xd9+OPP5q6TglRFing+n5cRtO1ijydPHnyhCfHrAgp0a59x44di/jf6rtrh5BSIzk5WTVtpW0t9FB6N+XPNiUlBampqQDMC6mdO3eqRl9TC3/uNSElH98otZ89e/aM+F/q1mwEtfv56KOPNK+z4tpn9XeQ/p4xMTG47777VNe2q0EWKYc4efIkunbtiipVqqBz587Inz8/tm7dGl6gOXz4cAwaNAj9+vVD3bp1cerUKaxcuRJxcXEOl5w/0srXrFmzXJWqa9euKF++vKLLHc9BYlxcnKE0eHVAVoXUrbfeiuHDh2P8+PGa50mfEa8ZJ6MDx9AsqxZq+3/p5VGyZMnw51mzZhkqjxpuCttqBnkY7d27dyueJ9IiZbeQ0rJkiPo91QY2epHS1IiJiYmYEDAKj6h+IfQCuYQwY5mpUqUKFi5ciAYNGuimKxIern2iLFLyiS67LFI8rbYhzp49C0D5ebdv395SfiHk78t7770X/mz22dWuXVs1eqXIfaSsrA9n5euvv0bfvn3DIsGIF8dXX33FLX8trCxBsfo78Oi3srOzsWfPHvzyyy+WyuJGXC2kFixYgNOnTyMrKwunTp3CN998g6pVq4a/DwQCGDt2LM6cOYMrV65g/fr1qFatmoMlFoe0Itx///24ePGi4oJSpUG5tMMyU6EaNWoEAKhcuTLy5MkjzJSuVDalDT0DgQDTfbz11lsYMWKE4mxsCGlH/eijjxpOWwujM0iHDh3SPady5coAgKeeeiriuJ6Q0lsv6CRWLVus76FTLmJKFim7XPvsWiMlRe13MbN/mF6aWvCcARVpkQKuBx7R2rbDyGBx5cqVTHnKcfMaKbmQ8opFSum9CVmk5ILm/vvv51Yn5e+LNDiClXvSC60ewgnXPh7PrmLFipg5c2Z40s3IGinpmFQkVkLlu0FI5eTkoGbNmqhfvz7Onz9vqTxuw9VCivgf0oqQL18+5M+fX/Gl1qswZipCXFwcLl68iN9//93wNWYGPnpCympllpdJmp+0Y+VlLeAZoj1UdnmULz3XvjvvvJNbGbQYNWoU8zVyC5ESe/bs4bLxKnD99zbimupV1z4lUa21Rsrqmjm156RW9wsXLmwpP1Z4Cimji85FCWUj7elbb71lKR27XftYLAlOWaRECKnQGil52v/3f/9nKS8pWlFJ7diQ1wmLFM86F3pGRuo9a75my+nkJsA86oP0Hfnnn38slcdtkJDyCNKKEBo8mxFSZitUoUKFmIQBL6sVTyFlFF7pi4jaJ//9KlasqHld586dI/43upM5K9JADjypWbMmXnvtNcXvzLxjRn5bka59oedvdfGvEqwWKatr5oxsWcALtTTT09NVv7MipPTC5etdx7uN4uW+pPXbsApjKXa79nnZIhXKW5r20KFD0bVrV0t5SdGKSmqnkHIy/LkVRAopJ+C5RsosVqNHuxl/3U2UEBqgK1Vg+b4Vcni8wEYWGYoQUn/++ScA84Eh5GVSEzp2CykjDbGakHrvvffw0EMPRUSvlCK/l6NHjxoqkxLSvOWmeS90JoCx3zbkesML6XsX2rOuQIECXPMA2INNpKenm8rngw8+wFNPPaW6nsOO9TwhihQpgr59+yp+x9MiZfSeRFmkvCKk7HLt84pFSmsPK+l3devW5frOyN99M+uLWZC3M6HACTwm7syskWrZsqWlPEPv19WrV7F8+fLwNjtK64y90Pe5wSJFQopwHLlrH6D8Mv79999Yvnw5brnlFsybNy/X9zxmo4wsiLXa8YfuV5qO3LrCirzjVnOL49Uw3nHHHYbO08tv+vTpmDx5suK5CQkJ+Prrr9G8eXPV60Nr3IDrUaF4DDClIdidwoxYN/L+m1kMq+WmGCrn5s2b8fTTTwNwh5AyyzPPPINZs2ZZWlPDilaaH374oeJxnpts5+TkYPfu3REh85Vw0iIlbxvmz5/PJW83RO3zqkVKqb1R2hiXt5Vo586dERNC0vRFDGLlz3PTpk0AgPXr11tO20zUPjUvBqOE2tK5c+eiVatWqFy5Mk6dOqXofsn6PJ0QXm4TUiKsok5CQsojSF9gLYsUcH2/lmPHjqFHjx6a6Zhl5syZltPQQ8m0bnYGPYQ86o3e+iKrtG7dGtOnT8fGjRstpfPcc8+FP5tpEOX7PZj1T9bK2wuzcoCx99/MAHz58uWq0R5DndDbb78dPuaUkHIy2ITdWLk/+T38/fffqF27NsqWLat5nZNrpOTwchVzo2ufdDsIM+jV8VBdPnLkiKV8lNobJdc+EQPLuXPnKqYvYnKF56SFHDNCyur65NDzCgXvSk9PD4ePZy2fWXi2o25z7fPKeMEoJKQ8QiAQwMSJE1GnTp3wxpZqL6OWOZ1Hg21k3wSrjQCLj7JRfvzxR1SpUiX8f2j/FFEEAgEMGDBANXS52TRZSUxMFL4lQCAQwOjRow2HieaBqDVSZgYFxYsXV5y4AP5XzkuXLoWP2SWktIJNiMJO1z4teM6879mzJ/xZ670LRUfz4hop1v1wQly5cgVpaWkAgPj4eC5lkSMXUqybgcq5evUqMjMzceLECfzzzz+5BslLly4F8D9XXLMYde3jGZgohPT5St3xzWwloIcIcRZCry4p1Q1eQsoIXhBSbrNI+Q0SUh5i2LBh2L59e7jDM/NS2+WbarXjD5Uz1ECvXr3acpnq1auHP//8Mxxhzg3uaWps2rQpvAGuFLMNooiOWs64ceOwfft2pmvU3AwzMzNV93mygpEO0srsqlL6SkLKDcEmROGERSojIyPXMZ5tnXTwGYq6psRLL70EwNpaRCXsEFL//e9/Ubt2bZQrV87wNQBw/Phx5OTk4IYbbkBiYiKXssjhvZnn1atXw/dasmRJ1cApVlFqD+yySEkJeV/cfvvtQibV3GCRkp4nQkiplUNU1D6eE1JWrfMjR44EwN6m9u7dO/xZWofd4rXACxJSHkbq8mUUu3xTb7nlFkvXyy1SWmuAWAntySRyFo0FpUbu3nvvRYcOHXINyMw2iKIFtFK5pk2bhh9++EHzug4dOigef+yxx1C7dm3Na91kkQqhVL/Wr1+P7OzsiAF4SkqK6TzUsGuNlB52r5EClN3YrLzz9evXj/h/2bJl4c8XLlzQvZ73ppNGnilL0BolKlSogJ07d6Jbt25MeYcGSAULFmRqn1gGilri1QjytuTq1avYv39/xDER762WRUrkGilAeduFZs2acc8HECuk9CwZSm6ldlqkRPWtdgmpTp06aV67e/fucPvHeq+NGzcOf5b+jm7xWuAFCSkPU7JkyYh1F0YQPaBu0qQJTp8+bWrWS1rZRbj22ZE2b06dOhXxv5O+xaxrpBo1ahQWrWosX75c8fh3333HVDajiBZSSh34vHnzMGjQIOzcuTN8bM2aNabzYMlb6x33gktKCL2ON+SKJUX6W6tFtVSjY8eOquHhpW3uoUOH8OmnnwpvS37//feITVVFIh9E6v2eofrCOniVp6u1x5vVe5dvdqxUx0UM7oyukRLtMSB665DQ+3/w4EH06dMnfFzqSm8WvbXRItdISeFlkTIKzzZF63f/7rvvFC36IaSeFKxrE6V1yoiQysnJwblz55jycAMkpDyO3loLeSMj2iJVsmRJlCpVynI6IsVOqFHxwqyIvJF2YjM/VjZv3oy5c+eiTp06QoW7KIuUlXdOLeT9+++/z1wOHnnLO0g7Jg9E1CszaUqfMavrViAQQJcuXRS/mzp1arg8lSpVwpNPPqkYFpknkydPRq1atYTmEULeVujVs9AAiXXfPKPbUQDWLVLyflJJSIWO8ZwI0IraJ9q1L+Rmmp2djalTp+bKkyehZ9e0aVN8/PHH4eOzZ8+2nLaekArVxbVr14aPWX2eLELMD659Wu+89FmwhrOXpmtESLVs2RIlSpTA3r17mfJxGhJSHkcv8lxo/4MQvBrsBx98UPG4lfSVLFLXrl3jPsMdahhEuiNYQdrIiBBSZhtooxaphg0b4vHHH9e9xglEW6SMBpEQMaBR6vxPnToV4YpmxzvvRiHFO7iHXJBu3ryZa/pKHDp0yHIaZtpSuyxSWoM03gvVlepBTk4Onn/+edx6663c8lGq5xs2bMj1nQghde3aNRw8eBAfffRReEJFtJCSe1DwWHumFykzGAzi+PHjEaHWRYStt9siZaeQ0ppgu3Lliul8pfcg3TpCrU0JRUkM7UPmFUhIeRy9zuv48eMR//NqSL/66ivF47w6BKlFivcsesjtUDrTFVokPXbsWK55GUHeyIl2xxIx0FUrl5H3beHChabWDIlasCp1TWFl4cKFhqJiiRjQqKUZ6pyAyAEkz/D/d955Z/jzxYsXEQwGHV9QLG2L5FsfWEU+sOc14eEGWC1SoXfKqkVKS+Tzfp6TJk3KdSwnJwfvvvsu10AhSnVyyZIl+Pjjj20JNnHhwoWIoD2iXfvk8HBZfOedd/DII4+ofj9p0qRcW4zYKaTsWCNldcsZK0LKijVYbayhNwbxgreQFBJSHkevAZbPJvBqsOPi4nDXXXcxl8coUiHFu1KFZsmkM/WhgZFWgy2KXbt2RfwvbdTkjbSTFqk//vjDUr5qdOnSBa1bt2ZOu1WrVszXKCHvRB566CHTad13333hUNBa2LkhofQdkg5Wv/jiC255SN15AGDBggWOd4aVKlUKf9ab1WZFz7JnR5RMM5gJWmHUtc+KRWrSpEmaVqcaNWowpW0Gketx5fTp0ydigGr1fVGzuGZmZkasV+Yx6L/hhhtyHVOrDzzauYSEBCxcuFD1+6+++irsARHCzRapwoULq343YcKEcD2Qvo9KGwGzoFdGrfbMCSHl9CQcKySkPA6rkOI5e6KUFq/0Q/e1YcMGW4SUWfcUHshnm6SNmoiZbrMDBq3AJlZn67Zu3cpUlm+//daS5SjE999/n8uCJKITlmPXNgRAZHmk+/zUrVuXWx7y4DJr1651XEiFnvGMGTO4WzT0LFJOtCNWo/aZvYaHa98LL7yg6bpox7skwu1Vq55LF/FbFRz79+/HlClTMGzYsIjjmZmZEcKHR7vz2Wef5Tqm9ux41oNnn33W8LlKYo8FkRNdrVu3RufOnRW/GzlyJGbMmAEg8p0X3V+IElJqbYdem0JCirAVpyxSgHLl5pV+KO3BgwcjOTmZS5ohQgPnUCSojIyMsA85q3uKCLSEDo8G1U7XPlEuTp06deLyrnXs2DHXHjV2iBynhFQoEEx8fDzX30ZJSDjdGYqMVKYkpKSTAU4IKenAXI2mTZsyp6v1O37wwQd49NFHAbC3nXrtUJ06dbBo0SIAudvEESNGMOVlBJGBjZTgGf78lltuwaBBg5CQkBBxPDMzM2IzXh51QUkEiLRIhXjvvffw77//6m6FUqZMGU2rjxGU6q9ZUSAnb968+Oabb1S/D23+rbVWmhW9uvbhhx8qHk9PT8f333/PPV+ySBGuQq+hGjJkSMT/PAcVSnnzajilFe3MmTNc0gwhdRu8fPkyihQpEu5E3Sak3BJswsjeOUqIGMSGNgcUhZeF1JgxY3IFgpHmFfrtrbgvKiF/L/PmzWu7RUq+gbNIIaU0cGzQoEH4sxNCykjAi8ceewyLFi3CsWPHVM+R/5Zff/21aiCIZ599FqmpqQCsB5v4+++/I/7fuXNneNAuf94PP/wwU15GsFtI/fbbb+HPvPpN+W+XmZkZcczuNVI8hVQgEEDx4sVRokQJzfPuv/9+y3kplfvJJ5/Mdeyuu+6KEKo8ke6PZVVI6a3bffXVVxWPt2/fXtOtUg8SUoQn0GuoDh8+zHQ+CyItUtKOU1TUvpycHBw6dCgifTesbXCjkJLuUK6XvpHjShjdxLRhw4aG0zSDl4XU2LFj8e2330Yck9ZJpc0reSBPb+bMmbYLKfn6Rh5CSs191CnXvg8//FBxk+tPPvnE0PWBQAAdO3ZEuXLlDOf58ccfGwrCYzXYRIUKFVTPlQ/U7RLHVjFaTl7vizw/UdZ2ebAOO1z7QsitbiJQGsfI9yIDrrukW21LixcvrnhcaeNms8TExODMmTO5oirqsW7dOkv5UrAJwhOwNlRutkhJGyRpx8lbSEnLKO/83WaRkt+73WukcnJy8Oyzz+YanMvhEdGofv36hs4TLXa9LKSA3HUwlFcwGMTLL78sJH+lyJN2hASXIndt4yGk1CYQnAo28cwzz6BNmza52gW9iQ4WlOqykcAkVi1SWsjbLBEuwyIsUkbLydslPoQ8eiavei8XM3a49oXgHYFTCaPvgpXnuWzZMtxzzz25IiCH3hneFvXExESULl2aS1pGURNEtEaKcBWsDRXPhk2+wJxn+tKG7M8//+SSZghpGeUua26zSMkbIrvDny9cuBAffPCB6bxEDHhER7yzI3S1E0JqzZo14WOiLVIAMG/evPDnHj16cM1PCXnny2MgovauyS1S8rxFtyPy/QFFY2RgY9UipYV8oG7mN9W7xo7NqtUQ5donf8a8BqjyZ/nLL79g/vz5uc4T0VbrvWc8JkONrDe0SuvWrbFx40ZUrlw513fLli3DbbfdBiC3VdFLkEWK8AROCimlzfZEuPY99dRTEd/dfvvtltKWlrFfv34R3zllkZKuA5N26LxmYs269v3zzz/M6UuxM6gCL/xqkTp//rwt+YeYM2dO+PN///tf4fnJ1/HwcGM0KqTk9dSskDL6u/z777+m0jeC2efFes8sG9/ycO3TK5+TQooX8ueSk5MjZGJIyTW0e/fuuY6JmFDQS5NHH+7U9hQh2rZty30TaidQE+60RopwFawVnmejKg2lHEKERYp3HtLr5Xs4OSWkQpGvgMh7l88887JIXb161ZCgMpqfnVH7rHQwRhpoO0SGyI7ayLo63vdYoUIFTZcbqwOqpUuX6p4jFYqAWIuU3EIir0tm79dofbESktgMRuoN6z2//PLL6Nu3L1avXq17Lg8htWLFCsTGxqp+7+WZ/xBKQkrEoLRRo0aYNm1armBWckQEYrDDImUnXppsVFqfqYXaOE7vnSSLFGErTgop3q590rJprUGwOijTKqNTrn2bNm0Kf5Y2PgMGDIg4j4dFKjk5GeXKlUPdunV1Z2Gtvi92hJ5mwUh5vG6RAoCPPvoo/Fmp0+ItcPPly6e5TYHV/Nq0acN8zY4dOwDY49rHKxiC0ecUipRnFyJc+2644QbMnDlTNyT7Sy+9hLNnz0YcM/N8mzRpgvT0dNXv1SIT2gEvsSN/f+T9KE9R9dxzz+lupC5iIs3vQsoO13IzTJw4Ea1atWK6hqL2EZ7AThO0nCeeeCLXMTssUiKFlNONWGpqakRnLw/9zqN8U6ZMwZkzZ7Br165cs/hy/GaRMvLu+EFIVaxYMfxZqdMSkb/WbL/ds66XL18Ou7/J99JjwahFilfEN6PPqUWLFuG2IbQHHi+U6qyRgY2oWeS33nor1zER7od+EFJyREQilHLu3DnV77p27SokT78LKafYt2+f5vdmrIvk2kd4AieFlJKftJXy3HPPPeHPWh0AT9c+p1ASodOmTcONN96I//znP6rXmV0Ee/r06fDnVatWhT9XqVIFR44cUb3Ob0LKyG/v9WATQGRdcoObhN0TFEePHg1/tuIGZ9YixcNyrMfs2bNx7tw5Rc8A3hgZ2IQ2z7UDERY/J4XUTTfdxCUd+e8kep2NfM86Kbz3qguhJ5R4eJXY2V7dcMMNtuWlhd7vVaBAAeY0KWof4QlYGg3ekZ6UZiisDBDvvfderF69GseOHdMc/FkdhDo9A/Tzzz+jb9++uY4PGjRI99rFixdzLUtKSgpefPFFxe+CwaCmK4wRRDSIoi1SPNi1axcSExNVvxf9DsbExKB27doAolNISd0MrQQRMCqktGbmWWB5Tnny5MHKlSu55KtXBrcNbETUHyXL5TPPPMM9HyWUAjeZQf47iXTtA66HIn/llVcUvxNlGbLDImXnGEFuyTe6JxxvpJNPSpixSD3++OOKx8kiRbgKFuuKUxvZsdC0aVOmzSK9RvHixVG/fn3TA0uznUSNGjVUv1MbaPbp0wcvvfSSofTV7od3g1isWDG0b9/e9PV2WSNr1aqluls8YK/74MiRI3O5bTjtwmoGpeA2akitCyKEVFZWVsTE1Pr16yO+N/t8y5cvb/hcOwd7dg1sunXrZug8Efcut0jdd999eP/997mlX6pUKcXjVatW5ZaHHNGufYB6nyRq0spvQsotFC5cWPN7M0KqXLlyius5Kfw54Src4KYmxW3lcQu9evUCAIwZMwaA+YGWWde+hg0bqn6n1oDOmjXLVF5SzLgDaJGUlMQ0oJZjZzARrbpQokQJ4fmHOrCdO3eievXqwvMTzZ49ewyfK90ywcpgUu03fPTRR1UHxoD5+v3dd98ZPvfYsWOq7mh33nmnqfwBZ0V2qH3UQ0QZ5c/yjjvu4DKgnjhxIrp27YqWLVsqfl+0aFHLeahx9epV4SJYTbh42SJl5P0aP3685XxC8PY0MUNKSgp+/fVX1e/1hJYaStFclYSS9BhZpAhbcVq4DB06NOJ/p8vjVmbNmoWDBw+Go/CZ7aCVXAKNUKhQIdXveIsdKbGxsRg4cCC39Kx2kna+n1qijYdI1ePQoUMR/9sxQG7SpEmuY7xEI4ul+tSpU+HPIoSU3rqru+++21R+t99+e0SgEC3ef/99PPnkk7mOb9q0KRyxkBehgU1o6wRRGB2s2WGR4jXpMmzYMMXNakPMnj2bSz6Asmuf6P2x1J6TKCFlxz5SRtrK//u//7OcTwire2Pyol69euHPcvdlK2sxd+7cGfG/klCSvqdkkSJsxWnhIncXtKM8XputAK53/JUqVQo30GYGtR999JFpIaW1mPnw4cOm0jRKo0aNhKbPglssUqFd6+3Ejg1HR40alevY008/LTxfLUQIKT2mTJliOk+r72ilSpU0IyjqobVG6t5770WFChWEBWYwOlizIqTU3JXla6R4CwGlwWHXrl1RqVIlrvlIGT16NL7++mth6QPqz0nUxE3p0qU1v7cr2ATP90NrPa3dhKKBpqWlRRy3EhSjdu3ayMzMRK1atQAAI0aMwLhx4yLOkfZPXhvjkZDyOEY7+pBrGW/kL7zTws4rmOlk7rrrLtOd08CBA1GtWjXF79asWWMqTeD6bvZGNkt1C3aGxtWqC0744K9bty78WdQgRynd/PnzC8nLKCLWSOlhJXiA1YGgiMmCkAjYsmULTp48iZ07dwoZ7NhhkRo/fjz+/PNP9OvXL+K4E0LKjnbgt99+C38W8W6oPSdRYltvTZlda6R4jnXcErkP+F+ACPkG1Vajg+bPnz/cP2zfvh1jx46NqHMkpAjHMFqZ7YoEQ0LKGGYGslY63cKFC2Pz5s2mr1ejR48epjZLVUN0A8orOpYR3LZf2QcffBD+LOo5Oy2k9FxGWHGiPZMu6r7jjjuYr7c6WFYSM+fOnYt4tqLW3hh93lbqTyAQQJUqVXINXuUDfzuEFO/3S88lSsT7LN/rMISVbQe00GtP7BJSPEWpm4L//PLLLwByCykeYk/+XKVtM7n2EY5hR8ejhRMWKa/NVvDC6m+o1cFI95ZigffvrRZKlxc9evQQmr5XELW/TIMGDXIds+JmxsrgwYNzHXPCtc8Ks2fPRpkyZfDhhx/ijz/+YL7e6gCvT58+uda6BYPBiMGN0tqbPn36WMqXBR79mVwwbtiwIeJ/rXWlZrBDSOm96yLe5/379yseF2VlcUuwCd7WvbfffptrekZQai9D8FwjFUIupKTvK1mkCMewc82HEbwipD799NNcx+ycFbLbIgVodzAtWrQwlSZva8Mbb7zBNT05NWrUwN69e4XmEcKONUlmUdozhwcFCxbMtY5PpEXqgQceiPh/2rRpimUyi5n2bOrUqabzA65H3Dtx4kRYmHz00UdM11vtEwoVKoS1a9dGBPeoX79+xKDn6tWruYTBxIkTLeXLAo8+QB5kZ9myZRH/8xZSHTt2zHWMt2ufnpASMV5Q24ewadOm3PMC9Otk586dLeehFeXWaDlY6d69u+JxpQA+VpD+XlqutHKLFI8JMfkYhIQU4QqcdqXz6hqpnj174j//+U/EMV67yxvBTIdmtdNl+W2eeOIJQ+eJWHMkuhFVWysGAJ9//jm3fNwspEStXwByz0SLFFJdunTJdUy+b4nWrKserO3ZM888g+eff950fkqwRgfjNViWDnLi4uIi3uc///wzl5BSCnMsCh5thF7bZTbcsxqPPPJIxDpFgH9/qWdpFiGk7rrrrlzHBgwY4Ii7WpcuXbhYwtq3b48vv/xS01ODtwhWm/BZvXo113yk7aHWJJP8XeLxe8rFmJprn5v7TiVISHkctwkXXuWRR3QRgbwjtTLgYsXMPi9WGzKj11+6dAlz5841dK6RQTJruZ30jza6IagR1DqDW2+9lVseZhEppOT1SqRrn9L7J18HZ2XfMdb2zA3tMa8B3oULF8Kfs7OzI4TVc889l6ueem2DYD1RwdsiFQgE0Lhx44hjfnDtU8KpgTCv+wsEAnj00UdRpUoVLukZQe19412vpM9Ia+sTuUWKB/K+YP78+WjVqhXOnDmTy+LtJUhIeRynO265GZ1XeUaPHo1bbrmFS1pqSEM1f/XVVxg2bJjQ/KSYaRztGqiwdIJetEjZhdpzlA+mnKB///7C0paLG3kYXZ4UK1ZM0xLy+uuvW0pfXuf03Iacbo95It38W2lNlJOzxnZYpKy4hBrFbiFlx1KA2NhYjBw5Ung+SvC2gtkZ5dWuvKTvgNJEVKhuSYXUhx9+yCVvuZAaPHgwli9fjsmTJ0e0J0b30nMLJKQ8jtMdd6VKlVCyZMnw/zzFD6+NPNVo164d/vzzTyQnJ+Phhx92/FnqYZerhF5n3KxZs/BnEY2/1yL2qKH2HJ2+vw8//BD333+/sPTlnXP16tWF5nXgwAHV760O6ORCqnLlypbS8yrnzp1DjRo1Io6Jeo/Xr1+v+l3BggURExMT0eeYxW6LlJkysKLn2mdHH3fp0iWUKVNGeD5K8O4j7RDTIezq36XvgFb/ffHiRQDXN0LnFUhGbc/K/Pnzh4VUgQIF8O6773LJzy5ISHkcNwz+peZhrfUnrKhZYHhaLKpUqWLr2igr8BAtRtZbaHXGjRo1wsKFC8P/G3n/WDsIv1uk7BJSzz77rOJxpXVFPJELqdq1awvLKycnR9MixXtworcf3/z587nm5xb279+PkydPRhyTvsf//vsvt7y09gk6f/48UlNTubSFemnYsbcP70kGN1iknNgjL8SDDz7INT07hZRdSN8BJbfrS5cu4dChQ3juuecAAMePH+eW9759+xSPFytWLBxUR1QgJJGQkPI4bhBS0opWtGhRbum64d7cBI9F+0bS0BJSgUAgoqNk7Zg3b96Mxo0bawZ1cNpiwwunhVTPnj1zHXv//feFBwWQv2NafvhWycrKsrWdKFeunOYA+9y5c0Lz5xGRzCh6WwVIIyQWK1aMW74lSpTA6NGjFb8rUKAAN0tR8eLFNb9PSEjgko8WvC03WkKqZMmSeOSRR7jm5xQ//vgjXn311VzHea5xBex17QMQESkTAFauXMk9D2l7qRbSvFKlSpqWft4MGzYMEyZMsC0/3pCQ8jjSgazaxqj33XefLWWpUKEC1/TUBkh+sVhIMRJ8goeQMtIxsAgpI4PYFi1aICYmBvXr10fDhg2xbt06dOvWDbfddpvi+Wq/72OPPaablxWshq2WI12o/Mknn4RD6j799NNc81FDabbRDvcR+XsqMmpfZmambULqzTffRMGCBR2d4GnYsCEeeughW/IqVaqU5vfSgSzv9+rxxx/nmp4SrVu3VoxO2qRJE4wfP94WN04ee/NIqVWrlup3p0+fFj6JYiaIkhlatmyJV155JULM33zzzdytYXZHHty5c2fE//LtHXggHTMaCaYxfvx4bnmrTU54fUxHQsrjSDv1ZcuWRbjWHThwAAsXLsT3338vtAw1a9YEwH8Bu5MuAnZSsWJFfPbZZ7rnucEilSdPnohGz8igMj4+Hunp6di8eXPEcbVOX81iwzM0uRLPPPMM1/SaNWuGjz/+GL/88guefPJJrF+/HidOnLBtYkOkgNFCLtZFDkYyMzNtaycSExMBAGXLlrUlPyUqV66s6frGE6cCBgD2rE/KkycPPvvsMzRv3jzi+ODBgzFixAjh+QP8Q8b36NED77//ftgtS4odEwB2B9KR3qfXB+PAdSvpwIEDheaRJ08eTJw4ES+//DKqVaumu0+VfG2kFbTCyXsZd+3mSjAjbxylg5bKlSvbMqv21VdfYc+ePdzdTqLFtS8QCBhy8eARRtqIm5XegmXpwNWoD7lSvklJSYrnqnWIPAfM1apVy+WvzXv9QCAQQO/evSPSt3MRtpKQskN02Flv7RRSIb777jvbo0qtW7cOO3fuRNu2bbF7925b8oyPj8cXX3yBrl27ap53++23c8+b9x5OWsycOROVKlUK/y/SFVUOb4tUnjx58Oyzz+KVV17hmq4eGzduxPz587laL1gRJaQKFChg67odO9ozaYTiNWvWaObJc/sKkYGHnMQ3U/7vv/8+KlSogAIFCqBOnTrYuHGj00WyBTeIjUqVKuGhhx7iPvMcTa59RqJQ8fDXls70qlkstPzsH3nkEcTFxeG1117DuHHjdNcZaKEWmMSONUQPP/xwrmNuqEs8ccq1T+RAYOfOnZgyZUr4/9BvpiSClWblrRBqd9RcUkXSuHFjDB48GIFAwNaw4506dULr1q01z+EVGlmKnUJKLortFFKiXO327t0rJF017rnnHrz//vuW9myziqhB+okTJ3IdU9qEmBd2Twzp9QlObKzsNXwhpL788ksMGjQIo0aNwq5du3DvvfeiVatWXKONuBXpSz5mzBhfucOp3YvIDT7t5OWXXwYATJ8+HYFAIGKAqISIncVDSIOEaFmk+vbtC+B62dUWhBvl6aefVozophX+mBdKA2+/dRhKwttuIcV7hrp27doYNGgQxo0bh3vuuSe8bm716tW5ztVaL2KVUD2QM2DAAGF5hpDu7ySa2NhYLFu2TPMcEcIuX758js1e2xmpTVRkQLstUk6ya9cu9OnTB59++qmQ9EuUKIGXXnop/P+XX36JLVu2CMkL4Buwiwe8Jzbt3K/TLnwx6p48eTJ69+6N//u//8Mdd9yBqVOnomzZspg5c6bTRbOVBg0a+GowKB2Qvfbaa5g9ezZuvfVWzJo1y8FS8eO1115DRkZGOGTrHXfcEf7uzTffFJKndHAdWvMBACkpKXjrrbfw7bffavox87Ta/Oc//1EcAHfo0IFbHmr0798fVatWxejRo/HPP/8gNTVVeJ52o9QB2tE+XL58OfxZVKc5evRobNy4UdN6ENoHhRdSS3i7du0Uz5k4cSLXPJXQElJ6kzEiELVmTL7wXto+isTOSG2iwpHXqVMn4v9x48YJyccN1KpVCx9++KFucBQrSCPKFS1aVGgYeR57pLEyfPhw1e94C6mJEyfqugt7Dc8LqaysLOzYsQMtWrSION6iRQvVWYPMzEykpaVF/PmB4sWL+2rDSGkUwJdffhm9evXC4cOHbetQ7UDqwlK+fPnwZ1GbEUtnu6pVq4a//vor/P9LL72Ehx56yLaF1oA9e7UoceONN+L333/HuHHjUKJECeHRrJxAaWBhxRXTKFKxbce+NYDyvWZlZXFJu1GjRgAixVOrVq3w008/RQRQOXz4sC3WDLXF4Vu2bMGgQYOE5KlWTytUqCDM1TEmJgbz5s0DcH0t0RdffCEkHyCyXRQdTMSuCV6pRbZ9+/a25Olnqlevjnz58qFBgwZC8+nevTsqVaqEJ598Umg+Ut58802cPXtWMTy+iD56/vz5OH78uOKa4VatWnHPTzhBj3Pq1KkggODmzZsjjr/xxhvBypUrK14zZsyYIIBcf6mpqXYUmTtTpkwJDho0KHjt2rXggQMHgu3atQt+8803ThfLMufPnw927do1+OOPPzpdFFu4du1acODAgcFOnToFk5OTgx999FGwY8eOwc6dOwdnzpzJJY/09PRgmTJlggCCJ0+eDAaDweD7778fjImJCTZq1Cj8ByAYCASCzz33XPCNN94IDhw4MPjuu+9yKYOczz//PNi7d+9gvXr1FOvlDTfcENy2bZuQvP3O1q1bg4888kjw5ZdfDvbp0yeYk5MjPM/Lly8He/ToEfziiy+E5yXl3XffDZYqVSrYrVu3YNeuXYPnz5/nkm5OTk7w4sWLqt+vXr06uHPnTi55GeXjjz8ONmzYMNivX78ggODtt98evHbtmrD8Dh06FOzatWtw2bJlwfPnzwcfeuihYOPGjYPZ2dnC8rSTf//9N/jtt98G//zzT1vy2717d/DUqVNC8zh9+nRw7dq1wV9//VVoPtHC1atXg5cuXbIlL5F1WYuLFy8GP//88+C5c+eCkydPDg4YMEB4WU6dOhV8/fXXg7Vq1QouWLDAsXtXIjU11ZA2CASD3l65f/r0adx8883YsmVLxEzBG2+8gblz5+LPP//MdU1mZiYyMzPD/6elpaFs2bJITU315cw0QRAEQRAEQRDGSEtLQ3x8vK428Hz48xIlSiBv3ry5QiknJyerbv4VGxvrm4AFBEEQBEEQBEHYj+fXSOXPnx916tTJtUB+1apVaNiwoUOlIgiCIAiCIAjCz3jeIgUAL7zwAnr06IG6deuiQYMG+PDDD3H8+HHVELUEQRAEQRAEQRBW8IWQ6tKlC86dO4dXX30VZ86cQbVq1fDDDz9EREEjCIIgCIIgCILgheeDTfDA6IIygiAIgiAIgiD8jVFt4Pk1UgRBEARBEARBEHZDQoogCIIgCIIgCIIRElIEQRAEQRAEQRCMkJAiCIIgCIIgCIJghIQUQRAEQRAEQRAEIySkCIIgCIIgCIIgGCEhRRAEQRAEQRAEwQgJKYIgCIIgCIIgCEZISBEEQRAEQRAEQTBCQoogCIIgCIIgCIIRElIEQRAEQRAEQRCMkJAiCIIgCIIgCIJghIQUQRAEQRAEQRAEIzFOF8ANBINB4P+1d/8xUdd/HMCfB97hiccNBnh38UMW9sMfkEIqpFlYCIlpukVGDLK1QWFjUU1zBf5RMpuuNouWGdBqXX8IzlVqlIKRmCIQJOZcolhCJAFeIKDw+v7R/Ox7IsI1uLuPPB/bbcf7/f587v3hudfmi8/dCeDy5csu3gkREREREbnS9Z7geo8wHDZSAGw2GwAgODjYxTshIiIiIiJ3YLPZYDQah53XyEit1gQwODiIixcvwmAwQKPRuHQvly9fRnBwMC5cuAAfHx+X7oVGxrzUhXmpC/NSF+alLsxLXZiXc4kIbDYbLBYLPDyG/yQU70gB8PDwQFBQkKu3YcfHx4eFoiLMS12Yl7owL3VhXurCvNSFeTnPre5EXccvmyAiIiIiInIQGykiIiIiIiIHsZFyM15eXsjNzYWXl5ert0KjwLzUhXmpC/NSF+alLsxLXZiXe+KXTRARERERETmId6SIiIiIiIgcxEaKiIiIiIjIQWykiIiIiIiIHMRGioiIiIiIyEFspNzMBx98gLCwMEyePBlRUVH44YcfXL2lCScvLw8ajcbuYTKZlHkRQV5eHiwWC/R6PR566CGcPHnS7hx9fX1Yv349/P394e3tjccffxy///67sy/ltnT48GGsWLECFosFGo0Ge/bssZsfq3w6OjqQmpoKo9EIo9GI1NRUdHZ2jvPV3X5Gyis9PX1IvS1cuNBuDfNyji1btuD++++HwWBAYGAgVq1ahdOnT9utYX25j9HkxfpyHwUFBYiIiFD+Q92YmBjs27dPmWdtqRMbKTfy5ZdfIjs7G5s2bUJtbS0WL16MxMRENDc3u3prE86sWbPQ0tKiPBoaGpS5rVu3Yvv27dixYweOHz8Ok8mERx99FDabTVmTnZ2N0tJSWK1WVFZW4p9//kFSUhIGBgZccTm3le7ubkRGRmLHjh03nR+rfJ5++mnU1dVh//792L9/P+rq6pCamjru13e7GSkvAEhISLCrt2+++cZunnk5R0VFBV588UUcPXoUZWVluHbtGuLj49Hd3a2sYX25j9HkBbC+3EVQUBDy8/NRXV2N6upqxMXFYeXKlUqzxNpSKSG3MX/+fMnIyLAbu+eee2TDhg0u2tHElJubK5GRkTedGxwcFJPJJPn5+cpYb2+vGI1G+fDDD0VEpLOzU7RarVitVmXNH3/8IR4eHrJ///5x3ftEA0BKS0uVn8cqn8bGRgEgR48eVdZUVVUJAPn111/H+apuXzfmJSKSlpYmK1euHPYY5uU6bW1tAkAqKipEhPXl7m7MS4T15e58fX3l448/Zm2pGO9IuYn+/n6cOHEC8fHxduPx8fE4cuSIi3Y1cZ05cwYWiwVhYWF46qmncPbsWQBAU1MTWltb7XLy8vLCkiVLlJxOnDiBq1ev2q2xWCyYPXs2sxxnY5VPVVUVjEYjFixYoKxZuHAhjEYjMxwH5eXlCAwMxF133YXnn38ebW1tyhzzcp2uri4AgJ+fHwDWl7u7Ma/rWF/uZ2BgAFarFd3d3YiJiWFtqRgbKTdx6dIlDAwMYNq0aXbj06ZNQ2trq4t2NTEtWLAAn376KQ4cOICdO3eitbUVsbGxaG9vV7K4VU6tra3Q6XTw9fUddg2Nj7HKp7W1FYGBgUPOHxgYyAzHWGJiIj7//HMcPHgQ27Ztw/HjxxEXF4e+vj4AzMtVRAQvv/wyFi1ahNmzZwNgfbmzm+UFsL7cTUNDA6ZOnQovLy9kZGSgtLQUM2fOZG2p2CRXb4DsaTQau59FZMgYja/ExETl+Zw5cxATE4M777wTxcXFyod0/0tOzNJ5xiKfm61nhmMvOTlZeT579mxER0cjNDQUX3/9NVavXj3sccxrfGVlZaG+vh6VlZVD5lhf7me4vFhf7uXuu+9GXV0dOjs7sXv3bqSlpaGiokKZZ22pD+9IuQl/f394enoO+YtBW1vbkL9QkHN5e3tjzpw5OHPmjPLtfbfKyWQyob+/Hx0dHcOuofExVvmYTCb8+eefQ87/119/McNxZjabERoaijNnzgBgXq6wfv167N27F4cOHUJQUJAyzvpyT8PldTOsL9fS6XQIDw9HdHQ0tmzZgsjISLz33nusLRVjI+UmdDodoqKiUFZWZjdeVlaG2NhYF+2KgH+/bvTUqVMwm80ICwuDyWSyy6m/vx8VFRVKTlFRUdBqtXZrWlpa8MsvvzDLcTZW+cTExKCrqwvHjh1T1vz000/o6upihuOsvb0dFy5cgNlsBsC8nElEkJWVhZKSEhw8eBBhYWF286wv9zJSXjfD+nIvIoK+vj7Wlpo59ast6JasVqtotVrZtWuXNDY2SnZ2tnh7e8u5c+dcvbUJJScnR8rLy+Xs2bNy9OhRSUpKEoPBoOSQn58vRqNRSkpKpKGhQdauXStms1kuX76snCMjI0OCgoLku+++k5qaGomLi5PIyEi5du2aqy7rtmGz2aS2tlZqa2sFgGzfvl1qa2vl/PnzIjJ2+SQkJEhERIRUVVVJVVWVzJkzR5KSkpx+vWp3q7xsNpvk5OTIkSNHpKmpSQ4dOiQxMTFyxx13MC8XyMzMFKPRKOXl5dLS0qI8enp6lDWsL/cxUl6sL/eyceNGOXz4sDQ1NUl9fb28/vrr4uHhId9++62IsLbUio2Um3n//fclNDRUdDqdzJs3z+5rTMk5kpOTxWw2i1arFYvFIqtXr5aTJ08q84ODg5Kbmysmk0m8vLzkwQcflIaGBrtzXLlyRbKyssTPz0/0er0kJSVJc3Ozsy/ltnTo0CEBMOSRlpYmImOXT3t7u6SkpIjBYBCDwSApKSnS0dHhpKu8fdwqr56eHomPj5eAgADRarUSEhIiaWlpQ7JgXs5xs5wASGFhobKG9eU+RsqL9eVe1q1bp/z7LiAgQJYuXao0USKsLbXSiIg47/4XERERERGR+vEzUkRERERERA5iI0VEREREROQgNlJEREREREQOYiNFRERERETkIDZSREREREREDmIjRURERERE5CA2UkRERERERA5iI0VEROQgjUaDPXv2uHobRETkQmykiIhINdLT06HRaJCRkTFk7oUXXoBGo0F6evqYvV5eXh7uu+++MTsfERHdPthIERGRqgQHB8NqteLKlSvKWG9vL7744guEhIS4cGdERDSRsJEiIiJVmTdvHkJCQlBSUqKMlZSUIDg4GHPnzlXG+vr68NJLLyEwMBCTJ0/GokWLcPz4cWW+vLwcGo0G33//PaKjozFlyhTExsbi9OnTAICioiJs3rwZP//8MzQaDTQaDYqKipTjL126hCeeeAJTpkzBjBkzsHfvXmWuo6MDKSkpCAgIgF6vx4wZM1BYWDiOvxUiInI2NlJERKQ6zz77rF1j8sknn2DdunV2a1577TXs3r0bxcXFqKmpQXh4OJYtW4a///7bbt2mTZuwbds2VFdXY9KkScp5kpOTkZOTg1mzZqGlpQUtLS1ITk5Wjtu8eTOefPJJ1NfX47HHHkNKSopy7jfeeAONjY3Yt28fTp06hYKCAvj7+4/Xr4OIiFyAjRQREalOamoqKisrce7cOZw/fx4//vgjnnnmGWW+u7sbBQUFeOedd5CYmIiZM2di586d0Ov12LVrl9253nrrLSxZsgQzZ87Ehg0bcOTIEfT29kKv12Pq1KmYNGkSTCYTTCYT9Hq9clx6ejrWrl2L8PBwvP322+ju7saxY8cAAM3NzZg7dy6io6Mxffp0PPLII1ixYoVzfjlEROQUk1y9ASIiIkf5+/tj+fLlKC4uhohg+fLldnd8fvvtN1y9ehUPPPCAMqbVajF//nycOnXK7lwRERHKc7PZDABoa2sb8fNW/3+ct7c3DAYD2traAACZmZlYs2YNampqEB8fj1WrViE2Nva/XzAREbkd3pEiIiJVWrduHYqKilBcXDzkbX0iAuDfrym/cfzGMa1Wqzy/Pjc4ODji6///cdePvX5cYmIizp8/j+zsbFy8eBFLly7FK6+8MsorIyIiNWAjRUREqpSQkID+/n709/dj2bJldnPh4eHQ6XSorKxUxq5evYrq6mrce++9o34NnU6HgYGB/7S/gIAApKen47PPPsO7776Ljz766D+dh4iI3BPf2kdERKrk6empvE3P09PTbs7b2xuZmZl49dVX4efnh5CQEGzduhU9PT147rnnRv0a06dPR1NTE+rq6hAUFASDwQAvL68Rj3vzzTcRFRWFWbNmoa+vD1999ZVDDRwREbk/NlJERKRaPj4+w87l5+djcHAQqampsNlsiI6OxoEDB+Dr6zvq869ZswYlJSV4+OGH0dnZicLCwlH9h786nQ4bN27EuXPnoNfrsXjxYlit1lG/LhERuT+NXH8jOREREREREY0KPyNFRERERETkIDZSREREREREDmIjRURERERE5CA2UkRERERERA5iI0VEREREROQgNlJEREREREQOYiNFRERERETkIDZSREREREREDmIjRURERERE5CA2UkRERERERA5iI0VEREREROQgNlJEREREREQO+h+Pt7Rk3sMwQQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(Sunspot['Monthly Mean Total Sunspot Number'], color='black', label='')\n",
    "plt.xlabel('Months')\n",
    "plt.ylabel('Sunspot Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a8a5abe3-c453-4821-9b0b-a0a67b414d22",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3265 entries, 0 to 3264\n",
      "Data columns (total 3 columns):\n",
      " #   Column                             Non-Null Count  Dtype  \n",
      "---  ------                             --------------  -----  \n",
      " 0   Unnamed: 0                         3265 non-null   int64  \n",
      " 1   Date                               3265 non-null   object \n",
      " 2   Monthly Mean Total Sunspot Number  3265 non-null   float64\n",
      "dtypes: float64(1), int64(1), object(1)\n",
      "memory usage: 76.7+ KB\n"
     ]
    }
   ],
   "source": [
    "Sunspot.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "43985a59-90e0-4673-b842-9402ebd187e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unnamed: 0                                    int64\n",
      "Date                                 datetime64[ns]\n",
      "Monthly Mean Total Sunspot Number           float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "Sunspot['Date'] = pd.to_datetime(Sunspot['Date']) # changing Date from object to datetime64[ns]\n",
    "print(Sunspot.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a8076ba6-0fe7-41aa-b190-0562d001bb02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(Sunspot['Date'], Sunspot['Monthly Mean Total Sunspot Number'], linestyle='-', color='orange')\n",
    "\n",
    "plt.gca().xaxis.set_major_locator(mdates.YearLocator(base=50))\n",
    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Sunspots')\n",
    "\n",
    "plt.savefig('images/Sunspot.png')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9ee2cecc-9810-4aed-9898-5cf0e9708b39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        96.7\n",
       "1       104.3\n",
       "2       116.7\n",
       "3        92.8\n",
       "4       141.7\n",
       "        ...  \n",
       "3260      0.6\n",
       "3261     14.4\n",
       "3262     34.0\n",
       "3263     21.8\n",
       "3264     10.4\n",
       "Name: Monthly Mean Total Sunspot Number, Length: 3265, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response = Sunspot['Monthly Mean Total Sunspot Number']\n",
    "response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "0cd2e2d4-f972-4169-afcd-f758060fbf1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# we are now ready to carry on with data modelling... (see other notebooks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2f8fb73-6cc0-4da6-978b-3123b0d26358",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0740485-d405-4d16-aec1-4bd04236dfd5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7d30475-1289-4fc8-9f22-a2d6dbf4f8cc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ce9c9568-dc5f-4b9a-9ab0-3a1acc93ccd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Data Generation & Exploration: Mackey-Glass\n",
    "# Generated chaotic univariate time series\n",
    "# https://en.wikipedia.org/wiki/Mackey–Glass_equations\n",
    "\n",
    "# If haven't installed the package, run the line below\n",
    "# pip install reservoirpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "18c83354-09b2-4183-80af-75e396c3c1ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://reservoirpy.readthedocs.io/en/latest/api/generated/reservoirpy.datasets.mackey_glass.html\n",
    "from reservoirpy.datasets import mackey_glass \n",
    "\n",
    "# Other values of tau can change the chaotic behaviour of the timeseries\n",
    "data = mackey_glass(n_timesteps = 3000, tau=17, a=0.2, b=0.1, n=10, x0=1.2, h=1.0, seed=5925)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "b77357d2-d6f5-4cc1-b701-a9ce11eb0de3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the time series\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(data)\n",
    "plt.title('Mackey-Glass Time Series')\n",
    "plt.xlabel('Time Steps')\n",
    "plt.ylabel('x(t)')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2b3ac872-982e-4372-83d8-e5624808f452",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0       1.200000\n",
      "1       1.121747\n",
      "2       1.035093\n",
      "3       0.959023\n",
      "4       0.912713\n",
      "          ...   \n",
      "2995    1.005424\n",
      "2996    0.945231\n",
      "2997    0.886766\n",
      "2998    0.830784\n",
      "2999    0.777740\n",
      "Name: Response, Length: 3000, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "data = data.flatten()\n",
    "data = pd.Series(data, name='Response')\n",
    "\n",
    "# Set the index to be a range of integers\n",
    "data.index = range(len(data))\n",
    "# Print or inspect the Series\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f7209284-480c-4626-843c-449b5b5d3fbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data is now ready to fit models (see other notebooks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06511b20-90f5-418d-9fba-41bf9455c9a9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "629951dd-08b9-49ef-91ad-915aed6e999c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "895a3aed-3ed9-4b26-a0fa-c72c31f85f50",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Data Generation & Exploration: Lorenz\n",
    "\n",
    "# Generated chaotic univariate time series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e650ffec-5233-4ae2-b302-dea0f89762c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://en.wikipedia.org/wiki/Lorenz_system\n",
    "def lorenz(xyz, *, s=10, r=28, b=2.667):\n",
    "    \"\"\"\n",
    "    Parameters\n",
    "    ----------\n",
    "    xyz : array-like, shape (3,)\n",
    "       Point of interest in three-dimensional space.\n",
    "    s, r, b : float\n",
    "       Parameters defining the Lorenz attractor.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    xyz_dot : array, shape (3,)\n",
    "       Values of the Lorenz attractor's partial derivatives at *xyz*.\n",
    "    \"\"\"\n",
    "    x, y, z = xyz\n",
    "    x_dot = s*(y - x)\n",
    "    y_dot = r*x - y - x*z\n",
    "    z_dot = x*y - b*z\n",
    "    return np.array([x_dot, y_dot, z_dot])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "704876e0-ecc0-4a79-b8f2-41137c245c17",
   "metadata": {},
   "outputs": [],
   "source": [
    "dt = 0.01\n",
    "num_steps = 10000\n",
    "\n",
    "xyzs = np.empty((num_steps + 1, 3))  # Need one more for the initial values\n",
    "xyzs[0] = (0., 1., 1.05)  # Set initial values\n",
    "# Step through \"time\", calculating the partial derivatives at the current point\n",
    "# and using them to estimate the next point\n",
    "for i in range(num_steps):\n",
    "    xyzs[i + 1] = xyzs[i] + lorenz(xyzs[i]) * dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "032b2ac6-3a7b-4488-aafc-e19c9c6dac93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "ax = plt.figure().add_subplot(projection='3d')\n",
    "\n",
    "ax.plot(*xyzs.T, lw=0.6)\n",
    "ax.set_xlabel(\"X Axis\")\n",
    "ax.set_ylabel(\"Y Axis\")\n",
    "ax.set_zlabel(\"Z Axis\")\n",
    "ax.set_title(\"Lorenz Attractor\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d781f36f-ebdb-4d8a-948c-5c7302295646",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.        ,  1.        ,  1.05      ],\n",
       "       [ 0.1       ,  0.99      ,  1.0219965 ],\n",
       "       [ 0.189     ,  1.007078  ,  0.99572985],\n",
       "       ...,\n",
       "       [ 8.77456852, 13.39169112, 19.84783236],\n",
       "       [ 9.23628078, 13.97309174, 20.49355378],\n",
       "       [ 9.70996188, 14.52667728, 21.23758469]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xyzs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "00020f6e-f5ff-463c-a313-b548e7bba18f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# need to split into multiple univariate time series, perform corresponding predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "68590fe4-cbf9-43e8-aa3b-3b1170bc197e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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744wzAAD33XcfK8EEgHfeeQc7duzAj370I8uvTUBAQEBAYCwgSCkBAQEBAYFxhpdffjmtF8/555+PG2+8EWeddRZOP/10fOc734HL5cJtt92GrVu34oEHHhhWaTNr1iz87Gc/w49+9CPs378f5557LsrLy9HW1oa3336bqTqywWWXXYbt27fjr3/9KxoaGtDQ0MB+Vl9fn6L0GA+4+uqr8eijj+LUU0/FNddcg+XLlyOZTOLw4cN4/vnn8e1vfzsjKdHX14dZs2bhkksuwZlnnonp06djcHAQa9aswa233oojjjgCH/3oRwEA//M//4N//etfOP/88/G///u/OOGEE+B0OtHY2IhXXnkFH/7wh/GRj3xkxK7/pz/9KRobG/HBD34Q9fX16O3txa233gqn04lVq1bldQ95XHPNNWhtbcVTTz2lU8nddtttWLJkCa688kqsWbNm2PHZ29uLt956C4DiT7Vr1y48+OCDeO2113DppZdmPTazxUg8rxUrVuDCCy/E8uXLUV5ejh07duDee+/FypUr0xJSALBw4UJ86Utfwh//+EfYbDacd955OHjwIH7yk59g+vTpuOaaa6z4ugICAgICAmMOQUoJCAgICAiMM1x77bVpXz9w4ABWrVqFl19+Gddddx2uuOIKJJNJHHnkkXjyySdTzJ0z4Qc/+AEWL16MW2+9FQ888AAikQjq6upw/PHH4ytf+UrW17tt2zYkk0l84QtfSPnZddddh+uvvz7r9xxpFBUV4bXXXsNNN92Ev/71rzhw4AC8Xi9mzJiBM888c0iVUElJCW644Qa89NJL+OEPf4i2tjZIkoTZs2fj6quvxrXXXsvIBrvdjieffBK33nor7r33Xtx4441wOByor6/HqlWrsGzZshG9/hUrVuDdd9/Ftddei46ODpSVleG4447Dyy+/jCVLluT02UY8++yzuPPOO/GLX/wCy5cv1/2suro6qzK+N954AytXroQkSSgqKsK0adNwwgkn4Mc//jHOPvtsS653KIzE8zrjjDPw5JNP4ne/+x2CwSCmTZuGyy+/fFi10+233465c+fiH//4B/785z+jtLQU5557Lm688ca0Kj0BAQEBAYFChCRb5T4pICAgICAgICAgICAgICAgICBgEqL7noCAgICAgICAgICAgICAgIDAqEOQUgICAgICAgICAgICAgICAgICow5BSgkICAgICAgICAgICAgICAgIjDoEKSUgICAgICAgICAgICAgICAgMOoQpJSAgICAgICAgICAgICAgICAwKhDkFICAgICAgICAgICAgICAgICAqMOx1hfwHhDMplEc3Mz/H4/JEka68sREBAQEBAQEBAQEBAQEBAQKCjIsoyBgQFMnToVNltmPZQgpQxobm7G9OnTx/oyBAQEBAQEBAQEBAQEBAQEBAoaDQ0NqK+vz/hzQUoZ4Pf7ASg3rqSkZIyvRkBAQEBAQEBAQEBAQEBAQKCw0N/fj+nTpzOOJRMEKWUAleyVlJQIUkpAQEBAQEBAQEBAQEBAQEAgRwxniySMzgUEBAQEBAQEBAQEBAQEBAQERh0FQ0rdeOONOP744+H3+1FTU4OLL74Yu3bt0v2OLMu4/vrrMXXqVHi9Xpx22mnYtm3bGF3x+EI0nsTqrS3oCUTH+lIEBAQEBAQEBAQEBAQEBAQECoeUWrt2Lb7+9a/jrbfewgsvvIB4PI6zzz4bgUCA/c7NN9+MW265BX/605/wzjvvoK6uDmeddRYGBgbG8MrHB+5ffwhfue89fPJvb431pQgICAgICAgICAgICAgICAhAkmVZHuuLyAUdHR2oqanB2rVrceqpp0KWZUydOhVXX301rr32WgBAJBJBbW0tfvWrX+HLX/6yqfft7+9HaWkp+vr6JpSn1EduewMbD/cCAA7edMHYXoyAgICAgICAgICAgICAgMCEhVlupWCUUkb09fUBACoqKgAABw4cQGtrK84++2z2O263G6tWrcKbb745Jtc4nmAbxlxMQEBAQEBAQEBAQEBAQEBAYDRRkN33ZFnGt771LXzgAx/A0qVLAQCtra0AgNraWt3v1tbW4tChQxnfKxKJIBKJsP/u7+8fgSsee9gEJyUgICAgICAgICAgICAgIDCOUJBKqauuugqbN2/GAw88kPIzY7tBWZaHbEF44403orS0lP1v+vTpll/veMBwbRgFBAQEBAQEBAQEBAQEBMYLCtRpSCBLFBwp9Y1vfANPPvkkXnnlFdTX17PX6+rqAGiKKUJ7e3uKeorHD37wA/T19bH/NTQ0jMyFjzGspqTue+sQzrplLQ53BS1+ZwEBAQEBAQEBAQEBAYHJjB0t/Tj+Fy/ijrX7xvpSBEYYBUNKybKMq666Co899hhefvllzJ49W/fz2bNno66uDi+88AJ7LRqNYu3atTjppJMyvq/b7UZJSYnufxMRSYtZ5h8/vhV72gfxs6e3W/q+EwXxRBK/fm4n1u3rGutLERAQEBAQEBAQEBAQKCjcs+4QOgejuPHZnWN9KQIjjIIhpb7+9a/jvvvuw/333w+/34/W1la0trYiFAoBUMrTrr76avzyl7/Ef/7zH2zduhVXXHEFfD4fLrvssjG++rFHLKGRUlbKIOPJpGXvNZHw4DsN+PMr+/DJv7011pciICAgICAgICAgICBQUGjqDY31JQiMEgrG6Pz2228HAJx22mm61++66y5cccUVAIDvfe97CIVC+NrXvoaenh6sWLECzz//PPx+/yhf7fhDIqkRUbGEDJfDmoI+4VSVHhsP9471JQgICAhMWty77iA2N/bh5xcvhcdpH+vLERAQEBAQEMgSboemnxnOJ1qgsFEwpJQZdY8kSbj++utx/fXXj/wFFRhiCU3RFE8m4cpDJBeN8+8lzOfSgV8zE0kZdtH+UGAC4sXtbfC57ThpbtVYX4qAAIMsy/jJE9sAAKcuqMZFR04d4ysSEBAQEBAQyBZ89BRPynDaRTw1UVEw5XsC+UGnlIrnRySFogn2b4cgW9LCzrFSA+HYGF6JgMDIoDcYxRfueReX/W29GOMC4wrhmJY46RyMjOGVCAgUBsKxBNr6w2N9GQICAgI68J7IkbiwjJnIEKTUJAGvlIrl6QMViMbZvwtdKLV6ayt2tQ5Y/r78PQ5yJJ6AwERB52CU/bu1TwQzAuMHgxFtj+IJKgEBgfT47iObseKXL2Hj4Z6xvhQBAQEBBr4iJypIqQkNQUpNEvAHc56gygVBjpQq5AXi3YPd+Mp9G3DO71+1/L2DEY2IKuR7JCCQCbw6qkOoUQSGQDg2usR8gCOl+H8LZMbrezpxsDMw1pchMEZ4alMzAOCuNw6O7YUIWI5QNIE1u9pHfR0WKCxsa+7DV+7dgK1NfWN9KTrw4zYSF2N4IkOQUpMEIW5SxxP5yZsCkYmxQKzb18X+bfVmHdQtooKUEph4GAjH0/5bQIDHg28fxtLrnsOTatA7GtArpQpvj7p//WF88LdrsKOlf1Q+b0tjHz79j/X4n7++ZWl33okOWZbx6+d24o61+8b6UiyD6Kg88fC7F3fjirvewe9e3D3WlyIwjvHL/+7A6m2t+MFjW8b6UnTgq00iQvk8oSFIqUkCnpTKVynFl+9F83yvsQRfetgxYK3SI8gFRYVM3AlMbETiCby2p0OnfjQLnogqxMBfYHTw+xf3IJ6U8c0HNo7aZ+pIqQJcf3/0+Bbs6wjg5tU7R+XztjUrmfHW/jD6QsIfziz2tg/iz6/sw43P7ixo7zKeiIzlmbTMF239YVzwh9dwywuCQLEKf311PwDgjrX7x/hKxgbffngTLvjDa0I1OwzW7+8GAGyxUCm1t30Q3390Mxp7gjm/h46UEkn+CQ1BSk0CJJKyroQs30PHRClN48uP+i02ag6IRVRgFPF+Qy/+u6Ul67+7fc0+fOYfb+M3z2UfAAxGtDkTEr5pAhnQOgbmyYEC95QijmC0ymL55NJYPK9Cxd72QfbvQ12FW/rIJy3HurPVw+80YFtzP/7w0p4xvQ6BiYGBcAyPvteIbc39eGln+1hfzriGYwTm/kf+/AYefKcBt76Y+3wORSdGdY7A8BCk1CSAUcVgpVKqkAkXXulhdVA9UXy3JjM6BiL45gMb8dKOtrG+lCERSyTxqb+9ha/96z1saujN6m9/rx4U7nzjQNafq5s/Qik1bvDQO4dxys0v59TAYaIc+HilVKGNzSQn4R2tSrp+Th01ntUE4VgCn/77elz9YPaqO1mWdV2IrQCvKusOjI7C7GBnQDe+rUB/SHs/CWNLSjVzTTOs/p4Ckw/Nvdp4sroiYqLBJlk/9wfUOfzE+7mX7wcnQMwZiiZw//rD6AlEh//lSQxBSk0CGA/l+ZJSPMlVyITLAKf0CFhOSglmPxMe39iEe9cdtPQ9n3i/CV+65110WagsuPWl3XhyUzO+et97Wf/tQDhmeQCUCYe6Amz87m6zvpNkJvQLUmpc4tpHt6ChO4Tb1+zN6u+e2dyCxT99Dne/eXBkLmwUofM9LLCxOcgdwO220SEI+Lk8GLHmfm1t6sNn/rEe7x7stuT9AMUH8vW9nXj8/Wa0Z6nouuKud3DKr162NCjgFdajQebt6xjEB29Zi0/csc7S9+W/x1iXYvNnSkEijF88takZNz67w9IY4OF3G3DCL17E63s6LXtPnjjuF6XJQyJfv+EhkcdWxsdThRpz3vrSHvzwP1vws6e3j/WljGsIUmoSwKgCiucZLE+EBQIwKqWsPVDqPKUKsHxkpNDUG8LVD72PnzyxDQcs7PT0vw++j+e3t+HBdxose893DyqtsbP1TdvbPohjf/4irrjrbcuuZSi0cwf31r7RK70Z5D2lCrB8b2tTH97cZ93hd7xhb8fg8L/E4Y5X9yGRlHHdk9tG6IpGD4VcvscHTqO1v46EUurm53bhtT2duHn1LkveDwC6OELpcLd5j5KeQBRrd3eguS+MV3ZZV8LDK4wGRoGUemVnOxJJGdua+y21HOCff3CM1/K+kPaMx7NqbzIjHEvgGw9sxB1r91uqJP/eI5vRPhDBr5+zzkuPH9uiIcvQiHFNDqxOqtpzVGElkrJOHTXWpHmu+Mfrip/bfzY2jfGVjG8IUmoSIKV8L8+DbmiCdJbjs8NWHsSSSVl038uABi6Q2NVqTWepvqB26NiXZSA+FHgpczZqt6c2NSOaSOK1PZ2jUn7QG7TGGy2Z5SGE92QrNKVUIBLHJX9Zh8v+tt5ScnSswZMY2UrxNzda3wba2MnNqs5ub+3vwnPbWjP+fKCAu+/xREfA4mRJxs/k5rJVa9YbexXC920LlVK8yolf94bDLk5B2tZvnfpGd99GIeBt7Amxfzf3hob4zezQP47Wcl7ZIsr38odx/bOC6G7ixt6hLMhhs9jXYd2erB9PQimVCbIs68rFc2l+YwQ/9nIV/RqvI99Kn7HCWDeQKBQIUmoSIKV8L08GPDRhlFIjkx0MxxO6xV2U72noGtSCii6Lyii6AlqQEbSo9ATQZ4qy6UjFH/BHQ7nEB2fZHOLjhs19MMtDSCF7Sm1v6WfXvPFwzxhfjXXoDWpzarTKRwFlT0hHOBnXVSsI+oFwDJ/6+3p8+d4N2JmB2A4UcPe9kSI6ugYjGcub+0ZAKTUShtk93PjuzWJN5jvj9YYsLN8b5YC3m9sz+7Ig5cKxBL5w97v42VPpS0d4InSsm1aMxFic6JBlGXvbB9Oex42JKiuIvnaO2O20qMSS3z+sXDn47z/ZlVLxRBLPbWtNOwaMe7UV6wA/l3M9jhivIzoByJ1sE8CTCYKUmgRIKd/Lk2nWkVKJpGXZ79HGSBmdGxf3QiburEY3RyBZ5e3BH9StDDj4DTWbAIC/His9rjKBD9T6szh0GX83W78F3pOt0EpU+YN0+wTyLenJUTVnPCRlsx6u39+FJdetxg1pAl4jmWtFkNncG2aE2/uHe9P+Dv8543H9fX1PJ5b8dDXufD21wYC+lM6afakvGMNZv3sVZ/x2bdqARKfOsogI4P1JrDqE8+ObJ2CH/Tt+j8jSkPzG/+7AGb9Zg8NdqYoQnRfXKAS8+r3O/PdYt78LL+5ow51vHNCplQn8WhGMjfz3eHV3B259cU/as6hQSmWPR99rwpm3rMWPH9+S8jN+bgPWKGDaB7RkWzbjcCjwcynb1aKxJ4ifPrEVe9J4avaJ8j2GP7y8F1++dwN+8vjWlJ8ZzwtWJOr5hGkolsgp9pwI8ZQxRh6NUu9ChSClJgGMKoZ8PaWsfr+xwkiVHxnVOqJ8TwOvjsq2W5Esy2mlu/x79oWyW+z3dwziV6t3piXIcs3Kd+u+ozUkWUtfCKfe/ApueCrV7yfXQ5cxqMuWmOWDsEIb453cc7Eq0zua+PMre3HTsztT1FC5KimMB9JsyN1HNjQiKQP/fPNgyuHLWGJlxUGXD4gylWLxwex4HJu/fn4XAtFEWtNTPjiLJpJ5J5EA4I19negORNEXiuG9Q6nKQL3Rdf6fJ8uy7lyQjQqzpS+E7/x7U1q/N36dzoZE78oxcRGNJ3HHq/uxvzOAR95rTPn5SHgxybKMDYe606pzu3Kc31u50tz9acqV+e8x0h5skXgCl9/5Nn734m48s6Ul5eeClMoef39N8at5+N00Y9SwtltRzswb0GdTRgso5Vctfamlp/zcDkbjWRHZv3thD+5ZdwhXP/R+ys90yrtRKocer7h//WEA6X2NUslLK0gp/VobzGHsGa+jEMv3jCSUMNzPDEFKTQIYN6F8OywYg9dCXCRiiaTu8GWl74hx4xO1xBpyVTXJsozP3/0ujvn5CykZ6x7dQT07EugbD2zE7Wv24ZYXduteD0UTumA2m8MxX6LYneX1ZML96w/jcHcQd71xUEemAvrvb/zZUDAGPdkSswM6Ump8lkgd6AxgU0Nvyuu8gq1zFNRsVmJ/xyB+/dwu/GXtPubbQ+APgdk8TyN5mk2gwQc9RvWdcYxZsc7qSkcyPLvxrpTa2aKVHRqDL+OB1YqECe+b1pTGi4j/TCs+zxhIZEOg/PmVvXhkQyO+9dCmlJ/xiYJsgqbuHL2o2rgOf409qQqjkShhfmRDIz52+zpckybA1u11WQQ2Ldz3aE1DCPDzdqS7Vbb1aXN2e7O+/DYST+jOZVaW409k8Guc8XxuXE+sSQxoz7AvS3X6Vfe/h5U3vowXt+sN0vmzUlLOjkB6VCWMtzWnlnOPp9LUsUZiCCPzfM+D6WB8z1zms1HZNx738+FgVOdms3ZPNghSahIgVdlkndE5UJiLhFFRYmV2cCIsoiMFPtObzQZ1qCuIl3e2YyAcx1ObmzO+Z7aLPR1i/r1B37WvJw8VER8AWVUKw2e3DxlIOV7Flc09TTmEZHlg4wOZ8djhLBxL4KO3vYGLb3sjxTeKJw6zKXkcD9jdppn5Gz2V+PKmWEI2vfYYSalsApce7sDV3q/3UDMGLFYcdPmAKFPLeL7sbTwqpfhwwOitZ9ybrLhnvDKhxeBzJ8uybg5Y8Xn8/AKyW5ff2NsFAGjtD6eQmDyhFMhxTc5mbPOkVHsaVZ7OINyigPe+tw4BAF7e2a5L+MmyrPse2ZSA8Nfe2pfme/BKqRGeL/xYbDQQpClB7CQnEYxIJuW0CiL+PjUbSEfj/mbFOOXndzYk72Akjue2KWRUypkrxz3IqM41Jsj6RkDNON4RiMTTekryCXLeixVIJS+tIKeNFQa5KNUmglLKGE9M9jLSoSBIqUmAUFQ/ifNV7qTU+BbgImFUlFhphmv0AYkmJsdGaAbd3GEmmw1qSxNXfmDozKIjgaIJ07Jvnjw0zgnjJpLNAYm/nsEsM0O9wWjarkot3GtGpUOfLlAzf09TVCxZBiP8HBqPSql3DnajJxiDLAOv7dErivgD2Wh4weSKdP4f/Pg40GlQDeZIpqaSUlmUW/Vr19OaQkqNbPleJrJjcBwrpQYjcd01tRnuWUq5TTT/62/p5ckV/ecFowldABO24Bl1GgKebJSm/NgzEvC8miKUxRjtNpQGmQU/no3PCRiZ8j2ebOKfWyCa0J21skl4dAwzZ/gxF40nR9SIl7+nLYa9LEXVMwr+VoWCtv4wVt70Ej7+lzd1Jb2JpIyOwcxE/UgoL3lFbjbjcD/XHdl4nbkmRozkrLG5jH6OTvzxtK25D0f/7AV89LY3dPM4FE3o1mEjyW7cd6wYJyljL4c1ciLEm8ZzmWjgkBmClJoESFFK5Wt0buzmV4DlaalKKSuNzoVSKhNyzVjzrbAPdWUmpQDzxEwzd+BPJGUdsWLM/pkNgAYj8ZwDh3AsgfNvfQ2n3PxKSskZf9AyHuRzLWnJRykVjSd1CpSxVqMc7gqmZAb5kqVdBgPUzkGeOByfB4TfvbAbS697Dne/eVD3Ok9KGQmGlGyzyaAuVxI2mZR15TjDlQFarZQayNDxTO8pNb4IUyO5YbxHIxGY8+oo47wfiWCk26CUMkv8xhJJ3fPl75Usy7pgOCs1XzA38ohfd42KtngiqVNrWXHfZFnWEVGHOVNy49zOhkzn72m6BghGP5mRXM/5sWhUUhg9Ia0gSCcKHtnQiLb+CN473ItNjb3s9a5AZMhOwSnKSwvuKb9fZKP64M9cDT36c4xxHTR7dmozkFDGedo/Ql22xyv+/W4jookkNjX26c49xn3HOE5SS+3zXwNyfaY8QrHCj6eM93a8njnHAwQpNQmQ4imVr9H5BOiGYDyYWdk9zKiUKkTSbqTAK1Sy2aD4QNx46DAGwmYXfKPiiH+fXIP0fBQnW5r60NyndBZ7/H3NiDKRlNHGBRU9ho2eP9hnc0+NPi/ZELPGezyW3ffuWLsPp/76FXzzwY2613nvMSORx3sRjdcDwm1r9iIpA795bpfudb48wzgXjGPD7LhNNSQ3d0+6g1EdCWskVFIOuhYEBR39w6vc+HkQS6QveRkrpJBSocxBFGBNEMl/ZgopZSACLCnfMyilzCYK2gci4KtxjCpYfi/N5jr7ciSzWg1kHl8qNBLBfm8wpvte/H3MNbBJJmWdKiWdya5ROT6SRC5/T4clZCcBiWBEdyCKZza3pKzBvP/WpgZNOW5UvBj39ZEgnfnnNpiFKTl/jusc1JNpRv9Ns88+RZ0bzLwHhWKJgu0WbkRLXwiPbGhMWXe2c36FfHl/iiJ3FPYBK5TSE6J8L8cYZTJCkFKTAMZFy3qlVOEtEqOplBprFcl4QTIp55yxbjIcZnjkKo1tMmTqhvJJMHutRpIgm/K93VxWiz+AdgzoD2/895VlWXcIi8TNd+syZqmzOYSMZhAzHO584wAA4JnNLbpDUANnTGzs0sY/67GUUscTSfzsqe347r836dagvmCMBeADkbjuGpu4bLNx7Odavmcks4zEeibwqg5geKNza5RS2mdmytIbD33jSfKfEkSOcHAQSyR1Ad+wSikryvcMSimzagqjCbcuUZCP75lu38mtfC+RlHXKqJQW6hYo2oyJkqH2JLOeUj3BqC4RmVYpNYIem0bwxERvMKojNFLv6eQjpb5y7wZ8/f738JPH9Z1297ZrpW/6vW1oBcxIlO/pzyDmnxP/7GVZXwZonN9miWxjud5QCiBZHp/+l9kimZTxqb+tx3f+vQm/NiSt+BLJA5zVhZG8M861kWhKYjxj5kRKGe1QCjCeMp6vBCmVGYKUmgQwLgRCKZWGlLLSU2oC3J+RQF8opiNXsgkO+MPMQDiuI0GM6iSzAVBTr8GvRNehKTeDZmPZSjaExx7OwPogV6JoNC7lN7hQLJEScJs9IOZTvme8x2NFvLYPhHWE0xau9fnhbu2+dQxEWIY0Gk/qvns2hsH5oL0/nFJi+PTmFtz5xgH8e0MjHnpHM341GpjzAQk/F4zjLVeFX4ohucm/M7b2No4pKw6lRujL91KfXSyRTBmP4ykxMGwQaTFJ1B2I6tRHKUHbCJRY5qpebTaQnFaoV8OxhO47ZdMAYCh1QQp5aMHYNvoJDvX9ze4tHYNGj6HUvzMSF1Ym6Yzgg+OkrJ/DVnjQFAoe39iEv6zdpxuLrX1hvH2wGwDwn42N7GfxRFLfQZNLqBkTLqnribXjNJmUU1V7Js9cqWcZrlOxkXQ2mRhJLYfW3ieWSKasE4XkK5VMyvjbq/vxl7X7dGeH/Z0B1vzmPxsb2dmmNxjVJQRah2jUYFwHUrwMR0AplYvRuXHvKMTKE2M8YXa+JJLyhFH2mYUgpSYBjDW5+U7qiaGUUhZLp10CYHH3vZRFtPDuz0jAqCIyq8YAUlVN6Vp8e5zKcma6fG+I90wtgzJfzsQjG1KKV0q1D0TYgdSoRuE3OPruTrsEu00Zy2YPc/moWMYLKWVsAb23XbmHsiyjgfNjiSaS7F4Zg7toPGkZcSzLctrD3N1vHsSJN76Ei/74uu7nr+xqT/vvna16DywKViPxhK4UZ8Bgmp1rGV5PILfDY0r2dZgsfb4H3cFIXBdkKN5m+vdMN+fGU2KgfWDoIJL+2+VQ1rN8SSKjoXAmEsyhrh/WdOcyGJ2bVkpl9ocxrslmff7SGXubJ10zE4j0bzc9JwvuW4pSit/n1M/zux0AzN/TzoGhOyEq3RdHrvGLEcZ7yu9nRKB4nXYAhU9KxRNJrNnVrksqAMAL29tw9UPv46Znd+Lvr+9nr/NdYpOyloxo6Anpkk+NOlLKnFLKZbdmnA6E4yB+pMhlV18z14GvyXCW4ZWAKaRrjntQr4441v5N3388loSGYwk8v61VRzwCwP1vH8Yv/rsDNz27Ew+8fZi9/h43TnqCMTan9hmaAPFzbTil1EgQ01Q2TWukMTYygxSP3gKMp2jvovtgNkb5/Yu7ccRPV+O3z+8a/pcnCAQpNQlgDP4TyfwmNS0StMiPpwO/WVBQXeP3ALA2M0hKKTo8FuL9GQkQ6VPiUe5LKJZI27bWiP5wjGVT6Z7SYSYaT7IFfkaFD0AWWTvjASlNVrrc5wSQvadURZELQHaZod2cUkqWtcMmqVGK1e/ek4aUKvW62AHR7GeSQqKq2A0guzlAh9BSr3J/rGgfnAu2G0ipQyoR1ROMsXFBZCWVfdL/0zMCsi/ha+4NYcOhHl0WS5ZlXPXARiz6yWr87Knt7PVIPIHfPr8LSVnxe3h6cwv7/fX7u9nvvXeoh5WyGEkpClYpaHc5bFA5hLTZ5jJ13JoNQMjXaEqpsh6aHe906KVrMR50aXzWlrizup5MIGN3eqZA6nyntd3tsLFD4HgyO6d5TWtLJh+uuhLlWeR7z4iUovcbCOvbhdPn19LnWeIppR9PppVS6lpHa1lPmvK9sizXZJoflUUudmYxs0bKsszUBTSO0pFSU8u8yvVY4FdD5DMRkt2cp1Sv+v2nlSufZ/aedgwq442eRaoiIskSldp6PjJnlmg8ydZfuqc8kU5jsY7WoQIp39vW3IffPr9Lp9QFgJue3Ykr7noH5//hNezgvH7+/a6min18o+YfyZMNALCrTfkbKsmixJNOAaOWM9O5KhPpXENrcJ73lOZTkcuOcnUPNas2pvFNzz7d3lVVrLynWQKjVW20QWOXH090L4rdDhSr92csSam3D3Tj5tU7scfQeOXqB9/Hl+7dgAv+8JoumfbYe43s309tamb/fu+QfpxsVbtTG0ktnrCkMeNT19ZM+w6dBy3xHkuzRmYLiqeIqC7EeIrGeX2Wa3fnYAThWBIO2+ShaibPN53EoEWYMqH5KKWSSZmpikrUTaAQ5ZQUVFf5rVuACUTalRUp96cQmf2RAB2wp6vkEWBOyUFKoTKfk/0tlSRQltUmAVNKlQXf7AGJAv1l00p116e8r34zNRsY0sFqurr5mFWDdQei7LBeo45Juj4K/BdPKQGgV7UQmVDmc6JIJa2yVUrVlWZPGFDgTwfI8BgdFOigP71Cud9kbk5dq2r8bkxTnyEF50Ro1vjdWavrAOD1PZ047ddr8LHb38R3/r2ZBaIvbG/DMyrhdOcbB1iA8crODl0JxfPbWgEADd0hXXDRH46z66byPbp2GgtEpNaXexmpRt8nkdQUD/R32Rqds8Njln4eC+uUsZlJ9UOESL5BZjtHsGhZev210rP0exwsuB9PB1kiOhbU+gHog6hEUmbfp84ikojG/byaYvYar2zoNRABViRoaEzOrFQTBaYDTGU8LZlKa3JqomBalmsyrZelPid8bmXMmBnf3QHNxH9+rXLv+tOQUvScZDl/xSjN7+XTUr8/Paf68uzuKSml5lYr3yGFlFTHgk1SiDtg5Mr32gfCkGUloTlHvZ4enVLKSGKPXKlVfziGNbvasaOlX0cmtvWHccsLu3Hri3t0KsP2gTA+ccc6HP2z5/GXtfvY3+xpG8DHbn8Tf3x5Ly65402m1m0fCOOetw4BUNafP72yV/1OCby6p4O97+62QTbuNx7uBaCRspScOKjuayvnVAJQxgU9I20NVtaTTEopIp3zJWXoeZX5XCxRZiYRyKt8l7LxrV1rNyNdlfFtdq8g4iXd96c5U+ZzMlLDqvK9QCSOe9cdxD/fOKBbT/e2D+Cc372Ko3/2PO5Tnz8AbGroxSf/9hZuW7MPH739TfbctjX3YbV6JghGE7jj1X0AlPGzkevCvOFQD5vzdLYggmmPqqijztQrZlcA0CulKKEzX90HjGWd9N8096zsvje1TB17WVRHEChhSEmcQqw8oTlDiXPTpdfq2l3ldw3zmxMHgpSaBKBFmDIJ8TyUUrysu9SrbEiFuEjQwb9azQqMRPe9Mq+ykBTi/RkJaNlzr1ZqZuKARNm1KaVeVKokCHnpdDNFkwt+j/kDUjyRZIQAHZD48hA6IFGQbvQJywQiluorsgscqHSvvtzLAqBmRkop/794qkpK8Yd4OnR5neyAYlopZVRk5KCUoqxaNJ4ck9p38uE664g6AJpSirKNMyp8qFZJvg6DUqqq2I1it7Immn1O0XgS1z66mQWrj77XiKc2tyCWSOKm1Tt1v3v3mwcBAE+onRTpoLhufxfiiSTWH+gCABwzowxH1itjcGtzH5JJGbvVYOSMRTUAtLFA/z+tzItynzIXiJjtDWreQVOyVBrQmGKklFmjc3VsLmRBu/4+0rUR4ZG3UmqAiFsP/J70z47+u9jt4JRS42cNpnWHSCmdvxkX3NRadM9o3E8t87DALJ3ixyplFqB1jZtZUQQgG88ZlYBPs9b1GNZks8ok8ksr97lQ5DKvlqCArqrYhcoit/peae6b+pzMvu9QIPKZ9qSuNGXqfLbdzPen9W5OdRF7jZ8ztIeUeJ3wqONjpJIMFIjXlXpYkMnfU1o/6iwiUAjxRBIvbG/Dw+804KlNzfi/p7fjpBtfxhV3vYPzbn0Nn73rHWxv7sejGxpx1i1r8YeX9uB3L+7Gub9/Fe8c7EZTbwifuOMtrD/QjZ5gDDc9uxN3vnEQ8UQS1zz8Pgvgw7EkbnpWKbX5x+sHEI0n2b783NZWtA+E8eqeDoRjSUwr87J1f93+TkTjSWxWFS+fOH4GAGBvm55sWFZfyt6P7iV5Ss1Ps54o/20kG/K7pzQOy4ucKFHXYDM+nnS9bocNc9WxSInARFJmBBIl9MzvQcr7Lqojkp9r6hDUSKkit3UlocFoHP/z17fwkye24fqntuPc37+GrU192NM2gP/563rsahtATzCGHz++Fc9va0U4lsB3/r2JkcED4ThufHYHAOBvryrlm5Tge3xjMwKROF7a0Q5ZBo6sL8X0Ci/iSRnvHuxGfzjGSKhPHD8dgHZ+JPJyhUpeDoTjLP6jfYfGSaZS+xqLEvV8kmxqaXZJMh4snlLPO+MpwWQWlBiZkWVcwJ9VJwsEKTUJQAE1I6XyUDbR5mOTOKl3AS4SjJTyW7NR82BKKV/h3p+RABFJVcVcqZmJxZlKOqaVeZg6hEgjWuzLfE5GSpl5z1bVdNppl9hhhi8V0RRPyiZiNmNLCoHZlcqhy6wEneTcC2r9bAMnzyvKnh8xRbnOYDTBxmuv7tBl/vsDmsoql7IdyqrVlGgB2WiP81giif2dKim1uBaAopRKJGXWnWh6hY9t6GQAStnaar8bxepB1ewh4alNzWjqDaHa78ZXT5sLAPjZU9txx9p92N8RQGWRC/d/cQUA4NktikfESzsVr6gfX7AYJR4HBsJxbGrsw9sHlNK9FXMqsUQNQrc196OxJ4RANAGX3YaT51UB0IJV+v+ppV5WOkHELF+6R4SN2XGbktHMsnwvnVIqkZSZapFUjPmus+zZlbhZOYaxHIkIEL/HCbdjfEn+ZVnWSKk0mX0Kyr1Ou67MOR/w4532bB25EtSTK/m2TZdlmY3FGVkqpVp6MxPwRNAQKZNIyqZUyJRsKPc54WX7zvD3lBQYdaWe9PctRO/rssz/K1W9m9p8g//+ZtQMREpOKfUyZWg6xVeJxwm3+vORKsdu4UgpOh/x+26fQdVjxblMlmVcdf9GfPGed/G9RzfjGw9sxN9fP4DBSBxTSj1w2W14dXcHzv/Da/j2vzehPxzH4iklmF9TjK5AFP/z17dw9i1rcaAzgGllXlx6XD0A4P+e2Y5L7liHrU39KPU68cAXT4RNAl7c0YaXd7bhX28pHkB//OTROHpGGeJJGf9+txHPbVVUMWcvqcWJcxXy4K193dje0o9oPIkynxNnLlaSEUQ+UFnW7MoiNk/pXlL53gJSwOi6zcmMlKU12KryvTKvi63Bg5HhPaXoPDOt3IsKleSlOd3DJVSoPNVMci2WSDICnJRSvKdUD5e09KqEtNkE41C4fc0+bGnqQ4nHgSmlHjT1hvCR297ARX96HZ2DERwxpQQXHTkVAPDdRzbja/96D3vaB1FV7MZ9n1fOB0+834xnt7TgKVVdfdcVJ2BWpQ+DkTie3tzMFNVnLa7FitnKOFl/oBvvH+6FLCsEx0lzlfPBbgN5uXRqCTtjt/aFIcsyIy8XUAIpQ/e9Oov26r5QjD3TbBXYPOhvyosKVynF4glBSg0LQUpNAlBg7Leg3I4yucVurTSiEBcJWpBHgpSiA295ATP7I4Euzm+JlZplq5RKc5ih92RScjNEVy/5bHDqK+5wTEa9VBZmNkinTYTKVgLRhK7ldSbQoWJ+bTE7lBmJiEV1JUxhRiQCHcBKvS5OKTX8tUbiCRbQ1OUQANABpprbLEeblDrYGUAsIaPIZcdxs8rhtEuIqgq4BrXz3vRyL0dKKc9GR0ploa4DgMc2Kh4PV5w0C1efOR9zq4vQORjBb57fDQC4+sz5OGluFY6sL0U0kcTld65HNJ7Eojo/lk4rwSnzqwEAa3d34I29nQAUBdUSNQjf2tSHHWrp3ryaYsyqUsYRHegbVbJtWrkXFer6QkEdP78o+DYzbkPRBHt29WXmAwJZllOy1HqCRTuU8oRHPqAArMbvZiS0MUs/wCmlWPneONmjeoMxth9QEJnOA6WUUz5a5SlVXZyelOo1KKWScn73qz8cZ2cMWgfNlFRH4gmmhFvGqVdp/exmpJRW/m3m3qTz3TMTHBF5WFeikVJ6MkcjgTVj7txLg8IxrbzpyOml7Nrj6rOg5zStzAtJ9XAzs9d1cskgUrbonj+X2PA4RkcpNaXUw5QPOmPqsJ6UskIp9d7hXqze1gpJAk5dUI0TZlXgrMW1+Mdnj8Mb156B5645FecsqYVNUkp+v3P2Ajx51cl44qqTcf6yOiSSMgLRBBbV+fHIV1fiVx9bjstWzIAsa+V2P71wMVbOrcQlxyrKlSv/+S4GI3EcMaUEZyyqwWUnKMqne9cdwvPb2wAA5y+bghNVRcu6/V14V+26d+yMcqaibOgJIhRN4JCqgJlZ6WMq2Nb+kOrRpTzfdMrLYDTB5mK2foGZwI8XOnOZUUo1cirfSkNykU+o0Bg1k1xrH4hAlpVGL1SeyncT7Qly66lF5XuReAL3rFPK8n71seVY/b+nYtWCasQSCkl81PQy3P+FFfjtJUfiyOll6AvF8LKamLr548vwgflVuPgohbD66r/eQyIp45T5VVhWX8oUcne8uh+vq+eDc5dOYSrrt/Z3YYPqJ3XMjDIsVJ/5vo5BXYfGWVVFTGnb1h/R7TvzGHmp3Qfem3WKRWXcdDb3ux3M6iUXQpDGAVNKFZhdTCiqdX+dnoXvrSzL7MxaPYlIKcdYX4DAyIM2Icq85mN0TgqJEq8TLvUAU4ikVIpSysJDmFEpJUgpBXTgrip2s4DLzKGaPKWmlnmRlClAUd5L72+gSslNvGdTrxrcl2nBPR2MwrEE2zw1pVR2pNSsKq1UIhCNM+VKJpD8ekGNn33Hpt6QLlCZXuFDuc+JzsEoeoJR1JV6dAfE3iB5Sg3//engKkmcAWoWBwZmiul3QZLITyUBYOjvaSU0Is8Pp92G6eU+7O8M4FBngJE30yt8LNCl+9jBbfR+dcwYs4bp0BuM4i3VmPzC5VPgdthx08eW47K/vYVYQsbJ8ypx2YqZAIBPrZiJTY2bGTl2yXHTIUkSVi2sxjNbWnDX6wcwEInDZbdhxexK9vy3Nfcz8/ZFU/zMP4eM24mgrC/3MkKIfDlIpVdZxAffwz9TmkMOm8TWQ3N/xxEsKinVH1ZIBJtNYgouv9vBCKR8AyLyY6rxezKWjtCBr9jjgDtIyo/xsQYT0VFR5GIqw3Tqm1IvR3RYpJSq8rtR6stsBsyXoYWjSaYyyxa0BvrdDpZEGDQxv2id9zrtrNSMPLZKfU42vmtL3HDZbYgmkghEEyjzZXxLAJrCqNznhC+L8r02dX7Vlmiqnt4Mz8rnsqMvFMtrfFPyxeeyY1altn/0BGOo9rv1e53LgYFIHIOROJuzmcCT8CVeJ9oHIrr1rpf7HuQ7OlKeUrR+1ZV6YJf0CRYg1eicVHsSsXA54KUdCgl00fKp+MMnj075+eyqItzxmeMQiSfgsNlY4sdht+FPnzwGb5zQiUAkjtMW1rDyxp99aAkkKMqVy06YgY8dq6inrjlrAVZva0VfKAZJAn50/hGQJAkXLp+Knz29XUd0HjujHIFoHHabhMPdQWZkfdysClQWuVDuc6InGMPO1n5232ZXFaGuRNkTmnvDupI4OnMoChXlntGYcTlsTGWe77Plm7lQOZqZcxwlVurLUxOBNLcriviGLcNfZ6uqoq/xayp63RzllFJ0vsmX5H9zXxf6QjHU+N04e0kd7DYJd15xPF7Z2Y6ELOP0hTUsGXLXFcfj+49uxr6OQXzxlDk4Y5Gi6P722Qvx7NZWROJJOGwSvnP2QgDAx4+tx2+f34X9ahe9BbXFmFdTzMrQtzT2sXt+wuxK1Jd74XXaEYolsKmxl+2FMyp8qPV7sL8jgLb+MNt/q4rdLEnHl4rrzoMsUZ/fnsnOpkVO9kxzIe1pHJR5KZ4qjOYHBJqDTrvEEj9mCNdAVEscTyZPKUFKTQIYPaViJpQbmTDAlUa47MrmXYikCy3I1ermmEjKiCWScNrzFw8ScUeLfyGSdiMBOhzXlLhZhi2b8r2pZR526KdDDJUEVvhcWaleDnYSaaGVQfUYyqCcdokRNmaCjWRSZtc1rcwLh01CPCljMDI8KUUy/QW1fgyoUvimnpAuUCn3OVHmcymklHqNlK0v9Trhc5uXp1M2scSjBWpZle9xgYzbYUM4lhz1wH8XK3lUMn+zqoqwvzOAg11B5ik1vcLH1DrG7nvVQ6ht0uG9wz1IJGXMqS7CTDVoPH5WBV761mk40BXASXMrWUDz4aOn4l9vH8amhl4srPXjUyuUDOhpCxSlFBGnK+ZUwOuyY2GdH3abhO5AlGXSl08rhd/jVAnHGBp7gqwV+LQyL/YVKWNGG7fK96oscnPBtxklBU8Wmw/aKcio9rtZJk+WFWKqzOfSyIAiFyNY8g2IWri1oCSNegXQSkn8OqXU+DjItnJEB+3Hg5E423t4osNjkVKKAmH+M/VKGVLSuNmaFYolUJojwUzEYXWJmyupNjGeSElR7oXbYUex24HBSBzdwahCSvHj221HNJg0FeTwpJwvC6UUKTumlnnTdorTEYgWPKsmTknisNsYKdEdiKLa7+bIJWWvG4jETe11fDKIEpO8SqKXI7tIlTVS5Xsaqe5jz643TYkmkfGyrATHdH9zwWa1I95JaqlcJqQjYW02ialbeTjsNvziI8tSXq8r9eDRr67EQ+804KS5VfjAfKW8yuuy42PH1OOfqs/gF06ZDZtNgt/jxNJppdjU0ItN6nWeMLsckiRhfo0fbx/sxuqtrUgkZfg9DlT73azEurUvrBszRJzGVWVXsduhEQMWKi95tSrtY2b2T7703Nikg85clZyK3pQNQx+VpnoYadEbjLLESA+XtKN9Mt/ECKnjTplfzfZ7u03CmaqFAI+KIhf+evlxKa9Pr/Dh/i+eiCffb8LZS+pw5PQyAMpeevaSWvx3i1K694VT5rDfn1bmRVNviI3nFXMqYLNJmFdTjC1NfXhqk1IGOK3MC4/Tzojd1v4we/bTyrRkTm+aPaDEo50j8x0nvRwhyM6mORidU5KVKk8KrbEWje1yLkYxkzjvVNdtn8vOzmWTAZPnm05iUJBawjylcg8eiczxexyMwClE0sVoZA0oAZMVpBQtxpRxGC+lI2MN7TDj4bwIhl+cSW0ytcyrZdbU/28boIArO3+gfWqL5bnVxeyARKUifCYwm+C+PxxDXCV8K4sV4/WeYAwD4TimlGb+u87BCLoDUUiSIq2mIKKpN4QGjoSQJImZw9Jhiw84KGA3o5QiyX9lMU8YmB+nvA+Jx2lXSKlRJqd5Hy5AKxXa1drPutjNripizy5d+Z4/C6PWLY2KgunI+jLd6zMqfcw7h+B22PHQl07EtuZ+LJ5SwjLsNSUenLW4Fi+oxNOnT1SUVR6nHfNrirGzdYB1FFymmuDWl3vRG4zhUFeQkZT1FT52SKPxSs+0otjFTF3NmMWS10RtSXZBO682dDlsKHLZEYgm0BtUSClScCkKFYsIlj5NaZCpBfoAp5Ry2cenUqquRCMIAIVYqyx2a/PK69DKTfIgCBJJWWeOP5Q3EqmzBiLxvNRZfNCaTUk1kZy0J5cXORVSKhDF7KoituZXFiuG5b3BGAZNjG9SStaWuLMKjho5ZQf5cPIeV+lKLfN5VrznDqDsPz3BGLoCEYRjPk7d7WGB+3D3NRxLsHVvKvf8+9OoJMq8Tna+G6m1nKllyrxaB90QfWaCfUfyzQKUZEk+pNTedk1ROxqYV+PHjy5YnPL6d85ZCI9TSS5defJs9voH5lVik9plrbbEjaOnlyvvU1uMtw9243G1UcaSqSWQJEnnKdXMEadep50pCPtCMRS7Hdqz9Wkm9vkqL2m/qCnxAOp6ZoYc5ce3ZsOgvBclVHgbBjOkFJ15aku1JEVSVoL+Uq9TpwIsyiH5lg5bVTP6ZdNK8nqfY2eW49iZ5SmvX3/RElQUuTCrsgiXqAo8AFg5txKPbFDsA+bXFGOOqoybX6uQUv/ZqIyTpep1UUK1tS8Mj0qqT+UapASjCUTjSbgcNnafyn1O9rvhPBVJGiHoyqt0kpL8dE4vNBEEH0/4ubE9nAJ0MvpJAcJTasIjnkiySWyl0XkJ3267wJhrvtOHrmTBgsAlmZQ1vx0ipQpsER0paJ2z3OyAMNyhOhjVSpbmVRezDiW00FOmrKbEo3VSM3FA2qfKo+fVFLMMI5WK0GZQUeTWgvvo8Oa/9HclHoeS6TepwqHSrenlPnhdSoZLkpTA4H01K0eHdDpQUHDE31NfFkaefAmbJwcVS59BKQVQ+d7oYZeBlKKSl+e3tyEpqyVSfk2uTq3R2zkiT1NKDV9etL1FOYyS/9Nw8DjtOHZmeUpAdeNHl+HLp87Bzy9eirO57OqSqRpzWex2sA5c9Wp90vr93YglZLjsNtT63RyZmppt9pmcXwBHIpR4sspSNxqCaKNHTA+nlLIiIOI9rKaWeTWllOHZaf4kLmbcPF4SA7zRs8NuY4dUmk8UnCnGvOq8zIPIa+sPI56U4bBJShmaQV2mGCFzgasF5GE7Izn1yYfhvPV4zxkAOs+0eCLJVB+KJyGRrsOPUzIsr/F7WOLCzPhu4hICZLLLk3mk0tV7SuV+33gVJAAWuHcHouyeuh02lHgcpsk+Gm9elQxJpy7UeUpZpGjMBCqrri/3csoWGvtaGXFFkWYen48HUDAaZ0TwXK774Fig2O3A989bhC+vmgubTQtGP3vSLHZW/PZZC9nP5qveP0QC0f7Ae0pppJQHkiSx50tKaL7kkymiLeuAmh3p3MCevU9XvifLMksUVRa7OcLVjN+o6lFW4oHHade6i5Lnps7o3PzcHwp72pVzxxFT8iOlMqGmxIP/u3gZvnDKHB1p8aVT57Dvd9UZ89jPFhq8xGicUKlY+0CYdTWdWuaF3+MADT9qdsN897j7ZJVSqszrhI87R2cD3uuKSLZCE0HwiWMa20l5+LNQM5eAm0wQSqkJDj4jSLLN/Mr3SCnlZNLVQiNdqNOHJCkHX7fDhkg8aclBbCASB91eOmgU2iI6EhiMxNmGVFNi3mB6X7tCHlUVu1Be5EJFSDuoA1yHpBIPnOohdrgDUiIpYz+nlDKWivDGsLSJxJMyIvEkO7SnA0+QAVBJstCw17O7VV+G5nLYUOv3oLU/jJd2tqk/Uw4e5QZza+axU+LOysSXVwuxw1oWh38i2hRSKnulVb4IxxI4qJp6ksn2fPX+8ebbkqT5JHUOKl4qfKe5kizK94gc5f1eckFVsRs/OP+IlNfPWlyLR99TMqHnLKlj95UIyRdVb5R5NcVKeY+BlNLIVC3bbMo7pz81yMjmfpA5eqnXiabeEDuM9nCydSuC9p5gjCk4akrcnPl03PB7Gjk33pRSpNCcrWa5S31ODETijMjjS5ytIPLoGU0p88Buk1KUUkrpoLJh6cgVi5VSwPDeetQ5ippL8N0lab2XJLUcJAsCvq2fV9OaC6LjasMEQAmi6T7S2JJlmRH7NSUe1tkrn9IgUvTQ2OA7zXYMEnHshiRJjEwfrusZTwJJksTOgDpSKqQpGmjej8Ra3h+OMdXDtHIv+1xaLyhpUFnsgiRJ8LnsiMaTea0ZNJ+8TjsjzccbavwevHjNKnQFIpijmnUDSmk4j5PnKeWH5CnV2hdmRM9UtgY70DkYYfO7hyvfs8qjrp0rB6byu+E8GYPROCNd51YXsXNVLCGjPxxnAfi0Mm9WiREiiMi8u9znRKgvgZ5gFDMqfez5VxS7OBVwfomRtj5NeTiaWFDrx5rvnobBSJyZugNa10ECmecTmUHqYkAhNG3qPtATVM5CNX4PW9dKvRoxna9aktZHUrYC2d973uuKSPrxkmAyi1aui6vPZWcerIOR+JBleWRBUV8xuuNsrCGUUhMcxIR7nXaWXczL6DxEnlKFW75HG2mZ1wmH3cYtwvmTUpSh8Trt7AA82mVN4xF0kCl2O+BzOUxLtI2HDjqoD0biCMcSOr8UswFHc28IkXgSLrtNUyCpmfDuQFTLPpZ62WZq5n35AACAFjgMp5RKU15ARr/kH7BoivKzsiKtfC+Z5AIjvyer0hSelMqm1AtQDmYkuy/zjY1Sam/7IJKy8vlEOh09XenAR6BDPR1m4kmZSe8rilzwe5ycmm14pRTrHFU2MpmrsxfX4qrT5+GcJbW49ryF7PW56tinkkQaC5qSRLn2Zq6zlS8LopEPMihojcSTwyYbjEopo5qkK00ZbD4BEc3LqmIX3A67FmBnUEqVF7kYsRcZJ3sUlZzOr1GeoZEk4hWM2fh7ZQJbk1S1ndHonFQPfnVdtsL7S1NSeOB22Jh59rDkPDUuqDGO7ygb2zV+N+w2iVOwDl++RkQIr6YdztOjpS+MRFJWfAX9blY2zbqeBmOMzKsudrPylHzG9+52vfKzoljz3eEN/gFwSuOhP89YEljiVT2luD2plwtISVk4Ekqpw2oHOVoPmFJKHfudAX25ilbyk/u18GXq4xmlPqeOkAIURS6VaFUVu3DSXMWfipRSnYNRbGlSSr0zrSe0tteUuOF1Kc82nzEaSyTZul7Dd68dZj4R4VpZ5EKlqs6mJJruzFXmyap8TyvNVO5dqUGtS4Q0vyfmmxghUqR2DBQstSUeHSEFKCQUnYunlHpYSSB132vqDWGPurbSWYKpmg02ENXFbksSSIDWKKKuJLvzCI9eHVmmqp4LLJ6iEtMppYqasdhlLi7QyseH6eQxwSBIqQkOXprtsBGJlLtSikiuMq9mdF5wpBRXvw6ALXZWZAd7uTbRrLyxwBbRkQDfdQcAy4YNFxyQATiRUiUeByMeWvvCTB1SV+rhssfmDkizq4rgUIlVPgDiD/J2m6R1gxmWlNI8SACw0pzhCA8KVBdypNRyg2/RYtWUqoIdJqLoCkSRSMqQJFXVlYVSiq9XL2KqA3MHhoFInM2VGr+HBTKjSb7uatXuGcnYvS47VszWzGzPWVIHQFGe0WGdTEqnM+LQnKdUJJ5gAc6U0pHJXNlsEr5zzkLc8ZnjWPAJAEfPKNP93nK1rI9XUgB8dyMfm1/mPKU0JQkF+8Dw84jGLR2Sy7x6FR/f/t2KgIgI6jlV6lrgTe8pxZcxjqc1OMa17KYgikqHKZnBTML9HksIIuriRH5rxqC1jQtaAVhSvkdd9EjVU+wZPshMJGWmIiPFKK+UajIc0M2Wp9L38ziVUkmzCl1+rNlsEgviBsJxxBNJRryVq/u8FvDmVhoUiSdwSCVtiJSq5Oa3URFj9nsQkU0lgemUUlp5o1sjcUdgvuxmhCwRCNpYTCb1JVwANxbzGP+F7MsiSRL+evlx+PwHZuNvlx/HkqdKmaWyrpH/IKllSg3lmbyS3Ao1H72fy25DuU/zyBl2PrXpySNAe85dgxFGSk0p9bI9aLi53R+OMVX0PJWU483Ow7EEU4opxIj6/fMYT7Sn8XvLWMPjtONPlx2N85fV4U+XHcMqWGhfbuuPsHP0IsM4IYUUfwZg8VCeSUadQigL5TYPpuL0OgtWBEEVFBT7FJts/sE6SJcLpZTABAIvzXaowXw+Rue8wkLzlCqsRUJrna4efiz0UWC12V4nKx2JJpLD+hFNdNCBe5YaHJlWShmy55IksQPm+gNdkGWF/OFL7YYtCaTSvRqtDIsCoK5ARNfRBuAItGEzG5pnAgDTWcQ97akHNp6IqCvxaIGaj64zyj6vxu+Gw27LqqSFGYRyPkLhWNLU2tDBqSu8LrsWyIxiiRQFOEbp+vUfWowTZlfge+cuxGLO+4myy6/u7gCgdLMBNDXbcOQoSfbdDhtTTYwW5tf4dabYpy2sAaCN2VAsgd5glAVg08q8LEg24/WhBa4+OOw2RoYMNY+C0TgOqX/HAiKfXvlAY6yu1MPW2HwCop2t+meeLsAGwBmsu8bM7ywdDnUFEEvI8LnsmKoSm0TkGZVSirIh/6B8R4v+nmUipSjr71UDknwCt4NqGR6VuZopCT3UFUA0noTHacN0df1kpOtgVGeqz7/ncKQrje36cp+u7G24RIFxrNF9A5R7RyWKpNL05FkatL8jwDqs1aoEYQW3Jx1U98/Zhv1zuPK93QbfvXQ+bFS+q8zTkVNKkQcgBcY09qljp+appYxFK5QtXVwpfiFiXk0xfnLhYhw9QzPEliSJJekAZU+ic5Xm60dkA1diqq7B0XgSiRwtPPiuxdQ9EDDhm9muV4gCYOO8qTekK9/jKwyGOo9QcrGWK+UmtW5vMKbzYdM1I8jDU8q4Xo4XnDS3Crd96lidcXqp18nWS/pvKukrNyRD2jgCyWOVUorzFqSEaTSezIpU6uH9IcdRgikbsHNQiTEhP/Taze9dkwmClJrg4M3mSGESz8NTijdtI+a60BYJXioMAB4LPXF4Xxci7WQZOR8CJgrIL2SmIVAZLltABNJ87hA2QyUUXt7ZDkApdZMkib1nNJEcMgil95zHyaApA93YE2JZaSp5MJPpV95X/Y5GwmOIA1tfUPM4Ii8RADhtYTVTXH3u5FlMDaR13gmlBH/ZmP8SSTiz0qdTx5gJRvmW7wDGJPCnZ2T0d5pX48fDX16Jr502T/c6lUauP9ANQDMpNXuoZmVVfveQHVNGAnZVQSVJwKdWzMAsdZwUubQS4bfV7+Vz2VHmc3KeUsN759DhZ1aVnkwd6tC0p20QsqwEe0QSG42LW3illAUB0U6VYKHyRQqw+WeXTMos+1sxzpRSWnlaMTMzLuEy1smkzDLxNX6tjCIfIm9XW3olhUZKaYEDAE2dleNnBiJxpiIyklJDEaR0b+Zx94auqaUvnFIqarYchJRpdC1+kyXeuwyklN0mMWK4N6QpNOgafXkGciwxUVPM1hdSZDb1hDLun8MlYIiUNCok6PmHYwn279oSj3YWGoH5Qvd0gXot1LETUMqijEkdnzN/ZU8PZ3Q9kXAsR1KdOKeSKb5LDWswT6J4OT/MXEnHA0bC2WzirU2vggS0xNDrezoRjSfhdtgwlfOUAoY+HxpLoQGNlOsKRHVKHUmSGMmfz3giFW6VvzCUd3xibsXsCra2lBka5rRy+wDvKTVcc4pMkGVZ1ymXb/aSzf3v5ZpwaEqpwomlZFlme1A2sU8gEmfnMp6AngwQpNQEB99Zx66W7+XTfY9KWKr97oKVUxprda3MDmqBmFcn7y00NZnVMJaRmCnfC8cS7DA+jzvMEHnzwnbF+Jm8GHhT3aEO65Rhm8st9kQk7WgZYJsBEWFmgqpoPMkO3dQ1jXUDHOLv6LOque55AOB22PHE10/Go19diS+vmsteJ6KqoTuEA2rWku6HWaVULJFkxOzMCh9cds33xUy5F1MJFBtJqdEb49R1x6zZ6HzDxk6HNbPKCb7Bw1jg8pWzsONn5+IXH1nGXpMkiR3syQR9dpVC0DJ/sWHGQnNvWOno57Ax9Y4ZLzQWYHIlp5qyQyFYtOyrVze2c11n6TMXMaVUavle52AEiaQMu01CVbFGSo0HXz9WvsTdM1LatA9E0DYQRiSehMMmYVqZN+/ue4OROBq6lXm+qE4Z70QgdgxGIMsyWweI7M5XnUVEebnPyZRzZsbTXvJT4gJM2isOdQfYvaO1rshkOQgFBOTRZ7YjqnGsAdy9G4iwJgt0jb4879uettT5RNe8vzPA9iwjcTyUp1RfKMZUv/T8iTg2NgrxOJWufiPZfW83V3JNqOHMmBvVsUprmjeLcvRMoERSMac0nQj40FHT2L8vOa6e/ZtfT3Tzu0RTwQG5EzM07ikxwp+NhiIwNG9Qbn5XaN1yAUUpbrdJcNptbN0eLjFCf0eYqq5jzb0hdq2UxLSifI/Ocv4CGU8fPmoq+/eHuH9T2TiVN7b1pScvc903OwYiCMUSsEmKByd/xsyGuGclvUWFWZnT2h9GMJqAwyaxvcKMynVn6wBkWUlOVRcIAWoVCmNmCeQM1n2iyAWnjZRS1pbvxeKFw1wDqYbUbjqIWaD04E3tiLQDFNJigiXrTEOWZWxWDaYXqwoVM+V7h7uDSKrledWcJwQdiOgMtLxeIYHsNqVjTzCawGAkzjwLjCBFE28YOcMQ3Ff73ezvzWX6BxBNJFHqdaYYnQ9FeDQMUTdeWexO+Q6kFAjFEnhHVcdogZq5Q3xjTwhJWSGTSPnjc9nRH46bKvfi29oDsKxbSzageTbVpOn4MnWMAIofBpmgm+2+Rz8fy8Nous6PMyt82NHSj9VbWwFo88sol+fXIh5UUjO7sogpVMyoSYzlTYBGEDb3htDYE1LILrsNtX43bJy6LBRL6LLhZtAb1DLfFLiTKmAwovj8OOw2NPRoQZjDbmOlpeNBKcWrYQhUqtTcG2IEyvQKn1qOq87nWAKyLGet0CMip9rvZoShohpQ7kdXIMqSBbSG5Nvxb3uz3ngZ4Mr3hhhPzDuwNnVNbuoJoVtNhi1RyWSfSZ8/ugdz0gTRmRBLJDl/K/343t8ZQFNPqko13/I9pt41KIIlSVl7BsJx2CSNXDIT2BCxNq3MywhCIoFI7drEeflIkjRiCYb+cIyVaPGkbH25Fwc6A2joCbJ7SvunFZ5q9DyKhuhyVYg4dmY5/vm54xGOJXDu0ins9SmckrorEEV/OA5JUshTSZLgddoRiiVyvqfa/FbGKb8fZuquGY4lWCKYH98UpFNSYWGtpuopdjvQHY8OrZRi62n6PWgf12EZ0PbEXH3fAI6UynL/GitcsGwKms8Pweu044Jl2jipZWRwCIFInO2tMyt8unNGOJbQqZzMYq9672dU+NgeTGfMbMzOeV9KvjInl/1wLED764wKH7t+be3OPLa3Nyvx0hJO6TZZIJRSExz8pHbkKX8cCMfYYbWq2K3zTCokMA8V9fCjZQfz/x58hy6HTQKtm4V2j6xEa38YHQMR2G0SlkxVyAEzhM0BLivHb0BHGkzA+dbJwwUdvVx7ccpE02fwoODezHsCYF3dlk4rYddq5u+o7Stlh4eD22FnXgzr9ncBAJapyiymlBpG7bTxcA8AYNGU1Gs1k5U+aCiJYYHMCGTX0yEa14yGzZqOf2BeFavpv3D5FPZ9S1j5XmzIsjIipUrGSCmVCXSwp25ai1nQrh2ah1K/vd+gjIUjp2uknRk1ye62VCXJNFYCG9SMoquVZgI2m8Qy9bmUOBEJVl/uZYFPmc/FTF2pvNKYcHCNI0+pdGoYPogivxZ6prQvJZJyTnv27jRqH6fdxgj+lt4wF7gpcznfzkvvN/QCAI7iPPHMtHjfmybArPErprtJWVH8OWyal46ZpEYiKWNTg7IuU+MIMyXVBzsV768il52NI0AbU409oRQyL9/yPXo/fk/yOO2MmAOUcUP30kxTj52tCoHAP39KJAxElATEvgykpNVKqXT+P4CmVt94uBftAxFIkqak8llQbkXjw+fOPrAe7zhtYY2OkAK0/bClL4x96j2vL/ey55qPEjLJda+l+eR22JgtSKY5dbAroHh/ehw6by9SlBNWzNHOcWbMzrX1lCf51ZLX3lCKIt7LiOzcxxN9x2yTKmMFSZLwpVPn4jMrZ+nO0Px9onN2ZZEL5UXKnkqxXa7JCW09054NU6plcf/5BKiLS6zlY0EzmqDu2XzyzkyTiu1qA4PFgpQSmGho5WrKmdF5jkop8qGpLFJMpWkzKiTCJRxLMNNQOgB7HNaV7zX1anXUkqQt7uMhUz9WoMBgQa2fHQxIPkymxOlglIoTjptVzjoTLagt1mUThvPayFQut6BWbyZ96oJq0+8JAFuIlJqqHbSoOxj5O6QDtVfOxjiT/wy7TWIqoCKXOWJp/X5FYXXibO0Q6DNR507YbyiJGcmOTenQFYhAlgGHTWLjYDg47Tbc/8UVuPGjy/DLj2olcBVFLkiSorqjrpzpQORpyTiT7R81vUz33yfPqwKgkDG09gwOMR6oGyFvpGtG2bKXdcXkSCk1aG8fiGCbmlHnCRhvHiqcnS0UYGtz3W6TUKtK2ykZYPQeGi/mqHGu8x6vFtBIqTC2NPUC0A6wfBlFLvdsd1sq0QMAU9TP3NU2wA791NGQiIBc98JNjb0A9ImD4cr3klznPf7eSJKkG9/Hz6rgsu7DZ5v3dQxiMBKHz2VngSsRmoOReMbmI/y1pAvk9rQPaN2spuhJ4FyDfVIJ0XMgnDK/iv37bLWbKKCt9UN9f6MvFqDMbVJ5tHLEBd13Io6tTjDsZZ5C+rFIRN+zW1sAKIo2Cvit8ACaqEqpTGBKqd4wpxLUxlQ+PnUHugIYiMThdtjYfOK9PDMRSDxBwc+nudVFbE7ZJOB0tYEHwDeAiKZ9z1A0wZR3vOKd1v3m3hDePaQkXI6oI5Iz9zlKIGVicYGQUplA96mphyPvuPvoztPShM4V/NrjM6nk56F1ZfTo7VAKJJ6iBPAxac5XQyVUSJFIXbcnEwQpNcHBM83OPD2leHNkAHCpB8RYgSwQgJLhTyRlVBa5mOLEquxgnJP90wI/nox2xwoUqBzFqTHIn6M7EMnoRWDsOERw2m244zPH4tMnzsAdnzlOd9AZzniTSKmZBmWS3SbhfFXe7HPZcdFyLQNpxuh8q7qJ8Nm/6mLlgEglr+nQzbqLmFfgnDinkv375HlVLNDSNv3EkP4Obx9USCldZtJkOYwsy9ivjnGmlBqhQCYT+kPKNZZ6nazkzAzmVBfjkyfM0MnTHXYbG4tU0pIO46F8Lx1OmlfFAo1FdX5dadhwasREUmaZPL7bo59Tj6XDQDjGkh18s4DKIhe8TjtkGXjsvUYAevk5CwpyCIh2qUHtIkO3RVJ+EClFgTitv+OFlGrqDTHvLr4j0rQyL+w2CYOROP67RSnBpAOsy5GbDweB1Gq8kgDQiIBHNyjPaGalj3VyzIc4DMcSzIxep7wbJmht7Q8jHEvCaZdSypjPWqwRMbw/ChH+/UMobd9XA6Pl9aVMJU7XkkjKGb9juiANAGao+9DTm1uQSMqoLXEzD5t8/I9auO9fb/j+nzt5NiqKXJhbXYTPrpzJXtey7UN47rSnJ4JquTlD84XmsZWqcR5EkBhNe2k+U+KGJ8fz9ekCtDFXKMqWfFFX6oFNUu7Z05sVou9IjthlSqkc1pNNqgpyydQSNp+A4ZuFaISrPrkoSRJ+e+mROGFWBW762HKddw6VG5OHbab3LPU62doFAFNLvSj1OhFLyOgLxeBy2FjSzmeBR9ngOD0HZIt6dQ9q7Q+z5i+8KieffUCWZbyxtxMAcPJcjVTXkqbm3jOZlHXVEiSCAArDx1iWZWxU58wxM8vY68Pth4mkzGwVjpjiT/s7ExmmSamf/vSniMeH8H85fBhnnXWWJRclYA3iiSQzip5VWcRKHXKVPtIhd7aaeSlEpdS6fUrJ05JppYzMYNnBPAOXg11BRONJeDnZvasAO0ZYjc0qKbWcy55TN5ykrHXYMKK1T6964HHcrAr838XLdB3rgOEXfCKlZqQpl7v+Q0vw8w8vwcNfXsm8N/j37M9w6IonktjRkkpK1ZRopsKZQC1vK7IwHPv4sfWYXuGFz2XH1WfOZ6/z2eBMh4n2/jAOdAYgScCxM3m5PBljD+9H1TkYhdMusSzYaBudkwdFideaUjoip8nAPR3G2ug8E0q9Tvzt8uPwP8dPxx8+ebSOoKWDfXeGgz2vJOHVNNQumsZm6t8pe0pVsZt51QBKkEGlpEQor5yrEaisfC+Hg65R0UHgy1UAYKvBi2EsTPjTgRI6Myp8OiLV47SzcqW+UEydl1pgnk9woBkB6w+2dG+o/Jcvf/bkEbRub+lHPCmjqtilI96o4UMm5R2Zbdf4PbpgFwA+c+JMXHX6PHz3nIW45Ljp7HVaLzONUQAsIDhqup7ooERRV8Z5oXoOGsYan+0GlOQAzbd8yh6H+v5zq4ux/ocfxPPXrNL5C5opDd+bYc7Q3reztR8b1fJdKrccqU6qjJgwEH3HzaoAn1c4a3Et+7em6smdRKC/LcrBF6cQ4XHaGQlJZAOviM7Hp+v9NPMJ4JS1GQhSSvZQAoHHiXMq8fBXVuJSbm4DYAro7gzzO5OK3maTcBy3fq5aUK3zNAIUwjXXrnI03wpdKVVV7EaJx4GkDDzw9mEASnc+Qj7k9L6OAFr7w3A5bDhuFreXmeyYSmjuCyEUS8BplzBT9VmktaIQYs7GnhA6BiJw2jXbEkA7a2dauxu6gwjHlG6UMw3dpScDTJNS//znP3H88cdjy5YtKT/761//iqVLl8LhKOyJOtFwqDuIWEKG12nHtDIvI5HiOU5oyqovm6YcapnReQEsEITH328GAJzLSeGtUkpRvf2COj8LPCa7UkqWZVbKs4wjbFwOG/OW6MpA2lBpW2WR+e4T2gEpQ1a+L3PXNo/Tjs+snJXidcB3FUuHg10B1cjerlNg1aiZv95gLOMhv5taVpssQ6PfXfud07HpurN1gZLHaWMeZpk2/rcoKzalROft4TOZxXpb/ful00rZvBnt8r3+kLWldLV+5bDcVoBKKQD4wPwq3PSx5SmKCBpTNMaMoCBj2bRSlrAA9B2c0oGIXWPmG9Cr72ZW+nSlpvlk6fd3KgE277kDaEb3h7uD6A5EWWaVDoHjZf09lEGhCSjPj/17XhVT7gG5k0SxRBJtKslqJOCPNZAr6YiAXEiwzep4Wl5fll69mmFNpnlHJD4Pl8OG75yzEF8/fZ5ujJYPE7QCmrKDV+hKksQ8tYYb37MMAUF9uVeXBPnoMVrXs3z8jzq55jHp4LTbdN8dGL6teNdgBN2BKCQpVfFFfol3rzuIcCyJiiIXU1iOlFKKnvEUQ5l6qdeJTxyvEBJLppbgg4u0Ei4vU1bmfi10f3wFTiJkg2M4Uqbc58SxaYiBXMYp7Re8qhYYXp3eqZ7vqjI0nkmHStV7KtPZUJujqevpZ0+aBUlSyvu/fOoc9rrPRNJuONA5oNC7Odpskm6cuOw2XQKJ9oFc1O9v7lNUUsfPKtep0ouyHHsUb86r8TOy3llAdigb1PLRJVNLdfdhuP2QV5Ua1/3JANOk1NatW7Fs2TIcf/zxuPHGG5FMJnH48GGceeaZ+N73vodbbrkFzz777Eheq2ncdtttmD17NjweD4499li89tprY31JYwJSqCxUSZJ8jM6j8STeUct+jlIPtbRAFEr3vV2tA9jR0g+X3abrRGEVKfXq7g4AwEquvEprYzr2RrtjgabeEHqDMThskq51L8AdPDIEFpTJriw2T9iQeqY3QyBOQUxFFiQQBQsdGZQ0u1q1MgleBVHqdTKlXCYZek8O1wMohwpjRzVJkjSJdIZgZb2qjlgxu1L3ejEZiw7The6/W5SSAF6WPVLZ9UywXCmlZnCbVD+idOgvwMMoqUkyBe60Pxxp8KWq8Q9ddtpOyo40JMKnVsxEVbEbdpuEH5y3SDcfciU8+kIxNn+Mysgj1AB7a1MfXtrRBllWXqM56xonSikyYE/X0OALH5iNmZU+VBa58IPzjtD9TCthyk4t0jmY2Xft+FkVTC21qM6vJwLy2As3MxNkPalPRG4mRSwpFIkcNgNaL3uC0bSqh3AswUoglhsaYzAFa4bxTa/XGsa3JEn45UeWYX5NMb586hycypGJ+RhI09jOJmjniYB035+Ug9XF7pTuWeTT1dCtrHfnLKlNUY1b0YmYB3vGabwT/+/iZXj0qyvx76+s1CnFch37PAKTTCkFAJ9eMZMloL946hyWNAJyX4Oj8STzuTH6GJYME2RrpJT5M06FmojMdDak96xJQ+SeuqAaz3zjFDz7v6fgOF4FaiJpNxwmUjnoh47UyqE/fNRUlHFq/XxUza/vUUv35lXpXteMzs3de6pq4RVchVR5QqQUr3wGuLN2hvuQqex6ssD0zCopKcE999yDj33sY/jyl7+Mhx56CAcOHMDKlSuxZcsWTJ8+ffg3GQU89NBDuPrqq3Hbbbfh5JNPxh133IHzzjsP27dvx4wZM8b68kYVr+1WFgfKXjtY+V72B/Q1u9oxEI6jxu/GclVJQgtEpECUUo+/3wQAOG1hta7sRDM6z/179IdjeH57G3t/AhEHYx0UjRXIY2R+rV93OAKAqiI39ncEWPkCD1mWmfF0NkoprQNYeoKhJ5gDKaUGC5mIpd1pusAAalbe70ZTbwgtvSFdSQuBCIPyLMr3hoLPZceg2lkpHWijPGG2fqMcTlUDKOUeL+9qB6D3d9E8pUZJKRW2lpQiPxV6julAhBtvPj3eMZyaZHsaHzRAO+hnUpJQOWo6ZUddqQdrvnsagtE4I7cI3hw9pVrUMt5ynzOlfJIIh3cP9bDs+flLNRUsrTljnVmlEsp096ymxINXvn0aErKcQjRrZWHZXT9TH/ndKb5rNpuEez+/Aq/u7sBpC6t1REA+5AqVC/KdSwF9V8Z0aB9CKZUJfPl3fzimC6gAzTuyosjFzJ8JtJ6nSzLIssxIqXQk0cq5lXjhW6tSXs/HL62DKaXM7wF8+dBgNJ7SFZRIoHT39NQF1ajxu9E+EIHLbsPnP6CpSZjq1cK1PJGUMxJ9gOLnyJeSE6wwOiel1EQgEcxi8dQS/OdrJ6NjIKI7iwK5+3Q19YYQTypVF0bfM5p7w5G81TkppTIkLElFn+E903UtkyQJXqcdwWgi5y6ZgQlSvgcAFx81DW39EbT1h/HtsxfofparYjKZlPGWmvjkE5eANvYCJu59NJ5kzQ8+wJFbLocNiIz9fm4G21QrAWPSj8rZM3osqgmFdPHCZEDWRucrVqzAsmXLsHnzZiSTSXzve98bN4QUANxyyy34/Oc/jy984Qs44ogj8Pvf/x7Tp0/H7bffPtaXNqroD8fw7FbFOPXMIxR5PnXfG6r1eTp0DkZw83O7AAAfOXoaO+Q6qXyvABYIWZbxpFq6d/HR03Q/8+RpqBlLJPHj/2zFYCSOBbXFBcvsjwQoEElXtkLGsdQKnUcwmmAbYjZKKVIiNGQIgKjbXzblclX+oTPrFDSnq/8mP49daQgPWZaZAoeMe/MFBVLpfKxC0QQjXoy+EPR3meTyAHDTszshy8D5y+p0PjWjXb5HSqlSi0gpMtvd1tyfsSMXfTe+A8x4x3C+HA0qcTvbMG6rhxnv9LqRdCIUux1pf+ZVyctglutsxxDlTXOri9jzax+IwO9x4NMnaobQLHEySiq+TBhOoZlO+QhowUG2exPzKcrQ1bOiyIWLj56WQuZ48vBGorV+hqGkZnq5T/15KK2qJ5fyHpfDxrrIpVNTUFJiVqVPV0oIDK2UCkQT7F5nKqdLh3y6muXy/T1OO1v/WnpTyTUi+tIRAS6HDfd8/gRccdIs/PPK43WeU25OKZVpLcwWXYMRJGWlw1omEiEdfCabbwwF8pTyTSKlFKAkGk5fVJMy9jWSO7t7St60MypS5xOV0B1Qf8eIziEI+UwgIjkTkc1U9FkqzM3aFGQCkSHuAjoHZILNJuGrp83F9R9akpLsyXXf2d8ZQH84Do/TpmtyAmjE8HB7SziWwA1PbUPnYBS1JW6sSpPkLwTLGPKRNNockGdnZ4az9lAJhcmArGbWAw88gCVLliCZTGLHjh346le/ivPOOw//+7//i1Aoc+nDaCEajWLDhg04++yzda+fffbZePPNN8foqsYGD73dgFAsgfk1xcz4z2HLjiBJJmXc/eZBnP6bNdjbPogavxtfXjWX/ZwkwoWwQOxsHUBTbwgepw1ncOUKAOBx5F6yEIjE8fm738WTm5phk4DrL1qi27THi6fJWIHKCKaUpQZH5HVBfjE8KIhzO2xZHSjJP4VKE4zIxVicgoW+UHpvKF6VYMQitXsGKcZ48CSOVQocYzcyHjta+5GUFRm9MWNNh7tMmcl3DnZjza4OOGwSvnfOIt3PPHm2D84W1H3PqA7IFUdOL4PLYUNTb4j5nxlB89eVhjgYryAyN11XwXAswYJyY+abxlBfKIa+YGrJ1VAk0VBgpWFZBgRDBe2SJOEXH1mK2hI3avxu3PHpY3WEs9uiJhb5ojsHhSaQe8coVmKZ4zMKZZkhH4zE0aOOFWOGd0qZB3abhGg8mVZ9RwFitmqWocY3BbP15anJEDLHJ58vHuTv5HPZs7oeXmGWLZlD6t1s1bLUBflgGjJgOOJ4UV0Jrv/QEpxkUDNQMCrL1pkJEylRUeTOyiOFFNKZ9iQzoHnvKSCF60hC86jL7tmSCjVd+TE1PiI/Px5K4k1NImXRYZjKtA93B9N64JKKPhsiF8jP+w3Q5kQhJadyQa5lnps4n0pj0wYzRucbDnXj/D+8hn+tV8zXv3/eIl2yRrNDGd/x1GAkzpIlxiQN/XdzbyhtXNg+kDmemAwwPbM+/vGP40tf+hKuv/56vPTSS1i4cCFuvvlmrFmzBqtXr8aRRx6JdevWjeS1DovOzk4kEgnU1tbqXq+trUVra2vav4lEIujv79f9r9ARSyRx5xsHAABfOGU2I0myNTr//Yu7cd2T2zAQjmPxlBLc8/kTdIdqdwEZnVOd80lzq1IOKPlsVDc+uwOv7u6A12nHHZ85DicZ6qhdBWTMNxJoJmPx0lQpKpkW725LJaV43yBjZm4ozKqirHwwRR4ryzJnLG7+gFTmdTLiJZ3vEKkS0vllUCkLGYTz4EskjKWNuYIIhZY0pBR1rFlQ60+5p5TB7sygqnnsPaV9/EePmZbS8Wa0lVKahN6ae1bkduAsVU3648e3pu0iFC1ApRQRtOmC76ZeZRwXuewoMwQLfo+TEQvpFH6aB052QXSupWGdA0N77hw7swJv/eCDWP/DD2Zef8d4j8rFyw7IvasbKTCNz3bYz3PllqChdbHUm1pi6bTbGPGZrkSWxkO2apYZlRS4pgbDpJQyEq4AWLfDXa3pxnZ+wS6QfckL3euiLNczUuYe7kqd3yywyTLb7nHk/j0ygTyhsv1+VM44VPfa9w734LontuKuNw6kjNlEUmZVAYWUTBhJ+HIkG2h+T69InU9EIO1rH0xRQkbiSRBHyxuND4eppV64HTbEEnJaK4Zc/EYBjfjO1Ckwnkjixe1teH1PZ1pymc446VStEwnkA9ifwQcwE4ggT+eHVDRM044Nh3rwyb+ux/6OAKr9btz2qWPwkaPrdb/DOr6P83iKlIUVRa6U5Gl1sRs+lx1JOb0SkKlcs/BYnEgwPbNaWlqwceNGfOMb39C9vnLlSmzatAnnnXceVq1KrbUfCxgDLlmWMwa2N954I0pLS9n/xlMpYq6IJZK49LjpWFjr15WqMaNzE+V73YEobluzDwDww/MX4alvfACL6vRyzELqhEDB1ZEG01NAO7hnMsfOhL5QDA++3QAAuOMzx+q6GBEKsUOhlWhRg990SikyzNzZ2p/S2jtXD58avwf15V4kZeA91T+JEIol2FjNJitts0msxIHabPMYipRataAaDpuEXW0D2GMIyMhM1iZpm22+oO5GbWlIKaZaS0MQDtft5pWdion/BcunpvxstI3O6XOszH5/95yF8HsceL+hF5+/+92UAKcQM6REHh7qCqQcsKnkZ2qZN+3eSP5ou1pTkzSk2snWV4PIit406quhYIYokCQp7fdwsy5ChUlKmfF6Swc6+Ge7fhK5kql7aSZQyUFdhnJB6hL67sFUcp7mWrbXOosphVIP9s3c+DZioVruua9jMOXskmvLd6/TzkyUM3mFZAIRBNmuZ7PV75+O6MtVfeW0S0zNZJXylVQ52T7f6mJlLA2E42mvZU/bAP7njrdw97pDuOGp7bjsb2/pfo8/czkLaN0eSWgdULMbo7R+pVuD59cWo8hlR384ju0t+v2Cfx6eLJ6BzSYxJf1W1ZuHR67je7jOslc/9D6+cM+7+PQ/1uPL925ISeAXomI6F7BGEkN0N02HJpYMSFXUkQdoJjuB3z6/C9FEEqcvrMaL31qF87lmVIRCKd+j8ZVuP5QkiSUMjSpX3tNQKKWGwWuvvYZ58+al/ZnH48Gtt96KF1980bILywVVVVWw2+0pqqj29vYU9RThBz/4Afr6+tj/GhoaRuNSRxQ+lwPXnLUAq68+RafAcNrMK6Ve3NGGeFLGkqkl+NKpc9PKrhkpVQB+SUQm8P4JBPLVyDZYem1PB+JJGfNrinHqguq0vzPZy/comEp3mKkt8WBhrR+yDKxVOxcScj3IAsAJqqfXK6opN4FXwmWblZ9fowQyewykVDSeZGUr6TaRMp8Lpy1UykVJkkygQNnjtGelBhsKU9Qg7HAadUyzShBOTUMQVhVpPivGbGdPIIpWlXg7ztBJBOB8SCwM/Dc39uK8W1/DFXe9nXKIiYyAr8OsqiLc/4UT4Xc78PaBbtyxdr/u54XoJTG93AebpIx7o3/OYGRos/hlKnn/1v5UEoHmkbGr13DQGgZkVj6kg2Zqm30zANc4aDQRSyQZyZNN2TAwvL9XJhDR4c1CnQBo63R3IJKV9yQZSmfqTklrsnGdB7TxlC0pM0tVCh3oSFVKkZoy3fiuL/eissiFWEJOIckYQZbl2LZxXQ7bM3RpzYRcCcSjiegzJF8A7Xtku89JksS8qrI9D2VCKMd7WuJ1cN1rU8f/3esOIppIYl5NMUo8Drx3uBe3q4lUQD/nJzqJYBb0DAYzdOfNBDrjpCOBnHYbTlQ7Tq8xnLno2TvtUko513CgBk1v7O3SvZ5MyuyskW3Jb52qHEyXtNvR0o+nNyvm2pIEPL+9DXevO6T7HSJDCukckAtyTYYMpVClaonmvlTlW08gygzSf/bhpRn9Qt0FEk/1DHNmoa7B7zfoCddIPMkSoFY18ik0mJ5ZNtvwv3rqqafmdTH5wuVy4dhjj8ULL7yge/2FF17ASSedlPZv3G43SkpKdP+bKDAGukQsJWWkNRzlQe3CPzC/KuPvFJIKaF+HQibMrUk1o+bbS2cD8p85gTM2N2K8GO2OFYIUrGQ4PJy9RCGL6TBAoEO1JweD0guXKxmWJ99v1o3NEAt+bFmTQEeo3lAbD+sDAD4rnmkT+exJivHyIxsadb9PSikrDzhUmrKzNdW0u3UIpdSUMg8cNgmReBJthqCKPL+mlnrSHgKLXFp7cisgyzJ+9J+t2NHSjzW7OvDTJ7bqfq6RUtb6hCyrL8UvProMAHDnGwd0c1bLkBaON4nLYWPZ5vdVrwcCkQiZglby3Vu7uyPlABjOMYgeymB6KBDB4M9AeAwFWnfyMUvOFzwZnom0yQStU1x294w+M1tSoqLIBUlSzgiZMtrpQPc30+edtbgWdpuETY19KWrTUI4kJ/n1bWrsTVnryLekKM17SpKE09Xx/eKO9EF0LsbYpJRN100WUAL2dGXcIS45kQ2OnVUOm6R4+VDCgZArcQxoyvFsz0OZQMrKbNcLSZJYUJdu/JN690cXHIFffERZt+996xBbt3VKKYuUyIWO6iEaoQwFTZmU/oxzplol8N8tekFAKEfCGQBOUWOPtbvadfM7zO3L2Y6pOvXs05Jmjr6ods8+e3Et/u/ipQCAv766j8VK8UQSFDYVkmI6F1DyJGullLoOTUtDStFr6Swwtjb3ISkrpaDpfMsIhaKUGq6r9vGzlJjx7QN6wjWUR+J8omDCzaxvfetb+Pvf/44777wTO3bswDXXXIPDhw/jK1/5ylhf2piDz1TEhyGlqF34kqmlGX+nUPySgtE4y1Snk5XSIawvFBuWrOOxU5UqL5qSmcjM11ix0BEYpvvNRUcq5WBrd7frTJVZSUMOm/+p86tRVexGVyDKvMSA3EsCATBD2Lf2d+s2RDpwux22jCauJ8+twpzqIgxG4viP6s0EcMSbhWVo82uLYbdJ6AnGmLqJQGRTXWmqostptzFJsVF5sK9d+e+5aVSGgKY07MvSfyATGntC2NKkZZCe2dLCOhwC2nMkhZaVuGDZFEwp9aAvFMOru7WxU4jlewBwnHr4ecegCBmuBG/5tFJUFbsxGImzDCZBC9xzJFgyBETJpJx2DAVzJMEAjcgKxRIjfpDtDUbx3X9vwp9f2avbR2ieOzJ02BsKw5WbPLWpWe1UpP95KEciwGm3sYAkG0VbkJFA6cdEVbEbp6lq4v9sbNT9LNfyvaOnl8Nhk9DSF07xnSGSLJOS4swjFFLq+e2tuoA3V9UWwJNSqfftifebcMVd7+DSO9bh6c3Nup/lqs4q8ThZCXwmVXAuc6bMm5udwQNvH8YHf7sG/35XX22Q6/MF+C5s+ufbF4yxAPjYmeU4b2kdqv1udAeiePegkjjiS62sUiIXOmiMtmcgTjOBkVIZyo/PWVIHu03C9pZ+5l0JaOrpXM9cPpcdzX1h3XmAD9yzTejVDWFvQJ9xwuwKXHLsdPg9DrT1R5gSkfclLLRzQLYoH6ZzbybQOCHlPQ8ipXqCsZTGHZSomJ/hjEnQjM7Hd3VOzzCNTU5UVYDvHerVjecgpyyc6L5lmTDhvvUnPvEJ/P73v8fPfvYzHHXUUXj11Vfx3//+FzNnzhz+jyc4+GxRPDn0AZ0OAcZ2ljxoQ7CyffBIgEwR3Q5b2sxpmVdZOJIyWKcQM+DbTmcCZcbHMlM/GugJRFP8iGRZHraz0oJaPxbW+hFLyHhuu5Zly/WgDijk6/nL6gAAq7dq70klgbkEHIunlKCiyIXBSJx1GAHMKRJsNgmXq23q73tLK+Ebic5AHqcd81R1zJZGvTSYiNlMXeuYYamhiw55URm7ahF4T7ZsSN1M2Kje3yPrS3HczHLIsl7RQGWPViulAEVNSiohnowpRKNzADhhtlLiY1RoDEaGJpZsNol55D23TZtD0XiSJTSy9ogZohQtlkji0jvW4Zifv4BHN+hJi1zLfwC9uipbn6Rs8avVu/DvDY349XO78J+NTez1XMuzgKHv2damPnzjgY24642D+PbDm3Q/y+eeVQ2hzpJlGd2B1HkeMNFB70NHKQmIF1RFQsq1Znl/vC47lk5TkmbG8U1KwEwk2akLquFx2tDYo++4mc+zooA/XefTf755kP37jy/t1f0sH9KG1qpXdupJqXCOxDGgZfd7sijfa+8P46dPbMW+jgC+/9gWnVosH9UW69BrSJTsbld8tKaVeVHiccJht+HkuUoJGa3bREILlZSG4dR8wWhclwAi9AzjiVdR5MJJ6v1/Zoumes/VL43+5rSFCpGtO8fFNIW5LYtujoBGjKTrWEnebIunlsDlsOH0hfpzAJ98n+iEQYXaCCib8r1Ekj/vpz7vEo8TJep+fMjgA0i2GPNrhyalCsXHuDuQudwVUM7a08q8iCaSWM+ppXJNJk0kTMiZ9bWvfQ0HDx5EJBLBhg0bxryscLzAwZVgxoZgmmOJJMtmpzNvJtABVJaz7+YxmujgjHLTZcxcDhtTDGRzEKONPZO5K8B1+5jApNSBzgBO/fUrWHnjyzpFRjSRZL4kQx1ILzpSKbd7apOWQWYqohyJh3OWKKTUy5z0O5yHUspmk7BS9U1Yt0/bRDRSaujD/0eOrockKYb7RN6FucOVlaDs+caUkq2h1QPzMphbU6eaTHX+9HpSBgazNFBNh91qV6wl00pZmc2be3nFm0pKjYBSCtDKcXmvlkIlpVbMVsbslqY+XcchTSmVeS5Qae0L29vYHOLXeY8ru3tB7en7QqmZ0pd2tOHdQz1IJGXc+OwO3aEzlGMpGqAQ1Jp5tzVKvnRIJmU8wylgHnhbI59DeZQiMx+O3lCKxxNPFq7d3YEGzkcu1/I9YGgi7BfP7MAxP38B1zz8vu71IFtbMn/eaQtqYLdJ2N02qLvWfAg08rIxqvmYQjfD9fhcDpw6Xwl4n+dIsly9mAClvBlIVfVE4gls5ZQeu9oGdGqSfAJ3Wh/f2NulM5XOr3wve4/N1/d2sjNlIinjyfe1uZAr6Qho6lyyXyBQueIMrtTnBHWto1LlQl2zRxK1agl1TzCWYinRF4rh3N+/hpNuehlPcmexZFJGb2joIBtQVMYA8AxnxZAP4Qpo5zh+rcsnYblIbXJwsCuomy+yLLNO0dPVago6R5GVCY0nSVJUrxMZlZzHqFnBQYDb0zOdMamqhE8EABqRPz1NJQuP8Va+99SmZpx/62t46B29XyyRuJm6fEuSxMpTX+OqOczGExMZYrWeROAzRkMxzcpCpPx+5RDdgnyu3DvOjBTCXIc1QpeJFuZ0EM+UQUr3OdR2u2YIUmo8eJqMNB54+zAGwnFEE0n8+RUtCxzkzDR9QxxKzlqsHDw2HOphGXgm+86xrvrYmUppR8dAhB02KLh153hAWqlmAt/UkVJDlycSSn3OFH8f+o65Xk8mHD2jTPmcw72614dTDyxWDwzbm42k1NCePh6nnRFrfRaY41LAMb3cx7pl8l19RorMI1DJ8t62AciyDFmWtfK9AsuQTi3zYmalD0kZrKwF4DylhlC2nDS3Ei67De0DEWacT3PIbpOyvhelPifLtBuVD7yheudgVEdua540uR3UtPbWI7cGH+oOsv0AUAhhWvPzCcqnlXvhctgQiSdTvDiMJZn84TYfxQ+Z1B4yNEvoD8dw5xsHAABPvN+MHdycHE55ByjPf5mqbNqYRm2aGymlEMjrOFKKV+gO1UVvlarC2HCIH2u5E0RzWYdWfTe83a2DiCVkVBS5sGJ26vXm6qkFKGt2XYkHoVhCR8zlM+bKc+hGTHsaxerpvl8uRB/tmcYOg1rHW61MiDqG0toSZUqpwlqzRxKlXifbN6kDK+HJTc043B2ELAO/e2E3IyMC0TiIlxjK1++cJXWQJGWvptJf5imV4znu9EUKkb2vI8AUXPk0wanxu1HucyKRlHXedj3BGIsbKBG/vF5Zq7Y2KescfwaY6OWgU8u8sEnKGdVYbj8QjuHSv6zDGb9ZgwMcuU77ncMmZTybLZ1K91Sv4u8PDZ34JHjURGRoHNihROIJfP/Rzdje0o8fPLZF579F5XtDfZ9T1KTIa3u05h/5JJMmCsRqPYkgSVJK+/ZkUk5hnalcp8bvGVIeK0kSC3ADWXbzGAns7xjEyhtfwhm/XaOrmacNsnKIluJ0EDdmOQHlHhk7FrarvhEep41JUtOBDsXjhbQbCfDKodf3dLIgMsD5LQ3VeWVeTTE8ThuC0QQLhLTscW5LlMdp1zpcqOSMlrXL7T2JlNpwuIfNmaCJ4J6wXA3IiPTR1GDWLsPUlWlTYy9TVySSMrunmdQMS6Yq92tn64BOlTGgdmrzZyj7A/S+bPmCurNMLfOwazrUFWRKl5EyOifMqFC61gXUrnWF7iXBFH5coMhUc0McftwOOzP436SWgvLBbi4HcyotNSofKBvNglpuTcmXoKZy1ZFUSpG6cHl9KaaWepBIyhr5nAdBZLdJrITeeM8o+KbOrxs4ZV8+6qO5GZ7Ruwe7wYu1ePWCGeUdAEZKUVCSSMosGMzl/hw/qwIOm4TGnhBTX0XimkJ3qMO9poToY8mQfO7bArXJxO62QV15Y0OPcl2zKn3sM2kPSCZlrYw7h7VFkiScNE+Z35saUn13cgluyE8mGzNsCk4/tUIpU+cTTPkQE6Rs2dcxqDunkm8Xr+SncdvUG0IomhBKqTSQJEkr0zfMb74E9kBnAPvVZxrkEhFDJYLKi1ysI+YuVe0cyvPMVeJxsj2D5kw+hKskSViojimeVCfCq6rYzcYL3afW/rAu2T0ZxpPLYWMNcRoMyYlHNjTi7YPd2N8ZwB9f2sNepzNFsceR8WywdBoppQykVHjobsAE/ziyQ9l4uJeVrSdlfVk6zZmhSNyT51XCJin7BXVszSdBMVEw8WeXgA6UAQzHkugajOCM367Bib98Scd4t6fJQmUCBbjjYZG4Z90h9ARjaOwJ4e51B9nr3cPUwwMaKWVcgCPxBD5y+5s49v9exHtc5zUyja7xe4YMzjRSauxJu5FAMinrspjxpMy8jIbzkyLYbRIW1ulVOlaYgPMHWiC/MglA8VcrctkRjSdZ+QUZEw6lBCPQIecQFzzlcz2ZMK+mGMVuB4LRBHs2ZqTVs6s4cpDzXBhOKQXA0jbizWoGd2qZF+VFLqZiPNhJ921klVIuh401RNjfGdApLwuxFfSxMxWSkvcYY93Jhpmby9RsMR0i8z00UfdTYwe2w91KUHDJsdMB6JVxZtWImcCUUiPoKUVjdnq5j5HC7J7lUb4HaME2f8/CsQQzP79I7Ta6pamX/TyURxkAPaN9hme0o0WvVuFJsIDJzyOS2bjOA7kFmUVuB0s+0P3mzyJDXc+CWj9cdhsGwnFmmh3OYj03YlalDy67DaFYQpfcIuXnlDIvu1YKiHWdxHIcH0eoe+euNuU9FaVY7nOmfoguWZlA9++sxbVw2CT0hWKsw1kwDxKhvtwLv9uBWELWkSiklOJV6uVFLpYcOdgVYOWEhaZuHWkQebonZX7rFdI0v/nOmsMlIqj7LxvfeZbvAYrHE6CVfOV7jls8RU0O8qRUL3Um1sZTRZGLJW2aekMsOVWIZ4BcQKWxRv8nXpH70s52lgAYHEaJD2gq9O3N/TrinlTMmfxOCVZ3es4HlEgjvM0pl7UGT5nvRZnPhVlV6UlcoZQSmDTglVIPvH0YB7uC6ApE8Zc1+9jvEGtdNkT9OKFoHCmBXuVkkC9u14w/+4fxxAG0rnyU1SS8vKMdmxp60ReK4fcvalmB4YwfCez+jGCWfizRMRhBJJ6ETdI6GlEXk+HahPOYqy7Oh1OUUrkvzrTgE4EUyaMTDKBk2RaoRNdOdRMJZvEdZ6iG+IfVTX6kytDsNolJzzeqKjFSdA0lrdaRg9yBrZ+RUpnnTwXLrpvv6nP3mwdx9M+ex92cCbAsy8xfgLzayGC9qddI5o3c9jVTfVYN3UEdKVWIAQ5lhvdwZUWaUmpoEmFOlUKI0JgNxfIz4pxXQ2oS7VrCsQRTs5KxLX+t+WTGAS37mk0Ti2xBmfYppR7MqVbWnQOdhrUsx3lO5q+7uHtGamav08480A51BdlBP5/ua0SCHegM6BSTlLD5oOpjxPuCmPGUAjRi3rjOA7mvg7xCCdB/90wdUQGlrGt6hVqq2KUvT821wQaV8O1s5VUYKsle6mHXSgQLqQCB3P0TFxr2pCjXuj4XIpTOQulU40Cqn4ssy4x4m1npY8Es7bvhPFRbkiRhkarW3MmRokTI1vj1iVPaM9oHIpNK2ZINqMPZnjaNlJJlGY3q2ZfOcXS/WXLRBMFNJZT7VBWnFclFmjOUOM83MbLYQIwDQFeAfGe187wkSZiujuXD3DlgspSDzqrSz2MCESiAooynZAlTSg2R6JpbXQSXw4ZANMH2AIBXSg09xsZTvEnXT8lvnqQKmiDogNS5qJWyC08pgUkCXim1npPrvrRTM4Qm1nq4+l5g/HgmxRJJHaO/p32AZQsHw8MvlhmzApzB8rp9WmmaGfUI//PxUN6YLwYjcXZwIVCgMrXMyw7HBwyybzOHGa18Uk/Y5JNhIyk5dVqxguhaaMgyshpwE+V7xuux4sCWCeQrRRvloMlsZzpfqYEQle9l/o7TypT509xrjpQKRRP4xTM70BOM4YantrH1IxhNsIxkpXpAnGYorR3J7nsEUmd1DkbZ9ThsUtbdfsYDiGToHIwy1aiZbmkAdzBlQXt+xC6bP1xARCSkx2nD8SrB0tijlOAkk3Le5XvU4j7b9tbpsLO1Hyff9DK+cu8GXUk3EQ91pR5GvBzoVBWaeQZRC2tTiTxaJ+vLvZhW5oXDJiESTzJ1Sj5laPXlPrhVHyteOUzzj7yYugNR5jukrS9Djyci5pt7Q4gnklpplzP7TloECoTp/gyaJMiA1DU5H08pQAtQ+MCNkeylXtRX6Nui59NJjEAkaGN3CMmkrPNbyWWeTlfX25a+UAoB9X9Pb8cRP1mNezklek8wxuZoXamHJYMYiZDnXr5ITZTs4Ig+8qAhZRShhusuFxOeUmkx3zBfAKArEEU4loQkaeb5RKxm43NDezWRlPk+ewCMOLbqbMjUmi39w8Y8vGpwspGcdG7YY1Dokr0C7XM0Tsysuw67ja2RlNSIJZJsjA2nlBqr8r10XaUbVHU3mfHzSZzhGm0Q5tfo4wnqvpeLUneiYHLMLgEGppQySMw7BzVDaPKFGcoriTAWckpZTvV4augOIpGU4XXaUeN3IylrEmIzDD4d7PYb6uz3csFTLCGz9yR/kmHlpuOI2c8HoWgCF/zhNZxy8yt4kaudJmXZ9HJfygGfKaVMBAfG7Gw4T1UToKldqDTIChKIMmd0QApmsYlMVRU/HYMRxBPJEVX8zFMzMMZnMdQcAPQHNkK/CQLWSBwNhw2HehjZk5TB2uJSlx+X3caefT1TSoUgy/KIl+8B+g5k0Xhhy/aL3A7WGUwLvs3NzRkVqrKlKwBZlvMiOwBgQZ02Lmk+UgAztcyLqmI3/B4HZFlRxvFKmlwl7XWqNwaRA/ngjy/tRVNvCKu3teq6ttF7Tyn1cgpNa4IoIvt3t2leb9QZr7bEA4fdxsiegwY1QS73zG6T2PrBB6601i+o9bPSfmMCYrj1pdbvgctuQzwpo6UvzHW7yz0zPEcNnihzHTRZmgoAMyv1atp8g2imWuLum/as3CjxOOFXr6tZ9T4C8vMQqS3xwCYpCqnOwQh7Fk67lBMhU+13w+2wISnrS/ha+kL4++sHEE/KuHn1Lkb6UCldZZELboednQMOGYi+XLP/pJTiy0cHMqh3a7h1OzLJSASzmK+S3HvbNe8z2rfrSjyMBKQErdkAG+CTU3pT8lxLlwGuiqFbT3Tleo6bW13Mynbpe7OYx0BKURe67kC0YJud5Ip5rHGDFgM19ihG+MVuB/NYJYUmJf+HW3e1M6ZSUTHAldUPl+Qfi3jq+W2tWHzdanzr4fd1nQgpYbNidgVcDhtiCUUxKstaYmC4hDzt21T+LIzOBSk16UALeSiWYAcOqpsms1azpnOAtkiMlhIomZRxxV3vYOn1z+m6FtDheHZVEcsEUfnEIGfAlwnE+vcEYyyjLssydqtlJHQIp04cZpVSROxl08lmPOLpzc041KVsSLev1Uo9OweU71Vb4mb3kIKxfJRSfAY9V5AJaldAIYHyNU8HtFKyZuMmYuLAVlHkgk0CZFk55ERYltz6DWi64SBn1kMonbTdDAHLE0dmsMvQTem9Q70AtO59JV4nU3SRz0NrXxjxpMxKU0ZUKaU2RegYnBhlIESIknfGcJ0YCTQvA1Gl26jWCS+3e19drHQ/SsraYZcMlSmgpOfd0hfWkVK5ljdNLaP3M++Rkw6yLOs6nL20QysR71L3jGq/G1NVEqx9IKxrMJDrPZtZWQS3w4ZwLMmIF/JuI6UIrUutfWHEE0kWQOWraONJKSIfppZ6OTWYSnqb9DCy2SRGYDf1hvIqMyTQ86U1OWCiEyCBrqVV/W7hPD090imlekPK2Cjzpio/tWYXuX9/p93GytaaekN5jzfeDHt/pxaQ8t07ByJxVhpuHIv0PFpVM/J8r4d8uHbqEiXp1bu0hrTrlFKFp24dScys8MHl0HuftXLlx/XcnODVjGbmEz8XdUmMfBKB6vW0DYQRiSfyJnJdDhsjXIhQyWTxQWrt7kB0QpwDsgGf2CQRAJ0np1f4mAE9kc+BqLnEJymwSH1Nqscil33IhkjA2JBSv35uF8KxJB57rwmbOV9O2jOmlnl1lTbRRBJxarQxTFygnW318YQwOheYNKCAvKFbmTx2m4TTFipyXcpE9YfMqYAArdvOaMkp39jXibW7OxCOJXHz6l3sdSqfmFbu1bL76gF+wET5ns/lYAd7Ukv1h+LswEUSTVIaDETMkVKkuAhEEyygK0TwprYbD/ewTbxbJdvKfC6W0WrtV4Ixs4EKoMnuKatMBrD5qJqMJJAV6is+oAKyy2zYbRIqijSyIzyCSilSdFEJRsBkl0AKqtoHIuhRD2KUcR6SlFIl9kb/gb5gDF+//z384LEtOm8maptOc5KCXwrgSjlvgYpiLVsZ4U3HR9BTSlNKhSdExn2KgUwNmCxx8jjtjFjvGIjkHbRLksR5ACnPnLLU5aqHISmbWvrClpR3UcCejVIqEk+kqGZb+sKMfAL0HhJ9XEvrqmIXJElRAHYFInmrBew2SfOVUhNHvWzdVeYkjdf2gYiOyMtd0aaSK21aCSKtnxXFLkZy0sGceWiYUCcR4ds1GLUkUUAkYOdgFOFYwlRnSXYtnLIG4Mr3cialFALlQKemBOwztDtnBDFHuuYbhEzlkgL5mNwTKHCkDo+A3kMMAN5vUM4EfSHtDADo104gP9UeoBCkkqSM7a7BCJJJmQWlmUgpfTJh8gZ46eCw29jzpeRQd0AZoxVFblQXu+G0S0gkZbQNRLLyBqVxGIgm0B+KW2LDUFHkgsthgywr8zTfjn6A3jMS4KtD9Gcc8srsmoSk1NRSL7xOO2IJmTXnIe/Har+bOwsr81wr3xtGHVShv/fZiCBIZTowgk1LeLQPhHXliy/vVBJR4ViC7RXlRS7MJFKqO8D2QmD4Cgo+AQcIo3NAkFKTDqQu2KseuKeUetiBV1skzHtK0e/0jJISaP1+zQdrS1Mf6xTYNah8flWxiy16h7Nk8LUSPuXvKIPvdztYINXAiC7K1A19j4rdDrYh08F3PKOxJ4hrHnofD7x9WPc6mZcDSrBFShoKjsp9LhaMJZIyugPRrAKVSnXz7w/HEY3zXiO5L852m4SqYi1Ys6J8bxqnOEkm+S5H5gIAMtLsHNSUUiPhKVWttjZOykowrpXvDf1ZPpeDXWNzX4iNc2BopSEpKw53B3UE9e1r9+GZzS144O3DeGRDI3udjFDPX6aQvbTxa14hmuEojY2eoHbPgNEr35sIpBTLYBsycmZUjPy9yDdoB1LVJEalxRSORApaEGBTa+smk35n8UQSl/xlHc747Vr87dX97HW6XrrO/SrxIMsyC2rKfE447DY2Ztv7I5aoBRbWqh3WWpV50msg8mr8ZPCsEXmSlI95OBmwqkGrus477RKKXHbt81Q1TMBkQAJo6oPOwYglpEyZz8nubWtf2LRfGqAv9wLyV/XUlrjhdzuQSGrG0UZSisaGkiixZg+oKyUvpYgl2XY6C+3jSCkiRGk9IGN5Nva9qQQpkH+5lVJ+rCY9uoIYjMZBVTRGEoH2jb5QjCmlXEIplYKFBl+pHnaOc8Jmk9h4aubUjGb2Co/Tzs7ZXQH+zJX73ilJEqqIHBqMWkJ0UdKOSpL7Q8MppSKTrnzPZpNSuuVSFUllkSulasCsRQRr+EPxpsnOe4BCAAFaoykrsXprK361eqeuqoXvWAxoiSg6s9htEko8DpZUb++PsHjT7bANq/yiBNxAOI7BCKdEF0bnApMFtDnsa1cOG/XlXl2WDeCUUsN0QgBSM41WYWtTH1b88kVc+pd1OuNOXrEDgMkpqXtGZZFbY+JVaTIzOh9G1TRHlazvUyXr9J2q/dp7pi6kQ7+nJEmoKdEf0sYzfvifrfjPxib84LEtzMAwmZSZMfF8g9dIj5phKy8yBGMD4ayUUqVeJ+uU1BOMMhVRPgcPgD8ga/4l+RzWieSKJ5VANJBlFpifL6Q8GAlSymaTmCKhfUDbKM0cLGs5s1jKSBW5hu5kVVnsZt+NL81bs0srcXp2awv7N5HJp8xXTJMPq55wtNnzh0MKvHmllMthG7Y9dT4oZR3b4lqGtIAPoxTUtfSGIcuy6XJOQD+HrCBYqEMZlX5pz5yUUlT+Y83nkVl752DE1GH2tT2dbF/585q9rHSBCL3jZpajzOdEIiljb/sgBiNx5vVUygJzTflpTdMGfRBlnCc8EcCIPOfwLdwzge8SF08k2X0r97kgSRIrZ28fMIwnE+sgraGdgxHWmS2feyNJEqZwpKvmKZW9UiqfTnF0LaQgaOgJIRLXFGb0rCqKtQCblSLlqfrUiC5rSNB0HpvUxOLMI2oBaIQlG4sqWUuEZQeV71lAkvEluLQnuey2FNKVzqz9obhGIhRwMmGkwPtKAVxyUR1HUzgfvmx9bsqLtES1Fc1lAOV8AZDyNP/ECJUEUjlaJk8pUrZ3DU4+pRSgGXEzUopLQpPKR0ncJTRLgGHWXbKW6A3G0B+Ome68B+iTury/U77Y0dKPr9y3Abev2YefP72DvU7lrbS+UmKKJ3ElSdLKhrn918zZqtjtYOqvtv7s59pExOSZXQIAUpVS9eW+FD+YfpMm3gCfobWWcPnV6p1o64/g7YPdeOgdTbVD1031zmQ8TmUVlcUuRgKR1HQwYs6ElQxTibCjv68qdmuZlW6lVr7fpFIKUMxdAS2jMB6wtakPt6/Zh65B7bmFYwm8wXUbfHqTQiJ0DipZIhvXmcW4OJelZOyzW5xtNomRD12DURYc5HuY4TPhfKejXOFy2Ngm0hWImjY0JFSx0pUIK1EcKcVPlV+bB9koGbQ690hGQ9l00Lw/iLCMMs8GQPEkoeCd1oslU0vgsCmlAu0D4ZSsO6BlK3uCMUueoRnQ2tcfinHBTeEeFHhvjFAswZQG5gJ3jmCx4NA0zbDfMM8dNahl1zoY5TKHuX+e3+NkHZz4Dl7dgSi+dM+7+Op9G3QeFXxX2t5gDBsbegHwXdQ8zMy5sSfIxqzLYWPrVY3FZPg0rgsUwB+Kad1V1zlemZVHtnVqqRdOu4RYQlZKeQ2fpxHXipKQfN7MdCGt5AILq4LWKs6Q2GwnQEC7bwOROELRhCWEDt+xi5JXkqSVmqUlkPIMQvjgOZRFMigT5lSpZyFOKUWebCfPUwyOGanM1mx1LJakv6f5XA/frGCA85Mykq5s3Q7HGIkguu+lgpKs2nqiV6vyar5sGgcAxrFozfhOt2bkNUcNDWuoOsRIjPAq7dgkU0oBqWbnPVycVVHkYuewtr6I6fK9IreDlUUqa6T5eJPOz9FEkq2t2SCRlLF6awvePdite/2pTc3s3//d0sL2bDqjUNzT3BdGfzjG7kNqyXJ25a6AlqTo4eIJQUoJTBqQDwtlBnmlFJkTMhWQifK96jxVQL94ZjsW/vhZ/PSJrey1eCKpM9V8dmsrACXjRtd9zhIlW0dBL5ErFUUuzaR4gEgpZdEza8BH5p6MlPK7mC9JKJbAYCRu2ugc0JQBvPnpaEGWZZ2XD6Dcq0/+7S38avVOXHn3uyzjwHd3AsBMfakrY43fw5RSRsPdcsqS0njoD3OlbeYW2EpWv68RNl5XfksUbRq9wZhlByS2iQSjbAMy+56aAieGiJpBd49Q+9dqrkxm0GQWC9ACzlaufM/MOD+COk+pgT+V5E0t9cDjVIxVD3UFVJmycj11pR72ec29YRbg8GsPHZQTSZnN6ZE0Oec/PxJPMqVlIWdIK0htFtSCdkkyd7CvZsqWqCXG1EZfNjK3JyKS5mxP0JpSDQA4gtrKcx28/vDSHjy/vQ3Pbm3Fn1/Zy17fbTDh36SSUi1chz2NWAunlGcBfDATs4R4MRJ5fLkgoAVtXQG+fCv38Wos4aGglVQQPOnGE3pmupDySimrPDSYOoMrGx9uv6ffoXnN37t8nhXfSZaek9/tYJ5oTPkZjFlidA5w6qtA1NLyvc7BCPrDyt5JgfsxM8oBKIF8IBJPUe353Q44ONVzyII1Y0qptkcMdfZi+yufTJhEJIJZGKsjeg2kcwVHSpECxux4qvClKqXyXb8reaLLClKK83UDUktsCTTGBnnFdAGfA7IFxUTG8j1SzPJndjoL+7Msm87GU8rjtLNn0jE4dMyZTKYqqf6ydh++ct97+Phf1uFNLgHPJ+NDsQTeUytyiLRdVOdnxNPhriDbDyuMSaGBcFblrgB/3olZcr4qdEye2SUAIPWgVl/uY4fPcCyJvlAsq0CUDguN3cGMcspEUsZvntuFL93zLgtYAcWX6G+vHUAknsQ96w5h42FlIdjTPqgza32/oRfReJKVLpR4HDhqunIwInJE85RyM4VIMJpAfzjG5PNmPaUOdwURU9srA0pQ5nVptfIdAxHTnlJA+o48ViMUTbBMDmFfxyBOuullHPvzF3SdCl/a2c4OdpsaevGeet/JyJSe6dbmPsQTSbSwlu2elODImEGvYqbUMc1TyuTiXJmmrCFf8oEngZixeL4BAOdvkG1QVcIOzXHNzH2klFIU/A1EEcxFKdUfZoGIKVJKVUrROKLSj3m1fiysozbA/ax0r9jtgM/l4MweQ2kPh26HNvcoWz/SSim/2wFKwlNpsLuAg5sKTinFz0sz5V30LPpCMUuUHbSG9AZjSlBrIFiI4O7lD2l5khZLp5UCUPYSAl9a+uT7zWz/onX6lPlVADQ/PaaUKvHolEt9aUpOS/h7ZsFBs55rXJBMyikKVe0ZxbVsqzM/X4qppdpaT5lhWvsqmLeHts77XHZTZvQVRamZ4XwP4UydEYhmVTYuSRK7d73BGCsPtkoJyNYzX6rys9uiUiQAzHOHlJBAfvfU73GyQGt/R4AZ2vtcdkwp9bD9QFmz9UpH4z21Ys3Q9qTQkGevkjRl185JRCKYhbHDXo8huVihG0/mS3OVv9XmYsSC5jIAX7YVsdSGoS+kKOoydRimc0eAa/QwmUipeTVaGa8sy4yUYvsAd64wq5QC9Mois1YoBNqXDncHEEsk03Y2/8NLe7D4utW46v73dIn2J95vYv/+62uKX2QiKTPLCYrVtjYre36jGufw4o3GnhC3/+rL53VKKRMJYECbc3qllPCUEpgkMGYC6su9CvusLiSdgxHmk2Mm0zinqhhOu4SBSBz3v30Yp/36FVz4x9d0BMxdbxzAn17Zi+e3t+Hz/3yXbSqrt7Xq3uux95QFgzLTK+dUotTrRCSexM7WfhxWW4jOqPSxcgwiqvjyvSKXnW2CfDew4RbLuhIPvE474kkZDd1BpsqgDYxfeLJRSi2ZqgTkGw73pBBH2aC9P4x/rT+Uksm/d91BLL3+Oay6+RXdz65/chta+sIYiMTx/Ue3MG+Utbs7dH9PHSXIvPzC5VNQ7HYgHEtif2eAEVBTylJVdUwppW5SpHboDXHBgcnFWUcgWVTWwAeHVpUE6qXt2W0itPH2hbTvOFJKqSrOhyEbTym+BDObMtWl00iN0o9EUsZ+de7NqSrCAvIR6ggwVSUFPVM48/hM84ruG5HPI9l5D1CUIsXqvepUr7eQD6MVTDEYZffYbOBdynxarCFY/B4ne55NvSF2qCRPqXJOKWWVx8Jxs5QkxtsHuiDLigk1taSm69jdNoiBcIytdx85ehoAjaRq4dqm8yav6UpO6bCqJ/JyHz+1fjfsNq2czmgOT+RUfyhmSckjoFe0dRvKFegZDUbi7PubXwOVax4Ix61Tr3JKqWxKlQFt32nr14zw8yJQVP+jtr5wWgNlCtq7B63zTtSRCBbNGd5XisZ+XakHkiRxhGU4ZSwC3D0d4O6pBUqplr6hlVI0tnh/QqGUSoWxw56R5GbjKcgr77JLLnZbWJ7LG9hb0QSn1Otkar62/jAjnFJIKW6MkZ/SZBpPfDfFgUg8lZTiCMicSKnB7JRSALBQJY6e3dKK0369Bkf97AXc8NQ2llQ61BXA717cjXAsiac3t+Cx95QGO409QdacAQDe3NuFYDSOw91BhGNJeJw2XLh8CgBgS5MSC5HlyrQyvc2NMUlDSj5e7WS6fI8/78TyL70udEye2SUAID0pBWgbCSmPAHOLi8thY22Qf/SfrTjYFcTWpn58+V6FfArHEvjLWq2DUVNvCI9vVMinl3e2AdBK8V5V1Tyb1A4HR80ow/J6JcO9pamPXdv0ch+TyPcGY+gLxtimWlnkhiRJbNGjwMNltw0bVNpskq7rTCepr9T3YmWBgxopZaYO+ugZ5agscqE3GMNLO5TvfLgriBuf3YHv/nsT3tynSUd3tvbjQ396HUt+uhrXPrKZBRiHu4K48I+v40f/2YoL/vAaXlGJpIOdAfz8mR1IJGU094XxrYffRyIp43BXEK/t0d63qTeE1/Z2Ip5I4nX19U+tmAEA7Pe2q/5cS6eVspLDfe2DTOI8rczLDtzhWBKNPSEmkS9nwZEajHGLs1mlFO/jY5UJOK8gsKoksILzBAlmWT9eoiPeSLk1UkqpdOV7wz8LXsmQDfk6u6oYXqcdwWgCBzoHmVJqbnURa8F8qDvISCmao1OpNIMrF8x0OKQ5OdLle4D2rDrUzyxkUopI46SsGXabSToAmsrDKqUUoC8fMZailXFKKauUNEdPL4fTLqGtP4KG7hDe3KuUJh8zowwr5ygeOe8d7mElp7Ulbhw1vQwAcKhLUQG3qcbNdaWetNfP7628usyKEkSH3cZI3KbeIJuXRITR50UTSbYX5nvPmOKnRyMO6QDNBxA0nsyUBit/q5KcYWtKGwGjUor2neySIa0cKZWPmpY/Jww1NnSknIWklFXqQird2dcxyAg7sjFg3Tx7Q2mbU9D4aOvj7mke35EZXQ9Gh1Tvepw2ONVue6R0L+R1e6Rgs0laV9KeUAqxyMbTYPaJAd34tmh+l/CJEQvWUxvXmfmALnGtf0+3w85IqG71HDCZlHc+l0NbH/vCKaRUpa7M01z3PcColDLvKQUAi9Uk/783NLIE0l1vHGTJ9fveOgS+aOdf6xVPYoqZjp9VjvpyL6KJJNbv78ZONe5ZUOtniuodLf0IxzS7mGnlXp06WvNg0yuVQ7EEW/O9JpXKacv3BCklMFnAHybtNokdMmjTP6SSOE67ZLpE5mI1owwAqxZUo6LIhYNdQdz1xkE8vbkFnYMRTC314HvnLgQA3PvWIbT2hbG1qR+SBPzw/CPgsEk41BXE4a4g3m9QpJNHTS/DkqnKIrGtuZ+pomZU+FDsdjAiZHNTL1uE6DUKyA+pG47ZAzOZne/vGNSV7wHaQtrap3WFMhOs220SLj1+OgClu91n/rEeq37zCu5Yux//3tCIy/62Hlfd/x7+snYfPvynN7C5sQ+BaAIPvduA//nrW9ja1IdP/eMtFszHEjK+/e9N6BiI4LontyEaT2JRnR9+jwNbm/rxxPtNePjdBgBKCcoVJ80CADy+sQmbGvvQF4qh1OvEV0+bC0AxPe8Px5hp/OIpJZirdiLc3xnQKQTcDju7D9tUiavLYWMHhFLOwylbvyU/pyIisivfwzqvTGIZtrzL97QAKBgz79WkXI9GvFGpyEh03wM4o3OufK/YxHWWc1nSgSyyWHabxA4MW5v6sV81yZ1TXYwZlVppLJXvURtd1k53CAUiazM9SJ5SI791+RkRpgY3BZwhddpt7Ps0qOR+tgrGPosCAkAjpVo4TyatfE8Zf9FEkilg8z2keV12LFMPnG8f7MbrqofEB+ZV4agZZQCA9w/3YreqilpQ68f0Ch/sNgmhWAL7OgZZJriu1KNTbgxJSvHm/HneM/Je29WqZXvpc/jumJREyDfbyqtiuw1BK7XCBjTfjVySD1aNpwqu4xdLFGSplKLyTLfDZqoMMRO0dTc9KUVr2WA0bpmqjdZn3q/PbFCUCdpZKMDGFFk9aOrWoUnZFu6eDtW9dTjwwe9Q5XuSJLHxNRHW7ZEEEYtNvcGMnlK5+PrR+B6IWOfj6ecM7ENWlQT6le94sCvA3s+RZqxQQmwyKqUATaXY0B1khLCxjJv3HjOllOJ8fzOZzGfC+UunMJXb3OoifPzYegBKc6xgNI6H31WUUb/62DLYbRLeb+jF/o5BRlqdvqgGJ89VSvPX7e/CDnXPX1jrZwKLA50BFgt7nXaU+5xcWXZQ130PoKYLyvXRmmd2zKcv3xOklMAkAX9wmFLqYYswbfo0EYvc5vxGAOCKk2bhlkuPxK8/vhx3XXE8fnT+EQCA217Ziz+8tAcA8OmVM/HJ42fA5bBhW3M/bnlhFwCFeJpZWYSj1cDgxR1trARNIaU0nxoKpshfgzriUblfuc/Jvg9lQQ5RAGbywDyLU3Sw8j2/npSiTQwwXyJw1enzsHhKCboDUby2pxOyDJy6oBofPWYabBLw9OYW3PTsTkTiSaxaUI0/fvJolPuc2NzYhwv/+DoaukOYWenD69eejkV1fnQHojj15lewdncHXHYbbvvUMYxkunn1Lvxr/SEAwCeOn44PHzUVAPDC9jY8p5ZMfmB+FerLfZhR4UNSBh7d0IhgNAGP04Y51cWcYmwQTWoraApS6P+p3I/aogL68r1slVJ08OBN8/M9ePDGp8zDycJSkSAzAc0uAOoPxxEZ4U5yvAQ/G2k17xeTjVIKAAv832/oZcrGOdVFrNvPoe4Am1ek/OA7hw1m6PZXrP43kRSjQUpRoDdRMu60xlObY7NrIk9KWZXJo+B2f8cgYgklo0Ddu3wuLTtN8nkrDmnHz64AoJTwkTr1pHlVOFpVRL3f0Mu8JRbW+uG021jr8HX7FGVVqdep80HrHIyw8VGSQSlllRqGPpP2x2K3g+13vI9Pa5aH4uE+r6UvnBK0Ahp5Tdlq80op5ToD0QSb75Z5Sg1qwZFpJaDhvuU71qq5jn6kMOLPXbSWyrKm/MxXLUvvmUjK6FY98Kwr3wswxRMlMen/W/vTlyhaPRapPGYwEmcl3JmUFUS2k/pHdN9LDyrB3N02yLpnGpVSfIdhs8kzGosD4bhljSpK+Pe0aA+iGIGSZ8UZzji0jnSP4tljPIGSIdRUyiZp85v3Vx3MIvFZzTXKyFYpNaPSh39+7gR8+6wF+PdXTsJPLlwMv8eB3W2D+NI9G9AXiqG+3IuPHzud+UI+/G4j3lT38DMW1WDlXEUd/ea+TuxSfY4XTSlBbYkbpV4nEkkZr6o2J9PKvUrJMkvShDVSSv3+Nhu//6pnFpNjvpwjgK2yKyhkTF43rUkK/uAwXS2BA3illKosysJozW6T8NFj6tl/f+ToafjH6wewvaUfA5E4XA4bLj1uOsqLXLhw+RQ89l4TY7PPPEIp3Vs5twrvHOzB31/bj0RSRl2J0pWLSKmdLf0YVAMECnDry73Y3NiHTY2KYocWSP77UGBs9sBM96ShO8iZp7t0/3+wUy0JdAxfEkgocjvwyFdX4vGNzRiMxHDGolrWbvVzJ83Gb1/Yhc7BCD5+TD0uXzkLNpuEJVNLcMVd7+BwdxBzqotw9+dOQH25D3/45NG4+M9vsAXs66fPw5zqYlx58mzc8+YhVoZQUeTCWYtr4bLbML3Ci4buEP76qlJKuWpBNQDghNkVONytqNoAYGFdCew2SZclpcCQDjFTSjzYBGC72smKD1T40ptsPaXoMNPer5FS+R4AeFIqFLXG6JyC565AlCm6zJaK8DJ0yvaMlFKKz2J5VA8mM/O6gvOLoYOY2QMDzdf/bmlBPCnD67SjrsTD7nlbf4TNSSMp1T4QZua0RhLMb1RKjUJ3EnqmZGRd6KRUuapgpTbY2QbtfaEYm995q3BUwmOHeiB02W1sjEqShDKfE+0DEbb2WNGN5sQ5lbhj7X6293iddhw9o4wpPXa3D7BrWKD6VsyqKsLBriDWqZ1IKRivKHLBZbchmkgynwp+b+U9pchoNd/vQMEBkVJGY9gyrxPdgShb//MnwTQzZBr7vG9QmdeJQ+CJQ7PJB+33KAGRt6cUp9AlRU625UZW3Te/2tEvGk9in1rCzBOWbodSYhZLaN1E802UeJ2KUi6RlNHab809nVul+gB2BVgCkIhKmgfkWQmkH/8tZJBuQfmWwyYhnpTZGTUTiUAG/xTsFvq6PVKopTVYVcj7XHZWFk9nur5gDMHi7EggppTiyvfyJqU42wMJ1pybqg3le5m6xhlJqck2nmjOUxK6zOdia2wlZ2WRjZdfNVeOS9oHs55SgJJU/4BKOAHAl06Zg9++sJspoC9fORN2m4QPHTkVa3Z14C9r9wFQzh0La/1sfCtiB2X/OqLOD0mSsLDWj7cPduMl1V6GFFJ8Qx4SffKxT6nXid5gLAellEZKhbL0b5uImFyzS4BNMADM5wXgyt3UgNGsMiIdbDYJN3x4CSMUvn3WApaV+NSKmbrfPW9pHQDgJJW5blYn9JHTFcXFrMoi+Fx2ROJJ7FMzGpS9pu9CSin6DEBbLBsYKWXu+9SrBuo7WvoZ4UDvq6mv1EORyfck+FwOXLZiBr506lxGSAHAsvpS/PNzJ+Dpb5yCK06ezUoH5lQX4/lrTsWz/3sKnrv6VHYwXFDrxz8/dwLOWlyLb521AFedMQ+Askl/66wF7H2/smoO3A47JEnCRcunstdtEnD6whoACikFaOTd4ilKMDZbLd/b1Tqgq6sGNCNXOszoAxXNkDLb7nuMlBqwpowC0PvhRCzyw6HvSwqBbN6TyJ2+USjfI1KKN7c2Mw/8Hgc7dFAAYHY9oJp8CjZnVxUxkoGC6HcOdgPQguxsyvesUhaYAQXZlBUr9MMoqRg1pVR2Y3YgrJXk5jtm61TCY6dKbJdxakv6b4BXWuR/SFs5p1JHHp80txJuhx01fg/qy72QZbAEx8JalZRSy04py0prnyRJqC1V9gMyQs/kKWWVD1edQSllPMSXWKz4oc/jD9o6M2v1ME2klNn90GnXyr1JSWTVmsxnm83u+cz/SL2WfAkiSZJY0EWt1PmxIUkSU4LS3ppv0K6UrVFSxxpybVq5l5Fr7x4yrtnK99vDGQenUwqSwsqKe0qKAvIJzdSti8YSdfUkjykBPaYYSCmdCpIroSYyxux48nP7RZh5SuW3d9Kz7g9ZR3RVGSofMiqlWJOVyVkOSvsAec7yyX/6d2t/BHE1+WJm3WUecZxvqdnEZzp87gOzWXKzrsSDy9Q48+wldbrE9lmLa5W9u8SDOdVFkGWwpBRZT5CR+lv7lTWP4h5SSnUORpm/ZLkhSQNwyQ2Tax7tXXySO18Sv5Axeem4SYr6ci98LsWMeJlqIg6kL9/LB8fPqsBr156OnkCMTXJAMZY9cU4F3trfjQ8dOZUpco6eUQa3w8YC9RWzFZLKZpNwxJQSbDjUAwCQJG2RILPzdkOXPEAzbqfDtFlihJRSFPz6PQ4WgNFCSsx6tqRULvA47ThiSknK6yfMrmCEEo9Ljqtnnck+dKRGRH30mGm4fe0+yDJw2sIaJp89Ub3PBDL3VcgEcEaVNrYA863CAf0mxSulZCibVLYm4Cx7bMHCzAeHhHwPSGWGYMxhk0wfVGjjjcSTkEEB/sgccuhgmZQV7x7AnGLQZpNQ7nOiczDKyEqzpNT8mmLdPKYSEEmSMKuqCJsb+9jcosCGDhMUTAKpB0R2MAyMnlLKZwhuCv0wSuOhKUsSgeZlkis3sqoUrYt1ddMfSI3qFSvk7B6nHecsrWNdXs9fNoX97OgZ5Yyss9sktmfNVccvlQKReghQDr8N3SF2jeVFqUbP/eEYGzf53jNSp9AzMDYtMfr45EvklXgc7KxAa3IZr4r16sn5bJ5RideBUCyhKaXy7s6lratUTml2zzfeNyvGWpXfjabeEEukGQMuv8eB7kAUHYPWfH/lPZ3oCcYsU5/ZbRJmVxZhV9sAG/8UmFGgys9PvkxOu6fWld9WFrnQMRAZNlFCn0X7yWQrtzILWk8owObXYI/TxgjJbBWE9Fy6A1FWFpgvKcknRug6rCrfo5gn035ICiryPppMRueANk5IUZaOlGrgG2SZWHcpPusJRtn+aNZTKh2K3Q48+tWT8OqeDpy2sIY9y2K3Axeo1TmSBFxy3HT2NyvnVLLSzamlHra38fEqoIkfyn1Odrblq1EIJcb91+R8MZY6A5Pb6FyQUpMMkiThz586Btub+/EJboIS4UKlBlYQLjV+D2svz3/+XVecgG3NfYwAAZQuF6ctrMZz2xTJ5OmLatjPlkzVSKlav4dJjHnVl/IdUhdLgtlD0ZRSD5PBA1pm0Pj+wOiQUtlCkiR8+KhpKa/Pq/Hj9k8dg7cP9ODLq+aw16dXeFFV7GYH+WNnKkSXx2nHrMoithFNK/MyJQMdSAl8oELKJCKzAPMEJx1m+i3yGQG0wwxlcax4XyLnqHue12U37b/Gk0JUqjZSneScdhtKPA70h+NcmaG5Z1Huc6FzMKqRs25zWSyH3YZFU0qYenFBrbbBz6pUSCkCHXaK3A4UueysaxaQpvueOobono9GoEFrBjVRKPTghuYpZSbNllt5nHZ2GCNy1+zfZsIU4xri1a+tdFALWuTHRPj+eYvQE4hiSpmXee0BwNHTy/DUpmYACrFKhDh1ICNM5a5bUXv1pP0OdP2yDMsUkcZ116iUMhLwVqhv6ko97OAOaEQUoK2DtEZkk8gq8TjR1h/JWoWRCcVurbxLU4VmFxQMWLjvVHMJMv4zCMaSICuCEArq6D2tIILm1hQxnzVAO3PVlejHovH7MTN7C+8pnb/Igy6d0TmQ+r2Fp1R68AQ7oFdKSZKEMq9T7++ZZcMa6lAGWFe+l5TBzgl5K6VMnueN61qhJ6eyhXHfqdQloTWrB0CZe2YaGpT7XLBJyvOk/TEfpRSgeAwbK3EA4IYPLcHMiiIsmqJ11wOAlXMrWWc+PsFvJKVILU2+Uny3xoo094LO9dmWj9NZR5IK/6yZDybvN5/EOH1hDb5++jxdp4kqwyFqJAkXr8uO42ZVpHS6+PEFi3HmETX42YeXsPIxQOkGR+AXDCq1I5AZJpD793HYbbqAqbZEex/jQXM8klJD4dylU/DTixbriDZJknDJcYof2Mo5lbqywkXcvZ7KEYDUtYXAS1j9bkfKppRtmRDBCgVRuk0y3+Cw1KDqyMZ/zcGVrmjXM3LLsJGcNRs4lhv+Lpty3mXTtPl6/Cxts5/FlQsDesK3hvt3us6fxs8fjU3bqDQp+PI947g1GbQDqUGnVX5F7P0N12YkXKzKHNb4Pbjrcyfglx9Zptt/zltWxzzeyOcQgG49BLSuYwBQV6LfD/S+QfaUeZ13+d5wRIAh02wFKWEkD3Ulir7cEj9A6vO1orwrdXyb7Qao/z0rFLqkRCYYn5VxPbPiM42JAyuIIJ6U9Trt7B6Xep26NXi4sWjF96soMnf+mmjr9kiByo8Jxvlj/G/zpJT+7xw2KW9ikHzYdNdjkacUIVP5XgopNcnGkzH5n04pRTC75tptUsrf5mMZMxT8Hif+98z5OGdJne71U+ZXo6pY8Yb81IkamcUnUgG9zQ2/H9okfcxSZtzTTI5P4zzzOc0nuSciCiuqFhgxmM0ajCSmV/jw988en/I6z25Tlz4gS6VUFgHY9HIfK+Wo9Q+hlBqhRXS08d2zF+LMI2qwsE5fJriorgTPbm1V/60t1HXDZNhKVcNdQNl8zBIII3FQV/w7HKz8AMif0DCqOrIN/oo9Dp2SbKQ8pQBlHpAHB2B+XlcYAs5sTCg/feJMPLulFQtq/boM1MxKjWgudjt0B5hqv1szHPU4UzZl43WPlLqMh/G5FnqGtDzHoB1Qnn8uWfNM8LqUAJfmpfFAZySorVJKZcKUUi/u+MyxeGt/l05JWu13w+92MDNn8jMEUtdB4+GyxONEOKbds3x90FKUUiklYdYSPQBQV6J9Rz/X7Q9IfWbZjCfjWm/F8y1T1Z3sekwmC4xrmxVkXnVxeuUfIeVZWaEKNhBBVhC5PCk1tczD1mXyZaHy7uHGolXle/rPyGR0LpRSZlBV5GbqQiANKWU455ido8a92oq5rXimOVm5NwB4XPk91yoDcZzJ6NzYxGbSkVLlxuS/XhEsSZqaPJu4sbLIralsXfYUkcJIo9TrxAvXrEI4ntAlyUq9TqbiAqATSPC/V+Zz6TxvjWu82TWvWE3k/z975x0eR3W18Xe7em+WZVly7wU3jMHGGLAxNSaUUE0nYAgtEMoXDAFMMBASEiCEDsGUQAgdG2xsg3tvuEtykyyr963z/TF7796ZLdoyK2ml83seHqytM7P33rnnPY03ROnBRc4BipQi3KgjiyKtKaUlw3ql4JwReRien4IrJhbyx5PjTIqFQBTW1AJSKNEsBcIiLEZwJJiNihtsV7pGkaDX6zCub4bXDWVSP4+gMK5vOv93TrIFYvBRukrAEI2VhBBS27wjpbQxRMXPjTPpI/ZCmI16xUYl1M2/ejMdTbFD9C7rdcFHZUUSKTUkLwVrH5qBRTefrIhSK8ryeJxYrSlGjrBB9PVdagHYEsXoMoaXKBXjm9G0BPWaGEJki1pE0ETw8Kyt/mpKMTqiRfKMobl4+NxhCoNap9OhrzBuh+Z7hHt15JKXsCb8bTboI950x5kMPoup8+9TCwEarJ+iZ1gdzab+/lDGUzREC/H6h7LWRUMgy0kJnGqpNoC1qiklosU1FetZqmtbiuPf6/yicE29Iyt8O0rUaxOJUr7R63WKaGX1Pk4934P9Dc1GvcLxp1X9R3FM6XWR75u8sin8iZxeDrGeNZ4SzEaFECXOQ4Nep7gPhBJ9LdpooTg9tSQ90ewVtQ3IBdEBOQhCtPPELBG1k88r4inI9Zc58kN9X3elZ80uwi+p8SaevgB0rSggvV6Hl68ah6/uPM1rsycKSIUZHkNXHekRioBUmOExQgaq0jeykj2fG2vpe6EyqTgDd5wxAHNPKVKktJgMekV6gljgF1BuZkIRA9VjTqvoCNGDrNVnigZ+KOcIKA0SswYdBgORkaj8LYIV5NSRk/4MAH/4MsBFo0Zdq0esPedTlOqEjaG6blLsi1KRRLZoH7kkpgT7K9rNv68TN2q/cTtCpg7KVgg/eamBU7TEv7VK0RWFAPW6G430PTE6S52S5rUJ7wKRUoxQ1jqvqLwopz0C0Tl/78+MfH8yKDeJr9uzRijTX3JFwbK9SEcNvP9qR6M/R4naMO5pIkIoiONUHYmmNrpDuY7ibxMfYUQTQxQu4jVIcUqLNymcZkl+6mYmWUjk9OeoB5S2Vih74UxBFIy0npTWPDx7GG6e2g8Lfz1K8bgoYKlFcrXTLxSnutqR35Pp3lY1ETR6vQ6ZSWbeicNfKGtXQ/R2iJEYRoNekR4SykQ/ZUAmnlsi/3u0UIwdkENOWfe9aOVAdxV0Oh3uPXuwz+d6pcbzsZKvSqNULLAheE5MBj3v9gRoZ4iKtTa0ir5KSzDxrlOhHqcovkWa0tMeYqRUKCKEOK90Om0E2ASzEY+cOxT/2XgEvz29v+K5HKE+j9pjC/iqKdUJ6Xsxbtyor2soxcoVUT9GfVDFTNsjT1G7L7ARH+30vUBcMbEQE4oyFBtzQJm+p05tA5TRZVqtZXmpcbzwtLqJiFekqcbiitc6rzJaQ1kjohEVKx5PKPcdr/pWGhxLnlftEeW18RJ5NTDcoyGu6XQ6fHDzyTha28pbpjPEmmpqwTIq0Weq8e6/+173ciZEE3Gc9k5X1nwUjew4U2jOs+Q4k2adWj2fqe16qtfrkJlo5mnpfiOl1OOpR4pSCdjqblLTV1UbND3RDLhLL4RyDxAdn+r7fWdTmJmAh2YP9Xq8lxApVaCeL17R3cFfC9GR35M77wEkShECmYkWLjSo03e6KldMKsTyvScwfXC21yKQmWjmolQoBvm4vhl44qIRsBj1XoVuxYU0VoS7aCB6/sXIMiDCKKI4IxeltIouiEaklGjghxKyDChFMq1C2/2hiJQK4TizVF4sLUQIALjxtH648bR+Xo+L6XvqAqSA9/ztmELn3aumlFe6VSiGe5z2c6iXIESp6wN6p+913lqr0+m8ip8CyjHrSwBKiddeDBcjpXJTAgsB2qTvCQ0uvKJ/wq+t5yVaaLARTw8zQjfZYlTURdGmQLznuqUnmL0Ey2jUT4xGbSxAnou+jEZRSFYX/Y9GKmGeqhmGv3VI/TiJUv4Rr6m6gY0ypSj0fRxDM1EqCs7FrCQLF6Wy/Ng8aqGlJ46n4b1T8NX2cgDKGkuAei8cnuNTHfXbVRH3KX1UTir1OYQy7il9z0PPm12EX8TCfxkxskjMHJ6Hb353Gv5+xUlez4nd+NQqdntcdXJfXDK+j9fj4kKa6cN47imcNjAbgNydSr1hERfY0Ostab/xED9TKxFI4dkIMU1CESkV5dpIYqRUKHn7oviqjoiIBjkBGgoAPtL3qKZUyKgdDeFGSmm1aRLTf/qqNrrqeiZdcaMmpnH48hCnqtJNtECcG+oCtN6iRORC3oCcJH4e44VOmkBk6aBeNcq0Tt8L4Vj0eh2SzNoa0aJAxlqEi0QjOku9x4m2x10UpXqpRGWzUa+4t2lxLGK3uPQEs9/0LfVa0RPTrYJlysAsAPLvNTBHKbynJYS/fiUr9jhdtwyDaPP42893t31AOPxmQiGmDcrGI+cO9bqviGtdKBFP/upUdWX6ZSVyIfe0QdmK59ROmlDWvLT48O2J7kbPPntCQZaie13sCC7qApwMcQOvVeSX+Jnqujs9ieumFMFi1HNxSkTczKiNj/ZIicZmRhClQinGGwjxJhJqGqdowMZFOQ1NFJdDydsXN2vqXPloIKbvqbuaAd7tzjsjfS/Wa5Mkmg0wGXSwO+WQkFDmpjh2tDIIzh6Wi5ezEtE/O8krUko9VrtqU4mZw3Px3c7juFpoKc1QrDsaHf+UAVl46ccDGJiT1G76nhYpYWajHu/eMBH7jjfhLKGuIOCr0Hn4Ncq0Tt8LNXo1Jd7EOyxq1fV1ZO9UbD9aj5OEJiGMaKS3dXTK68jeqdDpAINOh7GqMgeAsvukFtc0U9G0w3/kbneLcI0mpw/KxpO/GoHBucleYovYfS9U51lKlJ2LWgmuWQE6djPUDoeeKHKmJ5rx9vUTfT6XkRheGp4oAnbEHlMLjAY9Pr51MqqarBhbqFzX1TXYQnGkieff3cvCtEfPPntCgRiGqU4NiEUUopRGi564MerJkVIJZqPPNCxALdiEFmWTHAUBSeFh0+gz0yO4iYivj3bEjyguh3KcYkSgFmlA7dEnPQFJFiOarA6MLkj1el5tZHZEjaHuVpuEdXlhtT5CiZwT55BWAktaghlL753mM+IhklTDjuQvl43BmoPVmDYox+u5aITkTxmQhc/nTfHZMUhd6Fyr1tKjCtIwqiDN63GTQc/nLOAd3RYIcS3SqkaZuCaHWqNEPB6txvdjFw7HWz+X4s4ZA72ei3ZNrTiTPurGc1FWIj64Se6wqi5+DMjXlKVGaTH+xTES6F7W3dbtaKLT6XDlJG9BHVA5F0OcT9FwYijmqEZrm1gLTV0zkNHTu++1h+jwV9+DAiFee3VjiK5Mn4wE9FGVLAHab9YSCHF+ddW9TkdBohTBGd83Ha//VIKMRLNXu+tYRLwxapWzLNYWGZSbFOCVPZdIVP+UCOoY+EMUurQyDsUNWySiVLTFFbEzSkgihHCMHdGJM95swPs3TcLR2laM8xFZYDToEW8yoNWubb2xQHiF7Rtif7MgRg2EEjmnjPrR7jr4S8FRb+g6IjIuHBLMRpwxJNfncwohT8OaWL4EIsD79+wIj2ucSY8mK/v+8CKltOpiKzpDQu3mlBKF4zmpMB0nFXqvZYB3JzEtRDlxznRUZ+BJ/TL9PheN3/iGU4vx+k8lXo0yRNTOLBIRwiMtzLQsIDpOjGhEnl4wOh/vrzmEqYOz/QrD6vHUEXuPWCLc9L1BuUkwG/SwOV1+s11iCXXdwJAipRRrd2yUzokWJEoRnLOH52HBnJHusOzotanvKMQF0lfx5HCYMiAT9541CDkplpCjgHoKqQnhGweiIaWVgJSi+EztojwYod5ExNdrFc3gjwwhWjAUAUyn0+FXY3vjv5uP4tfjCqJxaF74i8hgJFqMXJTqiEgpdVRdd9iMih2UQjmflA42eLvDtRbXvlC6wYWL2vjWUgjzh7hPCOX7RKNVM1EqTAE+WscTCGVklvZ1DjuzMQBDsWZoJJA+PHsobjytOKDTVB3Z0hPTrbQgLYLIQ6XIG4VIKY0+c3h+KtY/cmZA4dK7yUrXdJB0FmKEaihlXxLMRrw+dzxqmm2YoKpX2B0IxYZOjaAcSHejZ589ocCg1+E3Ews7+zA049fjCrC+tBanD87WTGTT6XS4w0c4PuEhknpLClFKI+MgKpFSkdSUUoShR3eDI36+rwLigVgwZyTuPnMQCjO9Q5U7g+Q4I6rcYRnR7loIeBt2WtXG6CqEsiamRCG9KRDdzSnS0QIRAM06Zgb8TuHfobaMZ2iXDhr+mqwwojvAKEiJQn0ccbxJkDT5zEgQfwOtOhXr9Tqfqasi6nsqpe+Fh7jHCVXYi8Y+TpnipN0cbe++rl67aTwpyRfqQfYNca/oqyZtT0S8d3VUlGtXpWefPdGtyUyy4LVrx3f2YfQ4xLpbYt54MCiiC6LQtUUrUUpMB80NMdVV3KBHu0OSTqfDBaPzsflwLX41tndI740zGbqMIAUob9YdUlPK1P3SQPJS4nCktjXk90XLIOjOKFKRu2mdiLQEE68bFAqKmlIGbcQz0WMf8n2ngwXEaHjDxQgOp7PzRamOFvoYahGERITwEPdKoV5D5XyKRk2pjltP1Wt3d9gHaMmwXimYM7Y3JAADsnt2SZN+2Yk4eKIZfTICC+dqInGodDdodhEEoSkF6fEoSI+HXgeM8dGVJxApUQjRjkYtAlGIKsoKTbiJRopiIP72m7FYef8Z7XqYuzqKroUdkN6l1+sUv093iJT67en9YdTr8PDsoSG9T5xDPX3TFCziNcuMkZbXoXLjqf3c/y8O6X1JgvDj0kg/iTcbcNrALCSaDZgaogdeXFs6phaXZy1xubT//K4QaaioS9iBQrZXpBSl74WFTqfDVHfb+zkhOrSisedS3oM6rnSGOkqM0veU6PU6PH/ZGPzlsjEhRct2R/50odzJcv75w0N6nxjlGuv79Eih3SVBEJqi1+vw8a2T0dTmQL8QPSeihy3UuiB+P1M0DjWqLVaQnoDnLhkNo0Hn1Zq9PZKiUOOqJyBet2hHmDESLUa02OQ6Vt3BQzpjaC72PHFOyKldoicvUDt2LbliUiHeX3sI10z23R2qq9MZNX5YNzyTRtFH7XHJ+AKMKUxDcVZiSO8TjRenVqoUgLeuk9uWhzq+xUiQnA7uPOyStDv/XqlxKK9vw8Au0ITFKIzBzBBqzUSKeq511FzojvzzqnE4VNOCwXnJ7b9YIBo1CMUObWkhdPrUAp0OYNOUIu8If0wZkIXv7p4a8vt6pyUgLcEEm8MV8lzrbtDsIghCc3qlxmNgbuiLq1hcM1Sxxx9iqp1WRTcB4OJxBbhwTGgeRPkYOjYNrbsgikIddd1EL3tH1LHqCMKpNWQy6HH64GyYDXqcO7JXFI7Km/87dxiev3Q0HgoxqqurkBpvwqTiDFiMekwZkNUh3/no+cOg0yHkSLhw0el0GJSbHFExabEmSaQY9LqwxvdZw+QOiqP7pHV4JISWhbgX/no0zhiSg0dD9NRHA9Z5sDAjocOcCIC3aNAVosZilXizISwjWUyfzdGok3dGopl3euvobm0mvWdMdUStPqJnEW824Ks7T8O3v5uKjG4aVR0s5KYnCKLLMLJ3KuJMetidEgrStTFWkuNMmHNSb6wvrcG0QTmafGakx8Po6UUNQ8Eh1EnpqPB90cveHSKlIuGVq8ahodWumZHRHvFmA+ac1DGdH6PFG3MnoNnq6LBrdsn4Pjh3VK+YiMB87ILheHXFQcw7Y0BnHwqG9krBd3dNRV5qx/xOAHDL1H7454qDmoqupw7MwqkDO0YAbY/pg3Pw8pUndYmoLaJjKcxIQF5KHGpabBimkYCk0+nw3o2TcLimtcO7tRkNOrgDpgkiKvTW0DkTy3T9nQtBED2GjEQzPp93KswGvaY1fJ6/dIxmnxUpohDV0WHosYxDKL7SUd5Koxgp1cNFqTiToVvU1epIEi3GDi8MHwuCFABce0oRrj2lqLMPg9PRaRMPzBqCuVOKum0NEb1eh3M6KKqS6FoY9Dp8Pm8K7C4p5KYDgRien4rh+amafV6wUHQUQXQMPXuXTRBEl2NQbjKKQqxREksY9DpcdXIhhvZKwcwReZ19ODHDtMEdH+VmEFI/KA2EIAit0Ot13VaQIoiclDiK/iAIIiRiw6VGEATRjXjiopGdfQgxx5UTC+FwunByv8wO+057NFpjEQRBEAQRE7g0bMZAEIR/SJQiCIIgujx6vQ7XTQmt9XykUDtxgiAIgui5ODXskEkQhH9iYsddWlqKG264AcXFxYiPj0f//v3x6KOPwmazKV536NAhnH/++UhMTERWVhbuvPNOr9cQBEEQRDDcPl0uwnxK/46LziIIgiAIomvAirWP6N2xXf8IoqcRE5FSu3fvhsvlwj//+U8MGDAAO3bswE033YTm5mY8++yzAACn04lzzz0X2dnZ+Omnn1BdXY1rr70WkiThxRdf7OQzIAiCIGKNc0f2QlqCCeP6pnf2oRAEQRBBcPXJffHumjKcQzUbCQ145tej8edvd+PWaf07+1AIolujk6TYjEtcuHAhXn75ZRw8eBAA8M033+C8887D4cOHkZ+fDwD44IMPMHfuXFRWViIlJTiFu6GhAampqaivrw/6PQRBEARBEARBdC52pwtfbSvH9CE5SI2nDrcEQRCdSbDaSkyk7/mivr4eGRkZ/O/Vq1djxIgRXJACgJkzZ8JqtWLjxo1+P8dqtaKhoUHxH0EQBEEQBEEQsYXJoMdFY3uTIEUQBBFDxKQodeDAAbz44ou49dZb+WMVFRXIzc1VvC49PR1msxkVFRV+P2vBggVITU3l//Xp0ydqx00QBEEQBEEQBEEQBEHIdKooNX/+fOh0uoD/bdiwQfGeY8eOYdasWbjkkktw4403Kp7T6XRe3yFJks/HGQ8++CDq6+v5f4cPH9bm5AiCIAiCIAiCIAiCIAi/dGqh83nz5uHyyy8P+JqioiL+72PHjmH69OmYPHkyXn31VcXr8vLysHbtWsVjtbW1sNvtXhFUIhaLBRaLhf/NSmxRGh9BEARBEARBEARBEEToME2lvTLmnSpKZWVlISsrK6jXHj16FNOnT8e4cePw5ptvQq9XBnlNnjwZTz75JMrLy9GrVy8AwOLFi2GxWDBu3Ligj6mxsREAKI2PIAiCIAiCIAiCIAgiAhobG5Gamur3+Zjovnfs2DFMmzYNhYWFeOedd2AwGPhzeXlyy1en04kxY8YgNzcXCxcuRE1NDebOnYuLLroIL774YtDf5XK5cOzYMSQnJwdM++vqNDQ0oE+fPjh8+DB1ESQIP9A8IYj2oXlCEO1D84Qg2ofmCUG0T3eaJ5IkobGxEfn5+V5BRSKdGikVLIsXL8b+/fuxf/9+FBQUKJ5jmprBYMBXX32F2267DVOmTEF8fDyuuOIKPPvssyF9l16v9/qOWCYlJSXmBzNBRBuaJwTRPjRPCKJ9aJ4QRPvQPCGI9uku8yRQhBQjJkSpuXPnYu7cue2+rrCwEF9++WX0D4ggCIIgCIIgCIIgCIKIiE7tvkcQBEEQBEEQBEEQBEH0TEiU6qZYLBY8+uijis6CBEEooXlCEO1D84Qg2ofmCUG0D80TgmifnjhPYqLQOUEQBEEQBEEQBEEQBNG9oEgpgiAIgiAIgiAIgiAIosMhUYogCIIgCIIgCIIgCILocEiUIgiCIAiCIAiCIAiCIDocEqW6KS+99BKKi4sRFxeHcePGYeXKlZ19SAShOQsWLMCECROQnJyMnJwcXHTRRdizZ4/iNZIkYf78+cjPz0d8fDxOP/107Ny5U/Eaq9WKO+64A1lZWUhMTMQFF1yAI0eOKF5TW1uLq6++GqmpqUhNTcXVV1+Nurq6aJ8iQWjOggULoNPpcNddd/HHaJ4QhMzRo0dx1VVXITMzEwkJCRgzZgw2btzIn6e5QvR0HA4HHnnkERQXFyM+Ph79+vXD448/DpfLxV9D84ToaaxYsQLnn38+8vPzodPp8Nlnnyme78g5cejQIZx//vlITExEVlYW7rzzTthstmictnZIRLfjgw8+kEwmk/Svf/1L2rVrl/S73/1OSkxMlMrKyjr70AhCU2bOnCm9+eab0o4dO6QtW7ZI5557rlRYWCg1NTXx1zz99NNScnKy9Mknn0jbt2+XLrvsMqlXr15SQ0MDf82tt94q9e7dW1qyZIm0adMmafr06dLo0aMlh8PBXzNr1ixpxIgR0qpVq6RVq1ZJI0aMkM4777wOPV+CiJR169ZJRUVF0qhRo6Tf/e53/HGaJwQhSTU1NVLfvn2luXPnSmvXrpVKSkqk77//Xtq/fz9/Dc0VoqfzxBNPSJmZmdKXX34plZSUSB9//LGUlJQkvfDCC/w1NE+InsbXX38tPfzww9Inn3wiAZD++9//Kp7vqDnhcDikESNGSNOnT5c2bdokLVmyRMrPz5fmzZsX9WsQCSRKdUMmTpwo3XrrrYrHhgwZIv3hD3/opCMiiI6hsrJSAiAtX75ckiRJcrlcUl5envT000/z17S1tUmpqanSK6+8IkmSJNXV1Ukmk0n64IMP+GuOHj0q6fV66dtvv5UkSZJ27dolAZDWrFnDX7N69WoJgLR79+6OODWCiJjGxkZp4MCB0pIlS6Rp06ZxUYrmCUHIPPDAA9Kpp57q93maKwQhSeeee650/fXXKx6bM2eOdNVVV0mSRPOEINSiVEfOia+//lrS6/XS0aNH+WsWLVokWSwWqb6+PirnqwWUvtfNsNls2LhxI84++2zF42effTZWrVrVSUdFEB1DfX09ACAjIwMAUFJSgoqKCsV8sFgsmDZtGp8PGzduhN1uV7wmPz8fI0aM4K9ZvXo1UlNTMWnSJP6ak08+GampqTSviJjh9ttvx7nnnoszzzxT8TjNE4KQ+fzzzzF+/HhccsklyMnJwdixY/Gvf/2LP09zhSCAU089FT/88AP27t0LANi6dSt++uknzJ49GwDNE4JQ05FzYvXq1RgxYgTy8/P5a2bOnAmr1apIRe9qGDv7AAhtqaqqgtPpRG5uruLx3NxcVFRUdNJREUT0kSQJ99xzD0499VSMGDECAPiY9zUfysrK+GvMZjPS09O9XsPeX1FRgZycHK/vzMnJoXlFxAQffPABNm3ahPXr13s9R/OEIGQOHjyIl19+Gffccw8eeughrFu3DnfeeScsFguuueYamisEAeCBBx5AfX09hgwZAoPBAKfTiSeffBK/+c1vANA9hSDUdOScqKio8Pqe9PR0mM3mLj1vSJTqpuh0OsXfkiR5PUYQ3Yl58+Zh27Zt+Omnn7yeC2c+qF/j6/U0r4hY4PDhw/jd736HxYsXIy4uzu/raJ4QPR2Xy4Xx48fjqaeeAgCMHTsWO3fuxMsvv4xrrrmGv47mCtGT+fDDD/Hee+/h/fffx/Dhw7FlyxbcddddyM/Px7XXXstfR/OEIJR01JyIxXlD6XvdjKysLBgMBi8ltLKy0ks1JYjuwh133IHPP/8cy5YtQ0FBAX88Ly8PAALOh7y8PNhsNtTW1gZ8zfHjx72+98SJEzSviC7Pxo0bUVlZiXHjxsFoNMJoNGL58uX429/+BqPRyMcwzROip9OrVy8MGzZM8djQoUNx6NAhAHRPIQgA+P3vf48//OEPuPzyyzFy5EhcffXVuPvuu7FgwQIANE8IQk1Hzom8vDyv76mtrYXdbu/S84ZEqW6G2WzGuHHjsGTJEsXjS5YswSmnnNJJR0UQ0UGSJMybNw+ffvopli5diuLiYsXzxcXFyMvLU8wHm82G5cuX8/kwbtw4mEwmxWvKy8uxY8cO/prJkyejvr4e69at469Zu3Yt6uvraV4RXZ4ZM2Zg+/bt2LJlC/9v/PjxuPLKK7Flyxb069eP5glBAJgyZQr27NmjeGzv3r3o27cvALqnEAQAtLS0QK9XmpAGgwEulwsAzROCUNORc2Ly5MnYsWMHysvL+WsWL14Mi8WCcePGRfU8I6KDC6sTHcAHH3wgmUwm6fXXX5d27dol3XXXXVJiYqJUWlra2YdGEJry29/+VkpNTZV+/PFHqby8nP/X0tLCX/P0009Lqamp0qeffipt375d+s1vfuOzBWtBQYH0/fffS5s2bZLOOOMMny1YR40aJa1evVpavXq1NHLkSGpLTMQsYvc9SaJ5QhCSJEnr1q2TjEaj9OSTT0r79u2T/v3vf0sJCQnSe++9x19Dc4Xo6Vx77bVS7969pS+//FIqKSmRPv30UykrK0u6//77+WtonhA9jcbGRmnz5s3S5s2bJQDS888/L23evFkqKyuTJKnj5oTD4ZBGjBghzZgxQ9q0aZP0/fffSwUFBdK8efM67mKEAYlS3ZR//OMfUt++fSWz2SyddNJJ0vLlyzv7kAhCcwD4/O/NN9/kr3G5XNKjjz4q5eXlSRaLRZo6daq0fft2xee0trZK8+bNkzIyMqT4+HjpvPPOkw4dOqR4TXV1tXTllVdKycnJUnJysnTllVdKtbW1HXCWBKE9alGK5glByHzxxRfSiBEjJIvFIg0ZMkR69dVXFc/TXCF6Og0NDdLvfvc7qbCwUIqLi5P69esnPfzww5LVauWvoXlC9DSWLVvm0ya59tprJUnq2DlRVlYmnXvuuVJ8fLyUkZEhzZs3T2pra4vm6UeMTpIkqXNitAiCIAiCIAiCIAiCIIieCtWUIgiCIAiCIAiCIAiCIDocEqUIgiAIgiAIgiAIgiCIDodEKYIgCIIgCIIgCIIgCKLDIVGKIAiCIAiCIAiCIAiC6HBIlCIIgiAIgiAIgiAIgiA6HBKlCIIgCIIgCIIgCIIgiA6HRCmCIAiCIAiCIAiCIAiiwyFRiiAIgiAIgiAIgiAIguhwSJQiCIIgCIKIgPnz52PMmDGdfRgEQRAEQRAxB4lSBEEQBEEQftDpdAH/mzt3Lu677z788MMPnXJ8n3zyCSZNmoTU1FQkJydj+PDhuPfee/nzJJgRBEEQBNGVMXb2ARAEQRAEQXRVysvL+b8//PBD/PGPf8SePXv4Y/Hx8UhKSkJSUlKHH9v333+Pyy+/HE899RQuuOAC6HQ67Nq1q9MEMoIgCIIgiFChSCmCIAiCIAg/5OXl8f9SU1Oh0+m8HlNHI82dOxcXXXQRnnrqKeTm5iItLQ2PPfYYHA4Hfv/73yMjIwMFBQV44403FN919OhRXHbZZUhPT0dmZiYuvPBClJaW+j22L7/8Eqeeeip+//vfY/DgwRg0aBAuuugivPjiiwCAt956C4899hi2bt3KI7veeustAEB9fT1uvvlm5OTkICUlBWeccQa2bt3KP5ud0z//+U/06dMHCQkJuOSSS1BXV8df8+OPP2LixIlITExEWloapkyZgrKysoivOUEQBEEQPQcSpQiCIAiCIDRm6dKlOHbsGFasWIHnn38e8+fPx3nnnYf09HSsXbsWt956K2699VYcPnwYANDS0oLp06cjKSkJK1aswE8//YSkpCTMmjULNpvN53fk5eVh586d2LFjh8/nL7vsMtx7770YPnw4ysvLUV5ejssuuwySJOHcc89FRUUFvv76a2zcuBEnnXQSZsyYgZqaGv7+/fv346OPPsIXX3yBb7/9Flu2bMHtt98OAHA4HLjoooswbdo0bNu2DatXr8bNN98MnU6n8ZUkCIIgCKI7Q6IUQRAEQRCExmRkZOBvf/sbBg8ejOuvvx6DBw9GS0sLHnroIQwcOBAPPvggzGYzfv75ZwDABx98AL1ej9deew0jR47E0KFD8eabb+LQoUP48ccffX7HHXfcgQkTJmDkyJEoKirC5ZdfjjfeeANWqxWAJ7XQaDTyyK74+HgsW7YM27dvx8cff4zx48dj4MCBePbZZ5GWlob//Oc//PPb2trw9ttvY8yYMZg6dSpefPFFfPDBB6ioqEBDQwPq6+tx3nnnoX///hg6dCiuvfZaFBYWRv3aEgRBEATRfSBRiiAIgiAIQmOGDx8Ovd6zzcrNzcXIkSP53waDAZmZmaisrAQAbNy4Efv370dycjKvUZWRkYG2tjYcOHDA53ckJibiq6++wv79+/HII48gKSkJ9957LyZOnIiWlha/x7Zx40Y0NTUhMzOTf1dSUhJKSkoU31VYWIiCggL+9+TJk+FyubBnzx5kZGRg7ty5mDlzJs4//3z89a9/VdTfIgiCIAiCCAYqdE4QBEEQBKExJpNJ8bdOp/P5mMvlAgC4XC6MGzcO//73v70+Kzs7O+B39e/fH/3798eNN96Ihx9+GIMGDcKHH36I6667zufrXS4XevXq5TMCKy0tze/3sNQ89v8333wTd955J7799lt8+OGHeOSRR7BkyRKcfPLJAY+XIAiCIAiCQaIUQRAEQRBEJ3PSSSfhww8/5IXHw6WoqAgJCQlobm4GAJjNZjidTq/vqqiogNFoRFFRkd/POnToEI4dO4b8/HwAwOrVq6HX6zFo0CD+mrFjx2Ls2LF48MEHMXnyZLz//vskShEEQRAEETSUvkcQBEEQBNHJXHnllcjKysKFF16IlStXoqSkBMuXL8fvfvc7HDlyxOd75s+fj/vvvx8//vgjSkpKsHnzZlx//fWw2+0466yzAMgiVUlJCbZs2YKqqipYrVaceeaZmDx5Mi666CJ89913KC0txapVq/DII49gw4YN/PPj4uJw7bXXYuvWrVi5ciXuvPNOXHrppcjLy0NJSQkefPBBrF69GmVlZVi8eDH27t2LoUOHdsj1IgiCIAiie0CiFEEQBEEQRCeTkJCAFStWoLCwEHPmzMHQoUNx/fXXo7W11W/k1LRp03Dw4EFcc801GDJkCM455xxUVFRg8eLFGDx4MADg4osvxqxZszB9+nRkZ2dj0aJF0Ol0+PrrrzF16lRcf/31GDRoEC6//HKUlpYiNzeXf/6AAQMwZ84czJ49G2effTZGjBiBl156iR/v7t27cfHFF2PQoEG4+eabMW/ePNxyyy3Rv1gEQRAEQXQbdJIkSZ19EARBEARBEETXYf78+fjss8+wZcuWzj4UgiAIgiC6MRQpRRAEQRAEQRAEQRAEQXQ4JEoRBEEQBEEQBEEQBEEQHQ6l7xEEQRAEQRAEQRAEQRAdDkVKEQRBEARBEARBEARBEB0OiVIEQRAEQRAEQRAEQRBEh0OiFEEQBEEQBEEQBEEQBNHhkChFEARBEARBEARBEARBdDgkShEEQRAEQRAEQRAEQRAdDolSBEEQBEEQBEEQBEEQRIdDohRBEARBEARBEARBEATR4ZAoRRAEQRAEQRAEQRAEQXQ4JEoRBEEQBEEQBEEQBEEQHQ6JUgRBEARBEARBEARBEESHQ6IUQRAEQRAEQRAEQRAE0eGQKEUQBEEQBEEQBEEQBEF0OCRKEQRBEARBEARBEARBEB0OiVIEQRAEQRAEQRAEQRBEh0OiFEEQBEF0Id566y3odDps2LChsw8l6syfPx86na7d/04//XSUlpZCp9Phrbfe6uzD5kiShA8++ACnnXYacnJyEBcXh4KCAsycOROvvfaa5t9XVFSEuXPnav65kWK32zF27FgUFRWhsbHR6/n9+/cjMTERv/nNb/x+Bvt92X8mkwmZmZmYMGEC7r77buzcudPrPT/++CN0Oh1+/PFHLU+nUzj99NNx+umnd/ZhEARBEESHo5MkSersgyAIgiAIQuatt97Cddddh/Xr12P8+PGdfThR5ciRIzhy5Aj/u7y8HHPmzMEdd9yBK664gj+ekpKC/v37Y/Pmzejfvz+ys7M743C9+MMf/oA///nPuOmmm3DeeechOTkZZWVlWLp0KWpra/HFF19o+n2bN2/m16KrsWPHDowfPx7XXHMNXn31Vf64y+XCtGnTcODAAezYsQMZGRk+319aWori4mL+27tcLtTV1WHz5s144403UFZWhgULFuD3v/89f09DQwN27dqFYcOGISUlJernGE127doFABg2bFgnHwlBEARBdCzGzj4AgiAIgiA6jtbWVsTFxUGn03X2oaCgoAAFBQX879LSUgBAYWEhTj75ZK/X+3qss2htbcULL7zgJcIAwNy5c+FyuTT9rvj4eIwdO1azz9SaESNG4PHHH8cDDzyAiy++GDNnzgQAvPDCC/jpp5/w1Vdf+RWkRNS//ezZs3HPPfdgzpw5uP/++zFixAicc845AGSxsiuNiUggMYogCILoqVD6HkEQBEHEID/99BNmzJiB5ORkJCQk4JRTTsFXX32leA1LBVy8eDGuv/56ZGdnIyEhAVarFQDw4YcfYvLkyUhMTERSUhJmzpyJzZs3Kz5j7ty5SEpKwv79+zF79mwkJSWhT58+uPfee/nnsNf5S7+bP39+xOfrK32Ppf9t27YNl1xyCVJTU5GRkYF77rkHDocDe/bswaxZs5CcnIyioiI888wzXp/b0NCA++67D8XFxTCbzejduzfuuusuNDc3Bzye5uZmWK1W9OrVy+fzer1yi2Wz2fDEE09gyJAhsFgsyM7OxnXXXYcTJ04oXldUVITzzjsPn376KcaOHYu4uDg89thj/Dl1+l6wx//xxx9j0qRJSE1NRUJCAvr164frr78+4DmGyn333YcpU6bgxhtvRH19Pfbu3YtHHnkEN910E2bPnh3258bHx+P111+HyWTCwoUL+eO+0vfYeN29ezdmzpyJxMRE9OrVC08//TQAYM2aNTj11FORmJiIQYMG4e233/b6voqKCtxyyy0oKCiA2WxGcXExHnvsMTgcDv4aNh6fffZZPP/88yguLkZSUhImT56MNWvWKD7v4MGDuPzyy5Gfnw+LxYLc3FzMmDEDW7Zs4a/xlb5XU1OD2267Db1794bZbEa/fv3w8MMPK+YdAOh0OsybNw/vvvsuhg4dioSEBIwePRpffvllqJeaIAiCIDocipQiCIIgiBhj+fLlOOusszBq1Ci8/vrrsFgseOmll3D++edj0aJFuOyyyxSvv/7663Huuefi3XffRXNzM0wmE5566ik88sgjuO666/DII4/AZrNh4cKFOO2007Bu3TpF5IbdbscFF1yAG264Affeey9WrFiBP/3pT0hNTcUf//hHAMD//d//4dZbb1V87z/+8Q+89957UY8CufTSS3HVVVfhlltuwZIlS/DMM8/Abrfj+++/x2233Yb77rsP77//Ph544AEMGDAAc+bMAQC0tLRg2rRpOHLkCB566CGMGjUKO3fuxB//+Eds374d33//vd+IsqysLAwYMAAvvfQScnJyMHv2bAwePNjn610uFy688EKsXLkS999/P0455RSUlZXh0Ucfxemnn44NGzYgPj6ev37Tpk345Zdf8Mgjj6C4uBiJiYk+jyHY41+9ejUuu+wyXHbZZZg/fz7i4uJ4mqGW6PV6vP322xg9ejTuuOMOHDhwAHl5eXj++ecj/uz8/HyMGzcOq1atgsPhgNHofwtrt9sxZ84c3Hrrrfj973+P999/Hw8++CAaGhrwySef4IEHHkBBQQFefPFFzJ07FyNGjMC4ceMAyILUxIkTodfr8cc//hH9+/fH6tWr8cQTT6C0tBRvvvmm4rv+8Y9/YMiQIXjhhRcAyPNg9uzZKCkpQWpqKgA52svpdOKZZ55BYWEhqqqqsGrVKtTV1fk9h7a2NkyfPh0HDhzAY489hlGjRmHlypVYsGABtmzZ4iVAf/XVV1i/fj0ef/xxJCUl4ZlnnsGvfvUr7NmzB/369QvjihMEQRBEByERBEEQBNFlePPNNyUA0vr16/2+5uSTT5ZycnKkxsZG/pjD4ZBGjBghFRQUSC6XS/FZ11xzjeL9hw4dkoxGo3THHXcoHm9sbJTy8vKkSy+9lD927bXXSgCkjz76SPHa2bNnS4MHD/Z7jB999JGk0+mkhx56qP2TdlNSUiIBkBYuXOj3uTfffJM/9uijj0oApOeee07x2jFjxkgApE8//ZQ/ZrfbpezsbGnOnDn8sQULFkh6vd7rWv/nP/+RAEhff/11wONdt26dVFhYKAGQAEjJycnSeeedJ73zzjv8N5AkSVq0aJEEQPrkk08U71+/fr0EQHrppZf4Y3379pUMBoO0Z88er+/r27evdO2114Z8/M8++6wEQKqrqwt4Plrx0ksvSQAkvV4vLV++PKj3BPrtGZdddpkEQDp+/LgkSZK0bNkyCYC0bNky/ho2XsVrzX57ANKmTZv449XV1ZLBYJDuuece/tgtt9wiJSUlSWVlZYrvZtdw586diuMdOXKk5HA4+OvWrVsnAZAWLVokSZIkVVVVSQCkF154IeD5T5s2TZo2bRr/+5VXXvE57/785z9LAKTFixfzxwBIubm5UkNDA3+soqJC0uv10oIFCwJ+L0EQBEF0NpS+RxAEQRAxRHNzM9auXYtf//rXSEpK4o8bDAZcffXVOHLkCPbs2aN4z8UXX6z4+7vvvoPD4cA111wDh8PB/4uLi8O0adO8upnpdDqcf/75isdGjRqFsrIyn8e4fPlyXH311bjqqqvw5JNPRnC2wXHeeecp/h46dCh0Oh2vPQQARqMRAwYMUBzzl19+iREjRmDMmDGK6zBz5sygurpNmDAB+/fvx7fffouHHnoIkydPxg8//IBrrrkGF1xwASR3L5kvv/wSaWlpOP/88xXfM2bMGOTl5Xl9z6hRozBo0KB2zzvY458wYQIAOaLso48+wtGjR9v9bECO8BI/1+l0BvW+3/72t+jVqxdmzJiBqVOnBvWeYJCC7M2j0+kU6YLst+/Vq5eiLldGRgZycnK8xsT06dORn5+vOHc2lpYvX674rnPPPRcGg4H/PWrUKADgn5mRkYH+/ftj4cKFeP7557F58+ag6o0tXboUiYmJ+PWvf614nKVv/vDDD4rHp0+fjuTkZP53bm6u17kRBEEQRFeERCmCIAiCiCFqa2shSZLPWkb5+fkAgOrqasXj6tceP34cgCxWmEwmxX8ffvghqqqqFK9PSEhAXFyc4jGLxYK2tjavY9i5cycuuuginHbaaXj99ddDP8EwUBfQNpvNPo/ZbDYrjvn48ePYtm2b1zVITk6GJEle18EXJpMJM2fOxJNPPonvvvsOhw8fxumnn44vv/wS33zzDf+euro6mM1mr++qqKjw+h5/darUBHv8U6dOxWeffcaFyIKCAowYMQKLFi0K+PnXX3+94nNnzJgR1HEB8rU2m81Bvz4YysrKYLFY2i2Y7u+39/U+X2Piiy++8Lqmw4cPBwCv3yozM1Pxt8ViASAXpwdkgeyHH37AzJkz8cwzz+Ckk05CdnY27rzzTjQ2Nvo9h+rqauTl5Xmlg+bk5MBoNHrNcfVxsGNhx0EQBEEQXRWqKUUQBEEQMUR6ejr0ej3Ky8u9njt27BgAud6RiNqwZc//5z//Qd++fTU7tiNHjmDWrFkoLCzEJ598ApPJpNlnR4OsrCzEx8fjjTfe8Pt8qGRmZuKuu+7Cjz/+iB07dmD27NnIyspCZmYmvv32W5/vESNcAO/fyx+hHP+FF16ICy+8EFarFWvWrMGCBQtwxRVXoKioCJMnT/b5/vnz52PevHl+j7MjOXr0KDZu3Ihp06YFrCcVKVlZWRg1apTfCD8m/IZC3759uUC7d+9efPTRR5g/fz5sNhteeeUVn+/JzMzE2rVrIUmSYjxUVlbC4XCENTYJgiAIoitCohRBEARBxBCJiYmYNGkSPv30Uzz77LO8QLbL5cJ7772HgoKCdlO/Zs6cCaPRiAMHDnil9oVLfX09zjnnHOh0Onz99ddISUnR5HOjyXnnnYennnoKmZmZKC4uDum9drsdDQ0NPiNUfvnlFwAeAeO8887DBx98AKfTiUmTJkV+4G7COX6LxYJp06YhLS0N3333HTZv3uxXlCoqKkJRUZFmxxsura2tuPHGG+FwOHD//fdH9bvOO+88fP311+jfvz/S09M1//xBgwbhkUcewSeffIJNmzb5fd2MGTPw0Ucf4bPPPsOvfvUr/vg777zDnycIgiCI7gCJUgRBEATRBVm6dClKS0u9Hp89ezYWLFiAs846C9OnT8d9990Hs9mMl156CTt27MCiRYvajbQpKirC448/jocffhgHDx7ErFmzkJ6ejuPHj2PdunVITEzEY489FtLxXnHFFdi1axdeffVVHD58GIcPH+bPFRQUoKCgIKTP6wjuuusufPLJJ5g6dSruvvtujBo1Ci6XC4cOHcLixYtx7733+hWR6uvrUVRUhEsuuQRnnnkm+vTpg6amJvz444/461//iqFDh/Iuf5dffjn+/e9/Y/bs2fjd736HiRMnwmQy4ciRI1i2bBkuvPBChfCg9fH/8Y9/xJEjRzBjxgwUFBSgrq4Of/3rX2EymTBt2rSIrqHWHDp0CGvWrIHL5UJ9fT02b96MN954A2VlZXjuuedw9tlnR/X7H3/8cSxZsgSnnHIK7rzzTgwePBhtbW0oLS3F119/jVdeeSWksbxt2zbMmzcPl1xyCQYOHAiz2YylS5di27Zt+MMf/uD3fddccw3+8Y9/4Nprr0VpaSlGjhyJn376CU899RRmz56NM888U4vTJQiCIIhOh0QpgiAIguiCPPDAAz4fLykpwbRp07B06VI8+uijmDt3LlwuF0aPHo3PP//cq+i3Px588EEMGzYMf/3rX7Fo0SJYrVbk5eVhwoQJuPXWW0M+3p07d8LlcuHGG2/0eu7RRx/F/PnzQ/7MaJOYmIiVK1fi6aefxquvvoqSkhLEx8ejsLAQZ555ZsAooZSUFDz22GP44Ycf8NBDD+H48ePQ6XQoLi7GXXfdhQceeAAJCQkA5CL0n3/+Of7617/i3XffxYIFC2A0GlFQUIBp06Zh5MiRUT3+SZMmYcOGDXjggQdw4sQJpKWlYfz48Vi6dCmvldRVePHFF/Hiiy/CYDAgJSUF/fr1w/nnn4+bbroJw4YNi/r39+rVCxs2bMCf/vQnLFy4EEeOHEFycjKKi4u5eBsKeXl56N+/P1566SUcPnwYOp0O/fr1w3PPPYc77rjD7/vi4uKwbNkyPPzww1i4cCFOnDiB3r1747777sOjjz4a6WkSBEEQRJdBJwXbyoQgCIIgCIIgCIIgCIIgNIK67xEEQRAEQRAEQRAEQRAdDolSBEEQBEEQBEEQBEEQRIdDohRBEARBEARBEARBEATR4ZAoRRAEQRAEQRAEQRAEQXQ4JEoRBEEQBEEQBEEQBEEQHQ6JUgRBEARBEARBEARBEESHY+zsA+hquFwuHDt2DMnJydDpdJ19OARBEARBEARBEARBEDGFJElobGxEfn4+9Hr/8VAkSqk4duwY+vTp09mHQRAEQRAEQRAEQRAEEdMcPnwYBQUFfp8nUUpFcnIyAPnCpaSkdPLREARBEARBEARBEARBxBYNDQ3o06cP11j8QaKUCpayl5KSQqIUQRAEQRAEQRAEQRBEmLRXFokKnRMEQRAEQRAEQRAEQRAdDolSPYSDJ5qw6VBtZx8GQRAEQRAEQRAEQRAEABKlegxXvrYWc15ahe1H6jv7UAiCIAiCIAiCIAiCIEiU6imU17cBAHYeI1GKIAiCIAiCIAiCIIjOh0SpHoDLJXX2IRAEQRAEQRAEQRAEQSggUaoHYHW4+L9JniIIgiAIgiAIgiAIoitAolQPoNXu5P+WSJUiCIIgCIIgCIIgCKILQKJUD6BNEKVsDmeAVxIEQRAEQRAEQRAEQXQMJEr1AERRSkzli4QWmwN2pzafRRAEQRAEQRAEQRCMVpsTlY1tnX0YRAdAolQPoM3uEY+cGuTvHatrxcQnf8Ad72+O+LMIgiAIgiAIgiAIQuTq19fi1KeXoaSqubMPhYgyJEr1ANqElD2nM3JR6outx9BkdeDbnRURf1Z35UhtC76j60MQBEEQBEEQBBESkiRhQ1ktbE4Xlu6u7OzDIaIMiVI9ADF9T4tIKYfL8xlOF1VO98WZzy/HLe9uxKr9VZ19KARBEARBEARBEDGDmOlj0HXigRAdAolSPQCrmL6ngYgkCcKW2NmP8MAW0iW/HO/kIyEIgiAIgiAIgogdWmwO/m8HBUF0e0iU6gEoIqU0mNTiwtBidQR4JaHXkbRPEATRkew4Wo+xjy/G6z+VdPahEARBEAQRBi02p89/E90TEqV6AIqaUhqIUs2CEEWLhDc2jTocEkRXptnqwHc7K+CgLpxEF+Opr39BbYsdf/pyV2cfCkEQBEEQYSBm41DH9+4PiVI9gFabZyJrEf7YZPUsEjZaJLxoJaGO6AE88tkO3PLuRvzl+72dfSgEoaCxjSJ4CYIgCCKWEQMf7Bo06iK6NjEjSi1YsAATJkxAcnIycnJycNFFF2HPnj2K10iShPnz5yM/Px/x8fE4/fTTsXPnzk464q6D1ul7YqSUgxYJL5qFHGhS9onuyn83HwUAvPVzaeceCEEQBBE21U1W/P7jrVix90RnHwpBEASnRWFvkj3V3YkZUWr58uW4/fbbsWbNGixZsgQOhwNnn302mpub+WueeeYZPP/88/j73/+O9evXIy8vD2eddRYaGxs78cg7n2im7zlcsbtIfLrpCH773kbUt9g1/VyxMB+l8hHdnXizsbMPgSAUUCk/ggiet1aV4uONR3DjOxs6+1AIgiA4YqQUFTrv/sSMNfHtt98q/n7zzTeRk5ODjRs3YurUqZAkCS+88AIefvhhzJkzBwDw9ttvIzc3F++//z5uueWWzjjsLoHYUtMpaSBKKSKBYneRuOejrQCA4qxE3D9riGaf22ylcFOiJ0FjnPCPw+mCQa+DrgOVIpdwn5MkqUO/OxY5XNOClfuqcNmEPjDo6Vr1NPZXNgEgJ1p35ef9VYg3G3BSYXpnHwrRRXE4Xbj2zXWINxnw6tXjoe8i94EWqinVo4iZSCk19fX1AICMjAwAQElJCSoqKnD22Wfz11gsFkybNg2rVq3y+zlWqxUNDQ2K/7obVjF9TwORpFUQubpDOOXBE83tvygEmm3dI5KMIIKBnFeEP5qtDsx4fjl+9dIqSBo4RIJFNK5jzbvaZHXgin+twfNLOq5W25WvrcVD/93OU3KJ4Dh4oglPfLlL82jrjqYDpybRwdS12HDla2sx56VViih+ghDZV9mEn/dX4/tfKnGsvrWzD4fTSuVQehQxKUpJkoR77rkHp556KkaMGAEAqKioAADk5uYqXpubm8uf88WCBQuQmprK/+vTp0/0DryTUNSU0mD30dbNwim1dqK3CJFSVHOL6I64hHlvNsTkbYToANaWVKOsugVbDtfhRJO1w75XFKVibSP78YbDWHWgGn/7YV+HCXmHaloAAF9uO9Yh39dduPbNdXjtpxL83/92dPahRIQYWahFiYdI+G5nBf787W5YHdQwRgtONHrW3eMNHbcGdxWq3PXSdhyt7+xD6dIcdt8DAKC6yabZ567YewK7K8IP9lCk75E91e2JSWti3rx52LZtGxYtWuT1nDpMv73Q/QcffBD19fX8v8OHD2t+vJ2NIn1Pgw1Hd2jRKQp1motS3eD6EN0fh9OFy19djatfXxvyuiBGA5qNMXkbIToAcXPbkdEkClHKEVsb2dpmzzUT77UdQWcLErHG4Ro5omDTodpOPpLIEH/2JmvnRtPc8u5GvPzjAXy7w78zmQieulbPulvTrJ3YECv84ZNt+HjjEcx9c31nH0qXpkHoWKvVONl5rB7XvLEOs15YqXBkhoKi+x7dn7o9MWdN3HHHHfj888+xbNkyFBQU8Mfz8vIAwCsqqrKy0it6SsRisSAlJUXxX3dDLHSuRWSTuEjE6ia2oc1zo9baGS12iyBRiog2mw7V4uy/LMeyPZUhvW/nsQasOViDlfuqeKREsIh104iuxa5jDQphozOpE4Qo0TiKNm2CKGWLsTXYJniDaztAyBNT8Lt6Gleb3YnNh2o7NBU0GPQxXrNMjErqzAgl8btLqrQtq9BTEZ0BdS1d477QkazYWwVAjpgi/NMo2ERaOUM2lXnEetHmCgUx5bQ7lIshAhMzopQkSZg3bx4+/fRTLF26FMXFxYrni4uLkZeXhyVLlvDHbDYbli9fjlNOOaWjD7dLIUYFhatW+/u8WC3k3dAaPeGouZulN/ZEJEnCDW+tx8y/rFB0m+yKPPbFLuw93oSb3g6tc1J5fRv/txjiHwxNVs8Gg4TXrsPag9WY/beVuPnd0Lto1TbbNBezagUjqKEDRammGHYMiJv3jrhmjYKH3GTo2uLKvR9vxa9eWoVvQoyikSQJlY1tmopZooHUUTWBy6qbsWTXcc1FOTFKojOLndcL412M8CfCpy6Grqnd6dLERhHRx4yV27mINlGbRqJUo3AfrgozJVARKRWj9iYA/GPZfryzurSzD6PLEzPT9fbbb8d7772H999/H8nJyaioqEBFRQVaW+XwaZ1Oh7vuugtPPfUU/vvf/2LHjh2YO3cuEhIScMUVV3Ty0XcuisLkERbeliRJoaLHaiFvceNv1XgTRpFS/tlYVoO7P9yiyF+PlPL6Vlzyyir8Z+MRzT7zUE0LfthdiT3HG7H1cF1I73W5pA7d2LPjC1UArW/1bBJqmkMVpShFtSuy1B0tt740tGiS+hY7pj/3I876y3JNIyXESB+t11l/2J2umK4p1aAwIqMftSIKAVo5UexOF259dyMe+u92TT6P8dW2cgDAonWHQnrfh+sPY+KTP+DvS/drdizidYszGTT73EDcuWgzbnpnA77beVzTzxWjJDpVlGrp2LHfExCjo7Ra2w9Vt+DmdzZomrZa2diGU55eiqvfWKvZZxLBI64BWomX4nwW95uh0GqL/b3m/somLPxuD/74v52obGxr/w09mJgRpV5++WXU19fj9NNPR69evfh/H374IX/N/fffj7vuugu33XYbxo8fj6NHj2Lx4sVITk7uxCPvfBSFziOc03anpEjZi9XCc+LGX+tNWDMV5vPLHz6ROzw9890ezT7zlR8PYH1pLe77eKtmnylGDlWGGEV0z0dbMPqxxThwokmz44kGYmpVqOl4TYJnvaPEBi2RJAll1c0xm37sDx08IRuhpH5tPlyLuhY7qppsmnYjjYZB1B7qyMZY28g2dPDcEsUVq0bGyPqSGny7swLvrz2EygbtN+GhFuJ96utfAADPadjRUJxfHTXGth6RizUv3qltvSUxSqIz013FqB7RGCXCpyEKkVLPLt6DxbuO46rXtBOQluw6jhONVvy8v1ohkESKuL/vamm/XQmlo16buSdGSrfawht7ikLnMRoEse94I/93icbd3rsbMSNKSZLk87+5c+fy1+h0OsyfPx/l5eVoa2vD8uXLeXe+noxVIUpFNqnVucaxtuFnKMLVNT4HMQeaCvMp2VcpCzWrD1Rr9pm7KzwLvlah32Khx1BqEdgcLny25Rha7c4uX6hVNKpCrSEgpkd1pmc9XF768QCmLfwRb/5c0tmHoiliWmV9CKlfFUIqp/jvSImG4CFJEg5V+4+0VBdqtsVYofP6Do6UioYxcqTW01L8cK027cXFvYYhxHw58X6vFaLnvyPSosTz17osQFeJlBIdJS0UKaUJdVFYTz7fbBX/FQABAABJREFUKnfpbNFQOBSF0eMaCtniVIm1+oIdiZjGrdV6Fskek9Ed0vdqBHGutgfWdQuFmBGliPBRdN+LcE6rvVexWjOpIQrGEkOMOqHCfB6i5aUSDRSxK1wkiDeOUKKIqoU0uFBEgXBRX9OQUrYURlVoG4bmGE9RXeiO1HtRw3SeroAopraEMBeqhfc1alhDTbnR1caAeeH7fZi6cBneXlXq83m1KBVr47OxtWNTHuuj8H3ieNKqk5O4JneF2lfRqMESCPE6GkM8/5pmG77eXu7TaWN1OBW/e2fOlzpFZAWJUlpQ1wkp1OEglhAINRLSH+p52dVranUmDW3ai5dapOO22mO/0HmNMJ4bo+Ag6U6QKNUDELvvaR0pFauLhLgARzNSitL3PIibeLOGRoVohGrVzlo0qlrswX9mVaPgEemADmhqASGUTafCKx2iASBeZ5cUu+tARwiHHYm4mQ/lNxXHaqipE9/uqPBbzy0atfteWX4AAPDi0n0+n4+F9L3FOyuwfO8Jn89FwzhYdaAK93y0xWcqXTQis6qF6FKtGkXUNoeXhhSJM8TqkCNefXUti8bvFAgxYrclxHTrq15bi9v+vQn/23rU6zm1kdSZwoU4FltDuO/2dF5beRAv/rDP51iPRqSUiFbORsWeK8T9CMucUaO+v/fkOmVWhxM3vr0eD366zee1UjiQopG+p0GkVKwGQYiRUlrZKN0VEqV6AC0a1jjqPpFS0Us/EmtK2WM0BzoaVAmeMJuGYp1oiDdp5IUQjfRQDADRcNDy5tPQZsexOu80mLpm5aYrFAOwTqP0PSC2wqq7c10JZYRf8GOhpjk8T96xulbc+t5G3PfxVuwV6ib4+iytjF32Of66+TSp5mtXS9koq27Gze9uxLVvrPOKIpIkKSopj/M/34lPNx3Fs4u9a/mJ98JoREppFXknRqGGEgWoTt0LxTB9bWUJbn1vI/7wiXfB9gaFERf9MSaO91DuLZIkYVd5AwDgi63lXs+r53u00/cW76zAqPnf+SxWr7gnUaRUUBw40YQnvvoFzy3Z67OOpUJ01kBsUKf4ahV9VB3m+K5rseGM55bjytfWekUC1rWQKMVYdaAa3/9SiUXrDqPUR/p7NLJHarWIlOoGNXpFeyKUfVl3q3kaDCRK9QDahEntitAg846Uis1JE406Ggyx+16sXp9oIG46QvWeS5KE/ZVNPiNyRGMlFAOoptmGq19fi3+6Iy+Uz4UXRXQiCqKU0yXhon/8jNMX/uhl+Kvz00OKjokgVUL9+8VSXanmGDd2/rflKE7981Ks8BFpUxOmt7k6zEip/ZUeI+gXt+HLkCRJ1dEn8usejKDoHSnVtdbgn/d76untPFaveK7N7lIcrxb3pja7E3uPy7/TL+XewmFUIqWaw3MUOJwuXPvGOlz6ymqvNUUc26HM4WpVTcBQRFfWwvtbH4XFRSPO6ZI0i8j7bmcFvnDX7BERzyOU+5xoGPqOkFDO92iv5U99/Qsa2hx47IudXs+J9yQt6xV1ZzaWeTrgifU1GfViswkNxAa1kB7K/cLhdGHxzgqfdTprwjTcl+6uRElVM1YdqMbBKmURaXWkVLjROt0BsYHJgUpv8VLpQNLmXi2WiAhXZG5V1ETuWvfyYAnXSfPC93sx9P++xXM+nEndFRKlegBaTmr1pjV2I6U6qvte7Bjr0UasGdBqd4Y0Fl//qQRnPr/cq3tSi82h8NSFspl5Z3UpVu6rwoJvdnvdhGvC9MpHI1Jqd0UDDp5ohs3pwsp9VYrn1KJUKDW16iPodKQ+N6uz6232WmwOfLntmNdve0LVTbGjusJpxSP/3YEjta28oxjD5ZIUBmgoRl1NmCKCGL2nLpBudagFlsjXQnXUiy8j2yuKr4sJpkfrPF7qygblWGxoU3v2Iz92sWiw3keB8PoodOcKN31vfWktlu89gXWlNdhQVqN4TvQ2h7JeqY3oUNZlcfyq9wlqcUsLQa+suhm3vrcRdyza7BX1Ut0UnnBcXu+Zo74KvouRckD0IwtZlIavsVYXxX1Zd6W8zjO/q3x0Cq5r1dYBq673FIqR/c7qMtz87kbc9cEWr+fCFZ1LBSGqVCVKqdNue3JNKfE+IDpyAfk+qnWqfavdqVg/tUnfi83fT9ynh7K/qmqyotXuDLmxRyxDolQ3x+ZwKYSjSJ3GakMn0hpVnYWi+57Gmx/qvucbdbpNKGIPK0z98o/KqCb1BimUBX+P4FU8quoQVROmcR+NVMLDNR4jVn2calEqlE2XGNoeali/+ty6YkTgI//dgXnvb8afv1F6mdSiVCwVnrQ5XNwIqGz0FjREoTfc9L1QxvsxQYiqUY1Fb4ElcoNIXRPJ13hXn3dX28iKRqTaOIhGDZRy8Tdq9jZao1FfMdxUnF1CtF2ZKsWkWmG0OoJOw61uDu++I0mS4rVqA1c9vrXYR6w6UA12WlsO1SmeEx0ebSHMUdEY9RWhoha4olmDTf2bqUWS+hgpyt2VqFD8vsox6nJJyrQsDa6pl8gbwv3zY3ftwZ/2VynuVZIkKdbCUO5d4j1IvZ7WqSOlekD0nSRJPp3hotOoVpXWqHYgaRFdrFWUmvibxWqklFjoPJTrcMJdozY72aL5MXVVSJTq5qgngK/uK5F8XreIlNJ4EyZ2a4vVRTQaqDczwXa1c7okxWZK3NiqPzMUg1psW66O8lDUlOrASClf7xGP84TKqKhtDs+IbbM7FXM51LB+tXe0K4pSn26Wi/q+8XOJ4nG1KBVLdSbEcareeKqN71DOS5xHoWyayoVIKXV9s2jUqqlQiVJ1rTav16iNpK6WvieKRGpRvUG1kdfi3lQR4PvU3+l0SRHfsyRJCrsL5JFajxBVrlqTxc+UpOANbPU9IljDtKFVGYWrFl2jUSBcjPRQj/WqMA0b8TqqxxfQsTWl1L+Fei0W53OsRbBGm8e/2IWznl+ucFIBgSNgGq0OiNNZi7VQ/R2h7LlEAbSy0XPcLTanMuI9hDVDjARUi3LRWE+7MpIk4arX12L8k997jRNxPVE7M72ukwZzTy1KhbOuqB0DsWpviveOUPZlzJ7ISiJRiugmqCdAxOl7XpFSsblIiF5Ou9N3545wabKKn929b4KhoK7tEayxIm46AKWXx2uDFMKCfzhIAyiU6CNFh6QQvXKvrTyIEY9+h/fWlCmPU9hcnGhUGeVekVLBfad6wxCqAaA2/LvaZk99HcT5rb6GXdF7eqS2BbNeWIEnvtylfFxI/WpocyjOU23wBTtuW21KgTKU66EQWJo7VmABfM8xtbDb5SKlhPVMbRxosZH3/j6l8acWM7X+zkarQ/Fbh+soOK76rdXjK1gh3UuUCnKNPKa679S0Z/Bq8Fspzt9LlFKmvweLeB19pUWpI76iKeKq77PqsVdHkVI+qahvwxs/l2BfZRPeVe0PxDVRnZ5Z36K92KAWtoPtkmh1OBXp3uJY97p3hXIPqvMfCagudN7dU0K3H63Hz/urUddix+equnTieqJ2IEUj6lM99sKZz1aHSyGqxqK9qS4xEsr+ikQpotuhngBaFzrval7oYFHXUdDqPBxOl2IBisVFNFpUhWkcqNM4RA+b1wYpSKGrsc2u2LDUq+ouiIZtSJ6NxvDqnrhcEp74Sq4RpG51H2jzpg7DDlaIUG/WQt0wdBXD/0SjFbNeWIFr31inEIDVXkLRoFVHm3XF4qevrSzB7opGvPZTiWK8q9M3xXEbrvEdiedbNDLUG9toRGCoUxZ9zTF1FJ/d0XXWYEmSFIa5OlrUWyzWQshTjhn1d2otHqrX5FDWT3GtU1+L2nDHt1faeHDvUwug6uPxKhCugegqOkrU9cbEedpmdwUd9S6ON5vD5eUoUwsZ0XSkHVV1kFU7Nyh9z3c2g9hEYr+qSLUYAaNOe1NHkmqxBntHHgb3mYdrWhQCgzif1YJzsHNbkiSFeKweT+rz707Rd212p5czfbfQyGKf0BRHkiSVeKlcu+qjYA953cvCqOfVHbq9h7svkySJi1LZJEoR3QXvGlCRTWq1MRq7NaWiU0dBveGPxUU0Wqg9zcGKNiXqjiotAQzxIDdIR1TGvTgevNoIh7CRET11Nqcr6EL3ojFyvMGqMOTE59SbLnWkRbCbLu9aVJEVOu+s9L1/ry3D7opGLN97AmsPegojq8eMuAFWp4x0ZqRUTbMNK/ae8FqXtx2p4//efsTToc1r3AYQpYL9TSPZNIkGgVqEikr6XhCRUl7d97rQPaq2xa4wttXzyMuzr8F9SR2d0qQS7rWOlFLXrQotUkqMBFQeV/jjO7z5ro6UUo9ntZijxfgWxXT1+YsODyD4+5I6DbBFtUfpyJpSx+r8X1O706UQlG0Ol6YR7LHAxrIaTHjye9zz4RbF4/sqPQKDeG+zOpwBu9Z5zW0NflvvkgnBOQIPq+5ddYp7l9pRFLxzLVDan1ps0aL7YFfg6+3lGP7od7j3o62Kx8XmCKWCM7e+NfB9JyqRUhFG4wPemQ+x6OT33l8Fd22brJ4Iq6xks+bH1VUhUaqbozYwnBHe5NUbs1gUXdrsTq9FV6uNWKNVuRBT9z0P4Rq/oigDKG92XkVsgwwlVxv3is/08vQH9xs6nC6vuiPBnqPoCQU8xrckSYroGPX88xLQgvy+SCOlvASHThrn60o8QpTYGlsdXVcTQJQKJeVTSxxOFy5/dTWueWMd/vaDJzrO5ZIURfhFI0QdaSBuJsM12r281EEa7WqDQG3cRiOSRJ3S5Msg6spF+NWpyO0akVGowyV+p9x1Sdu57N3QIviUYnFdURtK4UZTeBc6Dy9SyjsSUNuotiarQxH5Kn6fuhA0EPw8VZ+H2nCPVtS4L9SilGgcq+9JQGTX1OF04Z6PtmD+5zu7pLjl6/d7dcVBVDfb8OnmowqBQYyOEu9f6mi6JpXgGI30tXDnoVeUb4v/PZdWwrG6vEFXKzPQHi6X5JUGBwAvfL8XTpeETzcfVYwHccyIj6vvAeo1Pxqp9lpE/aozH2LRngo3NZXdRxPMBiSYjZofV1eFRKlujtowibTQeZNKdIlF5ZotlmKXTa1yzdUeCJcU+TXvLrBNdZxJXnaCNQ7UApLoYWORSWaD/JnBbmaOqIQucWPOjtNslD8zWOO+tsUOSQJ0wrgK9nh2HVOKUmyz1dDmUNQBabI5FOOJ3fASzQb3sQY3jutbPTc8IJz0Pfk3YNe9Mwx/p0vC1sN1/O+SKs+GrKRaFSklbOzU6Xuh1K8IB7vThb/9sA8v/3hAsV6uK63B3uPyMf/H3ZUIkMe7+Jsfq/OfvieOWzYWjO6FLehIEvfmJ8kib3yCFXbVBoF6Y8sMBDaPtEjHUYtSgdL32HXoSnX91Mevvl+wexObl9GILhO/s8nq4GPSZNBp8p3MwIw3yeegxZosSRKPdgx1fLOo0OQ4eXwHXVOqrj1DTv7b4h7fkV63QOff0OrwEouCPY9AoiTgGXPsukaz7o76mjYqRCnlPQmIzDhedaAan246irdWlWKTqpNhZyJJEm5/fxNGzv9OUR9KkiRsKPU4VjYK/xZFqSarg8+p9n7bOvVvq8F9ms1D9jsFP7/V+zjv9D22Jw92bqvHk7/1lK1F1ggdUK8sP4DXVh6M6DOCxeZw4dJ/rsa4J5bgE2F/UN1k5fsGANh0yDNODpzw7HtONFq5GKu+B3g7kOTrxq6TFmsA2w8khrnHBLTP9OkM1Hv0YNftnlhPCiBRqtvjNak1ipRKjTcBiM1IKeY9Skswc4NJKw8K89KnJZj4Y7F4jbTG5ZK4MFCQngAg+I0H28wwMatBIUrJC36fjHgAwW+QmHHPbhS+Ik56p8WHdJys9k9mopl/brDC2y6hFgDg2WyxyAr2eZKkTL9hG/leIR4r+y3yUuIAhBZabRfqprFx3hmG/77KRoV4UyakvpSpRCnRY8o8iOnuY29vkyBJEu75cAsueWWVT68lo7bZhrd+LsGOo/WKx19bWYLnl+zFn7/djQ/XH+aP/7y/iv/7aF0rP65fKpQCpRhdwyKlmIDga9zmu8dCsJsf9r6C9NDmEBujuSnypqnJ6lBEJLBjy0qUQ8+12Oged0cGsHHns9A5X4Pl7+1K6y9Lpct0XxN11AobpznuFtCRXjO708VF2Kwk+TvFSDLWvTPOpEdKnEmT72QNLfh4CnGd97UmN7Q5+O8Y8vhuUq7nwdYdZPOOrZGNiuYoLv79zGiIdA9xpEb+PmYYiudf5XaUJFuMfOwHs9Y3Wx18z8bepy52zhwUrO14R9SUYgK4eE3ZPSlHaH8eSbqVeD/47+YjAV4ZHZqsDtz1wWb89r2NiiYv247U46tt5XC4JLywZC83tEuqmhVRSHvdNYEkSfKqI8UMVrae8N9WJcowASnXPYa1rCnF5lOwexz1by9GcVW5732FGQnuzwxtjrLP9Ce45qREPkd3HK3H09/sxhNf/aKI0I6UE41W3PruRsx7f5Nizi/fewIbymrhcEmKOqObVQIrGxtWh1Ox77E5XVzYZs4Qdq/2TkV236vdaWJaRkqxdSUcQVAtlnWle3mwhLsvY3OC3bd7CiRKdXPY4s68GpGW11BvcJxdKDUiWNjGPy3eBIs70kOrkHXmqUlP8Cwksajua019q51fh5A3M24P8vD8VP5ZDK/NTIgG0NBeKd6fqTJi7M7g2qQzUSE7OQ7x7nDbYM+Rpe+x8yh3b+BYukPfzEQelaQwKt0bu16p8qYz1ELnbLMayuZf3Pixcd4ZotQW9+YsxR0BcUhI2Sutkv9dnJUIwNOS1+WS+O9bmCk/195vdOBEMz7dfBTrS2vx5qoSvPjDPlz9+los3X2cv8bpklsxz/9iF+a8tAr73TVAXC5J0U3x000e4+jn/dWK79lxTBaz2Fhg58XGgNMl8U34MPe4bfARNegRU4P7TZjB6zHagxWl5GMZlJsMQI4KFQ1ethnLTdXGIHK6JC6wFLHfzsd8Z0IPEx27Usg/64TWPzsJgHcNQhbZkJPsvmYRHrvsLZcjJfq41xZx/rIoogzRQROpKNXMHAXMwAxtTR6W7xnbTORkRn2SxcgdYsGsWXLaGxNdQzseZvAP6SWP78Y27+um03mMhkijMFiauq/zZ/e5zCSzEIHW/vmzc0i2GLnY0+KnjllHiFJszRicJ1/TJh/XNC3BzKPPIilMLdaw/HJbuSZi6w+/HPdKCft2RwVOX7gMN72zQRGp88KSvfhsyzF8s6MCT379C3/86+3lns9stvH1XoySAjw1gU40WtHQ5oBe5/mNWMMH1sRggHs9UUcKsWvKxAhNuu+pnRhBp+8px7dClHLPb7ZmBFt352iA8SR+R25y6PscNXuFwuFvryr1+7pjda34ftdxr3Tfr7eX4+SnfsDt/96kGNfPfrcH3+6swJfbyvHX7z3i0zc7POOktLqF15vbeEg5Tg64RamyarmQfLLFyPcOzFHK1oGBOWwtU3Xfc4tXmYnarQH1qntZOJFSbH+T4XbixKItpRalgk/fo0gpohvCblJsIxdxofMu7IUOFmbIpyaYYDIyUUrb9D12vYGu15K8M2ApcSlxRqS4r00wxm+rzclFhOH5vgQk1WYmRK+daAAwalRGOhCcV7qSi1IWT2h7EKlQ9S12fjynD85WfBaLRslPi0dSHPMuO/gxsQ0h8+YHW/yWecfzuJgV/GaVbWDiTQbEuc+zM7pwbnUXAD9vdD4AebPcanOize7kqWVj+6QB8GxOq5ttcLok6HSeTXV7536oxuN9fOH7fXhuyV6s3FeFm9/ZyNMuP9l0BDvd/7Y5XXhluRziv/pgtaIO1MZDtahrsaGxzY7t7oiqkwrlY2R1pFgHndMH5wDwpGhUNrbB7pRg1OswwL25FFOKTqgE2lDT99j1aPHR1ccX7LwG5CTB4M67aPQRucUE00gFlsrGNjhd8vn3zWTz3Xt+sbnsEUy7zj2KGQf9c2RRzV+h82y3ERlpt6gK7iGPQ7I7EqrJhyiVlmCGycCihiP7Tr4m88i7YOv8uY1Wt+AqipxsbOckW3jEbDDju8Xm5MYQH99B3CMkSfIyeH01FUhPMCOOpbxEGilVqxScxfOv5Ocfh3gehdv+dWUiUH5aPK9L4jXmWERDEjNIozNfrA4nPw8uIvhI30tPMAmiVPjXVBRL6lrs+Puy/QDk33Z9aQ0e+Ww75n++U5E6v760Bhf942dMeXopXvxhH98v7zrWgDOfX44b3t6AM59fwaNTSquacfeHW1Ba3YIlu47jz9/sBiBHKL2/7hD/3C+3lqOuxQZJkvCVIEoBwJqD1fy7AWBkb9n5xqJe2Hf1yUjgY/gEF6Xk/w/ISeLXSxThvSKlIhyjdqeL77+YyBtq+p6vfdwJ1T4u2HsXi3j3NZ5cLokLQ9kaREqJovRX28sx6anvMfHJ7/HK8gP8frl87wlMf/ZH3PjOBpzzwkruRNpf2YR7P9qKioY2fLW9HC8tOwBAnp+fClF8H204zGvefr/rOETYONnkrp05bZC8VzzorjnJxKl+OUnIcouX7LqWu/eRzIHUZld24WS/BRPYtYio45GP/F4W+mfWq0Qph0vqkvXhAsHusb1D3F+dcO/LspJJlCK6EcyAZCJSpOl7bJFP4yJX7AkuzCBPTzBrVkeD4TN9rwsZRZ0FqzOSmWRBvNuoCMbDdrRONlSSLUZubDPDzeXyeMH7hLhBYgbHUB8RJ+xY80MUpUTDKSGE9D2WrtU7LR4D3ZsGFm7tMSrieE0UZviz62DQ6/iNK9SOa+FsGJjAmJFohsktRnRGNAqrJzV1YBYP3z9a14rDNS2QJDmqor97s87Ol13XrCQLT1dqb8yoQ92TLEb0So2DwyXhkc+2w+pwcg/n2cNyAcje81abE19sPQYA+M3EQgzMSYIkybVONpbVwumSUJiRgOlu8WmvW5Ri44EJlCcarXA4XXxT3ystDhmJ8rErNvZMlMoMUZRSRZJIUnDjgRkEBekJ3DMrXqsajVNH2FzITYlDIk/X8K45oU4b6EpOASYSsUgpm8OluC4e77I26XssMis3xYIki7wm+YqUSk80CZFSkd2vqpuU46k1yE04G9/9c5J4VCi7HkzMyEq2cBEomPsHG4MWo54bXMHcI6qbbbA5XNDpgEE8ukCoO8juZ4naRZixSIgBAc4/J8XiiZQK4vzZnOmVFuepGSecvyR5z5doFYNmdW3iTHr0dd/LG31E/aYnmGHhNYDCPxa2/uW7RfG/uSNcL3ppFS55ZTXeW3MIb60qxXkvrsTD/5UFqsv+uRpbDtfhaF0rnluyFze8vR4/76/Cla+t4cdX1WTFnYs2o9XmxL0fb0Wr3clrIS1adwiHqlvw9upStNicGNorBUPykmFzuvDV9nLsONqAI7WtiDcZcOeMgQA8NYE2uMWGX48rACCnH7pcEva5xYaBOck8aoIJvxUN7jnjXk8A5ZpYq4qIjnSMMpFLp/M4tILZ44iC5DBf0enuzpKFIToX2ZoxONcjSrG1pr5VrvEJeATXSEROtZh7vMGKykYrnv5mNx75bAeW7z2Bm97ZwL/jaF0r7vlwK1ptTtyxaLNivr7xUwnqWmx4dcVB2J0SJhZnoFdqHBrbHPhxTyVWHahCQ5sDWUkW3HRaMQB5nDicLmxzO+PmnNQbAFCqEi/7ZyfyccLWKeakG5TrGSdNinu1/NvkaRTVDHjGKLsPhONgYfYmE6UAWayPJapVmRdOlxSU8F/p3ivkkChFdCeYActSGSItus02ETw1ItZWCAg1peJNgndYm40Y2wSIi2gsXiOtqRTyo5nHNpiNR4k7DatPRgKPPmObmTohJVCM8miPxjY7N1Z8bZCY0JWZ5DE42oK4SYuiVHwIohSrQTQsPwW57hvQ8UZlzYheqfGCKCXPQRaanZ3kMVSCTdlix9qHbxiCb7/Nrl1Goie6wt6BY3zr4Tos/G43drnTHkb3SeM3/KN1rbzYZ1FWAp+HzAvvuZ5xQRt37DecWJSBF38zFj/cOw3/vW0KEswGbDpUh1/9YxWO1rUiO9mCv14+FgXp8WiyOvDlNjl1AwDOH90Lpw7MAgCs3HcCa901KSYWZ3Av7+6KRjRZHbxz4GkDs2HQ6+CS5JRSJgL1Tovnghpb3+1C50dPBFhwY4HNTealFs85EEfqPMeTrDoewEekVMSiVBv/Pn9FQxta7XzTykWpLuQUOCZElzF8iUQ8fS/Ca8bE97zUOCS6110xxZLVlEpPMHMhJOKUQVVNKVeQIiczMPukJyAlXj5W5iw4IUShxoWw1rE1MivJwlOqQxFzcpItyHCLWWI6TrWwBmpV6PwwO/+MeK/z9xgoccJaH8R51HsibZmjRDSu2+weUZSn70Wp0Dlbv/IV64XvqD0txiLbX1wxqRC/nzkYeh2wcl8Vth6ug9moxyXjCjBzeC5cEvDvtbJA5ZKAi08qwJ8uHI44kx4/7jmBK19bi9oWO0YXpOL7e6YiPcGEXeUNOHnBD9hYVoskixEr7p+OqYOy4XBJ+NNXu/Dmz6UAgN+e3h+/GiuLB//bfAxfbpOdFNOHZOPUAfL9YGNZLSob21BS1QydDjh/dD5MBh1sDhfKG9qwz50KPjA3if9GJ1T7g4L0eD4OxQ7QnvQ9eT2JNAqOfV9OsoWLnMFEg7N0+uQ4I/ply1GiPiOlBCE7GNTRjC7J895KoXYkO9ZI5igbq9dPKcZXd56K/90+BQ+eMwQ6nTx+rn1jHWwOF84cmosld09FvMmA1QerMeXPS/FLeQMyEs1Y8+AMDMlLRqPVgae+/gWL3NF0d54xEBe4I77/t+UYT/GcOTwXE4oyAMjpnbsrGtFqdyLZYsSMobIDrK7FjroWG/a40wsH5yZzEY4JQ2w9K8xI4OuHL5G9V6q8ZmthD7Exyu4D4QjMLKhCaU91HSdTMBxXRbADwTrkPfurnkTP6TPYQ+GRTawGVMSFzj1FwoHYzPEV0/eY6KDVRox5HDITzTDqdXC4pJhbRKPBMWGBZUZFMIYvy+MfnJfMx1ydylBJjTdxwSqYVBHmecxJtvAbZrPNCYfTBaNBzz83K8mMOKMeNocrKAGNi0RCpFQgw6HF5sBLyw7gpR/ltIKTCtO5p4pFOBxye88L0uORbHFv5N1GRYUQBcFSWoKta8IKRotChM3pgsVo8PcWDk9dSTRzIStahowvfvveRm5sDclLRq/UePROj8ee4404WtvKN+IDspO4eM7mfIVQvDjYaDYmGvRKi8P57o0jAMw7YwCe+XYPF8fuOGMA4s0G/HpcAV74fh9+/59tAOTfZ1JxJqx2F978uRQr91VxT+YkQZTaf6KJp5LkJFuQnWxBTrIF5fVtqGho4+lNBekJPAWWbdpqmm2QJDlqLtSCmizFoE9GPMxsvAezaaoVxqZbMG3wESmV597oRpqKxo6zV5pYs00532uETmtsnekq6XsOp4vP54G5yfxaN1kdSE80w+pwcodJflr4dThEmMBZlJnIf1PfKVNmmI3y9Y3EcJMkidfD6y8Ib602J/89fOF0SSh1p6H0yUhASpwJVU02jyjlNq6ykyx8XAUnLjFRxiPmBHPfOVzjEVB8RgE2eWo8MSIx5BxOF2/n3j87yev8mYGdm+JxeIQirvVOi+e1THyJoCaDjt9Do1VTio19WcT2LnTOomUyk8ywhHg/8wW7PvFmI244tRgzh+fi+18qkWg24JyRvfgavGp/Fd5bWwa7U8LlE/pwY39Mn3Tc9v5GHK5pxVnDcvHcpaOREmfC334zFte9uZ6LKk9fPBIF6Qm496xBWLH3BJa4064G5Sbh3JG9UNnYhqe/3Y11pTVY507Ru2B0b4wqSIVRr8PxBivvvjo0LwUZiWb0yUjAwRPNKK1qxr7jLFIqic9ndVpWbqocSW1tsqkipdQ1pSL7bUUnWSiONy6s5SR5ORftThef0zxSKojfvc3u5Hu1gTlJ0OtkUarJ6kCC2ajYj2lRo4zNm6Q4I69vOrpPGvpmJuIPn25DXYsdF43Jx9MXj0KcyYA//3oU7ly0GTXNNuh1wPOXjkZeahx+N2MgfvvvTfhog/ybTyhKx5QBmUhPNOGfKw5yRxYAXDimN/q7Rbx9lU1YvvcEAGBMYRqSLEbkpcShokEWNNleeVBeMp/3VU1yBz62DvZyz71Wu1PZSME9nth9J9JxImYxsLQ1LdL3gNizOdmes29mAgx6HZwuCW12p6LEiy+4EzKdRCmiG9GoqgEVyYS2O13c6PCkRsTWAgEoxQOzxoXOPR5UC4wGtyjVRYyizkSsbRFK+sVud0rToNxkLjDUuzdaPDUhNY7XNgrmM/cd93xminBjaGhzICPRzI1fdqwNbY6gvNJH67yjcAJt2P695hCvcwEAUwdl8Y3yiSYrnC6JGyr9shM9hr/7Rn1cqBfDoweC2HRJksTngOi9sTpCE6UyE838WDpKeK1usnJBCgCunFQIwONNOlLbwlOkBuQk8bpCLO1AESkVZEtr9huyCD/GDacWY0NpLX7cU4lLxvXBVZP6AgCumFiIl5Yd4Ebq9VOKYdDrMKlfBkwGHY7UtuJIbSt0OmDqoGwe6dZqd3IPKUsrzU2Jk0Wp+lZP1KAQSVKvEmgzE81BCaKMNrunZlt+ajziTQa3CBtY3G1ss3s6X6YneI1NudumW5TSLH3PYxD5ExSVUXzu1NIu4hQ4WtcKu1OCxahHr5Q4JFuMqHbYeGF29huaDXrNCp2XVLGowUQeiSQKAZ4IVosmaWj1rXYeiVWYkQCTQQe7U0Kr3Yn0AO87VNOCVrsTFqMeRZkJSGaia5vy2mQnW7gQGcz4FtfyUOr8MSOaCUSA7yjAjEQzT4OJ5LqVVjfD5nAhwWxwz2+l4c7W+pwUIX0xiELnLCUwPy2OOzFEUUospssddFHar+w97klDU0f9Ap5z7JUax+9DWtSUYvfiATnJvBafyCkDsnCKO2pJZGRBKn68bzpa7U4eaQPIEayLbj4ZS3Ydx2kDs3DaQDnNenSfNFw2vg8+3HAYZqMeT1w0Ega9Dr1S43FycSZWu2sCpSeYMH1INixGA4b3TsXWw3V48Qd5HzBlQCYAoF9WIg6eaMbBE03ciTYoN5nPrapGK1ptTn6vK8pMRJLFiKomGx+nkiTxecMjYCIWpTzlBBKCvH8Cyt+eO1Ta7HC5PMdo1OsUoojTJfFahb5g6WppCSZkJJqRaDGisU3uNpmTDFQ2eOqwsbEdSTooE/OTLcp9wKwReZgxNAdtdiePAASAC0bnI9lixMp9VZg5PBeT+sm/7czheZg6KBsr9p5AotmA+RcMh06nw7BeKRiQkyTUEIvH+L7p0Ot1KM5KRElVMy8TwKKnirISUNHQhn3Hm3DQHSE+ODcZO9wpflWNNtS22Plc6OUWLysbrQEjpSIVpmtbbF6NjbRK34slUcrudPF7bC/3/qrJ6mh3zog1DQvSEgK+trtBolQ3hxkJrAZUJIFSbCNm0Ot4fYZYWiAYbPOTlxLnST/SyDsoGuxGvR6AKyaFO605KhTsZgtye0bF4ZoWrHenOQ3LT+HRfizqhaUPFaQnhLRBYgWpB+Umw2TQI9FsQLPNifpWO5IsRn4TyU/zeAODuaGywqR9MxOD6r7Huq0BwPTB2RienwqH0wW9Tp5X+yubeOREcVaiYjMHeKKd8lLjEGcMPqWltsXODY/8tDjodO46QnYXENfu2xUGGTMQbR0kvLIUFwB45apxmDlc9mqziLejda3cEO+fnYR092amRpW+lysIh83tCDDseZYyxrAYDXhj7gTYnS6+jgBATkocnpozEk9/sxsTitJx3RS5JkSC2YiTCtN56t6EogyeVjEoNwlbj9TjXXenvpMKZROeCToV9Z40jsF5Sfz7PGPBh9EahNEu1nlJSzAhwWxAfau9Xe83K8qelxKH1ASTVzrOiSYrXO7ILa0KnTOBtm9mAl+v1fPdZ2ppF3EKMKOhKDMRer0OiRYjqpttXNRg8zlHiHyM1Ihkc6FfViLq3WuJWEuEi7RpcZ40tAgKnTPhKzNRLgAebzLA7nS0O55YB7LBeckwGvTci6wW4HOSLTyVLaj0tbpwIzuYEJDEx3ZDm1yvRqfTcTEgJzkONocs/EQioLA6MYPzkqHX67gDhq3/x4XvSwiy0LkkSTx6YmBOMvZUyOfUJETSsPmfI+yFolVTSly/uCglpJqVC1GsWhQ6b+ORUuFXKTHodQpBijGhKIMLAyIL5ozEpRMKkJcar0i7ufG0YqwpqYYkAffPGsJFt3GF6dh6uI6v1VPdxatZ19gV+6pQ02yDyaDDgJwkPr9ONFl5LaHUeJOcosavqTwu6lvtfD/A6gzanC4+hsNBESkV5H2mze7ExjL5nje8dwqf25Ik3y88wmk8rxXIPtfXtWewe9Dg3GTodDqkxJnQ2Obg6xuLJssRI6UiGNtsPLG1WcRk0Cv2AIzpQ3IwfUiO4jG9Xoc3rh2P9aW1KMpK4EKQTqfDDacW48FPtwMAHpg1BHq3KDeubzpKqpr53JwxVP7M4qxErDlYg8W7KuBwSUiOk+tdZgrpewfd9838VNl5qU61b7M7+ZjJT/WkXLPMgXBg1z49wcR/03Dmcp1QZ44RSzZnpbv7rcmg4/fEJquj3TlzvMEKq0O2BVj2RE+BRKluTp0q/DGSCc08GsoNf9fwQocC24jJopS86EeaJsEQjSKj+7NjsRi81rDUo95p8dwDEGhT/e7qUvzf/3YCkCMHJhZlcE9VQ5tcS+qIkD6UYGpfBKprseHRz3fif1vkug4Ti+VNZWq8iYtSRr0OkiQXxs1MNAct9tS12PgNtG9mAhK4N9v/OTIv9T1nDcK86QMAAEaDHllJFlQ2WrH6QBUA+ZolmI1eYe9cYEmJ4+kOwRhqbPzL9VAMsBj1aLO7gi6MLdZTYcZSRxU6ZxvOwbnJmDUijz/OQpxLqpp597ph+Sk8uqneXX+Mdaopzkzkgk67kVJuIy7BzwbZ12b01+MKeMFakSsmFWJtSQ30OuCuMwfyxwflJmPrkXq+Pp/cTx6bbENSXt/mMTBzk/k6w4x2nuaZ5qkZEYxX+IhQ50Wn0wVtuDMRYWgvOfIgRSVK8VpGKZ6INLtTgssl8Y12qIipvKzTkPo4WURceoJn/e2MIvy+YMIDv2bxqhpxQuSjFlFL1U1W/jsMzE3mHngxfa9CiBzkdXwi+E5eB8M9HxPMRjS0+fcMS5KE138qwRNf/QIAGOPulslS5thad7jGk7rKziOY9eoIr8MWWmTHL27HxcBcT1SP0yVHfCWYjYp6HyzqNJzrZne6cMPbG7DCnZYz2R1NwSM8W2xwuSQuxhekxwddU6qqSY6S0OlkgZ6dR5MgBLF6J7nJlqju6ZwuiXcbHZyXwn8LMVqD78tStRn/7HeOD5A2qjV6vQ7j+nqLVTOG5mLJ3dPQZHXwMQ4AZw/PxRs/lwCQx9Ip/eWIreIsOfWVpQIOz09FnMmA7GR5XFQ1WT2Cc3YidDqPeMbukWx/kJloVog7wabp+4Kl2BakByfybiyrwSWvrOZ1/k7ulwmL0YA4k7znqG+1K2qpMfEIkH+/QKIUG09D3OnvnhRypZCbnWzRpHA+c26EK9SIGA16TO6f6fX4byYWysK0TqcYJ6cNzOIpnkPyknkt1KJMWbz8/pdKAMDYwnTodJ6ggapmm6cAujudWh2lyCN0jXqvdORwz5WlP/cWap3ZHKELomyPnJfqKfYdS07+I+77Vl5qHPR6HRfI2xOldrub3fTLTuJrYU+BRKluDpvUOW6PeyQ1pU4Iod4srDaWVGsG80jnCpsfrTZiLAw23V1TCoitRTQa2J0uHiUwICdJqAni/5ovFtrhXjgmH/FmAx9zsofNjiM1wkZdSN/zd+NbtO4wF6QSzAac4g6VT00w41h9mztCxO0xchvpwbYfZxtEuZ6UMagNG9sUDM9PURjquSlxqGy0Yuke2VAZ6O6Yoo4eYJFZhRkJnoLsQRhqpTyiS/aeWowGtNldQQuzYtok2/B0lDjNDOpEi3JTzbzSzPDPSDSjMCOBzz1Jkg3cg8IGjaWGtifABPKQhsqFY3qjX5ZsIBa5veGAPAY+3gh+7GPdkVIskmpdaQ3a7C6YjXLnKrbusvQmVmukb2aCokV9eykQYpoSACHFyb+I8MW2cjz1tdz6fGRBGgB41YgRu0aKmyqb04U4fegGUW2zja/bA3OSeC0VtcBQLtRZM+m7huNEkiR8uP4w/vL9XgDgvy2rEceMqAohGsgTtRTesR+pbeGpHv2zE5Ea74mkaFBESnnmshZCAFsP+rnHdntRPduP1nNBCgDOdNfzEaNCxc6TfTMTuIEZVKq2ML7Z+QV634ETTVj47R4crGqGXidHLCa47z1Ol4TGNrlejVjvg9WUC8extb60hgtSADB7ZC8Acr1LQI5qLW9og83hglGvU9RkbO/8tx2pAyAbrvFmA4/0FGsOiUIoc9BpPV++2laOez7aAqvDhWSLEcPzU/i+tMkdfdZodfDUtLzUOE1qALHz8OU06AzE5gaMScUZuGVaPyzfcwKPXTCcr9WD85SvZQ607CT5fnCi0cqF+WK3MJHkXk+aVDUnxesJyPM7XFFqv5BKGEzDmg/XH+aC1KiCVAx0X4O0eDMq7PKeiwnOfdITZMeIO5Xd316mrsWGm97ZgPWlcrdCJu6o6yweqvY0ydGicD5zLge6n2oBi5IWOW9UPlbuq8LGslo8NWck398WC3sIAJhYJL+XdWOuarTy32yAlyilFvzjFfdqu0MCPBpVSDAnWWFGgmLsWR2ugLUF1fCuo8lxfA2OJZtzv1AnEPAI5G1BRqKzeqM9CRKlujFiTjlLA4mk+16VUADa6N7wx5rg0tBm5zdtrdP3xPz4nGSL5xp1kfSRzqLUHXacaDa4o37ajyJixT3nnlKEP5wzBIDsyUmyGNFkdaCuxa4wOJgIxNrZ+7rxsZszIIfZs+iOVKE+D6tXxW72wRpArIMeqwUUTBFtJkqJdQgA2aDefhTcWGEeM3WkFBPCirMSefRSMOl74vsAhGwAHKn1pE16DJmOGePNXJRS3rr6ZSfxNERADnfX6XQwGXRIjpNrTeypaESj1QG9TjZu2aa1vTQYtsYxkSNSRhakej124ZjeeOGHfahrseOGU4v55pB5CDcfqgMgi1dGg56PXbntteTZBGYmKCID2uxOr2slwmp9sFbRPCXDz7hddaAady7azP8+051GoC4GLdaQMxtUolSIkQslVc148QdZYBmQI6dTJVh8p16KESwsUqojO0P64ott5fiDOyUDAKYPlq+Zujg8ExYLMxNgNriFxTCEDofThcv+uYZfC5YSpI6kaLI6+HcrorMimMssgm6Iex1sT0BhIjIgRwmc5u5QycZ3Q6sD5fVtcLgkmI16OfIuyO57rTanorA8i2gKtCYv+Ho3vv9FdohMKMrga25ynBF1LXY0tNqRnWRRdIKMRMxjvzkA/O03YzGit7w2sEipuhYbyqo8zgejQS/UwvP9fZIk4d6PtuLTzUcBAKe4jXa2DoiRcqKIy+trOrSdLy8u3ccFu1kj8mAy6Pk9z+GS0GZ38QicrCTZqaNFTSm2bmsR2RItdDodHjxnKB48Z6ji8VEFaXyvA8h1iAAgyx0p1WZ3YU2JXKOK7Tl4JJwqWlWMggTCv1e32Z3coTUwJ4lnYQTaG7G9wojeKfjXNeO5mJIab0JFgyxKsf0ISzGMN8uilL/P/WzzUS5IpcQZcaq7phdfM9xiS1mNx1HD9kyRFM7n+wBDdEUpXxj0Ojx7yWivx9UppGe7x4nYfY915eOilEq8PFzrEQWNep2nnIPTCSBwMW5/HOIO00SFABqKKOV0SagWUjCZKBVLNqfYpABAUCmvNc02Xn9ueH5KlI+w69F1V2siYpptTr5xy9MgUqpSKDbqSU2LnQUCAPcu5SRbkGgxCoXOIxeljje2weZ08ToqBoqUAgBsOVwHwFMvI5ii5HWtsshy/ZRixU2MGQknmqw8+mpQXrLCEPdndDCj5NlLRuPCMb29PrO+1c5riQxUGemBDKDGNjtWHZBvIqPdgkMwxaaZp4ptJhmFGUrvF4usYMdZ12JHQ5udC1FFWYmIY5FSQQhL7Lr148Jb8PU7nC6JR1f0To/nG/6OEl6ZCKEO60+NN2FInucGfpY74gLwGHhr3Df6vpnyRokJG+1FSnmMm+htRtMTzfjyjlOx6KaTcdvp/fnjLI2DMamYeYU9KUUtNicXaIszExWeyfYi53a665oNypU9cu3VQlvrvoYAcOn4Aox0G9HqOhViUXaFKBWikdlmd+KSV1ZxA3v6YKXAIhZtBpQdazxjs3MjpTaV1fJ/333mIG58Mc8+u2a8+1qWJ6onHKP8wIlmbpBmJ1tww6lyTTP2GzFjhN0Ls5MtSI4zeWoKRSAE7FCl1LSXMscii38zsQ8WCBEAbHw3tHmcD30zEuT7R5DRq7vKGyBJcuRhVpI5qMiOdSWe8f1/5w3j/04R6kodq2+VU1v0OjnVjEdhhG7wsqjhS8cX8JbwAISuoTZ+T2KRle0ZNnuPN/H5AoB/rq85U8oFgcSo1JSSJIkLGWcPy8XD58riS6LZABbM3NhmFzoPqu5JEYgIbG9qjHJkSzQwGfS4bbp8HzhzaC5OKkwDIKfDst/x5/3yWB3l3nOwx9XrSXGWXMOOXYdw5/f2o/VwSXI6YHayRWjm4t+pw8b3/TOH8KhfQLnnYqlKQ9337/YcIywyEQBevWY8P2++ZrhT9Q8JnUe1iJRiexyjRs4pLUhPNPMyAeeO7MXv46xhjtXhwsp9chmI0V5Rze6IMhaplhHvduRFXouRlUkoypQdl2yuhxL5WO2uS6nXAZlJFj5+nTHk5GdOmoHuBgvtOWl+2leFk/60BD+6sySmuR1KPYmgI6WOHDmCggLvGhlE14WFZieYDTzdRZIQdqFDtsgXZiTEbGragROeIsgAhI1Y5OfhaSMdB6NB3+VqmnQ0LTYHHv7vDvzXvUGe4u5wk2AKLAZYHR4xVd02NS3BhKN1rdhQWisXdrQYkZ8aB51OB4tRD6vDhRabQ9Gtg8G6sbD2yAwxLY6ldHluIoENoNUHqnHla2t4iPrp7iiIYAqdN/BIKeUyPLqPJ5Im3mTAJKH2FSBv5FjNk16pcUiyGPnNLpiaCcxwZBsY7pUO4r3HG9pgd8opYbnJFpj00Un58EeTn0gpAJh7Sl888Ml2FGYk4HzRwEs041BNC77bKbdaHsWFw/Z/I8Azf6Nt3BSkJ6AgXdlpZVivFN7BDABOd4sy8SYDjHq5u+ehmha+9gzPT4Ve75kL/jY/h6pb8NmWozxShYldCe1smphj4q4zB+KuMwfxx9Ub3T1uQ2OQW4g2G/SwOV0hG0T7K5t4l7+cZAuu5wKLd/cuQIyUSuAFXjs7UpXVNpl//jDMdRe9B7zPgUcwZidyUYqlK4SSMsLSAIfkJePLO07l4pynppD8fTytw30vjCTiZ9WBKjy/eC9Kq1tgMugwrq8spLeXxsw6NKYlKNdrMRJw+xF5LLEoomBqKn21rRzPL9kDQE6R0ul0itRUX3ugNruTr8lbHz1bce8R69XUuY+5f7bccCCS68aM9nTV/SqN15SyY6s7DY+df3uRxmx9B+Q29Kzrl69IKVEMYvNMy7Vc7lwrf97ffjOW36dYDaTGNjla70Cle1/mjiiwaCEiuG/K0U63iha3nT4Al43vg4xEs2KsFmcl8npKJoOOjwt1oXM2v9lexmzUw2FzhjxOXS4JT379C17/Sa59dXL/TEX9wTa7y2+tQLH+pAgT5Csb2/iefEgv5hgJvGawe9DCX4/Cyf08dZnESKlDNS2wOeV0916pcVwkiaSmFOvi2tVEzmcuHoXrphQpnHLxZgPyUuL4vSDBbBBqbyk7mzInZV+3M9Ri0MPmCP1ezZAkie8rhuen8r15m90V0vVnYlmv1HgY9DrByd/17Smbw4WDVU08wn1ckfJ+6E9w/XLbMf7vScUZvHZYTyJoyXfEiBF49913o3kshMaUCbna4o053OimshpPLRpPTamuv0CI7FOFspo0qKPBOCRcbwAxK9xpxWebj3FBCgDOHSXXy+CbGT8LM6sJoNN5CzasA9+3boFhTGEa37DFtxOdxDbjKap0OWZ8VDVZeR0OFvEU144B9NEGT82EMX3SMNadahffjvDmdEl8zDFxhDG5fyY3dC4Ync+PQWwTvpUfZ1pQx8mobbZhrzvy4CS34WgJIcqKeX76ZyfCKHScsXfQOsBu5swwE7lsQiGW3Xc6Ft89lY8FQBbRAXDBcbz7vIPtYuUxbjreQ2o26nGuu87MiN4pmOgO19fpdNxwZWmehRkJvBZNXDsRfncs2oTnl+zln8sKqrdn8DIjg3liGWINILnrl2wQDc71GERA6OssW1NHFaTipwfO4J2K1N3+5GN28uYHRVkJXIzp7PQ9XhdDiBQAlNFltc02nuoyMEdZ3DTUaybWCRJTl8RaImJnNnYvDDfiR5IkPPDJNmxwR4RNHZjNz629qB4mSmWoRCkW3VjTbOMGODO+2xvbG8tqcfv7m7ixy+pUsTXB6ZJ8ih2sUYVBr+PpqAxRQNytqvdhiWAPIRbmFxHT95iBp74n+bum1c3yeLtoTD7mnORxJCepRMnqJivvZNsvKykqNaXYWEyJM3ql7aQI458XQWeOEh4pFUkNoNiNlGJkJlm8xFPWKAEAJvfP4mKjmL4nSRKvS8OEPlOY83tDWS0XpABP5J14D/a3d2ACrlqUYpGAS3dXwumSkJVk5tkc7YnOLBUvReWwFGtKsX3csF5yursmkVJdNB1Ur9dheH6ql/g6RBgnp/TP4sedpKopxbpAs1SxSGsLllQ1o77VDrNBL6yRoafjMidNUZbSnoqF7Jyb3tmAWS+shM3pQu+0eJ6V0N7YZnuAOWN74425E8LukhnLBD27nnrqKdx+++24+OKLUV1d3f4biE6nTJjUohcjnBQ+SZKwv9LT0jpW6yWtK5Vb0452iwdapu95DHZ5ExCr10grWFg2IHu1mCeHiwHtbDqSLEYv71tBmnyD2upOCRQ9Ze1HYMm/sbqbBWufu3R3JdrsLqQnmLihFtfOzZQVibx5aj/8+8ZJ/Hg9Xnnfxr043tQ1CnKS4/D+jZPwh3OG4OHzPLUmMt0bu+omG6+pMKoPM1QCR3S12Z249J+rMfZPSyBJch0KJiyEEmW10x2hNSJf/l5u+Gtch8QfbFNp9rMxLM5K9DJ+1MVAWeRAe8Ihg0dKdUItCQB4as5I/PPqcfjolsmK+ZCfJm/iP3MX7x9VoIywA3yPh5pmG7a6DV2dDnh4tidNKa4dL3UNF6WURoZotO893oQmqwNxJj36udNxPPWKQltnWc2bPkIxf8CTqmJzerpG/lLRAJckp6PlJHsKN3d2pGqtv2gB4ZqxFOd+2YlISzBHlPLIfqNM1fexa2Z3SrA6XFxEYuMmXHHlRKOVR+qN65uO+RcM58+1l77H1nompjJ6ucf2kdoW3k5+TJ/gRJnlQuHwaYOyedSkmOLt63hqBIFIbQyIAgpLxxzRW2XEhTHO/KUjsy5Ye4838YiX0SqHh79GIZ7oFKVwrE7fY46N4iy5ELpZg7QdNax4ubpuIuAREWpbbNh0SL6m47ijRIuaUh1TmLqjmTYoh//74pM8ZQiShUi4I7WtqGy0wqjX8WiLcFOC2W8DyJ2Czx4mi7xxQq0gX/cLp0viY0ndAZFFBLPUspP7ZXqci+3Mb9boRe1cFDt2sggVvrbxEgUR1JRyxpbIOVnYGyvGiXDfqW22KaKsAYRdZ7ehzY57P9qKs/6yAoA8l9mYC6dxgScFUN5DGGKkjnFNsw0r9nnuQbdPHxD02D7mLo1xyfg+AWuBdmeCPuvbbrsN55xzDm644QYMHz4cr776Ki644IJoHhsRIWItAoOwyQonqKGioQ1VTVYY9DoMyUvhm+hYUK1ZOGl2soV7HVnLdbPR7R3UIFKKR9m4N488fS/Gosm0ghVxfebiUbhkfB/+eFw7NQOYkZlo9l6eirOVAsMpQlvd9sK+be4bolqU6uuOpGHHO9Gd7iEfqz7gsbKCzueMyFPcRNo7FqUo5S2wjC/KwHhVEcteaXHQ6eQbGmsVfdqAbPdxukUIP+N48a7jWFdSw/++YqLn9whlw8A+g0UtmDt4jDvCaMvMingDclQIKzrJfi+rI3CXOkcne9wTzEZe6FYkPzUe247UczFcrD8QSKRkNcGykixY//AMhQGe0M7cbPDjpRYjl1YdkA2NCUUZfGxzT3UYNaUA8M5hDNGIlwUwAxeqmce3qzgFmBHoFSnCjXI7ft4vXzPWeUkUqkMtOMu/T3XNEs1GXsT2eEMbv1+xzl7hesgrGjzFsj/57SmK59pLY/Z0tvTdTZN1XEyOMwpRoYEF+Ar3+L7v7EGYd8ZA/rjJoOepsC02J9KUmbK8jmFagve1ZuO7ttmGte418JT+cjp6JJFS7D1qkZ0ZYoxRBancidBepHGNOw0vUyUcJ3JRSn7fuhJZbJhQxMacdlHjDJsfRxAA5KVY8Es58N2O42hscyDJYuQpRlp03+uKNYC0YPbIPDx+4XDYnZKiDhkbo3Utdl4oeWRBKh8v4YqOrOzBLVP74c4ZnvnE6ru12V0+7xfiODKp91yZysnH5hLgWbf8C9myqKou7cBE/6omK4+8Y8IMO/fI0veiX1tSS649pQiHa1uQnmDGrBGe/UOKECm10n3fGZiTxB0D4YqX764uwyebjvC/fyUIYaHULWVsU6Utx0qkVFl1MyRJFok/ue0UXiYDEMe27+vAonXVa3dPIiQprri4GEuXLsXf//53XHzxxRg6dCiMRuVHbNq0SdMDDIeXXnoJCxcuRHl5OYYPH44XXngBp512WmcfVofDvAVjCtKU6XthREqxIsGDc5MRbzbEVKHzN34uxZ++3MX/Hp6fwj01WnXfa7I6ePQB65YWK4totGAeWVaAksHS1fyJAf4imgBP/RNALszIrjUg5Gv7MVb8Rdn0VRkArC034LmJ+DOAalp8pzO1FyEgGsrBtqy2GOU6ASx6JDvZwg1w5rWUvZMur89kaasA8NDsIbhyUl/hcwNvGPZXNmHbkTqcNjCbrwPTh8jeWqOGkYbBwKJeQumAc/rgHGQlmVHVZMOt0/pzEUZMP2ixOXx68+Xv7Jph+/luwx2QI56mDRZFKf8pTscFEUEdEZLQzhxiY0TdUlysufPNdjm1dupAz/GEu9H1930GvY53p2pscyAryYJl7uKgzBDxdN/rXKeA5xyU46eXO2WyvK4VJVWyA4l1MxRr5IUqEjBDXr3O6fU6ZCdZUNloxb/XHoLdKaFvZgJPbw03xaWi3pMuqIZHI/qNGJV8Hmt2kkVRS23qoGw+/9rzNlc0+E6XZO+1Ox0+RTKPeOg9z9n4/mp7BZqsDmQmmnnXs0iK0vPzV42NeHenWlYjTWzc0N59zl/0VZrbiLc5XWhss/Mae0wQ0LITMcOf6AYAee5U3A83HAYAnDEkh//GkaYQAbFfU8ofOp0O10wu8nqczb+KhjZ8u8N7DQ5XPGUNYrKTLV7PJZiNaLPbfI5FcR1R//79BOeiXgfMHC6Mb+YI9DO+/TWIYXt61nTGZNDhVHc3TzanIyt0HluRd3EmA564aKTX46ID6Xu3c/OMIZ7oO7a3CnWcsKYpAHDZ+D6YM1YQpUKoWwrI+21mvzJnRKw0jmLp+v1ykhSCFND+vYs1dohT7Xd6EiHHh5WVleGTTz5BRkYGLrzwQi9RqrP58MMPcdddd+Gll17ClClT8M9//hPnnHMOdu3ahcLCws4+vA7js81HeZcKuT2657n2RBKrw4lPNx3FhKIMnsb01bZyAMAM96Y5VhYIAPjv5iOKv+dNH8D/HW6h82arA3/9YR8G5iThkvF98PX2ctgcLvTLSuQdZIxRCIePJVidAYvKC95ey3p7AOHh1IFZfLN+++kDVFEegbsr2fwYh/2yE3nRaJNBhxmCAcBuDr5qJkiSxI1+tac/IchIKb0utE1OUWYiF6UuGpPP07ksgiHVZnd6iVIsV/2BWUNw89T+iucCpUo0WR349SuruAcHkOs0sJQ4LTq1hAKbp8EKeYBsnH15x2kor2/lnQwBeRywAtz1rXa/olRXrU0yssBTBHP64BzkJHuM8EApTqygsVpIBdqPbPE3h8SUgHWlNdDpoCg2H66RyQQW9fcB4KJUQ6sdR2pbeLTRme70EmYIdX6klO8ITSYqsojmeJMBUwcphbxwRCl/vxH7zspGK15dcRAAcN6oXnwNDVdcYa3hfTWXSGgnqsffser1OgzLT+XRb5f6iLT1Z+CwNuLZPsZ3gtnoLr7tP7LDl4DCotpYVOL5o/P5um02hJ9qFiiS6JT+mfh44xGYDXpcOsFz/u0ZNv4+M9FiRHKcXFz8i63lKKlqRrzJgLPYfGFR41qKUk62B/A+PybKMsRojvYcJcHgjLHIlkhh6dwlVc28rMD5oz0OtnDXYJbW6kuUCpQCr4iUUv0Gw/NTUZiRgEM1LZhzUgEvoSB+pq85KkmS38jT3unxir9PE2rb8TmqQaRUKHuPrgi7Vx+qaeF1h8W5Z3bvB0NdB1jH3TfmjscZQ3IVz7UX+bhqfxVa7U6cMSQHOp0OP+6pRIvNifzUOF5DzRMI0bUzT3gNyQDzxZ+TmzuwfKyXPYWQFKV//etfuPfee3HmmWdix44dyM7ueu0Kn3/+edxwww248cYbAQAvvPACvvvuO7z88stYsGBBJx9dx/HU178AAE4bmIWclDhFXQ1XO0LSS8sO4K8/7EOC2YAPbj4ZdS12fP9LJXQ64MIxsqERK1FAkiTx7hK/GtsbM4fnYtaIyG/U76wu4xv7fZVN+N8WuaD3JeP78E2+IUauUbTggo1K9Rc90S02b1HKs6n29hbEmQz437wpOFbXilFuDwojUMqcw+niBcnVm/U4kwEPzBqCvy/bj/87b5jCwxwo4kT0uqm96/FMIGsnaivUDc6sEXlYfbAacSa9wltqMep5ak6b3YVkVZDAiUbfnQeBwO23tx+pVwhSAPD7mYP5v6NVt8dfh9Bw6zvlpcbxYt4MnU6HzCQzyuvbUN1k8+p8x7B30a47M4bmondaPBra7Lhb6IQHBE5xYo/5KhYf3066Khu3ahEhI8EMs1HP5+5pA7MV15unT4SYjsOMCF+btOxkCyoa2nCi0YoXl+6D0yVhyoBMT02/KBRuDgd/YkfvNKURdfG43oqmBxajHo0I3bsfSJTqnRbPU+/1OuCy8R5HHVsXQxWYA3l320+p9r8OXnNyX9x3pA4zhuTgtAGe9J72GlqwNTfe1/gOcDyBBCKW4s1gbdjF14cT1WMNcB/4/azBSIoz4vTBOYootPh2Umz9ReYBshDU2NaEh/67HYCcYsPuv9FwMLD560voY2nUgGzAnSk4g9qrKbXwu914b80hPH7hcFw4prfP13RU19SugrjeOlwSJhSlY0COJ1Ij3ELnbJ6p60IB4nzyjoQUI9PV93KDXod3b5iINQervX6/QI4RcWyq52leSpziHnTFRM/aZmknUmrH0Xrc/59tmDE0B/ecNcj33qOb1ChjTRTY3BrRO0WRcRDuetZkddcHjPd2TgQSmXdXNODK19dCkuQo/ssnFvImLBeM6e1lT3W2k6k9WCSfOr0UCNx9z+F0ceHT19rdUwhalJo1axbWrVuHv//977jmmmuieUxhY7PZsHHjRvzhD39QPH722Wdj1apVnXRUncOYPmmQADxyrlwoOZT0PeZxbrE5ceE/fgZ7+SXjCvhNLlbaczZaPaH6T/5qhFens3BD1lnOPgAuTvXLTsTcU4qEz46NaxQtPPVClAusTqdDvMmAVrvTp2Fh55sZ3zf/rCSL7yiPAB5kRSi5jwX/pqn9cNPUfl6PxwUIJReFKnV6UXutX/2lrbTHVSf3RZLFiMF5yegjGEpi211f17SVCxHeS36gDQNrGZ6dbMG5I3vhtIFZPHUP0N6QabE58OuXV6PN7sS/rh3PBQYG91ZqVCeEi1LujlW+6Koe95Q4E364dxqcLslL2A00F/zV8QE848NfR0ImQKjnkNGgx7BenlqDt05TzqXwI6V8p+8BshG2/Wg9nluyF7+UN8Bs0OORcz1F241doDCqJHk6vamFtTiTAYNyk3inwrmnFCueD7cOV8D0Z0EImDUiD4VCbRdPTaEQhcMAaW+e9L3AEaO+jvXicQWYMTQHKXEmRYF/Jn75T4HwHUmhOB5fRnQAZwjrVArIjj5W50Q89kC/kz+R3R7gt8pJjsOj5w/3ery99L1Av39uShwfb2ajHnec4StqXMtIqQCRYAOykBInR67NO2OA4jXmAJEVdS02/GPZAQDA7z7YgpzkOEwWaksyPBGuPcPAsxgNKM5K5F3LbjpNmzW4jTsGfN0v/AvEgcY2IJdNUJdOAELYx6n2Tga9DueN6oVPNx3F6D5pin0Ke63TJcHhdHml4r/84wHsKm/ArvIGpMSZfO4FmRii1d6js+idFo8Es4HbRTee2k+xNpnDdOawOkm+nF2BROble05wG/Opr3fj2cV7YXO4kJloxs3C7xArgRCe7AnvcRIogl0c2772Oz2FoGeX0+nEtm3buqwgBQBVVVVwOp3IzVWGDubm5qKiosLne6xWKxoaGhT/dQdevWY8/nXNeL7o63Q6nsLXXqTUfrchmpZg4ovFnLG98fiFI/hrukoR2fZgLYmT44w+DfJwF+Cj7tbjZw7NxYjeKbhoTD4W3XSywjtriJFrFC38pbYBgdPb7GFGEQVqZy9uxEIRguJ5qoivGiTyYzqdd3h6guBBlHyIwOFG/Bj0Olw8rkBhFDHiAoQG+xMIxff5OscqdyrMWcNyMf+C4YrURvH4tYpGWbb7BHaVN+BgVTPu/882r7XKE2GmjUCU6e5QVdlgxa5jDbyFtYi9CxfMjTMZfHZpCfSb8ugjH8ZC0HXZfLz3jjMGIMFswJWTChWdf8TX+zN47U6Xz3liDTBu892RASyl6v5Zg3mdHyB6UXy+2He8Ef9acZB7SRl2p8TvoRaD9zr4+5lD0DstHg/PHqoQjIDA6XR2pwufbDyi6HDKsAUQ8uac1BuJZgNS4024f+YQn98XbjF6X9/XXvpeIAEFANISzF4dWOPMnihAn2MmQMpnoFp/gTp7Fmcl4vczB2P64Gw89StlnZb2anG98P1ejHj0O3zsrp0U7Hf6o71IqUC/P+uwBQBXTeqLXqmeaD3RQefruvpDkiS8svwAXl1xwGu9DhS1lRpvwufzTsWim072qpEUqP4R60bIuPmdDYqOiwxeU6qLOROiyZWT5OigM4bk8LRMhmechhgJGWA+BUzfC3CvCES82X+0rmIf5+Nzn7hoBP5xxUl4+7oJCke86BDwNU+3Ha3j/17wzS+8XIlId6lRptfreAfFUQWpijR7IPxuooEi6gJF44vzWaeTf+OizAS8dd1ERUp4rHTfCxg5HGC+iKmloc6Z7kTQkVJLliyJ5nFoitoj5c9LBQALFizAY4891hGH1ekYdDo4JClgpJQkSWhqk436b353GmwOFxLMRq988lipKcU6dbCQVTXhegdZXZYHZg3GQFUxO0asKPuR4HC6sGzPCYwqSPUqdGsNEJERF8Bj3Z6h4o9gUjP0utAKVgdK37MK6Ynq9SUtwQSdDnBJcotudWRXuOl7AY/VaABg93msrYE2DAGMX3Yt1d3PGFoXxxU3hxvLavGfTUcU9WQ8Yp421439Ln/4VE5nsRj1eP7SMTh3lCfF19lF0/cCETBSyhEoUsq/wesSWnz7MqJnDM3Frsdn+TyeQEbmnopGXPLKKvTNTMRHt0xWCPuBIqXGFqbj7dVlAORC2NdPUUYadVRNP0mScP3b63G4phWrDlThzesm8ucU3k8fwtpZw3K9jEdGIJHorZ9L8eTXvyDBbMB3d01VRE0GWj/7ZibipwfOgMGg82qpbmnHGDla14rjDW28QyAjkGe43fS9MERmNm5dkvx+9dgIGCkVQHQNlPYIyK29fRHod2qxOfDi0v1wuiTc/8k2nDEkR1E/xxMpFvz5i+fga28bKA3xiomF+M/GI+iVGoe7zxqoeI7NaUmS9yzBOky+21mBp7/ZDQBIizcr6l8FOhZA7gxdlOUdLROoWxerqTi6IBVxJgPWltTgujfX4alfjcTlQspWV60FGE1uPK0fZo/shdyUOK9x0Z7o/NO+KuSnxaGfKjrZXw0nILg9V6gOpEB1d9h8Meh1PsWhBLNRce9miPcrq90F0RyQJAnH6uQxNX1wNpbtOYE7Fm2CwzVGkVoYTpOVrsrCS0Zj1ohemNw/0+s6sj1dKPXcJEkKmDYdaI95wu34fObXozBtUDbqW+3on53kdVxdzZ6yOVywOpxetUgDzxf/ZRWswnyJdeEzErqVHJeVlQWDweAVFVVZWekVPcV48MEHUV9fz/87fNjbm9Vd0AcxqW1CXmuixYi+mYk+Cxx2tQXCH0z08BVSCoRXR8PmkAsjA76LBTPYNers7k/R5OUfD+Cmdzbgwr//7BUl4DF+fdeDATydwETsYRSzBjy/MRNVRcIVuthnNlp9fab/Iq4WowG57sJOF/79Z9z70VbUNnuicMI9x0DwOkI+Uh4CGWqBQqs988e3/8KToqrNOlDVyIpwy7vGhd/tUdzAeQi9RhvDYfkpir+tDhfu/XgLLxQrfmdX674XCEsQYqqvcRuM5xsIfR4FSkV7b00ZGtoc2H60Hm/8XKI81gBe+pnD83BK/0xMKs7AXy4d7RVRw9ffKEdK7atswuEauZHAsj0neHFuIPwITSCwEbnkF7lrUovNiX+uOKB4rr21Lj3R7CVIicfn6/uarA5c+PefMeelVXh3TZnq+3w3tAA860aTj/UT8Pw2odTQED3QvsZ3WxCRUqHWlApEIMH14IlmvkeSJODtVaW+v9NHFJ0/RMeCrzXbX/dFACjMTMC6h2bgiztO9TKmTIIwFsp+6Cd3uQcA+MeP+xXRUp6xGFo6SqBuXazbY9/MRLxzw0T8elwBXBLwx8938nVbkqRuE9kSKvlp8T7POdB68s32clz1+lqc9+JPOFLboniuLUBkLau/2dBq93ou3EgpNi5rfUQtB2pGEAijQc+viVp0Z12gAeCFy8fi0vHyeHrw0+080wLoPpFSgLzvnDUiz2fdI3MAR6PLJeGrbeXYK3Rzll8r8WsY8h7TKq9XSRYjclPiMCg32ec17kqBEDaHCxf8/SdMePJ7/LSvSvGcJ3LY//7Kl1PEs9fpual7QDcTpcxmM8aNG+cV1bVkyRKccsopPt9jsViQkpKi+K+7YnB7TgJpJM1Wz2RJ9GOIAl2vplRlQxvu+3grPtt8VPE4Ox9fKS5AeHU0WDcSo17nc1FneLpFdP4iGi2+drcermhow0cbPF0OnUJUha8wVubZv/W9Tbj81dU45m59DYRvHLDPfO2nEtz1wWaUVTd7PjOMNAnA01b8hA/xzF8hdwbrUHe0rhWfbDqC+z/Zxp+LhtctUPpecF4s7/exDYM/UZeltEXSuluEFcu8ffoA9E6Lx4lGKz4S0l60jjCbOTwXye6uVJ/dPgUTizLQZnfhzZ9L+WticTMaSFxqC7D5SXCvk3Wtdhw40aRI44mk5kGglADWJRYA3l97SLFeBupGE2824P2bTsaHt0xWRJ8w2BiJ9ia2rFppxInCA5tTRr3OSzRrD3MAjzWrGwMAn2w8imZB9Akk5AX8vgBG69qD1TyV9+9L9yle41kHvb+vwN0Ra/vRetz1wWasK6lRPB+OKCN6ktWRtor7jg/jiO1p9lQ04pDqdwv3HhEowuyocF8DgHfWlCmuXTj3uniTgR9jZYN3LTx/NcwY/sahuKaGEjnOOrsC8lxYtqfS8zlhigiBGiNUuO/FealxsBgNWPjrUZhUnAGbw4UP1h8CAIhTvidFSgXCHGCv+78txwDI94vXVgbvGChylwd54qtfcOk/V2OfIFaE+9uzNWPH0Qb88MtxxRgQo0lChe9zVEKnKJgnW4x4es4ojOmThhabE4vWefYejig4Ersige4D7687hNvf34QL//6zQrwURZbA0fjeY6+5ncABhicQovNtzvWlNdhd0Yg2uwtPff2LYp8UqGZnYgARN1Cqc0+i2539Pffcg9deew1vvPEGfvnlF9x99904dOgQbr311s4+tE6Hd4OTJEiShH+vLcPX25W502xzG28yBDTC2MLcVQSXv/6wD//ZeAR3f7QF+ys9N8Z2I6UCpHhYHU7Me38TfvveRsWmn4lSvupdiDCDPdrpI52FJEm8EDYAfLrJI0qJwoivxZm1eQWANQdr8Mf/7eR/28M0DgYKnWY+23IMv31vE/faBipiGwjW1rWioU0R6QQEjpQCgMsnymkMLCpsya7jPH8+Gul7Hq+ld1RCW4A897gANUqYqJHQjqirleHPNojpCWbccKqcjiUKzVpHLRWkJ+CnB87ATw+cgTF90nhhzW93lPONRiyG7ee4uyxW1Ld6PRco3YoJqScarZjx3HLc9eEW/lygFt/tEWije1Qwao/WtWJtiaeJhKf+Vejew47qvseuMYuaXbzrOJ9v7aWEBcKfkGd3urhAlGQxotXuxOJdnujwcEX9QDWs9gl1P443WLHqgMc7HChSqlhIzfpsyzFc/9Z63glUPFZTCOlrOp0Oue41laVyqY8F8D2++7vrdr27pgzTn/sRy3ZXCu+N8Lr5cAYwZ8vM4bnITbGgrsWOFUL9o3DSF/V6Hfq6C9RPXbgMj3y2XWEUBep4FwhRvAllzjBRakiefP/9fOsx/pwtgKgciEDpe+ruVjqdDldP7gsAvBaQePyx5EyIJoEcA6LI/dmWo4p1OlA60qA8z55rXUkN7v5oCx+LgTprBqLQ7Vw8WteKG97egDsXbebPhbuPA8SmC8r9EdvbJ5gN0LudB9e4x9MX2zxj2RmDzqlwCBQx+91O+T7TancqImbZ/c6g1/lcyzw1pbw/k11/f4EDjK4UKbX9aD3/967yBuw46nGsBXKk9XF3eN5X2YTHvtipiMgPVOuzJ9Htzv6yyy7DCy+8gMcffxxjxozBihUr8PXXX6Nv376dfWidDltLnS4JX24rx8P/3YHb/r0JS3cf569hqnWiJfCi35UWCMATQi5JUETsNPOaOH6MaqN/w+XLreX4cls5vtlRgdd/8niPmNCV1M416krKfjSobrYpblw7jzXwRVYUpXwtsr+ZUIhxfdP5BuSH3cd5WL49TBFgfFE6pgzIRHqCvFndVd6AdaWyZz5c4zA72QKTQQeXBIz90xIs/G43f669SKkLx/TGuodmYO2DMzB1UDYA8Llmj0JKWL67xfzh2haFkSLm+7MiwSLp7mKS1c3e4fLci+VjQwqEX0z6xR/24fSFy7Byn7JALUu9TLJ4akNsOlTHBcH2OjOGQ2qCiRs4pw7MgsWox7H6Ni64xmKkFNv8fLblGG55dwOqmzxCQKA6TanxJgwXUhr/t+UYT0cTjXZ/NRr94S/qx+504XijPO+nuefID7+IQkF4UT+Ap0uSlo0mfDlhmDByzog89EqNQ5PVwUP6wxWI5PcYFJ/BqGy0QpLka3rdlCIAsuDN4JEyoUazBUjbOKAqLs2MEyBwek+cyYCrTi7kzzVZHfjPRvn+7HJ5UqxCj6aQx/ecl1bhTSHlM1BHVAA4RejS5nRJeOa7PV5GdKi/FY9QdXgXCGf3tPy0eJw7Ui4oLF67cL9TbHTx3ppDPn9/X6JcIHQ6XcAxIEmSz0YQTHhj3d5++KWSn1egVMJABEr75NHvgqPxtIHy2lFa3YKqJqtinnbFBhWdgT8HrCRJiqiXuhY7NpbVApDnaKC901lDc3HGkBz0y5bF5x1HG7jBHk5qLgD0z07CYKFO63c7j2NHhJ8JyHU+AaC2WRml0uRDFDnD3blvf2UTd0KzMhxdrQuv1nhKmgS+D3y51eO4Yw7NeJN3fVX2OOC7hiyz0dqNlOpCmSflqghYlk4PBHYAF6TH8z3zmz+X4oa313PHeSDnTk+iW67Wt912G0pLS2G1WrFx40ZMnTq1sw+pS8CMKpck4QdhEr29yqN4B6taM8FFktrv5hdtHE6XIoT8e2GD1sK8IH4EJFMAr8CGMk+qwX83H+ULMFtE4wOkNwKip77zF9FIOXCiCSv3nVBsusvdxSFzki2YUCQXv2Ue9DZhs+0rmiw90YxPfnsKVtw/HWP6pEGSPMJiuB5rk0GP926YhE3/dxYuPqkAALgnPNz6BiaDHlPdG15ArqHF6gy0FykFyOl/er0O0wfLn7HSbaw6oiCu9HaHvT/9zW5c+s/V/OZodbh4BzBf3k4WDeYrFYRtNvyJ1J5GAcGP8fpWO55bshel1S1eHfZY7a6kOLm+QD93pMUWtzBij3Kb7ziTAaMKZIOPeb+Y4RxLYftirazvdh7Hc0v28r8DdWIEgFeuGoc/njeMd9D7wh35wI2TMK6Dv9RSJrCYDDpc5i6QLAqVgQS09jDyemfaOAXWHqzG8Ee/xc3vbFBsjCvdkT95qXG8DTmL9gp3LQM8To8mVa0+VocvO9mC093ryuoD1Z7NrT287wwUKcUis2aPzAMA/LxfiGZrZzP9xEUjsfOxmXjyV3L3Xrb3iKRGmTi+H/tiF+/AyI7FX7HYsYXpeOf6ifjLZaNhNujxS3kDjxIJVyBigrbTJXnVHmxo80R+njYoC4Cc+gHIYkC4KYMPnjMEF47JR647IvLTTZ5o0nBSIhnMYLI7vNfzW97diDGPL8EH6w4pvotF054xJAfpCSY0WR389wjbGeSOOqxqsnoJfR7HqWf/lRpvwqBcOQpu86E6hbO0u4sIwcL2Keo1uK7Fzve0bH6zNVico/4Knb8xdwKW3ns6zh0pO5GWsj1XmPNJr9fh3Rsn4u3rJ/Iucd/sKFccTzjrKevkpq5V1SzUNGKkJZjR3y20bT5UC5fL00W1u4uc/mwiu9PFU2cBOZLtoHvtZGuArzECeLIFxChZBrPRktqNlNLeydQekiRh3/FGL6frMbezYWxhGgBg+R7viFtfdoHRoMdvp/Xn94y9x5uw5qByr0CRUkSPgafvuSTsrvCkuK0+UM2Nz2ZeQ6adBUK40XdktFRlQxtW7a9SiiP1bQoj4WBVM9+4txcpxdRsX3V4Dp7whDSXVDXjkDsKqJVtitpR9tki2hWU/UiobGjDhX//GVe/vg4fb/REobEbVK/UOIwvygAAbCqrAyB6C9pfYiYVy+/d6BYB7RGktul0Ouh0Opzcz308h2SPX7j1DQDgz78ehT9fPBL9shPhkjye7vYipURYxyq2WY/kHP1x6oAs/u/1pbX43xbZUBFDpn3l+7OuiXuON2Le+5t4EX+gfQHWGEak1PYjntDn8vo2bHT/RoAyUgoAxrhv+pvdopSn+170DI3B7pSEXyoaFN8ZS5FSxVmJePT8YVzU+9/mo3zM8XQMP+O2T0YCrj+1mKefrnZvmiKJ+mHRi2qDgNVWSI03Ybxb2N5X2cS914E2eO1hEiIDQmlx749Xlh9Am92FxbuOc8MLUJ1DX/kcNrgjDSIR1VjH2JoWpSjFvi890YRRBWmIM+lR22JHqbuGni3MaIIU90bZV72LWvcxzBiSC50OOFTTwg2MQDWlGEaDnouc247Ww+ZwRSRK3TljIC4c42llzlLH24JI95w6KBu/GlvADQo+vp3hRfXEmQzcy1/nJwojyWLEuL7p0OmU0TxsWIZ6/jkpcfjr5WPx6tXjAQA/768SPO7hz1OTnxSvgyeasNjt7Hvmuz18TRSbmyTHGTG2UDn+wx2LWcny2G+zu7yipfw5Tof1koXK/ZVNij2XIcSozu5Kmnt+16nWExYhnRJnxBlDZBGICaftRbyLTHTv4zYfqgMQWYmCnOQ4TBuUjRlDZZGfRW6F29EPENbTZrUo5Ts7hEUj7qtsUjQr6u4iZ1KcPK/UAvvxhja43BG6bC1f5XYke2qW+v6t2R5zx7EGxfV3uSS02IOzOTujudarKw7irL+swJWvrVU4T1kE7EXu7oy7yhv4XPEUOvd9D7rn7MHY+ujZ3HG+Yh9zxocfFd6d6Nln38PQ6zyTWlwYbE4XjwpqtoaWmsY+ryNotTlxwd9/xhWvrcVLP3o6DrEoqeKsRIx030hYQdXWdmpKsY14vY+NONvkM2N0Q6l8Y2TCna+i0SJadybrLL7bWcE3hm8IaYzcGEswc9GFiUCBiv2pYcYBC/uOxPhlnOQ2DrcdqYdTCEEP5zOzkiy4bEIhvwGtK2UGZ/uRUoxBucnQ6YCqJhtONFp5ZJGWG5wpA7Lw5twJOG2gLE59s8OT/w/Ic9bXBrE4KxEp7o3Il9vK8bcf9vHn2hNgA6V7ALJnTN2VsbJRWQdmlRB1wdafZPfxsDolB92pdOHWGwuFwXmycbPXLdyz9c0UYx7S66YU4/t7piEtwYRmm5PPL75pamfcjnPPoT0VjbA7XRHNIealVhsEjW3s9zYhJzkOvdPiIUke4dIaoJNNe4iGS6T3KEmSeLQeAEUtxiZhzI7ukwYA2F3eqEh9CeeaZfJrpvQui0KHyaDnqS573OOVp0yF+J0ZbqOtoc3hNZ9Z2lafjAQMctfuY2u91RHcWl+clYj0BBNsDhf2VDQqa5SFOLcyEs346+Vj8dfLxwDwCEvWAB1f1bDxvfOYO8oqQFfK9vAIiMrxzaLckuKMSIkzeWqKHG+KSJRjDM9PgcWoR6PVgbKaFjhdni5Y4c0ZFi2ndNKJNVRqmm08LZ5FgiWaDTAa9BhdkAYAXpFSoXe9NfJ7wMj5i7H6gHiP8J3uU+guun2opplHR+p1/gu79zRYmr56jNbzfZyJRwnvOtYAl0viAqdBr2u31MAY99q39UidHAWowT5uTB95jm7XYB/XK1UWRh75bAf+sWw/f5yn76lEkb7u8VRW3ay4f8TaPiBUmANJLV4ed0fS56RYcFLfNACetZPtKXw5PQFPaYn9lU2YtnAZj05tczi5MN8VS8awullrS2p4RBPgca6NKkhFZqIZdqfEG7YEqtkpMtmdSs6c8ZHUz+xOdO/ZRSgQI6XYpGIbM5aqwiOLgiw6B3RcB76f91fx6Jw3fy7h3jp2LllJZu7dYBt0T76y7/NJ9SNKuVwS9wSf765twyI6mLIfqDshICyiUS60qyWHa1q8PJNiEb/dFY28o1CDe8OdHGfEiN6yIX+wqhk2h0tYmNtfYAe4i8+WVsm1kLQQHvpmJMBk0MHqcOFYXWtE3mMGE89YfYNQbiLxZgP6ZrAih41C8Wxtl+DpQ3Jw/8whAGSPpSRJ7QqEZqMeC+aM4ml8X247xr1CnkgpP933AjQK2HmsHqcvXIZJT/2gaD6gDuFeVyrf7J0uiX8fi5TybAzlKEWtC537oshdRPiYOz2VpQwaYtBDqtfrePTONlYbKkDNA5HeafFINBvgcEkorWr2RJKEI7C403FW7qtS1C9pFNYQwCNCsnpekaXveY4zlI3smoPVePi/2xXdOysbrTxaiL2GRV+JIlGhe91ptTtR3tAWdk0dwGNEvrfmkKKweCOPJpTvXZ7IPnmOhRsVmhpv4nUn1U0d2LmnJ5gw3L3Ws05bgWpKieh0Ogx0C2gHq5oUtQPDFQ5YhO7u8kbFfSeY8TLIfSzsPMJNpQOALPfaedE/flakn3LB0r2eDXTf6/afaFI1DghvPTMa9Pz3313eoPjMcOYpO04WscrYr6optr5E3gt55q88FvvnyOv1QdX8DedYxMjfJ77axf/tqemp3H+xdbu0qoWLCN091SoUmGNAXRdMjPTsl5UIi1GPZpsTpdXNfI8TTMQ7m091LXbUtdgjmk+MATlJ/HiO1bVG9JmThXpyC7/bw8d0s5/0MXE8ifubWIqYDoe0+MDjJC3BhOH5sp3FRCmxppQvRhWkordbmGpsc+Cd1aUAPAKzTtf+fiSaNXolSeL2DKOyoU1RFmaxUBaGXYuUeI+Qu5PZBUE6aVhk597jcpfjSKLCuxM9++x7GCxSqr7VzhfZKe4bP/NsNfvxGqgRb/ZaR0q5XBLeW1OGb3coOwOykHBAjjjZ6vamM0U/Nd6Mwe66Aiw9scVPaC6DiVINbQ5FikdDm523FWZFqlnkRHvRV4zOCDeNhK+2leO0Z5Zh5l9WKES6PUKbX8ATSs2Mo5Q4E/JS4pBgNsDpknC4tsVj+AaxwPbJSIBeJ2/gTzRZ+diMRLAxGvS8iHppdbMmGyTW3e9QTYvbAAo+UgqQzxOQxY5oRvwM6ZUMs1GP+lY7Dte0eoqcB7hJnjuqF1Y+MB0Wox7HG6wo46mqgQXYQG3r/732EJptTrTYnPjXCk+EHatPw9I2fylvhCRJvFYI4AkhZ927SqubZcGyA4qNMo/qMXdXNU+kVGxuRpkQsF9lKLa3adLpdBjgfu/e400RdYfJT5OvaWObAzP/sgKH3CKjJ1JK/r2L3L8386RGUmchnG5izVYHbnp7A/699pCi6xOrt5YcZ8T/s3feYVJV5x//Tt3eF1iQrlIUrIhiQ0UFRWNJ7N1oYhJ7jSURk59iEruJJia2aATsBRVREBBBeu9ld1lge69T7++PmXPuuefeuVN2Zra9n+fxcZly55ZT3vO+3/c9dqsF5Y0dvK5Ei6D2cgjjzl7B8RCLoTla2Nnq+tdX8oV+i3TP2LhUIt2zaAtdW60Wrvg5ceYCbA0uOHx+1WAP1FoJzLEsvT3S9gQAI4JO5pKatk6lVDMG5aRyx2lpbWtUY/LhQVthZ2VwR9ROtDXm+AWAh4Q6edyBGHxWLACzp0pVSlks2rYaLcyRu6OyWaNwisURFEo5XhLsr6xtM2U9twHSAtc3sjB4fdWtWrVMDM/48QuPxK8njwQQWPyyguotIUpMsB0Jy+rbePCitzsQooHtDvrj7lrc9s4a3ldY385OdcBus2JksH+X1LaiI4riy2lOG69xVlqn9m9HJwKBNquF200lta2dUkpNPbIIf7roSP5vtjmAUaFzQG1P++rapML5vbtNsYLwi3ZWa3bXbhScl2wzlB0VgQBrOBszxW7D3DtOxQNTRwNQ647xnQ8dtrCBiUQppfx+Bdf8ZwWOfmK+ZgfxvcKOlICafeMXagdmpzr4fFhcwzZ5imweGdkvA1ZL4L5WN7sofS9I3776Pgbr1GxRmO60cfUHkx62hHHiMMTxI96DxP9WlOKxTzfjtnfXagqyixF2QJU9NrQHPPq56Q6+Re2OSq3yK5TSQyxS+vkGVSHC0kyyUux8ccAG6EjT98xUJF2JoiiGu9q8siggaT7Q0I4PVpfx11lhbybPXhdUjPFoQaodFouFOxCKq1VjJpKFSordxot0l9S0xUXVBAgOjZrOGTOMAdkpyAg63vbVtUa9YB6UE7jGQMQv/ul7DIfNyqN8e2tawha2ZqTYbXyBs+Vgo8ZRFDr9NVh/QIoyAYHC0Ixvt1XyvsWUUicfWgiLJdDXqltcfLHttFm50oEtgpo7vGhq9/ICvIlM3yvKUSN6LS5vj98K+rCg0cQiw9Es3A8tZCkxbXB1osjsuENyMDjYx1vdPsxeFSiWzJUWQdXPcKHPAtGlyMqITm2j4qgbyhqwaEeVJhixeGc1Nzg37G/kitvqlsAYOKwgnRuhLEjRJNVBG1HIlJ+dc4ZPGJbP52dvcH4ChM0Agr/Hxk6mYO1MoevxwaivogAzvtgCIDDOs1uUm+7gdcr2sGcURYrlsMJAfy4VFpidWbRaLBbu6Nld1RK2XpoImx8a2z1o7vB0ao649bSRuGJCoAbbwcYOriBokZ4V6wMHG9o1Dptod7MUYWPkgXr1mNYYHV3MHmqQnFLVwZRrVuOH9QtmAzCllHhPG9s9QvQ/+rZYlJOKh88bi6ODbZKli4ZSSvXPCji+a1pc3Cbt7Q6EaDhqcA6/H/O2VPBdMEVnAwCu6C6tbYs6ECGmvPGd8jo5V4vno9aUiq3e6PWThuOx6WMBAKtLWMkS4+wQ1p6qW1xc2d4X0kFZqp2iAOe9+APv643tqvNycF46nDYr3MHi5+28LlTofp6X4cQ1Jw4FEHiWjW0e1b4Mk5kDxCfIryj6+pI/7qnBsj21UJTAJkHs+KwuMSt4v62iCW1uL1rcXj4fZqXaVZulNrogTarDxsfu3dUtUal8ezPklOpDyE6p/Awnl5OzvOk2vgg1HyQsFgsfJGLdDaGsrg1PfLGF75DGEItpv7WshP/NImWqc6QBANAYVErlpjn4AuxAfTs8PlXNEmqwTHPaeNrSXbPX4z9L9wJQUwJzMxwYWZgJiyWQwlDX6uYDcKQ7FCZCbtoZ/vDZZox7/Bs89ukm/lqb28sdkwAwL1iPyO9X+O5SU4I7S+0MKqd0KocCdXCOpgg4oDpsKpo64lYEnG0bfrCxo1PGDMNisWBEP6bkaIsqRREABgbVIgcb2hOWvsfgz6KmVS1CGcF5jmWS4opmza59oYwGFll3CcoxILAwLhYiTXWtbh55qmlh9WnS+HnuqGg2dIinOmy8fVW3uHiqcCKVUpkpdp7GIjrCE5kymEjYdt0lwUheNAt31mYrGts7pXpIsdvw1V2n4Z6zRwEAlgRTnJp0Y4g2Os0c+rEYajarBWytLyulVpfU4ZJXfsSNb67Ce8JuYjslVeiSnYHzZI7UfpkpXGHDFKQtLm0KIlOFVTR1xLwTHvvOJ789BTMvHQ8AWBasq9MiqW9YWsSBYKpBZ9IAHj1/LFcGryqpQ12rmzsoWA0rtvAsq5PaUwTjCzPC99d3LhVHhCk7iqNUSqU77XwhXt7Y0amdvYpyUvGXXxyFs4NOG1ZzqUWqkVckzHPxUIoBWqekGNCJxdHFVBLvryrTpO+wMZsVOK5qdqGxzSOopQPXl+a08Zo0FU0dcXnGbE7aURGo08Z2+pJ3VC7IVIujM2dZT0y5ThRZqQ789RdH8X+zgG9jm9YpNVQYgyNNRWJo+necgouioyvWwvkivO4fL/FhXEeXKcvcXj8fA3uqDRANo4uyuErM7fVjzqpAgFpM87RZLXzc2VfXptaUChOoz013Ykh+4Htby5t4Xw638x6gOgNjFUGU1bVhynOLceYzizQKMLFeXVWzixf5Z06p8YcE6kYpCrCnqpWPeU67FakOGw/SlMQQpGH3sKKxg5RSQfr21fcxmIOfGdgFGU4MzEmD3WqBx6egqrnDcHvUUKhySnOnS0VjB+ZtLudSTSDgsb7l7dV488cS/PLtVdheoRbM2ywU1Vyxt46nELEaL+cEt4llCwiWvpeb7kBhZgqcNiv8SmBQ6YigfspZQWcLEKjfAQD1wV108tOdSHPauOG/p7qFX0e4RT5LcfR0Qfqeoih4e1kJfv/RRk1tlH21bfwa3/1pHzYE68zsrW6FGEDYsL8BHR4f6trc8PoVWCzAScGcfKa44LLvoDFTFEx7Eu97pAuj/sHdOaoEp1RnjZn+QSl5VZML7jgN+AOFRUW0kwiLQB1oaE94we4RQhpUNEXnh/FisW2a/hqqrWc67Xzh3yzUITnQ0A6/EvgeS21hkW42/hRmpnDVSUlNqy7VhSFuJ8ycFImuFcLazgGhpkBPjbqzsauquQNeX3Rpp2wRXS44dmPtl9mpDlx6XGCzgJ0VgZpCYqFzQN2lp6rZpamPE2u/ZWmnsjL0v8tLeXr2Pxbu5io+lpLGFtYsTYk7pbJSeGHxncEC8Mw5zeZMdg0VjS5hERV79JOppbaVNwVVrqqTCFAN28rmwLjLIr2xjC2HD8jCf2+eiEP7ZUBRAvNAM0/vCfweS2+ta3XD5fVF1Z5E9UG8Fq3cCdjYEZXDFRBSdUWHTgwKMwarE7KrMpCS3CLV/2K/V97YwceyTl9/jt4pFWt7YwG61aX1+MU/l/N5irX/4YUZGBS8ht3VzUJdSQc/Bmv/lU0uvkDrzDWyWkXbK5p5PU9An1Ke7rTzeYrVHu2pY3aiuPS4wZh7x6kAAhv3iLV0uFMq6Fgqq2uLOBWJ0V+Yq+MRCATUPlPV7IqLbcicCAcb29Hu9oVM30tz2vgGL2y3tb7Qnhw2K74QUu1YAElW1LG0yv117XyNFomNyVJ8S2tb1fS9MM4sIHKlVHljO/70xVZNtgcAvLRgF/ZWt6Kktg1Pf72dv87Stxkr9gbm/IrGwJg3ICdVSPVuFjJEAvdBDX63B2q4RuHIHSjYV53ZaKM30bevvo+hKqUCUa+8DCdsVgtfLJfVtauDRJj0PUA/SPy0txYfrdnPByggkDN80T+W4rZ31+Lyfy3nE9WuqhYeafYrwFs/lgAIODz8SmBRcEhuGt8Z0OPzozIoIZ8cjOSWBOW8LH0vJ90Jq9UiKFI6IlKz/Omicfjgtkl8q+uyuja+QwkrNivK7nmdnTD3yGEP3B9xcdUZ3F6/Tnpa2+LCY59uwh8/26zZ2eqLjeV4/PMtmL2qDL98ezVX5ogFcwHg0/UHAASKbwPAxOH56J+VAo9Pwcb9jTxaUJDh5MZhZVNgRzVZKVXEFmNNrqhVREbGjLOTUc5+wUhXVXPnouAi7BorGyNrW5rzCV5jbYtbda4kKJI7OF9VibHzjEQpxQ3S+nYexUp1WEOmrlmtFq4qunPWOu6wZI7QofnpPDLJ6tYxpWa/rBTer/Y3tAupLuoCB1CfY6DeWGKdeQxWW6e2Re1TPXUr6ILMFNitFviVwD2MRsU4MFtV/ahOhNgX7YfkpiEzxQ63L6CkkwudDwg6LVj6DyNWp1SojSxY6gYQ6CMbg4GQvTWB9ntZMBWL7bgnOqVYulixYFQDqjO1iDvWOjpVp4gxojADNqsFzR3e4NirHXcLMpxw2qxQFK2yrzPG7RHBQrbby5t1yqzcdAcfR6uaXFE5gtgYWBVHpZDoOI02GMIWvBVxcLoCEMoHBJSmLKrP23e2mmLGFBqdd8oFr79BKKwf4zFPPlQtLr67qgUri+vg9vp5/ynMTMGhQrqkUSBhgDBHxkPZcpig5mc1Qq0W43R0ppaq4k4pWuLIjBqQBbvVgmaXF+WNHWpaFgsuCoGBaANvPIDUou4w3Nn23c/QNoz9mPkZTuSkOaAogaBdqELngLqBQV9ySgEBh8tlxw8GEKiN2OHx6drJkKDtVlbfFpUan6mwSuvauI0ZroYxANiCfZll5qwuqcOjn2zCoh3aTJsHP9yIN34sxgMfbsSXGwN1iRVFwdLd6tpn4fYqrgRlm/CcN64ocNxSrVJqQFYqX/vsrGrWlC0B1ABmh8ePhja1XnNkTikWpOh8QKG3QCN2H4IVOmcGdr7kcNlf3yZIWaNRSin4YHUZrnztJ9z3wQZc9/oK7gR5f3UZ30p0y8EmnsfOBhI2uXyzpQJen58vXMcUZeM4tmvU/kZUNHZAUQIT3BEDs5GVYofPr6CktlVVSgUHy0HcSFWLPJsZqU67FScMz8c4vqNEIx+w2OKUK2QaO/g9SgszkLJ72GpQv2l3VQuW7anh6ZKMb7dWYsbnW/DVpnKNA+o/P+zFuMe/wZnPLOKqMkVRcPt76/DuT/vw3+Wl+O3/1vDvvL60WPNbrKgjSwFhtYMWbAs8h13BaMHhAzIxPriD4bbyJp661z8rFTlpDm4g7K1uVaOkQSfCgBzRYROd7Js5pSrjmL7H1FfxMmYArRosWoONbbne0OaO2zWGYgBb/DW71ChWBNGooUL9hrYwO1cymGR7+d5a3DlrHRRFwb5gas+Q/HR1x6mqFnh9fu7wLcxUnVIH6lWHeFaKsVKqptkl7L6XWOOQpbFUt6g7BfbUBY7NauH966CwcI2kEHaRoOyIRyqO1WrRRB1lB0t2mp0vYpiDxR7BduShYAb0vro2PicdaGjHwcYO2KwWHuBYuqsaiqKgOKiUmhY0UCubXIFCpMyRmpmipkvVt/PzT3VYeV9WlVKddxIAASOVGfK7qpp1dYosFgtfjJcHF09A554Tmx+2VzTpamZZLBa+cI3WEcT6cqvbx1Ni4hUoiEUpZZhO14nzYUXn9wgOG4tFVQIUZDhht1qgKGo5gs7Pc8E0I5+fBxxjffZnjO6Hd395IiYGdzVcvLMata2Btm+3WpCb5uAKiQMNHYb1nVix68o43VPR6dYibMRjlJ7IdvlkSqmeWgcwkTjtVq6k3lnZrEsxFZ1AXCkVoR3HUt40Nlcn+7d4zHjUG7VYLLwO0L461SllVI6jILhG4sq7PpC+x+iXlYKCDCf8SqCdyE6pAYJ9HY1TitmY+2rbohJBsCC12+fDnuoWXP3vFfjfin24+a1VvH7p3uoW/LBLdT69vHAXFEVBSW0byhs74AzWW/X5FSzaUY0Oj4/bqj8/LuCEY2tQ5pQqyknVpOhxmyV4H1IdNh78YscCIlsXcKVUA6XvMfr21fcx2AQtpu8BwJA8Jtdt5zubROK5ZhHzhjYPnvpqG399dWk93vmpFF6fH2/8GHCOsEnwnZ9KoSiBAQEAHpw2GtmpdtS3ebD5YBPP8x4zMAvjgjs8bDnYyA24QTmpsFotGNmf7QDUwgdLtpAU06SicY7wrZUrmlHXyrbADtwjcXHWHpyo08McU04d8fkVbDnYiJvfWoWzn1uMq/+9Aqc8vRCfrNsPl9eHP362Gbf+dzXeWlaC3/5vLX7/0SZ4fX68v7oM//flNrh9fpTUtuGXb61GU4cH8zZXYLlQTPqnvXVYuL0KuyqbsaGsAXarhUc7PlyzH4qicKfUA1NHwxpUhlU0dmBXUOFyeP9MzX1gEUdmaIo1A9Sdd7QRtoqmDlXCGqnsO1t1osSr0Lmh+ipOx6xoil4pxZzAdclwSgnpkNE8C7bgrmlx8X4VTlp93riB/O+t5U3YWdnCd1cbVpCu2XGqrtUNRQlEuvMznIJDvF2nyGAUZqptg+2+l6j7xsiVlFIWS89e4LDxa399G09biyQix+59XatbdT50tkaIZgzRSuEtFgsfa5iB15nfywkW4r9r9npc+uoydHh8XCV15KBs7pRaXVqPyiYXWt0+2KwWjBuUw6OYuyqb+e57/bNTuVy/qtnFVX+iuo+NZWKKWmfvGdu1Thx3RUcAG1vKgynuVkvnFlCsuGtJbZuwaFWvsUhIe2NqoEgcQZkpdj6esDm9s2OymBIXza6vgGoD1be64+J0ZeNnU4eXL2oyBQeK1WrhdgprU529/hS7jbeFiuCOobGq5CwWC049vJCn2W7a34ia5sAYWJAZUKKzdOCDDcb2IkvRrIrTvMt37nR5eYAz1CKWPU9m4/ZUdWuiYYEBUe2WJSk/alpUZ0O0SqmaFhfcvsB3OztXa44Zr5RAwZEdKn0PAPIzVLU90HeUUkBgLGBrgZ2VLbo0T2Yb1LS40BFmQykRvoZoaI94t/fAsQOfaXf78fy3O/l47VeAGV9shd+v4L0VgdIkxw/Lg9NuxfaKZmw+0MQzRI4dmotzjwwEnFYU12FvdSv8SuCaTj6sABZLIJOoutnFHZEDhDn/QEO7sFul3hEvOqUiWReIbbszOw33Jvr21fcxuFOKFzoPdIgBPGe7g8ujw6WmiZ/57/IS1Ld5MLwgHX++eBwA4IXvdmHO6jKU1bUjL92BWbeeBKfdim3lTVi2p5YXk5sydgAmjgjUKlq+p5argMYWZWPcIUy51MS3Z2cOJ3Ex2yAVahQl+dGkLvGtlSuaUd/KlFL6Y7ZzpVQYp1Tw/pTUtuKWt1dh3OPfYPpLS7FwexVsVgsKM52ob/PgnjkbcMwT3+K/y0sBBNITrRZgzuoynP/SD3j440BB8ismDMHQ/HQcaGjHwx9twt++2QEAuPOsw3Db5EMBBPKmP1kXSMk7Y3Q//Dr4+uKd1VhVUo+aFhdS7FacenghxhQFnH6rS+t42tXhA7L4RLSjookbgczQ5FHLxnZh5x1thK2mxcXzoyN32AS+W9/miZvDhi+o29zoiJNTSowORRvZYKmgHR61lo4jQUYzXxg3u9AW4W6RQEBtyAwvNsGGc0r9/rwx+M/1E3gR3CU7q1Fap3dKHWzs4K/nZ6QEimXmCg6KEDJ65hiua3XxumeJum8MprpkToeeboyyvrlfqJEVycKVLaB9foWnB3fWaDpEVOYG22aWYOCxdE12rrHs3MVgcwIQUNzOWVWG1SWB2mYThuXjhKAiZG1pPR8Dh+SlwWm34vABqkFeLaSc5qU7+HzCFKZikVx2zxrbPXz+iVeK1kExzTVV75Ri82RnUwC4EV7fhpagEZ5p8IzYjn9A5I4QNi6zem2dVa+ytl3X6uLqzkivP48HCjq3+x4jM0Utns5qXsqLXebwZirkeKQi8+cfdEp29pjM9tp8sJEvyNlzY04iUd2aEaL9x2Ohle6082PuDhYoDqXeZeMIswl7ciAhkbBA9MGGDsHJHbjHBUFbjNWZBSLvT5r6j162SUV8+nd9m4cr8zqtrmT2fJNLqKOrv0bmeGA1Znu6HRAtahC6DY3t2k0NxGfdHkXwn2cwNHXw3dEjqSnFPlPX6sJ3wSL9/715IrJS7NhW3oQP1+7nm2T97sxDcW6w9vDH6/bzYPzJhxbyGqerS+p42ZLD+2ci3WnnG+9sr2jiQYMB2Vp1tFxTKvCZwDUxm9lhs0Q09uRnBI5R3+YRakpR+h7RR2Dpe2xxwTpEv6D0v6bFZRo1kGHe7c/WB7aqvvakYbh64lCMKcpCY7sHj36yGQBw3aThKMpJxfnBlIg7Zq2Dx6dgWEE6RhRmYFKwgPbyvbXYVh4YJEYXZeHIoFKqtLYN24OvGzmluFIqzRm8rqDKodUtRE7Dd3Su6KhuEXbfCyqlWLqCsP1peKdU4P6U1bXju21VaPf4kGK34pwjBuC7eydj+cNT8MDU0UixW9Hu8SE/w4nXb5iAt2+eiH9eezxS7FbsrGyBz6/gF8cPxtM/H4/nrzgaNqsFX24qx96aVuSlO3Dr6SNxy2kjkOawYcP+RryyaA8A4KJjDsFh/TMx7pBseP0K321vwvA8pNhtOGF4YHBetqeW1wA6vH8md1btrGzh0QLm5GBFTg80tOsibCw9rc3t49GESCPWzJBvavfErQAsO6aiqG2+s8fM4yl4nqiVUhlOG3emsAkvUYqfwswUWCyB1Fq2cIxEyWC1WvjiY1+wTYRLU0112HD2EQP4rl1r99XznbmG5KcjN92JwuAY81PQOGD/ZgucmhYXdwTLSqnsoNpFrJmWaBk9WwSpqSs9e6pkY2KFkN4VyWIh1WHjxiD7bmf7kOrwUB2R4nzD+hhTmnRmUcPaJOONH4uxsjgQEJkwPA9jB2Yh3WlDU4cX32wJ7DjKdnMb1V9NMxR337NY1J2HmLJXVBGxeUhRVKdmZxdmovqXKQqzBHUW67NMKdXZZ8QWrTUtbp4SJqbV5gVtB217imwclFNjOzsGsuP5FVUhE+m8wxcFre64qdrYs2IFdOUAXx5XSgXunSMOkXGulGvsvCMXCNQdctgCdcw27g/UW2NtjAUSDja2G9bjYU63hnaPcE87dz6sJMOeoOM4VJBRdkr1NSdCpIhObqZWZc/QabfyNlpWF7QdIuxPbOxu7vByO7mzDtLcNAffpKkyTupCsQyDmVqHtSe2HuhL6XuAWsy8rK5ds/seoNpwNS1unj0SSfC/v1B3zCx1UobZIfO3VqLD48fgvDScdnghfnX6SACBWlKN7R4ckpuGyaP645JjA2rPLzYcxI/BelInH1aACcFA1K6qFi6OYMpBJkxYvqeWK7H6Z6Xy+b6+zYPK4BzD7FJAVWgy9W/kc6Gq1KX0vQB9++r7GLLnlqlTxJztSOvIAHpja+qRRbBZLXh0+lj+WlaqHTeePBwAcOXEoQDUxeWUMQFPtqiwqGt1w2YNyEZz053cCbJge6D2keqUCgyWxcKW92ywZPU16lrcwk4I4Zu6uhNYG19M5EvpexWNaqHzcAOwONBaLMCcX52ErX+ahn9fPwEjCjPgsFnxuzMPw9KHzsLsX52EJQ+eiSljA/fk3COLMOfXk3DFhCF44mdH4q8/PwoWiwXHD8vHHy84AhZLwBs/89KjkJUa2HXw+pOH8d/Lz3Di7OCxLjo6uONV0EhmxUyPDw7Oc1aVwa8EnlW/rBSMKMyA3WpBi8uL9fsaAKiRAHb/S2rU7XnZgiwr1S4YDx3B+x7Z4MyiL42CIdtZY8Zpt/JnVB2nqDRbANW3RT+JWCwWdcEdjEAmyinlsFn5bzGnVCRKKUB1QJYEU/AyIvwe2yVs7b56HjFiqVpsoc+2SmdRtvxgkWYAfJteuaYUi0jVCEXHE62UygneO5a60tMXN6wtsJpDKVFsGc++yxzUnV0QHCI6WFx6FU5OsI+xBUhnjLSrThiK1647Hst+fxayU+0orW3jG2xMGJ4Hu82KY4KF+OcEd+th9SOYobpxfwOfF1m7PYQ7HpgaRu0jTruV9xmuhonTDnORK6U693vZaXbeD5l6OdPAccjaU6SRYUCdp9kcG4/0NXa/efuOcN7J5SpMd9w2wzgk+KxYAV1Z+ZkrzQEpcZgDCjKk/h2HuZPtksUWdKzti22xmdeEEZxSbHOBtvjdU/abe7hSKsRusEFHLdv8xtbDgwmJgjulGtt1NaUAtTZXeZTKSzGliQV0OjtXW60WXiKCO/k7Wxs0wvQ9ZtvW91Enp1hvWN5tW1w3Rpo9In7P41MDppFk5rBjs7n43COKYLFYcNOpI/j4BwA3njwcNqsFp4/qh7x0B2pa3Gho8yDDacPRg3ORn+HkAgS2E/lhwVqArKA5q0tVkOGE025FdqqD9w9Wc0oTiErXBv0iDoowJ67Ly1OhySlF9BlsFtkpFegQatqV23QnChnRcTWmKIt71U87vB+eumQ8zjliAP59/QT+OyeOyMfIYK0KALjomEH8u2ygAoDD+mVyZ8YRQbUUS60YzJxSwf9vDQ4QFou4G5G4W1fk9S4G5aYhxW6F2+fH5oOB47KIMEtfC9yjyJxS4kB56mGFOHFkgaHh3i8rBSeNLNDd82OG5OIvvzgKN5w8HFbhezecPBzLfz8Fy34/hRfkBYDbzzwMpxxWgPwMJ566ZBwfxC88epDmuGeN6Q8AOGlEwCnFdk8cW5QNi8WiKYTJ7i+bxFka446gQgBQ20qgXobWOI7UKcUWKi0uNcIWD4cNO251nBaHLN3DJexIFOk1AupiTlVKJc7IYQ60Cr5Qi7AuRLAvlkaYvsc4anAObFYLKpsCzm2LRU3VYjVqVgRVKuw3LBYLBuQE/mZ9XDYOmREkKqUcCV5ssHbDlVI9vDaJ6lhike8o2myGVAOnk/3yEEHlytWWmkUtS2+KLnXECKvVgnOPLMKg3DRcFQyKAMDoAVl8TGeRU+YMZ84oZriuDTrm05023jbZInkXdzxod4zMldReTlvnlCLMCba/vl1X6BxQ5/LKODkORTUYUy+LRriuPUXxjPgCszk+6lVAHZfV84l+84l4BUNY8VpVKaUdz/J524jPnASI6XvxqdMFqDU2V5cG0l2ZnTggOxUWS2BRyWoHGqWvNrR7uFK9s/eUpfyUcPWuuVKqrzoRIkVMwWzp0Dul2PzHxvxIF9l2m+qQV/t359ORWGCK2XGdtQ35DpGCUspozaMq75hSqm+1J+aU2lfXptaQDT4LNh64fX4efIlEKSUq8UpqAv05EhGEbIdOPTIQdM9MsePJS8ajKDsVZ48dgOsmBYLzDpsV049S651OHt2Pj4snB7NzGGMHBsY6NuZtCu7Gy8QIgDoHc6eURh0atLWborNZstMcsEiBfNp9j+gzyOs45jQRC9a1RFFTShzEWfE4xtUnDsW/r5+Ak0aqnd9iseDZy47GSSPz8dC0MXyreKvVgnOO6M8/xyLXAHDEwGzNcQfna9P32CSVnergjhtmoB0Q6qdEsgizWS3cGcMMVGZ8M/WVz6/wgSfcYn1IXjqXqt50yvCwvx8NRTmpfFJgZKU68L9bTsKax87GNKH4dFFOKq6aGNji/Oyx/TE2eE/7Z6diVHABBqgDMqBubc2QlVIHg46OzBS7xtGmc4REaBxnC7VfauMUQQcEp1Sc0mjEFLzyKK8R0Bs5iSzYzSLWLNoZicEAqMYGS+mMxGBgnxsjtJuB2al8gmVRd9avxLY7MDvQpli9ENk4zJGcUlYLNE7aRMAWWczx2NMj7nlS+l40bTbeSimWitPm9vE0G1H1k8uVUtE5U8Nx3aRhfKy6bMJg/jqrMcFgtaQO62c8BgKq44E5FrJSZTWMpPbq5DUMFJxSDPE3mUKB774Wh7GT74wZdHSIz0hO34vm+vgCsyU+Tk5An54aqVJKTPWP12YYbCGj1uST2kbw3lUKKrPOwq6DLQ7jEW0fLdkAzE502Kw8qMDGBDH1KVdIcY+XUooFxVg6WSjbS55fqaaUMWyBXdvq5nV9Mg3UbrEslGVVUzztuHgdkxWmrhDqGhkppdiYx2yPnm4HRAtL4xZ3dWVpa6kOG3fMsHINke+2HejPxUGnVCRq/DSHNgjDgklAYLfcnx6Zgv/cMEFzDrecOhIFGU6kOqz47RmH8ddZtgiDrTOZUooxUHBKsfmQzenimiUvXZ5/ImsntuCOpoDg0IqTvdNTiWy1QfQK5AmaLVQKgwtEJosEItsNQTSmWFG5cBw7NA+zfzVJ9/plE4Zg9qoyKApwSXDnF0BVSjHYIMmiuAyxoC1zIDHFDRC5kTayXwavEwKoxp7DZkV+hlOj1gg3AFutFsz59SRUNHbwulnJwCgt56lLxuO2yYfy+8c47fB+PKIrnuOo/ln4EuX832wSZ8YMQ16MBQbn1qiVUo5ghK3V7eNRzngY6/FWSlksATVYdbOLHzMag40ZPswQSqRTik2UbKEa6bNgiw/mMIhUKQUEUnG3BFWG4qJGVEiKvwGoizhWxDxUTSnmME/0znuAOv4xpWWi0wUTDaudE21bANR2xBx0ne1DaU6bbizNNIg6xiN9T2RwXjreuukE1La4NepRlnbKGB00THPSA2nRbCHUX3SkCsYqoA/isGuoiZPjpX9WCqwW8J0TbVaL5r7IasJ4RFt1Y71B3SDWnqL5PdnJHI9Fq/58IqxlGHxOrCB3PM5HbhtyAWWmBGSpb3FZtAevg6kZ4nHMMTqnlKr8Hpibxh1ggHZBLxY6Z3S2Dxdla+9puELnvWXcThQ5aQ6kO20am98ohbqWjSdRLJRz0hwob+zg343HM2A2ALMNO72LcrA9aa7fJH3PxXf961vtqTAzBSl2K7/+VIdVM9bnZzrR7PLy5xJNiYgdlc1o6tCn/4ZCrOF09tj+ETmchxdmYMmDZ8JmtWhsHnGtM3pAFp8/hhekw2mzcme6qJQaZLL2yZX6SzTK4bz0wIZX1XEMKPRk+vbV9zFEL7/DZuHR1QynTSfPjaTw3LFDAxHmouxUXpQ8Vo4bmof3fz0Jn/3uFI266oiBOZrPMYMv3WnXpMflGHitGSl2a8TKCqboYLDBBlBTjhiRDMBiIfeuxGKxYFhBhu4+3HLaCBw5KBsnjsjHlLGqWk1UUNmtFl5jIFfYeQoI5ZRSiWbxKz5DID6GdbZ8zDg4NHKlY0YqbQf0DpfEpu9pn0W0SilGpEopADhzjNqGxEgWqynFGCBM9kXSIi5UTSlGUpxS0jn09Ii73BaiabNyv4yHw4OljzDEIEgifo9x2uH9cPGxh2ieZ1aqg6eSnz++SPPsD++vttv+2aENVF36Xpr2fnd2LHPYrJp+mZli1wQf5HE4HmOnmRGeH8f2FBelVLo8JkfWZjKdah1Efj5xUkox9LvvyfNc59t3vNsboFdKifbPwGzZ8Ra6/8bjfFidQ0Yo20vuhz193E4UFotF43R22rXOBvkZRpWemyqP3/FTSjE6254yU+yaYJvVYjyGyeNqX2tPVqtFIwCQn21+Row2prSWikQEcZhgQ4plS8KRkWLXzQc5aQ48fel4HNY/U1MD2W6z4lBhzmeKaMBoPjRZc0YxH+ZlyOvVvp2+R0qpPoQ4OeSlO7lRa7FY0C8rhUujHTZLRIP+ZRMGw+X14dTD+kVcNNeME4RFLGNIfhqPqk8cnq/Z/WJoQTr3TIuTltNuRVaqnUcNo3GMHNpfVXSkO22aAaJfVgovksve7+kMzEnDl3eepntdTN8bnJfGJ2OLxYKBuanYWx2Q3WZJk1SebnEQRVpHmoOnBQLxWayI0RUgTvVLdE7PyNuB7HBJrFJK+ywiNRgKM2WnVHRKqRtPHo7S2lZce6JaeH9IXhocNguPYItqAjkKrldKaa8jGXUd5GtOhiMskchOhGjarH4RHQeHR04aNh8IKOoynDaNs1x2oCUjcvi3XxyNi44ZhEkjtbL+w/pnYvnewI6R4iJOVsOESt9jxOMainLSuHpMjuonYiEoq5E16XudaE+JCD7oDfvIjmm1WpCT5uCRfiB+NaUYslNKvv54BCYS0d4OyU1DmsPGFedDC1SVtZnjzWGzIjPFzpWtQPwdfelhdt9j9PRdUxPJIXlp2FVlvLmI7OSMKj03ATaXvs90/pj9s1LUzVwkJz8jWw4i9sH2NCQvndv78nMokMbdSG3FQjnwGUG5mP7ZqXj8wiPQ0ObBGaP6h/18OK6cOJRvviUyekAmrxslqkVlp1S2yXwYjRNXDnKTUoroM4jOGdnDLS5EI1FJAQEFxa9OP1SXYhdPLBYLXr7qWJw1pj/+cMERmvdGFKgOpP7SICdeTzSOEVEpJRtC8m9EM/D0NEYUZPDI/ATJWSguznRKqYzYB+dELFYScUx5ARCVUkrqW4ncYli3UIvwPMU0DSAyg4FhtVow42dH4s2bJvIUACBwnaEW9XI/k+9RhtMG0V4kpVT06BWMnVC2xFmFIzshdUZaEmosOO1WnDVmgE6BITrnWTFUQG+gyjUxEnLPhH4ij7uy4zZeTgnNb4i7DWV0JvgQf8d8XBW6cdrZiyGrAPRKwPird+PR3iwWi2acHqRRDZiP2fG+pwOy5PS9UEqp3jVuJxIzOy5H6qPRtFF5LIpH/06E072/0KZCbewkK+/6WqFzICAMYMjPVl5HRjruykqpSDbWAoCbThmBe84ZldCaoqw+slPYmRdQd1VlaHffi30+zJEDClHMXb0Rckr1IcSBXFZDiINEJFLKZHLKYYV448YTMH6wNpVveKHqlJIXtqIHPxoDVax9I6sLxPSJVEfkKYE9EavVgn9cfRxumDQMD04drXlPNE5lY1gn++7E4iCeu+8x4qG+6oxKILnpezEqpeQoVpwmSVF5IbYhXfqedI8sFovGaHEkod/Ji56evotTVqo2TakzypZ4bGEvLmrlBUci0/eiZdqRRchw2pCVatcUR0112DQGeTg1THyUUqEXUXKfSYRTShwXslLsmj7R5UqpGNP35PNx2CydntfTnDbNMeV6Y4mYk3QLmzj1mYuOCdT3nH7UQM19KRLGb4fNoluEZUvK9c4q6XPTHZp2khbCRpX7YU8ftxPJYKG+qLwe0Kd7x56+Fx/Fe/yP2S87fCBetgP6opNTrEMrO9zzM6IvaQIAhVmxpf0lg/PGFeGFK47BWzefwMuWAPpAVJ4QmJGdc1Ep0WVVYh9XSnUv7wORUETDQVb9yPUqegIjBKfUQGnAKBDUHtGodUTv95iBUk0F4R51p0E0UUwckY+JI/QpleLgPEByKHQmYiCnAibEKRXHorKMziil4mFchSJW9YAufS9O48E9Z4/Cjoq1uPnU4ZoFjpwKlSNN0kDA0GXpuIlUlzHkOlo9PUJqtQYK9LPi0t1JKSXXMEuEQydW+mWl4Lv7JsMaTHEXGZiTyu+nbJQmpA6XGAyQxiDdQjAO90weB8RAT2DDB4daWDyG3fcY8Sx0zohV2RGv8XhgTiov9C2Pw4kIvsjXH497CgB3nHUYTj6sQLcLsjhmi6UgGKLSJh5ObIvFggHZKWF335MViz193E4kYpBI7ut6J2fsSqnuqngX10CyU58hO6t6ehp/LAzJD522K6fvRV5TSrb59HXougqLxYKLjz1E93p/Sa0pCjnSnTZNgfTO2FfRfLc30revvo8hOmf6ZYdOd+tOA4QZxw/L45ELeVvvghjT9wDg71cfi4uPGYS7pozSvC4uSqIp/tzbEFUOsqxe9vpHFWGTJeNxGJwTsQDqzIJTV/MigUaOrGKLNIqVnWrXLM7kugqxMmF4PlY/drZma15AL+U2Gn9EZ168FlxmBHZrsQr/7vlTpejICKU0MP5e/CN5olNKXhDJi5poxpBEMDAnDQOkCDF7nSEbrIlYRIkLgn4G6UxiFD8ezhVZMSQ/B7FdRFN3Tq966LzjQHb8RDrWAfp6lPFAfFYFUjq0vOCPi1OuE4WpzbBaLThheL5ucS46pWSHLKCdd+N2T7NDp68y5OdONaVCIyohZeVKZ2wcXR2mBCil4uHkF8fsUGue3qaYjoXDNIW/ZaVUbGUB5ACPbKd3R2SVnGi7syANIxqbRV8PsPcLHsygEbsPIXYUeSEoDhKyc6C7Mig3DW/fNBH/vPY4jJUieYXCYCkrcMJxwVGD8MKVx+oGTvGe5WV0/0E0UYhplMML0zXvdUYplQzZd1zqd+hywKNRSsW/yG0oZGdCpGm5FotFU1cq2v4TLbJjzmgRIy5CEqkuE0l2ymCiERfuaZ2K5HXeaBIXRHLqlc1q0RTeTYYTMhaKctT5IJzaKx7XIC4IZKWzxWLR9JF4GbZHB8d6sa4IIy9GIzwROwXGmqoMaJ9VvByg4rOSna7yjn/xeFbpTptmLkl0HTbRSaso+vfFexovpaO4+6XshGT0NoVrIhkpZBqMkHedlsavqJzOqfGfL3ROsji0b3EMla+X/47dqnFE9cX2dHj/TJw0Mh+ZKXacN36g5r18wU60WqLZTEfbf+WyFt2Vs8cOAKAtgM7Q2FcxBkUASt/rGS2BiAua9D0p8qtxSvUArzXj1MMLDV8XlVKhomrRIm5LLCuC+hKjB2ThZ0cPQkVTh6bOChBfFVE8Bmc5aue0xXf7bYsluvOUJ99ELrjlCH00abmFWSl8J8R49Z/OIN43R5Im7cACJ5Ce1BuMUdGJEOuiHYjPgqBfZgr6Z6Wgqtml20gBCDiTm13R756aTMT7IhvZsjM8HuneYrr60Px03fvZqQ40BHeRi8YoNuPBaWMw4/MtuPecUbr3YlVKyeNJPJ6vvKlDrIuCeLU1cYEiq+ysVguy09RnFY/+ZLEEdhFk6ZSpCR4jRfXLEIO2mIh7KiqlZCckgylcOzyBNBpSSoUmL8OJW08bgRXFdZguOxs60Z8SYcfpAiPxUEplh88OsVgsSHfa0MRKB/TB9mSxWPDOL0+EBfoAopi+l+E03sHQCNmp3FNqdT1y/hhkpdpx48nDde+JQoVo5sNEKGd7Ml2/2iCShmgcDJJkmGI0TzaoeyLigjxeTjYxD7q7LpSSgcViwUtXHWv4nmwsRuMIkWt7dLY4qnxMID752uI1RjMRA0CmVPQ2kVER2bCMZhc9cTxIRo25AdkpfLt7I0S1VjzSfSJBNCx6Qy2JXE0kL5r0vfjLy63WgKG7cX+DbkEEBBYJBxrM68d0NTecPBxrSxtw+qh+OmM9EXUiCjJT8JszDsWOimZMG1eke1+jlIqTUuaUwwrx7b2TDd8T1QXRON1S7Dak2K1wef3Bf8e/0HlUi4IEqHqmjO2Pfy7eg1EDsnQqOiBw77hTKk6/qXFKJcE+efi8Mfjn4j349eSRhufCiNduUgMEJ0IopRQQmJM7PMFgQg9Z7HYVj04/wvD17FQHrBbAH1TBdSY9Nz5lGOJf2kHsl7KqXCQjxa46pXpBcCoWQtk/Zpt9mNFTN4ka2S8Tz19xjOF7eZogTRT2VYxlNnor5JTqQ4hG6+H9tfJDsU6QHPXtiRRkxF8pJaY1+o0064Q+ZSwap5Qm/SR+hrpIvKXk0U4gcvpePJRboXDYrHDYLPD4Am01ml01xWtMRo25W04diSe/2oZHzh9j+L4mlS5JDqKMLvjNRBKrUirVYYPTboXbG30RTzNGF2VhtIEMHpD6WDcNAPTPSsWsX51k+F6idkN7aJpx/wAkdUoS6lKI6qRon1F2mgPVzQEndDzG5DRHoKaWL7iKjuZ8Yq0FYsbxw/Lx1V2n6cokMBKhJArMva1xPaYZv558KH49+VDD93I09zQ+44U4HssFl0XSU2yoDdyGPutE6CzyxhidUULGY+xLRIqTWBNQLPouowlO9UGllBkFGcbjW18kVuWw2LbtVkvSylN0V/r21fcxTj28H1IdVhw3NFdnNBdlp/I6H8cMyTP6eo9CdKzFS/llsVj47i7nHDEgLsfsbci730QjRU1EcdRERO20SqnoDC6dwZbg2h/i4iSaxYFVUH8ZFbKNN7ecNgIrH52CW0/TR90BrcMyWfJmrVKq5y9uRCdCtOqjXI2aJPEL3p7glDIj02mHKKBMRvQzEc6VSH8vGuUdIKm64tCfLRaLJmUt1vS9eCpXxxRla8oIiGQn4Ddz0+LvCIqVRDhIp4wZgKLsVFw+YbBp+053qG2LlFKxE3vNuPg7kBJR6DwnzYFbTh2BY4bk8lpBRojOUHJyahHHWZfXF9V3mcLSKBWuJ5IfY/qe6Mxy2uOTIdKTIaVUH+KQ3DT8+NBZhtLCQN7wROytbg1Zp6knYbbleGf48s7T8N22Slx6nH7LUAKdGlATYajLTqN4K6WilSHrakolOCrilHYIiZQrThiCT9btx2mH90vKJGmxWHQ7mIl0iVLKKRqjPT9+I8rLU6N0kuSkOVDFlS2JvxedUSN2B6xWC1Lsam2bZDiJctJE5VLin1GshfMBbQAiXuldKQ4bWt2BhVE042p2AlRL4RAXIvFy8oqBxq7ewSk7AQ6yopxULH/4rLDzkZim3hvG7a5CfIbRpCPpUu3iYMs5bNa4p/wCwGMXGKcvioh2QG9QTCcKpsiPlHvOHoVjh+TijNH9E3RGySUvxvIIYn/xRnkPeyPklOpjhIrcAYF82ZH9MkO+35PISLHjplOGY8XeuriqmoYXZuCWEGoOonNkJUANY7FYNLUR4hG1FR0kLKUpUuQUukSrfrz+2Ca5iSPyseC+M3S7fHUVXbH7nhjt6g2SajHyHW1KZnaylVIxphp2J1LsNtUplQR1XyJSwswQ21NmlHUbExGAEOMD0TjSc7pAYZSTFv9UdXEDjkQrcMMhOh3j2RYjea7aYELfVh10BrFdRpe+px0L4hXUSnXYVKdUEtt3hujkJOVdSMQSMJGQ6rBh2jh9PcmeihhoiKZkjOg4d/uiW0/0RnqEpV1SUoJf/vKXGDFiBNLS0nDooYfi8ccfh9vt1nxu3759uPDCC5GRkYHCwkLceeedus8QfYfHLzwSX911mm5LZqJ7Ihqy8SyEKDp+4pGGJRpZ0UY2bFaL1tmR4MXqfecGds06z6AwcjhGFGZEVRMskYiL3mSl0qX3MmNUNJoKo0zJFB1DyVgQ9HSlFKBd1CVDsZH89D21Dck7fYZDNNrjda6xOuCT7cxL1G/mdiNHbqJSIiNBnF97w7jdVfiE/hRNG02UTSM6jJMZJErvZYrpeHPraSMAAL8947AuPpOuRUzf6y7B3J5I91hxhGH79u3w+/3417/+hcMOOwybN2/GrbfeitbWVjzzzDMAAJ/Ph+nTp6Nfv35YunQpamtrccMNN0BRFLz88stdfAUE0XcYU5SF7RXNUTsDxdS2aBVIZoiKhXinosVi86bYrWgLppkk2mC/9sRhGJCdipMPLUjo7yQacRFL6XuxMbwgg/89MDd0YVcjRCdxNAXzY0VU0sRro4pkk+ytnXOT7FwZJBQKjtYI16Tvxek+nXpYIeZuLI/6XEQHSrJcGNrd6eKklBKcUma7iSUD8fqS3Q80NYCoMHXMDC/IwKqS+q4+DY5Y5zKZ87GolOoNtSXjzUPTxuD6ScMxJD+9q0+lSzlyUA7/u6/fi87QI6y9adOmYdq0afzfI0eOxI4dO/Dqq69yp9T8+fOxdetWlJWVYdCgQQCAZ599FjfeeCOefPJJZGdnd8m5E0RfY8bPjsQfPt2M+6eOjup7orMhnpsbJsIovumU4XjzxxI8aLIbViTnk2iD3Wq1YOqR0aukuhtZKfFP7QyHGCF19gJjtCgnFX/9+VFocXkxojAj/BdCYEuC+kBUcg3Iji4toLuQ7A1aRadEMjYnGFqQjl+dPhL1rW6MKYrOvhLraMRL1fPni8YhJ82BK08YGtX3xHRsa5KKzIqpdvEqBC6OV/I248kmGTu2hiKtl21Q0VXcOeVwbDrQiKtPjK4/9TY0wSlycuqw26zkhEHATpn9q5PgsFk0QZdoOCTKYGFvpEc4pYxobGxEfn4+//fy5csxbtw47pACgKlTp8LlcmHNmjU488wzDY/jcrngcrn4v5uamhJ30gTRBzhpZAG+vXdyV58Gxx9jWocZj5w/FldPHIrD+kdfg010vvWGWkXJIEuTvpf8mlK9QSkFAJefMCSm7yU7C+a4YXlw2qzISrX32PTrZCtE+gkbBSTDKQUExsFYEJVc8TrXvAwnnrxkfNTfE9Wz8Sq6Hg5RCZibHh8HjugIiteOw7GiTZlPslJKGLdt5ESImSH56Zh39+ldfRpdTjrtvkdEyEkjY8tI+PvVx+Le9zfgofOiD3L3NnrkiL1nzx68/PLLuO222/hrFRUVGDBAW9A6Ly8PTqcTFRUVIY81c+ZM5OTk8P+GDInNaCcIIn744ygzSERdJIfNisMHZMWUDuiIcUe8voyY2inK6RNJuka23yOnyrhxy6mBzR0uOTY5u44OyE7FV3ediq/vOi0pyqxE8OvTA/fs+knDkvJ7Rw7KxqCcVAwrSMfQbh65FlPWYo0qx5PjhuYCAKaPT07hXfH64+WUOu3wQtx48nA8d/nR3aLPsHpORw/OTervpmt2S+v6+0DEhwuOCvRN1leTRQYp74gEc8FRg7DtT9Pws6MHhf9wL6dLlVIzZszAE088YfqZVatWYcKECfzfBw8exLRp03DZZZfhlltu0XzWaIGnKIrpwu/hhx/Gvffey//d1NREjimC6CIGZKegssmFM0b3i9sxfz15JB79ZDNuPHl43I7ZGeLpcOsrZCUg3SccGbS44Zx6eCEW3jcZh+QlT15+WP+spP1WIrjihCE4fEAWjhqcE/7DcSDVYcP8oEI12SqtaJk+fiBe+HYXjhmaG9dNLWLl9RtOwPaKZkxKUu29IXmq0zAzTkGTVIcNM352ZFyOFQ/m/HoSVhbX4dLjkuPIZtBuaV3PeeOK8PXmirg6kB6cNgZDCzJwxqj42YaRkE41yogk0B0CCd2BLnVK3X777bjyyitNPzN8+HD+98GDB3HmmWdi0qRJeO211zSfKyoqwooVKzSv1dfXw+Px6BRUIikpKUhJ6ZnpAQTR2/jkt6fgnZ9KucogHlx1wlCMKcrG0UlaHIaDfFLRE6+FWzRoa5OQMTqyX/Spqn0Zi8WC44flJfU3u6KfxMKwggwseuCMLk8zY+RlOJPmkAKAw/pn4t/XT8DAnNReq5Y9flhe0ts/oFVK2Wjc7hKe/vlRGDUgC9fEsR6Vw2bFdSclR3UqQkopgkgeXWrBFBYWorCwMKLPHjhwAGeeeSaOP/54vPnmm7BKHutJkybhySefRHl5OQYODMg858+fj5SUFBx//PFxP3eCIOLPoNw0PBRD8XAzrNbkLw7NmDyqH975qbSrT6NHIdagSUCJMEO0u++RMUoQ8WRQHy/qes4RoYOlROyItQBTyCnVJeSkOXDPOaO6+jTiglj+IVk15wiir9IjwmoHDx7EGWecgaFDh+KZZ55BdXU1f6+oKLCz1LnnnosjjjgC1113Hf72t7+hrq4O999/P2699VbaeY8giG7D/eeOhsvrw9UnJj/q15MZnJeG/fXtMReTjBaxppTooCIIgiC6J6JSKtVJTgSic4hzfzq1J4JIKD3C0p4/fz52796N3bt3Y/DgwZr3lGAujM1mw5dffonf/va3OOWUU5CWloarr74azzzzTFecMkEQhCE56Q789RdHd/Vp9Dje+eWJ2FfXhokj8sN/OA6IBmgiiuUTBEEQ8UWsKZXazWurEd0fMTiVrHqWBNFX6RGW9o033ogbb7wx7OeGDh2KuXPnJv6ECIIgiKQyojADIwozkvZ7Yn2eDIqQEgRBdHtEpVQajdtEJxGVUuSUIojEQmEEgiAIgpAYkJ3K/3b7/F14JgRBEEQkaJRS5EQgOomomKZ0UIJILOSUIgiCIAgJh82K88cXYVhBOs4c07+rT4cgCIIIQ7qDlC1E/MjLcPK/B+X07c0ZCCLR9Ij0PYIgCIJINq9cQzu3EgRB9BTyMhz870P6+A6PROfJTLHjX9cdj+YOL4pyUsN/gSCImCGnFEEQBEEQBEEQPZqsVAdm3XoSOrw+jcqFIGJl6pFFXX0KBNEnIKcUQRAEQRAEQRA9nkmHFnT1KRAEQRBRQjWlCIIgCIIgCIIgCIIgiKRDTimCIAiCIAiCIAiCIAgi6VD6noSiKACApqamLj4TgiAIgiAIgiAIgiCIngfzqTAfSyjIKSXR3NwMABgyZEgXnwlBEARBEARBEARBEETPpbm5GTk5OSHftyjh3FZ9DL/fj4MHDyIrKwsWi6WrTydmmpqaMGTIEJSVlSE7O7urT4cguiXUTwgiPNRPCCI81E8IIjzUTwgiPL2pnyiKgubmZgwaNAhWa+jKUaSUkrBarRg8eHBXn0bcyM7O7vGNmSASDfUTgggP9ROCCA/1E4IID/UTgghPb+knZgopBhU6JwiCIAiCIAiCIAiCIJIOOaUIgiAIgiAIgiAIgiCIpENOqV5KSkoKHn/8caSkpHT1qRBEt4X6CUGEh/oJQYSH+glBhIf6CUGEpy/2Eyp0ThAEQRAEQRAEQRAEQSQdUkoRBEEQBEEQBEEQBEEQSYecUgRBEARBEARBEARBEETSIacUQRAEQRAEQRAEQRAEkXTIKdVLeeWVVzBixAikpqbi+OOPxw8//NDVp0QQcWfmzJk44YQTkJWVhf79++Piiy/Gjh07NJ9RFAUzZszAoEGDkJaWhjPOOANbtmzRfMblcuGOO+5AYWEhMjIy8LOf/Qz79+/XfKa+vh7XXXcdcnJykJOTg+uuuw4NDQ2JvkSCiDszZ86ExWLB3XffzV+jfkIQAQ4cOIBrr70WBQUFSE9PxzHHHIM1a9bw96mvEH0dr9eLxx57DCNGjEBaWhpGjhyJP/3pT/D7/fwz1E+IvsaSJUtw4YUXYtCgQbBYLPj000817yezT+zbtw8XXnghMjIyUFhYiDvvvBNutzsRlx0/FKLXMXv2bMXhcCj//ve/la1btyp33XWXkpGRoZSWlnb1qRFEXJk6dary5ptvKps3b1bWr1+vTJ8+XRk6dKjS0tLCP/P0008rWVlZykcffaRs2rRJueKKK5SBAwcqTU1N/DO33XabcsghhyjffvutsnbtWuXMM89Ujj76aMXr9fLPTJs2TRk3bpyybNkyZdmyZcq4ceOUCy64IKnXSxCdZeXKlcrw4cOVo446Srnrrrv469RPCEJR6urqlGHDhik33nijsmLFCqW4uFj57rvvlN27d/PPUF8h+jr/93//pxQUFChz585ViouLlQ8++EDJzMxUXnjhBf4Z6idEX+Orr75SHn30UeWjjz5SACiffPKJ5v1k9Qmv16uMGzdOOfPMM5W1a9cq3377rTJo0CDl9ttvT/g96AzklOqFTJw4Ubnttts0r40ZM0b5/e9/30VnRBDJoaqqSgGgLF68WFEURfH7/UpRUZHy9NNP8890dHQoOTk5yj//+U9FURSloaFBcTgcyuzZs/lnDhw4oFitVmXevHmKoijK1q1bFQDKTz/9xD+zfPlyBYCyffv2ZFwaQXSa5uZm5fDDD1e+/fZbZfLkydwpRf2EIAI89NBDyqmnnhryfeorBKEo06dPV26++WbNa5deeqly7bXXKopC/YQgZKdUMvvEV199pVitVuXAgQP8M7NmzVJSUlKUxsbGhFxvPKD0vV6G2+3GmjVrcO6552peP/fcc7Fs2bIuOiuCSA6NjY0AgPz8fABAcXExKioqNP0hJSUFkydP5v1hzZo18Hg8ms8MGjQI48aN459Zvnw5cnJycOKJJ/LPnHTSScjJyaF+RfQYfve732H69Ok4++yzNa9TPyGIAJ9//jkmTJiAyy67DP3798exxx6Lf//73/x96isEAZx66qlYsGABdu7cCQDYsGEDli5divPPPx8A9ROCkElmn1i+fDnGjRuHQYMG8c9MnToVLpdLk4re3bB39QkQ8aWmpgY+nw8DBgzQvD5gwABUVFR00VkRROJRFAX33nsvTj31VIwbNw4AeJs36g+lpaX8M06nE3l5ebrPsO9XVFSgf//+ut/s378/9SuiRzB79mysXbsWq1at0r1H/YQgAuzduxevvvoq7r33XjzyyCNYuXIl7rzzTqSkpOD666+nvkIQAB566CE0NjZizJgxsNls8Pl8ePLJJ3HVVVcBoDmFIGSS2ScqKip0v5OXlwen09mt+w05pXopFotF829FUXSvEURv4vbbb8fGjRuxdOlS3Xux9Af5M0afp35F9ATKyspw1113Yf78+UhNTQ35OeonRF/H7/djwoQJeOqppwAAxx57LLZs2YJXX30V119/Pf8c9RWiLzNnzhy8++67eO+993DkkUdi/fr1uPvuuzFo0CDccMMN/HPUTwhCS7L6RE/sN5S+18soLCyEzWbTeUKrqqp0XlOC6C3ccccd+Pzzz/H9999j8ODB/PWioiIAMO0PRUVFcLvdqK+vN/1MZWWl7nerq6upXxHdnjVr1qCqqgrHH3887HY77HY7Fi9ejJdeegl2u523YeonRF9n4MCBOOKIIzSvjR07Fvv27QNAcwpBAMADDzyA3//+97jyyisxfvx4XHfddbjnnnswc+ZMANRPCEImmX2iqKhI9zv19fXweDzdut+QU6qX4XQ6cfzxx+Pbb7/VvP7tt9/i5JNP7qKzIojEoCgKbr/9dnz88cdYuHAhRowYoXl/xIgRKCoq0vQHt9uNxYsX8/5w/PHHw+FwaD5TXl6OzZs3889MmjQJjY2NWLlyJf/MihUr0NjYSP2K6PZMmTIFmzZtwvr16/l/EyZMwDXXXIP169dj5MiR1E8IAsApp5yCHTt2aF7buXMnhg0bBoDmFIIAgLa2Nlit2iWkzWaD3+8HQP2EIGSS2ScmTZqEzZs3o7y8nH9m/vz5SElJwfHHH5/Q6+wUSS6sTiSB2bNnKw6HQ3n99deVrVu3KnfffbeSkZGhlJSUdPWpEURc+c1vfqPk5OQoixYtUsrLy/l/bW1t/DNPP/20kpOTo3z88cfKpk2blKuuuspwC9bBgwcr3333nbJ27VrlrLPOMtyC9aijjlKWL1+uLF++XBk/fjxtS0z0WMTd9xSF+glBKIqirFy5UrHb7cqTTz6p7Nq1S/nf//6npKenK++++y7/DPUVoq9zww03KIcccogyd+5cpbi4WPn444+VwsJC5cEHH+SfoX5C9DWam5uVdevWKevWrVMAKM8995yybt06pbS0VFGU5PUJr9erjBs3TpkyZYqydu1a5bvvvlMGDx6s3H777cm7GTFATqleyj/+8Q9l2LBhitPpVI477jhl8eLFXX1KBBF3ABj+9+abb/LP+P1+5fHHH1eKioqUlJQU5fTTT1c2bdqkOU57e7ty++23K/n5+UpaWppywQUXKPv27dN8pra2VrnmmmuUrKwsJSsrS7nmmmuU+vr6JFwlQcQf2SlF/YQgAnzxxRfKuHHjlJSUFGXMmDHKa6+9pnmf+grR12lqalLuuusuZejQoUpqaqoycuRI5dFHH1VcLhf/DPUToq/x/fffG65JbrjhBkVRktsnSktLlenTpytpaWlKfn6+cvvttysdHR2JvPxOY1EURekajRZBEARBEARBEARBEATRV6GaUgRBEARBEARBEARBEETSIacUQRAEQRAEQRAEQRAEkXTIKUUQBEEQBEEQBEEQBEEkHXJKEQRBEARBEARBEARBEEmHnFIEQRAEQRAEQRAEQRBE0iGnFEEQBEEQBEEQBEEQBJF0yClFEARBEARBEARBEARBJB1yShEEQRAEQRAEQRAEQRBJh5xSBEEQBEEQnWDGjBk45phjuvo0CIIgCIIgehzklCIIgiAIggiBxWIx/e/GG2/E/fffjwULFnTJ+X300Uc48cQTkZOTg6ysLBx55JG47777+PvkMCMIgiAIojtj7+oTIAiCIAiC6K6Ul5fzv+fMmYM//vGP2LFjB38tLS0NmZmZyMzMTPq5fffdd7jyyivx1FNP4Wc/+xksFgu2bt3aZQ4ygiAIgiCIaCGlFEEQBEEQRAiKior4fzk5ObBYLLrXZDXSjTfeiIsvvhhPPfUUBgwYgNzcXDzxxBPwer144IEHkJ+fj8GDB+ONN97Q/NaBAwdwxRVXIC8vDwUFBbjoootQUlIS8tzmzp2LU089FQ888ABGjx6NUaNG4eKLL8bLL78MAHjrrbfwxBNPYMOGDVzZ9dZbbwEAGhsb8atf/Qr9+/dHdnY2zjrrLGzYsIEfm13Tv/71LwwZMgTp6em47LLL0NDQwD+zaNEiTJw4ERkZGcjNzcUpp5yC0tLSTt9zgiAIgiD6DuSUIgiCIAiCiDMLFy7EwYMHsWTJEjz33HOYMWMGLrjgAuTl5WHFihW47bbbcNttt6GsrAwA0NbWhjPPPBOZmZlYsmQJli5diszMTEybNg1ut9vwN4qKirBlyxZs3rzZ8P0rrrgC9913H4488kiUl5ejvLwcV1xxBRRFwfTp01FRUYGvvvoKa9aswXHHHYcpU6agrq6Of3/37t14//338cUXX2DevHlYv349fve73wEAvF4vLr74YkyePBkbN27E8uXL8atf/QoWiyXOd5IgCIIgiN4MOaUIgiAIgiDiTH5+Pl566SWMHj0aN998M0aPHo22tjY88sgjOPzww/Hwww/D6XTixx9/BADMnj0bVqsV//nPfzB+/HiMHTsWb775Jvbt24dFixYZ/sYdd9yBE044AePHj8fw4cNx5ZVX4o033oDL5QKgphba7Xau7EpLS8P333+PTZs24YMPPsCECRNw+OGH45lnnkFubi4+/PBDfvyOjg68/fbbOOaYY3D66afj5ZdfxuzZs1FRUYGmpiY0NjbiggsuwKGHHoqxY8fihhtuwNChQxN+bwmCIAiC6D2QU4ogCIIgCCLOHHnkkbBaVTNrwIABGD9+PP+3zWZDQUEBqqqqAABr1qzB7t27kZWVxWtU5efno6OjA3v27DH8jYyMDHz55ZfYvXs3HnvsMWRmZuK+++7DxIkT0dbWFvLc1qxZg5aWFhQUFPDfyszMRHFxsea3hg4disGDB/N/T5o0CX6/Hzt27EB+fj5uvPFGTJ06FRdeeCFefPFFTf0tgiAIgiCISKBC5wRBEARBEHHG4XBo/m2xWAxf8/v9AAC/34/jjz8e//vf/3TH6tevn+lvHXrooTj00ENxyy234NFHH8WoUaMwZ84c3HTTTYaf9/v9GDhwoKECKzc3N+TvsNQ89v8333wTd955J+bNm4c5c+bgsccew7fffouTTjrJ9HwJgiAIgiAY5JQiCIIgCILoYo477jjMmTOHFx6PleHDhyM9PR2tra0AAKfTCZ/Pp/utiooK2O12DB8+POSx9u3bh4MHD2LQoEEAgOXLl8NqtWLUqFH8M8ceeyyOPfZYPPzww5g0aRLee+89ckoRBEEQBBExlL5HEARBEATRxVxzzTUoLCzERRddhB9++AHFxcVYvHgx7rrrLuzfv9/wOzNmzMCDDz6IRYsWobi4GOvWrcPNN98Mj8eDc845B0DASVVcXIz169ejpqYGLpcLZ599NiZNmoSLL74Y33zzDUpKSrBs2TI89thjWL16NT9+amoqbrjhBmzYsAE//PAD7rzzTlx++eUoKipCcXExHn74YSxfvhylpaWYP38+du7cibFjxyblfhEEQRAE0TsgpxRBEARBEEQXk56ejiVLlmDo0KG49NJLMXbsWNx8881ob28PqZyaPHky9u7di+uvvx5jxozBeeedh4qKCsyfPx+jR48GAPz85z/HtGnTcOaZZ6Jfv36YNWsWLBYLvvrqK5x++um4+eabMWrUKFx55ZUoKSnBgAED+PEPO+wwXHrppTj//PNx7rnnYty4cXjllVf4+W7fvh0///nPMWrUKPzqV7/C7bffjl//+teJv1kEQRAEQfQaLIqiKF19EgRBEARBEET3YcaMGfj000+xfv36rj4VgiAIgiB6MaSUIgiCIAiCIAiCIAiCIJIOOaUIgiAIgiAIgiAIgiCIpEPpewRBEARBEARBEARBEETSIaUUQRAEQRAEQRAEQRAEkXTIKUUQBEEQBEEQBEEQBEEkHXJKEQRBEARBEARBEARBEEmHnFIEQRAEQRAEQRAEQRBE0iGnFEEQBEEQBEEQBEEQBJF0yClFEARBEARBEARBEARBJB1yShEEQRAEQRAEQRAEQRBJh5xSBEEQBEEQBEEQBEEQRNIhpxRBEARBEARBEARBEASRdMgpRRAEQRAEQRAEQRAEQSQdckoRBEEQBEEQBEEQBEEQSYecUgRBEARBEARBEARBEETSIacUQRAEQRAEQRAEQRAEkXTIKUUQBEEQBEEQBEEQBEEkHXJKEQRBEEQ34a233oLFYsHq1au7+lQSzowZM2CxWML+d8YZZ6CkpAQWiwVvvfVWV582R1EUzJ49G6eddhr69++P1NRUDB48GFOnTsV//vOfuP/e8OHDceONN8b9uPGAPZ9w/4V7fsOHD+eftVqtyMnJwdixY3H99ddj/vz5ht+xWCyYMWNG/C8qybD+QBAEQRB9DXtXnwBBEARBEH2PW265BdOmTeP/Li8vx6WXXoo77rgDV199NX89OzsbAwcOxPLly3HooYd2xaka8vDDD+Mvf/kLbr31VjzwwAPIyspCaWkpFi5ciM8++wy33HJLXH/vk08+QXZ2dlyPGS/Y8zGiubkZV1xxBQBg8uTJYY91yimn4JlnngEAtLS0YMeOHZg9ezamTp2Kn//855g1axYcDgf//PLlyzF48OA4XEXXIvcHgiAIgugrWBRFUbr6JAiCIAiCCCilbrrpJqxatQoTJkyI+/Hb29uRmpraLRUZJSUlGDFiBP72t7/h/vvv7+rTMaW9vR15eXm44oor8Pbbb+ve9/v9sFrjI0Zvb29HWlpaXI6VbBRFwSWXXIIvvvgCX375ZViny/DhwzFu3DjMnTtX996MGTPwxBNP4MEHH8Rf/vKXRJ0yQRAEQRBJhtL3CIIgCKKHsXTpUkyZMgVZWVlIT0/HySefjC+//FLzGZYKOH/+fNx8883o168f0tPT4XK5AABz5szBpEmTkJGRgczMTEydOhXr1q3THOPGG29EZmYmdu/ejfPPPx+ZmZkYMmQI7rvvPn4c9rlQKVvxSK0ySt9j6U4bN27EZZddhpycHOTn5+Pee++F1+vFjh07MG3aNGRlZWH48OH461//qjtuU1MT7r//fowYMQJOpxOHHHII7r77brS2tpqeT2trK1wuFwYOHGj4vuyQcrvd+L//+z+MGTMGKSkp6NevH2666SZUV1drPjd8+HBccMEF+Pjjj3HsscciNTUVTzzxBH9PTt+L9Pw/+OADnHjiicjJyUF6ejpGjhyJm2++2fQa48Gf//xnfPbZZ3jiiSc6rQKaMWMGjjzySPz9739HR0cHf11uY6zdL1y4ELfeeisKCgqQnZ2N66+/Hq2traioqMDll1+O3NxcDBw4EPfffz88Ho/mt6J9XvPmzcNxxx2HtLQ0jBkzBm+88Ybmc21tbfw5paamIj8/HxMmTMCsWbM01yc7i/1+P/7617/y8+jfvz+uv/567N+/X/O5M844A+PGjcOqVatw2mmn8Wf89NNPw+/3x3S/CYIgCCJZkFOKIAiCIHoQixcvxllnnYXGxka8/vrrmDVrFrKysnDhhRdizpw5us/ffPPNcDgceOedd/Dhhx/C4XDgqaeewlVXXYUjjjgC77//Pt555x00NzfjtNNOw9atWzXf93g8+NnPfoYpU6bgs88+w80334znn39eo1b5wx/+gOXLl2v+u/baawEARxxxRELvx+WXX46jjz4aH330EW699VY8//zzuOeee3DxxRdj+vTp+OSTT3DWWWfhoYcewscff8y/19bWhsmTJ+Ptt9/GnXfeia+//hoPPfQQ3nrrLfzsZz+DmZC8sLAQhx12GF555RU899xz2L59e8jP+/1+XHTRRXj66adx9dVX48svv8TTTz+Nb7/9FmeccQba29s1n1+7di0eeOAB3HnnnZg3bx5+/vOfGx430vNfvnw5rrjiCowcORKzZ8/Gl19+iT/+8Y/wer3R3uqo+Oqrr/DEE0/goosuwqOPPhqXY1544YVoa2uLqObaLbfcgpycHMyePRuPPfYY3nvvPdx6662YPn06jj76aHz44Ye44YYb8Oyzz+Lll1/m34v2eW3YsAH33Xcf7rnnHnz22Wc46qij8Mtf/hJLlizhn7n33nvx6quv8mf6zjvv4LLLLkNtba3pNfzmN7/BQw89hHPOOQeff/45/vznP2PevHk4+eSTUVNTo/lsRUUFrrnmGlx77bX4/PPPcd555+Hhhx/Gu+++G8mtJQiCIIiuQyEIgiAIolvw5ptvKgCUVatWhfzMSSedpPTv319pbm7mr3m9XmXcuHHK4MGDFb/frznW9ddfr/n+vn37FLvdrtxxxx2a15ubm5WioiLl8ssv56/dcMMNCgDl/fff13z2/PPPV0aPHh3yHN9//33FYrEojzzySPiLDlJcXKwAUP72t7+FfO/NN9/krz3++OMKAOXZZ5/VfPaYY45RACgff/wxf83j8Sj9+vVTLr30Uv7azJkzFavVqrvXH374oQJA+eqrr0zPd+XKlcrQoUMVAAoAJSsrS7nggguU//73v/wZKIqizJo1SwGgfPTRR5rvr1q1SgGgvPLKK/y1YcOGKTabTdmxY4fu94YNG6bccMMNUZ//M888owBQGhoaTK8nnuzatUvJzc1VRo0apTQ2Nkb8vWHDhinTp08P+f6rr76qAFDmzJnDXwOgPP744/zfrN3L7fviiy9WACjPPfec5vVjjjlGOe644/i/o31eqampSmlpKX+tvb1dyc/PV37961/z18aNG6dcfPHFptfO2jNj27ZtCgDlt7/9reZzK1asUABo+tbkyZMVAMqKFSs0nz3iiCOUqVOnmv4uQRAEQXQ1pJQiCIIgiB5Ca2srVqxYgV/84hfIzMzkr9tsNlx33XXYv38/duzYofmOrLT55ptv4PV6cf3118Pr9fL/UlNTMXnyZCxatEjzeYvFggsvvFDz2lFHHYXS0lLDc1y8eDGuu+46XHvttXjyySc7cbWRccEFF2j+PXbsWFgsFpx33nn8NbvdjsMOO0xzznPnzsW4ceNwzDHHaO7D1KlTYbFYdPdB5oQTTsDu3bsxb948PPLII5g0aRIWLFiA66+/XqNUmjt3LnJzc3HhhRdqfueYY45BUVGR7neOOuoojBo1Kux1R3r+J5xwAoCAouz999/HgQMHwh4bCCiGxOP6fL6IvtfS0oKLL74YXq837sXZlSjKoBq1CwCYPn267nW5XUTzvI455hgMHTqU/zs1NRWjRo3SHHPixIn4+uuv8fvf/x6LFi3Sqa2M+P777wFAl7I5ceJEjB07FgsWLNC8XlRUhIkTJ2peM+unBEEQBNFdIKcUQRAEQfQQ6uvroSiKYS2jQYMGAYAuJUj+bGVlJYCAs8LhcGj+mzNnji4tKD09HampqZrXUlJSNHV9GFu2bMHFF1+M0047Da+//nr0FxgD+fn5mn87nU7Dc3Y6nZpzrqysxMaNG3X3ICsrC4qi6O6DEQ6HA1OnTsWTTz6Jb775BmVlZTjjjDMwd+5cfP311/x3Ghoa4HQ6db9VUVGh+51QdapkIj3/008/HZ9++il3RA4ePBjjxo3T1DMygqV9sv+mTJkS0XnddNNN2LJlC9588824p24yBwtr62YYtYtQr8vtIprnVVBQoPvtlJQUjePppZdewkMPPYRPP/0UZ555JvLz83HxxRdj165dIc+f9eNQfV3u55GcB0EQBEF0R+xdfQIEQRAEQURGXl4erFYrysvLde8dPHgQQKDekYhcPJm9/+GHH2LYsGFxO7f9+/dj2rRpGDp0KD766CM4HI64HTsRFBYWIi0tTVeUWnw/WgoKCnD33Xdj0aJF2Lx5M84//3wUFhaioKAA8+bNM/xOVlaW5t+R7owYzflfdNFFuOiii+ByufDTTz9h5syZuPrqqzF8+HBMmjTJ8PszZszA7bffHvI8jZg5cyY+/PBDPPjgg/jFL34R0XVEiqIo+OKLL5CRkZGQnSkZ0T6vSMjIyMATTzyBJ554ApWVlVw1deGFF2L79u2G32FOpvLycgwePFjz3sGDB2NqnwRBEATRHSGnFEEQBEH0EDIyMnDiiSfi448/xjPPPIO0tDQAgVSrd999F4MHDw6b+jV16lTY7Xbs2bMnZBHtaGlsbMR5550Hi8WCr776Kq4pW4niggsuwFNPPYWCggKMGDEiqu96PB40NTUZqlO2bdsGQFXzXHDBBZg9ezZ8Ph9OPPHEzp94kFjOPyUlBZMnT0Zubi6++eYbrFu3LqRTavjw4Rg+fHjE5/PNN9/gsccew9lnn42nnnoq4u9FyhNPPIGtW7fikUce0ang4kminhdjwIABuPHGG7Fhwwa88MILaGtrQ3p6uu5zZ511FgDg3Xff5SmYALBq1Sps27YtbsXjCYIgCKKrIacUQRAEQXQzFi5ciJKSEt3r559/PmbOnIlzzjkHZ555Ju6//344nU688sor2Lx5M2bNmhVWaTN8+HD86U9/wqOPPoq9e/di2rRpyMvLQ2VlJVauXMlVHdFw9dVXY+vWrXjttddQVlaGsrIy/t7gwYN1So/uwN13342PPvoIp59+Ou655x4cddRR8Pv92LdvH+bPn4/77rsvpFOisbERw4cPx2WXXYazzz4bQ4YMQUtLCxYtWoQXX3wRY8eOxaWXXgoAuPLKK/G///0P559/Pu666y5MnDgRDocD+/fvx/fff4+LLroIl1xyScLO/49//CP279+PKVOmYPDgwWhoaMCLL74Ih8OByZMnd+oeMoqLi3HVVVchLS0Nd999N1atWmX4uUjaQkNDA3766ScAgRpqO3bswOzZs/HDDz/g8ssvj7ptRksinteJJ56ICy64AEcddRTy8vKwbds2vPPOO5g0aZKhQwoARo8ejV/96ld4+eWXYbVacd5556GkpAR/+MMfMGTIENxzzz3xuFyCIAiC6HLIKUUQBEEQ3YyHHnrI8PXi4mJMnjwZCxcuxOOPP44bb7wRfr8fRx99ND7//HNdcedQPPzwwzjiiCPw4osvYtasWXC5XCgqKsIJJ5yA2267Lerz3bJlC/x+P2655Rbde48//jhmzJgR9TETTUZGBn744Qc8/fTTeO2111BcXIy0tDQMHToUZ599tqlKKDs7G0888QQWLFiARx55BJWVlbBYLBgxYgTuvvtuPPTQQ9zZYLPZ8Pnnn+PFF1/EO++8g5kzZ8Jut2Pw4MGYPHkyxo8fn9DzP/HEE7F69Wo89NBDqK6uRm5uLiZMmICFCxfiyCOPjOm3ZRYvXoz6+noA+gLjIpG0hR9//BGTJk2CxWJBRkYGDjnkEEycOBGPPfYYzj333LicrxmJeF5nnXUWPv/8czz//PNoa2vDIYccguuvvz6s2unVV1/FoYceitdffx3/+Mc/kJOTg2nTpmHmzJmGKj2CIAiC6IlYlGi2MiEIgiAIgiAIgiAIgiCIOEC77xEEQRAEQRAEQRAEQRBJh5xSBEEQBEEQBEEQBEEQRNIhpxRBEARBEARBEARBEASRdMgpRRAEQRAEQRAEQRAEQSQdckoRBEEQBEEQBEEQBEEQSYecUgRBEARBEARBEARBEETSsXf1CXQ3/H4/Dh48iKysLFgslq4+HYIgCIIgCIIgCIIgiB6Foihobm7GoEGDYLWG1kORU0ri4MGDGDJkSFefBkEQBEEQBEEQBEEQRI+mrKwMgwcPDvk+OaUksrKyAARuXHZ2dhefDUEQBEEQBEEQBEEQRM+iqakJQ4YM4T6WUJBTSoKl7GVnZ5NTiiAIgiAIgiAIgiAIIkbClUWiQucEQRAEQRAEQRAEQRBE0iGnVB9iZXEddlQ0d/VpEARBEARBEARBEARBUPpeX+FgQzsu/9dyAEDJ09O7+GwIgiAIgiAIgiAIgujrkFKqj1Ba28b/bnN7u/BMCIIgCIIgCIIgCIIgyCnVZxBri7W7fV13IgRBEARBEARBEARBECCnVJ/Bryj8b7fP34VnQhAEQRAEQRAEQRAEQU6pPoNf8EO5POSUIgiCIAiCIAiCIAiiayGnVB/BK3ilSClFEARBEARBEARBEERXQ06pPoImfc9LTimCIAiCIAiCIAiCILoWckr1EURxlIucUgRBEARBEARBEARBdDHklOoj+MT0PXJKEQRBEARBEARBEATRxZBTqo8gKqU8cagp1dThwQvf7cSWg42dPhZBEARBEARBEARBiPzh08247Z018PuV8B8meizklOojiIXO4+GUen9VGV74bhd+/uqyTh+LIAiCIAiCIOLBst012FPd0tWnQRBEJ2ls8+Cdn0oxb0sFSuvauvp0iARCTqk+gljoPB5OqSW7agAAHR5KBQzFtvImrCmt7+rTIAiCIAiC6BPsrmrG1f9ZgSnPLu7qUyF6Ce1uHzo8vq4+jT5Ju3DfG9s9XXgmRKIhp1QfwesTdt/zdV7+6LRR0wnHtf9ZgZ+/uoyidQTRg9l8oBHr9pFzmSAIoiew5WAT/zseQViib9PY7sHJTy/A9W+s7OpT6ZOIfdhFjsFeDXkW+ggapVQcCp2n2KnpmOH3K6htdQMAdlWSU4ogeiIenx8XvLwUl7yyDM0dFKEjCILo7ohB0zY3LWKJzrFuXz3q2zxYWVxHaqkuwCfUkaLd43s35FnoI3iFTi3Wl4oVckqZ4xHusctLkxhB9ESqml387/pWckr1JLw+P1bsraVFBEH0MSwW9e92ckoRnUSI6aPV5e26E+mjiGtWms97N+RZ6COIOxbEI33PZlVnfUWh3RBkxHRJF9XdIogeSY3glGoipVSP4p+L9+CK137Co59s7upTIQgiiYhB2DY3ORGIzuHTtCdyiiQbj4+UUn0Fckr1EcRJOh7pe3ab6pTy0hadOjROKVJKEb0Uj8+PvdUtvdYxLRpAVGCzZ/Higl0AgI/W7u/iMyEIIpmI9hc5EYjOIip1WkgplXQofa/vQE6pPoLYqeNR+NEq6KNJTqlHTN/zxEGZRhDdkRmfb8FZzy7GN1sqk/J7H67Zj/+buzVpTjCvMFZSGkjPgsZdguibaAojU1CQ6CQeHynvuhKxP9N6s3dDTqk+QiKdUuS51iNG6jrIKCIkyura8Nv/rcFWYZegnsj/VuwDADz37Y6E/5aiKLj/gw34z9JirCiuS/jvAYBHGDfbyRgiCKIX4+8lqndRvd9B5ROITqKtaUTtKdl4SSnVZyCnVB/Bp8S3ppR4PBok9Gg9+3R/CC0zv96GrzZV4PyXfujqU4kLaQ5bwn+jLribJZC8YqM+wRglp1TPwiGkmBMEYc7affUY+8d5+NfiPV19Kp1Gu4ilcZvoHKJSipQ6yYfKofQdyCnVR/D54quUEtNaXD14kH57WQmuf2Nl3IsYe3rJ/ekK/H6l10ukf9hZ09WnEF8siXcAiLVBklXXgYzRnou4LTxBEOY8/tkWuLx+zPx6e1efSqfxUlCQiCM+Ut51KaRU6zuQ1dZHEJVN8Sh07u0luyE8/vkWLNlZjVnBNKR4oZWP02I2Gl5csAvjZ8zHyjimaNW1uvHkl1tRXNMat2N2Bl8vKwyeDMerW1hotLqS06e85JTqsTjsZN50ZxRFwYdr9mPT/sauPpUuocPjw2/eXYNXF3UPZVJvUiDQuK3H71eSmp45b3MFJs1cgMU7q5P2m4nC20dqGimKgue+3Yk3lhZ39aloEPuzuwevN4nwkNXWR/DHuaaUp5fl+JY3dsT1eJS+FzsvLtgFn1/B/325NW7HfOCDDfj3D8W4/4MNcTtmZ7Bbe1dqUTJ24OyKYpdihK7d3bf7saIo2FvdojHQI/3ev5fsxYJtySmGz+gOfUxRFKzYWxuT8nNbeRNqWlxRf6/D44upf/zpi60Y//g3Satzt2hHNe7/YAMu/PvSpPxeOOpa3Vi+pzZpmyh8vv4gvt5cgb/M6x7KJAvi318Wbq/EHz/bnHSHl7jRTG+wTztLh8eHs59bjMv/tTxp7fuF73aivLEDt769Om7HrGruwEMfbsTOyua4HTMSPH2kRuy28ma8tGAX/jR3a7fa2IXScfsO5JTqI4idOi41pfy9K3IQ72ugQuedp6k9fimVS3cH0uXWlNbH7ZidwdnLVBy+ZDilvMkvOi4ao329ptT8rZU469nF+MNnm6P63vaKZjz51Tb88u3VMbWTWBdRNsEp1VUFnN9aVoIrXvsJf/smuo0ANh9oxHkv/oArX/spqu+5vX5Me2EJLnx5adTOwzd+LEazy4v3VpZG9b1Y+am4lv+drIWyGb94dRmu+vdPWLIrutTqz9YfwMQnv8PqkuiUvWLJgHjZH36/gteW7MGKvbXhPyyRiAzsm99ajf8uL8Vn6w/G/+Am+EgppWHtvnrsrWnF6tJ6NCcp9X17RcBx5I5DEJzxt3k7MGd1GX7x6rK4HTMS+kr6WKNgc1c1xzdQ3xk05WLIydyr6bEro5kzZ8JiseDuu+/mrymKghkzZmDQoEFIS0vDGWecgS1btnTdSXYjxHShaI1VIzy9IH1PNITjveD09jKnXVfQ1o0iNfHGbu2xQy9HdDCI7T1RuLugTltfke1Hwger9wMAZq0si+p7zR3qIqihzW3ySS3tbh/O+Nv3uOHNVVH9HkPsY101R70STM1688eSqL73Q9AxsruqJSqHza6qZpTUtmFXVQsONsS2qGhoi299xVBkOO3872TViDNjbzC1+7ut0Sn67pq9HlXNLjz+eXS2ZooQmBA3cegMS3fX4KmvtuOKKJ2ZAGAXNgaId5Bhe3l0ypbP1h/AI59sinnM7W1K/s4iql6qmqJXX3YXFmyvAgA0dUQ3XuytbsEv31qFZXtiq+XZV2pLik6pmpb4jEkA8P2OKmw+EHuatqY/91Kn4JrSOvzyrVXYXZVcFWB3o0eujFatWoXXXnsNRx11lOb1v/71r3juuefw97//HatWrUJRURHOOeccNDf37YcMUKFzI8RFbjzuiebYXnES652DqBmKomB3VUunjNvuPvlvK2/CjM+3oLyxPerviguAeDiJY8XvV3Df+xvw4IcbolYriLn9vjioL8OhSd9L0kJDNIa6k5y9K6iOMXIqOiyjMXQ3H2xESW0bluysRmMMjhJRKdVVY0lmij38hwzITovNYVMr3N+G9tgWFdHubNnm9sa0G6aYXZmsGnGhEMe+WB3s0TqWRMV6vAIwYs3EaNu86MSNR5BO/P1oVVh3zV6P91bsw6yVsdX6pGCClnph/GyMUoG+p7ql28x9se6o+sgnm7BgexWe+mpbTN/X1NDtxe1JVG/G65lvKGvATW+uwpWv/RSzItanScftnff/pQW7sWB7FW5/b11Xn0qX0uOcUi0tLbjmmmvw73//G3l5efx1RVHwwgsv4NFHH8Wll16KcePG4e2330ZbWxvee++9Ljzj7oGm0HkcFpDeXhCJ8vjie09E+rpS6uO1B3D2c4vx129ir5cRzzpFjgTsxPX019vx1rISzIgyQi6fT1sc2ke724fP1h+I2uDcV9eGj9bux/ur92N/fXTONdGpm4yaUl1RvNancYT1/H6sKArumLUON7yxMmpHvD3GPiTODy2uyNunGNGvbY0+uu8X5ryuenZpDltM37MJq/jmKFQBoqM4GsWT1ikTeV/2+RX87O8/YvLfFqE5yh1stU6Z+CilthxsxOl//R5zVkXnzIiHPRPtmCQ+q3gtAMU+HW09MtGJG4/nIabfRxN4Ee9LrAqy3mCfxhPRyRhNW1u+pxZTnl2MBz/amIjTihpbjDmmBxoCts3mA7HVy9PY8724PYl9JV5jMgvatri8USvcGJ4eVOj8nZ9K8V4MG2exDQFY2mtfpcc5pX73u99h+vTpOPvsszWvFxcXo6KiAueeey5/LSUlBZMnT8ayZaHzj10uF5qamjT/9UZ8mppS8Ujf6/k5vuLgFm+lVG/ZnTBWWCrDvxbvjfkY3jg6CsUIWzTRmv31bSEL/7JJJJbdZTSpo3FYkLzzUwnumr0et7+31vC3dlcZF6huFQyPquboFjFi/0l2ofNkRW69PVAp5fMrePrr7Vi4XZ+GVNvqxhcbDmLxzmrsiNL4ERet0SwyRbl9NIoQsW3WxrA41Toxu2YMTnF03pEXzT0TvxeNg1o0+qNRt9a1urG7qgU1La6ojWl3jNe4+UAj/m/uVsNU0L/O24F9dW146KNNMZ9LrOreaMdAdwIWgOIYFW1KpDfO46vWGR1FvxfO2x+jsoJ239MitrXWKNra7KBz94sNya0JFopYdy0WU4Vjoa+k72kc5Qm4zvoYncy+HuJkLm9sxx8+3YxHPtmEyqbuU5OrJ9GjnFKzZ8/G2rVrMXPmTN17FRUVAIABAwZoXh8wYAB/z4iZM2ciJyeH/zdkyJD4nnQ3wRfn3ffE4/XUQVocgON9DV2xU1h3Ih41U+NZIFNUeUQ6qfn9Ci7/53Jc9I+lKK1tDf+FKBCNnFhSX2RYzZofDIr0frOlAmc/txiPfaovUC0u1mujjKwn20nk7or0vR5Y6HzBtkr8c/Ee3PyWftcj8TlVGzghyxvbsb++zfC44m520aj7xOcWq4Mllj6i3Tmxa56dqIiMZt6N1WHh9qnXGc09i1X1KM5ttVHWIIl1AfTQRxvxn6XFhgrVpjBqrb3VLYbPQWxrsQZDov2eZvyM4vr3VLfg9aXFho7hWPta4LvxTScU02yiaYsdmu/Fdh5e2n1Pg/gsohkLU+2q0jNZmxG4vL6QQQ8xxTSawIg9xrQ/o9/qzfZ8rIGCZXtqMPlv3xvW7BJtzPooakqKaAudd9/7Lyo7DzboMw+e/no7HvpwY1I2Buqp9BinVFlZGe666y68++67SE1NDfk5iyTvVBRF95rIww8/jMbGRv5fWVl0RVx7CvF2SvWUQuflje1YGmI3nVgH4Egg+Xho9te34amvthkO2rHS4fHh0U82Ye5G44ieuKCONILc6vbiYGMHPD4F68saQn4ulhIksSohQmG2qPlwTaBA9exV+rFNnOCjSRMC9IvKRButXeHo7YnGqKhYkRcg4jXI6T0dHh8ueGkpznvxh7AFyaNZ2LhiTB0RvxdLH9EEHbrIkBUVmtEszMV+Gc21uzXqlNjS/qJSwQnnaZRi+fKCXfjrvO2GY4PoQIvmGrcElavrDMZksxpen284iLOeXYy/fK1PKRevP9ZFT7S1qNwxOvWveu0n/HnuVny87oDuPc28EqVDx9MJh5YRrhjVOR0aZWXn0316yridSGJVq2YI/Uneta+x3YM/z91qahsxIrUNmjs8OOXphfjFP5cbfscWY2CksxvLeP1dr7pNBrGuia7+9wqU1rbhIYM0T1ccnMw9Zb0ptg0586CquQP/XLwHc1aXYVt578zIigc9xim1Zs0aVFVV4fjjj4fdbofdbsfixYvx0ksvwW63c4WUrIqqqqrSqadEUlJSkJ2drfmvN6JxSnk7v3j09pDCc7/931pc+/oKw1SWWKPKkdDXlVJmkaln5+/Ea0v24vcf61MsYo0gvPFjMf63Yl/IIoHipBapsS46esxSYYwWIx+sLsMNb6wMubiPNUoeCrOaWW6TCL7LZAGgKAq+314VcjcQ2bmdaGOtK/qUptB5D+zH8rbO4jOS6ztUNblQ2+pGc4cXu6tadMeK1WCNRypaLItkbzdQ84rjWTROolhre2jVZbE5s6Ix+sX2JM+hZXVtePbbnXhl0R6U1ekDENqaStHPvx6D8xR3tJOda/8M7oT4n6XFpucSuzon9vS9aMYWttiZv0WfARBrmhYgO6U6bw+5YnSQxuqQFaEt5LW4Y3y2CkLbTS8t2IXXlxbj8c/0CmyZSJ/B9opm1LS4sb6sAdVhlNvROHLFoGQs65W+UiNWq6iLfgwwGufjUadKU36mG/dnMZAmB3nF3XCNVOpEgB7jlJoyZQo2bdqE9evX8/8mTJiAa665BuvXr8fIkSNRVFSEb7/9ln/H7XZj8eLFOPnkk7vwzLsHkdaUqmt14/sdVWEjG9rdKLrnIKEoCtbtawAAfLPZwCnljU2uvqe6BS8v2GW6I1Rfr2kgpsvJi4NPghHeJQa1mOQJJ9KovZg6YnS/3cJkG6mBLLZrs2dttBb50xdbsXhnNV5dvMfwO/FW6YkFQOW+m2qyUNNEsaTzWLanFje9tQo3vLHK8DdlQzPRThvRmR6PMaeyqQN/+HQzNu5vCPmZeNdZSQYdJoaRqBhqk/qB+PwqDOohxMNREs33OjRKqRjS97rBGByrkyhWh1ysTolYi26L91W+PrGmRmmdPv25s2OgkbPdKoyD8nhmtnOX1hES+X3zC4N/tELRWJ6xeM+Mfi/W6wC0Tr54zElaR1+sSqnYzkNTg6YP2l8ysSqlzNRurCbhhv2Nht8VE1QiHVPEzS3ERTwjVjWfVVRYxeB01swl3dgp0lkSkT3SYaJ49vmVwO66YeofenpIOm6HScqyeB/COVz7Mj3GKZWVlYVx48Zp/svIyEBBQQHGjRsHi8WCu+++G0899RQ++eQTbN68GTfeeCPS09Nx9dVXd/Xpdzna3fdCd+o7Zq3FTW+uwtyN5abH6wnpaaLzwSiKKTrnoonkPfnlNjz77U78xWRnOa2qo3ven0QiRqbkxYrVJL1fdkrJC4tQpAoFhY0muFgiheIiXW4f/jBRcSZ13xTCYNMYV3FQ6Wl3TtLeM1G1Jl+HZgEgvcfUMgca2g0VX/I4knCnlFgjKA6/9dKCXXjnp1L85t21IT/TE2X7ZgoF0TBqkfqB2C/qDZywsSulYlM+mDl0fH4Fa/fVm0ZNPf6uH4O16XSRFx7XpC7G6MyKKn0vxlQ6M6WU2EcN25NPXPBG3599BgpVsTC2fD7pQrFj2XEfsxOwE6UQYnEEin3UqOhzZ9SFopMvHg74WNVnWken9hl6fH7c/t5a/C3Mrr6eHjhuJ5LY+3foZyGmysr9ye9XNE7TSFPtxGCIkc0Ra609M8Xq/C0VuP+DDaaBx76SDtqZmnShEB2ismPzwzVluP6NlWHVdtqNo7rv/e8wuVZxPmwK44TrzmqwRNNjnFKR8OCDD+Luu+/Gb3/7W0yYMAEHDhzA/PnzkZWV1dWn1uV4I6wp9ePuWgDAZ+v19Qo0x+sBhedE54TRNcuLrEjz3hdurwIAfGZQ04H/nmgUeRNfb6e7IS4OmqXFmFmqmcunbUuRGh7iZCA7pRRFkRQEEabvCZ+T6ynIjthQz9fIgPH7FU1/jHc9M9l4FCd0WTljppQSjTcjubFHUirEIvcWqWlx4TfvrsEPu4x3MxQj+fEwDL/ZElBPHjCpbdYd1DbRYraQ0DohtdfTrlFYhXPsRlMbKrbvidcht60P15Th0leW4bFPjXdZ80mLou6glIpmB7JY1WWxqlPioWaTxw9x/DQywmNJ3xPtDqPC4mb1iETnvOyoiEcxfiC6xYQ7hhRu8XNGbdqsppTb68eyPTUhU+QTWVMq9tRV7Xls3N+AuRvL8Y/v92iKCsv0BPs0mYhjcDTztMahILUnh6DAltuv7KyN1MkpjllGNS7jouiUrv9X76zBh2v2490VpSG/rylX0kPsgFiI9f6aYTYm/eeHQCr1p+vNd3fUiCC6sZPZzPZyRRHkjtdurD2RHu2UWrRoEV544QX+b4vFghkzZqC8vBwdHR1YvHgxxo0b13Un2I0QG32oXWLEyTuc+snTDbbbDoc4QBjtyiNvAx2t4stpD919RKNIUeK7k1xPoMPMmDGrfyQrpSI0Zs3qP3n9iibFLtJjmi/uQy/otZsKmCv0gOgKdoZCk7JloljQpXOZLOJER1RDmEUlALS7O9fGX1qwC19vrsB1r680fF8z5sRhoRFJYWJvnNVZyUB8pmZKKbM2bbQgcJk4idrdvpB1ErQFnWNcEEkG8qyVgaL976/eb/jdZNY78/uVkAt9sx3IAo6zUN8zd6JH9D2dI92HZbtrDBfpsdY36jBJF2sPM//GouoRU2c8Bv1XowQ0cQLKTtdY0x7leynfg/dXl4UM8LljUBCKC0UjR4/ZdTz11TZc/e8VeG3JXsNjx1JTSlEUHGhoNy5kL7XFSANzZg6EikZ1jCmu0de9Y/QE+zTelDe2hyw6Hqsq0Wy+EAXvss2lS+2PtH2HGzNirMUZSnUrjtvmafw9u7akyIJtlXjnp9KwfTZWu1Q+rln6ns0sbUKgp9SIM1v3tJv0JXlNEI0Tv7fRo51SROSIg2+oQTXUYG1ETyh0Li6SjSK18sIlEsNQvC92E+eK7PjrK4YRQ7s40N57MWIttx29UyrCxYrw7BraQi84AseMIX1PpzCSJhHhfdGgN1To6aKInZ+ATM/VxElhtjOK+Nl6g6i0vv907jpC1aZgaJ0b8e1PodUD2nGzJygeRUeB3gkZesEn3lO5DQHSwkZqK9e9vgInP70AOyv1RfHNlFIlNa341+I9hn3SzOFR3mi+c2eyUktbXF6c9tfv8Yt/LjNM6dWk70n39MrXlmPiUwsMFR9mEetn5+/AcX/+1jA12Gz3vRe+24Wr/7MCz3+7y/R7Hp8SseLHzAjXBIXa9c9Xs9lDpE4p4Zgen96pZ1YzTWyHZspXuY3ur2/Dmc8swl/mme/aJ3+3tLYVD364EXfNXq/b6VL+bqRKPu3CxlwpJfept5aVAABeW7LH8NixKKXeXlaCU55eiL8v3G1wLuoxvFLQz+9X8Mm6/dhX22Z6DXK7EPu9WEdSxtcD7NN4oigKrnt9JS555UdsMHBMaZVSMTpzTJzO9a1amyvW8dcsMCIr3uU2urqkDt/vqDI8bqjggJgiaEFoB0lvKcfR4fHhlv+uxh8+3Yy1++p174tOv1jLSsjP2kyFG+kcICqlunNqm3bdEzoArLPDpTYV62YbvQFySvURxEVXqK3fxQEjnKfW2wO26DRTiAD6847EWSEeM9J6JkDvlPy+s7wEN725UreoUhQFZmkrYlFu+bnIDptYHEiyA9Js4WBGh8kiRl5EiP1FnFyN+kasjrfyxnZ8ubFct/hVFMU0CmOWlmWmlBK/Jzv6AAPnWifbeHaqWqPCyEDxxKi4CYWo2AuV4y8rHrvTWBeqrpmZTLwjRMQY0D5/o/Q9V4goaofHh9Wl9fD4FMMdwTQ1paQ28sfPt2Dm19vx4gK9o8TMmSUuIIwcv/qgQGLG3xV7a3GgoR3r9jVgX535ArtFWgytKqlHdbOLp4Nrvxfaefjywt2ob/PgjR8NdpHT7CirveZXg7vP/dNg8wWzdJvmDg/umr0On6zTq9LMlBSa9L0wSmX5GhXFWEUm/p6RutnM8DezB8RzcXv9mjb1+YaDKK5pxauL9uic1/q5RT3unmpVybO9XO+s1ewIG3GaeuRqxlDznFF9L0VRpPOJrL+8FHRGPfvtTt17ZsGgzzccxD1zNuA3/1uj+55ZmxLnIdP0vT5WU6qu1Y3dVS1QlMAGJTJapZT2ni7YVomb3lxp6CA028jArH+b9QszNDZXh+zokssFiHaWD1f9+yfc9OYqbK9o0h031C7DYjuXy0yIdIedXONBSW0rT2vfWalXGsaSai+P0+YlIkK3g/oQO1UD+ppSXRkc9PkVzF65jxf6F4m00LnZPQIofY/oA4hFMVtcXrz43S59CpIwCIXbDaEn5PiGTd+LQSklDhZmi/DerpRSFAV/+GwLvt9Rjdmr9mneC+fsE983WxwAeql5m9s4DcDM8WImjXV7/bj1v6tx7/vrdYt801Qn3SSi/tsslRCIPYp475wN+N17a/HeSv39Fm9Jk4k6xtRgkIxOV5j+k8iFv5GBoonkx0G1JDqcjNITAf0GCd1lrFu2uwbjZ3yDF7/TO3PMDHtTh1UUTnwxilrRqBanrTVYKIb6HqDuwPnhGgOHh0nbFNWWRg7TZAUFxOstrtXvMKetyaJee4mwAKwMt9NhCAVzcY35jnbR1JTSj7vqd2et3IfP1gecCOYFwrW/1xZmHDSr43TPnPU4/v++0y2U5blFHpfMlIBmTlezwIWoEpV3pdTPder3xO3Rq1v0z9hM9bGtvAmzV+7TOcE0akaDRXSoexpurIy1PqCZY0i+N+L5rCgOOE62HGzSzRuyY008d/EYRmMNw6NJ9+m5ToRIEcfyWgNVniYwII2l932wAd/vqMbT87bpvmemVtX2J3M7Tg4y7a5qRpXRuGeirjTLbNhX28bb8Prgjtua6wjhXBOPYTSPGP12T3ZKiWpdo3nHbEOgpbtqcM+c9TqVstzPTQOfOjWt+p65k1lQWSrGG1cliw9Wl+H3H2/C795bq3sv0qCIPmOBlFIMckr1EWTj5vnvduLNH0s0r0U6QAPdq5Dkq4v2YNoLS3RGervJBAeYG+KhECdXt9cfcoLS1TTpZYZRjSCd31utve/ywl2cCGVVj7xYMYuuri9rwHF//hZ3zFqnOx9NxCuMgSROthv3N+DbrZX4eO0BbJMibGaTiOxkFN8Xz6Wp3aNbEHi80Rc1VBQFy/cGDPn/rdA6pWSDz0wpZbr7XpS7hcg1mTpbHFc8NyMDRVw4xUO1pB3vjA2iZO8wGClvLy9Bq9uH57/TKxTMHI3a+g6RK0nMNgsoF5xSRs8tVGpUuBTxUA4d+ZjGO0NKi+xEpe8J96nOIJ1Is8OrcL/FBZlRLa5QOxaJnzUqxxFpcWnZAW/mQBDHd/n5mhU67zAZkwHJKePSzqufrj+IulY3PpbUWfJ8q2/fZumEJsEQkw02KoVt6uUFv5kNIdpQhs/YxIF0y9ur8fuPN2HuRm0BYG2hc79ufArVZ+T5SjcnxRCgk5HblHxvxPYoPhv53ohtUU77a/eoxzALnHr7WE0psT3Xhdu1zqO1x1g7XVmsT+cyW2RrbS7z9D1xbNhT3YJznl+CS15ZppsDtKnnkauvSjVOfiOnnPF4Gqq/yojn2dFJu6MrCVeSwazO3R8/24xP1h3APxdplbbymGwW+JSPGemOdPJ83pWK9VUlgX6yu6rFIA3PTCkl9KUwSimqKUX0eowWAOuknGLNYrrDY7rtvaebKKUURcFf5m3H9opmvCmlM2h2b/L4dBOlbpITDKWf9tZi8t++1xUplRc3oSYyeRDtydEVI8SFoLwolB1w4gDr8WmLAsuDsy59TzAavtx4EB0eP+ZuLNfdT7NC32ZRCDHlRnauafLDTdRHgWMaO6W8fkXXZmQVRyRbvosGeIpUYF++37Jz1TSXXfiuLrKjGQ/CO3U7u/AX74Oh+iWGhdPOymZMmrkA/zd3q+Z1OfUnpFIqSc6NaBEdQbJBY7b4Ni3EKagw5D4kj2ei4klUqxjXRzI2So1SBDXnahalF41rg7bilYMCCZqjzBypXp8/5Fgn9tGqZiOlVIhofrs47oZJiZMLEwtOLHnharbgE69LXvBpVC1RpA3rzlX4vYPCbpjy7+mCAbr6eaEXBZHW3QMkpZRwr+Q6RjpnntCnQjkTGaGeVZvbx3cE/XF3TchrkL8HhFZK6VVj0pwU4+YbomNUHkPlcUk8V7HNV7fIz1h2EBr3hUYTJ4JGyd/LAoJGhAvohFJeivfTadN7uc02ajBXYIceT1YV10FRArve7q7SppCZFfLXl3YwDm5WSuOpXE5C/F57BIEpQGsHuL1+07VRd0ajqAtTy1BsG36/gr3BoP8P0phkFqAFzOuSie3CzMns85uv3ZKJ6BivkFRjZumukdabAih9j+gDGMkd5RoY7ZoIin5hojleN1FKiZ25VJL6ywoS2RDVR3PU9x/5ZBNKa9vw2CebNZ+RjTmjtCZAvyjqTrVo4kGTRgYsL1RCq53kZxIuGiZ+VzTsDzRoJwO5Bkqkx9xfrx5HTEMCpEVVGEdXqJpSgfOJXIYeCnHClo1O+X6bFbfWO9dMnBTCe4bpe7rUkvDX4fL68Ot3VuPhjzfpovWaKF6Y9D0gson7zR+LUd7Ygf8sLdb0SXnhE7KmVAzXmAzENlOlW7iLxk/o9CZd5FsY/3VpfyaOT7E/1RiohUIZpWI7bWrXB0FCFehXFEWzaA6nqgMSFxQQz6umNbTiA9DeJ7HOnlHB5lAFq1ujWFS0un38ngbqcKifk6PkZnXumk1SPkTVgGm6QhTbu2udUlK6nByVd8ntNLRTThwvdDVw5LHFZdxP5ILlZkopraPAyCkXwtkijEVmKbZA5PVb5MCHPL6a1RQDjNP/vD6/Zlfbulbze9PiMr434Rx9oQI+pkopvzjW+3vEBhWRYjQHaRSbYccF4+dgFHjSBrRCOwvDlUwQxxMxzXl/vdZm79DYHJEr3ltC2ImAeXvS/O32hXR26NLBu7k97/Mr2FXZrJtTw7WTUHXuRMexWBMW0DvKzQK4sqNLfN6RKh+NfjOZNJusfSLd+Ti8w5WcUkQvhw1ORw3O4a8dlBb2OodLiEHC71c0xkhXDtBi5NisvgQQXVoXq2XRLG1lLBsEkS5me7JSqq7VrZvcRCNEjvTrlFImdbhkZ4/Z4khUh5Q3mDiQonACicb5QTnqIaVqmu2WpK1ToP192WCTJ9hIotLiNckLo3A1vMwmQ7NFXLjds2THayQOm4XbqvDNlkrMWrlPFyVt00jpDQwmb/QOInFXILH96J3LxkaAnKLYXZRS4rgj17kxq8UkF+IUx7YOsyi1boFpHEE32mVMUzw1xGLf61f043eI6wgsMtXPGTtM5fTpzs1RbywtxkX/+BGlUt0osV/Ki2uzeyYa7kYOWG3KkvHY1tju0f2GTqEQ/K7cDnSObROHr2bBZ6Jqkev/aJR34XZzDOFskAMFOlWoVG9Lky4pvCcvgMLXMozM6Sqn/WmUHh3m41mo4tPi9Zs5nAHz6wil2gKMdkvTjq1ynz7zmUW48c2Vmuerb1OyY0I+pnF/lseMSDcREW0/GXmOlRd9PZV3firFkY/PwxtLtVkB4VPfjRUwom3S4vLq+kGkGxmErykltG9B4SYGBQFt/w6743EIJ6esoNPZRyb2aOggc8+y52d8vgXnPL8EbwZ33GRE007EMVmTihymv5oFcDUpxd7I7j2gzcwBzFP9Ek2TaZAm9Jhr1l90gfxuEvzsCsgp1UdgTpI7zjoc6/94DoBA5wrlxQ68H2Hx3y50SokGnN5RISlIXJFHc8QrFA1RnVMqxD3S1ZTqoXUNFmyrxAlPfoe756zXvN4sRVw0i1vT1DbZYRN5xECcDHQOpCicUuLELF+H5pgmRpA+xcDM0DE/H9Fg21/fhmkvLMGfpXQzsZ21uX2aiLhZRNrj82v6q6mKyh3aAWvUzmOp27Nd2LFE3v0llBxf/b3oFWZiOxGVlBErpbrYGJ29ch+enb9D5wAUn4fsDDHfNVJ9T1+vRduHxLagV5IYq34a2twGxbCNFzay40u34A+lFpLGEMN6ZyY7NUWLz6/gT3O3YkNZA/65eK/mPXlHPZFII/TGKppQSintdcgL81CqUHlBKac8mhX6Fheu8oJP7A9ye9KOyea7ObaHUDHpa1jJY536WX1dDvG9yFNMAO14Lt5z2YFotpgQ77mR4zGUA0njlJJUHzr1d4SpMvK8K4+vHpNU7G+2VKCktg2LdlRrdhRskR1d0jXqlOgh5l25Tpe5Ukp03oVWE/QW+0vmX4v3wK8Az0m7HYrjvGGtIMkpxcZo2R6Qx5NQNcpktWo4GyeU01nvkBTnrmjGKGEclq/BJI000kB8T6sR+85PpQCA15bs0byuna/M5x2318/tDnFMbmjzmBZ+N0uN1o5J2u9Fk76XDKfUPXPWY+rzS3SF3ZtN5yetU1WzLpJUxeJ7Zm20r0FOqT6CP9gB7FYLctIccAbr0oiTgl4FFJl6IFxtkHhQXNOKs55dhD9+pk2nEwfW2laXdlEdVupubIh2eHyaWiCiN1xWtYS8Rz0sshKKj9cdgM+v4PMNB0Mqbjw+RWMUmdVw0j+TMKl2UtFwhmx4mabvmagAxM/KCzWz9M/Ope+FjiC/v6oM2yua8frSYs0iV2c8tpktxkI7z8zUUIoSehfBeBU6Fyf4EkF14vb6Nc8p3G5d8u8daGjHwu2VOoeIuFASFX2ROuD1i5vk9eP99W34/ceb8PLC3fhuWyV/PbDBgnpeuppuGsPIXD2qabfCMX2SskS3eUEIB4vHp+jurbxQZs9INl7l65BTTtj35P4VSVvpTIq5uIGGrJRqMRk/zPqlnKpq5shrC+HoAPQLC1nxxH5Hdl7o0rdMnDLNJqous3oi4vjR6vbp6lqGKpwvF202C3iIbUg+l2jmHbM5y6w4sLmzVrxv5k79UAWXq5o7wtg0oedPbbsxd2aaOfx3CcGDHRXq3zpHZ5iUUG37D91vzL4nbyISCrmtJWr3zWTDlEUtLq9Gva6tV6dPQxNVxmI9RTO7wi8pD0Ubzy3Vy9Olw5qMJ+alCEIrpcycnGJ70o2JETqO5XMT0Wc+dF8npzg/yoGesI7yELXl5L4m3mNd+p5sY4ZQv0UyjzNkmznc7vCdpbyxHZ+sO4Adlc34eK22rrC45pPvr1nQT5y7dPZVmKBJX4KcUn0E5iSxWi2wWCzol5kCQJt/HflCTTtAGKV3xZv3V5dhb3Ur/ru8VLNzkTg4enyK6YI8rGQ/aLjJk5rWcSdF6bvhYjaeiJOIuDiTjWFx5ymzBWw4h41Z/SdNBF2YUOUd/SJ9zoB2gjFb3APayJ3Zecr9SJ++FzoqvU1QEm09qO4GKF+TaFDoJjRx4g9jMJhFpc3uKWBet2fzgUbc+/56bJd2NBRVIRWadLrwxqF+J7zAdxRFwdX//gk3v7Uas1aWaT4j9mVNP47UuSzXlEpiP14nbG29rkz9W25PemeINiInYlYo2qzem5lDMBqHh1/YNVFWcekWpz7t99i9l5VSRm0l1qCAx6evPyO2U7luoZlSymyMEP/2+RWd0iCUQkF3r8PWhjJWSsmLwUhrSsnFrM2cRHKfluuCic+3PYSzwe31a/qcbvtxs/neRKEbLj2VnY+iKKbOJX1qkHH6RlillKBeEa+/w+MPGSgwuo5QqTLhxlezmlJi/UYxkCD/tlw8P5QTwevTOtXDOUhDORejWcSa1Uftjri8Pl3fltu3qAIO51zRq7MDxzIPdoUevzrcUj+MwuYyc0pFpdYN4XRtkHY8loMDbSb2aMg0/m5qz9e0uHRlWEQ7xyelxYt91uXV7x4eqp3I6xyN/Rmu0LlUZ4kHlyK0wdh1iCTaKbX5gGq3iup+QFZKRZ5erX8vdF+LZPOj3go5pfoITCnFitT1y9I7pXQOl5ApLdoO5FdC714VLzYfaOR/b9iv/t0oRfzEWglmgwAQ2miSo4i1Zul7oeS+XbiYjYWN+xvwyqLduglFTB/QOqW0nxOL7ppJUcMVRQyVvufzK9qIvfB7bqngalhlkqgCcEVmIMnnqo9shF44yJMtu0ZWL1JcMBwQaiyIBUF1johWEweZcDxdEXSdwWC8kPP5Fc1xDev2yLWxhL7xyCeb8PHaA/jDp7KyUb3H4tgjtzsjaXmo39tT3cKdBQu3Vwqf94es+SMv0iLdsCBRhc53VjbrnrFYb0NUK+gXEup1+aXnJiskzNQ74kYXgNZAN3fChlHvhPiu3rkWmdIiEtm/meM3FGV1bTj1Lwtx6avLNL9dKxielU0dmgCMxmET5rpDKaUAvXPJJTksGOHS8EI937DOLKk2kqgaFsdk/U6rZkqp0Ipqn1/R1AUTlXDywlC8RjPlZzTvRVpTyuXVKkJkeyPStL/Gdo+pUkxUr8jtWZyX5PFcvFfybo8uIf1GHgf0Tgt5bBXHTbX9iw5avdIxjOLJzRyk2nPRtX0TRYzsDJf7OUNW8RrVz+mudHh8mPr8Epzyl4XYISyI5Y0NNM9C55QyV/Sx9i1vhCGOwWaq2jZprohGnW7mlDJLBzZT0DVLc5Xo9DRTUMq1e0I5O7rjbtrVzS6c+bdFOOvZRSgRbHP5nopBfLlYvdxn9eMAU0qFnj+iyUjx+NRnGk36nrxWC+U8jBZFUfDNlgrsrNQ6nsQ6nXuE2qdur19zPbrSCVGU/NBkl8h9jXbfI3o7LOJvC+7hWxhUSlWZKqWMOwYzfKwWIDvVDkDvMY6Vhdsrcf0bK7FuX73mdTEaIKZQyIOquIAIV3+BTXLMOcAmKLkIqBh50KXvRRhZMdphqbvg9flx81ur8Nd5O/D3hbs174kTmmgEyROPOBFGpSIKUTfAHmyn3HjS/Z6wUNFF7Yydj1nBthpaKWWuApANH5FodhhkzpXsVAcAbVRE7I9im5fvt2h06haiZkqpsGkr6mJU8z0pXQBQ76vTZtX8VofHh41Bx/GqknrNscRoulgwMxIDJVSkdHeVOh6IUS25b5rWhgtjjKY7bQASY4x+uu4Azn1+Ca587SfNPRbTDcW2YBq1NDCKxGNGWkRYfs/MmaVLDQrjKGHPLZr0PfF35CiioapOVxg1vJH36boDqGxyYd2+Bvy0t5a/LrYbr1/RtGFZRRRpnQgzlYmcNuMVHI2ysRrpPdM5AiKsKWWmpAAMarN1iOOyyfgp9WVFUNDp2neruFAOrfQzVwGaL2pCttEoa3GFUpgpiradykox8Tfl9izaH2bKNKNi3rzQvayU0i1Gg2N5sKyDuFgX53ZxsRZWfRc8Zk6aQ/N5ec6PJn0vcmVLoB9mBMft7mx/ySzfU4uS2ja0uX34fIOaOiTX3hJtBb2SOrb+LbYL/aYCJnZcjEqpcOnA4lhgvvuelF7WHnpO1BQ6jzAQLzuUEx2Ej4SF2yvR7PKiw+PHvC0V/HW9U0oI/nWEvk+AvrYce+byfTFzXupSo0PYHNGk76k2c8CGN9o4IhY+WXcAv35nDX7x6jLtTt/COCeWb5GvTXYU667V1BYPHeRuc4W3V3or5JTqI/glp1S/LCcA7QAmRw3CqYDsNisKeBpg5wcJv1/B7z/ahCU7qzHj8y2a98StN8vq1BQKeXIQB8twHnw2yeUGjSY2yclRJnHgiXYxOyA7cH+MdqXqCmLZ9boAAJtgSURBVJo7PDqjf9OBRr7w+narOrl5fH7NtVc0mTml1OtjA6zDFmhr0aRUsu/mZQTaJzNm5HMWf09+znL9EmZw56UHjhmqppS8+4xZvRSd8ywKg80jGettnkDqhs+vaK5LLNxvlrLF7hnr22b3O9wW49xgkF5XFL3Kim2TnJ1m1xzrgCQn3yf2V3EXFxOllFn6XvAyed8T61QdbGjnn5MNl1qTNhPOAc8cmolQPH60dj8AYMvBJmw+qKpAxftzwMRBWWeiDgW0Rrg+ahyZskXu09Gk74VSDJkt+P1+hQdS2G+yc40k1dMrOaJFx0Zjuwf/XrJXE10GgPVCiuRaISgij92VTcYKBZ/fuLZeARvL3D4+D5vV4zF0LnCVSWSLz7x0rSNA/71wNaUic8pEZYQbjJ8iqoIutCPMLNqs2/XVVKEbzrlkfN/COQG1SqnQ99zoGbPPmyqldH3JeNHOVbghnJKhCp2zOcktKMREh06otg/oFU/qvKsNvugdpMb3VLYfFEWJqO8DahB2QHYqgO6plHJ5ffjn4j1YtKNK8/rWcjV1SEzhlhfAWgVM6Jo/gD6AFMopFWlaVrjAG2vfzCZhz01WvIvPRVEUfR82cLqqNlfoOUhsF/IYZWarhW5Pgd8uCranmubk2fP1rW78ee5WXTvZVq4G4DYJ2SO6diKcq16laPzcUuzaQKM+EBZ5TalQ5SX0yuzQTik2Fo0ozAAAlEhp9JFgpHJfvLM6+NteLN1dw18X15u1rW4+7+gzRCLfOVS2vZoNnFI2g7bd1yCnVB9BVkoVZOidJSxqwCaucCktDqsFwwrSAQC7q5oNPxuKj9fux8yvt2kGiuLaVj6AbtjfyCeIFpdX07nFtBZ58jVaoGWm2A2vxy05K0LWlGrWq6+YciL0DoXBSSwnLXCMbuCU2l/fhtP/+j1OeXoh9gmD+m5Bnlpc08rvm3zOWqVU6IgBMyrzg4uxWGpK8UWV29hQN5oUWZRX/k3ufGTGcXBxqCj6Wi4NZk5NA+UId55pdt8zl7Yzpy5bALCtzGtbXZo0RDNHhJHxWGByv5khF2qbZb4AYAZD8HupDis3UGQHLIteZaWq9xXQpiACatqn36/o0veYskRWvxg5e5mjt39WwDBkbUJsl35FVRXJC2ht+p62HzeHdMBrx4hIFDeheOvHYpzw5Hf4fMNBzeubhNTktaWqM0SOhLN2pC86KkQtverzNnMKs0Wr6XsGykA+VgrpVuEW7qx9yumqZmmI4qKd/aacvsfatJkDs38wTb1ZcDg/9ulmPPnVNtz81iqNikyslyOmS+oUCkGDVa43BAANwvwjO9gBdZxgcw17RqFStKySijfs7ns+7W/KDkDWl0OpWlh/CJVi2RjC4Wg1aE9s/GTPqdlA9WC1BMYYQEwVMYnKB9t3miNwnlqlVOi2Hemur+y4oZxyDW3Gajj5Gnx+tc5hVoo+ui86kNg9Z9+VA23iuMWukc2PRurdgIJdO3+y62f3RpdqJwVK2HdcXp9m3hPHWtZG2PMN5VzKTZfbYmglnPg91S4LfM/lVdP02XmGdCKw/t/NgoIiry8txtNfb8ctb6/WBFrFv/dWq2OSrPYSlcb6dqp+1udX1PvGHYQhxmCxnplX2387PGo6KGvbrN/rAm86O44t6vV2HBuD3T4/T+llwQSj9p2brre5zFJJ2Rilqu/VMZT1OTYOh6ujW5QTdEolUXn3t/k78PrSYvz6nTWauUhsJ+KumHpFnWC3m6R5iupNWd2oS9/TKKW0Dk/xWYiqX9keYfee/ZbZxgXMDhs1IAsAsLe6JeRnjXh5wS6M/eM8PDd/h+Z1sSTJFsEOE+8ZoM75uoBgiELnRrYXs6nV4LF+Psw3WE/0Ncgp1UfwyU6pzEDjN1qoDcgJTOShFmBsgLbbrBh/SA4AYLWwmBJpbPfo8oEDRZA34F+L9+Klhbv466JzBAC2BFUDoiEEAGX16mAsq5pEpQkbIFj9rFCGqOqsCLwvG4XVBul7LGISbve9gdnJn8Q6PD6881OpJnoCALNXlqG+zYPmDi/+u7yEvy4uxvyKuiATowWAsVJqYHCS1hQ6Zw4bydkHqG1MfSbhHIXBSVGnlNKr18RdJY2KNDNjBgg8x3Zhl0W2qDCqX8JSXY0W6QUZoa+xf4h2xww2pjBi11AtRd/EQqbsGOz6NEaXT5rQhHNhOe7sGkS1hniNzEnNJkP2eprDhmxmNIQo2J4tGTD7JacUU6Q0dXg0Trd2j48biGzyZvfTSB7PxpHCoMqT3YOD0vjA6kvJY4NRGgzvxyEd8IETPiQ34FwW+0AoimtasXRXjbZIq9ePJ+ZuRXWzC498vInfu7pWt+ZZ7hLGQDkaWx68TtYW2ALayEBMddi4M16zcPdqn7fRwp1tgmG0IGD9UtypkR2D3aNQC958aTyQv1dv4NABxHYddOgEz3NgLhuDQzswCzJS+MKpoc2NVpcXczcGnIJ7a1q5Q9DvV1AmtFuxxoS8GGRqkQ6PqibhaQXteudSdqpdF91n1z4kLxDU0aZgqgs+1rfaJOfSoOC42yBFutlv5kvjJ/v/kHz97wV+U1aTaiPDzJklO3pZP2LjucbJaTIOst9z2q3IcAbTqiVnpVH7ZtfHxgBNiil3zqfwa2Z9kJ1nf4PzBMwUZoHvsXnOK6nh+GJCvt/CouKQvED7rgtRB1B2uurS9wxUyEZzkvaeap2L7DoGBYNkoWpKZabYeX9pd/t0zsuaFhdv8+x8BwevT24b7JhygKlFuqdNHdraUG5pPjNK92Hjdqg0Hhb4GV7AlBWthp9LBj/ursHl/1qOz9Zrd/FatjuQIuz1K5i/Va2FKCqLK5o6+PXLJTK0aVmBz6gOUPVZeDQOfmMnUQq3K/RzSb7oVGcp1GytEHwObW6f4TPMle24dq0jUyzELZZhYHOQUXBRVt6Jn2Pt3mh3YnkeCZx34G/mbApXR5e1WdlWiwdzNx7EJa/8iHmbKzSvfxtsGy6vnyt7AO06qLimlfdLs/Q9du3sHor3Sazzl8vHQa1Sis8DrXpHeWGmwZgsjHOFkl3B+jPry41S+rsIs8PGBdebOyqaNU45xo6KZsxauU+jWOrw+PDCgsA686WFu/nYpyiKxukrKhTltQ9T47P+ws651e3TjEt6+0rfDlnbNqrZKc8jfZGEOaWmTJmCjz/+OOT7NTU1GDlyZKJ+npBghc7tUk0pox2pBmYHjIxwKiCHzYIzRvcHAMzdWI4fBfkjAPywqxonPbUAk2Yu1NSB+nSdOjl/vv4gH4j2SN5vtvsYWwQwY+lAfTv/Dhtg2IAoGn7sevoZGHCAUfRfq5Q6tF/AoDEqdM4icKEidWxSHhpUkslbiceDmhYXvthwUDcJPfLJJvzh08249NUfNRGFNYLjUJSqylJY9hyqpAW4RikVHGyZUs4oxYA5PjXbuXuYMRPCUSgvjtikGLzPw4O/19juEaJ26iIm2yDCxpxAWYLB3erycgPJZrVgUC5bOOiVUuqCS79ozpUWMYDeYJPVWKz/pNptPLrUKjilWJSwssklFP8N/PZQtqjUKCuCE6FgFDDHE2uvbBEX+C290aB+16e59lD3FFAN/wHB+8PUcgcatO2JLQjYoiUzxc6NR3bN7P6x59Dm9umc2axtsP7MHFflUrogM9ZYPx4p9GOuzJL6cVO719AgYm2MLebFPrD1YJMuYrenugXnv/gDrn19haY+26YDjdzga3F5sWF/AwB9xE8cA9m9YY5I5pSS24KRAZ7qsCKDOaUMJOTcgDTYfY/dE3HxzRaYOWkOoQafdgHOnUvC+YjFl1kbY+2I/ba6qDVWkrBIqrw4ZfOUkTHL+pjTbuULo/o2DzYLzwEAVpXUAQgs/sTfLK1t4+ddE2zXzGHKHJNsDLRY1HYrXruaCmETnoWq/gXUdlVn4JBLsdv4WMDGkFbuCDB2LskLevZ5VotqSJ5+nBN/kz0j1saYEc7Os93jkwx+rZNEHCPk8VNjhPPouVVVvQTvHfttNrdonZXaQIFRMXPWtsVCyfK5yIto9fq118GOX5Dp5IELse6OO8T32gQlHJsHjNL37FaLqhQIXjezKdi4VWeglCo0WtgIKVoZkkO6TeqjstNfTO9KDzoJ29w+bvsUZjphtQSCVkyJweYKtQ2HUO2la+cWdk6H5Kapyq12/T2VA1MsIOi0W3n7DqeUOlJYxCaaxTur8cw3OzQpju1uH+6YtQ4ri+vwwAcb+b3z+xU+BwDQ1LDbJy22i4MLZ/Ys2HysUdKycYHNCSFqKrHFspiFAKjPUDOXsEyDVLsa7AuOXyyrgjl5xWMBYlCAKYy1bbswM4UHTZjd0CE445nSUwwuymUY3D4/Hw+aO7TjohiQkp1rbUJgrs1gLjGC2TpsnBdLBkTLx2v34y/ztmsUTbUtLtw7ZwPW7WvAfe+v5/21qqlD4wBbsTcwXymKgrI69RxcXj9XiLP7yRxPVQZlEtT5Q7y/6sTIxknWjnRjskHw1ij4L9bqK5CcVnwtEHT0eXyKLsWNwTJ9RhRmYMKwPHj9Cn759irN8yqtbcVF/1iKhz/ehCe+UMu/bD7QqCnnsXxPoK9Vt7g0bVYMCLJ7xvqaanupATFmu9dqhBBae9uo5iFfT2jGbpZ5wWwdSt+LO99//z0uv/xyPP7444bv+3w+lJaWJurnCQnWqa0WSSklGBKqUipc1EBVXR0/LA+XHnsIfH4Fv3l3DU8LUxQFT365De0eH2paXHhZWKCtDC4EgECKEpNQ7gkWLGZqLhatZgvB44bmAQgs4NngwCZRlmtcb6Cg6ccdIFIEX5IDt/FIZeAYh/bLDN4jffpeeIVF4NhHDMyGxRJQSoWTkLe7tQY/46tN5fjTF1s1NVDcXj8u++dy3DFrHS76x1I+idW3uvH5+oASwONT8M5PgT7m8yvYKBhB2yuaeVSMHZcZGNwpFRyYxxQFJLOVTR188ccGVBaJrDVwShmpKvjCN5iCFTJinaFGVxVF4Q6kIfnpOkOWFbFNd9p4KpnGKRVsr067aqy3utR0qKxUO49QaCKFkqrLSClllKIoR+X1hddZrRwr0lNswWvw8vvN1Idur59P/ux6uFPKQJ6en6EaiMyAZ0ZBTprDsEYHO1d+HXL6nlNQSunS91iKanDR1eqG369wpdTh/QP9hxlPbNGSl+Hg95T1CTliCYTe1pobTMFnxQwGdt9Y+qDqXA6ch9vn5+OG3I8DBq7eIGLGKHOcMPXamz8W4/yXfsDZzy3Gd0KU+53lpdzYeu2Hvfz+rhbGPABYWRxwEO8N9j22MGVF29vdatrM0YMD11UR/G12DczhLRbYZoZPil1QSmnUJGaLeq3TT6s2DHwvxSEoW6TC4+weNbQZL4hYn2eGLnNmMQPZKLrvtFl1GxRw9UpuaGNWVfNauOO4rtXNC/AzmKOeqesG56XBabPC7ROM/GAbPWJQNgB1XGR9JdNp5/1Hc+0e9Z6pzyJQP05VLjGVmP6epTisyE1ji2938PtaR54c6WbGtzousXumXXw2d3g1Tl82nvXnfYs5iFRnMXPoNxqk+MhOKY/Pz22O/sE+ZjR+ptitPKWIjef6sU6/wGSLa6OaUqKyQ04VERfRoqKUnQ8LljRI9zvDaefzmdHGAv2zjL+XHqJteLzqnMTmOvY+G2dHFjL7Q/97hUaBEpZGY7fp0ttYwC2UupC1BYfdgjSmsnJ7+fjcLyuVO96qpEACa1NNHR6tWkZOt5LS93LSHDzN0Ci1UW7DzBGS7rSZpvz4hXS1YwbnAgC2lTdpNouIhH21bfqyAa1uPPjhBtwxa53GMbGmtA43vLESf/9+N255ezV3eizdXcPnPbfPj2+2BOaKktpWjY3CArAeYdxhY0NpXWBOYGr7sQO14xCgd/CHUkoVSnMnO4chBoEBprJOtdu4AktWSmWnObizVswa4P1CUJS4vX5uL2enqf2CjX2iOtswfU9wuPOxqC2QicF+7xCD65eVUoBqH7HrUJVSxgoV1q7ZvWdrE0VRsLOyWbcOqGzqwO3vrcU9c9ZrnE/fb6/Cve9vwKuL9uDO2ev4vL1wexW/vla3D4t3BBRRYmo/oKp5alrcaPf4YLGoz5w5M1l7G1PE2om+DhxvJ4LzTkyZ53O1ZH8OKwi9zio0ULeJtZJU53TgmG38e06+5gvnZLZbLXju8mMwIDsFOytb8NICNdPmvZX7+Pzw4Zr9/D6IddmAQF8F1NRYpsgtq2tDRzB7gqkSxzPbiwWiWPtNdfD2xH4nYE9LQRqDdHYj55085snp5n2JhKbvvfrqq3jxxRdxySWXoKUluhxQIr6wSdJuC62U4gN0GBUQMzbt1kDzeerS8Th2aC6aOrz4x/cB59PmA02anbC+3lSODo8PzR2BaDWgRu3YoLE76Aw5f/xAAGp0iw0IwwoyuPefTdyyU6rWQFYaKo3KqNaQeMxDg4vq2ha3GlnhSp8wjjuW1pFm5+e2bE8tFm6vxB2z1uGRTzZpVBefrNuP4/78LY5+Yj7e/LGYv/7FhoP47f/W4o0fi3H5v5bzCe6jtfu5M6+srh3vLA84n77ZUsF/GwAWbKuCoijYXdWCVrcPGU4bj3as29cARVH4gmzK2AEA1DRKppRiklmX18/bRLO0MDZSSuWmOzTKJECvXtPJviVD1q8EFiJs0s/PcHKDlP0mO2aqxpjRKxacNnVB3SY4NrNTHTwyV2dglBmmM/m0iyNtGhRTnKTqvgeoRqLdZuHn09Th5RGxgTlpqiqjUTsZGi3U2D3LSbOr+eqS8yXNIJ3LKxjvspOC31O76ujTKb54MX81taWpw8OdQpMOLQCgGkvMEM5Ld/KJmV0zW3hkpzr4M5THH9au2XfZNutsfJgwPOC0Zk4x9v3+WSncqGb9p11wzsiF07XXGLi3hwXHgn21bSira8PfvgnUJvArwBNzt3CHwJebyvl3mzu8PCrHFDlMxbHpQAMA1SE8ZWxAcVrT4kJju4ffl1SHlf92eYi2EEiBCDybDt4XVGeONn1Pq5RiRpPX5+dtmjuMDYwmp83Ko4dytJ0vCMQis6JTKlvr8GiWFlJGbdppFx06QWM2qIwszEwJacyytmm3Wnlfqm5xYWNw7jn1sEIAqtG/P6iuG1GYwcc0Nr7WyovBJtZmg06pVDufQxoMlVJWZKSo6VQur+qwYel7dQbpe06bVXdc+V6HUpflySmPPGUqzbCukFtaRHLnCh8j7XxMNio8ri5ItAsOwNg5L7YnttFIQ5tbU6dLVQLq5/R+JpHodKeNKzHlcTA7zaHWyDM4n37SYow/4xQ7n3fqDe+btm2zRUWG0yY4RfVOXo2SL/g+u16u8DRJlTGak1LsQrsJ9gsWcBuYo3ccA9pACbOx6ls9fI4tyHDy58gWuaxtMTtO3mHQw50IWjUxG+szUuzCws5AEcNVA9o2le7QO91ERPtnaEE6Jg7Ph18BLvvncszdeFCT0vnMNztw6Ss/4s9zt/L24PMreOjDjTj9b99j0swFmB/c2UxRFDzw4Qa8v3o/vthwEL98azU/138u3st/c9OBRp5mtWCbGrAAgPnBjWSYc5yp8Q80tKOxzYODDe3wK4FneMKwfACqw5wtlNk4VG3qbNDfT4fNwp+tasfJCmx9304xUN1qldT69H4Pt4+cmvRpNsfmpDl4YJw524xSz40W7qkOVV3Z0O7RBFaMlIAubh85uLqFXb8cDDNqT6KT88hgYKK4phWVTR24/o2VOPf5JTjl6YVYFsw+8PsV3DlrHeZuLMcn6w7g9vdU59O/luzhx/1xdy02BNvBwu1Vmt9kKXubDwScUBOGBWybHZXN8Pr8XA1elJ3Kg3+snbDxYszAQDCZOS/dXj+/h+w+NYZyXmZqHensuRkGCrxaZ0uLQdp0qjCPy+l7aWH6MyCsOW1WDC1Ix19+fhQAYNbKfWjuCATlvhJsL49PweKdgXu6riwQeBoZXIexe8rm94kj8pGdaodfCTiqGtrc/HkfEexrFVLphKxUu64EjlGqYosQpGEBo36ZBgEFnVNKuy7qSyTUKXXRRRdh+fLl2Lp1KyZNmoS9e/eG/xKREGSlFOs0DW1qzScWiRoQYjHNjyUVrkt12PDY9LEAAltsVjV38K1sp48fiKLsVLS6ffhxdw3W7muAXwlEgaaNKwIQ2PVIURTsDTpDpo8PvL6zsgV+v8KdIwOyU7h8ljml2CA2IhhVNNp9L1xNqVBFtdkgxhbbRveoqcM47ccjLIqmHRm4njtnrcPNb63GFxsO4r0V+zD1hSWYt7kcryzajXvmbEC7xweX148nvtiK15bswc7KZjz00UZ+zKpmF574Yis8Pj93/jEV03sr98Ev1Cb4zRmHwmGzYF9dG/bWtGJdcDep8YNzcMLwgLGzprQeta1utLi8sFiAM0f3A6BXSg3NT+dGrhox0CqlRKeUGgW3cadLsxyxzjaWffNaBELB1RaXl0+KYoSCTQbtYSJsYhSYKZNaJKUUW7jWGaRq8vZjUOi8v5AOwl5T0/fY94wXzE6blUcua5pdQlQ6hRtJFU0sl51FqkI7AQP3W70+QDQsbchM1T4LUZWnpth4NO+lO9X0PdlpIxZHZp+paXFzp9CkkQGn1MGGdnh9quorL93Jxx/mfOGLuBTVQNHtICQ5Cevb3LzGic1qwbFBJeUBaWwwMoDZ76Wn2AWnm5FTKvCshuanIy/dAa9fwb3vr0eb24cxRVnISXOgrK4dC7ZVYkVxLaqbXchJc+CqiUMABBYhfr/Ca+7dfOoIAOqihKU2jhuUw9vL3uoWvvDrl5XCF5LMMGKGTkGmkxdJZsZjh+Cg5UZg8Hn7/Qrvm7r6DkJb6G+QWis6iXIFxYgYpTZyLrE+4bBZeB/j6g0D1Q8bS7kjWfg9vuBni1pnaGNW3eLewpUc+2pbeTHTK4PPZ399O+pa1TY7OC+NBxGKa1rR7vbxe3MEVyhon0Nmil1zT/i1C8oVUbUmjnc8jSKUUkq6dvme1RsoAgC1NkULr+OjGtO53LmiH7O54qdV6zgUv2ccGdY6iVg7tFktfLw2cqA47VYeQW9o82jq/PG0MFMnmF6hqhnrpPMJzBF6Na3Lp71+uY1mptqF89S3b+bMcnn96PD4VIVVSqjvqU65PMGBJG6+wewPUWmhqyllUHPHabciJ03bbmRnZquUHq06LqyagCWbYwsyndzmkZ2yAcVTcJdLA4edrtB5h3pPmV1hrD5jjgKtYzU9xc7VdcZOKfW6HDYLnrxkHAbmpOJAQztuf28drvjXT3h/VRkueHkp/v79bqzd14DXlxbjZy8vxZaDjbj/gw2Ys7oMQGAuv3P2OmyvaMIn6w7gu22q82BreRP+u7wUxTWt+C7ofDrt8ICz+4M1ZVAUBd8Hd0x79PyAffzT3lp0eHw8de+0w/txB8H2iiYewBmSn85VKaz0A3M2jA06G2pb3Xyxy2wOVXVqoMrTOICD/Zs5gJkdZ+AAThXTiLk6PdifnCFUTdyBZNM4c5sEpUmBpDTRBhe1KduANuVXdeS6NXXv1HWNfhxOdagOYjbeqoH40JkPHqE9DcpNw8h+GfArwIlPLcAPu2r4tf/mf2tRVteGt5eXYEWxqoxevrcWX24qx+YDjfhpbx3sVgsmjgjY4B+sLoPb6+fH+f15YwAAS3bVwO9X+G6808YVId1pg9vrR0ltK6+nNCRPaCdBRR13XgaVUtVNWmUjYKwoE9XJ8rwj25+ajYbc2jHJ51fnBXUu0zsa2fPOEBz+4UrGsCDU5FH9cGi/DLS5ffhs/UFsOdiEsrp2pDqsuPmUgI3F+ioTPVw3aRgAYPPBxmA9qcA6Z2S/DBweLKC+u7qF24h56Q7enyqk0glZ4jok2JbEDUpCBXkBc6VUYWaKYUpzXyLhhc7Hjh2LlStXYsiQITjhhBPw3XffJfonCQOY0od16tw0VcWiG6DDpO+Jhc4Zxw/Lx7FDc+H2+fHfZaX4cmPAa33h0YO48+nrzRVYE1QMnDAsH8cMyQUQcEpVNbvQ7PLCZrVg8qj+cNqtaPf4sL++nTtHBmSnapxSHp+fT1pq3Rh9fq9R0cTAdbCInBpVVhSFGzr9slKExTZbPGvvkWgQiHC5qc2CX546gg/m2al2XH3iUIw7JBuN7R7c9u5a/HVeQHVxy6kjcNeUwwEAT321Hec+vwRtbh9OOawAn/7uFFgtwOdB5dT++nYUZqbgvVtPQlaKHaW1bZi/tZLX9bromEE4cUTAKfD99iq+3fkxQ/JwfDDqsnZfPTd4BuWk8QhcSU0bvD4/v+/9s1L4pF3Z5EKHx6fWzAouHGo1xViDiwMhNYPdU/ZMslNV2bfR4JwiFGttc3v597PT7CjMYDWMAr/ZIRhI8kIc0Brc7P02t1ez4JInGEVRBDWNvr6BWEvEKikPwjl33ULbYG2zusXFHTT9hPtd0ajd9YOnS7YY32/ZwdIenCgDSintYkybWsUcPdqodJrTrNC5Og6wSbiisQOVwUX7ccPy4LRZ4fUrKG/s4ONMXrrDQCmlLuJCpWa4fdq6DlVNLu6AGpCVgmHBtshUL6zN5KY7+PnVSv043WnjBecbDaT7zJnvsFm5IbmqJOBgeui8Mbhq4lAAwBs/FuPrTYEo+NQjB+C8cQG153fbqrCrqgUNbR6kOqy48oShwXNsR22LCyU1gXMdXpjO03X2Vrfy+9I/K5WPNXKh8yyN0kAbbU6xW5GZGvp5s2PyNivsXKZKz/WRPIdNm27UauBg0dYlUR2mudLiXE7/cfv8/Lm4NYt2rcOn1a1vK6GcUnarFSOCfWZbeTOKg+PdSSMLuPNp04FGwSmVzp0BxTWtfIxx2qz885W8ppTosNA7Ul3iWCaoFNl1Zzht3FlaZ7CISrHb1EUkd5IE7s8QoXYKd+QJu6/Juydx50qKXVWFioEESSXX7Aqk9zUbGOHsOYjtSTa0xSi4oXpVdKAIThn2fZvVIhTAN0rf00eUudLCblMdQe36BS+b043SWmXFU4vmvmkXtOJ9K8jQpqC0CQ4Uw/stOnnT1H7R4vJyp9zIYNpxnYFSymwzAo3Crl1r27GNV9h5MsQFqcYpFfztfEEpVSk5pcT5U3QuqUoprX3FFAJZKWravNE9ZU76eu60CAYSTJzRgd9Vg4R2qxWHD8jCgvsm4+6zD0eaw4aVJXV48KON2F3VgsLMFPz+vDE4JDcNJbVtmP7SUnyy7gDsVgtevupYnD6qHzo8flz12k945JNNAIAHpo7GzEvHAwBe+G4nnpm/A4oSCOo9fF7A+fTt1kr8uLsWlU0upDlsuG7SMBRlp6LD48fK4joelDhqcA53Mm0rb+Lj0JC8NAwvDPRxVvOTOQgP658Fu9UCRQk8I62TW+9sYKo8hxRQANT2M6JQdY6z8cTFHUv6MVicP1Unr1F7smi+y9LjstPE9KegHecxcnQZjxm5BmNGVqoD+Zn6viaqh/PkAEfwOgblhlZKeYX25LBZcO2Jw/i/89Id+OC2STh6SC4a2z249NVleOqrbQCA/7t4HLfnn/56O14Obuo0/aiBuPOswOufbziIH3ZVo8XlRWFmCm48eTjSnTbUtLiwtbyJB1HGH5KD0cEA9NbyZnW+yk/jNjgrncICq0wp1ezyot2tOspTHWofrzdwXjqEZxYqpVpzf4X0SOZQYbaDS2OPaJ1SbE4S65Y2tunvv/gMmBDCYrFw2+vdn0p5MP70w/vhgqMDtteSndUoq2tDeWMHrBbg0uMGw2m3ornDi9LaNq6UGlmYgcOCY+3uqha+1ivMTOE2vByMz06162xKTU00aXdUcWdYHqQxCCgEArz6eaYvkZTd93JycvDll1/i1ltvxfnnn4/nn38+GT9LCKgpd4FObbVaeA0aVT3AJP6qYSoWiFOPxQx+i+b1W08LFK7/+/e7cbCxA5kpdpwxuh93Sn27tRLLgwUdjx+ex51S28qb+E5xwwrSkea08UFiR2UzXwQMyE7hhuqBhg7NBGJYlJwbmsZREDYQMAeAxxeoXcQmrJw0h6pkYaqc4D0qyHDy6zdUWAiL2YLMFHxz9+n48s5TsfLRs/HUJePx8W9OwS2njoDdakFmih1/uuhIPHbBEbjnnFG486zD+HGGFaTjpSuPxTFDcnkEgEl7bz/zUORnOPGLCYMBALe9uwYurx+D89IwekAWzhwTSAlauL2KKzWOH5bHa3OtL2vgdbyGFaTjkNw0pNgD9VT217fz+94/Wx2cKxs7+EBrsajpex0eP1efiMaDHCVmn0l16p0kgLiDkA3pgrrASPVirJTSG0iisc6cUk3tXvOoh7DgUlM19eeZ6tAbeka774lqOtGZIzpn1MnQqSqlGgPOV3aNzLnZJNSEMTLW2OQuGmRimoz4Xordyu9pfav+nnJ5vuS04RseWC28n6wvq4cSTD/on5XCjeSy+ja1AGeGU3XGSfVJxHSXUI4GVlfM5fVjS7AWR1FOKo/+VTW74PL6QiiltAawaAQY92PVgciMIAA4cUQ+zhjVD9dPGgab1YKf9tbx+m3njRuIE0fmIzPFjupmF/7zQ0AhfOyQPORnOLkDfcP+Bu4UHlaQwV/fW9Oi9r2sFD4ecwm5S223BdwwYu1WXXznphk7hNn9AoS24Fadl2b1PMQ+Xdfq4Yau027V1foSvyemFNVLC/5+WSk8rUJ2eIg1d1hqibjgl1MJGarc34JhQWfSV5vLoSiBeaQwM4XXINu0v4EX55eVUnXColzcDtznV7RKqTTtOAdoHexs3GkVnOGZqfq6KoFrV/ul2p8DKeRyoVqPT+H1gjS7rwm188R7nRVC8aOmr6kK1kZxwZeid9yLkeF+ksIoUtWDPEewcTszxc7HFE2gyaud0wEYpq7KbU10smcaLXiZIyTolGMF3Y3VcPq5JcVu1Sg8meM0M8Vm6LA0GrPr2zz8/jnt/9/em4fZVVV5/99z7nzr1jxXqipVmYfKPA8kBEgIQwBB5ilERJQwCIoiiNFWoX39+dpq49Qt2o0I2mqLNi9NUEaJomGeBULmylxz1a3p/P44Z++z9j7nVt1Kaq71eR4e4NYdzrT3Xnut71rLlBtl2qBBL5bb0ErVhSQlUCse30zuv196dLt0OhuuirUpKR0Gful71GGXE/c6A4RzSJyfSMX3+5zfNaUF4i3LDf7RjrD+TgT3uRQ2WjwcxC2nTcETt63GhQvKUTMuCxuXV2Hrp1fh+tUT8cjmFTKlNysaxA+vXIANc8rwLxfPxYTCDBxr6UBbRzcWjs/FJ1ZNwEULKzCzLAuNbZ0yAPvxkyZgRlkW5lTkoKPLrrEKAMsn5iMaCmD1FFuJ/sRbB2Rn6dnlOTIY+NZ+t6NYeW5ccTZYliUd5EWZEXmPDjYklTlYrwlnX0/XFtXXVj19r5OkgifJGE45nkLBHpVSigOppZ0opYJy7Tqs2XHRkCnT7VMpAaktozhHfZ5DqiTXlXlu+p7T3Mm3aYbq5Ny4vAp3nz0DH1tZjUc2r8Siqjx8//L5KM6K4FBjEh1dFk6dVoTLl1TiE6snoCQrij3HWmU9setWTcDyifmoyIuhsa0Tt/3qFQDAyVMLEQ0FpML8kVf2yc7CM8qyZI0o23lJlVL2vdt5pAWt7W5H4/H5GTLwe7CxTXWwx72NAlTnpXt9aRBarI31rR3yfrQRB2UirClUFXtErY/YqgQGe07fo5knggsXVCAWCuDt2kZZW2rtjGLMLc9BQSKMxrZO3PeUnS45rSQL2bGQHGuv7a2XNaWqCxKyRMJ7BxuljZifCEvb64BeUyrmrSnV5jNehFNP2Fd+qkPAVepS5azezXSsMGBOKcMwPP9/77334j//8z/xxS9+Eddee+1A/TTjQxcx0gUFZKNmL/qqwgPwdqwDVIOfcvrMEukcAoDLllQiGgpgUVUeChJh1Ld2SJXBkuo8lOfGUJgZQWe3hV86cmmRHy2iAu/UNsjIXGFmVBpq++pa5cKbFQ1K+XxjshNtHXZ3DWHA0TbQ3WSBEZNqZjQkDcqDjW1K3ntBhhs1BGiEKEgKQHuvkRupd1McZ5ZlI+oU1QsHTdx19gy8/uXT8dLda3HVsir52U+vnYL7Lp+Pz58xDb/55HK5eN+6bopMITlpcgEuX2pHbDatqAb1D54/vxyGYeAUxyn1/PtHZJ2o+ZU5mFyUQGYkiJb2LvyvUy9hfH4GTNOQ0dn3DzURpVTUVe40tEnDIhEJIjPidmbRc6sjwQCJEqvKnXjIVag0+GwOwpqRX0fviRah8K8pRZVSrlFGo8BUKSVe16N2gBtF80sxoIaOrjoR40hX09GoNHVKSaVUIqJcb3ou5blxj8KRHkvKhZL8zfs5r2Ot1UdJlKpgezBgSqP2eaeGkt1ZyU2d2n20RV7bgkTEPW/nHgpDKh31SyLi3q8XHWdraY5dhysaMmFZwH7itKbPjO6AV51u6u9ZlqUYQydPLcJ3L52HW9dOwQ+vXADDsLs2nj27VH6mLDuKFZMKEAm6m5Bfbd8DAFgxyTY2hVP48TcOoLm9C6ZTrFSOvYPNOEDUoaVSKaWmctK00yPacxsNBUhtGOdZUFLpnOe9xeuElI5bpYMlKcxMnAhyQxAJKhseMc+6KWykaLeTpqduTtUx5OfYPqorpXowZmWKuWliqiPNF3uN2U7xY+GUenVPvZK+V0WVUk2uUyrfiQR3ddsbRCUlzseQlLWhgmpNFr/NQZ1TH83+nNfRcaylQ9YzBBxHntaem6aEZcg05S75u/pvKjWOlEit21aenmN+D5FhobDyPE9h0/d58lX1tHTI99Bn+3Cz1ymTQRySR7Xn2372/Ysox1M5XUVND63ornrdvM9aMsVGWaaapSiQ3q5sQtzxRANiYoy2E0W4eKZoHT/xN39HgOOUIupCv/pnyhrp1Os63NhO0vciKBTpe5q6NRFJUeif1PIR2GnzXoWhXyqpOMdkpx2UaSG1qPQ0NIoYR6ZhB18p43Ji+D8XzsEfbjwJW86ZKe2T/EQE//mxxfjz50/BC3eeJutr5maE8fB1y/CJVROwec0k/OSaRQgGTARMA185t0Y608+oKZE1FC9zUoOFEkIEZVc75RH+Y9tOtHV0IzcewoSCDMwsc+YhotisyItJVXRtQxuONre7KsFEWKrIDjYmpY2eSZx8qVRw9N53dHUrjQOEMt1Pdas7sv2COn5O3pCidO1wyzDEvOl7bT7qylTnQb9TKu+irprxaC9O/rqWdrR3dsvnvsxZY7stb0YFdXKGAgZM08CmldX44tkzpH1TlhPDf12/HNesqMLNp07Gdy+bB8MwEA8H8aUNM6SC6NLFFZhZlg3TNHDxwgp5LwDIMh/iOfnRM3YwqzIvjsxoCDXjHIeKtl6NJx2+xT5F1H4U8/LBxmSP6y2gOS/J+KJB6HE5MTk/6vNuLBxwVa8tXqVUnhZMpmq73tL3ukhwUJAdD+GCBePk/2dGglhfUwLTdPc+v3hhFwBIlftsZ83/644jsnTC5OIEJhVTpZR9fAUJt4zGwUa7TIRU+pGaUn410XI15yi9Rn6dQ925290z6Z11xwoD5pTyq7MDABdffDGee+45vPbaawP104wPMifXoE4pNw0q2dkti7tlxUKyI0FPdVao1xqwJfc/umohVk0pxEcXlOOW0ybL18+d604eU4oTmFSUCcMwsNxZyIX8coqzgRD/fru2UW7W9ZpSwuOeEw8jKxqUBsLhpqSidBGbOr0QZ5JEB4Xjal99mzQmcuJhaaB5VDm01o5fHjpZlHsiGgp43mMYBs6cVYrrV0+UGwHANnAf2bwCz96+Bv+xabH8XEVeHLetmwrAdup9zKlbU12QoTgJZ5Rm2elmpoF5TgrfH50Ci2JhE+9/50Cj3HzYSikh3W8jEtYQDMPwGBfUOM7TN8YkYu0fsXc3cq7hRR0MYXcxEKqedncD5KuUIveCOoH8Omkc0RaYoGm4G65mb6qMnxpMqunIBkdxknXT73ZTIsTiVpgZkR0w99e3yeOMhwO+m3S6idU3QFQSLw02j4rKu4mjyoJUNZekUipgoCpfc0o5qiXRQWj30VZFdaJ335NKKeKU0jccbjTflEak6J5WmhWFYRhESdkq74f9zPTkXPZumgEoKlEhG98wpww3nTpZGv8AcOdZ01EzLgv5GWHce8Fs6SxYN7NY+b5VjpNKOKUe+pvtiC/PjSMSDChKqYPSER9xo7hO6hdNV5Abd80hHA2ZnuL9NL3J3UR6lS3ic/XKJtoZlwFTMZrofRNOp27LfVZ8NwSt9gZLXF7FOSOcUmTM6hteeu9SOzDdwMnkooTSeUnUfRGddbbvPCZTIytI+t6eYy1Stp+fCCtpqlShQBUffgV2aSfE5mQnqakTkteErk3tisPb/V7xuYBpOKko/o68SIjWZbOvWZOizvJxBPjW8GpX1KSeTSR5ZvITqTeYft07U9UoU55t5zvbO7uJGkw42U1vOmGH99nXneyxsBux93OE6IonWsy+p+57kWBASUOkhc59nVI+SsA6smnPjoUQCwdkzTgZ8HHOMSfu2mhCQZhUHH1q+iJ16PilR7vNN0wlEEfT94ozXUcI4D5TGSkcnR1d5NqQOmZqSmTq9L28jDBRULrXNNZb+h4pitwXxPohAoeCwswI7jhzOj5z+lTpgAFs1fkTt67GzzYtxncvnScD8efOHScd4dUFGdgwpwwAsGJSgbQHAGBhVR5M05AZA+8eaJRd3Spy7TqewjnzolMXJxYKIB52g7AHGtqkUyZB6r41JTvlM9ahBPq8Y0181k196yHAoSmMeqsppY9vxeksO4CrTm66Bh3zcZwrKb/EaZKIBKUjlwYHpHON2jnkeQJs56N41jwNXUjpE11sQanIi+NLG2bi02unIO4ohgDgjFml+MONK/HTaxbhq+fNkq9fsXS8tHFnlGbJzIZVkwuV7xUOlTlOMOXVPXVK7bHyXFs53tzeJYPP+YkwDMOQdhZdrxQbi3Tf86spdaylw1WvhoMIkvXYVZ2741xfI+j6r6vYWqRtGuxVKeXuOdXrf+vaqZhSnEDQNHD3hhnSVj1tump7iTVfNMP55d/2oNuC47iLyMycHYebZQ3jgkRENlPp6rZwuClJukfS9VAbLz5rk+xmHXTXJprV09N+YqwxYE6pJ598Enl5eb5/mzt3LrZv3477779/oH6eIViW2z2CLoo0DaqVKDmoiqUneXQo4J2gJxYm8B+bFuObF85RJuYb1kzChIIMRIIm7jxrhnx9xcQC5fNiwyYKeG97/wjau7phGLZxQJ1SNKpoGAZRfrUrheUySUevoykMcVFL4v2DbpfIrKi7yIkJ2E9y6t+1y4069CfBgOmkL6nX/oY1k/DalnV47JZVSmTyE6snyv8WxZcBWzFFEQqsic7kvO39I+i2HDl/husksZ1SbmQKgEedo25EtdS2DteY0dNBADWCXiwNr6SWiqVF7JVUMzc9T9BBJnyq0KH54fqxUOWIWERExFY5ThIhP9ZiS5qFERMPuZFgJa1BRKSCpnTevH+oSZ5jQSKiyIapMka53k3CCeg68nTjsdXH8VSnOSkiIddgOKY5KWKhoO81BVRJtSi2KRARRJmCcLRF2eB4Cp3L4tX+Bkp3t0VSYg2Uk+8FbKUU4KY17TnWImtEZcdCKNRTPokjM5VSSpHt9zCOizKj+MONJ2H7F9dKxxNgp/EJWfji6jypzJk/Pkf5vHCOTHRqSn14pEWqooqzolKRCAjlnDv+9PS9npRxtBB0LokYd3e7Ktk42UT7jctIUO3OJZQ4CUcxKaLtMlLqoyikaX+GYf+mnlbhq5RqVlORaFH81IXOTTsqvcie+zIjQZzldHedWZYFw7DPs6vbQo5T66ww01YNdFvAy85mUFxL6ihvVDblqhNIv2ZZZI6g6rIQ6WZ4VFcwhvzTVDLCARiG4XGutPsoMIUK2s8R4FvjiKQPHGluV+YefY70iwzXt3agk9QGi4UCvik1NDJMHav02Y6Hg9LxIuZ6WrRYPw/XYeVNmaPzoH/KJHlOSUF3v42cX6qZsg5on6NOJ09QI2AqNgZd5wBiozXb41TcY3oeR33GDFVCWJalqAt73pCSjWxjUl7bgkRYpkwealC772X2ongSqdyAszluo59T1x3RxVRcG1qYWjgmafe9njqmhszUDoT+ojI/jtVTCpX1IRoK4JefWIYfX7UQv/nkcunkyo6FsHSCuydaO8PeOJdkR1GcFUFXtyU7Vk8sSsAwDKmWEsEX8TxQpZSch5y1U5iGupM7FDAUW02MtZgTGM3T5lk3wBFQnBSAqjSWTqkUdTyFXX6oMak1rFHXLlEwWxmjPvY6VV/VEeeaUvetpZ0oT7326NHmdnkO4YBpz8Nayqt+LrpDpC/MLMvGyVOLlP1XTjyM392wEt+7bB5+cd1S+bcqLZgsnpOpJZkIB000ODWRALseUjQUkMr6F3epz0mRDMK2aanI9rm2dXRLu4B2aRTB+KPNSXnPxX12xQxeh7/uZKYOQX2f0OozJ/XWfU/fT+VlhPHYzavw9j+tx4UL3f3NKdOKpO1VmReXdtlCp8mTeJamFGdKZ3QsFEBHlyXHWoETVBbXcH99m6ZSV6+Dmr6XIoATDhBb26vm09O5xyID5pRavXo1gsFgyr/n5+fjqquuGqifZwg04k/VTfmkppQwWsJBE8FA6o0aQCJRZvqPT15GGFtvXY2X714n01oAYM20IrmIhkkx4SmOU0oM+LLsGCLBgFRC1Da0yQ2tmOxoJzMxCYQdqbWfIepG8kyphvnHQdsoSESCSmT8cFO70ja9t1o0buRx4A0jQWY0pCx6AHDhgnJ8++K5uOf8WbicFGgUxc4Fs8XG2JnIRTeQ4qwoTNNQ0/dIsUoAns2KopRKFbEmmxW/KGkkaKIwyzVk1ZRKfxlwLOQflVYWW+IMoVF5WfjRMf7FcUZCdkc7EUXrzfFGnbvU8UY3ZLQWkyjCLIouxpx8dLfQeZuiVvC73opSKkM1HnuSFNNNXI5jzIlaKr7OV0/6nvuMi2KtAuHkFAWZdx9rcVNBNKUUrZWTEaG1B0jUnXZUCpry+wXCABFOvj3HWt1nJh7yUUo5ztFQMOX5tWuy/b4SDpr49fXL8aMrF+Bn1yyWjuQpRZlyHgOABY4jflxuDOGgifbOblkDTmw+SkhdKWqEF2jRZmHYR3zut1pzR1U1UUWdcBI0pqhbRscYNXQBeJzQcpyEXEfJ0eakVLlmhIMwDMPjMJUbWq2wurLB7qEoPo36AsBta6fgXy6Zi19/yk2HzoyGpCoKsAMhhmFHw6udTcELTmMOMT8UEUe5eF6yYyFPtyJ67orqU4lY25tVbwFxd+0q8vmcmAf0uhXUCSCudUeXpWzAqCrNzyljB2hElzXqAHWVS0c9DlDXkSUUXy3keRIKDFEbCFAdaOLZpvUKhaNOT5FQnEueFD3vXOdXmDm3h2BIJOh2RD3Y2OY6Xnrpokev+aHGpPw9qiLq7Lbkxp0GxGgAQqQzi2dCbnw09XdEqbXW7vlO6limqkSqaKSbb7rhp90qD8vjibgb3KYkOrtc9VoqxRN1TBQRZy512OmqvXZyjrr90EquaTqFzvuqlOpPsuMhrJ1RLK+L4Mvn1GBORQ7OmlWK80j2gFDBAPa9FfOSULC7zgZ1HjrU2CaVPdkx2/4TdqmYY+m9FfNQS3sX9tXZzkVvcFEN9kVCpsd+pvZBps9ega4XtCain9LELxDoH7B0U8ilYrVRnRfFc0+Vp0mfgEpdSzvpwBtwjsk/82GgAsyAva6fPbtMCSQDwD9fMBvVBRn4yLxxUvUTCqh2T0EiIudqEfyTz0mGeE681ykRCdr7G2evoKuTw0FbLRk0DXRbkF3qxH2WNoeWxh2laih9/Sd1S49qczJVPvqVQgG83fcopml4xnowYOLn1y7BP51Xg4euWyrv3bicmFTvA3YzHvEdE4vsMSdsL2FLFvvY4llRb23bNqJUztNsKPG3KEnPa2nvkmPMt7ELFzpnRis04h8IeJVSh5uSyiIDwJP6QfHL702HgGkgFvZKo+88czpy4iHcceY0WXujLDsqNzqA212vMBFBKGBPlm/tt4sci8WN1guiRRMB9Bj9DwcCcvIWhZPFxCvrKzQllZoedCL1q2sgPft9cNwNBIZh4Lx543Dp4kqlvsK8ylx5r5dNyJebKhqhAWxnIOBOzAcaaNqbs3HQjBk/I0DIsKlTSq83BajGTDGRqNf7OBjEvWyWxkXQk7cOqIutX/oerUVgF/rsIDngpr1p1ootqxsA9zkQSrCgaSAcNEk0xS3WS+t3lOfGlAjc+HxbBSc7YLZ1ylSulMo0n2iUXrA8Gkqd7hJxCouK46AbgFgPzldhrIUDJiYWJuQmGXDr9ag1pRynVCIi556OLrvbJS3e7bfhoB2VwgETM8pUp5RQVorC6m/tb1A6Y+nRPbGBVTo5tfifH3D84zg7HsK6mSXKvGeaBq5y2hPHwwFZkypAnJRiHIhIuXgedh1tkePLzzAS9zse9kab6aY9TIpv26kM7mY/26czq18K7MHGpNvVzXk2qSqEnkdEM3R3OF0HhWPGjXCL8UXVf+qmnqrqekvfE8ZoMGDi3LnjZFq4YKlTVBYAlk1wVbtVmrNYOBFpGnM9ifqLZ7+hzb82VLGs7UELzoacc089nsW8e6jJdczLa6Y5SagTjCrTRO0MwEnT6SVSSwMQSk0pbS6jSopgwE17O9rcTqLgbm2oji7ilCHXRvxeY7JTFvMXz6auim31cS656alep+tRbRMdC7lOV3H+lmX5nj9VqSaiqgrD77rJNZI6XsJBREMBkmrnDdzkJ9xx8Y6jlBH3iKbDiN8S1013vClrZ5Yoyp9UxgZNp6SpplS9W5EXk+lAtPmNmEM7uizZ9RQQziX1WKiyNUyCft7aNv7nID6XQ5TGzT7pe83tXdL5JZD1UwdBKdVXJhUl8LsbVuBfL58v07wB4OSpRfK/51XmyE22cEq9sMN2jgs71Z2Hkh7lul4vSMyF4aCJeNgtTP6edDYIu0IEDZyAlnQoeAud0zIWfiq5DmIbiPTz/fVuQJOm74lAYJuPU4p2A1Qd2bSchHv+qvJUVVfq6XvNZB0BkHIt6TzO/c6JsLAqD09+5mT834vnKo4YGtCn2Q7iOfnbDtuhItboIlIHjgZ2DcPwdOika6ZpGnIOESmlmZq9r6vO42Fv4w6/eqd1Lbaaln6uJyezUtuzD/egOCuKK5eOl9k1AtEBGYBSD1Sk8AlEQJWuB2pNNHU9pOtPNlEs2va0O3dlRYPynuoq50jIm+0w1mCn1BhAVUq5g7qQGHwyshcWEk3v5l7QkSK/93i59qQJePnudbjG6S4H2M6UKcXuJCE2E6bpbthfc9qlSqWUj5NNbAbzfSJ51IgTXnHRqldM5jRSKb7TNOyF0U8FI+g8jkl0MElEgvjJxkW4cul43HuBm+cu2tILyvNUp9ThpqTcBGRJ5Y664W/3Ue64RYrdaKdvbRMfw3rH4Wa3k49PJzUZQQ17c9rt73QXW9r1TbwnJx5GJBiQKVJHmtuVTQzgbgCPag4dpcZOs1pjB4Bvi2JavyNIWs0DrnGRGQ3JVCih3kullFI7nOmOCPc8cjQHIVVK2UZKWP69hXwuW6TyppK1B2x1yUWOfHpSUcLjlDrc5Ka0FGVGFENXT6V0DRSa8khVS6ZM8wWciKFjhAnngZBgZ8dCSs2bw42qUoo6b45o41icX8A0PAVzT5SPnzQBP7xyAR7ZvFLpJEadbZGgKc9HRJvfdJzmAdNQHAV6V0Hq9D3mpPC4NTvsZZ+mzLWQMWSahud5p1FqRbWlPe+yC12rapSKNDoxpqki1T4W9bmlhdWjIbe2zlGi6u2pNTx1ovXEdasmIDsWQlFmBBctKpevUwUV4Do76eaaGvkidUuJ0Ps4lw40tCnpSwA8ih/qzKI1LUSnRnHNdEc5/T3AXd/fd7oMhQOm2nxCUXW5Dib3/iZ90/d05Z34Pfp3GgXX7x+gzvMZEXejLAJN4nkoIGPTsizfNLw6qQp1jydPc45KpRRR9QjbpqPLLW8QDbrnf0Crw+KrhiOO3iISuGnR1HB6RyV6jwNkXLzpnL9bgFtVPAG23RX0sT+oujA/w049sSzI50aMbb/upm59QPsZEcEowJ6vhSNb/KboXBUKGErw6ai2Jon30PQ9qvT0bGIdZ7Rh2OdJ/y43scSxBqRWSQ5X28uPDXNKUZ5rF5HeuNy1g/W0+PHOekqVZ7pynZYTALz1TcUmW5SqcO0KcQ/VWkF2/TrVAU7V6XoKOaCOb9EoZn99q9zA52WE5b2VgUDF0eWjLhSNOqgDuKHNo9YVx6M712itH+rklIF4nzRj+/r1PTNkoLhoUQUyI0EYBpRuwOI5EeNOKKdoAImq1ADXCSfWD2FjiedEOD5FoF7MRVJ13qzW56Tpe37q7Nx4mDhqOpTr31NmjlLbsx/uwXWrJuDOM6fjB1fMl01PAFdtLxC2awmp79og7VR3HyI6j9PSCQHTUIrFU6UuVYb7zd1+wfqxxNCPMmbAoUop0/AqpY5oUShAdcZ4vm+Q5NFLSBRbdK4CXPXO63vtyVJs/GmqHd2cAV7ll16jplrbhIiFu1AqpdoVz75dw0rdEAosy3KLWQ9jw2jphHz803k1iuETCweU1CKhQMnPCCMUsI3c9w6qETY9rUPpvucpoO0a67ozC1BlrGIxEIZ6RjiAjEhQFmJtbOtEstNtgRsLkxo7zUkZYaNGmTi3I83tsh6RuMdUdUKLKQMgGyDV6I6GTFITJanU2BHXDdDS97SabCLPHQBqnE48AGQdL/Gci+/yKtPcaH0ecSwBWrpkCuVMxHFSCKP0SHNSRnbi4YCcCxqc6y3PQ0vjvf30qfjBFfPx4MeXSCdOdiykSNMLEmHpwChMkUrp1xK3nTiIAqaB7FgIt62dgnDAxO3rp8rUOFFTSnxWGFZirIrunNSQSjWOaS2O/sY0DZw+s8RjCIkOToA99sR1FNFm6og3TUOZwwG1AK24ju2ddo2fVI7WY83tchMdlw4PdUzTKLVwkDUlO7HfUUy4zqUUjpKg/Zvifry1v1Geh30sqhMhqaXfFZK6DrQDm199JIAY2MGe7934/Axsu+MUPHP7GpSSjXh1oe6U0jaDDcRAjYUQDLhtzGXNNrIZEp871OgqVxL6tfZJeQiYhhwn7x6w592ETN/TxjP5PXqsQu2VkIoINe3LsiwlkCA2fDuPNMtxkpvhNpg41mJ3V3TTbYQa2c/J6ZyjplRu05TMYr0VGyBxv/NJqoi474BTsFxzhLQqDnj1uaCFx3WllKJACrnnTzuf0vS9xrZOOYcniaNXFgInz0ZmVL3H7m+q40J3Oot7ROvu0Jol9Jr6KaVMUgvlA+f+x6XjWL3/gFpTCrA7UgnE5gxwlTrvOyqbRERPv1UdIYCqrtxf3yo3x7kZYcVB1tVtKes/tbEOkcBpLGxv+sR4S1VPbiDSrQaKzGgIj958Ep65fY3s1ge4NT4FlU7QSjrHSRpxljYv6KnQYi7V7SpxD3R7TDqqg2oquGVZrkKWdMKl6ycNCoh5lTZzKcqMpgwERkLeQATgOociAVfNeLipXR6vHGtx1bnmFxyobWhz7fmIHohX7QBXET70tvy4nBj+3y0n4YlbV8vC6IA3w0E4pYrInFTfqjql3E6N3jUegLxvrzs2h7jPboBPnVtpgM9TH1Fz1OiBi56679H9ayh44mM6FDDx8VUTsL6mVHl9UpGros7PCMtrJ8bLB4eapIPMrnkYQIR0HqeNNgBVAU2dUgBdg1VFOc0QOdjYdsLnOhIZObM2c9ykUkpJj3ejN31P73BGoV23BpLrTpqAVVMKceniSqye4k7AwrEgJlHhpKAGTKtmwHmKQxOjKRw0PU4pMSHRGkQtuvpKq3ch6Oq2ZPvxSEBNVxwJiE4VgJveYpqG3Ji96KhQhBHTU6FzqmpKdnZJw8KW+nqNYypj1dUKwkmTFXNTzY6SDTXdcNBUEaX7TNx1etDWr+p5JJWFFvCm2NDUz2KfCLm7+HifET21aIMjITYM4LQZbtcQsVF5dU8dAHej5i0YSdUxbpFiQFWm6dGZVs1xS8+DyvOzYyF5vWk0VHeuBQMm1teUSoNZIFRTgLbByXI3TXSxL8j0MXJ9HEQ3njoZb//TeqnQAlylmUCcE+3OeajRrc8SDwdTqkJTFdccSE6ZViQVcqeTzYn+LLgOShEVdmqhOYZRzEkZEkbTUar+09SwhxqT7nOiPbeuUsp1fFK5/RvaJtpTTJ/MBfZ52HP3m/tUlWuqNJ6w/JwT3T/kNqLIiASgF8wX6DWleiLupFhRJhMDFXCjqMJgrKVSfpE2o6UgKt3pMsIwDbuGlzgHUcOkp5QHgDryVOe0XlydpmcCRCl10HUg2J/z/z3xWXGtxb0NB03FKdPVbafc6mpkqjhs0YNcidSbFcA1/EVaWIEWlT/SrDYv8atJSOfBQmIL2HXI3CCDt9aaWqtJXO+9x1rlRi4vI6ykZIjUN9rRks6f4rvFb3mvueaUc85fXBepFCM141IrO7wp5YCr9v6H48wUY9at5+evJgaAhaTm5Eyi3hTnKApy63UlxXyhp1uLY3nnQCMsy17rcuNhtWNna4dn3FOVQgupJQdAdmDzplu5qWMjiaxoSAkIAvbaKZ4RwE0xEtflUFNSqn/FfOJpGqGt02J9Fs6GQmn/qPYYTTkSz0yys1t2gQXse6GnkANaempGWLkXAdPt2EzLLciSCbrNnqL5hTgfMS+K9+tpiNTOEdeNprXGnd+jQW2KvH794BDpD8pz4x5nJQ1sApD7mVKf1MkszXmnO5JFIIeWkADcuZh2be/o6iY2vbf5guw6JwOf3myWntLwAXWvNpApufPH58jvXzoxXwY6Rfqf2gEzoDjN6ZoX1wIxR33+1tOzTee8scjwGGVpcM8992DRokXIzMxEUVERzjvvPLzzzjvKeyzLwpYtW1BWVoZYLIaTTz4Zb7zxxhAd8fBBbPgMA0oaisyVJUqFmD5BN3qVUmISCgywnDU3I4z/2LQY95w/S8mrnqzVBRGpFbTQuTsZ+i9wyQ7VEC/LjkljD7A7YACuEdba0YXdx2xljd6FQldYUIOst0j9cOSGNZMwsywLly6uVBwKYqH70On8IZwKKQtvh9yI1rGWDqW9L22VTVUO1MjPzQjLhRNwn1fDcBUiBxuSSmpG1ClMDtD0DDUKrEvi3QiQ2Mj4KKXIpsKyLKUIaKoiroBX1USPR6jolk8qwP3XLMJvPrkc00khS3G9xSZX36gJ44mqEmgxabsLlqtMo10EW9o7PU4KKomn8nyqyKHPeroFZWlR/alk7AoDXBiVAdNAPOxuKOta3E1Kqui3nlZXkIigLNt1iglHKq3TJVLHxHWRhoVnHA9+xL0gEcED1y7BV8+rwcdPmiBfF0aoiC/oDkrXUeBuJAyDpL+0tMuUTGGEyzSthjaP0aQr/FI5id6QziX7ePTi27piVTxjIqXMVUr5b9rDmjPrH059i1DAsLvMkTlYKCMBr+O3r8wsy5Lj76TJBfI4RDrzziMtSiF9AJ4uc26rbFNpmiEUCuL/decC7QwJwJPaJR15svuelr4WVD+np19IxY/TNj6pOWWEES42c4WJCAzDrpEnNjRHmkmQJuQoH0m9PlmvRS/m7kn9s4+1KtWcTFLtWkgzloBpeBRmNBot5uT2zm47fYKk0+mKL3rdDMNt6vF2rX3dTMN2EtEi0nVaenRUq/8l0pRypdNVd1iqTjl9kynU4Hnk/N1r6q940xUxIrD2zgEnJTCuOqWoI1ef69bXlMi6cqeS9uqyoLLsUCXGvVBdqIqnoJP6XCbVBs3OsdjXUzg87WvT7rkutEi23pnQ7SKoKaU6B3/eHijCQRPLnMBgwDQwz0lbz88IIyMcgGW584J4Ngs1R70+d4tSFWK8FMi1RFVK0fEkauEAtuqG2jm6ChlQm8uYpiFrwgK2HSPWbXGsBxvbZJMO3SnlV9eQpoKLtcQ9Dycw55PSThX/QkGaEVHt+UMpFdPD93kqSEQUtZQoAyCKete3dsjMAF0ppZfdEOc5QVNfFcqMFG9GAaA29tHnebG3EmvLh0ea3S7VERJMbWpX1nFAq+05gPegKDOKb3x0NtbPLMHn10+Tr4vguLB9i7Mi0mHlzs9uzWFxrvLZJva0HqzWA0PUKXW4KYnn3zuMn/55hyxgPxYYvqNM4+mnn8YNN9yAv/zlL9i6dSs6Ozuxbt06NDe7RTy/8Y1v4Fvf+ha+973v4W9/+xtKSkqwdu1aNDY29vDNo59UhR+LMu2i4V3dFt5xjH2x0BdoaSGUzj5EoQeCmVqRY6G+kJH/pqRSoBXw1u0QUZmAachFjkYbhHMgGnI3rUJa70Yc/RUWtFjncF7IUlGRF8f/3HQS7jl/lpx8AaRUk+kbWGE8C0WF2CR9cNiO2IpNml/bXz1FYQIx1mnBQjcC1OpRNbl1nFSjTNyLKqKmESmBAHHS1rtdl/RF5FBTO5KdbjejeDigSMnrtNQct76BN1WC5sevmVokDU6BXpS5UBY5dZ1HgNuaOx4JKMWkDzUllXuRQeTGhxtd5YF0UpAuI3qdBj8HrCwA2kv0an1NiVQYUMm5KCQpNs2ZUTsVRFFmOfdQSvfTiFbOqciR/y3STwHI2hZiHEdDdv0UsUltJiluwMCm7/XEvMpcXLF0vDJ30Pp6gGvwUEcBbfCgK14PNSYVhxWgdpJzu4WlUAZ6pP1aFFVzLnnafEujVFXRifeLueSAU9S/TTPiSrWUE7s+hdu6OtnZLed8erzHO/8ahoHvXTYPHz+pGvec79bcG59nz4GNbZ1ybRTnUKjJ7vW5rNSZv+qkk1lTKGjpZFFtYy7ukXTkpazfYX9OrItCfSRUdVmkkH1da7tnLazIjSnPvHiG7P92HeL6vEu7FLXqTv1UgQvnHPU0Vj1973BT0rPBoUo/en1i4YBSWLe2oU3pBigcRF1OLRtaTwtw75NwkAgHCj0P0Y1XbKyiIdPebBv29+4+2up8VlUS6UXpxXw2tUSd60WgjSrFmvU6VSlSZcLSKWl/9m0nVTZHPqfezXeHpgaZVJSJB65dgh9csUApriyCdSIlMF9zuomaaroKd4LmdBPXA6AKw3a0dqjPVEmW0225vk2OG5EClKpLVbsW9Bnp3L1hJk6bXoT7Lp8v527DMGRwTayfYmPvBsm8ThnAm+ol1hLaxAFQ60YBahCDdl6kKmS/OpeA+nwrdpzz3/vr2lKmp6YKjOiqaHEetO4fQIuyi7RW++8ihVyM0fwU6XsjJR30K+fWYFpJJr56Xo081ng4KNdWkfovnJdFmnM6qTm1dftTlBCgdSzFPB8wDaVznO7YFIFP39qYxLHZ3tXt6cAnrr9p+Hff60/On1+OH1y5QFH06wEDmglAyye0JNX1yR0vPo3EUqWzB20FsHCc/udfdmLL79/E/75e278nOowZ3qOM8Nhjj2Hjxo2YOXMm5syZg/vvvx+7du3C9u3bAdgqqW9/+9u48847cf7556OmpgY/+9nP0NLSggcffHCIj35oSdVO0zQNubmXC5vo+pJCPQDQdKihWfSpegdwFRciurivrlXpjASkNuDpJveihXah26r8OOaUu78xLkfdEAmnlF5kWDBYctPBxuuUsq+Lnk7WQjovUYWKiJK6kd6w837bGaAb+QCwsMp11NB2uOKe76trI6kZej00/zQ1qrSjxjKVzbZqm3Sx4aJRD/s3g4qU3I2+eVNaBDRFsSf0FCJxDNR5RIv/xp1CtsLYqK1vUzaO9F4caGzzpNgUE6OzXlOBuMpJf4l+T0wvzcIDH1uCb144B+tIeqKoj/GGZiyZpuFJy+qLYXjGLDcdkqailkllluqAT0SCrrNOcboNfvpeKnLiYblpANzNIQDfOhlR3dFI1W+a0XSgoY0YVP4ddpId6iZD72gjnnPdYdqmOVgmFvlvTmk6Sle35TlWPaVMrFPC2QqkUn4c//w7sywbd541Q6rtxPGUEiWeabhjg3bEAuBxdkzU5k9dueRJx3XOS5938+W1VjeR7u85ke4CXX1kfy5gqk0N9HsbDJiKcoka4a7zsM3jJCpVNq2qc0FXjOo1pSZrz4WuVLYdXaqSwp2Tk9o8GFSOdeeRZplOnxEOemrZ6MdSmhVVUqaoA0U5fxJ8igTtDoR0MwO491avcZXU6vnpTikxvvJJJJ529AOgpCgCqVUJYu0RgblCEigR48QNlLjjZfnEAqW+EQBUF6jnJ+xEteuZmyocJUEdqnqm1zQvw3V0inusP1P769tkwEesSbTdPeVEVZLDjeqCDPzb1Ytw+kz1XlRp90KM06JMdQ7W5xN9ky2clGKtONSY9HRHA9zxtutoiwx0Z0QCinJdZFboajVqu1G1dBm5v41aIDmfOIAB75yhn4c4BmrHKOfvKDrFWvOW1lSgkDjcKbrSfriyYlIBHrtlFa5YOl55Xczl4p7Jznxy/KhBFPGc6HOycGaKMWl30nRTIA3DrX/Y2Gar5nTbu0xTx4tOgKLrLwAcalLT1obaKajX2S0kdhhVsuoOOGpfuTWbNVVeo712SZVVJKCoAPXGF2OBETtr19c7aQN5trplx44dqK2txbp16+R7IpEIVq9ejeeffz7l9ySTSTQ0NCj/jDa6tILEFDHYxMZQRK30TQmlfYgX/dyMMNY7C/QF88ulFLjUcR61dXRj5xEhVVVTC9zokbphAICzZ5fhf29ZhUduXKmkJAm5s66UEnLhlvYuucEH1HomVGk00pmhKdSElF84gZqS6kIUFw6dTNUpJQzORCQoFyvdyBf3RdzncMDEKhKxFYqLfXWtHuMpX3MEyfpizu8uqXYVcVN9lDS1Da1KDRIAsgVxbYOrohKFiGn07QOnXow3fc+boihUAqmYpm1UhJNKREKTnd041JhU6nQBxCirb/OkIcqaOPU+TgriUKjTUiX8pO20EGpvrJhUgI8uKFfGg9jsC+dPAVFkCAWMHsVLZ87ZMLsU3/jobPzbVQsVp2O5M9fpzuVUTQv6UpdoMKCdYib6KAj317V5otvFRP1Hu1cBqnNTdyIUagar/qzoUVSxIZCtuhv1DZG/86FSqlwjUmWiSOFDIsKqppwIVQBA0raVum3pOUyPB+qwEd3xANVxDXg3UXo6hF7LTiilxHwlutpN0pzTYvy7Ck17E6krDao8TinXmKbd0tyujO44nkLmHqpiKvWZW6QDNNtVtXhrVKr3SFdKzSJBoAzSjUkGmogiVjzbYs5t7+rW6naoTleR3kM/K5/vhiRRLdl/M01D6UJbRDYhdKMhrrf9We9G2TTcOcZTyF+bOycUZMj7OaciRz63tBZXEykuDagOO1o3S2x89E17Dqn7Jp7ZI9r96G1+1dMs88lmiRZz1zejgBoAqiTOu1IlbVwNlIjr3drRJdcCqfjKcu8hZbjN2wOFfi+ks0FXSmnP94TCDCVALZ6TfGcu67YcJWSHv7L2/YPueMrQNtlC2azXN6MpoMsnuYEi1+nYSmr0CcWX5lzT1XdkfguSQFaJNg/rTjnxd6EgFSo/v1qWwNA7RU6USk+dTV1x76+oy4mHlTWLrtUiw2bHYXufJa5tViwo17sDDd51oEyzwXJIExw6J1OGg5OZZudMIvNYgXTwJ31Unt61MsMnIJjs7JZBk7imKBP7WBFQGAuMyFFmWRZuvfVWrFy5EjU1NQCA2lpb3lZcXKy8t7i4WP7Nj3vuuQfZ2dnyn4qKioE78CFCbPr8RDvC4SI28KJOhTAiaZ64YDhM0v/nwtn40ZUL8LWP1MjXIsGA9P6/peXZy4Wq0Y7EJ7VORYKpJZnyMwJhGItFTBiaNB3qyCBtiIYS2hkuHg7IiCUtPL63rpVMsKoCR6TvCUPGMAwl2k+fM2FQzqvMxcPXLcV/37BC2xzZ92T3sRaPsZ6vpXXoEfZ5lblYVJWLcNBUimSLVAFbKeWfmnKgoU0aR8LxBLiGoOxMqKnB6lo65HOhb1ZTkZsRlqlopdlR6bSh7dDphkseq2M87jhCjMeIei8Ug0FzUuw80iJVUN7iuD5OqV7OIxWi3oGAKjL0uhh9Ub4YhoGLFlYohjDgGkRCzSbmOkCtkyAQ0d7hkgZywfxxAOznmHbpE87UvXWtHrWEn1JKf6YPNlKjSdvwNqgpEMJo0pUdYoNEUwIty/Kkoo3L8a/dFzAN+YxRxZdwZpVrzwpVWhT6ORQ7B86QnVbqnrtYPwGvckl3EtH5ixbj9qp41flKT22rLvBuIg81JT3KrBJN8VNKUidp5zZdKQUAJ5GNIw1GlJDCufrzRJVSjTL9V11/a+vVayN+MzMawtlOwwfa6lwY720d3bLwq9gAhYOmHLe0K6O++RTjXShJAXU+17smAWr3OapUKyEbOXEOotsdoN6rspyYDG7pjsekVlPLMAx897J5OGVaEf7p3JnyO4SztrPbwodaDRxa77Ix2elZszyKGOd5s5WomtNfu3apqMiLK84e6lyi6XT6BhcAppNxo1xTqlDW5i+61gnEmlSUokuVXrB5tKIrKMX4E9flUINm/zjXNB4OooZkGwjHQ4CqrH0cCsWyMUmTfF0893rTH73T66SiBH5wxXxs2TADZ89yu56J9L199W2y85pQSpVo86nuXJpFgjSVeXE514vjrE3hzNLXEvHcCgcDtdWAoQ/Cnyj6c+J1XqrXiQYnbj99GnLjIXzhzGlyLqMZNsLeFc8IrclXS8azVEplq6nR2UQ9qSs/BXpDnaHgJBIQn1Phjh0/pZQ3fc87lpSAICk7IK6T3vCAlVLDnM2bN+PVV1/FL37xC8/fdGWKZVk9qlXuuOMO1NfXy392797d78c71HQLpZTPpFqeq0/QjqMhGpSTgF5XajgUksyMhrBuZomna5LYJAinlFuUPKxE4v2UUqnQr1G6CouhnEQHgnDQxOY1kwAAn1k3Vb5uGG7R2d1OMUXDcDeiJVpti2wSHaGpR35GPgAsmZDvUWkJB4PoAgS4ES8ZsRdpLdpiGzANPHTdMvz9rtOwmKimZNROSQlU600dbmp3u7YQA16ofoSTSFwPmtp3SKvx0JtSCgC+tGEGTp5aiHsvmK3MY+K6CQMxHDDleNTTJem9KCbpJ7TDHuA6N8T5BUyD1JRSjc6Orm6pwEznPPwoTETkPQNcY4n+txhX/eEIH6eN4yzyHOZrkV7gxOsS9TenzyzBj69aiF9dv0zZqNH6anqhfTeVIemRlwvjnbbVTkTV5/1AvVBKqRteWpA/Mxr0bJRFgWl9I2EYBtZMteuKZYQDSrSbbvhbNLl7dYEa3afn79eBbyDvHS3cT68DdcgBatMGQO2QVJkXl3OciII2tnWio6vbpytmRFGkiPWIbiKpk0QEWkzTUNR1VN1GVS1+SqkzZ5diTkUOllTnYS1x7lKllMfQdv5W19Ih595cOSerqgfdgQYA37xwDn79yeW448zp8jW7pqN9rO86dS9pMEA8bx8e8TrnZfc5rfsgPZ7ahjbf8xfFpQE13aiIrFeu2onWfnPfSx02nvQ9TSkGAIuq8vCTjYuUexYKmHJ8v1Wrnj8tPn3Ax0lYmRdXxgw9Hn1+bdO6AaYiFDCVTdnEInf8Usebnr4HAGtnuOlnSyf4rbutnuL5gFoDKRwwpdogVfreSChM3R/MJ/NQVjSITKkwcgPKre3eFCoAuOmUSciNh3DzqZOV577YR92hj2/RzZGOQ2oH03Qk6uRcX1OKjSuqFdtOOCn217W63eFi6pyhp+EJm2xOeba0H5aQ54mmIbZ1dMmgvFtTS3XWijkqJxaS40WpAZpmmYLhylxSY3N8flzOOXoASXfqA3Y90Be/uBbXrZqofKewFcWcLOwGwL+Bim5jCqhSqiiF8tGtETd01/8j88bhlGlFuGhhOVZNdh1UNCujOem/Z6it9zZA8msqJDIvAG8gSnfMj2ZG3Ci78cYb8cgjj+DJJ59EeXm5fL2kxF7wdFXUwYMHPeopSiQSQVZWlvLPaENMyn5F4lI9/NThImSwguGcYy08zKIAr1jgggFTGmJ6lLM39PQJunnWN+uAt73yaOK2dVPwyt3rsGlltfJ6vuaUiofcKJqosyGMCzrBqukQXiM/FeI+C3lrIhKU17uMGLmAN1IGQOmkpB9La0cX9h5rdb7XrYkhIsQ08i7w1H0hUWmxAIlIf18URvMrc/HTaxYrxWYB19EnUyIjXsNSpBLSe1Hi66Rwz5E6iUS+P0A2MVo6HdB7baxUGIaBOWQDpnbo8VdKpVPoPBX6XJevODZU5QDgdn0ZLuPYMAysnVGsRLkB10G7r87bocp1IrR65OX0mX5byOk1J0KqGk/ZsRDWOvXBLpjvrsOiBTggHM2ido77fN5x5jScOasE//fiuYqhSTf8rc7nhIovEgwoDQpEwXHATfUcrMDA6imFMshxBqm5QyPPlmV5NvoFiQjWTLXH8aWLXYUmLTx+zKfGkWEYuH61vSm4Ymml8jzSTaTb0c691qKGW3YspChdZafAJn+lVFY0hN/dsAIPf2KZskmRDgTi1Bab2syIW99LdHoSkfASMgcq3UvJb0ZDASwYn+uxU4RTRgQgaFCjRM51rlNKLxD/llaHzHvdvOe/vqYEZdlRFGdFsL7GVXZQZ62uhAOAVVNchdm8yhz53wUJ9RnVC533hHAmiUBbgsz17vqZ9KTuhoOmkgJO1yhdiSqdSGkEGMT1yMsIK3ORbAbSmCRrrnt+qyYX4O6zZ+Cfzp2J+aSpB1VK6fMMoNaAHJcbk2uSXqhZ0NlDuYrRxISCDDknnjzVbSCSGXFTqA42tvmq1k6dXowXv7gWn147RflOdyPd6glaVXoaJ3gDA3Y6rJuOFOsl6EvXGREQEjZ7sRYY0e24YMDE9y9fgI3Lq3AbCZJSBamwR+l56HbAuBz7vEzTkOfUU2fKkcbcFI1fhE3X3mkXF5fzuTYH+Ik6hDNRlDShqnNVKaWqfivz4sqeSwlEplRK2Q/TUKbjJiJB/GTjInzjo3MUm8UtdO6Tvkf2E2I91O2rI81ukJs6efVntEILqI5mgr2/ZXhgWRZuvPFG/Pa3v8VTTz2F6mp1U1xdXY2SkhJs3boV8+bNAwC0t7fj6aefxj//8z8PxSEPG1J13wPUSC+g5h+XZEexv75NRjcFw1nOqhca1VU5BxqS0jkCpKeU0lNVqLTS3kjVK9853BQW/YlhGIrkVlCSHcXbtY0yKh0nEyytzwGoUlR3AUv6Gvmp0FUvykaFGLkdpHh6bwaSSBU42tzu5rzHXSdtUVYEe461EqcUPcfUtTZKs6PYc6yVpK6kr9JLhVCDUccT/T3ALQqd47MZO9DQJhd5Kr2eVJjA32W7bx81ithU+aRaHg+LqnLx9LuHANiFpQV6hyjZYvwEfqskK4rMaFCmFqmpV2pUFhg5ike33XqTrL8go83EQBSbe3q/K/PjeO9gk3Qy0lSGgGnXjaBddqgj9l8umYuXdtUpakPAnhOPNLerajzyfJbnxnHf5Qs850FrgeipSABQMy5bKhHVDbYbGRcMZF2ZzGgIv9u8EnUt7cozW0zUlC3tXXJjRp1EP7xyIT480qzU1gqYBvITERxqTOJgY9J3E/nxVRNw7rwyabi7v0nTn73OlauXVyEWDmBOeY6y0ReOPPp76ThISomyQbQIj5N07KqCDDnvAO7cQw30hrZOX6VUKspyonhtb710nNJggls3yptSNN6xBcR6TOuQ0dSgpI9SKicextO3r0G3ZSlqJlpbsE0rVg7Y6oOvfaQG294/gk0rXBtV2AyHm2ynY1/OvyIvhm0fuM83XT+Ls6J490CTliLirkvnzCnDG/saUJ4bUxQies046UDtJX0PADYur0JhZgQzSjOVayOc43vr2qSDmT7DhmF4gln0c1QtTdezKWSsUNV6EZkvKEPdiGewMAwDP7xyIX738l58jFxXw7BrXO462qKMbz0I5udsEONp59EWT50b3Y6jwUWhgNlf79b4BHq3ufIzwoiGTDmWAEj1nziWg7riiTyjyybmK6nsgKsg3V/fJm01u7Oofb6euob5qoLwYGPSGRf23D7Sn6eMSBDf+OhsPPLyPty61nXeieLi9a0dONDYJjveipT5nhBjVnZtJ3sCWmhe76IbDJiYUpzA63vtubwi16ve9DqZh1cZBYqop3uoMSmd4OL5jIYCyI2HcKylQwbPs2MigyKEcNBEe2e3VPnSsTKtRN2XU+fdaGfE7JpvuOEGPPDAA3jwwQeRmZmJ2tpa1NbWorXV9tobhoFbbrkFX//61/Hb3/4Wr7/+OjZu3Ih4PI7LLrtsiI9+aOlJKaUXS1QKUDqTy766VDn7w+/x0VunCyMa8E8VS0etUpgZURZg6vjSVTnA6K0p1RNiAyBS9DKoikgr8JuXoToKgdSbg1TkZYQVp4lqIJHaUMR5Ek1jsRX3VkQvaHS9RFcg9aCUop3SdIdHsg+bwFQI41y0+c0mxynq9IiNT16Gv0JAdgRRUiXc8UMNBppiYdcKcp9x02deSZdLF1diTkUO1s4oxkKSjkCPE/DW2TkeDMPAdLLY0w2Ou9keec7lMlKXA7DneTH+hIHY0NaJfbKwq/s86M5U8bwHTLeTzp5jLXINiZNnJR4OYsWkAs/1oRv+1j7Ms7IWSArFxIbZZQDsdMFFxBGm1xAB3OKoAzUHj8uJKQ4pwFYficDPnmPuekDPPRw0MaU407MhFM/inmMtnkLngqLMqOdzJYq6zHvNQgETly8Z71HXCXXA3rpWtxByGmOLKhuEOpiqKz3K67hbB0+8r7a+jaSvpe8IE8+3n1LqHUdFRdNB9E6PylxOamOJtAt93QkFTE9qMu3416x1wxNcvmQ8vnfZfKmWFccs1ov9VNWWxvnTeRgACjK8a8uBhjZPYWoA2LSyGt+9dB4e/sQyZZ7W1yRRdygdpVTANHDOnDKPgrxcOqXc2na91agCVBWduKb0c7SeCx1zQinV3N4l02OAsZO+B9gB09vXT1OeNUB1VvvVCkqFcC4JVZ5puA7CspyoEqChv+l2vm6TqXvhgNlrEMk0DWXOCAUMpbukqKe25xhRPKVxHnpabzToNh3KjIakirEsO6rMJ6XkPATDOQifLhctrMAD1y7xBNiLScqcWAfSub56912/OZnOSdTZTTsx0mYcuqNcMJwzT8R++UBDUtqqdA3S9wUiVZTW092hNYAC7DRLcT3mVeaMqoZZvTH87nIKvv/976O+vh4nn3wySktL5T8PP/ywfM/tt9+OW265BZ/61KewcOFC7N27F48//jgyMzN7+ObRT5fjafZzSgVMA+c7BXQXVeUqUbZSrTaPYDjLWXUPM23f7Se9T7cejqirkRkJKhv3UuIAEbg1t8bORCKcOcJJkkmi2XqLbbEhAlKk76WZDjYthYNBfGd9aweOOhsn00hPNTFJ71hENlxCWSOUALRGyWTNGVpNooo0hQqAbw2TviIWO7ExpO229S5fuYpDVRhdrbKoNz3HGtIFS3G+Os95c3sXGlo7+7Sp6on8RAS/u2EFfnzVQrXWBNngAP5FOI+Hk6fRgpU58r+lA56M4+GWvpeKspyYMtfQtMusaEjeX6FipPebbtwNwz+1VulelsYms5ioH5M+qp9UlJJOa3qhXAA4bUYxHvz4EjyyeaViBItxuY8EBoZiY0pTdUUEORQw0pp3hJJmz7HWPjlgZeOC+jY0ykLBXiWr5/eIE0w4AjIjvQvnhbLBsmjqBnFKkfkzLyOsPC+u86FvTgt9PqP3XqgcZGofcTwVZUaUOZp2H6TrTpPWir4naMc/kZKRzucMw3DntGOtfZrPxntSw72BEqpQiWtOyQ1zyjyFc+nzBriBknTuRyrEM7X3WIubDtgHB0J7Z7ec7+k5TCxMYOPyKswal43Ll7hF8DNIuuhBH4f0cJ+3B5Iycn/1un49IYLUL+6qA2CPNbEuBwOmErQuJuoNNxDYt98DgCnEuVmSHVV+T2zMRZe3oGmkFWgQ67mYF/Q58Ytnz8CqKYW454LZyutU8SUYzvudE6XYZ/5IJzih27vU/qRiBlknjMyRG+bYwaVI0MRSUrtPr8kokEqpEwh+DhS5GWG5Hsk6isSG0oM0NDBS6jRWkipfslYZhoFvfHQ2TppcgLvOmjEwBz9MGVHpe71hGAa2bNmCLVu2DPwBjSDE5srPKQUAXzrbzvEXNUIE7uTSqrw+nGtK6UUMS6hTihiiwphP1wFyx5nTEAwYWDezRLmOftdIb4c7FhjvGDPC2KabW9M0MGtcNv72oZ0WVlVADBtf9Vp6xszUkkw8995hAKpTStQ2aW7vkh3ooqFAWtEGfRGhGxkhXxeGPD3HeDiIOeXZeGVPPTLCAW1z7zouu7otaTT3h1NKQBfCrGgIBYmIrF9CUwmLM6OIhQK+ee4AcNr0Inzl9wY6uiysJB24oqEA8jPCONLcjr11rRCX8niLnPeG2DQdbEyivbO7T5vYnrhqWRXe3NeACYUJzbnckzE6/OY5SjhoYkJBQjpCijSp94SCDLnJADQ1CbkGZdkxZc4qzY7i5d3A+44zK/0NgXAoup0x07lv4x0Hw4eHW6SSRt9MLJ9Y4Pkc3eyLxiZucdTBvXeVeXHsrWvFG8Q5n868Ixol7DnWiqY2URQ1jTRmsfmsa5VFZdNxkpTnutesUf5e758zTQNV+Rl4u7ZRXmOaujGFROJ1R0ipk+J9QOnO1/tv0uLhgKpC1VOK6LNtGAYmFmbglT32vRif71V+HmxMyo546TjlwkETRU6Kj1vjKT0zelxODO8dbMK+ulapzkqkca9mak0+xJoJuJH6XUdbPYWpezwWcv8B9EnRmApa266lD06pcNB2PhxqTEpHJ3U8AsCWc2b6fRTFWVF8cLgZBxqSmODMZSNl3h5IxHOx+2gLaYCQvgO4XUvnFsytyJVBCmor0fTUOmc8patqpjXDaGYDYDtdDzQkpTo93fVf2KOvOmNff57mV+biPzYt9nzOTyk1HBo7DRRi3dlNHOXp3DddcUWVU5VOvccPDjWh0Vn/s0nNqZMmF+KBjy1BbkZISUsTDsF9da1Kg7LhnnlSXZCBl3fXyf9Xgn7EvooRtTBgB1Re+PCoDOQntPV+zdQi2RRmLDE87zLTr3RZqWtKAbZRecXS8YqxAxClFFEPAMNbThkOmrLw7inTipRjpDLxtj4YTYCd8vK1j8zyFJwuJQ4HwViM1FVqtbyoIwRwC3GGg6aSSlJKHIWiJbCeDpGK5aSWAG0PbBiGVLCJArjp3mdqaIkNiEBPQ9TbtH7x7BmYX5mDb144R3mddqwSKYr2MR3/86Gn3eZpxiOtm0A3Y6ZpKJJpQIveZMfwwMeW4DuXzsOp09UF0d10tPYp/eZ4KEiEEQnaigzaWjidIvg9kYgE8b3L5uNWrcCrGMe0Y9xIipBSZwBVhwKqag9Q0/cWk45wFVqrbKFCEfXV0t0QCKfzziMtsuGEvinw/5z9XO6rb5UOVVoHKBUidaS5vUv+nl9dpsFAjLXX9wmnVHpzmXAS7TjcLJ/1dK6Z2HztPNIsHT1ZafzmOKJ8FOqUdBwkgDfwQ4+Tzsk141RnSgmJoDcl7bn+eJxSNNBEAxyAuiEA7M6tAqq4KkxEEA2Z6Oq2ZOpfuucvntPX94kOv73fJ4CoV+qIIzCNta5am+vp9RfP2/sHm6QjKJ1rOo4oUftSd7EnxLzT2tGF3cfSV5EB7jkKNafuDEmFdK75lE8YCfP2QCFSPncdbZGOgXSczhV5cdBtgj6eaCF/2iUyKxaUztD3fcob9MTiajdtXw8KijHzrtPxL93ns9qZF95znqd05lL797xB5uEchD9RqPOytQ+1TrOiISXoUE5SjEXAtKGtU9Yl06//yskFnvR3ca9b2rtQ19IhXxf7qeGolAK8AWJa9J067yryYkqASnxOduxOc84b7YzdWXsM0SVrSvXtdrvqgZGTvgcAd2+YgW9dNMfjHBCbrJ1Hm+VCna7RlArqcOh2rvNwvz4Dwfj8eMqW7QBwzYoq3HjKJPzgivlqodqsKMJBEx1dFpFap3dPTp5ahMuXVOK8uWWyy5RA3Jd3asXGIb3vnE86JhVlRpSUMr3+ju4IWliVh998agXOmFWqvE4Lr9OCnieiMoqFA4ojsFwr/E5bJE/QNpHV2kZONxiWTMjHOXPKPAoPabCR9JsTcaz1hGEYysaprY8pAX0lK+qmguxz1FLJERQhnV7qGj/lWg0auhmn3fEAe05c4NTyOnfuOOVzYqMoooD6BiUVrqOkBQ1ObTa906Uf+RlhJCJBUFE0NfBSESPKRLGZSPq0tx4MxLmLQq59dUoJB6D92TQcefluTQvRSjsR6f1z0VBA1uQTTpl0lEIAMJE8T4ahFmHNjIbw1fNqsGpKIT65epLyOZEO/P6hJjkPpnN98jLCyjNLn+/MaEgJHOhKi3PmlCEcMFGSFcWSatdBZZqG7ODo3qv0nm9xzV8XEe4+3uN9da3SKZfO+ZumIVNeasZlKc+0cJAJp4xhqE7nVNANIA06noh6NxoKyGchleIpFXr9L79mKn6Ia0q7rI3FoKCOGGt7jrXKFKp07kUkGFAagOi1qs6aVYqbTpmEL22YgRlEwUfTU9/vYyBwXkUuFo7PdQLK2hpUINagY2mfA+AN2qX7PJX5lOMYDTWlUuEqLVtI+nd689kCUgOU1vKNhQOy1i5g15dNR+Vkr0n28zaSnMx0X1CcFVHOla45emkZb70pdkoB7JQaE3T20H2vJ6iKRTi2gOFd6BywF67z55d7HCMiqrj3WCuOOu1n0zVEU1GSHYVh2Cl7R5pt2bKQPg9lC9PBJhoKYGoxjQqoG+N4OIjb1k3FKdNU55G9OXDqUe3x1qPqiYBp4GsfmYVvXzLPYwCJCf8lJ20pJ01jJj8RwUmT7WjgedomXa9tUqwpUlIhnCu1DW0yNScUMFKm06YLLQyuL3Bnzy5FNGSnRZxE0vD099o1YtIzHmmdJ1cpNXCbfvp7fZGWHw9UXSc2aeIcB1ttczxQp+zCqlzlb7NJnbDynJinMP3Pr12CR286CZcsqlBeFw4WoerQnbCpEJv22ga3oHVWGuPP7t7mzhuRoJm2U0k4TPcea0VnV7dMLRsqpZRolJCZhoMIcB0tovNQZjSY1vyQEw9LZ6EYI+luKsY5v9nXNLRppFBtSVbUMwdcsXQ8/mPTYqWrFeA6OYUzB0hPvQEA62tKANiOUT04MIsobys1tV/NuGw8+7k1+ONtqz2/JZ41ocpL9/yFI0jYROk4XAH3Gd11pEU65dL9zbvPnoHPrJuCb188T3m9KDOiBAZyYqG0nhvqQBJqEuDEla+y4Ymo8ZXmuttT7ZWeoGmvguG+iR0MhOp1z7EWmU6XrmNmarE7vsdrdlwwYOLWdVNxDeksKRB2jphP0kk/Bmwb8MGPL8XfvnAaFoxXO7lWHaeaxKNqT/Pc/YLMsj7hMN3vnAjUKSUCSOmO2etWTUBBIoKLFpZ7ggE0EJqXSN/Z4tY6dMfzcK/tOZ/Y4XpTilg4gK9/ZBaWTsjDjaeoQRrdcapnXoxVhuddZvqVLmdQ97VLVlFmFAHTQGe3pXREGKly1sJEBBnhALpJkdYTVUqFAqbsUiXq0bSP0ZoGc4nKSDcye0IYHq/u6VvKS0+IjYtIB0hnUyz44ZUL8OC1S3DLaZOV1+PhoBIR0jdHqSjKjCAeDqCr28JbtcJgO/FzPNNRZGWEA1hYpRpzk4oy8fRn1+DxW1Z5Frs5RHavOw97YhypGSILnQ+QUor+Xl8LAx8vwiCVxdUHWJ3Vn0wqysQ3PjobN50yST4XgvmVrtGkO1YB+5rOKMvyKOM8svQ0NwQ58bBi2BpGX1Q43rb16VBGiqS3dbpqxIF8XvwYrzli0jXIx+fHlSBGuo4O+7OpC2H3xETn/h5zUiXSnSOXkM6HukKzJ8RG8UOnPXY0ZKa90bh9/TRsWlGN+y6b77FjaEv4qVo0GrDrDvnNt/qmoCCR3vOmf06v4dbb517ZUydfS3cdKMyMYPMpkz3rqmEYyvH0Jdo+TqZG2Q6kWJp1F3tCL4B8vE4p4cDrDdq1UjBS7dP+pDQ7hqBp14bslM7T9J41mk6nO3d6Qszdf3dqh/blWQwHTV+nmW5jpetYK0xElPOlzXV6ojjLDTIfdgLX0sk5TNPHTgThlDrU6HZTTXfM1ozLxt/uPBXf+Ogcz9/oeNYdNT1BO3gKhnuNuPmVuXLPskALCALAZUsq8dB1y5TaaYBtX9FHKt11ZLTDTqkxwPEqpQKmIRf9nUfcRb9d5viOrMfHMAyf9IoTU0oB7sZeXKOx1JKYctHCCgRMu9Uplfb2htj8iqLI6RpPPaGnA6S7oQZs59PySQW+7YxFbaxEJJi2440+d0IN1pdNZypOm1GM+69ZhF9dv9yjCgRsA8sv+rKYbCqnFKfvPBSbmF1H3Y5d6Ub6jwfaIaxlEBxEYhzvcsZx6yA43vqTixZW4NZ1Uz3zTkYkiHvOn4U55dm4+dQpKT7tpTgrIlMaAW9Kbk9Q51dBIpJ2QIQ60PTNf0/4dZsyjIGreZYK3dAsyUpvcx0KmMqcVZKmChNQ68flZYTTVi/qRnK6RnF+IoKLnbn+ymVVaR+nfj/zM9I3wrNjIdy9YQaWa6pPALhoUQVWTMrHeXPLlLmtN3QHbbpOUL3GVVFWep8T11uoBxORYL8U76W1Wfry3AjbThTaTTc9tycmFanXJl3HRI1WzF1XXqSi3EdZMVbtL0rANJSgQsA00l6rz5kzDjnxEDKjQZw2vbj3DzhMLFKb3fRHOpK3/mV6z6hhGFhEAnXj0nSeh5xUXwDYfdTpliwCYiMgONVXsuMhjxMqXacUgJRObHrt9UBNT/g7mZ395jAdz7FwAP9+9SJ86uSJuGHNpN4/QD5H6+umG+Qe7QzPu8z0K91Wz933ekIYkh8edtuCd4xgOauQ7As1U384QPRrJBaxdAs9jhbmVuTg6c+ejMdvWd0nhYKnaHc/yFj1OkrpGjO9sfmUSfjE6gn43mXelMGeEHWcRJS8P9RggN2hY0aZVx3QEznxML5xwWysnlKIG0+Z3PsHHMQ1/eBQk0zp6q/z8EMYpB8cbh6U3xPpRaJj41AVyx4ILl1cid9tXolZ5dm9v9nBMAxF/ag3M+gJmlJVlpO+moYas31SWzqG747DzUq3qRNVfvQVW03pbsyL03RYAMB0UhS1L9dsnlYHL12mlqjXty/KtHsvmIWX7l6Lc5xaR+kQDQWU4rh9+b2eyIqG8PNrl+Lbl8zrk41DCzUD6V+7CQUZit2gNxZIRSISHJDznz8+xz2241C2bN/Zt3o9PTFZG7PpKunyExE5Z8ytyEn7Por0vdqGNnQ6Nl1rP3VqHenoDWXSnQtLsqP4462r8dznTvE0P+qJSZrNlZNGk4reyM8IK+MkXWcloCooZ/dh3RPOPGHPtwh7fhTYAX5MI+tOOGj2y75l5aQCOZ+c3IcOcnpXUAB97so9FCyuzsPt66f1Odi8jDTioGnxY5mR51Vg+oyQPx5P9wJh7H94xCuPHq5yyp7QW0j3h2EoHA5iMzsYqo7hSnluPG2JtUDfHJX0wfBIRWlWVNk49EVC3BNZ0RDuOGN6nxZawHW8vba3/1IUT4SLFlXgZ5sW9yl9b3y+3Zmnsa0TOxyDbSCVUmKD848DjbJGT39snFKhG6ODkTI43FlAlEu6+rAn6Ia/vA8OlumlmfjIvHEYlxPDlcvGp/05cWwfHGpynYlDNP/Oo9esMP1rRqX/VX2ILlNVqq5+6onpmhHclw2oYRjHpfakzsqhTlfQFU/pOgJN08Bcco/17+kJmt5WmGa6YG+snlIonTiLqtJXionjFkWd+5Linoo5FTnK//fFuXrvBbNw/vxx+PpHZqX9mcKEXVi4q9vCvjr7PFr72Fl5tDKTBKv6kmYL2E7Cvq61ehChP55vW/GUunZmT1y+ZDwuWVSB29dP7dMYFb8hbJyBbrIy1FDnZXlOrF8COdnxEB7ZvAIPfGyJpwlRT+hZJwDQ1tk/nZeHI9etmoBz5pTh/7twTr8E40cDo+8uMx5k4e3jGNRCrbDziKuUGsmbNd1oSje9oieqUmxmY6GhdTyMFGaWZSsOzr6kIKTCNA0sJp0v9Hb3g414RkSr2/5IGx1soqGANBpER7aBPA+RCtXQ1okPDvWttfPxUEWMUcuy3A5uI3Ce6y8uWFCOjLCtcNEL5vfEyVMLZY0k2gmyNwzDwP+9eC7+/PlT+uTQESq+nUda0OB0ERqq+3bhwnIYBlCQCPcpnWz9zBJkRoIwDPQpbWZqcaZ0TFy6uKL3DziUZseUoMy4PjgQjhfqQNNTcwabgGng8iWVAIAzZ5X0SWV169opGJcTwydPntinOVBVEJ74OgfYgaB/u3ohvnLuTJw9O33lmp663R9za3YsJJ/5ORU5fUqhm1mWjW9dNLdPyl/TNKQD9/3D9hox0E0xRgp07umL6vR4yU9EFDVtX9Kve4IGAOdq9ntPxMIB3HvBbHzq5PRTqgDilNKCzCNxv5MOdE5KN80xHcbnZ2Dl5II+ObmE2m7H4WbZSKJtiDrpDgb5iQi+c+k8XLCgfKgPZdjAu+YxQLss/HgcTql8NWoAjOz0NH1R6w8HiEzfE7Vo2kfu9RkKoqEAppVkSRWRngJwvJw6vQhPvHUAQdNQatUMBTM0VUJ/pW4MNhMLE9h5pIU4pQZuCRFOsJ1HWmQRzv6oxZWKyjxbCdbS3oVDjUnifB+7sZvx+Rl45vY1CAbMPm1aCxIR/PvGhXhzXwMuWVQ5gEdoU5oVRSwUQGtHF6kXODTmzfzKXPzx1tVIRIN9cljkJyJ47NOr0NTWiakl6Uf2DcPAT69ZhLaO7j4b7refPhWf+/WruGHNpD43Qjke1s4oxr2PvY2ubgsr+uDkHCi+ePYMrJtZ0qcaiIBtR/z586f0+fdOnlqI7/7pPQDe9METYU0flbuA7RQMBQxZs6U/AnQA8M2PzsH9z+/AxYvSd5CeCJOKEnj3QBPeP9iENVOLhlwpOVyYNS4bp88sxt8+PDYoczAArJxcgAf/ugsA+jSH9cT588bhUGMSFXnxQXFkS6fUITXIHA+Pzu3yyskFCJgGurqtIbeTy3JiiARNJDu7sedYC8bnZ4yI9D2m/xido4xR6B+lVAu6uy2YpiEjB/ERqAQqzIxgfL690Z1QkNEvC424Rkeb21Hf0jGiunYNF25fPxUf/4+/46MLyvulMx1gF35u7+zG+Pw4ivrJ4D5eppZkIhw05Vgs6wdn6FAwsTADf3rb/f+BlhxPcpxggv4onpqKcNBEeW4cu4624IPDzWhpt+tYxUapMZou+ceZhnHS5EKcNLmwn4/GH9Mp7Pvm/ga8tKv/auQcL3pNu3Q5XrWSYRjHtd5cuLACF8wvHxSHFGCvlf/5scU42tyOVZOH3ikVDQWwesrgPKOA7bDctKIau4+1DHl0PBQwMWtcNl7cVQegbzXjeqIyP44vbZjZL9+VDkJd8d5BVkpRDMPAD69ciK5u67jqyR4Pm1ZU44UdR3HS5II+lQboiWDA7FMB6RNFZj4csRXTo6m2pB8FiQi+e+k8/PWDI9i0snpIj0UU6H+7thHvH2pSnVKjMH2P8TK2re0xQscJKKUqcmMIB0y0dnRhz7FWVOTFXAVBeGROEt+7dD6++fg7uG7VhH75vkQkiJKsKGob2vDuwUZZGHG0LmIDwUmTC/HWV9b3a2HigGng6uVV/fZ9J0IoYKKmLEtuAPpTJj2Y6NH9vtShOd7f++PbBwEAptE/ysaemFSUwK6jLXj3QCMaWvuvGyQz8EwsSuDN/Q3424dD75QaSQyWQ0qwfOLQO6OGCsMwcPeGGUN9GJKTJhfKNWlSHzqxDidEPbl/CKfUKE+36iuD5ZAC7PXziVtXD9rvDQQVuXEEneD7vvo2UiN2ZO530uHMWaU4c1bpUB8GAFuN/3ZtI94/2IxTppHxzEH+McHoHWWM5ESUUsGAKYtzvrm/AW0d3XCa+Y1YOeus8mz8bNPifk0fEHUQ3tzXgFZHYcHpe31jsDtlDTbra0rkf8+rGFqZ9PGip7n0V8pHKhZVu79X4BS1HUhEmuWb+xoGpbg603+ItvJ76+zOPXzfGKZnLl9SiQmFGVhcnYflpFvZSELUS3rvYJOjbLHtXba/mOMhHDRlw4g39tajOSns+ZG53xlpTHQ6iArlY5uzf40GeTyPBXiUjQHanZoBfSk6SZlemoU39jXgrf0NSicMVgK5zCzLwp/ePqhsZvujmw0zerhqWRX21bVhfP7g1EYYCMpyYijKjOBgYxJA3zqyHQ/zK3ORGw/hWEsHFlYNvCNPdCx6Y18DGngcjyj0eoEFI7RuG8MMFkVZUfzx1tUjOiA0sTAB0wDqWztQ29CGRqfRQUaE7VPm+JhZloW39jfg9b31qHPsgIEsHcC4THMCg2/st2vMck2psQUrpcYAJ6KUAtzW0W/XNsjUvXDQHFRZ8HBnBplIjzkd1nLivJllXKKhALacMxPXrBjavP0T5ZbTpgAAzp5dikQ/1f9KRTQUsLuTzC/H59ZPG9DfAlzF41v7G9DoREhZcTMymFWeDbok9VeNHIYZzYxkhxRgrxFTHGXLS7vq0NBmz9s57ERgjhOhuv3LB0dlFzi25wcH0Q3wndpGJDu7pJM5wWUUxgR8l8cAJ+yUcrpovLm/AY3Ogp85wJvRkcbMMnsifbe2CRGnWxdHVpjRyGVLKnHa9KLjLoDdVwazYHZlXhxZ0aDc2ARMg51SI4R4OIgF43NlTanx+eyUYpixwLzKHLxd24hn3j0kX+N5mzleZjqOkRc+PArA7sDLSp3BoTw3huxYCPWtHXin1q3tyeN5bMBKqTGAKHR+vOl7NeXZMAxg99FWvHugEQCQO8Bdt0YaFXkx5GeE0d7VLR137JRiRitFWdFRqZQ0DAPLSG2V0uzocc+bzOBz1bIqAEBxVmTI21szDDM4zHEacDztOKUSkSDP28xxM7MsC6GAa9/kZ3Aq+GBhGAZml9tOwdf21rvlUFgpNSbgWXsMIJRSkeNUSmVFQ5hWYstZH3/zAAAgl6WsCoZhKIXTQwEDBQl2SjHMSGMlUWVxCtjIYsOcMvzPTSvx/25exZFthhkjzK3MAQDsr28DwKlWzIkRDweVoEZVAdsBg4lwSm3feUzW9mSl1NiAnVJjgHaplDp+ZcNip8jw1jeEU4odLjonTXadUpV5cQQ5UscwI44Ns0tlVO7kqYOTNsj0HzPLspHHSl6GGTNMKcpEAUkn59Rd5kRZM61I/vfEwoFt6MKoLJtg76WefucQ1/YcY/CueQzQ2m4XJz+RbnlLJ9gpLcLBVZTFclad9TUlcjNLVVMMw4wccuJh/PqTy/GNC2aP+KL0DMMwox3TNHAqcSJU5Y/M7rbM8OGSRRUozIwgYBo4d27ZUB/OmGJhVS4iQRNHmtsB2DW9ONA0NuAkzTFAi9MxLx4+/tu9akohIkETSScVkCMHXjKjIfxs02I8+4/DuHp51VAfDsMwx8nk4kxMdjo6MQzDMMObK5aOxy+374ZlASdPLer9AwzTAznxMJ749Go0JjtQnsvKu8EkGgpgcXUenv3HYQBARW58xHcJZdKDnVJjgBZH/pgROX6lVEYkiPU1Jfjdy/sAuG07GZV5lbmYxwV2GYZhGIZhBoVZ5dl46ONLcbipHadNZ6cUc+Jkx0PI5vpkQ8IF88ulU2p6adYQHw0zWLBTagzQItL3TkApBQB3nDEdhxqTqC7IwILx7HhhGIZhGIZhhp4lE/J7fxPDMMOes2aX4pd/341/HGzCx1ZyGYWxAjulxgAt7Y5SKnxi3YhKsqN48ONL++OQGIZhGIZhGIZhGEYSCph48ONL0d1twTQ5dW+swIXOxwDN7SdeU4phGIZhGIZhGIZhBhp2SI0t2Ck1Bmjuh5pSDMMwDMMwDMMwDMMw/Qk7pUY5bR1dsqYUt9RkGIZhGIZhGIZhGGa4wE6pUc6R5nYAQDhgIhHh9D2GYRiGYRiGYRiGYYYH7JQa5RxpSgIA8hNhGAbn5jIMwzAMwzAMwzAMMzxgp9QoZ/fRVgB25zyGYRiGYRiGYRiGYZjhwqh0St13332orq5GNBrFggUL8Oyzzw71IQ06u4+2oLW9C+/UNgAAJhclhviIGIZhGIZhGIZhGIZhXEZdkaGHH34Yt9xyC+677z6sWLECP/zhD3HGGWfgzTffRGVl5VAf3qDxmV+9grf2N6CjywIAzK/MHeIjYhiGYRiGYRiGYRiGcRl1Sqlvfetb+NjHPoZrr70W06dPx7e//W1UVFTg+9///lAf2qDR2NaB2oY2NLR1orWjC0WZEZwxq3SoD4thGIZhGIZhGIZhGEYyqpRS7e3t2L59Oz7/+c8rr69btw7PP/+872eSySSSyaT8/4aGhgE9xsEgMxrCk7edjOfeO4wPDjVh7cwSZMdCQ31YDMMwDMMwDMMwDMMwklGllDp8+DC6urpQXFysvF5cXIza2lrfz9xzzz3Izs6W/1RUVAzGoQ44pmlg1ZRCbFxRjXE5saE+HIZhGIZhGIZhGIZhGIVR5ZQSGIah/L9lWZ7XBHfccQfq6+vlP7t37x6MQ2QYhmEYhmEYhmEYhhnTjKr0vYKCAgQCAY8q6uDBgx71lCASiSASiQzG4TEMwzAMwzAMwzAMwzAOo8opFQ6HsWDBAmzduhUf+chH5Otbt27Fueeem9Z3WJbdrW401JZiGIZhGIZhGIZhGIYZbIRPRfhYUjGqnFIAcOutt+LKK6/EwoULsWzZMvzoRz/Crl27cP3116f1+cbGRgAYNbWlGIZhGIZhGIZhGIZhhoLGxkZkZ2en/Puoc0pdfPHFOHLkCL7yla9g//79qKmpwaOPPorx48en9fmysjLs3r0bmZmZKetQjQQaGhpQUVGB3bt3Iysra6gPh2GGJTxOGKZ3eJwwTO/wOGGY3uFxwjC9M5rGiWVZaGxsRFlZWY/vM6zetFTMiKShoQHZ2dmor68f8Q8zwwwUPE4Ypnd4nDBM7/A4YZje4XHCML0zFsfJqOy+xzAMwzAMwzAMwzAMwwxv2CnFMAzDMAzDMAzDMAzDDDrslBqlRCIRfOlLX0IkEhnqQ2GYYQuPE4bpHR4nDNM7PE4Ypnd4nDBM74zFccI1pRiGYRiGYRiGYRiGYZhBh5VSDMMwDMMwDMMwDMMwzKDDTimGYRiGYRiGYRiGYRhm0GGnFMMwDMMwDMMwDMMwDDPosFNqlHLfffehuroa0WgUCxYswLPPPjvUh8Qw/c4999yDRYsWITMzE0VFRTjvvPPwzjvvKO+xLAtbtmxBWVkZYrEYTj75ZLzxxhvKe5LJJG688UYUFBQgIyMD55xzDvbs2aO859ixY7jyyiuRnZ2N7OxsXHnllairqxvoU2SYfueee+6BYRi45ZZb5Gs8ThjGZu/evbjiiiuQn5+PeDyOuXPnYvv27fLvPFaYsU5nZyfuuusuVFdXIxaLYcKECfjKV76C7u5u+R4eJ8xY45lnnsGGDRtQVlYGwzDw3//938rfB3NM7Nq1Cxs2bEBGRgYKCgpw0003ob29fSBOu/+wmFHHQw89ZIVCIevHP/6x9eabb1o333yzlZGRYe3cuXOoD41h+pXTTz/duv/++63XX3/devnll62zzjrLqqystJqamuR77r33XiszM9P69a9/bb322mvWxRdfbJWWlloNDQ3yPddff701btw4a+vWrdaLL75orVmzxpozZ47V2dkp37N+/XqrpqbGev75563nn3/eqqmpsc4+++xBPV+GOVFeeOEFq6qqypo9e7Z18803y9d5nDCMZR09etQaP368tXHjRuuvf/2rtWPHDuuJJ56w3nvvPfkeHivMWOerX/2qlZ+fb/3hD3+wduzYYf3qV7+yEomE9e1vf1u+h8cJM9Z49NFHrTvvvNP69a9/bQGwfvvb3yp/H6wx0dnZadXU1Fhr1qyxXnzxRWvr1q1WWVmZtXnz5gG/BicCO6VGIYsXL7auv/565bVp06ZZn//854foiBhmcDh48KAFwHr66acty7Ks7u5uq6SkxLr33nvle9ra2qzs7GzrBz/4gWVZllVXV2eFQiHroYceku/Zu3evZZqm9dhjj1mWZVlvvvmmBcD6y1/+It+zbds2C4D19ttvD8apMcwJ09jYaE2ePNnaunWrtXr1aumU4nHCMDaf+9znrJUrV6b8O48VhrGss846y9q0aZPy2vnnn29dccUVlmXxOGEY3Sk1mGPi0UcftUzTtPbu3Svf84tf/MKKRCJWfX39gJxvf8Dpe6OM9vZ2bN++HevWrVNeX7duHZ5//vkhOiqGGRzq6+sBAHl5eQCAHTt2oLa2VhkPkUgEq1evluNh+/bt6OjoUN5TVlaGmpoa+Z5t27YhOzsbS5Yske9ZunQpsrOzeVwxI4YbbrgBZ511Fk477TTldR4nDGPzyCOPYOHChbjwwgtRVFSEefPm4cc//rH8O48VhgFWrlyJP/7xj3j33XcBAK+88gqee+45nHnmmQB4nDCMzmCOiW3btqGmpgZlZWXyPaeffjqSyaSSij7cCA71ATD9y+HDh9HV1YXi4mLl9eLiYtTW1g7RUTHMwGNZFm699VasXLkSNTU1ACCfeb/xsHPnTvmecDiM3Nxcz3vE52tra1FUVOT5zaKiIh5XzIjgoYcewosvvoi//e1vnr/xOGEYmw8++ADf//73ceutt+ILX/gCXnjhBdx0002IRCK46qqreKwwDIDPfe5zqK+vx7Rp0xAIBNDV1YWvfe1ruPTSSwHwmsIwOoM5Jmpraz2/k5ubi3A4PKzHDTulRimGYSj/b1mW5zWGGU1s3rwZr776Kp577jnP345nPOjv8Xs/jytmJLB7927cfPPNePzxxxGNRlO+j8cJM9bp7u7GwoUL8fWvfx0AMG/ePLzxxhv4/ve/j6uuukq+j8cKM5Z5+OGH8cADD+DBBx/EzJkz8fLLL+OWW25BWVkZrr76avk+HicMozJYY2IkjhtO3xtlFBQUIBAIeDyhBw8e9HhNGWa0cOONN+KRRx7Bk08+ifLycvl6SUkJAPQ4HkpKStDe3o5jx471+J4DBw54fvfQoUM8rphhz/bt23Hw4EEsWLAAwWAQwWAQTz/9NL7zne8gGAzKZ5jHCTPWKS0txYwZM5TXpk+fjl27dgHgNYVhAOCzn/0sPv/5z+OSSy7BrFmzcOWVV+LTn/407rnnHgA8ThhGZzDHRElJied3jh07ho6OjmE9btgpNcoIh8NYsGABtm7dqry+detWLF++fIiOimEGBsuysHnzZvzmN7/Bn/70J1RXVyt/r66uRklJiTIe2tvb8fTTT8vxsGDBAoRCIeU9+/fvx+uvvy7fs2zZMtTX1+OFF16Q7/nrX/+K+vp6HlfMsOfUU0/Fa6+9hpdffln+s3DhQlx++eV4+eWXMWHCBB4nDANgxYoVeOedd5TX3n33XYwfPx4ArykMAwAtLS0wTXULGQgE0N3dDYDHCcPoDOaYWLZsGV5//XXs379fvufxxx9HJBLBggULBvQ8T4hBLqzODAIPPfSQFQqFrH//93+33nzzTeuWW26xMjIyrA8//HCoD41h+pVPfvKTVnZ2tvXUU09Z+/fvl/+0tLTI99x7771Wdna29Zvf/MZ67bXXrEsvvdS3BWt5ebn1xBNPWC+++KJ1yimn+LZgnT17trVt2zZr27Zt1qxZs7gtMTNiod33LIvHCcNYlmW98MILVjAYtL72ta9Z//jHP6yf//znVjwetx544AH5Hh4rzFjn6quvtsaNG2f94Q9/sHbs2GH95je/sQoKCqzbb79dvofHCTPWaGxstF566SXrpZdesgBY3/rWt6yXXnrJ2rlzp2VZgzcmOjs7rZqaGuvUU0+1XnzxReuJJ56wysvLrc2bNw/exTgO2Ck1SvnXf/1Xa/z48VY4HLbmz59vPf3000N9SAzT7wDw/ef++++X7+nu7ra+9KUvWSUlJVYkErFWrVplvfbaa8r3tLa2Wps3b7by8vKsWCxmnX322dauXbuU9xw5csS6/PLLrczMTCszM9O6/PLLrWPHjg3CWTJM/6M7pXicMIzN73//e6umpsaKRCLWtGnTrB/96EfK33msMGOdhoYG6+abb7YqKyutaDRqTZgwwbrzzjutZDIp38PjhBlrPPnkk757kquvvtqyrMEdEzt37rTOOussKxaLWXl5edbmzZuttra2gTz9E8awLMsaGo0WwzAMwzAMwzAMwzAMM1bhmlIMwzAMwzAMwzAMwzDMoMNOKYZhGIZhGIZhGIZhGGbQYacUwzAMwzAMwzAMwzAMM+iwU4phGIZhGIZhGIZhGIYZdNgpxTAMwzAMwzAMwzAMwww67JRiGIZhGIZhGIZhGIZhBh12SjEMwzAMwzAMwzAMwzCDDjulGIZhGIZhGIZhGIZhmEGHnVIMwzAMwzAnwJYtWzB37tyhPgyGYRiGYZgRBzulGIZhGIZhUmAYRo//bNy4EZ/5zGfwxz/+cUiO79e//jWWLFmC7OxsZGZmYubMmbjtttvk39lhxjAMwzDMcCY41AfAMAzDMAwzXNm/f7/874cffhh333033nnnHflaLBZDIpFAIpEY9GN74okncMkll+DrX/86zjnnHBiGgTfffHPIHGQMwzAMwzB9hZVSDMMwDMMwKSgpKZH/ZGdnwzAMz2u6Gmnjxo0477zz8PWvfx3FxcXIycnBl7/8ZXR2duKzn/0s8vLyUF5ejp/85CfKb+3duxcXX3wxcnNzkZ+fj3PPPRcffvhhymP7wx/+gJUrV+Kzn/0spk6diilTpuC8887Dd7/7XQDAT3/6U3z5y1/GK6+8IpVdP/3pTwEA9fX1uO6661BUVISsrCyccsopeOWVV+R3i3P64Q9/iIqKCsTjcVx44YWoq6uT73nqqaewePFiZGRkICcnBytWrMDOnTtP+JozDMMwDDN2YKcUwzAMwzBMP/OnP/0J+/btwzPPPINvfetb2LJlC84++2zk5ubir3/9K66//npcf/312L17NwCgpaUFa9asQSKRwDPPPIPnnnsOiUQC69evR3t7u+9vlJSU4I033sDrr7/u+/eLL74Yt912G2bOnIn9+/dj//79uPjii2FZFs466yzU1tbi0Ucfxfbt2zF//nyceuqpOHr0qPz8e++9h1/+8pf4/e9/j8ceewwvv/wybrjhBgBAZ2cnzjvvPKxevRqvvvoqtm3bhuuuuw6GYfTzlWQYhmEYZjTDTimGYRiGYZh+Ji8vD9/5zncwdepUbNq0CVOnTkVLSwu+8IUvYPLkybjjjjsQDofx5z//GQDw0EMPwTRN/Nu//RtmzZqF6dOn4/7778euXbvw1FNP+f7GjTfeiEWLFmHWrFmoqqrCJZdcgp/85CdIJpMA3NTCYDAolV2xWAxPPvkkXnvtNfzqV7/CwoULMXnyZHzzm99ETk4O/uu//kt+f1tbG372s59h7ty5WLVqFb773e/ioYceQm1tLRoaGlBfX4+zzz4bEydOxPTp03H11VejsrJywK8twzAMwzCjB3ZKMQzDMAzD9DMzZ86EabpmVnFxMWbNmiX/PxAIID8/HwcPHgQAbN++He+99x4yMzNljaq8vDy0tbXh/fff9/2NjIwM/M///A/ee+893HXXXUgkErjtttuwePFitLS0pDy27du3o6mpCfn5+fK3EokEduzYofxWZWUlysvL5f8vW7YM3d3deOedd5CXl4eNGzfi9NNPx4YNG/Av//IvSv0thmEYhmGYdOBC5wzDMAzDMP1MKBRS/t8wDN/Xuru7AQDd3d1YsGABfv7zn3u+q7CwsMffmjhxIiZOnIhrr70Wd955J6ZMmYKHH34Y11xzje/7u7u7UVpa6qvAysnJSfk7IjVP/Pv+++/HTTfdhMceewwPP/ww7rrrLmzduhVLly7t8XgZhmEYhmEE7JRiGIZhGIYZYubPn4+HH35YFh4/XqqqqhCPx9Hc3AwACIfD6Orq8vxWbW0tgsEgqqqqUn7Xrl27sG/fPpSVlQEAtm3bBtM0MWXKFPmeefPmYd68ebjjjjuwbNkyPPjgg+yUYhiGYRgmbTh9j2EYhmEYZoi5/PLLUVBQgHPPPRfPPvssduzYgaeffho333wz9uzZ4/uZLVu24Pbbb8dTTz2FHTt24KWXXsKmTZvQ0dGBtWvXArCdVDt27MDLL7+Mw4cPI5lM4rTTTsOyZctw3nnn4X//93/x4Ycf4vnnn8ddd92Fv//97/L7o9Eorr76arzyyit49tlncdNNN+Giiy5CSUkJduzYgTvuuAPbtm3Dzp078fjjj+Pdd9/F9OnTB+V6MQzDMAwzOmCnFMMwDMMwzBATj8fxzDPPoLKyEueffz6mT5+OTZs2obW1NaVyavXq1fjggw9w1VVXYdq0aTjjjDNQW1uLxx9/HFOnTgUAXHDBBVi/fj3WrFmDwsJC/OIXv4BhGHj00UexatUqbNq0CVOmTMEll1yCDz/8EMXFxfL7J02ahPPPPx9nnnkm1q1bh5qaGtx3333yeN9++21ccMEFmDJlCq677jps3rwZn/jEJwb+YjEMwzAMM2owLMuyhvogGIZhGIZhmOHDli1b8N///d94+eWXh/pQGIZhGIYZxbBSimEYhmEYhmEYhmEYhhl02CnFMAzDMAzDMAzDMAzDDDqcvscwDMMwDMMwDMMwDMMMOqyUYhiGYRiGYRiGYRiGYQYddkoxDMMwDMMwDMMwDMMwgw47pRiGYRiGYRiGYRiGYZhBh51SDMMwDMMwDMMwDMMwzKDDTimGYRiGYRiGYRiGYRhm0GGnFMMwDMMwDMMwDMMwDDPosFOKYRiGYRiGYRiGYRiGGXTYKcUwDMMwDMMwDMMwDMMMOuyUYhiGYRiGYRiGYRiGYQad/x9zB81/JeuihgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the time series\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# Plot each dimension of the Lorenz attractor\n",
    "plt.subplot(3, 1, 1)\n",
    "plt.plot(xyzs[:, 0])\n",
    "plt.title('Lorenz Time Series - X Dimension')\n",
    "plt.xlabel('Time Steps')\n",
    "plt.ylabel('X')\n",
    "\n",
    "plt.subplot(3, 1, 2)\n",
    "plt.plot(xyzs[:, 1])\n",
    "plt.title('Lorenz Time Series - Y Dimension')\n",
    "plt.xlabel('Time Steps')\n",
    "plt.ylabel('Y')\n",
    "\n",
    "plt.subplot(3, 1, 3)\n",
    "plt.plot(xyzs[:, 2])\n",
    "plt.title('Lorenz Time Series - Z Dimension')\n",
    "plt.xlabel('Time Steps')\n",
    "plt.ylabel('Z')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6fe23e8-e66b-4c30-97d4-f98081fb021a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93061758-a476-421e-8fee-d9c76e75c2a6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "923c1228-c281-4966-8043-30f71fcb119e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71d48bc1-dceb-41a2-b7d4-5c352c2951e8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2eb31974-f0b7-4b3e-bf49-dca81e92f96c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c40fdb62-b28b-43ae-8607-d2e3d477145d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "949c76a2-a075-45dd-854f-1e5cae123e06",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "971282f3-417b-4897-8d4e-2b75da49006c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "99fd6a92-737c-4af6-9dc6-fd006c64e67e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5845f1a0-7794-43e4-a88d-9b7eee51870a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97fb426d-1414-4158-bb04-a3e4e4adec0a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c5e8798-bc06-49a0-88fc-abdae8c0dfba",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}