06_credit_card_balance.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.0  Analysis of Credit Card Balances\n",
    "\n",
    "> In this notebook I analyze the `credit card balance` dataset which is described below:\n",
    "> - Monthly balance snapshots of previous credit cards that the applicant has had with Home Credit. Files contain one row for each month where a client has data.  The file contains 23 fields.\n",
    "\n",
    "#### Analysis Summary:\n",
    "> After analyzing the dataset I created an aggregate table of four functions ('minimum', 'maximum', 'mean','standard deviation') by `SK_ID_CURR` for each of the availble `float64` fields.  Each field would have a new column for each of the functions.  This created a total of 80 features.  By taking this approach I figure there will be many fields available during model selection that can be removed if there feature importance is zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "#import helper ultility module\n",
    "%load_ext autoreload\n",
    "%aimport utils\n",
    "%autoreload 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.options.display.float_format = '{:,.2f}'.format\n",
    "pd.set_option('display.max_rows', 100)\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.1 Import Datasets And Prepare ABT\n",
    "> - Import the train and test datasets combined using a utility helper \n",
    "> - Create Activity Base Table (ABT) to group the fields by type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = utils.get_credit_card_balance()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <th>...</th>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <th>NAME_CONTRACT_STATUS</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2562384</td>\n",
       "      <td>378907</td>\n",
       "      <td>-6.00</td>\n",
       "      <td>56.97</td>\n",
       "      <td>135,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>877.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>877.50</td>\n",
       "      <td>1,700.33</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>35.00</td>\n",
       "      <td>Active</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2582071</td>\n",
       "      <td>363914</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>63,975.56</td>\n",
       "      <td>45,000.00</td>\n",
       "      <td>2,250.00</td>\n",
       "      <td>2,250.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,250.00</td>\n",
       "      <td>...</td>\n",
       "      <td>64,875.56</td>\n",
       "      <td>64,875.56</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69.00</td>\n",
       "      <td>Active</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1740877</td>\n",
       "      <td>371185</td>\n",
       "      <td>-7.00</td>\n",
       "      <td>31,815.22</td>\n",
       "      <td>450,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,250.00</td>\n",
       "      <td>...</td>\n",
       "      <td>31,460.08</td>\n",
       "      <td>31,460.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>Active</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1389973</td>\n",
       "      <td>337855</td>\n",
       "      <td>-4.00</td>\n",
       "      <td>236,572.11</td>\n",
       "      <td>225,000.00</td>\n",
       "      <td>2,250.00</td>\n",
       "      <td>2,250.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11,795.76</td>\n",
       "      <td>...</td>\n",
       "      <td>233,048.97</td>\n",
       "      <td>233,048.97</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>Active</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1891521</td>\n",
       "      <td>126868</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>453,919.46</td>\n",
       "      <td>450,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11,547.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11,547.00</td>\n",
       "      <td>22,924.89</td>\n",
       "      <td>...</td>\n",
       "      <td>453,919.46</td>\n",
       "      <td>453,919.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>101.00</td>\n",
       "      <td>Active</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_PREV  SK_ID_CURR  MONTHS_BALANCE  AMT_BALANCE  \\\n",
       "0     2562384      378907           -6.00        56.97   \n",
       "1     2582071      363914           -1.00    63,975.56   \n",
       "2     1740877      371185           -7.00    31,815.22   \n",
       "3     1389973      337855           -4.00   236,572.11   \n",
       "4     1891521      126868           -1.00   453,919.46   \n",
       "\n",
       "   AMT_CREDIT_LIMIT_ACTUAL  AMT_DRAWINGS_ATM_CURRENT  AMT_DRAWINGS_CURRENT  \\\n",
       "0               135,000.00                      0.00                877.50   \n",
       "1                45,000.00                  2,250.00              2,250.00   \n",
       "2               450,000.00                      0.00                  0.00   \n",
       "3               225,000.00                  2,250.00              2,250.00   \n",
       "4               450,000.00                      0.00             11,547.00   \n",
       "\n",
       "   AMT_DRAWINGS_OTHER_CURRENT  AMT_DRAWINGS_POS_CURRENT  \\\n",
       "0                        0.00                    877.50   \n",
       "1                        0.00                      0.00   \n",
       "2                        0.00                      0.00   \n",
       "3                        0.00                      0.00   \n",
       "4                        0.00                 11,547.00   \n",
       "\n",
       "   AMT_INST_MIN_REGULARITY  ...  AMT_RECIVABLE  AMT_TOTAL_RECEIVABLE  \\\n",
       "0                 1,700.33  ...           0.00                  0.00   \n",
       "1                 2,250.00  ...      64,875.56             64,875.56   \n",
       "2                 2,250.00  ...      31,460.08             31,460.08   \n",
       "3                11,795.76  ...     233,048.97            233,048.97   \n",
       "4                22,924.89  ...     453,919.46            453,919.46   \n",
       "\n",
       "   CNT_DRAWINGS_ATM_CURRENT  CNT_DRAWINGS_CURRENT  CNT_DRAWINGS_OTHER_CURRENT  \\\n",
       "0                      0.00                  1.00                        0.00   \n",
       "1                      1.00                  1.00                        0.00   \n",
       "2                      0.00                  0.00                        0.00   \n",
       "3                      1.00                  1.00                        0.00   \n",
       "4                      0.00                  1.00                        0.00   \n",
       "\n",
       "   CNT_DRAWINGS_POS_CURRENT  CNT_INSTALMENT_MATURE_CUM  NAME_CONTRACT_STATUS  \\\n",
       "0                      1.00                      35.00                Active   \n",
       "1                      0.00                      69.00                Active   \n",
       "2                      0.00                      30.00                Active   \n",
       "3                      0.00                      10.00                Active   \n",
       "4                      1.00                     101.00                Active   \n",
       "\n",
       "   SK_DPD  SK_DPD_DEF  \n",
       "0    0.00        0.00  \n",
       "1    0.00        0.00  \n",
       "2    0.00        0.00  \n",
       "3    0.00        0.00  \n",
       "4    0.00        0.00  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Column count: 23\n",
      "--------------------\n",
      "Row count: 3840312\n",
      "--------------------\n",
      "Types:\n",
      "--------------------\n",
      "Type: float64 Count: 20\n",
      "Type: int64 Count: 2\n",
      "Type: object Count: 1\n"
     ]
    }
   ],
   "source": [
    "abt = utils.ABT(dataset)\n",
    "abt.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total float64 types: 20\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>count</th>\n",
       "      <th>na_count</th>\n",
       "      <th>na_%</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <td>1</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-34.52</td>\n",
       "      <td>26.67</td>\n",
       "      <td>-96.00</td>\n",
       "      <td>-55.00</td>\n",
       "      <td>-28.00</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>-1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_BALANCE</th>\n",
       "      <td>2</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>58,300.16</td>\n",
       "      <td>106,307.03</td>\n",
       "      <td>-420,250.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>89,046.69</td>\n",
       "      <td>1,505,902.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_CREDIT_LIMIT_ACTUAL</th>\n",
       "      <td>3</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>153,807.96</td>\n",
       "      <td>165,145.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45,000.00</td>\n",
       "      <td>112,500.00</td>\n",
       "      <td>180,000.00</td>\n",
       "      <td>1,350,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <td>4</td>\n",
       "      <td>3,090,496.00</td>\n",
       "      <td>749,816.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5,961.32</td>\n",
       "      <td>28,225.69</td>\n",
       "      <td>-6,827.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,115,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_CURRENT</th>\n",
       "      <td>5</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7,433.39</td>\n",
       "      <td>33,846.08</td>\n",
       "      <td>-6,211.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,287,098.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <td>6</td>\n",
       "      <td>3,090,496.00</td>\n",
       "      <td>749,816.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>288.17</td>\n",
       "      <td>8,201.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,529,847.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_DRAWINGS_POS_CURRENT</th>\n",
       "      <td>7</td>\n",
       "      <td>3,090,496.00</td>\n",
       "      <td>749,816.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2,968.80</td>\n",
       "      <td>20,796.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,239,274.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_INST_MIN_REGULARITY</th>\n",
       "      <td>8</td>\n",
       "      <td>3,535,076.00</td>\n",
       "      <td>305,236.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>3,540.20</td>\n",
       "      <td>5,600.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,633.91</td>\n",
       "      <td>202,882.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_PAYMENT_CURRENT</th>\n",
       "      <td>9</td>\n",
       "      <td>3,072,324.00</td>\n",
       "      <td>767,988.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>10,280.54</td>\n",
       "      <td>36,078.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>152.37</td>\n",
       "      <td>2,702.70</td>\n",
       "      <td>9,000.00</td>\n",
       "      <td>4,289,207.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_PAYMENT_TOTAL_CURRENT</th>\n",
       "      <td>10</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7,588.86</td>\n",
       "      <td>32,005.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,750.00</td>\n",
       "      <td>4,278,315.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_RECEIVABLE_PRINCIPAL</th>\n",
       "      <td>11</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>55,965.88</td>\n",
       "      <td>102,533.62</td>\n",
       "      <td>-423,305.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>85,359.24</td>\n",
       "      <td>1,472,316.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_RECIVABLE</th>\n",
       "      <td>12</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>58,088.81</td>\n",
       "      <td>105,965.37</td>\n",
       "      <td>-420,250.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>88,899.49</td>\n",
       "      <td>1,493,338.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMT_TOTAL_RECEIVABLE</th>\n",
       "      <td>13</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>58,098.29</td>\n",
       "      <td>105,971.80</td>\n",
       "      <td>-420,250.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>88,914.51</td>\n",
       "      <td>1,493,338.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_ATM_CURRENT</th>\n",
       "      <td>14</td>\n",
       "      <td>3,090,496.00</td>\n",
       "      <td>749,816.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_CURRENT</th>\n",
       "      <td>15</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>3.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>165.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_OTHER_CURRENT</th>\n",
       "      <td>16</td>\n",
       "      <td>3,090,496.00</td>\n",
       "      <td>749,816.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_DRAWINGS_POS_CURRENT</th>\n",
       "      <td>17</td>\n",
       "      <td>3,090,496.00</td>\n",
       "      <td>749,816.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.56</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>165.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNT_INSTALMENT_MATURE_CUM</th>\n",
       "      <td>18</td>\n",
       "      <td>3,535,076.00</td>\n",
       "      <td>305,236.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>20.83</td>\n",
       "      <td>20.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>32.00</td>\n",
       "      <td>120.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SK_DPD</th>\n",
       "      <td>19</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.28</td>\n",
       "      <td>97.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,260.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "      <td>20</td>\n",
       "      <td>3,840,312.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.33</td>\n",
       "      <td>21.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,260.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            num        count   na_count  na_%       mean  \\\n",
       "MONTHS_BALANCE                1 3,840,312.00       0.00  0.00     -34.52   \n",
       "AMT_BALANCE                   2 3,840,312.00       0.00  0.00  58,300.16   \n",
       "AMT_CREDIT_LIMIT_ACTUAL       3 3,840,312.00       0.00  0.00 153,807.96   \n",
       "AMT_DRAWINGS_ATM_CURRENT      4 3,090,496.00 749,816.00  0.20   5,961.32   \n",
       "AMT_DRAWINGS_CURRENT          5 3,840,312.00       0.00  0.00   7,433.39   \n",
       "AMT_DRAWINGS_OTHER_CURRENT    6 3,090,496.00 749,816.00  0.20     288.17   \n",
       "AMT_DRAWINGS_POS_CURRENT      7 3,090,496.00 749,816.00  0.20   2,968.80   \n",
       "AMT_INST_MIN_REGULARITY       8 3,535,076.00 305,236.00  0.08   3,540.20   \n",
       "AMT_PAYMENT_CURRENT           9 3,072,324.00 767,988.00  0.20  10,280.54   \n",
       "AMT_PAYMENT_TOTAL_CURRENT    10 3,840,312.00       0.00  0.00   7,588.86   \n",
       "AMT_RECEIVABLE_PRINCIPAL     11 3,840,312.00       0.00  0.00  55,965.88   \n",
       "AMT_RECIVABLE                12 3,840,312.00       0.00  0.00  58,088.81   \n",
       "AMT_TOTAL_RECEIVABLE         13 3,840,312.00       0.00  0.00  58,098.29   \n",
       "CNT_DRAWINGS_ATM_CURRENT     14 3,090,496.00 749,816.00  0.20       0.31   \n",
       "CNT_DRAWINGS_CURRENT         15 3,840,312.00       0.00  0.00       0.70   \n",
       "CNT_DRAWINGS_OTHER_CURRENT   16 3,090,496.00 749,816.00  0.20       0.00   \n",
       "CNT_DRAWINGS_POS_CURRENT     17 3,090,496.00 749,816.00  0.20       0.56   \n",
       "CNT_INSTALMENT_MATURE_CUM    18 3,535,076.00 305,236.00  0.08      20.83   \n",
       "SK_DPD                       19 3,840,312.00       0.00  0.00       9.28   \n",
       "SK_DPD_DEF                   20 3,840,312.00       0.00  0.00       0.33   \n",
       "\n",
       "                                  std         min       25%        50%  \\\n",
       "MONTHS_BALANCE                  26.67      -96.00    -55.00     -28.00   \n",
       "AMT_BALANCE                106,307.03 -420,250.18      0.00       0.00   \n",
       "AMT_CREDIT_LIMIT_ACTUAL    165,145.70        0.00 45,000.00 112,500.00   \n",
       "AMT_DRAWINGS_ATM_CURRENT    28,225.69   -6,827.31      0.00       0.00   \n",
       "AMT_DRAWINGS_CURRENT        33,846.08   -6,211.62      0.00       0.00   \n",
       "AMT_DRAWINGS_OTHER_CURRENT   8,201.99        0.00      0.00       0.00   \n",
       "AMT_DRAWINGS_POS_CURRENT    20,796.89        0.00      0.00       0.00   \n",
       "AMT_INST_MIN_REGULARITY      5,600.15        0.00      0.00       0.00   \n",
       "AMT_PAYMENT_CURRENT         36,078.08        0.00    152.37   2,702.70   \n",
       "AMT_PAYMENT_TOTAL_CURRENT   32,005.99        0.00      0.00       0.00   \n",
       "AMT_RECEIVABLE_PRINCIPAL   102,533.62 -423,305.82      0.00       0.00   \n",
       "AMT_RECIVABLE              105,965.37 -420,250.18      0.00       0.00   \n",
       "AMT_TOTAL_RECEIVABLE       105,971.80 -420,250.18      0.00       0.00   \n",
       "CNT_DRAWINGS_ATM_CURRENT         1.10        0.00      0.00       0.00   \n",
       "CNT_DRAWINGS_CURRENT             3.19        0.00      0.00       0.00   \n",
       "CNT_DRAWINGS_OTHER_CURRENT       0.08        0.00      0.00       0.00   \n",
       "CNT_DRAWINGS_POS_CURRENT         3.24        0.00      0.00       0.00   \n",
       "CNT_INSTALMENT_MATURE_CUM       20.05        0.00      4.00      15.00   \n",
       "SK_DPD                          97.52        0.00      0.00       0.00   \n",
       "SK_DPD_DEF                      21.48        0.00      0.00       0.00   \n",
       "\n",
       "                                  75%          max  \n",
       "MONTHS_BALANCE                 -11.00        -1.00  \n",
       "AMT_BALANCE                 89,046.69 1,505,902.19  \n",
       "AMT_CREDIT_LIMIT_ACTUAL    180,000.00 1,350,000.00  \n",
       "AMT_DRAWINGS_ATM_CURRENT         0.00 2,115,000.00  \n",
       "AMT_DRAWINGS_CURRENT             0.00 2,287,098.31  \n",
       "AMT_DRAWINGS_OTHER_CURRENT       0.00 1,529,847.00  \n",
       "AMT_DRAWINGS_POS_CURRENT         0.00 2,239,274.16  \n",
       "AMT_INST_MIN_REGULARITY      6,633.91   202,882.01  \n",
       "AMT_PAYMENT_CURRENT          9,000.00 4,289,207.45  \n",
       "AMT_PAYMENT_TOTAL_CURRENT    6,750.00 4,278,315.69  \n",
       "AMT_RECEIVABLE_PRINCIPAL    85,359.24 1,472,316.79  \n",
       "AMT_RECIVABLE               88,899.49 1,493,338.19  \n",
       "AMT_TOTAL_RECEIVABLE        88,914.51 1,493,338.19  \n",
       "CNT_DRAWINGS_ATM_CURRENT         0.00        51.00  \n",
       "CNT_DRAWINGS_CURRENT             0.00       165.00  \n",
       "CNT_DRAWINGS_OTHER_CURRENT       0.00        12.00  \n",
       "CNT_DRAWINGS_POS_CURRENT         0.00       165.00  \n",
       "CNT_INSTALMENT_MATURE_CUM       32.00       120.00  \n",
       "SK_DPD                           0.00     3,260.00  \n",
       "SK_DPD_DEF                       0.00     3,260.00  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "float_table = abt.float_table\n",
    "print(\"Total float64 types: {}\".format(len(float_table)))\n",
    "float_table "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1) ['MONTHS_BALANCE']: Month of balance relative to application date (-1 means the freshest balance date)\n",
      "----------------------------------------\n",
      "2) ['AMT_BALANCE']: Balance during the month of previous credit\n",
      "----------------------------------------\n",
      "3) ['AMT_CREDIT_LIMIT_ACTUAL']: Credit card limit during the month of the previous credit\n",
      "----------------------------------------\n",
      "4) ['AMT_DRAWINGS_ATM_CURRENT']: Amount drawing at ATM during the month of the previous credit\n",
      "----------------------------------------\n",
      "5) ['AMT_DRAWINGS_CURRENT']: Amount drawing during the month of the previous credit\n",
      "----------------------------------------\n",
      "6) ['AMT_DRAWINGS_OTHER_CURRENT']: Amount of other drawings during the month of the previous credit\n",
      "----------------------------------------\n",
      "7) ['AMT_DRAWINGS_POS_CURRENT']: Amount drawing or buying goods during the month of the previous credit\n",
      "----------------------------------------\n",
      "8) ['AMT_INST_MIN_REGULARITY']: Minimal installment for this month of the previous credit\n",
      "----------------------------------------\n",
      "9) ['AMT_PAYMENT_CURRENT']: How much did the client pay during the month on the previous credit\n",
      "----------------------------------------\n",
      "10) ['AMT_PAYMENT_TOTAL_CURRENT']: How much did the client pay during the month in total on the previous credit\n",
      "----------------------------------------\n",
      "11) ['AMT_RECEIVABLE_PRINCIPAL']: Amount receivable for principal on the previous credit\n",
      "----------------------------------------\n",
      "12) ['AMT_RECIVABLE']: Amount receivable on the previous credit\n",
      "----------------------------------------\n",
      "13) ['AMT_TOTAL_RECEIVABLE']: Total amount receivable on the previous credit\n",
      "----------------------------------------\n",
      "14) ['CNT_DRAWINGS_ATM_CURRENT']: Number of drawings at ATM during this month on the previous credit\n",
      "----------------------------------------\n",
      "15) ['CNT_DRAWINGS_CURRENT']: Number of drawings during this month on the previous credit\n",
      "----------------------------------------\n",
      "16) ['CNT_DRAWINGS_OTHER_CURRENT']: Number of other drawings during this month on the previous credit\n",
      "----------------------------------------\n",
      "17) ['CNT_DRAWINGS_POS_CURRENT']: Number of drawings for goods during this month on the previous credit\n",
      "----------------------------------------\n",
      "18) ['CNT_INSTALMENT_MATURE_CUM']: Number of paid installments on the previous credit\n",
      "----------------------------------------\n",
      "19) ['SK_DPD']: DPD (Days past due) during the month on the previous credit\n",
      "----------------------------------------\n",
      "20) ['SK_DPD_DEF']: DPD (Days past due) during the month with tolerance (debts with low loan amounts are ignored) of the previous credit\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# print description of each field in the integer ABT\n",
    "field_table = utils.FieldsNames()\n",
    "field_table.print('credit_card_balance.csv',float_table.index.values.tolist()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total string types: 1\n"
     ]
    },
    {
     "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>num</th>\n",
       "      <th>count</th>\n",
       "      <th>na_count</th>\n",
       "      <th>na_%</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>top_count</th>\n",
       "      <th>top_%</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>column</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NAME_CONTRACT_STATUS</th>\n",
       "      <td>1</td>\n",
       "      <td>3840312</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7</td>\n",
       "      <td>Active</td>\n",
       "      <td>3698436</td>\n",
       "      <td>0.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      num    count  na_count  na_%  unique     top  top_count  \\\n",
       "column                                                                          \n",
       "NAME_CONTRACT_STATUS    1  3840312         0  0.00       7  Active    3698436   \n",
       "\n",
       "                      top_%  \n",
       "column                       \n",
       "NAME_CONTRACT_STATUS   0.96  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_table = abt.other_table\n",
    "print(\"Total string types: {}\".format(len(other_table)))\n",
    "other_table "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1) ['NAME_CONTRACT_STATUS']: Contract status (active signed,...) on the previous credit\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# print description of each field in the string ABT\n",
    "field_table = utils.FieldsNames()\n",
    "field_table.print('credit_card_balance.csv',other_table.index.values.tolist()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plot_hbar(other_table.index,dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2 Create Agregation Fields \n",
    "> Here I create aggregation functions fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert months balnce to positive befor aggregation\n",
    "dataset['MONTHS_BALANCE'] = dataset['MONTHS_BALANCE'].apply(lambda x:-x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#let get minimum, maximum, average and standard deviation\n",
    "fun_agg = ['min', 'max', 'mean','std']\n",
    "\n",
    "agg_fun_df = dataset.groupby('SK_ID_CURR')[float_table.index.values].agg(fun_agg)\n",
    "\n",
    "#rename columns\n",
    "agg_fun_df.columns = [\"CC_{}_{}\".format(c[0],c[1].upper()) for c in agg_fun_df.columns.values.tolist()] \n",
    "\n",
    "#let fill nan values\n",
    "agg_fun_df.fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>CC_MONTHS_BALANCE_MIN</th>\n",
       "      <th>CC_MONTHS_BALANCE_MAX</th>\n",
       "      <th>CC_MONTHS_BALANCE_MEAN</th>\n",
       "      <th>CC_MONTHS_BALANCE_STD</th>\n",
       "      <th>CC_AMT_BALANCE_MIN</th>\n",
       "      <th>CC_AMT_BALANCE_MAX</th>\n",
       "      <th>CC_AMT_BALANCE_MEAN</th>\n",
       "      <th>CC_AMT_BALANCE_STD</th>\n",
       "      <th>CC_AMT_CREDIT_LIMIT_ACTUAL_MIN</th>\n",
       "      <th>CC_AMT_CREDIT_LIMIT_ACTUAL_MAX</th>\n",
       "      <th>...</th>\n",
       "      <th>CC_CNT_INSTALMENT_MATURE_CUM_MEAN</th>\n",
       "      <th>CC_CNT_INSTALMENT_MATURE_CUM_STD</th>\n",
       "      <th>CC_SK_DPD_MIN</th>\n",
       "      <th>CC_SK_DPD_MAX</th>\n",
       "      <th>CC_SK_DPD_MEAN</th>\n",
       "      <th>CC_SK_DPD_STD</th>\n",
       "      <th>CC_SK_DPD_DEF_MIN</th>\n",
       "      <th>CC_SK_DPD_DEF_MAX</th>\n",
       "      <th>CC_SK_DPD_DEF_MEAN</th>\n",
       "      <th>CC_SK_DPD_DEF_STD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100006</th>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>270,000.00</td>\n",
       "      <td>270,000.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100011</th>\n",
       "      <td>2.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>38.50</td>\n",
       "      <td>21.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>189,000.00</td>\n",
       "      <td>54,482.11</td>\n",
       "      <td>68,127.24</td>\n",
       "      <td>90,000.00</td>\n",
       "      <td>180,000.00</td>\n",
       "      <td>...</td>\n",
       "      <td>25.77</td>\n",
       "      <td>10.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100013</th>\n",
       "      <td>1.00</td>\n",
       "      <td>96.00</td>\n",
       "      <td>48.50</td>\n",
       "      <td>27.86</td>\n",
       "      <td>0.00</td>\n",
       "      <td>161,420.22</td>\n",
       "      <td>18,159.92</td>\n",
       "      <td>43,237.41</td>\n",
       "      <td>45,000.00</td>\n",
       "      <td>157,500.00</td>\n",
       "      <td>...</td>\n",
       "      <td>18.72</td>\n",
       "      <td>5.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100021</th>\n",
       "      <td>2.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>5.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>675,000.00</td>\n",
       "      <td>675,000.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100023</th>\n",
       "      <td>4.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>2.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45,000.00</td>\n",
       "      <td>225,000.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            CC_MONTHS_BALANCE_MIN  CC_MONTHS_BALANCE_MAX  \\\n",
       "SK_ID_CURR                                                 \n",
       "100006                       1.00                   6.00   \n",
       "100011                       2.00                  75.00   \n",
       "100013                       1.00                  96.00   \n",
       "100021                       2.00                  18.00   \n",
       "100023                       4.00                  11.00   \n",
       "\n",
       "            CC_MONTHS_BALANCE_MEAN  CC_MONTHS_BALANCE_STD  CC_AMT_BALANCE_MIN  \\\n",
       "SK_ID_CURR                                                                      \n",
       "100006                        3.50                   1.87                0.00   \n",
       "100011                       38.50                  21.51                0.00   \n",
       "100013                       48.50                  27.86                0.00   \n",
       "100021                       10.00                   5.05                0.00   \n",
       "100023                        7.50                   2.45                0.00   \n",
       "\n",
       "            CC_AMT_BALANCE_MAX  CC_AMT_BALANCE_MEAN  CC_AMT_BALANCE_STD  \\\n",
       "SK_ID_CURR                                                                \n",
       "100006                    0.00                 0.00                0.00   \n",
       "100011              189,000.00            54,482.11           68,127.24   \n",
       "100013              161,420.22            18,159.92           43,237.41   \n",
       "100021                    0.00                 0.00                0.00   \n",
       "100023                    0.00                 0.00                0.00   \n",
       "\n",
       "            CC_AMT_CREDIT_LIMIT_ACTUAL_MIN  CC_AMT_CREDIT_LIMIT_ACTUAL_MAX  \\\n",
       "SK_ID_CURR                                                                   \n",
       "100006                          270,000.00                      270,000.00   \n",
       "100011                           90,000.00                      180,000.00   \n",
       "100013                           45,000.00                      157,500.00   \n",
       "100021                          675,000.00                      675,000.00   \n",
       "100023                           45,000.00                      225,000.00   \n",
       "\n",
       "            ...  CC_CNT_INSTALMENT_MATURE_CUM_MEAN  \\\n",
       "SK_ID_CURR  ...                                      \n",
       "100006      ...                               0.00   \n",
       "100011      ...                              25.77   \n",
       "100013      ...                              18.72   \n",
       "100021      ...                               0.00   \n",
       "100023      ...                               0.00   \n",
       "\n",
       "            CC_CNT_INSTALMENT_MATURE_CUM_STD  CC_SK_DPD_MIN  CC_SK_DPD_MAX  \\\n",
       "SK_ID_CURR                                                                   \n",
       "100006                                  0.00           0.00           0.00   \n",
       "100011                                 10.29           0.00           0.00   \n",
       "100013                                  5.85           0.00           1.00   \n",
       "100021                                  0.00           0.00           0.00   \n",
       "100023                                  0.00           0.00           0.00   \n",
       "\n",
       "            CC_SK_DPD_MEAN  CC_SK_DPD_STD  CC_SK_DPD_DEF_MIN  \\\n",
       "SK_ID_CURR                                                     \n",
       "100006                0.00           0.00               0.00   \n",
       "100011                0.00           0.00               0.00   \n",
       "100013                0.01           0.10               0.00   \n",
       "100021                0.00           0.00               0.00   \n",
       "100023                0.00           0.00               0.00   \n",
       "\n",
       "            CC_SK_DPD_DEF_MAX  CC_SK_DPD_DEF_MEAN  CC_SK_DPD_DEF_STD  \n",
       "SK_ID_CURR                                                            \n",
       "100006                   0.00                0.00               0.00  \n",
       "100011                   0.00                0.00               0.00  \n",
       "100013                   1.00                0.01               0.10  \n",
       "100021                   0.00                0.00               0.00  \n",
       "100023                   0.00                0.00               0.00  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agg_fun_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>count</th>\n",
       "      <th>na_count</th>\n",
       "      <th>na_%</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CC_MONTHS_BALANCE_MIN</th>\n",
       "      <td>1</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.73</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>12.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_MONTHS_BALANCE_MAX</th>\n",
       "      <td>2</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.53</td>\n",
       "      <td>33.38</td>\n",
       "      <td>1.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>96.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_MONTHS_BALANCE_MEAN</th>\n",
       "      <td>3</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.51</td>\n",
       "      <td>16.67</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>50.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_MONTHS_BALANCE_STD</th>\n",
       "      <td>4</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.83</td>\n",
       "      <td>9.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.03</td>\n",
       "      <td>6.49</td>\n",
       "      <td>21.51</td>\n",
       "      <td>29.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_BALANCE_MIN</th>\n",
       "      <td>5</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10,542.13</td>\n",
       "      <td>44,311.66</td>\n",
       "      <td>-420,250.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>869,873.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_BALANCE_MAX</th>\n",
       "      <td>6</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>142,297.93</td>\n",
       "      <td>171,325.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>96,107.18</td>\n",
       "      <td>194,612.55</td>\n",
       "      <td>1,505,902.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_BALANCE_MEAN</th>\n",
       "      <td>7</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69,973.19</td>\n",
       "      <td>107,537.81</td>\n",
       "      <td>-2,930.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24,997.60</td>\n",
       "      <td>96,997.75</td>\n",
       "      <td>928,686.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_BALANCE_STD</th>\n",
       "      <td>8</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45,479.93</td>\n",
       "      <td>59,330.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26,979.45</td>\n",
       "      <td>66,616.52</td>\n",
       "      <td>586,457.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_CREDIT_LIMIT_ACTUAL_MIN</th>\n",
       "      <td>9</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>149,529.21</td>\n",
       "      <td>198,557.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9,000.00</td>\n",
       "      <td>45,000.00</td>\n",
       "      <td>202,500.00</td>\n",
       "      <td>1,350,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_CREDIT_LIMIT_ACTUAL_MAX</th>\n",
       "      <td>10</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>249,504.88</td>\n",
       "      <td>201,189.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>112,500.00</td>\n",
       "      <td>180,000.00</td>\n",
       "      <td>315,000.00</td>\n",
       "      <td>1,350,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_CREDIT_LIMIT_ACTUAL_MEAN</th>\n",
       "      <td>11</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>207,320.67</td>\n",
       "      <td>190,229.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>82,500.00</td>\n",
       "      <td>149,000.00</td>\n",
       "      <td>267,500.00</td>\n",
       "      <td>1,350,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_CREDIT_LIMIT_ACTUAL_STD</th>\n",
       "      <td>12</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>42,971.25</td>\n",
       "      <td>65,568.57</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21,383.59</td>\n",
       "      <td>60,289.34</td>\n",
       "      <td>681,108.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_ATM_CURRENT_MIN</th>\n",
       "      <td>13</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>425.76</td>\n",
       "      <td>9,335.88</td>\n",
       "      <td>-6,827.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>904,500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_ATM_CURRENT_MAX</th>\n",
       "      <td>14</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>73,105.18</td>\n",
       "      <td>101,583.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40,500.00</td>\n",
       "      <td>117,000.00</td>\n",
       "      <td>2,115,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_ATM_CURRENT_MEAN</th>\n",
       "      <td>15</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8,378.30</td>\n",
       "      <td>18,623.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,384.62</td>\n",
       "      <td>9,277.20</td>\n",
       "      <td>904,500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_ATM_CURRENT_STD</th>\n",
       "      <td>16</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17,450.74</td>\n",
       "      <td>28,348.83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,925.35</td>\n",
       "      <td>23,992.34</td>\n",
       "      <td>779,422.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_CURRENT_MIN</th>\n",
       "      <td>17</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>547.48</td>\n",
       "      <td>9,013.29</td>\n",
       "      <td>-6,211.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,125,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_CURRENT_MAX</th>\n",
       "      <td>18</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>98,414.13</td>\n",
       "      <td>121,914.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67,500.00</td>\n",
       "      <td>139,050.00</td>\n",
       "      <td>2,287,098.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_CURRENT_MEAN</th>\n",
       "      <td>19</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13,566.78</td>\n",
       "      <td>26,427.65</td>\n",
       "      <td>-17.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,329.35</td>\n",
       "      <td>17,915.54</td>\n",
       "      <td>1,616,206.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_CURRENT_STD</th>\n",
       "      <td>20</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24,347.42</td>\n",
       "      <td>34,551.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13,691.68</td>\n",
       "      <td>34,667.41</td>\n",
       "      <td>779,422.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_OTHER_CURRENT_MIN</th>\n",
       "      <td>21</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.55</td>\n",
       "      <td>538.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>112,500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_OTHER_CURRENT_MAX</th>\n",
       "      <td>22</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6,644.42</td>\n",
       "      <td>41,063.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,529,847.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_OTHER_CURRENT_MEAN</th>\n",
       "      <td>23</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>406.97</td>\n",
       "      <td>3,782.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>225,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_OTHER_CURRENT_STD</th>\n",
       "      <td>24</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,406.69</td>\n",
       "      <td>10,307.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>382,498.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_POS_CURRENT_MIN</th>\n",
       "      <td>25</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>427.75</td>\n",
       "      <td>6,567.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>720,177.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_POS_CURRENT_MAX</th>\n",
       "      <td>26</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30,843.54</td>\n",
       "      <td>72,635.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32,800.50</td>\n",
       "      <td>2,239,274.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_POS_CURRENT_MEAN</th>\n",
       "      <td>27</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,848.40</td>\n",
       "      <td>19,671.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,312.51</td>\n",
       "      <td>1,616,206.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_DRAWINGS_POS_CURRENT_STD</th>\n",
       "      <td>28</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8,483.26</td>\n",
       "      <td>20,877.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8,294.68</td>\n",
       "      <td>660,161.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_INST_MIN_REGULARITY_MIN</th>\n",
       "      <td>29</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>231.85</td>\n",
       "      <td>1,352.61</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34,098.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_INST_MIN_REGULARITY_MAX</th>\n",
       "      <td>30</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7,149.70</td>\n",
       "      <td>8,609.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4,760.26</td>\n",
       "      <td>9,554.62</td>\n",
       "      <td>202,882.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_INST_MIN_REGULARITY_MEAN</th>\n",
       "      <td>31</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,536.95</td>\n",
       "      <td>5,088.46</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,623.51</td>\n",
       "      <td>5,006.28</td>\n",
       "      <td>43,014.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_INST_MIN_REGULARITY_STD</th>\n",
       "      <td>32</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2,543.33</td>\n",
       "      <td>3,123.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,683.33</td>\n",
       "      <td>3,806.44</td>\n",
       "      <td>24,737.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_CURRENT_MIN</th>\n",
       "      <td>33</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,487.41</td>\n",
       "      <td>9,715.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1,125,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_CURRENT_MAX</th>\n",
       "      <td>34</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>82,841.89</td>\n",
       "      <td>136,467.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25,875.00</td>\n",
       "      <td>108,990.00</td>\n",
       "      <td>4,289,207.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_CURRENT_MEAN</th>\n",
       "      <td>35</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12,490.09</td>\n",
       "      <td>25,117.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,226.88</td>\n",
       "      <td>14,705.39</td>\n",
       "      <td>1,593,111.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_CURRENT_STD</th>\n",
       "      <td>36</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18,715.16</td>\n",
       "      <td>35,620.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,614.90</td>\n",
       "      <td>19,820.49</td>\n",
       "      <td>984,750.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_TOTAL_CURRENT_MIN</th>\n",
       "      <td>37</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>221.81</td>\n",
       "      <td>7,122.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,125,000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_TOTAL_CURRENT_MAX</th>\n",
       "      <td>38</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>81,265.68</td>\n",
       "      <td>135,025.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23,436.00</td>\n",
       "      <td>107,513.73</td>\n",
       "      <td>4,278,315.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_TOTAL_CURRENT_MEAN</th>\n",
       "      <td>39</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10,266.21</td>\n",
       "      <td>21,915.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,986.60</td>\n",
       "      <td>11,874.11</td>\n",
       "      <td>1,591,837.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_PAYMENT_TOTAL_CURRENT_STD</th>\n",
       "      <td>40</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18,083.63</td>\n",
       "      <td>33,869.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5,829.77</td>\n",
       "      <td>19,379.06</td>\n",
       "      <td>981,786.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECEIVABLE_PRINCIPAL_MIN</th>\n",
       "      <td>41</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10,113.66</td>\n",
       "      <td>42,855.44</td>\n",
       "      <td>-423,305.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>854,043.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECEIVABLE_PRINCIPAL_MAX</th>\n",
       "      <td>42</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>135,867.92</td>\n",
       "      <td>164,643.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>90,000.00</td>\n",
       "      <td>180,000.00</td>\n",
       "      <td>1,472,316.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECEIVABLE_PRINCIPAL_MEAN</th>\n",
       "      <td>43</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67,330.73</td>\n",
       "      <td>103,844.60</td>\n",
       "      <td>-2,930.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23,914.48</td>\n",
       "      <td>92,894.87</td>\n",
       "      <td>884,547.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECEIVABLE_PRINCIPAL_STD</th>\n",
       "      <td>44</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43,806.27</td>\n",
       "      <td>57,391.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25,865.35</td>\n",
       "      <td>64,089.70</td>\n",
       "      <td>582,690.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECIVABLE_MIN</th>\n",
       "      <td>45</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10,140.18</td>\n",
       "      <td>43,649.12</td>\n",
       "      <td>-420,250.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>855,565.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECIVABLE_MAX</th>\n",
       "      <td>46</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>141,272.44</td>\n",
       "      <td>170,190.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95,477.33</td>\n",
       "      <td>193,915.32</td>\n",
       "      <td>1,493,338.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECIVABLE_MEAN</th>\n",
       "      <td>47</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69,505.43</td>\n",
       "      <td>106,931.44</td>\n",
       "      <td>-2,930.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24,765.00</td>\n",
       "      <td>96,113.29</td>\n",
       "      <td>913,096.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_RECIVABLE_STD</th>\n",
       "      <td>48</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45,315.56</td>\n",
       "      <td>59,115.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26,953.91</td>\n",
       "      <td>66,458.83</td>\n",
       "      <td>586,457.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_TOTAL_RECEIVABLE_MIN</th>\n",
       "      <td>49</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10,140.39</td>\n",
       "      <td>43,649.40</td>\n",
       "      <td>-420,250.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>855,565.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_TOTAL_RECEIVABLE_MAX</th>\n",
       "      <td>50</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>141,288.10</td>\n",
       "      <td>170,193.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95,513.49</td>\n",
       "      <td>193,994.43</td>\n",
       "      <td>1,493,338.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_TOTAL_RECEIVABLE_MEAN</th>\n",
       "      <td>51</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69,509.32</td>\n",
       "      <td>106,932.66</td>\n",
       "      <td>-2,930.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24,770.60</td>\n",
       "      <td>96,136.81</td>\n",
       "      <td>913,096.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_AMT_TOTAL_RECEIVABLE_STD</th>\n",
       "      <td>52</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45,318.87</td>\n",
       "      <td>59,114.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26,962.12</td>\n",
       "      <td>66,461.37</td>\n",
       "      <td>586,457.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_ATM_CURRENT_MIN</th>\n",
       "      <td>53</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_ATM_CURRENT_MAX</th>\n",
       "      <td>54</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>51.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_ATM_CURRENT_MEAN</th>\n",
       "      <td>55</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.46</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_ATM_CURRENT_STD</th>\n",
       "      <td>56</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.99</td>\n",
       "      <td>21.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_CURRENT_MIN</th>\n",
       "      <td>57</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>78.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_CURRENT_MAX</th>\n",
       "      <td>58</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.75</td>\n",
       "      <td>10.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>165.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_CURRENT_MEAN</th>\n",
       "      <td>59</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.51</td>\n",
       "      <td>3.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.29</td>\n",
       "      <td>118.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_CURRENT_STD</th>\n",
       "      <td>60</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.88</td>\n",
       "      <td>3.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.67</td>\n",
       "      <td>2.09</td>\n",
       "      <td>59.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_OTHER_CURRENT_MIN</th>\n",
       "      <td>61</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_OTHER_CURRENT_MAX</th>\n",
       "      <td>62</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_OTHER_CURRENT_MEAN</th>\n",
       "      <td>63</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_OTHER_CURRENT_STD</th>\n",
       "      <td>64</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_POS_CURRENT_MIN</th>\n",
       "      <td>65</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>78.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_POS_CURRENT_MAX</th>\n",
       "      <td>66</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.53</td>\n",
       "      <td>10.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>165.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_POS_CURRENT_MEAN</th>\n",
       "      <td>67</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.23</td>\n",
       "      <td>3.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.46</td>\n",
       "      <td>118.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_DRAWINGS_POS_CURRENT_STD</th>\n",
       "      <td>68</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.36</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.01</td>\n",
       "      <td>59.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_INSTALMENT_MATURE_CUM_MIN</th>\n",
       "      <td>69</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.88</td>\n",
       "      <td>2.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>29.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_INSTALMENT_MATURE_CUM_MAX</th>\n",
       "      <td>70</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.04</td>\n",
       "      <td>21.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>23.00</td>\n",
       "      <td>120.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_INSTALMENT_MATURE_CUM_MEAN</th>\n",
       "      <td>71</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.07</td>\n",
       "      <td>13.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.80</td>\n",
       "      <td>14.97</td>\n",
       "      <td>73.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_CNT_INSTALMENT_MATURE_CUM_STD</th>\n",
       "      <td>72</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.79</td>\n",
       "      <td>6.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.35</td>\n",
       "      <td>6.46</td>\n",
       "      <td>32.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_MIN</th>\n",
       "      <td>73</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>458.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_MAX</th>\n",
       "      <td>74</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.40</td>\n",
       "      <td>141.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,260.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_MEAN</th>\n",
       "      <td>75</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.11</td>\n",
       "      <td>44.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,635.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_STD</th>\n",
       "      <td>76</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.98</td>\n",
       "      <td>46.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>919.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_DEF_MIN</th>\n",
       "      <td>77</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>458.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_DEF_MAX</th>\n",
       "      <td>78</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>26.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3,260.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_DEF_MEAN</th>\n",
       "      <td>79</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,635.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CC_SK_DPD_DEF_STD</th>\n",
       "      <td>80</td>\n",
       "      <td>103,558.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>8.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>919.61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    num      count  na_count  na_%       mean  \\\n",
       "CC_MONTHS_BALANCE_MIN                 1 103,558.00      0.00  0.00       1.52   \n",
       "CC_MONTHS_BALANCE_MAX                 2 103,558.00      0.00  0.00      37.53   \n",
       "CC_MONTHS_BALANCE_MEAN                3 103,558.00      0.00  0.00      19.51   \n",
       "CC_MONTHS_BALANCE_STD                 4 103,558.00      0.00  0.00      10.83   \n",
       "CC_AMT_BALANCE_MIN                    5 103,558.00      0.00  0.00  10,542.13   \n",
       "CC_AMT_BALANCE_MAX                    6 103,558.00      0.00  0.00 142,297.93   \n",
       "CC_AMT_BALANCE_MEAN                   7 103,558.00      0.00  0.00  69,973.19   \n",
       "CC_AMT_BALANCE_STD                    8 103,558.00      0.00  0.00  45,479.93   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MIN        9 103,558.00      0.00  0.00 149,529.21   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MAX       10 103,558.00      0.00  0.00 249,504.88   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MEAN      11 103,558.00      0.00  0.00 207,320.67   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_STD       12 103,558.00      0.00  0.00  42,971.25   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MIN      13 103,558.00      0.00  0.00     425.76   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MAX      14 103,558.00      0.00  0.00  73,105.18   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MEAN     15 103,558.00      0.00  0.00   8,378.30   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_STD      16 103,558.00      0.00  0.00  17,450.74   \n",
       "CC_AMT_DRAWINGS_CURRENT_MIN          17 103,558.00      0.00  0.00     547.48   \n",
       "CC_AMT_DRAWINGS_CURRENT_MAX          18 103,558.00      0.00  0.00  98,414.13   \n",
       "CC_AMT_DRAWINGS_CURRENT_MEAN         19 103,558.00      0.00  0.00  13,566.78   \n",
       "CC_AMT_DRAWINGS_CURRENT_STD          20 103,558.00      0.00  0.00  24,347.42   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MIN    21 103,558.00      0.00  0.00       3.55   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MAX    22 103,558.00      0.00  0.00   6,644.42   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MEAN   23 103,558.00      0.00  0.00     406.97   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_STD    24 103,558.00      0.00  0.00   1,406.69   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MIN      25 103,558.00      0.00  0.00     427.75   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MAX      26 103,558.00      0.00  0.00  30,843.54   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MEAN     27 103,558.00      0.00  0.00   5,848.40   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_STD      28 103,558.00      0.00  0.00   8,483.26   \n",
       "CC_AMT_INST_MIN_REGULARITY_MIN       29 103,558.00      0.00  0.00     231.85   \n",
       "CC_AMT_INST_MIN_REGULARITY_MAX       30 103,558.00      0.00  0.00   7,149.70   \n",
       "CC_AMT_INST_MIN_REGULARITY_MEAN      31 103,558.00      0.00  0.00   3,536.95   \n",
       "CC_AMT_INST_MIN_REGULARITY_STD       32 103,558.00      0.00  0.00   2,543.33   \n",
       "CC_AMT_PAYMENT_CURRENT_MIN           33 103,558.00      0.00  0.00   1,487.41   \n",
       "CC_AMT_PAYMENT_CURRENT_MAX           34 103,558.00      0.00  0.00  82,841.89   \n",
       "CC_AMT_PAYMENT_CURRENT_MEAN          35 103,558.00      0.00  0.00  12,490.09   \n",
       "CC_AMT_PAYMENT_CURRENT_STD           36 103,558.00      0.00  0.00  18,715.16   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MIN     37 103,558.00      0.00  0.00     221.81   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MAX     38 103,558.00      0.00  0.00  81,265.68   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MEAN    39 103,558.00      0.00  0.00  10,266.21   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_STD     40 103,558.00      0.00  0.00  18,083.63   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MIN      41 103,558.00      0.00  0.00  10,113.66   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MAX      42 103,558.00      0.00  0.00 135,867.92   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MEAN     43 103,558.00      0.00  0.00  67,330.73   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_STD      44 103,558.00      0.00  0.00  43,806.27   \n",
       "CC_AMT_RECIVABLE_MIN                 45 103,558.00      0.00  0.00  10,140.18   \n",
       "CC_AMT_RECIVABLE_MAX                 46 103,558.00      0.00  0.00 141,272.44   \n",
       "CC_AMT_RECIVABLE_MEAN                47 103,558.00      0.00  0.00  69,505.43   \n",
       "CC_AMT_RECIVABLE_STD                 48 103,558.00      0.00  0.00  45,315.56   \n",
       "CC_AMT_TOTAL_RECEIVABLE_MIN          49 103,558.00      0.00  0.00  10,140.39   \n",
       "CC_AMT_TOTAL_RECEIVABLE_MAX          50 103,558.00      0.00  0.00 141,288.10   \n",
       "CC_AMT_TOTAL_RECEIVABLE_MEAN         51 103,558.00      0.00  0.00  69,509.32   \n",
       "CC_AMT_TOTAL_RECEIVABLE_STD          52 103,558.00      0.00  0.00  45,318.87   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MIN      53 103,558.00      0.00  0.00       0.02   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MAX      54 103,558.00      0.00  0.00       2.73   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MEAN     55 103,558.00      0.00  0.00       0.38   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_STD      56 103,558.00      0.00  0.00       0.67   \n",
       "CC_CNT_DRAWINGS_CURRENT_MIN          57 103,558.00      0.00  0.00       0.10   \n",
       "CC_CNT_DRAWINGS_CURRENT_MAX          58 103,558.00      0.00  0.00       6.75   \n",
       "CC_CNT_DRAWINGS_CURRENT_MEAN         59 103,558.00      0.00  0.00       1.51   \n",
       "CC_CNT_DRAWINGS_CURRENT_STD          60 103,558.00      0.00  0.00       1.88   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MIN    61 103,558.00      0.00  0.00       0.00   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MAX    62 103,558.00      0.00  0.00       0.08   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MEAN   63 103,558.00      0.00  0.00       0.00   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_STD    64 103,558.00      0.00  0.00       0.02   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MIN      65 103,558.00      0.00  0.00       0.12   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MAX      66 103,558.00      0.00  0.00       4.53   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MEAN     67 103,558.00      0.00  0.00       1.23   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_STD      68 103,558.00      0.00  0.00       1.36   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MIN     69 103,558.00      0.00  0.00       0.88   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MAX     70 103,558.00      0.00  0.00      16.04   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MEAN    71 103,558.00      0.00  0.00      10.07   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_STD     72 103,558.00      0.00  0.00       4.79   \n",
       "CC_SK_DPD_MIN                        73 103,558.00      0.00  0.00       0.00   \n",
       "CC_SK_DPD_MAX                        74 103,558.00      0.00  0.00      16.40   \n",
       "CC_SK_DPD_MEAN                       75 103,558.00      0.00  0.00       4.11   \n",
       "CC_SK_DPD_STD                        76 103,558.00      0.00  0.00       4.98   \n",
       "CC_SK_DPD_DEF_MIN                    77 103,558.00      0.00  0.00       0.00   \n",
       "CC_SK_DPD_DEF_MAX                    78 103,558.00      0.00  0.00       0.81   \n",
       "CC_SK_DPD_DEF_MEAN                   79 103,558.00      0.00  0.00       0.15   \n",
       "CC_SK_DPD_DEF_STD                    80 103,558.00      0.00  0.00       0.20   \n",
       "\n",
       "                                          std         min        25%  \\\n",
       "CC_MONTHS_BALANCE_MIN                    0.73        1.00       1.00   \n",
       "CC_MONTHS_BALANCE_MAX                   33.38        1.00      11.00   \n",
       "CC_MONTHS_BALANCE_MEAN                  16.67        1.00       6.00   \n",
       "CC_MONTHS_BALANCE_STD                    9.65        0.00       3.03   \n",
       "CC_AMT_BALANCE_MIN                  44,311.66 -420,250.18       0.00   \n",
       "CC_AMT_BALANCE_MAX                 171,325.54        0.00       0.00   \n",
       "CC_AMT_BALANCE_MEAN                107,537.81   -2,930.23       0.00   \n",
       "CC_AMT_BALANCE_STD                  59,330.67        0.00       0.00   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MIN     198,557.63        0.00   9,000.00   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MAX     201,189.09        0.00 112,500.00   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MEAN    190,229.28        0.00  82,500.00   \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_STD      65,568.57        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MIN      9,335.88   -6,827.31       0.00   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MAX    101,583.15        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MEAN    18,623.65        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_STD     28,348.83        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_CURRENT_MIN          9,013.29   -6,211.62       0.00   \n",
       "CC_AMT_DRAWINGS_CURRENT_MAX        121,914.89        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_CURRENT_MEAN        26,427.65      -17.58       0.00   \n",
       "CC_AMT_DRAWINGS_CURRENT_STD         34,551.20        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MIN      538.25        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MAX   41,063.21        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MEAN   3,782.46        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_STD   10,307.31        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MIN      6,567.51        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MAX     72,635.69        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MEAN    19,671.59        0.00       0.00   \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_STD     20,877.23        0.00       0.00   \n",
       "CC_AMT_INST_MIN_REGULARITY_MIN       1,352.61        0.00       0.00   \n",
       "CC_AMT_INST_MIN_REGULARITY_MAX       8,609.21        0.00       0.00   \n",
       "CC_AMT_INST_MIN_REGULARITY_MEAN      5,088.46        0.00       0.00   \n",
       "CC_AMT_INST_MIN_REGULARITY_STD       3,123.27        0.00       0.00   \n",
       "CC_AMT_PAYMENT_CURRENT_MIN           9,715.04        0.00       0.00   \n",
       "CC_AMT_PAYMENT_CURRENT_MAX         136,467.19        0.00       0.00   \n",
       "CC_AMT_PAYMENT_CURRENT_MEAN         25,117.20        0.00       0.00   \n",
       "CC_AMT_PAYMENT_CURRENT_STD          35,620.60        0.00       0.00   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MIN     7,122.12        0.00       0.00   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MAX   135,025.27        0.00       0.00   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MEAN   21,915.30        0.00       0.00   \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_STD    33,869.45        0.00       0.00   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MIN     42,855.44 -423,305.82       0.00   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MAX    164,643.63        0.00       0.00   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MEAN   103,844.60   -2,930.23       0.00   \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_STD     57,391.64        0.00       0.00   \n",
       "CC_AMT_RECIVABLE_MIN                43,649.12 -420,250.18       0.00   \n",
       "CC_AMT_RECIVABLE_MAX               170,190.64        0.00       0.00   \n",
       "CC_AMT_RECIVABLE_MEAN              106,931.44   -2,930.23       0.00   \n",
       "CC_AMT_RECIVABLE_STD                59,115.05        0.00       0.00   \n",
       "CC_AMT_TOTAL_RECEIVABLE_MIN         43,649.40 -420,250.18       0.00   \n",
       "CC_AMT_TOTAL_RECEIVABLE_MAX        170,193.13        0.00       0.00   \n",
       "CC_AMT_TOTAL_RECEIVABLE_MEAN       106,932.66   -2,930.23       0.00   \n",
       "CC_AMT_TOTAL_RECEIVABLE_STD         59,114.98        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MIN          0.33        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MAX          3.52        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MEAN         0.75        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_STD          0.95        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_CURRENT_MIN              1.01        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_CURRENT_MAX             10.58        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_CURRENT_MEAN             3.65        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_CURRENT_STD              3.35        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MIN        0.01        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MAX        0.35        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MEAN       0.04        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_STD        0.08        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MIN          1.13        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MAX         10.26        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MEAN         3.67        0.00       0.00   \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_STD          3.26        0.00       0.00   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MIN         2.45        0.00       0.00   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MAX        21.52        0.00       0.00   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MEAN       13.54        0.00       0.00   \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_STD         6.42        0.00       0.00   \n",
       "CC_SK_DPD_MIN                            1.42        0.00       0.00   \n",
       "CC_SK_DPD_MAX                          141.97        0.00       0.00   \n",
       "CC_SK_DPD_MEAN                          44.34        0.00       0.00   \n",
       "CC_SK_DPD_STD                           46.17        0.00       0.00   \n",
       "CC_SK_DPD_DEF_MIN                        1.42        0.00       0.00   \n",
       "CC_SK_DPD_DEF_MAX                       26.18        0.00       0.00   \n",
       "CC_SK_DPD_DEF_MEAN                      11.11        0.00       0.00   \n",
       "CC_SK_DPD_DEF_STD                        8.11        0.00       0.00   \n",
       "\n",
       "                                          50%        75%          max  \n",
       "CC_MONTHS_BALANCE_MIN                    1.00       2.00        12.00  \n",
       "CC_MONTHS_BALANCE_MAX                   22.00      75.00        96.00  \n",
       "CC_MONTHS_BALANCE_MEAN                  12.00      38.00        50.18  \n",
       "CC_MONTHS_BALANCE_STD                    6.49      21.51        29.67  \n",
       "CC_AMT_BALANCE_MIN                       0.00       0.00   869,873.54  \n",
       "CC_AMT_BALANCE_MAX                  96,107.18 194,612.55 1,505,902.19  \n",
       "CC_AMT_BALANCE_MEAN                 24,997.60  96,997.75   928,686.32  \n",
       "CC_AMT_BALANCE_STD                  26,979.45  66,616.52   586,457.60  \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MIN      45,000.00 202,500.00 1,350,000.00  \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MAX     180,000.00 315,000.00 1,350,000.00  \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_MEAN    149,000.00 267,500.00 1,350,000.00  \n",
       "CC_AMT_CREDIT_LIMIT_ACTUAL_STD      21,383.59  60,289.34   681,108.72  \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MIN          0.00       0.00   904,500.00  \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MAX     40,500.00 117,000.00 2,115,000.00  \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_MEAN     1,384.62   9,277.20   904,500.00  \n",
       "CC_AMT_DRAWINGS_ATM_CURRENT_STD      6,925.35  23,992.34   779,422.86  \n",
       "CC_AMT_DRAWINGS_CURRENT_MIN              0.00       0.00 1,125,000.00  \n",
       "CC_AMT_DRAWINGS_CURRENT_MAX         67,500.00 139,050.00 2,287,098.31  \n",
       "CC_AMT_DRAWINGS_CURRENT_MEAN         3,329.35  17,915.54 1,616,206.32  \n",
       "CC_AMT_DRAWINGS_CURRENT_STD         13,691.68  34,667.41   779,422.86  \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MIN        0.00       0.00   112,500.00  \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MAX        0.00       0.00 1,529,847.00  \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_MEAN       0.00       0.00   225,000.00  \n",
       "CC_AMT_DRAWINGS_OTHER_CURRENT_STD        0.00       0.00   382,498.44  \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MIN          0.00       0.00   720,177.44  \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MAX          0.00  32,800.50 2,239,274.16  \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_MEAN         0.00   3,312.51 1,616,206.32  \n",
       "CC_AMT_DRAWINGS_POS_CURRENT_STD          0.00   8,294.68   660,161.05  \n",
       "CC_AMT_INST_MIN_REGULARITY_MIN           0.00       0.00    34,098.39  \n",
       "CC_AMT_INST_MIN_REGULARITY_MAX       4,760.26   9,554.62   202,882.01  \n",
       "CC_AMT_INST_MIN_REGULARITY_MEAN      1,623.51   5,006.28    43,014.13  \n",
       "CC_AMT_INST_MIN_REGULARITY_STD       1,683.33   3,806.44    24,737.03  \n",
       "CC_AMT_PAYMENT_CURRENT_MIN               0.00       2.88 1,125,000.00  \n",
       "CC_AMT_PAYMENT_CURRENT_MAX          25,875.00 108,990.00 4,289,207.45  \n",
       "CC_AMT_PAYMENT_CURRENT_MEAN          5,226.88  14,705.39 1,593,111.18  \n",
       "CC_AMT_PAYMENT_CURRENT_STD           5,614.90  19,820.49   984,750.11  \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MIN         0.00       0.00 1,125,000.00  \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MAX    23,436.00 107,513.73 4,278,315.69  \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_MEAN    3,986.60  11,874.11 1,591,837.27  \n",
       "CC_AMT_PAYMENT_TOTAL_CURRENT_STD     5,829.77  19,379.06   981,786.84  \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MIN          0.00       0.00   854,043.07  \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MAX     90,000.00 180,000.00 1,472,316.79  \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_MEAN    23,914.48  92,894.87   884,547.88  \n",
       "CC_AMT_RECEIVABLE_PRINCIPAL_STD     25,865.35  64,089.70   582,690.78  \n",
       "CC_AMT_RECIVABLE_MIN                     0.00       0.00   855,565.88  \n",
       "CC_AMT_RECIVABLE_MAX                95,477.33 193,915.32 1,493,338.19  \n",
       "CC_AMT_RECIVABLE_MEAN               24,765.00  96,113.29   913,096.64  \n",
       "CC_AMT_RECIVABLE_STD                26,953.91  66,458.83   586,457.60  \n",
       "CC_AMT_TOTAL_RECEIVABLE_MIN              0.00       0.00   855,565.88  \n",
       "CC_AMT_TOTAL_RECEIVABLE_MAX         95,513.49 193,994.43 1,493,338.19  \n",
       "CC_AMT_TOTAL_RECEIVABLE_MEAN        24,770.60  96,136.81   913,096.64  \n",
       "CC_AMT_TOTAL_RECEIVABLE_STD         26,962.12  66,461.37   586,457.60  \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MIN          0.00       0.00        35.00  \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MAX          2.00       4.00        51.00  \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_MEAN         0.08       0.46        35.00  \n",
       "CC_CNT_DRAWINGS_ATM_CURRENT_STD          0.38       0.99        21.50  \n",
       "CC_CNT_DRAWINGS_CURRENT_MIN              0.00       0.00        78.00  \n",
       "CC_CNT_DRAWINGS_CURRENT_MAX              3.00       8.00       165.00  \n",
       "CC_CNT_DRAWINGS_CURRENT_MEAN             0.21       1.29       118.25  \n",
       "CC_CNT_DRAWINGS_CURRENT_STD              0.67       2.09        59.40  \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MIN        0.00       0.00         2.00  \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MAX        0.00       0.00        12.00  \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_MEAN       0.00       0.00         2.00  \n",
       "CC_CNT_DRAWINGS_OTHER_CURRENT_STD        0.00       0.00         3.50  \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MIN          0.00       0.00        78.00  \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MAX          0.00       4.00       165.00  \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_MEAN         0.00       0.46       118.25  \n",
       "CC_CNT_DRAWINGS_POS_CURRENT_STD          0.00       1.01        59.40  \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MIN         0.00       1.00        29.00  \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MAX         7.00      23.00       120.00  \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_MEAN        3.80      14.97        73.06  \n",
       "CC_CNT_INSTALMENT_MATURE_CUM_STD         2.35       6.46        32.83  \n",
       "CC_SK_DPD_MIN                            0.00       0.00       458.00  \n",
       "CC_SK_DPD_MAX                            0.00       0.00     3,260.00  \n",
       "CC_SK_DPD_MEAN                           0.00       0.00     1,635.68  \n",
       "CC_SK_DPD_STD                            0.00       0.00       919.61  \n",
       "CC_SK_DPD_DEF_MIN                        0.00       0.00       458.00  \n",
       "CC_SK_DPD_DEF_MAX                        0.00       0.00     3,260.00  \n",
       "CC_SK_DPD_DEF_MEAN                       0.00       0.00     1,635.68  \n",
       "CC_SK_DPD_DEF_STD                        0.00       0.00       919.61  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "utils.ABT(agg_fun_df).float_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4JujOcc2lMU31GW3289no94okSZKkmWWBWZK6RGZeDRAR49eDwGAZWwZ8Fvj0hNtOBHZn5mh5/RJwcvn6pPKazByNiN3Astr4hHsaLjD39/fT29s7ZZ+BgQHWrFnT6CPrGtq1h1WvHzlpe9+K5Sw/4dRpvUezZmJcc003jgm6c1xzbUxTfUab+XwODAzQ399vkVmSJElqA7fIkKQuFxHvAx4B7s7MH0xoPoJif+ZaB8r/LpgQX1C2TbxnQc09kiRJkiRpHrHALEldLCJOpzj07+uZ+e/rdBkCjo+I8SmEfcCL5esXgBXlc3qAJcCrwM6y37gVNfdIkiRJkqR5xAKzJHWpiFgCPASsz8y/qtcnM/cDW4HLytCVwIPl6y3lNWX71rL/wXhEnA8MN7P/siRJkiRJ6h7uwSxJ3etq4NeAz0fE58vYA5l5U0TcVb5+ALgO+HpErKfYR/lTZd8NwKaIeAZ4DVhXxm8D7ijjI8AVrRmOJEmSJEmaaywwS1KXycz3ly+/Vv6pZwswVvYfBC6s85xdwCV14sPAVTOQqiRJkiRJ6nBukSFJ81MP8HC7k5AkSZIkSZ3NGcySNA9l5n3tzkGSJEmSJHU+ZzBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKPORPkiRJkiRJkmbJG3v2sXd4tG7b4qN6WHL0ohZnNLMsMEuSJEmSJEnSLNk7PMpTOVS37exY3vEFZrfIkCRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlfS0OwFJkiSpG0XEccATwMcy85cRcRHwVWAx8J3MXF/nnpXAZmA5kMC6zHwzIpYC3wROAV4BLs3MlyNiEXA3cA6wF7g8M7e3YHiSJEkS4AxmSZIkacZFxLnA48Dq8noxcA/wO8AZwG9GxMV1bt0IbMzM04EngQ1l/GZga2aeAdwJ3FLGbwDeKuOfAzbNyoAkSZKkSVhgliRJkmbeNcD1wIvl9QeBn2fmc5k5SjFL+ZO1N0TEQuAC4P4ytKmmz1qKGcwA9wIXl/0PxjPzMWBZOQtakiRJagm3yJAkSZJmWGZeDRAR46GTgJdqurwEnDzhthOB3WUBemKfg/dn5mhE7AaWTfHcHY3mum3btinbBwYGGn1UZT2LlzK4Y2fdtr7jx3j+uddm7L1aMZ5W6aaxgOOZ67ptPJKkmWOBWZIkSZp9RwBv11wvAA4cpg81fRZMiI/f38hzp9Tf309vb2/dtoGBAdasWdPM4yoZ2rWHVa8fWbetb8Vylp9w6oy8T6vG0wrdNBZwPHNds+MZGRk57C+vJEndwy0yJEmSpNm3E+iruV7Boe0zxg0Bx0fEeKW1r6bPC+U9REQPsAR4tcHnSpIkSbNmWjOYI+K/Upxwvb8M/TFwKrAeWAj8X5l5e537zgLuAo4DHgM+Uy71a+rU7OnkLkmSJLXQj4GIiNOA54DLKQ79Oygz90fEVuAy4FvAlcCDZfOW8vrLZfvWsv94/PGIOB8YzsyGt8eQJEmSpqvyDOaIWEBxKvaZmXlWZp5FMYPiPwDnA2cB10bEr9e5fTPw2cxcTbGM75oy3uyp2ZIkSdKcl5nDwKeB7wLPAtspD/OLiLsi4pKy63UUP0M/C3yEYuIGFD8XnxcRz5R9ri/jtwG9ZfxW4IrZH40kSZJ0yHRmMI+fWPJQRLyXovD7BvAPmbkLICLuB34f+NLBmyJWAYsz80dlaBPwxYi4i+LU7E/UxB8FbqQ4HfuCMn4vcHtELMzM8ZnTkiRJ0pyTme+vef0IcGadbluAsbLPIHBhnefsAi6pEx8GrpqZbCWpu0XEccATwMcy85cRcRHwVWAx8J3MXF/nnqZWWkfEIuBu4BxgL3B5Zm5vwfAkqW2mU2B+D/AI8K8ptsP4AfAd3n2K9Qcn3DfZSddVTs1ueH+5Zg4YqHeK9UyeXt3Jp+92au7m3Xqdmnun5i1J6mg9wPfbnYQkdbOIOJdiYtzq8noxxVZFvw08D3w/Ii7OzAcn3Dq+0vrbEbGBYkXJjRxaab02Iq6gWGl9GXAD8FZmnhERF1BMnjtv1gcoSW1UucCcmf8N+G/j1xFxN8Vv/m6u6dbI6diTnYANhz81u2FTnY49Ub1TrGfq9OpOPk24U3M379br1Nw9HVuS1A6ZeV+7c5CkeeAaiu2FvlFefxD4eWY+BxARm4FPcmjveyJiIU2utC7jNwFk5mMRsSwiVs61/fHf2LOPvcOjddtG9o+1OBtJna5ygbk8RKS3XOoHRdH3lxz+FOvJTro+eGp2Zo5R/9TsnRNOzZYkSZIkSZpSZl4NEDG+2+ekq6trVVlpPdlzGy4wV5nE0uxKzJ7FS/nRP++s2/ah3ziNwR2D74rPxMruTloxaq6zY77mWm+3hHHd8NmazhYZS4EvRcSHKLbIuAr4A2BzRCwD3gJ+D7i29qbMHIyI4Yj4cGb+kOIgkgernJo9jdwlSZIkSdL8Ndnq6qn6wOFXWjfy3Ck1swIbqq0grbdye9yxxx7LqpWr3hWf7sruTlrpaq6zYz7nOtVnrhWfrdlegX1E1Rsz83sUe8X9d2AAuKcsGP9b4L8C/wR8KzP/ESAitkTEOeXt64CvRcR24FiKE6+h+VOzJUmSJEmSmjXZ6upaB1dal9f1VlozYaV1I8+VpK4ynRnMZOb4Bve1sW9RzECe6GGKE1TJzJ/y7sP/mj41W5IkSZIkqYIfAxERpwHPAZdTHPp3UJWV1hExHn+83Fp0eK7tvyxJM63yDOYKhoBnW/h+kiRJkiRJ75KZw8Cnge9S1Cq2A/cDRMRdETE+ya3Zlda3Ab1l/FaKbUElqatNawZzMzJzc6veS5IkSZIkaaLMfH/N60eAM+t02wKMlX2aWmldFq6vmplsJakztHIGsyRJkiRJ0lzXQ7HNpySpAS2bwSxJkiRJkjTXZeZ97c5BkjqJM5glSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVdLT7gQkSZIkSZI0t42OHWBo1566bYuP6mHJ0YtanJGkucICsyRJkiRJkqY0sn+Mp3/xq7ptZ8dyC8zSPGaBWZK6SEQcBzwBfCwzfxkRFwFfBRYD38nM9XXuWQlsBpYDCazLzDcjYinwTeAU4BXg0sx8OSIWAXcD5wB7gcszc3sLhidJmoecMSdJkjS3uQezJHWJiDgXeBxYXV4vBu4Bfgc4A/jNiLi4zq0bgY2ZeTrwJLChjN8MbM3MM4A7gVvK+A3AW2X8c8CmWRmQJEkUM+aeyqG6f/YOj7Y7PUmSpHnPGcyS1D2uAa4HvlFefxD4eWY+BxARm4FPAg+O3xARC4ELgE+UoU3Ao8CNwNqyDeBe4Pay/1rgJoDMfCwilkXEyszc0Wii27Zta6jfwMBAo4+sq2fxUgZ37Jy0ve/4MZ5/7rVpvUcV0x3XXNSNY4LuHNdcGtNUn9FmP5+Nfq9IkiRJmlkWmCWpS2Tm1QARMR46CXippstLwMkTbjsR2J2Zo3X6HLw/M0cjYjewbIrnNlxg7u/vp7e3d8o+AwMDrFmzptFH1jW0aw+rXj9y0va+FctZfsKp03qPZs3EuOaabhwTdOe45tqYpvqMNvP5HBgYoL+/3yKzJEmS1AZukSFJ3esI4O2a6wXAgcP0oabPggnx8fsbea4kSZIkSZoHLDBLUvfaCfTVXK8AXpzQZwg4PiLGpxD21fR5obyHiOgBlgCvNvhcSZIkSZI0D1hglqTu9WMgIuK0soB8OTX7LwNk5n5gK3BZGbqyps+W8pqyfWvZ/2A8Is4HhpvZf1mSJEmSJHUPC8yS1KUycxj4NPBd4FlgO3A/QETcFRGXlF2vA66NiGeBjwDry/gG4LyIeKbsc30Zvw3oLeO3AlfM/mgkSZIkSdJc5CF/ktRlMvP9Na8fAc6s020LMFb2GQQurPOcXcAldeLDwFUzk60kSZIkSepkzmCWpPmpB3i43UlIkiRJkqTO5gxmSZqHMvO+ducgSZIkSZI6nzOYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmV9LQ7AUmSJEmS1Bpv7NnH3uHRum2Lj+phydGLWpyRJKnTWWCWJEmSJGme2Ds8ylM5VLft7FhugVmS1DS3yJAkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVdLT7gQkSZKk+SQi/gD4s/Lywcz8woT2lcBmYDmQwLrMfDMilgLfBE4BXgEuzcyXI2IRcDdwDrAXuDwzt7dmNJIkSZrvnMEsSZIktUhEHA3cCvw2cCbwkYi4aEK3jcDGzDwdeBLYUMZvBrZm5hnAncAtZfwG4K0y/jlg06wOQpIkSaphgVmSJElqnSMpfgY/BlhY/tk73hgRC4ELgPvL0Cbgk+XrtRQzmAHuBS4u+x+MZ+ZjwLJyFrQkSZI069wiQ5IkSWqRzHwjIjYA24E9wKPAEzVdTgR2Z+Zoef0ScHL5+qTymswcjYjdwLLa+IR7djSS07Zt26ZsHxgYaOQx09KzeCmDO3bWbXvfexcyuGOwblvf8WM8/9xrTb1XK8bTKt00FnA8rTLV522qz9RcHY8kqf0sMEuSJEktEhEfAP4QWAW8TrHX8heA/1h2OQJ4e8JtB8r/LpgQX1C2TbxnQc09h9Xf309vb2/dtoGBAdasWdPooyob2rWHVa8fWbft2GOPZdXKVXXb+lYsZ/kJpzb8Pq0aTyt001jA8bTSVJ+3yT5TzY5nZGTksL+8kiR1j2kXmCPi/wROzMxPR8RZwF3AccBjwGdqZl+M92/qcJKIWEDxA/fHKH5QviYzfzjdvCVJkqQ2+CjwSGYOAUTEJuA6DhWYh4DjI+LIzBwD+oAXy7YXgBXAzojoAZYArwI7y37/UvZbUXOPJEmSNKumtQdzRPxvwFU1oc3AZzNzNcXMiWvq3Nbs4SS/B5wB/DrwCWBT+QO1JEmz5o09+xjatafunzf27Gt3epI610+BiyLimHIixceBn4w3ZuZ+YCtwWRm6EniwfL2lvKZs31r2PxiPiPOB4cxsaHsMSZIkaboqF2oj4gTgPwBfBs6MiFXA4sz8UdllE/BF4K8n3LqW4uASKA4nub3mcJKboDicJCLGDydZC3w7Mw8AP4uIHcCHKGZIS5I0K/YOj/JUMcHwXc6O5Sw5elGLM5LUDTLzoYj4DWAA2A/8I/AXEXEX8EBmPkAxo/nrEbGeYh/lT5W3b6CYbPEM8BqwrozfBtxRxkeAK1o2IEnqcBHxB8CflZcPZuYXJrSvpJhMtxxIYF1mvtns6uzWjEaS2mM6M4HvAP4t8D+V15MdLjJRs4eTNPrcKTWz/1O9Qw+qHCAymU4+HKFTczfv1uvU3Ds1b0lS58jMrwBfqY1FxBZgrGwfBC6sc98u4JI68WHeuapQktSAiDgauBVYTfGLux9GxEWZ+XBNt43Axsz8dnlI6wbgRg6tzl4bEVdQrM6+jJrV2RFxAcXku/NaNihJaoNKBeaIuBp4PjMfiYhPl+FGDxdp9nCSaR1aMm6qw0smqnfoQbMHiExmLh/2cDidmrt5t16n5u7hJZKkNuoBvt/uJCRpnjmSouZwDPAWsJBi1jEA5WrrCyi264SiWPwoRYG5qdXZzWxdVOX/YzRED75OAAAgAElEQVQ7UabexLpx73vvQgZ3DDYch8Yn5XXShB5znR3zNdepPnMzMam13f+7Vp3BfBnQFxH/BJwAHEtRBO6r6TPZ4SLNHk4yHj/ccyVJkqSOlJn3tTsHSZpvMvONclbydmAPRfH4iZouJwK7M3O0vK5dUd3s6uyGC8zNTJCDahN86k2sG3fssceyauWqhuPQ2KS8TpqIZK6zYz7nOtVnbrqTWhvJdbYnyFU65C8z/1Vm9mfmWRS/mXsgM/93YDgiPlx2u4JDB5LUavZwki3Auog4MiJOo1i68pN3P1aSJEmSJKkxEfEB4A+BVRSF4TGgdg/miSuq4dCK6mZXZ0tS16pUYJ7COuBrEbGdYlbzrQAR8aWI+EzZZwNwXnkIyXXA9WX8NqC3jN/KocNJ7geeAZ4G/hPwR5l5cMmKJEmSJElSBR8FHsnMocwcodgC48Ka9iHg+IgYn3bYx6EV1eOrs5lkdfY4V2FL6nrTOeQPgMzcRPElTGb+FPhgnW5/D/xW2aepw0ky822K3yB+YWKbJEmSJElSRT8F/jIijqHYIuPj1KyYzsz9EbGVYvX1tyhWXY+v1B5fhf1lalZnl4e2Xgk8PmF1tiR1rWkXmBvUR/FlLEmSJGkeemPPPvYOj9ZtG9k/1uJsJAky86GI+A1gANgP/CPwFxFxF8VWoA9QrLz+ekSsp9hH+VPl7RuATeUq7NcoVnRDsTr7jjI+wqHV2ZLUtVpSYM5MT8SWJEmS5rG9w6M8lUN122LVe1qcjSQVMvMrwFdqY+Us5LGyfZB3bpsxfl9Tq7MlqZvN9B7MkiRJkiRJnawHeLjdSUhSp2jVFhmSJEmSJElzXmbe1+4cJKmTOINZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlfS0OwFJ0uyKiD8A/qy8fDAzvzChfSWwGVgOJLAuM9+MiKXAN4FTgFeASzPz5YhYBNwNnAPsBS7PzO2tGY0kSZIkSZpLnMEsSV0sIo4GbgV+GzgT+EhEXDSh20ZgY2aeDjwJbCjjNwNbM/MM4E7gljJ+A/BWGf8csGlWByFJkiRJkuYsZzBLUnc7kuKXiccAbwELKWYdAxARC4ELgE+UoU3Ao8CNwNqyDeBe4Pay/1rgJoDMfCwilkXEyszc0WhS27Zta6jfwMBAo4+sq2fxUgZ37Jy0ve/4MZ5/7rWm753qvkZMd1xzUTeOCbpzXHNpTDP5OWv0e0WSJEnSzLLALEldLDPfiIgNwHZgD0Xx+ImaLicCuzNztLx+CTi5fH1SeU1mjkbEbmBZbXzCPQ0XmPv7++nt7Z2yz8DAAGvWrGn0kXUN7drDqtePnLS9b8Vylp9watP3TnXf4czEuOaabhwTdOe45tqYZupzNjAwQH9/v0VmSZIkqQ3cIkOSulhEfAD4Q2AVRWF4DKjdg/kI4O0Jtx0o/7tgQnxB2TbxngU190iSJEmSpHnEArMkdbePAo9k5lBmjlBsgXFhTfsQcHxEjE8h7ANeLF+/AKwAiIgeYAnwKrCz7DduRc09kiRJkiRpHrHALEnd7afARRFxTEQsAD4O/GS8MTP3A1uBy8rQlcCD5est5TVl+9ay/8F4RJwPDDez/7IkSZIkSeoeFpglqYtl5kMUB/QNAE9THPL3FxFxV0RcUna7Drg2Ip4FPgKsL+MbgPMi4pmyz/Vl/Dagt4zfClzRksFIkiRJkqQ5x0P+JKnLZeZXgK/UxiJiC8V+zGTmIO/cNmP8vl3AJXXiw8BVs5GrJEmSJEnqLM5glqT5qQd4uN1JSJIkSZKkzuYMZkmahzLzvnbnIEmSJEmSOp8FZknSvDU6doChXXvqto3sH2txNpIkSZIkdR4LzJKkeWtk/xhP/+JXddti1XtanI0kSZIkSZ3HPZglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVdLT7gTmizf27GPv8Cg9i5cytGsPAIuP6mHJ0YvanJkkSZIkSZIkVWOBuUX2Do/yVA4xuGMnq14/EoCzY7kFZkmSJEmSJEkdyy0yJEmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmV9LQ7AUmSOs3o2AGGdu2p27b4qB6WHL2oxRlJkiRJktQeFpglSWrSyP4xnv7Fr+q2nR3LLTBLkiRJkuYNt8iQJEmSJEmSJFXiDGZJkiSphSLi48CfA8cAD2Xmn0xoPwu4CzgOeAz4TGaORsRKYDOwHEhgXWa+GRFLgW8CpwCvAJdm5sstG5AkSZLmNWcwS5IkSS0SEacAfwN8AvgAcHZEXDyh22bgs5m5GlgAXFPGNwIbM/N04ElgQxm/GdiamWcAdwK3zO4oJEmSpEMsMEuSOtobe/YxtGtP3T8j+8fanZ4kTfS7wHcyc2dm7gcuA3483hgRq4DFmfmjMrQJ+GRELAQuAO6vjZev11LMYAa4F7i47C9JkiTNOrfIkCR1tL3DozyVQ3XbYtV7WpyNJB3WacC+iHgAWAl8j0MzkQFOAl6quX4JOBk4EdidmaMT4u+4p9xKYzewDHixkYS2bds2ZfvAwEAjjzmsnsVLGdyxs27b+967kMEdg0239R0/xvPPvdZUHjM1nrmgm8YCjqdVpvosTvWZmqvjkSS137QKzBHxJeD3gbeBuzPzqxFxEfBVYDHF7Iz1de5rav+4iFgE3A2cA+wFLs/M7dPJXZIkSWqDHoqZyBcCbwIPAFdRzEiGYoXh2zX9FwAH6sQp4+N9ai2oaTus/v5+ent767YNDAywZs2aRh81paFde1j1+pF124499lhWrVzVdFvfiuUsP+HUhnOYyfG0WzeNBRxPK031WZzsM9XseEZGRg77yytJUveovEVGRPw28L9S7B13DvCvI+JM4B7gd4AzgN+ss6ccNL9/3A3AW2X8cxz6AVySJEnqJC8DD2fmK5m5F/g74IM17TuBvprrFRQzkYeA4yNivCrUx6EZyi+U/YiIHmAJ8OqsjUCSukhEfDwinoyI/y8i3rWHfUScVbb/LCLuKr9niYiVEfFYRGyPiP8UEceW8aUR8f3yeY9FxIpWj0mSWq3yDObMfDQi/pdyGd77ymctBX6emc8BRMRmir3hHhy/r2b/uE+UoU3Ao8CNFPvHXVDG7wVuL/uvBW4q3/exiFgWESszc0ej+Tbz29N6S4aqLL+b7JnjS/ym+8x26NRlUebdep2ae6fmLUnqGN8Dvl6u3HsDuBj4+/HGzByMiOGI+HBm/hC4AngwM/dHxFaKPZu/BVzJoZ+xt5TXXy7bt5b7O0uSplBz8Oq5wP8A/iEiLs7MB2u6bQauzswfRcTdFAev/jWHJs59OyI2UEycu5FDE+fWRsQVFBPnLmvdqCSp9aa1RUb5g+4XgS8A/zeT7xlXq8r+cZM9t+EC81RL/yaqt2So2eV3kz1zcMfgwSV+031mq83lZV5TMe/W69TcXfonSZptmfnjiPhL4HFgIfD/An8bEVuAmzLzSWAdcGdEHAc8Bdxa3n4dRXF6PcXPwZ8q4xuATRHxDPBaeb8k6fAOHrwKEBGXAcPjjZMcvPrFiLiLJifO+Ys/Sd1s2of8ZeafR8RXgP8MrKb+nnG1quwfN9ledJIkSVJHycx7KLaVOygiHqY4a4TM/Cnv3DZj/L5Bir2bJ8Z3AZfMRq6S1OXm3MGr0NwK7HHNrsSscvBq1UNXjzpmKaMHivf86bP/ciiHI2D4rbm7qruTVrea6+yYyVyrHrDaqHb/71q5wBwRpwNHZeY/ZeaeiPh/KA78G6vpNr5nXK2D+8dl5hj194/bOWH/uPG96Ma/ieo9V5IkSepUQ8Cz7U5iut7Ys4+9w6N120b2j9WNS1IbzbmDV6G5FdhQbQVplYNXqx66OrRrD0/l0DtWdAOcHXN3VXcnrco119kx07lWOWC1UY3kOtsrsCsf8gecQrF0rzciFlEc7HcHEBFxWnkAyeXU7L8MxbYawPj+cVB//zh45/5xB+MRcT4w3Mz+y5IkSdJclpmbM3NisaLj7B0e5akcqvtndMwFiJLmHA9elaQZULnAnJlbgO8D/x0YAJ7IzG8Dnwa+SzEDYztwP0B52ur40r3rgGsj4lngI8D6Mr4BOK/cP+464PoyfhvQW8ZvpTjsRJIkSZIkqarvAR+NiKVlsfhiivoGcHBrouGI+HAZOnjwKs1PnJOkrjXdQ/7+HfDvJsQeAc6s030L5fYZze4fl5nDFMtUJEmSJGlKk23V0bN4KW/s2ceSoxe1IStJc40Hr0rSzJj2IX9Nvtf3W/h+kiRJkuah8a06JhrcsZO+FX0WmCUd5MGrkjR9LSswZ+Z9rXovSZIkSZKkirri4FVJapVWzmCWJEmSJEma0zJzc7tzkKROUvmQP0mSJEmSJEnS/GaBWZIkSZIkSZJUiQVmSZIkSZIkSVIl7sEsSV0uIj4O/DlwDPBQZv7JhPazgLuA44DHgM9k5mhErAQ2A8uBBNZl5psRsRT4JnAK8ApwaWa+3LIBSZIkSZKkOcMZzJLUxSLiFOBvgE8AHwDOjoiLJ3TbDHw2M1cDC4BryvhGYGNmng48CWwo4zcDWzPzDOBO4JbZHYUkSZIkSZqrnMEsSd3td4HvZOZOgIi4DBgeb4yIVcDizPxRGdoEfDEi7gIuoChMj8cfBW4E1pZtAPcCt0fEwszc32hS27Zta6jfwMDAYfv0LF7K4I6dddve996FDO4YnPTeqdqrtvUdP8bzz702Zc6NjKvTdOOYoDvHNZfGNNXnt5HPUq1Gv1ckSZIkzSwLzJLU3U4D9kXEA8BK4HscmokMcBLwUs31S8DJwInA7swcnRB/xz3lVhq7gWXAi40m1d/fT29v75R9BgYGWLNmzWGfNbRrD6teP7Ju27HHHsuqlasmvXeq9qptfSuWs/yEUyd9z0bH1Um6cUzQneOaa2Oa6vN7uM9SrYGBAfr7+y0yS5IkSW3gFhmS1N16gIuAPwJ+CzgXuKqm/Qjg7ZrrBcCBOnHK+HifWgtq2iRJkiRJ0jxigVmSutvLwMOZ+Upm7gX+DvhgTftOoK/megXFTOQh4PiIGJ9a2MehGcovlP2IiB5gCfDqrI1AkiRJkiTNWRaYJam7fQ/4aEQsLYvFFwMHN2DNzEFgOCI+XIauAB4s91PeClxWxq8EHixfbymvKdu3NrP/siRJkiRJ6h4WmCWpi2Xmj4G/BB4HngUGgb+NiC0RcU7ZbR3wtYjYDhwL3FrGrwOujYhngY8A68v4BuC8iHim7HN9SwYjSZIkSZLmHA/5k6Qul5n3APfUxiLiYWBv2f5T3rltxvh9g8CFdeK7gEtmI1dJkiRJktRZnMEsSfPTEMWMZkmSJEmSpMqcwSxJ81Bmbm53DpIkSZIkqfM5g1mSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVElPuxOQJEmSpCpGxw4wtGvPu+Ij+8fakI0kSdL8ZIFZkiRJUkca2T/G07/41bviseo9bchGkiRpfnKLDEmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJT3tTkCSJEmSJEmda3TsAEO79tRtG9k/1uJsJLWaBWZJkiRJkiRVNrJ/jKd/8au6bbHqPS3ORlKruUWGJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqpKfdCUiSJElSq4yOHWBo1566bYuP6mHJ0YtanJEkSVJns8AsSZIkad4Y2T/G07/4Vd22s2O5BWZJkqQmuUWGJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKmSnnYnIEmSJEmSpPlldOwAQ7v21G1bfFQPS45e1OKMJFVlgVmSJEmSJEktNbJ/jKd/8au6bWfHcgvMUgexwCxJ0hzx/7N352GSleXB/7+zMAuCAsKEUWR8kXBrmAgyaogg4h5FjXEBBVmiuOFGosa8ETQaIDEqxl2j6KAsavA1ooD5xSWKGowOooJ6K0ZnGIUMMAHBWXtmfn88p6CmqK6uru6uqlP9/VzXXNN1trpPn+rnnLrPc+7njg1b2LhprO08e3FIkiRJkoaRCWZJkobExk1jXJ3r2s6zF4ckDZY3ASVJktozwSxJkiT1WUS8A9g7M09pmb4/cAGwBEjghMy8MyL2AC4EDgBuBo7NzJsiYgFwHvBwYCNwfGb+tH97Mnt4E1CSJKm9uYMOQJIkSZpNIuLxwMnjzP4A8IHMfDDwPeDMavpZwJWZ+RDgI8C7q+mvBn5XTT8dWDlTcUuSJEntTKkHc0S8GTi2enlZZv5VRDwBOBdYDHw6M89os549MyRJkjTrRMRewNnAOcAhLfN2AY4CnllNWgl8HXgDcEw1D+Bi4P3V8scAbwLIzG9ExD4RsX9mruk2pmuvvbbj/FWrVnW7KeYv3oPVa9a2nXf/++7C6jWr+zKv0zp33nnnuPOW3mcbN/zytrbzOu1bp/Vm0mSOTR24P/3R62d5WPdHkjR4PSeYq0Tyk4CHATuAL0XE84G3AY8BbgAui4inZOYVLas3emZ8KiLOpPTMeAN398w4JiJOpPTMOI6mnhkRcRTlYvvwXmOXJEmSBuTDwBuBB7SZtzfw28xsFPq9Ediv+vl+1Wsycywifgvs0zy9ZZ2uE8zLly9n4cKFbeetWrWKFStWdLsp1q3fwLLb57Wdt9tuu7Fs/2V9mTfe9NVrVnfc3tJ9l7Bkrwe1nddp3zqtN1Mme2yGnfvTP50+y/vsszfz5y29x/Qbb7qRAx74gK5LwWzevHnCm1fDxtJFktS7qfRgvhF4bWZuAYiInwAHAT/PzF9W0y4AngvclWAe1p4Zzdrd0Z1qr4TmbTZ6TAyqp8NU1PWutXH3X11jr2vckqThFxGnAjdk5lci4pQ2i8yldNxotr36f07L9DnVvNZ15jStI0mTsnnrNn54/S33mL56zVqW7rt0ZGuNN5UuuqzNbDvIDRkHXZWGT88J5sy8rvFzRPw+pVTGe2nfg6LZ0PXMaNXuju5UeyU0trl6zeq7ekwMoqfDVAzzXfhOjLv/6hr7ZOOuY88MSdJAHQcsjYhrgL2A3SLiXZn5F9X8dcB9ImJeZm4DlgK/qeb9GtgXWBsR84HdgVuBtdVyv6iW27dpHUnSBOpYuqidyXaU6aWk0XSUM2peptM6E5UsuupH7WM//A/3Y2zj9HTkq1PnI2OdGdMZ60yX2hr073VKNZgBIuJgyl2+1wNjlF7MDe16UNgzQ5IkSbNOZj6x8XPVg/nopuQymbk1Iq6kJKIvAk7i7icBL69en1PNv7JavjH9mxFxJLBpMkkMSVK9She100sHn15KGk21nFFzh7uJ1hl0yaI6dZoy1pkx3bHO5Oe2m1hnuoPc3KmsHBFHAF8B/jozz+fuHhQN7XpQ3NUzo3rdrmcG4/TM6LRdSZKG3qJ77cG69Rva/tu8ddugw5M0ABHx0Yh4RvXyNOAlEfFj4NFAY8DsM4HDI+K6aplXVNPfCyyspr8HOLF/kUtSvTWXLhpnETvISVIXpjLI3wOAfwWOy8yvVpO/U2bFgcAvgeOBjzWvZ88MSdJsNrYdrs51befFsj37HI2kQcnMlZRHraFcA2+rpq8Gjm6z/HrgGW2mb6LUDZUkTZ6liyRpGkylB/PrgEXAuRFxTdUgn1L9+yzwY+CnwCVgzwxJkiRpHPOBLw86CEmabTLziZm5PDMPpdRNvrS1dBHQ6CAH7TvIQVMHuebpdpCTNFtMZZC/1wCvGWf2IW2m2TNDkiRJapGZnxl0DJKku0XERynJ5kspnd/Oj4gzKHWUn18tdiawsuoIdxtwQjX9vcCHq+mbsYOcpFlgyoP8TfK9Luvj+0mSJEmSJE3I0kWS1Lu+JZjtmSFJgxUR7wD2zsxTWqbvD1wALAESOCEz74yIPYALgQOAm4FjM/OmiFgAnAc8HNgIHJ+ZP+3fnkiSJEkzyg5ykjQJU6nBLEmqiYh4POP3pPgA8IHMfDDwPcrjfgBnUWrJPQT4CPDuavqrgd9V00/n7p4ekiRJUu1l5mcyc/Og45CkuuhniQxJ0gBExF7A2cA5tNTIj4hdgKOAZ1aTVgJfB94AHFPNA7gYeH+1/DGUQVDIzG9ExD4Rsf9kBi+59tpru1pu1apVEy4zf/EerF6ztu28+993F1avWT3uup3m9zpv6X22ccMvb5sg3unf7qB1c6zqaBT3a5j2qdPf72Q/8922K5IkSZKmlwlmSRp9HwbeCDygzby9gd9m5lj1+kZgv+rn+1WvycyxiPgtsE/z9JZ1uk4wL1++nIULF3ZcZtWqVaxYsWLCba1bv4Flt89rO2+33XZj2f7Lxl230/xe5y3ddwlL9nrQuO/5gx//Yka2O0jdHqu6GcX9GrZ96vT3O5nP/KpVq1i+fLlJZkmSJGkALJEhSSMsIk4FbsjMr4yzyFxgR8u07dX/c1qmz6nmta4zp2kdSZIkSZI0i5hglqTRdhzwpIi4Bngr8IyIeFfT/HXAfSKi0YVwKfCb6udfA/sCRMR8YHfgVmBttVzDvk3rSJIkSZKkWcQEsySNsMx8YmYuz8xDKXWTL83Mv2iavxW4kpKIBjgJuKL6+fLqNdX8K6vl75oeEUcCmyZTf1mSJEmSJI0OazBL0iwUER+lJJsvBU4Dzo+IMyh1lJ9fLXYmsDIirgNuA06opr8X+HA1fTNwYl+DlyRJkiRpyNyxYQsbN421nbd567Y+R9NfJpglaZbIzJXAyurl5cC2avpq4Og2y68HntFm+ibg5BkKU5IkSZKk2tm4aYyrc13bebFszz5H01+WyJCk2Wk+8OVBByFJkiRJkurNHsySNAtl5mcGHYMkSZIkSao/ezBLkiRJkiRJknpiglmSJEmSJEmS1BNLZEiSVANj27azbv2GtvMWL5rP7rsu6HNEkiRJkiSZYJYkqRY2b93GD6+/pe28w2KJCWZJGiBvAkqSpNnMBLMkSZIkTYE3ASVJ0mxmDWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSeOMifJEnTaGzbdtat3zDu/Pm7LAK29i8gSZIkSZJmkAlmSZKm0eat2/jh9beMO//+992lj9FIkiRJs8d4nT0WL5rP7rsuGEBE0uxgglmSJEmSJGnE3LFhCxs3jbWdt3nrtj5H0x/jdfY4LJaYYJZmkAlmSZIkSaJzmaNRTcZIGl0bN41xda5rOy+W7dnnaCbH9liqFxPMkiRJkkTnMkfDnoyRpFFieyzVy9xBByBJkiRJkiRJqicTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5IkSZIkSZJ6YoJZkiRJkiRJktQTE8ySJEmSJEmSpJ6YYJYkSZIkSZIk9cQEsyRJkiRJkiSpJyaYJUmSJEmSJEk9McEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSezB90AJIkSZIkafrcsWELGzeNtZ23eeu2PkcjSRp1JpglSZIkSRohGzeNcXWuazsvlu3Z52gkSaPOBLMkSZIkDZnxeqAuXjSf3XddMICIJEmS2jPBLEmSJElDZrweqIfFEhPMkiRpqJhgliRJkiRJklr4NInUHRPMkiRJkiRJUgufJpG6M3fQAUiSJEmSJEmS6skezJIkSZIk1cx4j+4DbN66rc/RSJJmMxPMkiRJkjQAJgg1FeM9ug8Qy/bsczSSNHuMd/6ezeduE8ySJEmSNAAmCCVJqp/xzt+z+dxtglmSJEmSJEmzUrveqPMX78G69RvG7ZE6tm0769ZvaDtv8aL5DgCoWccEsyRJI67TI9heAEv9FxFvBo6tXl6WmX/VMv9Q4KPAvYFvAC/LzLGI2B+4AFgCJHBCZt4ZEXsAFwIHADcDx2bmTf3ZG0mS6q1db9TVa9ay7PZ54/ZI3bx1Gz+8/pa28w6LJV5fa9aZcoI5Iu4NfBt4Wmb+KiKeAJwLLAY+nZlntFlnUhfHEbEAOA94OLAROD4zfzrV2CVJmg06PYL90AP3NvmsGWWN2Z1V18pPAh4G7AC+FBF/lpmfa1rsAuDUzLwqIs4DXgx8EPgA8IHM/FREnAmcCbwBOAu4MjOPiYgTgXcDx/VvrzQsvKE43MY7PnPnwvbt7dfxuM08b/pJ0tRNKcEcEX8EfAQ4qHq9GPgY8BjgBuCyiHhKZl7RsupkL45fDfwuMx8SEUcBK4HDpxK7JEmy94VmnjVm7+FG4LWZuQUgIn4C7N+YGRHLgMWZeVU1aSXwloj4KHAU8Mym6V+nXEMfU80DuBh4f0Tskplbuwno2muv7Th/1apV3WwGKI8Ur16ztu28+993F2b+c7sAACAASURBVFavWd2XeZ3WufPOO/sWB8DS+2zjhl/e1nZeL7+v5u21Hpv5i/fgqh+1397hf7gfYxvbxzEsJvNZq4Nuj8+jHnYg3/7+9W230em49fvv7cabbhz3s1xX3vSTpOkx1R7MLwZeAXyyev1I4OeZ+UuAiLgAeC5wV4I5InZhkhfH1fQ3AWTmNyJin4jYPzPXdBvoRBfOzdqdqDtdGE52m40T9lS3OQh1vegz7v6ra+x1jVuSVA+ZeV3j54j4fUqvuSOaFrkfJQndcCOwH7A38NvMHGuZvtM6Va+63wL7AL/pJqbly5ezcOHCtvNWrVrFihUrutkMAOvWb2DZ7fPaztttt91Ytv+yvswbb/rqNav7GgfA0n2XsGSvB7Wd18vvq7G9dsem0/Y6xTEMJvtZG3aTOT79/Pz0Om/1mtUs3Xdp15+hzZs3T+o7+AAN3U0/SdNvvCdIfEpk+kwpwZyZpwJERGPSeBfEzXq5OB5vu10nmDtdOLdqd6Ke6gVZY5ur16y+64Q97Bd5rep60Wfc/VfX2Ccbd40unCVpxnR6JB9mZxmMbkTEwcBlwOsz8+dNs+ZSetE1zAG2t5lONb2xTLM5TfMkSeMYxpt+MLkOcg3tOspMdy/36egZ37xMP59s6eVpktVrVvf0uxhEZ8I6dZQaRKzjPUEy0dM948U63mdmJp526tagPwPTPcjfeBfEnZaBiS+Ou9muJGlEWcN1ODWOS2OU7Wb2Bpg9OpXAgFlbBqOjiDgC+CxwemZ+qmX2WmBp0+t9KUmJdcB9ImJeZm6rlmkkK35dLbc2IuYDuwO3zuAuSNJIGbabfpPpIAfjd5SZ7l7uU+0Z39zhbjq2N5l5k30aoBFrL7+LfncmrFMHr5mMdaLvjMv2v+ffwj777M38eUvbrAE3r7uRgx88uSdIZuJpp25083ud6Q5y051gHu+CuFkvF8eN7f6iw3YlSW2MwsAl1nAdTo3j0hhlu5n1m6X2IuIBwL8Cx2XmV1vnZ+bqiNgUEUdk5reAE4ErMnNrRFxJqeN5EXASd5ehu7x6fU41/0ofxZak7njTTxoNvXxn7DQezdL7TFtos8Lcad7ed4CIiAMjYh5wPE31lwGqi93GxTG0vziGnS+O75oeEUcCmyZTf1mSZquWgUsOBVZExJ+1LHYB8MrMPIjSw+LF1fTGwCUPBr5HGbgE7h645CGUgV7fPbN7IWm6LLpX6W3e7t8tt7Wfvm79Bu7YsGXQoY+S1wGLgHMj4prq38si4vKIeHi1zAnAuyLip8BuwHuq6acBL4mIHwOPBs6opp8JHB4R11XLvKJfOyNJddZ00+/4NsllMnM1sKlKQkPTTT8mn9eQpJE1rT2YM3NTRJxCufu3iNKwXgJQFcG/NDMvpVz4nh8RZ1DqKD+/2sSZwMrq4vg2ysU1wHuBD1fTN1MadUnSxIZy4JJuH81p1JGaiVHSp7Lu1N7zwGnf7kQ1u3r9/U1mu63bqONAtu0MupbZdJu/eA8+9+/fbTvvUQ87kG9///q28zrVp+v0+YL+1aKrS038zHwN8JrW6RGxK7CxWuYHlMGzW9ddDRzdZvp64BnTHaskzQLNN/0a0z5EaVPflJnfo+QlPhIR9wauZuebfpPJa0jSyJqWBHNmPrDp568Ah7RZ7HJgW7XMpC6OM3MTcPJ0xCpJs8mwDlzSTV255jpSMzFK+lTWncp7AtO+3YlqdvX6++t2u6319LpZtw7qVM+uWz/48S+m/TPW6fM10XanqxbdqlWrWL58eW2SzONYB/x40EFI0mziTT9Jmh7TXYN5ove6rI/vJ0mqDNvAJZpeY9u232OQvWYOhCgNv8y8YNAxSJLu4k0/SZqEviWYM/Mz/XovSdLdHLhk9HUanAIGMxBip6T34kXzHQBQkiQNLW/6SdLk9LMHsySpz5oGLjkuM7/aOj8zV0fEpog4IjO/RdPAJRHRGLjkItoPXHIODlyicXRKeh8WS0wwS5Jq644NW9i4aaztPG+iSpJmIxPMkjTaHLhEmkU6JT0A5u+yCPB+kCRNxcZNY1yd69rO8yaqJGk2MsEsSSPMgUuk2aVT0gPg/vfdpY/RaFR1upFhzfd76lQyqJ+/L0sXSZKkmWKCWZJmJwcukST1pNONjEHUfB92nUoG9fP3ZekiSZI0U0wwS9Is5MAlkiRJkmaLYXmaZLyngHySRHVnglmSJEmSJEkja1ieJhnvKSCfJFHdmWCWJEmSJEmqqUX32qNt71zr4kvqFxPMkiRJkiRJNTW2nba9Yq2LrzrqNJiwpUSGlwlmSZIkSaqJRh3R+Yvv2WPR3oqSpLrrNJiwpUSGlwlmSZIkSaqJRh3R1WvWsuz2eTvNs7eiJEkaBBPMkiSprU6jbYM95SRJo6vTI9r9PP91Ohd7HpYkDQsTzJIkqa1Oo22DPeUkSaOr0yPa/Tz/dToXex6WpJmzcOFib/BNgglmSZIkSZKmgTWyJfnkwWjYum3HUNxorAsTzJIkSZIkTQNrZEvyyQPNRnMHHYAkSZIkSZIkqZ7swTxC2g1EsXjRfHbfdcGAIpIkSZIkSZI0ykwwj5B2A1EcFktMMEuShkqnunTeGJUkSZKkejHBLEmS+qpTXTpvjA4nB6uRJEmSNB4TzJIkSUOmXdmrhkH08nawGkmSJEnjMcEsSZI0ZNqVvWqwl7ckSZJmI5+qG14mmCVJkiRJkiQNNZ+qG15zBx2AJEmSJEmSJKmeTDBLkiRJkiRJknpiglmSJEmSJEmS1BNrMEuSJNWIg5tIkiSNlk7Xd4sXzXeAZw09E8ySJEk14uAmkiRJo6XT9d1hscQEs4aeJTIkSZIkSZIkST2xB7MkSZIkSZKkvrljwxY2bhq7x3RLvtWTCWZJkiRJkiRJfbNx0xhX57p7TLfkWz1ZIkOSJEmSJEmS1BMTzJIkSZIkSZKknlgiQ5IkSZJmsbFt21m3fkPbeYsXzWf3XRf0OSJJklQnJpglSZIkaRbbvHUbP7z+lrbzDoslJpglSVJHJpglSZIkSW3Zu1mSJE3EBLMkSZIkqS17N0uSpIk4yJ8kSZIkSZIkqScmmCVJkiRJkiRJPTHBLEmSJEmSJEnqiTWYNa47Nmxh46axu17PX7wH69ZvcDAPSZIkSbXX+n2n2eat2/ocjSRJ9WWCWePauGmMq3PdXa9Xr1nLstvnOZiHJGnGjG3bzrr1G8ad701OSdJ0af2+0yyW7dnnaCRJqi8TzJIkaWhs3rqNH15/y7jzR+kmpz3nJEmSJI0CE8ySJEkDYM85SZIkSaPAQf4kSZIkSZIkST0xwSxJkiRJkiRJ6oklMiRJkiRJkqQh1GkQ7MWLTOtpOPhJlCRJtTHRBfaoDAAoSZoeDqgqqe46DYJ9WCzpczRSeyaYJUlSbUx0gW2CWZLUzAFVJUmaedZgliRJkiRJkiT1xB7MkiRJkqRJs2yRJEkCE8ySJEmSpB5YtkiS1ElrHfz5i/e468akdfBHiwlmSZIkSVJtOZCfpNlqbNv2nZK2zfr1JMlEbfB1/33rXa9Xr1nLstvnAdbBHzUmmCVJknrU6YJ67lzYvn38dU16SJqt2rWdjQRJLwkRB/KTNFtt3rqNq350d9K22XQ/STLedW9rErmZbfDUdPquMWylqEwwS5KkkdBrLdDxLty6SXZMlNTI1f87brxecEuardq1nY1ebQ89cO+2bfKwfZGWpGE33rVxp04QvVz3ek07czp91xi2UlS1STBHxPHAGcAuwD9l5vsHHJIkzWq2yxo2nWqBjpewaKzXrtfFRMmOxrrSMLBN1rDpdNOvU9s5XltuW6y6sV3WoI3XnnbqBGFbOxjjnTPr9DuvRYI5Iu4PnA2sADYD346Ir2XmjwcbmSTNTrbLqptOyeeJel1MZV2pH2yTNYymu+20LVad2C6rrmxrB6PTzYC6qEWCGXgC8NXMXA8QEZcAzwHe2sW68wC2bNnS9ZuNbd3CXLbdY9rmzfesaTPZbS6YP+eubU91m+O9R+u0Xt+jdXuN2Kc77n7YvHnzoEPoSV3jhvrGPpm4m9qVev1BTI9e2+VJtcmN49GufWvYNra1p3lTWXcq77lj+5y+v+dMb7f53Nav9+zHvMZ+jcK+NNTp8zfZ6w3b5Jlrk1vPjTPRJk/3vE5/18MSY6/z+t329mveRG3uMMQ4mXmTOT7DGH+rBfPnTKpdnuVtMvTpWrlhx/ZtzG0zvV9ta7fzWv8uhuG8MN68frdJU9leu/Zmpt5rqttrjnUY2sRO6/Ry3dzP+Frb5IlyGTPdLs/ZsWPHTGx3WkXE/wXulZlnVK9PBR6ZmS+ZaN1Vq1YdCVw5wyFKmt0evWLFim8OOoh+6rVdtk2W1Ae2ybbJkobHrGuTwXZZ0lCbkXa5Lj2Y5wLNmfA5QIdx2XfyXeDRwI3QoXuNJE3ePGAppZ2ZbXptl22TJc0U2+S72SZLGrTZ3CaD7bKk4TOj7XJdEsxrKY1sw77Ab7pZccWKFZuBWXfHVFLf/GLQAQxIT+2ybbKkGWabXNgmSxoGs7VNBttlScNpxtrluiSYvwz8bUTsA/wOeDYwYXkMSdKMsV2WpOFhmyxJw8V2WdKs0q4O/NDJzF8DbwS+BlwDXJSZ/zXYqCRp9rJdlqThYZssScPFdlnSbFOLQf4kSZIkSZIkScOnFj2YJUmSJEmSJEnDxwSzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5LUBxExp/n/UTCK+wTul6ThN2p/z6O0P6O0L81GbX/UXxFxr0HHoMGqW9tYtziHIV4TzH0QEQ+NiCdFxO9HxMJBx9OtiDgkIo4bdByTVf2+nxoRB0VErT7jVexPjohldYtdmqqIOCAiDo2IXSJi3qDjmQH3AsjMHQAj8je+V/X/fBiZfYLRPFYwusfrHobhIruuZkFbPCpGrZ0apf0ZqbY2IhbATsfG9nUI1KmtjohnAGeZZJ4ZNfq91qadj4g/Bh4bEXNq0OYNze91zo4dOwb13rNCRPwp8HfAL4BNwGcz85LBRtVZ9Qc0D3gX8GjgLZn5uca8xgd3GEXE04G/B24BLgXem5lbBxtVdyLimcBbgV8BC4AXZeavBxrUJEXEA4HtwC2ZuaGaNtSfGYCIOJjymd+YmT8fdDyzUUQ8CzgbWAusA64GPpqZtw80sGkSEccAJwG3AquAKzLzNxExNzO3Dza63lT7dDrw38B64J8z85d13icYzWMFo3u8GqovAgdTrrd+nplrR2Xf+mmU2+K6XqO0M2rt1Cjtz6i1tdX+PAXYBvw/4EeZub6ufzujok5tdUQ8jfId96WZ+d1Bx9ONOp0vIuIpwGHAuzPzzkHHM546tfMR8VTgXOA5mXlt0/Sh+wwM2+/VBPMMioh9gYuBl2fmTyPiTOBhmfmsAYfWlYh4EfAC4HrgW5m5crARdVbdXT+PklT+r4i4H7A38L+Uk8PGgQbYQXXX8UJKMv/7EfFFymfnKmBdZt4x0AC7UF3o/DVwO/ATIDPz/dW8oWuMG6o76m8CbgDuAD7XuKGi/qg+/58E/q76/B8LHAlsBM7OzN8ONMApiojlwBXAyUAAy4CDgNMzc80w/32MJyIOAv4NOIVyQ+wI4E+B4zLzZ8N4sdiNUTxWABERwJcYsePVUH0R+CfgcmAR8GDgLzPz6rrvWz+Ncltc12uUdkatnapu8n+JEdifUTs3RsShlHb1hcDjKPu0DfjHzPyfOh2bUVKntjoiHkq5MbGC0nHtOZSn6P8duHRIE+K1OV9UyftzgJMz8/st84Ym1jqdtyLiccD7gadT2rxDKTdxrsnMW4apHR/G8+fQdkkfEVspH8oF1euPAPeNiN0HF9Kk3EppWL8NPDoizoyI18HQPho1B3gQsGdE3Bv4DPA24D3A30TEroMMbgI7gCXA4RGxBPhD4HnAO4APRMR9BhncRKr4/gJ4CXA88DXg8dVNFYblhNGquglxBnACcCLwM+CPBhrU7LQD2AfYv3p9CfAFSqLopGF/7K8LC4AvZuZXM/ODlHNBAu+IiH2H9e9jApuAr2fm14EvU3rR/CtwYUQ8cFguvHqwALhsxI4VlOP17yN4vBqOAP5vZp4O/A3weeCCiHhYZm4f0muWYTSSbXFdr1E6GLVzyiJKj6tR2J+ROTdWScz9KE/ffikz/4rSts4F/jIi9qzZsRkldWqrf0v5zLwZeA3wIUrv/ocBpw1ZrLU6X1Q3gN4BPA3YOyI+EBFnRcTxMFyxUq/z1pOALwIPAD5BeYLjVOBDEXH/IWvHh+78aYJ5Zt0OfBjYUtVB2YeSRGzURnlQ1et2WH0H+EFmfhy4GXgdsCcMXYMFQGZuBi6i3GE/C/hwZj6F0qv5IMpF0lCqHr15C/Aq4DLgvMx8OqVn7VzKY7/DbB4lzpsz82bg/6Mk9h8aES8ZaGSd7Uqpj/er6pGiK4E/iohdTUj0T/X5Pw94SkQcUp24vwp8DziKu2/S1UqUmuqPo7T9T4tSBofM/AXwMWA18NRq2Vp83qLU5n8u5U7+kRFxWmbuyFKK6B8od9FfEhHz67JPcPdYCcDuwJOrfaz1sYK79uuJwFLKfr1sFI5XsyruPYHHAGTmekpv5o8Ab4uI/YbxmmUYjWpbTH2vUXYyaueUKGPTHEbpdfmYiHge1HN/Ru3c2PR03/9QOhk9ASAzv0ZJZO4KPLRaduj3Z9TUqa3OzF9RHt8/BrgkM6+ifE+/klLWYWhirdTpfLEnJd/0ROCvgK9T8kx/FhGnDzKwhjqdt6pYD6f0rn828F7gTzLzRMrv93rgGdWyg451aM+fJphnUGaOUXrR/rxq+HcBtmXmnRFxMqVxHeZetduB/aoLpj+hfFgPjOEe+O/zwH0pJ6xbATLzi5TC5/cfYFwTysx/o/SeXQVcU037UTV7z0HF1UlEPCwillZf6L8D/GNE7JWZv6Nc5HwWOCSGbOCBKu59M/N64F+Ag6o76POAhcCmzNwREft33JCm02XAbcDzqovlbZn5ScpAOQcONrTJi1J//wJKHcanUkrgHBelThpZan2vpfTgGMqbds2iDHAxn3IH/83AIyg9/4+NiJPgrpt8VwH3zcyxYd+nhii1+y+mfJn+P8AbKBfntTxWDdVFfOMzeCrwUsrfV6NnSy2PV0NEPDAillVxn025OfgquOsYXUw5bgcMMMw6Gpm2uK7XKO2M4DnlmZRel+cCbwReDTy9bvsziufGKI/c/y2lZNx3KTfrHhcRhwBk5lcp3xGfXr0e6v0ZYXVqq79NGZPqOig5kizlCPeiPNI/cHU6X0TEYdX32K9Rvse+D3hnZn6aUi7jfOAPImK3AcdZm/NWU6xvpPQI/2AV272r2NYAvwEeUr0eZKxDff40wTzDMnNTZm6rXm4EvhsRf0bpqXp2Zt42uOgmdAsl4fZWSi3Dv6CczL450Kg6yMwbKD0Fbqf8oT01Sh2l/Sl3nYZallrLPwCeEBFHVw1IANd2XrO/mu6EvRa4JCJ+j3KX7xbgzOqEfCflsaIA9hhMpDtriftfotRJfw/w4+rvdBslubw9Ik4E3hql3IpmWNVL4P2U89KrI+K4KDXl9qH0oKmN6nN1OnBsZj6D8nfxGMoF68lNN+lup5T0WTToO+ETqXpijVFuft1M6Y1yKKXEzEsj4pRq0fsCyyJit2HfJ7irdv+xwJ9n5pGUXmYbKOe5F0YZOANqdKzgrkebT6HU5DuGcoP1fpRH/V7XSDJTs+PVUJ3XPwN8NCLeT+kZ9VrgSU1J5pu4u3SWujQKbXFdr1HGM2rnlKb9OS4zj6Ykww4E/pOatbujdm6MUi/3nyhPg+4dER+idDI6gtIeHF4teh0wr0quawDq1FZXHe0uAr5dfb99VJXQ25vSng1Mnc4XTbH+JfDZiFiSme+gdFq8AyDLmFPfo3SYGFiCuU7nrZZYn04p63IQ8JTM/O+IaHRUuBPYPSIWDkGsQ3v+9KTQX2OUAtx/BDw7M38y4Hg6ysxtEXEu5Y7716rJF1UXUkMrM6+PiNMoSYNXUe7unlgln+vg88DvUS5ONwMvyszVgw1pZ013wrZT7uR9nNJ742Lg+ZQaRf+X0pN8MWU/Bq4l7oOBlcAp1d1pKMmIH0bEsykXGsfnEA2UMeoy84aIeDul9tWJlAE6T87MdYONbNLa1d8/kjLwz82Ux/b/BDgaeHpmbhpEkD1qrs1/OCVpuQZ4U5RSDIcBz80hHsW6RWvt/n+hnDM2UsoqnR8RX6A8cvqnNTpWzXX9fw38AfBMypfOOcB7I+KxlM9lnY5Xa33EX1P24QTKl6m3AedGGfTk58AjKV+8NAl1b4vreo3SwaidU7ZSniy8o0rmHEipcbmFck75WER8ibKPdWl3R+Xc2KiX+yZKCYwzgMdSHsF/MnBERHyHkih62rB/Jxx1dWqrq847u1MG+3sW5bN2cmYONMFcp/NFm1gviogXZObZAFVb81+Ua5/FlLZ2UOp03mqN9YOU7wN7RcSDKNfMP6XEekz1VMqgDP35c86OHT7V0i9RBpn7GPCmzPzZoOOZjBiikT0no+qdNmfADcGkVXeaFgNzh/liNCL+jvI4yRmUO+YvpLqTTrkwnQv8VWZeM7Ag22iK+28oBfyPz8ybqhPd5cD3gRcM+02gUVb97TbqF9ZK1aPneMpF3s+A5cCngMMyc1NEHEHpafA/mTlUvUwmEhFLgZdl5psj4h+AV1AGV3tfROwJ7DKMX2w6iYhXUtqBxcD3MvMTVQ+AP6U8zrcW2JCZNw4wzEmLiCcD7wJ+RxlY5S1RBoQ5EfgP4FvA/Boer70oNUCPzcxfV721HwG8nNJ+f4nyuWzs93UDC3YE1LwtruU1SqtRO6dU+3NUZn41Ih4D3C8zL46Ip1LKLvwzJflUm3Z3lM6NEXEkpb7vuZn54Sgl5J4EHAecSbn5ekNmrh1gmGpRl7a6+jw1vuMOTSeeOp0v2nyPPYHyFO4bKYnFTcArBhlrnc5bbWI9GPg0d8d6AuXpxu8Out2rw/nTBHOfRcSCzNwy6Dik6VD1Ers+MzdHxIWUHnMvyMz/qW6obB/GnictcX+S8vj48yh3/z4BvMHksqYiIhYBW6snQQ4DPpmZB0fECymPnr4iM28fbJSTV90tP4eSxHsjJVG5H/AvVe232omIB1BqZz4YOCczL6+mXwH8Q2Z+fZDxTUXVW+jtwOWZeWk17dPA+Y39rIuIeBhwU2beWD1d9XvAqzJzfbWfxwBHZ+bLBhqohkZdr1HaGdVzSquIuBw4IzOvHnQskzFK58YoA9MfTxkA+5tN079Oeapy6EsOSpNVp/NFm++x+1Ke1r4pIvYD7hiG80GdzlsdYj2F8sTG6cMS63iG5fxpglnStImIlZTac0+qS08NgIj4OPCHlDt/vxumO+qqv4h4CGX04UspXzxPycyhqqverarnyXmUUk+vqO6gnwR8JTN/PdjoehcRBwLvpjzS/AVgEWWQo2NqVF6prYh4OeVRyv9HqR14JvCsYSu9NJ7GE1QRcQGlDMazKAMkn055TPTvqiTz71F6nJ8y6B4mGk51vUZpNWLnlF0oN/cWUxI6b6Y8Ln3TQAObpFE7N1ZJZijlobZQenS+FXj8oEsaSP1Qp/NFRJxP+R77J8Maa53OW21i/fPM/NFgo7qnYT1/OsifpClrXIhm5imUkbIXDzSgLjXF/efA1ZTHxU0ua7o16u+fTelhMJQXVN3IMhjmucBpWUaSh1Kbv3ZfoJtVPbJOA/6bUrv/udSrdn8nnwfWUx77fDHwwrokl2Hc+oibKfUR51LqIz6IkghZTHk0VLpLXa9ROhiZcwplMPEjqM4rwKmD/nLci1E7N2YZlO1elHq5bwdexhDUy5VmWp3OF02xnkwp7zC0sVKv81ZrrEOXXK4M5fnTHsySpkVEzK0uSGulrnGrPupcf7+Tutbmn0hda/d3Upe6/p3UqT6ihs8onetH7ZxS1ZRcSGmf7hh0PFM1SufGYa2XK82kOp0v6hJrnc5bNYt16M6fJpglSZph1t+XpqZO9RGlmeY5RZJUJ3U6b9Up1mFjglmSJEm1Uqf6iJIkSdKoswazJEmSaqFO9RElSZKk2cIezJIkSaqNutQclCRJkmYLE8ySJEmSJEmSpJ5YIkOSJEmSJEmS1JP5gw5A0yci5gGvAY6nHNsFwBeAN1Wjrt8fOBs4DNgBbALOyczPT7Ddo4GvAZ/IzJNb5v0H8PDM3K16PR94A3BC9R4A/wGcmZnrq2V+BVyZmSc2befhwCWZ+cCIuAQ4sJp1CHAtsA3438x8bLX+czLzey0xvi8zl1evTwFeVf0e5gP/Cbw2M2+fYF//A1gG3A7MofwOL87Mt7Ys985q+wdk5tqW9d+XmZeMs/1dgDXANZn5lKbpDwR+CZyamec1TX8dsLyqNclEx7Al/mZnjRdTtd7RdH+MdwD7ZOYt1c9nZeaZTcs/B3hlZh493vtJkiTNBK+HvR6e6evhKs5fAD9qs5lHZuaWap29gRuAlZn58pb3+Srw5Mz896bp7wNuycy/HS9GaVTYVttW99pWV+seA5wB7Er5nV0H/GVmru3imOxomjYHGAPOy8wPdHpPTcwezKPlg8AfA4/PzEOBRwABfDQi9gG+DXwFOCQzDwFeAnwkIp7YxbZvBJ4eEbs2JkTEMuCgluU+BRwMHJmZB1NGeF8N/GdE7N603HMj4gXt3igzn5OZh1b7APDY6vVju4iTiHgE8CbgidV+PpTSaHywm/WB11fvdwjl9/myiDiiafuLgJOAS4BXdrnNhmcB1wAPj4iHtMzbDrwzIqLdipM4ho34m/91bKAr3R7jVq+NiKO62L4kSdJM83oYr4eZ+evhjW22f2gjuVx5EfB54PiI2Ktl/S3A+VUSWpqNbKuxraaHtjoi7gecDzwvMw+pLbBFswAAIABJREFUjt0PgM9A18fksU2/tycDJ0XEayf+lagTE8wjorqLdALwosadrsz8HfAy4F+B04BvZuYnM3NHNf8HwHOAm7p4i/XAlcAzm6adBFzUFMMfA4cDJzXu+GXm1sz8R+CnVSwNbwTeGxH/Z/J7O6GllM/2rlUM2yiN9kd62FbjxHJL07TnUXotnAu8pPnE1YWXUy40P025Y9tsI/BO4KKIWNBm3akew4lMeIzH8UbggojYcxpikCRJ6onXwzvxerg3vV4P7yQi5gIvBVZW23tJyyLXA1cAH+81UKmubKt3Yls9eXtTemvv1jTtn4BzetlYZt4C/CXwuoiYM8XYZjVLZIyOFcB1mfnb5omZeRPw2eqxiytaV8rMb0ziPT4BnMrdDfNxlIa60fg+CvjPzBxrs+6XgScAb69efx3Yi9IgPXoSMTRcGBEbm17vRnnkAsp+fgv4VUT8kHLn7Arg8i63/faIOAPYBfh9yp3NnzXNP43yyM33IuJG4GS6uMMYEX9Auav4bGAV8PWIeGNm3tq02NmU39M5wOtaNvFwujuGjfibPb7lfcYz0TFu55OUz98/A8/t4j0kSZJmgtfDXg+3xt9sOq+HF0fENS3rfSszX1H9/CeUhNGXKUmfd0XEO1o+F68Gro6IV2bm+7qISxoVttW21a3xN+vYVmfmDyPiI8D3I+J6yu/vK5Re2r36AbAvJXl98xS2M6uZYB4d2+ncI32i+d34AvDBiPg9Sk2bn1LuDjbbZZx1F3J3XaOGNwOPB/6WcqdyMk7INnWMoNx5BE6IiNcDjwUeQ3mE4iuUE8tEXt94LKN6tOMy4K+Bv4+Iwyh1fC6ulj0feE1EfKhxZ66DlwNfrBrLWyPil5TeDH/fWCAzt1eP31wTEf/Wsn63x/Cu+HvQzTFu5zRKzKcCt/X43pIkSVPh9bDXw/eIvwfdHOONTY9ft/Ny4MLMHIuIS4EPUzpiNH5nZObvIuL5wNei1CKVZgvbatvqe8Q/GZn52og4Bzia8jt7O/CqiDiq6gU+WY3fx8aOS6kjE8yj4zvAQyJi98y8ozExSmH1fwa+SXkEZKe74xHxUuBemXnuRG+QmVsi4rOUxywOpjzy1exblHq8u2bmhpZ5j6Xc+Wve3lhEHE+5I9ZNErMrEfFCygAZlwIXUu4YnkW5K/iK6hGIrmTmzRFxEaUuz98Dr6DURFpVlRuaD9wPeAod7jJGxL2AE4HNUQr9A9wbeGVEvKPlPW+ojsv5lDuvDVcxxWM4kS6O8Xjr/bY6ll/i7ju90qwUDlrioCV9GHC1mjbeAFJPo7TfKzJzdTXtQMp5+OmZefV4MUg15/Vwxevh3vV6PdwUyzLgqcBhEfHsavJ84C9oSjBX73V1dVwupnx+pdnAtrpiWz15EfEM4L6Z+XHgs5Re738DrAUeBnyv0/rjeATwy8y8s9e4ZA3mkZGZv6E0SB+LiHsDVP9/ALiVctf86Ig4Iaq6MhGxAngr7UdAHs8ngFOAoyjJxOYYrqI0xCujqscbEfOqP/aDqhha4/5vyuNhPdXLGcd24G0RsV/TtIMpBfv/dzIbqpIQTwL+KyL2oJygnpaZD6z+7QdcAJw+waZOoByH+zXWBQ6gPB5zj7ISVQLiipbtTtcxnMi4x7iT6vi/EzhzGmOR6shBS3DQEvoz4GrbAaQy84uU2n3/EhELqmP+eeANJpc1yrwe3onXw1PT0/Vw5aWU2qP3b9rPFZSE86PaLP8OSk3StudjadTYVu/Etnry7qD00P6DpmkHUL5n/GKyG4syaODbKG2xpsAE82g5Dfgx8O0oNcG+U70+teqxdjSlhs61EfEj4P2Uwvr/3u0bZOZ/AveiPC7Rrl7RC4DvUmr0/Aj4CbA/8Kjxeqxl5ieZWr2c1u2tBN4LXB4RGRE/pTzi8eQuH5d4e0RcExHfB66jNO5nU+oV/Tgzv9ay/FnA4yJiefX6kxFxZ9O/t1Xvf27z+2fmbcB7KL0Z2nl19d6N5bs9ho34m/+9qYv9brzPRMe4k7Ox94VmsXDQkmYOWtKbrgaYiokHkDoD2EC5YP448G+ZecE0xCcNO6+H8XqYmb8eXtxm+9dExCMpN//+sWV7P6f0Ur7HflbnkpMoSRNptrCtxraaHtrqap9eCZwfET+PiJ9QBvl7amZ2m5T/WvVeq4BLKU8PfqDLdTWOOTt2TFR6RZIkdSPKo7BvyMxHjjP/C8AVvVzAxN312t5Mufh+SjX9WsoX029k5m4R8Vrg8My8Rw+DiHgV8ITM/NOoSlwAfwY8Dng0pafzJVVPheb1dgD7ND+mV62/mZ1rle0GbMrM5VUvipWU+nE7DVqSE9R9i51LTDQPWnJyY92I+C/KxeD7IuI6SkmMDzat37ZERtXb4fuURwQPoPReeUBm3lrdILiW8hjg14DvZubroqlERjfHMMYvkdFx0JJuj3E17anAx4D9KMfwXcADm79ARcS+lC8b1wNH9HDTUJIkSZImZA1mARARV3J3D7FWj86m2kh1FhEnAK8fZ/aFmTmy9YNnyzGWBsxBSxy05B7x96CbYzzhAFKUR7K3UEq0NLYjaRyz5VrJ6+HRP8bSKJstf8e21aN/jEeNCWYBkJmPHnQM/ZCZF1LqPc06s+UYSwPmoCWVcNCSnk10jKOLAaQi4ver9Z4FPIEyAMojq5ItktqYLddKXg9LqrPZ8ndsW626sQazJEnTJB20pJmDlkxNpwGmOg4gFRG7AZ8D/iEzrwTeQqkPfY9jL0mSJElTZYJZkqTp5aAlOGgJMzTAVJSBBycaQGol8LPMfGc1bztwfPX7eXm3MUiSJElSNxzkT5IkSZIkSZLUE2swS5I0JGbLgBYOWjL6x1iSJEnS7GEPZkmSJEmSJElST6zBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5IkSZIkSZJ6YoJZkiRJkiRJktQTE8ySJEmSJEmSpJ6YYJYkSZIkSZIk9cQEsyRJkiRJkiSpJyaYJUmSJEmSJEk9McEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSemGCWJEmSJEmSJPXEBLMkSZIkSZIkqScmmCVJkiRJkiRJPTHBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5IkSZIkSZJ6Mn/QAcy0VatWLQQeAdwIbBtwOJJGyzxgKfDdFStWbB50MHVgmyxpBtkmT5JtsqQZZJvcA9tlSTNoRtvlkU8wUxrnKwcdhKSR9mjgm4MOoiZskyXNNNvk7tkmS5pptsmTY7ssaabNSLs8GxLMNwIcdNBBLFiwoKcNXHvttSxfvnxag5pOwxzfMMcGwx3fMMcGwx1fv2LbsmULP/vZz6BqZ9SVntrkYf68NTPO6VeXWI1zevUSp21yT3q+Tq7LZ6kXo7pvo7pf4L4NI9vkno30tTIY60yqU7x1ihXqFe94sc50uzwbEszbABYsWMDChQt73shU1u2HYY5vmGOD4Y5vmGOD4Y6vz7H5+Fr3em6Th/nz1sw4p19dYjXO6TWFOG2Tuzel6+S6fJZ6Mar7Nqr7Be7bELNNnpyRv1YGY51JdYq3TrFCveKdINYZaZcd5E+SJEmSJEmS1BMTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5IkSZIkSZJ6YoJZkiRJkiRJktQTE8ySJEmSJEmSpJ6YYJYkSZIkSZIk9cQEsyRJkiRJkiSpJyaYJUmSJEmSJEk9McEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUk/mDDkCj644NW5i/eA/Wrd9w17TFi+az+64LBhiVpDpadK+d2xKwPZGkQfEaT1KdRcQ7gL0z85SIOBT4KHBv4BvAyzJzrGX5PYALgQOAm4FjM/OmiFgAnAc8HNgIHJ+ZP42IOcDbgacB24EXZ+a3ZnKfvFaWNGj2YNaM2bhpjKt+tJarc91d/zZuGpt4RUlqMbadndoS2xNJGhyv8STVVUQ8Hji5adIFwCsz8yBgDvDiNqudBVyZmQ8BPgK8u5r+auB31fTTgZXV9GcDDwH+AHgmsDIiZrRzn9fKkgbNHsySJEmSJGmkRcRewNnAOcAhEbEMWJyZV1WLrATeAnywZdVjgKOqny8G3h8Ru1TT3wSQmd+IiH0iYv9q+qcyczvws4hYAzyK0kO6K9dee+2k9m3+4j1YvWb1TtOW3mcbN/zytkltp19WrVo16BC6VqdYoV7x1ilWqFe8g4jVBLMkSZIkSRp1HwbeCDygen0/4Mam+TcC+7VZ767lMnMsIn4L7NNh/W63O67ly5ezcOHCrpf/wY9/wbL9l+00bem+S1iy14Mm87Z9sWrVKlasWDHoMLpSp1ihXvHWKVaoV7zjxbp58+ZJ37yaDEtkSJIkSZKkkRURpwI3ZOZXmibPBXY0vZ5DqZncak6b19s7rN/tdiVpZNiDWZIkSZIkjbLjgKURcQ2wF7AbJQm8tGmZfYHftFn319W8tVUt5d2BW4G11fq/aFm/MX2i7UrSyLAHsyRJkiRJGlmZ+cTMXJ6Zh1LqJl+amX8ObIqII6rFTgSuaLP65cBJ1c/HUQb829o8PSKOBDZl5ppq+gkRMS8iDgQOAr47U/smScPAHsySJEmSJGk2OgH4SETcG7gaeA9ARLwV+E1mfgg4E1gZEdcBt1XrALwX+HA1fTMlQQ1wCfBHwA+r1y/KzI392BlJGhQTzJIkSZIkaVbIzJXAyurnHwCPbLPYvwJ/XC2zHnhGm+1sAk5uM30H8LrqnyTNCpbIkCRJkiRJuttS4KJBByFJdWEPZkmSJEmSpEpmXjboGCSpTuzBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknswfdACSpOkREW8FngPsAM7LzHMj4uPAkcDvqsXekpmfa1nvUOCjwL2BbwAvy8yxiNgfuABYAiRwQmbeGRF7ABcCBwA3A8dm5k0zv4eSJEmSJGnY2INZkkZARDwGeBzwUODhwKsiIqqfj8rMQ6t/n2uz+gXA/8/e/cfYVV0Jvv8W2FTc3WAHYctFiD0CwrIn1cGZIj9mIA7pZjJinIFE6YCwH4R5CSiCdIgU8kMaO/wQ03l506IDKO4gAzEa0yYJhDw6GGkGIoE7UfoNNwlp22F1RLvL/DAyA3L8ILiCDe+Ps8vcun1Nqk65qu699f1IJd2zzt6n1vYf9vaqXet8NjNPA/qAy0p8PbA+M5cBjwHrSvwGYGtmLgc2ADdN1bokSZIkSVJn8wSzJPWAzHwkIj5UTh6/jerv91eAJcAdJXYf1Qnm10bnRcRSYF5m/rSENgLXRcRtwErgo03xR4AvA6vKPYDNwDcjYm5mvjrefLdt2zah9c2Zt4DhXcNjYgPzD/LUzr0Tes50aDQaM53CuHRLntA9uZrnkdUteUqSJEmznQVmSeoRmflqRFwHXA18D5gL/Ai4AvgN8EPgU1SnjkedCOxuut4NnAScAOzLzAMt8TFzSkF7H7AQeHa8uQ4ODtLf3z/utT2+40mWLlk6JjaweBGLjj9l3M+YDo1Gg6GhoZlO4/fqljyhe3I1zyOrTp4jIyMT/uGVJEmSpMmzRYYk9ZDMvIaq2Pt24E8z82OZuTszfwvcAvzHlilHUfVsHtUHvNYmTomPjmnW13RPkiRJkiTNIhaYJakHRMSy8rI+SjH5+8CFEfHxpmF9QGsbi6eBgabrxVQnkfcA8yPi6BIf4I0Tys+UcUTEHOBY4IUjtxpJkiRJktQtLDBLUm84GdgQEf0RcQxwPlXP5G9ExFsjYi5wOVUf5kMycxjYHxFnltDFwIOln/JW4MISvwR4sHzeUq4p97dOpP+yJEmSJEnqHRaYJakHZOYW4AHg50AD+ElmXg98DfgxsAP4RWZuBoiILRFxRpm+BviriHgC+CPg5hK/Arg8InYAHwDWlvg64P0Rsb2MuXKq1ydJkiRJkjqTL/mTpB6RmdcC17bE1gPr2wx/CHiljHkceG+b5w0DZ7eJvwicN9l8JUmSJElS9/MEsyTNTnuoTjVLkiRJkiTV5glmSZqFMnPTTOcgSZIkSZK6nyeYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVMucmU5AkiRJkiRpKkXE9cCfAa8Dt2fmjRHxbeAs4OUy7LrMvK9l3grgNuA44FHgM5l5ICKWAJuARUACazLzpYhYANwFnAw8D1yQmc9N/QolaeZ4glmSJEmSJPWsiPgg8CfAu4AzgD+PiCifV2bmivJ1X5vpm4DPZuZpQB9wWYmvB9Zn5jLgMWBdid8AbM3M5cAG4KapWpckdQpPMEuSJEmSpJ6VmY9ExIfKyeO3UdVCXgGWAHeU2H1UJ5hfG50XEUuBeZn50xLaCFwXEbcBK4GPNsUfAb4MrCr3ADYD34yIuZn56njz3bZt24TWN2feAoZ3DY+JDcw/yFM7907oOdOl0WjMdArj1k25Qnfl2025QnflOxO5WmCWJEmSJEk9LTNfjYjrgKuB7wFzgR8BVwC/AX4IfIrq1PGoE4HdTde7gZOAE4B9mXmgJT5mTilo7wMWAs+ON9fBwUH6+/vHvbbHdzzJ0iVLx8QGFi9i0fGnjPsZ06XRaDA0NDTTaYxLN+UK3ZVvN+UK3ZXv4XIdGRmZ8A+vJsICsyRJkjRFIuIvgRMy89LD9fFsGd+2d2dEHAPcTvXr3K8AqzPziYjoA/4b8BHgNeCyzPzxNC1PkrpKZl4TEV8H/hb408z82Oi9iLgFuISxBeajqHo2j+qj+ru2NU6Jj45p1td0T5J60qR6MEfE/xER28vXX5bYioh4LCL+MSJui4h/UcSOiAUR8UBE/CoiHo2IxSV+TET89xL/WUQsK/G+iPjLiHgiInZExJmTyVuSJEmaahHxp8Anm0KH6+PZ7HC9Oz8HvFzin6f6dWyAjwPLgX9N9avaG9vtvyVpNouIZeWHfGTmb4HvAxdGxMebhvUBrW0sngYGmq4XU51E3gPMj4ijS3yAN04oP1PGUf4+PhZ44citRpI6T+3NZ0T8AXAzcBqwF/hxRJwDfAP4dGb+NCJup9o4/3XL9NGN86qIuJhq43whTRvniFhJtXF+P2M3zqcCD0TE8tYTH5IkSVIniIjjgf8K/AVw+uH6ePIv98lte3eW+FcBMvPRiFgYEUtK/O7SM/QfI2IX8O+oTkiPS51en8CYfp+d3Ouzjm7qszgRvboucG36vU6m6p18FtXJ4/OpeiZ/IyJ+BLwEXA7c2TwpM4cjYn9EnFl+O+Ri4MHSbmMrVR3jb6hOPj9Ypm0p139R7m+dSP9lSepGkzndcDTVCeg/BF6m6l/0Kh26cZYkSZKm0a3AfwHeXq4P18ez1eF6dx5u/nife1gT7fW558Xfwj88PabfZ6f2+qyjm/osTkSvrgtcWyea6l6fE5WZWyLivcDPgYPAvZl5fUT8b+DHVPWMezNzM0BEbAG+mpmPAWuADRFxHPAzqoN2UPVuvjMi1gK7gItKfB3Vb5NspzqMt2ZaFilJM6h2gTkz/7+IWAc8AfyW6qd/v6NDN86T/cet039q3In5dcvplk78sxvVyblBZ+fXyblJknpbRHwaeCozH46IS0v4cH08Wx2ud+d4+4Da61OS2sjMa4FrW2LrgfVthj9E1e+ezHwceG+b5w0DZ7eJvwicN9l8JambTKZFxruA/xNYSvXG1U3Ah+nQjfNET2Y06/SfGndqft1wuqVT/+ygs3ODzs5vunLrtJMZkqSOcSEwEBG/AI4H/ohqL9uuj2er0d6dT7f07hztA/pky/zD9QeVJNW3B9gx00lIUreYzEv+/gPwcGbuycwRqnYYZzOxjXNr0/vDbZDdOEuSJKkrZOa/z8zBzFxB1f7t/sz8z8D+ppdVX8wb/TqbjfbuhLG9Ow/FSw/R/Zm5q8TXRMTREXEq1ftR/tdUrU2SZoPM3JSZr//+kZIkmFyB+XHgnIj4w4joA/4TVZsMN86SJEnSv7QG+KuIeILqVPPNABFxfUR8poxZB7y/9O68AriyxG8B+kv8Zqp9NsA9wHbgl8D/A3wqM1+ZjsVIkiRJMLkezP8jIt4NNKhe7vf/Av8XcB9tGuBHxPXAs5n5LQ7f9P4W4NYSH2Hsxvl9VBtncOMsSZKkLpCZG6l+0++wfTyBHwD/toxp27szM/cDn2wTfx24unxJkiRJ0652gRkgM78OfL0l7MZZkiRJGr8B4G9mOglJkiSpjkkVmCfIjbMkSZLUIjMfmOkcJEmSpLqmrcDsxlmSJEmSJEmSestkXvInSZIkSZIkSZrFLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSplml7yZ8kaWpFxPXAnwGvA7dn5o0RcQ5wIzAP+E5mrm0zbwmwCVgEJLAmM1+KiAXAXcDJwPPABZn5XEQcA9wOnAG8AqzOzCemfoWSJEmSJKnTeIJZknpARHwQ+BPgXVSF3z+PiNOBO4DzgeXAeyLi3DbT1wPrM3MZ8BiwrsRvALZm5nJgA3BTiX8OeLnEPw9snJJFSZIkSZKkjmeBWZJ6QGY+AnwoMw9QnUSeAywAfp2ZO0t8E/CJ5nkRMRdYCdxTQhubxqyiOsEMsBk4t4w/FM/MR4GF5RS0JEmSJEmaZWyRIUk9IjNfjYjrgKuB7wEnArubhuwGTmqZdgKwrxSgW8ccmp+ZByJiH7DwTZ67a7y5btu2bbxDAZgzbwHDu4bHxAbmH+SpnXsn9Jzp0Gg0ZjqFcemWPKF7cjXPI6tb8pQkSZJmOwvMktRDMvOaiPg68LfAaVT9mEf1Aa+1TDmqZQxNY/pa4qPzW+e0e+6bGhwcpL+/f9zjH9/xJEuXLB0TG1i8iEXHnzKRbzvlGo0GQ0NDM53G79UteUL35GqeR1adPEdGRib8wytJkiRJk2eLDEnqARGxLCJWAGTmb4HvA2cDA03DFgPPtkzdA8yPiKPL9UDTmGfKHCJiDnAs8ALw9DieK0mSJEmSZgELzJLUG04GNkREf0QcQ/Viv1uBiIhTSwF5NfBg86TMfBXYClxYQpc0jdlSrin3t5bxh+IRcRawPzPH3R5DkiRJkiT1DgvMktQDMnML8ADwc6AB/CQz7wYuBe4FdgBPUF7mFxG3RcR5ZfoVwOURsQP4ALC2xNcB74+I7WXMlSV+C9Bf4jcDF0/t6iRJkiRJUqeyB7Mk9YjMvBa4tiX2MHB6m+FbgINlzDBVO43W570InNcmvh/45GTzlSRJkiRJ3c8TzJI0O80BHprpJCRJkiRJUnfzBLMkzUKZ+d2ZzkGSJEmSJHU/TzBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpljkznYAkSZIkSdJUiojrgT8DXgduz8wbI+Ic4EZgHvCdzFzbZt4SYBOwCEhgTWa+FBELgLuAk4HngQsy87mIOAa4HTgDeAVYnZlPTP0KJWnmeIJZkiRJkiT1rIj4IPAnwLuoCr9/HhGnA3cA5wPLgfdExLltpq8H1mfmMuAxYF2J3wBszczlwAbgphL/HPByiX8e2Dgli5KkDuIJZkmSJEmS1LMy85GI+FBmHoiIt1HVQhYAv87MnQARsQn4BPDg6LyImAusBD5aQhuBR4AvA6vKPYDNwDfL+FXAV8v3fTQiFkbEkszcNd58t23bNqH1zZm3gOFdw2NiA/MP8tTOvRN6znRpNBozncK4dVOu0F35dlOu0F35zkSuFpglSZIkSVJPy8xXI+I64Grge8CJwO6mIbuBk1qmnQDsy8wDbcYcml8K1/uAhW/y3HEXmAcHB+nv7x/vcB7f8SRLlywdExtYvIhFx58y7mdMl0ajwdDQ0EynMS7dlCt0V77dlCt0V76Hy3VkZGTCP7yaCFtkSJIkSZKknpeZ11AVgd8OnEbVj3lUH/Bay5SjWsbQNKavJT46v3VOu+dKUk+xwCxJkiRJknpWRCyLiBUAmflb4PvA2cBA07DFwLMtU/cA8yPi6HI90DTmmTKHiJgDHAu8ADw9judKUk+xwCxJkiTIQebAAAAgAElEQVRJknrZycCGiOiPiGOoXux3KxARcWopIK+mqf8yVG01gK3AhSV0SdOYLeWacn9rGX8oHhFnAfsn0n9ZkrqRBWZJkiRJktSzMnML8ADwc6AB/CQz7wYuBe4FdgBPAPcARMRtEXFemX4FcHlE7AA+AKwt8XXA+yNiexlzZYnfAvSX+M3AxVO7Okmaeb7kT5IkSZIk9bTMvBa4tiX2MHB6m+FbgINlzDBVO43W570InNcmvh/45GTzlaRu4glmSZIkSZKkN8wBHprpJCSpW3iCWZIkSZIkqcjM7850DpLUTTzBLEmSJEmSJEmqxQKzJEmSJEmSJKkWC8ySJEmSJEmSpFosMEuSJEmSJEmSarHALEmSJEmSJEmqxQKzJEmSJEmSJKkWC8ySJEmSJEmSpFosMEuSJEmSJEmSarHALEmSJEmSJEmqxQKzJEmSJEmSJKkWC8ySJEmSJEmSpFosMEuSJEmSJEmSarHALEmSJEmSJEmqxQKzJEmSJEmSJKmWOTOdgCTpyIiIa4ALyuUDmfmliPg2cBbwcolfl5n3tcxbAdwGHAc8CnwmMw9ExBJgE7AISGBNZr4UEQuAu4CTgeeBCzLzuSleniRJkiRJ6kCeYJakHhAR5wAfBt4NrACGIuJjwBnAysxcUb7uazN9E/DZzDwN6AMuK/H1wPrMXAY8Bqwr8RuArZm5HNgA3DRV65IkSZIkSZ3NArMk9YbdwBcy83eZ+SrwK2BJ+bojIn4ZEddFxJi/9yNiKTAvM39aQhuBT0TEXGAlcE9zvHxeRXWCGWAzcG4ZL0mSJEmSZhlbZEhSD8jM7aOfI+IdVK0yPgCcDVwB/Ab4IfApqlPHo06kKk6P2g2cBJwA7MvMAy3xMXNKK419wELg2fHmu23btvEOBWDOvAUM7xoeExuYf5Cndu6d0HOmQ6PRmOkUxqVb8oTuydU8j6xuyVOSJEma7SwwS1IPiYh3Ag8AX8zMBD7WdO8W4BLGFpiPAl5vuu4DXmsTp8RHxzTra7o3LoODg/T39497/OM7nmTpkqVjYgOLF7Ho+FMm8m2nXKPRYGhoaKbT+L26JU/onlzN88iqk+fIyMiEf3glSZIkafJskSFJPSIizgQeBr6SmXdGxB9HxMebhvQBr7ZMexoYaLpeTHUSeQ8wPyKOLvEB3jih/EwZR0TMAY4FXjiSa5EkSZIkSd3BArMk9YCIeDvwA2B1Zt5dwn3ANyLiraVH8uXAmJf8ZeYwsL8UpwEuBh4sfZy3AheW+CXAg+XzlnJNub+1jJckSZIkSbOMLTIkqTdcDbwFuDEiRmPfAr4G/BiYC9ybmZsBImIL8NXMfAxYA2yIiOOAnwE3l/lXAHdGxFpgF3BRia8DNkbEdmBvmS9JkiRJkmYhC8yS1AMy8yrgqsPcXt8m9hDwSpn7OPDeNs8cpnpJYGv8ReC8urlKkiRJkqTeYYsMSZqd9gA7ZjoJSZIkSZLU3TzBLEmzUGZumukcJEmSJElS9/MEsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsWX/EmSJElTICKuB/4MeB24PTNvjIhzgBuBecB3MnNtm3lLgE3AIiCBNZn5UkQsAO4CTgaeBy7IzOci4hjgduAM4BVgdWY+MfUrlCRJkiZZYI6I/wRcA/wh8D8y8yo3zZIkSZrtIuKDwJ8A7wLmAjsi4mHgDuCDwFPAAxFxbmY+2DJ9PbA+M++OiHXAOuDLwA3A1sxcFREXAzcBFwKfA17OzOURsRLYCLx/yhcpSZIkMYkWGRFxMvAt4KNUG+d/ExHnUm2azweWA+8psVajm+ZlwGNUm2Z4Y9O8HNhAtWmGpk0z8HmqTbMkSZLUkTLzEeBDmXmA6lDFHGAB8OvM3Fnim4BPNM+LiLnASuCeEtrYNGYV1WEMgM3AuWX8oXhmPgosLAc6JEmSpCk3mRPMH6M6ofw0QERcCLyDsmkusdFN86FTGU2b5o+W0EbgEapTGavKPag2zd9s2jR/FapNc0QsjIglmblrEvlLkiRJUyYzX42I64Crge8BJwK7m4bsBk5qmXYCsK8UoFvHHJqfmQciYh+w8E2eO6698rZt28a7JADmzFsAwPCu4UOxgfkHeWrn3gk9p5M1Go2ZTmFK9Oq6wLVJkjSTJlNgPhX4XUTcDywBfghspwM3zTDxjXOrTv9HvRPz65b/fHTin92oTs4NOju/Ts5NkjR7ZOY1EfF14G+B06j6MY/qA15rmXJUyxiaxvS1xEfnt85p99zDGhwcpL+/f7zD2fPib+EfnmbpkqWHYgOLF7Ho+FPG/YxO1mg0GBoamuk0jrheXRe4tk40MjIy6f+DS5K6x2QKzHOoThufDbwE3E/VH7njNs0w8Y1zs07/R71T8+uG/3x06p8ddHZu0Nn5TVdubpwlSYcTEcuAt2TmLzLztxHxfaoX/h1sGrYYeLZl6h5gfkQcnZkHgYGmMc+UOU9HxBzgWOAF4Oky7sk3ea4kSZI0JWr3YAaeAx7KzOcz8xXgPuAcqs3tqDfdNJfrdptmDrNpfrPnSpIkSZ3iZGBDRPSXF1afD9wKREScWvbCq2lqJQdVWw1gK9XL+wAuaRqzpVxT7m8t4w/FI+IsYL+t5CRJkjRdJlNg/iHwHyJiQdkgn0v1MhI3zZIkSZrVMnML8ADwc6AB/CQz7wYuBe4FdgBPUF7mFxG3RcR5ZfoVwOURsQP4ALC2xNcB74+I7WXMlSV+C9Bf4jcDF0/t6iRJkqQ31G6RkZl/HxH/N/B3wFzgfwJ/TbVRvhd4C1Vh+NCmGbg/M++n2hDfGRFrqfooX1Qeuw7YWDbHe4E1JX4LcGuJj+CmWZIkSR0uM68Frm2JPQyc3mb4Fkr7jMwcpmpD1/q8F4Hz2sT3A5+cbL6SJElSHZPpwUxm3gHc0RJ20yxJkiRNzByqE8+SJElSV5lUgbnG93LTLEmSJLXIzO/OdA6S1Msi4hrggnL5QGZ+KSK+DZwFvFzi12XmfS3zVgC3AccBjwKfycwDEbEE2AQsAhJYk5kvRcQC4C6qXvzPAxdk5nNTvDxJmlGT6cE8IZn53cwcma7vJ0mSJEmSFBHnAB8G3g2sAIYi4mPAGcDKzFxRvu5rM30T8NnMPA3oAy4r8fXA+sxcBjxG1fIT4Aaq90ktBzYAN03VuiSpU0znCWZJkiRJkqTpthv4Qmb+DiAifgUsKV93RMTbgPuoTjC/NjopIpYC8zLzpyW0EbiuvGNqJfDRpvgjwJeBVeUewGbgmxExNzNfHW+y27Ztm9Di5sxbwPCu4TGxgfkHeWrn3gk9Z7o0Go2ZTmHcuilX6K58uylX6K58ZyJXC8ySJEmSJKlnZeb20c8R8Q6qVhkfoHo31BXAb4AfAp+iOnU86kSq4vSo3cBJwAnAvsw80BIfM6e00tgHLASeHW++g4OD9Pf3j3c4j+94kqVLlo6JDSxexKLjTxn3M6ZLo9FgaGhoptMYl27KFbor327KFbor38PlOjIyMuEfXk2EBWZJkiRJktTzIuKdVO+G+mJmJvCxpnu3AJcwtsB8FPB603Uf8FqbOCU+OqZZX9M9SepJ09aDWZIkSZIkaSZExJnAw8BXMvPOiPjjiPh405A+oLWNxdPAQNP1YqqTyHuA+RFxdIkP8MYJ5WfKOCJiDnAs8MKRXIskdRoLzJIkSZIkqWdFxNuBHwCrM/PuEu4DvhERb42IucDlVH2YD8nMYWB/KU4DXAw8WPopbwUuLPFLgAfL5y3lmnJ/60T6L0tSN7JFhiRJkiRJ6mVXA28BboyI0di3gK8BPwbmAvdm5maAiNgCfDUzHwPWABsi4jjgZ8DNZf4VwJ0RsRbYBVxU4uuAjRGxHdhb5ktST7PALEmSJEmSelZmXgVcdZjb69vEHgJeKXMfB97b5pnDVC8JbI2/CJxXN1dJ6ka2yJAkSZIkSXrDHmDHTCchSd3CE8ySJEmSJElFZm6a6RwkqZt4glmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1zJnpBCRJR0ZEXANcUC4fyMwvRcQ5wI3APOA7mbm2zbwlwCZgEZDAmsx8KSIWAHcBJwPPAxdk5nMRcQxwO3AG8AqwOjOfmOLlSZIkSZKkDuQJZknqAaWQ/GHg3cAKYCgiLgLuAM4HlgPviYhz20xfD6zPzGXAY8C6Er8B2JqZy4ENwE0l/jng5RL/PLBxShYlSZIkSZI6nieYJak37Aa+kJm/A4iIXwGnAb/OzJ0ltgn4BPDg6KSImAusBD5aQhuBR4AvA6vKPYDNwDfL+FXAVwEy89GIWBgRSzJz13iT3bZt24QWN2feAoZ3DY+JDcw/yFM7907oOdOh0WjMdArj0i15Qvfkap5HVrfkKUmSJM12FpglqQdk5vbRzxHxDqpWGbdQFZ5H7QZOapl6ArAvMw+0GXPi6PzMPBAR+4CFzfGWOeMuMA8ODtLf3z/e4Ty+40mWLlk6JjaweBGLjj9l3M+YDo1Gg6GhoZlO4/fqljyhe3I1zyOrTp4jIyMT/uGVJEmSpMmzRYYk9ZCIeCfwP4EvAv8EvN50uw94rWXKUS1jaBrT1xIfnd86p91zJUmSJEnSLGCBWZJ6REScCTwMfCUz7wSeBgaahiwGnm2ZtgeYHxFHl+uBpjHPlDlExBzgWOCFcT5XkiRJkiTNAhaYJakHRMTbgR8AqzPz7hL+++pWnFoKyKtp6r8MkJmvAluBC0vokqYxW8o15f7WMv5QPCLOAvZPpP+yJEmSJEnqHfZglqTecDXwFuDGiBiNfQu4FLi33NsC3AMQEbcB92fm/cAVwJ0RsZaqj/JFZf46YGNEbAf2AmtK/Bbg1hIfAS6e0pVJkiRJkqSOZYFZknpAZl4FXHWY26e3iW0BDpa5w8DZbZ75InBem/h+4JN1c5UkSZIkSb3DFhmSNDvNAR6a6SQkSZIkSVJ38wSzJM1Cmfndmc5BkiRJkiR1P08wS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWubMdAKSJEmSJElTKSKuAS4olw9k5pci4hzgRmAe8J3MXNtm3hJgE7AISGBNZr4UEQuAu4CTgeeBCzLzuYg4BrgdOAN4BVidmU9M8fIkaUZ5glmSJEmSJPWsUkj+MPBuYAUwFBEXAXcA5wPLgfdExLltpq8H1mfmMuAxYF2J3wBszczlwAbgphL/HPByiX8e2Dgli5KkDmKBWZIkSZIk9bLdwBcy83eZ+SrwK+A04NeZuTMzD1CdUv5E86SImAusBO4poY1NY1ZRnWAG2AycW8Yfimfmo8DCcgpaknqWLTIkSZIkSVLPyszto58j4h1UrTJuoSo8j9oNnNQy9QRgXylAt445cXR+Zh6IiH3AwuZ4y5xd481327Zt4x0KwJx5CxjeNTwmNjD/IE/t3Duh50yXRqMx0ymMWzflCt2VbzflCt2V70zkaoFZkiRJkiT1vIh4J/AA8EXgANUp5lF9wGstU44CXm+JjY7pa4mPzm+d0+65b2pwcJD+/v5xj398x5MsXbJ0TGxg8SIWHX/KRL7ttGg0GgwNDc10GuPSTblCd+XbTblCd+V7uFxHRkYm/MOribBFhiRJkiRJ6mkRcSbwMPCVzLwTeBoYaBqyGHi2ZdoeYH5EHF2uB5rGPFPmEBFzgGOBF8b5XEnqKRaYJUmSJElSz4qItwM/AFZn5t0l/PfVrTi1FJBXAw82zyv9mrcCF5bQJU1jtpRryv2tZfyheEScBezPzHG3x5CkbmSLDEmSJEmS1MuuBt4C3BgRo7FvAZcC95Z7Wygv84uI24D7M/N+4ArgzohYS9VH+aIyfx2wMSK2A3uBNSV+C3BriY8AF0/pyiSpA1hgliRJkiRJPSszrwKuOszt09vEtgAHy9xh4Ow2z3wROK9NfD/wybq5SlI3skWGJEmSJEnSG+YAD810EpLULTzBLEmSJEmSVGTmd2c6B0nqJp5gliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVMmeyD4iIvwROyMxLI2IFcBtwHPAo8JnMPNAyfgFwF3Ay8DxwQWY+FxHHALcDZwCvAKsz84mI6AP+G/AR4DXgssz88WTzliRJkqZKRFwDXFAuH8jML0XEOcCNwDzgO5m5ts28JcAmYBGQwJrMfGmie+gpXp4kSZJ0yKROMEfEnwKfbAptAj6bmacBfcBlbabdAGzNzOXABuCmEv8c8HKJfx7YWOIfB5YD/xr4KLAxIiZdGJckSZKmQikkfxh4N7ACGIqIi4A7gPOp9rbviYhz20xfD6zPzGXAY8C6Ep/oHlqSJEmaFrULtRFxPPBfgb8ATo+IpcC8zPxpGbIRuA7465apq4CV5fNm4JsRMbfEvwqQmY9GxMJygmMVcHdmvgb8Y0TsAv4d1QlpSZIkqdPsBr6Qmb8DiIhfAacBv87MnSW2CfgE8ODopLInXkl1qAKq/fQjwJeZ4B46M3eNN9lt27ZNaHFz5i0AYHjX8KHYwPyDPLVz74Se08kajcZMpzAlenVd4NokSZpJkzkJfCvwX4C3l+sTqTbTo3YDJ7WZd2hcZh6IiH3AwjeZP97nvqmJbpxbdfo/6p2YX7f856MT/+xGdXJu0Nn5dXJukqTelpnbRz9HxDuoWmXcwu/f054A7GtqMdc8ZqJ76HEXmAcHB+nv7x/vcPa8+Fv4h6dZumTpodjA4kUsOv6UcT+jkzUaDYaGhmY6jSOuV9cFrq0TjYyMTPr/4JKk7lGrwBwRnwaeysyHI+LSEj4KeL1pWB9Vz+RWfW2uX3uT+eN97pua6Ma5Waf/o96p+XXDfz469c8OOjs36Oz8pis3N86SpDcTEe8EHgC+CBygOsU8qt2etnXfS9OYie6hJUmSpGlRtwfzhcCHI+IXwPXAecCngYGmMYuBZ9vMfabco/RSPhZ4AXj6MPMPF5ckSZI6UkScCTwMfCUz72R8e9o9wPyIOLpcDzSNmegeWpIkSZoWtQrMmfnvM3MwM1dQ9Xy7PzP/M7C/bKYBLqapp1yTLcAl5fOFVC8rebU5HhFnAftL77gtwJqIODoiTqU6+fG/6uQtSZIkTbWIeDvwA2B1Zt5dwn9f3YpTSwF5NS175bIn3kq1R4Zqbzw6ZqJ7aEmSJGlaTKYHcztrgA0RcRzwM+BmgIi4Hng2M79F9SbsjRGxHdhb5kDVl+7WEh+hKlAD3AO8D/hluf5UZr5yhPOWJEmSjpSrgbcAN0bEaOxbwKXAveXeFqp9LhFxG9WBjfuBK4A7I2ItVR/li8r8ie6hJUmSpGkx6QJzZm6kesM1mfk48N42w34A/Nsy5kWqlhqtz9kPfLJN/HWqTfrVk81Vknpd+QHfT4CPZOY/R8S3gbOAl8uQ6zLzvpY5K4DbgOOAR4HPlBdILQE2AYuABNZk5ksRsQC4CzgZeB64IDOfm4blSVJXyMyrgKsOc/v0NrEtwMEydxg4u80zJ7SHliRJkqZL3R7MEzUA/M00fS9JmpUi4n3A3zH2JVJnACszc0X5uq/N1E3AZzPzNKqXQ11W4uuB9Zm5DHiM6vQcwA1Uv5q9HNgA3HTkVyNJs8oc4KGZTkKSJEmq40i3yGgrMx+Yju8jSbPcZcCVwH8HiIg/AJYAd0TE24D7qE4wvzY6ISKWAvMy86cltBG4rvy69krgo03xR4AvA6vKPYDNwDcjYm7pBTou27Ztm9DC5sxbwPCu4TGxgfkHeWrn3gk9Zzo0Go2ZTmFcuiVP6J5czfPI6pY8j4TM/O5M5yBJkiTVNS0FZknS1MvMTwM09ftcDPyIqp/nb4AfAp+iOnU86kRgd9P1buAk4ARgX2YeaImPmVNaaewDFgLPjjfXwcFB+vv7xzucx3c8ydIlS8fEBhYvYtHxp4z7GdOh0WgwNDQ002n8Xt2SJ3RPruZ5ZNXJc2RkZMI/vJIkSZI0eRaYJalHZeY/AR8bvY6IW4BLGFtgPgp4vem6D3itTZwSHx3TrK/pniRJkiRJmkWmqwezJGmaRcQfR8THm0J9QGsbi6ep+uSPWkx1EnkPMD8iji7xAd44ofxMGUdEzAGOBV44stlLkiRJkqRuYIFZknpXH/CNiHhrRMwFLqfqw3xIZg4D+yPizBK6GHiw9FPeClxY4pcAD5bPW8o15f7WifRfliRJkiRJvcMCsyT1qMz8JfA14MfADuAXmbkZICK2RMQZZega4K8i4gngj4CbS/wK4PKI2AF8AFhb4uuA90fE9jLmyulYjyRJkiRJ6jz2YJakHpOZ/6rp83pgfZthDwGvlDGPA+9t85xh4Ow28ReB845MtpIkSZIkqZt5glmSZqc9VKeaJUmSJEmSavMEsyTNQpm5aaZzkCRJkiRJ3c8TzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFHsySJEmSJKnnRcRxwE+Aj2TmP0fEt4GzgJfLkOsy876WOSuA24DjgEeBz2TmgYhYAmwCFgEJrMnMlyJiAXAXcDLwPHBBZj43DcuTpBnjCWZJkiRJktTTIuJ9wN8BpzWFzwBWZuaK8nVfm6mbgM9m5mlAH3BZia8H1mfmMuAxYF2J3wBszczlwAbgpiO/GknqLBaYJUmSJElSr7sMuBJ4FiAi/gBYAtwREb+MiOsiYkyNJCKWAvMy86cltBH4RETMBVYC9zTHy+dVVCeYATYD55bxktSzbJEhSZIkSZJ6WmZ+GiAiRkOLgR8BVwC/AX4IfIrq1PGoE4HdTde7gZOAE4B9mXmgJT5mTmmlsQ9YSClsj8e2bdvGOxSAOfMWMLxreExsYP5Bntq5d0LPmS6NRmOmUxi3bsoVuivfbsoVuivfmcjVArMkSZIkSZpVMvOfgI+NXkfELcAljC0wHwW83nTdB7zWJk6Jj45p1td0b1wGBwfp7+8f9/jHdzzJ0iVLx8QGFi9i0fGnTOTbTotGo8HQ0NBMpzEu3ZQrdFe+3ZQrdFe+h8t1ZGRkwj+8mghbZEiSJEmSpFklIv44Ij7eFOoDXm0Z9jQw0HS9mOok8h5gfkQcXeIDvHFC+ZkyjoiYAxwLvHBks5ekzmKBWZIkSZIkzTZ9wDci4q2lR/LlwJiX/GXmMLA/Is4soYuBBzPzVWArcGGJXwI8WD5vKdeU+1vLeEnqWRaYJUmSJEnSrJKZvwS+BvwY2AH8IjM3A0TElog4owxdA/xVRDwB/BFwc4lfAVweETuADwBrS3wd8P6I2F7GXDkd65GkmWQPZkmSJEmSNCtk5r9q+rweWN9m2EPAK2XM48B72zxnGDi7TfxF4Lwjk60kdQdPMEuSJEmSJL1hD9WpZknSOHiCWZIkSZIkqcjMTTOdgyR1E08wS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqmTPTCUiSjpyIOA74CfCRzPzniDgHuBGYB3wnM9e2mbME2AQsAhJYk5kvRcQC4C7gZOB54ILMfC4ijgFuB84AXgFWZ+YT07A8SZIkSZLUYTzBLEk9IiLeB/wdcFq5ngfcAZwPLAfeExHntpm6HlifmcuAx4B1JX4DsDUzlwMbgJtK/HPAyyX+eWDjlCxIkiRJkiR1PAvMktQ7LgOuBJ4t1+8Ffp2ZOzPzANUp5U80T4iIucBK4J4S2tg0ZhXVCWaAzcC5ZfyheGY+Ciwsp6AlSZIkSdIsY4sMSeoRmflpgIgYDZ0I7G4ashv+f/buO16uqur/+OemBwhJKCGhJKHIAkGBBBB9BFERHzoiNZQAUhSQIpafUkQFHhQFFUHpEECkqaA0BUGCCEpQICALpSSERAKEEkjuzS35/bH3hHOHSXLbzDl75vt+ve4rmT3nzKyZM7PmnH32WZu1y1ZbDXg7dkCXL7NkfXdvM7O3gdWX8bgzuxrr9OnTu7ooAAOGjmDGzBmd2sYMb+elF97s1uPUwrRp0/IOoUtSiRPSiVVx9q1U4hQRERERaXTqYBYRqV/9gMWZ201Ax3KWIbNMU1l7af2uPO4ybV55he8AACAASURBVLrppgwePLjLyz/+9HOMGzuuU9uY0aMYtcr63Xnaqps2bRoTJ07MO4zlSiVOSCdWxdm3ehJnS0tLt09eiYiIiIhI76lEhohI/ZoFjMncHs175TNK5gLDzax/vD0ms8zLcR3MbAAwDHi9i48rIiIiIiIiIg1AHcwiIvXrEcDMbIPYgTwJuDO7gLu3AlOB/WLTIZll7oi3ifdPjcsvaTezjwPN7t7l8hhFMH/BIubOW9Dpb/6CRXmHJSIiIiIiIpIclcgQEalT7t5sZocCtwBDCB3DNwOY2WXAbe5+G3AMcLWZnUqoo3xAfIjTgKvM7CngTeDA2H4BcHFsbwEOrs0r6jsLm9t4zOd2aptgoxi2wqCcIhIRERERERFJkzqYRUTqjLuPz/z/XmCzCovdAbTHZWYA21d4nHnA7hXam4HJfROtiIiIiIiIiKRMJTJERBrTAOCevIMQERERERERkbRpBLOISANy9xvzjkFEREREpJbMbGXgIWBXd3/RzHYAzgOGAje4+6kV1hkLXAuMAhw40N3fMbMRwHXAesCrwL7u/l8zGwRcDmwJLAQmufszNXh5IiK50QhmEREREREREalrZvYR4EFgw3h7KHAFsAewMbCVme1UYdWLgIvcfSPgUcI8JQBnEibB3hi4FPhJbD8eeDe2nwhcVZUXJCJSIOpgFhEREREREZF6dyRwLDA73t4a+Le7v+DubYRRyvtkVzCzgcB2xImyCZ3FpWV2IYxgBrge2Ckuv6Td3R8AVo+joEVE6pZKZIiIiIiIiIhIXXP3IwDMrNS0JjAns8gcYO2y1VYD3o4d0OXLLFnf3dvM7G1g9WU87syuxjp9+vSuLgrAgKEjmDFzRqe2McPbeemFN7v1OLUybdq0vEPospRihbTiTSlWSCvePGJVB7OIiMhSzF+wiIXNbZ3ahg4ZwLAVBuUUkYiIiIj0kX7A4sztJqBjOcuQWaaprL20flced5k23XRTBg8e3OXlH3/6OcaNHdepbczoUYxaZf3uPG1NTJs2jYkTJ+YdRpekFCukFW9KsUJa8S4t1paWlm6fvOoOdTCLiIgsxcLmNh7zuZ3aJtgodTCLiIiIpG8WMCZzezTvlc8omQsMN7P+7t4ely8t83JcZ5aZDQCGAa9nHve5ZTyuiEhdUQ1mEREREREREWk0jwBmZhuYWX9gEnBndgF3bwWmAvvFpkMyy9wRbxPvnxqXX9JuZh8Hmt29y+UxRERSpA5mEREREREREWko7t4MHArcAjwNPEOczM/MLjOz3eOixwBHmdnTwLbAqbH9NGAbM3sqLnNsbL8AGBzbfwocXP1XIyKSL5XIEBEREREREZGG4O7jM/+/F9iswmJ3AO1xmRnA9hUeZx6we4X2ZmBy30QrIpIGjWAWEREREREREXnPAOCevIMQEUmFRjCLiIiIiIiIiETufmPeMYiIpEQjmEVERERERERERESkR9TBLCIiIiIiIiIiIiI9og5mEREREREREREREemRXtVgNrNvA/vGm7e7+9fNbAfgPGAocIO7n1phvbHAtcAowIED3f0dMxsBXAesB7wK7Ovu/zWzQcDlwJbAQmCSuz/Tm9hFRERERKrJzFYGHgJ2dfcXtZ8sIiIiIvWoxyOY4w7yjsAWwObARDM7ALgC2APYGNjKzHaqsPpFwEXuvhHwKHBabD8TmOruGwOXAj+J7ccD78b2E4Grehq3iIiIiEi1mdlHgAeBDePtoWg/WUREaqStvYO58xZ0+pu/YFHeYYlInerNCOY5wMnuvgjAzP5F2IH+t7u/ENuuBfYB7iytZGYDge2APWPTVcCfgW8Au8T7AK4HLozL7wKcDuDuD5jZ6mY21t1n9iJ+EREREZFqORI4Frgm3t6agu4nT58+vVsvbMDQEQDMmDljSduY4e289MKb3XqcIps2bVreIVRFvb4u0GsTKdfS2s4T/3mtU9sEG8WwFQblFJGI1LMedzC7+1Ol/5vZBwilMi4gdDyXzAHWLlt1NeBtd2+rsMyapfXdvc3M3gZWz7aXrVO1HedyRf9RL2J8qRx8FPG9KylybFDs+Iocm4iI1D93PwLAzEpNS9ufzcplP3nTTTdl8ODBXV2cufMWwJOzGDd23JK2MaNHMWqV9bv8GEU2bdo0Jk6cmHcYfa5eXxfotRVRS0tLr4/BRUQkHb2qwQxgZpsAtwNfA9qIlwFGTUBH2Sr9gMVlbaVlmsraS+uXr1PpcZepuzvOWUX/US9qfCkcfBT1vYNixwbFjq9WsWnHOQ3zFyxiYXNbp7aW1vacohGRBtaV/dlc9pNFRKQxlMpmZA0dMkCjmkWk13o7yd//ALcAJ7r7r8zsE8CYzCKjgdllq80FhptZf3dvj8uXlnk5rjPLzAYAw4DXgVlxueeW8bgiIiLvs7C5jcd8bqc2Gzcyp2hEpIGV9mdL6mo/WZ0WIiLFp7IZIlItvZnkbx3gt4SZqn8Vmx8Jd9kGZtYfmESmrhyAu7cCU4H9YtMhmWXuiLeJ90+Nyy9pN7OPA82qvywiIiIiCanr/eSW1nYe87md/sqvHhERERGR+tSbEcxfBYYA52Vqy/0COJQwqnkIYYf3ZgAzuwy4zd1vA44BrjazUwn14Q6I658GXGVmTwFvAgfG9guAi2N7C3BwL+IWEREREakpd282s0PRfrKIiIiI1JneTPJ3AnDCUu7erELbHUB7XHcGsH2Fx5wH7F6hvRmY3NNYRURERETy4O7jM/+/F+0ni4hIgajEkYj0hV5P8tfN57q9hs8nIiIiIpIC7SeLiEguVJdZRPpCzTqY3f3GWj2XiIiIiEgqtJ8sIiIiIinr8SR/IiIiIiIiIiIiItLY1MEsIiIiIiIiIiIiIj2iDmYRERERERERERER6ZFaTvInIiJSVfMXLGJhc1untpbW9pyiERERERFJT1t7B3PnLejUNnTIAE38JyJLpQ5mERGpGwub23jM53Zqs3Ejc4pGRERERCQ9La3tPPGf1zq1TbBR6mAWkaVSiQwRERERERERERER6RF1MIuIiIiIiIiIiIhIj6iDWURERERERERERER6RB3MIiIiIiIiIiIiItIjmuRPRERERET6XFt7B3PnLejUNnTIAE0SJSIiIlJn1MEsIiIiIiJ9rqW1nSf+81qntgk2Sh3MIiIiInVGJTJEREREREREREREpEfUwSwiIiIiIiIiIiIiPaISGSIiIiIiIiIislSqqy8iy6IOZhERERERERERWSrV1ReRZVGJDBERERERERERERHpEXUwi4iIiIiIiIiIiEiPqINZRERERERERERERHpEHcwiIiIiIiIiIiIi0iOa5E9ERJJUaSbrltb2nKIRERERERERaUzqYBYRqXNmdh8wCmiNTUe7+yOZ+3cAzgOGAje4+6mxfXPgMmBl4AHgi+7eZmZjgWvjYzpwoLu/U6vXU1JpJmsbN7LWYYiIiIiIiIg0NJXIEBGpY2bWBGwIbObum8e/bOfyUOAKYA9gY2ArM9sp3n0tcJy7bwg0AUfG9ouAi9x9I+BR4LTavBoRERERERERKRp1MIuI1DeL//7BzB43s+PK7t8a+Le7v+DubYRO5X3MbBww1N0fjstdFdsHAtsBN2fbq/kCRERERERERKS4VCJDRKS+jQTuBb4MDATuNzN39z/G+9cE5mSWnwOsvYz21YC3Y2d0tr1bpk+f3q3lBwwdwYyZMzq1rbXqwD5tGzO8nZdeeLPC885a7nJZ06ZNW/aLKYhU4oR0YlWcfSuVOEVEREREGp06mEVE6pi7/xX4a+m2mV0O7AyUOpj7AYszqzQBHd1oJ7Z3y6abbsrgwYO7vPzjTz/HuLHjOrWttNJKfdo2ZvQoRq2yfqe2ufMWMO6t/stdrmTatGlMnDhx+S8oZ6nECenEqjj7Vk/ibGlp6fbJK6m9ShO0Dh0ygGErDMopIhERERHpLXUwi4jUMTP7ODDY3e+NTU28N9kfwCxgTOb2aGD2MtrnAsPNrL+7t8dlZlcpfBERqTOVJmidYKPUwSwiuanXCbFrQScNRaRENZhFROrbCOBcMxtiZsOAycBvMvc/ApiZbWBm/YFJwJ3uPgNoNrP/icsdHNtbganAfrH9EODOWrwQEREREZG+pAmxe6eltZ3HfG6nv4XNbctfUUTqjjqYRUTqmLv/Hrgd+AcwDbjC3f9qZv80szXdvRk4FLgFeBp4hvcm8DsQON/MngFWAn4a248BjjKzp4FtgVNr9XpERERERPqQJsQWEekDKpEhIlLn3P003j9y4j7gnXj/vcBmFdZ7nLBTXd4+A9i+zwPNWaVL/Fpa27u0nC4FFBEREUmSJsSuwcTZ5VKayDelWCGteFOKFdKKN49Y1cEsItJg4qWAj7r723nHUiSV6oLauJFdWk71Q0VERETSowmxazNxdlYqEw5DWrFCWvGmFCukFe/SYq32hNjqYBYRaTDuvhi4Lu84REREoPKVIaCrQ0Sk+jQhtohI31ANZhERERERyU2lSaI0UZSI1IgmxBYR6QPqYBYRERERERGRhqMJsUVE+oZKZIiIiIiIiIhIQ9KE2CIivacRzCIiIiIiIiIiaEJsEZGe0AhmERGROjN/waL31S7VZFkiIiIiy6cJsUVEuk8dzCIiInVmYXMbj/ncTm0TbJQ6mEVERERERKTPqUSGiIiIiIiIiIiIiPSIOphFREREREREREREpEdUIkNERERERAqnrb2DufMWdGpTPXkRkWJT7hZpTOpgFhERERGRwmlpbeeJ/7zWqU315EVEik25W6QxqYNZRESkSuYvWMTC5rZObRrBISIiIiIiIvVEHcwiIiJVsrC5jcd8bqc2jeAQERERERGReqJJ/kRERERERERERESkR9TBLCIiIiIiIiIiIiI9og5mEREREREREREREekR1WAWEREREZEktLV3MHfegk5tmjxVREREJF/qYBYRERERkSS0tLbzxH9e69SmyVNFRERE8qUSGSIiIiIiIiIiIiLSI+pgFhEREREREREREZEeUQeziIiIiIiIiIiIiPSIOphFREREREREREREpEc0yZ+IiEgvtbV3MHfeAgYMHcHceQuWtLe0tucYlYiIiIiIiEj1qYNZRESkl1pa23niP68xY+Ysxr3Vf0m7jRuZY1QiIo2hdJIva+iQAQxbYVBOEYmISFY2T5cGZChPi9QXdTCLiIiIiEiySif5sibYKHVciIgURDZPlwZkKE+L1BfVYBYRERERERERERGRHtEIZhERERERqSsqmyEiIiJSO+pgFhERERGRuqKyGSIiIiK1ow5mERERERGpexrVLCJSHMrJIvVFHcwiIiIiIlL3NKpZRKQ4lJNF6osm+RMRERERERERERGRHlEHs4iIiIiIiIiIiIj0iEpkiIiIJGz+gkUsbG7r1NbS2p5TNCIiIiIiItJo1MEsIiKSsIXNbTzmczu12biROUUjIpKWSpNMDVlxRE7RiIg0tko5GTT5n0gK1MEsIiIiIiINqdIkU2OG5xSMiEiDq5STQZP/iaRAHcwiIiIiIiLR4MFD3zeCTqPnRETyU2lkc79+0NHReTnlapH8qINZaqrSD4N+BESk0VWqo6ydZhGRfLS2L35f6SGNnhMRyU+lkc02biQ+441ObcrVIvlRB7PUVKUfBv0IiEgjqXSiraW1naeef71Tm3aaRUSKQ4MkRERERJZOHcwiIiI1tLQRGF2xtM5pERGpLg2SEBEpPpXSEMmPOpgldxoRIiLSNb3pnBYRkb6lfVgRkWLpaimND2+w2vvK0yl/i/SOOpgldxoRIiIiIiKp0T6siEialL9F+p46mEVERERERPpApVHNoJFxIiJFVyl/D1lxRE7RiKRHHcxSSLrkUESkb2Xz6oChI5g7b0GyeXX+gkW6rFFECqnSqDjQ5dgiIkVXKX+PHzVU/RIiXaQOZikkXbIiItK3snl1xsxZjHurf7J5dWFzG4/53E5tqb4WEWkMlfZtK3U6V5qMShNUiYjko7V98fv2OXXCUKSyZDqYzWwScCowEPixu1+Yc0hSY5oRVqRYlJfrU3dGB9diJPGQFUe8L/e3tLb32eOL1Avl5PR0dTKqrk5QtbzO6dSvXhFJjfJyfdJgOJHKkuhgNrO1gLOAiUAL8JCZ3efuT+cbmdSSZoQVKQ7l5fpQ6cRdS2s7Tz3/eqe2Snm1O8t2dURepTb6D3nfyBEbN3Ipr6hnKnWUg347JB3KyY2nJ53TpatXupqnlQNFek55ubFoMJxIIh3MwA7An9x9HoCZ3QzsDXw316ikkLp6CSLAyiPH6IdApGeUl+vA0joourJcd5bt6oi8Sm1rrTpw2S8i6mrt/kqdyZU6ykEnLCUpysnSZb0ZtFHxROBS2rVPLQ1OebmB9CavQu8GY1S6UkU5WfKQSgfzmsCczO05wNZdXLc/wKJFi3oVQEtLS6/Wr7ZaxvfuwlaaW5a/s7morYNBA5rox3uXMre3tXa6Xau2BQubef7lt973WkaPHMALPqdT23prDX/fshuNX4X585ffEd2Xbf0HD+O/r77Z81F/wJDBA1hxaOfOmUrbr9JyXVHk70UtYsvklf5Vf7Li6Wle7lFOXtzRTr+ytrzyybLaipLzltdWirM3j1eruBd3NPU4z1fK3YvaOnh2Zued/fXWGl7x9XX1MYcMDrtTRc6JWfUap3Jy7XJyW+uique7ajxmX+edFF5Lb3J/pRxYaT95ae213KfuP3gYs195s88er1y19/uX1ZZ9bUtbrqf78tXU4DkZtK+81Lbu5qI84+7r34Ol9Ut0NYcur+3l2S+z1lv55+RyldpXWnn1Trmtt89TizyYyj40VI612nm5afHixdV43D5lZqcAQ9z9tHj7SGCiu39xeetOmzbt48DUKocoIo1t24kTJz6YdxC11NO8rJwsIjWgnKycLCLF0XA5GZSXRaTQqpKXUxnBPAvYNnN7NDC7i+v+Pa47ByqcChMR6bn+wBhCnmk0Pc3LyskiUi3Kye9RThaRvDVyTgblZREpnqrm5VRGMK8FPEi4pORd4CHgKHf/W66BiYg0KOVlEZHiUE4WESkW5WURaTTlZXoKyd1fBk4B7gP+CfxSiVlEJD/KyyIixaGcLCJSLMrLItJokhjBLCIiIiIiIiIiIiLFk8QIZhEREREREREREREpHnUwi4iIiIiIiIiIiEiPqINZRERERERERERERHpEHcwiIiIiIiIiIiIi0iPqYBYRERERERERERGRHlEHs4iIiIiIiIiIiIj0iDqYq8DMmqr8+OuZ2eZmNtDM+lfzuWql2u9ZbxQ5Nih+fCI9UY95LiuV763ilJJU3uNU4kxRvedlEZGUKCeLFE+j74eqg7kK3H0xgJn1+ftrZnsBtwPnAlcBJ5rZ8L5+nloys6HAynnHUUmRY4Pix5dlZiPKbjd08pWlq8c8l5XK91ZxVlcqOdHMBkKnfRvF2YDqPS93l5mtZmZr5B1HNZjZBma2bt5x9DVtM6knjZSTU+g8Tym/JBZrUrkttWOSanwWmhYvXtyXj9fQzOw7wHygFbjM3d81s/7u3t5Hj78icA3wPXf/h5ntC3wcWAic5e5v98Xz1JKZXQsMBsYCFwK/dPe2fKMKihwbFD++LDO7GBgJvA3cCdzt7u+YWT9378g3OimSesxzWal8bxVndaWSE83sImAQsAi4HHjK3ZvNrKnUkVsEqcSZqnrPy91lZjcBA4FNgJ8Ad7r7c/lG1TfM7NeE79JGwJXAX9z9/lyD6gPaZlJPGiEnm9lOhMGQ97h7S97xLEtK+SWxWJPKbakdk1Trs6ARzH3EzC4BNgdeBT4M/N3MVnb39j4cybwYWJ3woQW4GfgdMAQ4JIWze1lmdhIwzN33Ab4NnAScUD6qKw9Fjg2KH1+WmX0FWAc4CngO2A44xcyGuXuHRplJmbrKc1mpfG8VZ3WlkhPN7DRgPHAGYX/xcMJ3cGiROm1TiTNxdZuXu8vMDgEGu/uewGTC93eymW2Sb2S9Z2Y7AwPdfVfgc8CKwOfMbMd8I+sdbTOpQ3Wdk83sGuCrhO/rnWb2OTMbmXNYFaWUXxKLNancltoxSTU/C+pg7gPxYHAw8CV3v9rdvwA8BDzelweM7r6AMDJnJzPbLI5y+hPwKOFDMai3z1Fj7wKPA7j7XcDRwG7AQZD75a1Fjg2KH1/WSOA2d38T+CHhcq5hwPFmNlgdAJJVh3kuK5XvreKsrsLnxHhifDRwlbvPAo4nvNebE3bwC7H/mEqcqavzvNxdi4A3Adz9IeA7hE6ePc1scJ6B9YEmYFjMQ08CFwNvAJ82s/G5RtY72mZSV+o5J5vZlsAa7v5pd98XuAXYG9jZzFbKN7qKUsovKcWaWm5L7Zikap8F7Xj3jSHAKsDOpQZ3PwK4C7jRzAb14QHj7YQPw/7xB6Xd3a+Jz79BHz1HrbwEfKBU98Xd/wZ8A/h/ZrZjzgfZRY4Nih9f1t+APcxsoru3AvcAdwPrAWNyjUyKqp7yXFYq31vFWV2Fz4nxYPUfwGfMbH13XwRcAfwL+AxQiNFRqcRZJ+o1L3fXP4AOM/uImQ1w96eAHwGfJxxMpuxPhO/O5+IVADMIl+FvDHw618h6R9tM6lG95uSZQJuZbQPg7hcC9wG7AxtC4TrrUsovKcWaWm5L7Zikap8F1WDuBTPbDZgR/zYA/ggc5u63xsS3KvBj4Jvu/lIfPu86wHHAasAfCJfJnAJ8xt3n9tXzVIOZnQO8BvRz9x+Y2dWEA8BjgAXu3hYvH37X3S9WbOnEVxbr8cAKwIOEGqO7AisBv3L3J+Iyv4u3r8stUCmslPNcVirfW8VZXankRDP7AuG79jDh5PlhwNPA70v7MWb2MHCmu/9ecTaWesnL3WVmFxK+t8OBbwGnESbx+RnwrLsvNLPDgLHu/p38Iu0+M7ucMHfMaoTXtRewBqFD5x53n29mnwM+CZzoBaoRvyzaZultM+m+esrJsZTAIHefa2Y/IZQQu9Hd/xvvPwf4mLtvl2ecMZZk8ktisSaV21I7JqnVZ0EjmHvIzK4DTiCcmbiWUE9xL+B8M9vD3Re7+2uEuoB9OjNjPHg6F7gXOJhwlmFy0X9IzOxnhCLi/wJ2MLM7CB/ulYELgG0szLz5GcIBo2JLJL4sC/XIdwHaCDs5uwDN8fZBZvapzOJ9MgGm1J9U81xWKt9bxVldqeREM7sUOICw3zKF8F7PACYSLpnbPC46j3BpXS5SibMe1UNe7i4z+z5hH/8awv78pYRLtksHkfuZ2aqEY4CkPm9mdiqhjus3CXPInAw8T5gobDvg6/FS5MOAN/M+mO8qbbP0tpn0TL3k5NivcjVwu5kdDtxKOBG/t5mV6kyfCsy0nEs5pJRfEos1qdyW2jFJLT8LGsHcA2a2BfB9d98xbogJhJkXzwWeBX5LmOlyC2Cmh5rM1YplELA4XmZbWBbqIF5LmNn2qdj2K8LMlZMJhfw3INRSfM7dj1ZsacRXFusoQo2k/d29xcw+QijMvxCYTYj5ZOAJoN3d984rVklHKnkuK5XvreKsrlRyopmtB/zc3T8bb+8ETAL+TKiDN47QMf4SsEhxSop5uSfiiKob3P0P8fYPgVHAOcDH4t9o4AV3Pza3QHsgjhL8p7tfGW+fCBjh0vsm4LOE1zrH3U/ILdBu0jZLb5tJ76Wak83sWOB/3X03M9sKuIjQj/IqoX7t8/HvE4RRoYfkFixp5ZfEYk0mt6V4TFLLz4JGMPdMf2AogLu/7u5/JFyecgzQAnyUUFPxqlLnslWpVpC7L0rkh6Qf4YB6i1KDu+8PDACucfczgCOBo0pfQqvd5DxFji2F+JaIZ8zbgOPMrL+7PwLcRDibh7tfBGwPnFw68M8rVklHQnkuK5XvreKsooRy4kzgLQsztQ9w9zsJo4M/C8x291MJo4a/pzgFks3LPfES8OHSqDl3/yrwDnCuu1/m7ocTyuMdC8l93h4HPmjhMnvc/ceEqwGOBO509+OAI0sH8wm9Nm2z9LaZ9FLCOfkNwAHc/e+ETuW9CLWkjwOmEU4eTyt1LlerX6WLUsovKcWaUm5L8ZikZp8FjWDuBjMb7e/VAbqeMNqoNDPkIOAIYLy7f71svX55D+PPi5ntRaih9AqwPuGSlz3c/S+ZZX5HOLh+NtPW5FUuhl7k2FKIryzWzQl1s/5mZgcCmwF/jCdfSqPMLgC2dfc5ecYqUk2pfG8VZ3WlkhPN7AMA7v5vM/smoS7b5e7+73j/QYSZpbd09zcUpzQCCzUIZwBzCfUgfwWc4e63Zpa5B/iOu0/NtBX+82ZmXyaUj5kV/34E/A64zd1fjcv8AfiFu/86s16hX5u2WXrbTATAzLYFTiLU1J0Z24xQU/qk7Gc63lfzfpWU8ktisSaV21I7Jsnrs5B3T3oyzOxi4DIzu9LMjgHOBOab2c8hnDUkXOI6zsw6zVrewJ3LVwBfJpzBuYMw8cBk4N74Y1KyMrBidt0adC4XNrYU4ssysxuAHwAXmtkvCMXjBwM7mtnOMaY7gWcoq0GkHV+pJ6l8bxVndaWSE83sWuDnwOVm9lPCe/wB4Agz2yTGcy3wz/J1FafUKws10w8h1Hy8l/BZ+x5wrpntZaHsTUmnz1fRP2/xmGUPwiTkUwiXxN4C7E/n+uUdhNFZSxT5tWmbAYltM2lsZnaemX3bzM4EHiJcnXShmY2ycHWSE04ajy1fN4fO5WTyS2KxJpXbUjsmyfOzoBHMXRDPruwC7A3sCWxFKEL+c+BQwmUbJwNnADPc/cRcAi0QM9sS+KG7bx9v7wL8BvgU4Uv3Q0IZkQ8SaukcqtjSiC/LzHYknF3eycLlSj8i/BA8BmxKKCI/nHAya7G7fz6vWEWqKZXvreKsrlRyoplNIkwE9FkLk5DcQJhD4nfA4YQJPt4F1gY63H1fxSn1zsw284ie+AAAIABJREFUBn4BfMrd2+NB4xTgeGA+8DXgLcIM96+4+8G5BdtNZjYOuALY093nxxx7LmFirVcJxzkbEPLVPHeflFuw3aBtlt42k8ZmodbueODHwNHAusDngbMInXMXEfaZpgBT3f2cfCJNK78kFmtSuS21Y5K8Pwsawdw1gwm1X94BbgQuAV4j1Pk7GXiacLZlSeey5VsbqAjeIQzHB8Ddbwd2J0yA+AphkqPfAlNKX0KrXW2aIseWQnxZpZIx4+LZrq8RDvgnECZo+A6hOP+NpY4UfTekTqXyvVWc1ZVKTpwJzDKzFd19IeHgbgzhJPoJhB3RF4H7Sp22ilMawOuEOoWjAeIlo5MJB739Cfv95wA/LR2QFSTvdMUrhO/KRDMb6O6PEvLT8cAK7n4MYWTW90oH84m8Nm2z9LaZNLaVgDPd/T4PdWsfJfyWfxm4HzgQ+CWhXyW3zuUopfySUqyp5bbUjkly/SxoBHMXmNmnCaOQjnH3h+IG2JxQeP5n7v5Y2fINW3M5y8weAp7NnsUxs6OArQlFzzsy7TV9z4ocWwrxZZ57beDbwN3AH9z9bQslYn4NvBx/ILLL67shdSuh763irJJUcqKZTSRcdXWWuz8c25qAh4G73f10xSmNyMxuIsyxsn+mbS/gi8BecbBJqT2pGrdmdi7hKorj3f3N2LYD8DPgE+7+SmbZZF6bttmSZZN6bdJY4m93P8L8E9M9THJcuu8yYEPgE4SJ0lZ399nxvlx/11PKL4nFmlRuS+2YJM/Pgs5yLkdMhn8GrgG+ZGZbuXtH7FRuB7YsXyfvD1TezGxA/O9ngQ0t1KAs+TswtPw9qtV7VuTYUoivnLvPAqYSJrj8pJmt5u7thJH9TeVnwxr9uyH1KZXvreKsvlRyortPI+zbXGRmEyzUPFwc43zfvqHilHpVGvFeyjvuvg9hJvvfZBb7M6GWelt23bwPeJcn89r6A7j714CRwMVmtkZsu4dQD35Rdt0ivzZts/S2mYi7L477QzcB3zOzPTP3HUEYIbqpu7dmOpebchjklUx+STTWpHJbKsckRfosaATzMmR7881sQ2BfwkzwV7r7HWb2W+Aud//Fsh6nEcSDvrbM7YHu3mpm6xBm2HwR+Cnh8pdXykdxNWpsKcS3NGY2yMPklqUzeDsD04BHCGfH5rj7sTmGKFI1qXxvFWftpJITy+I8DdiJUKvtCcJo4efc/eT8IgxSiVPSZWZDPZReKd0e7O4t8f8PE0q03E34Lr/t7oflE2n3mdlwoDnzerKv7UbCAfxMYKO4XBL1e7XN0ttmIrCkA6zJ3TviSMpfAfu5+2/i/Q8A33L3B3OMMZn8klisSeW21I5JivZZUAdzmZjwhhBmh2x29+bMfWOBTxNqKP4NTSgDgJn9H+ESh8cBd/e7Ynt/D4XF+wHnE4qJr1g6IKzF5Q5Fji2F+MpiPQ94k1A763R3by7FGe//LOEEzIeAl9z9W3nFKlJNqXxvFWfV404iJ5rZt2OcrcClcSc5u/M5GfgwYcLil9z9pFrFlmKcUh/M7HzC5JD/Bv7t7lfG9uxn7itAE7CSu38nthV+n8bMfg6sA8wBXnT3s2J79rXtBaxKyKk/jm2Ffm3aZultM2lsZrYV8ALQ5u5vxtGVHbGTeXfge8CDgBF+1/PsBE0mvyQWa1K5LbVjkiJ+FtTBnGFmvyTMpvg6oZP5fuAWd59VdtA4ipAcX4u3c6+zkpd4gL0RoUb1RwkTGd3n7hcsZ72qv2dm9iNg4yLGFp+nsO9dhefMzvj7BUKsu7r789kEFpfNjjpr2O+G1KdUvrdFz3+Z50vi/azw/EnkRDO7lLCjfBuhtuGHgI+4e4uZreDuCzLLruju7ypOqXdmdjZhLpVvEj5rRwFT3f2U5axX+M+bmX0L2A44HFgXuAx4yN2/sJz1Cv3atM0qrlf41yaNy8yuAsYCswklrX7g7v+MncxN8STyxoST9GPd/Za4Xh7Hucnkl8RiTSq3pXLslHneQn4WVIM5MrMPACu7+47ufgBh9tINgQPNbI1M5/Km7j4307lc89pABdMf+Kq73wtcBFwO/K+ZHVFawMwmm9lHsyvVoHO5qaixZRQ9vqzsjL8HAX8AbrRQX7TFzJrM7Cgz+0CmI6XRvxtSnwr/vU0k/5WkEme5wufEeBC3InCEu1/mYabop4EnYqf3ghjn58xsXKbTNo84Vyh6nFJXFhA6Ox4HbgCOBT5jZqeWFjCzL5jZAdmVEvm8vQr80t1nu/tfgG0I9eB/VlrAzI42s29kV0rgtWmbpbfNpEGZ2W7AOu7+KcIo5b8DvzSzCe7e5u6tcdG57v73PDuXo5TyS0qxJpPbEjt2KinkZ0EdzO+ZC4y0cLkG7n4T4YBxHHEiPzPbGbjKzMaXVspjKHwRmNnm8b8dwLlmNsTd5wEPAJcC25jZeDNbhdBRv47Fou61ELdLB/CjosVW9PeunIVLQVoIPwoAuPuJwKPA3bFzYBwwAjjKzFaMyzTkd0PqU0rf2yLnv5KU3s9yKeREM1vXQ/24EcCnMnFOAv4K3BTfz4mEUQ+HmNmgWscZDSJM9LJDweOU+tEBnG/haoNWd3+SUCd9azP7qJkNi8sNMLOR+YXZIy3AaWY2BMDd3wI+AkyMJ2mGEC6lfd3M1s0xzu7SNktvm0nj6gBmQKgxQLja6zLg5xbmtcLMjgFOsDCKmbhsXh11KeWXlGJNJrelcOxUQSE/Cw3fwWxml5vZrsB84DfABDP7MIC7l4p4fz2OlLkD+BrwKSubCb6RmNnVhAkPIZyVnAF8J34Z5xPOUq4FrBG/nGcB7YSDyGrHtq+ZHWKhjMlFhMmAvluE2GJ8hX3vKsR6YDxDtx5wAXCGmX2+dL+7fxH4D2Du/qK7/wD4NWUzv4qkLpXvbdHzXybOJN7PcqnkRDO7ENgv3rwUuMhCPeiSbwDvAKu6+6Pu/l3CzNKt1JCZ7RQPLPsBZwI/K2KcUh/M7ItmdpyZbU3Ij3cDU8xshbjIv4BXgGExD11FuLS7udLjFYmZfdPMTjGz/QkTZ90EPGBmKwG4+6vAncAgd2929z8RJiB9Jbegu0DbLL1tJo3NzIbG//4F2MpC7ddS590vgD8RJhoDeBi4h7B/V3Mp5ZfEYk0qt6Vy7JSJt/CfhYbtJIUlRccHu/vv4xmz2whFsnexUJSeeID4OqE2M+5+H/CrRr0sKXYMLHT3b5nZ2oTLhP9IOIPyg3gG5WVCIfFRAB5qJ97qmdktqxTbjcChwG7AOcCRwJPAYuD7ecYW47uWgr53FWK9klAvaW/CD8NGwI7A9Wa2d2bRMcAqFi4rAXg8c9mTSPKKnPPK4ix0/svEmUweLIs7iZwY42xy93MAPMzOfgjwi1Lnrbu/QhhhvXZm1X/WeIT1tcDJwGmEkmQrA/vHOHcsSpxSHyzMsbILsD6hZvqFhLzzHGGU/IiYX9YhHEjioTTe/Xnmna6wUOd0G+Bd4GOEDptrCFdhPmJma8d89FHia4ue8Ext86LRNktvm0ljM7MfApeb2RnA1sBhwA4WRiqX9uWeJXxncffHgJcJ/Sy1jjWZ/JJYrFeRUG5L5dgpE28Sn4WGneTPzC4g1Aba08y+Tyg8/lC8ezwwDJhFmLF8gbsfmEugBRJHen/L3T9mZtcQPrjvAG8AdxFKiewEPE/oQNinhrGtA/zY3T8fb38W+CSh/uQ9hEtvP0WYybamscV4DgC+4O47FO29qxDrB4EL3f2T8fZWhFFjkwmj864mnJn+ADnP+CtSTUXOeWVxFjr/ZeJMJg9mpZITzewQ4ATCJHk/JOwMjwCuJVyC+BvgEsL7/JIvZ5KVKsa5NXCWu3/GzFYnHIj+CPguYdTFDUWIU+pDHNVzhbvvH29vDBwIbEq4guIAQo58GXjLQ3mWZJjZFOBID7XfVyRcablb/DsK2JZwFcV/U9lfa4BtdiVwjLsvrJdtJo3N3pts7HRge8Lv93PAvcC3CX0s5wBXAM/4ciYhq6aU8kvMD1e4+35FjxXS+j1K5dipJKXPbSOPYJ4OjDOz6wgFvS8hzBq5MiEZXhuX+1OpczkzIqnhmNkawOPAYDP7E/Csh8L95wDPAFu6+8nAEcBppS9hLd4zMzuaMMJ8EzP7HIC73004W/YOMMLdv0xIbDWNLT7P9wiXVA8xs7+F8Irx3i1FM/COhTqiuPvfgf8BfgasQhi1dwWhw+WwGGsj5xKpQ0XOeWVxFjr/ZeJMLQ9mpZITZxAu5fsp8BbwFeD7hM7mFQgjRh4Erit12ubwOehHKHHRD8Klku5+O3AiYUTzXMKM47nGKfXBzMYSDha3iidgcPd/ES4ZfRLY1d2/CkwCTigdkKWwT2NmpRrw6wMnAXiYAPMswhWZZ7n7GcBBhAk0k9hfszDPzVBCycLDoa622bpmtjKhQ+BYqI9tJgIMIHx+HyWU5roYMGACYSTzNoR9kbdKnct5/K6n9JtgZqsS9pU+ZGZHFTzWpH6PUjl2ysQ7noR+FxtuBLOF4txvu3tbvITjf4Ed3f1tMxsNnAc84u4/KVsvr1lNc2dmvwA2IHTKv0E4W3Kqu99oZgMJo6WOA/Zz95bMek3VvpTVzC4l1Gfcy8wOAz4I3Ozuj8QkcBywg7vvUbZe1WOLz3Mh8CXgVMJMpA8A/8/df5P3e1ch1nWBWe7eGi/BWM3dd8zcvzewO3C4h8mjSu0N+92Q+lTknFcWZ6HzX+b5ksmDWankRAsTJs5x91fM7ETCBB87ufsL8f49COUnJmXfzxzi/CbwgLv/xcz+CLzo7kfG+wbFuEe7+7fK1tNvjHRbzOPrEU5gvUsoa3OJu98ZD7p2JlxieoC7N2fWyzXvdEW8uua7wNGEWeRLJ7imxNe2MWEk4ZfdfW5mvUK/NjO7mDAK8kFCTc69CCO27qiDbfYLQufLv4D7CTXmf+bu16S8zaSxmdlwd3/LzE4jjJ7cy91fj6MtP07o8PoKse8ls17Nf9dT+k2wUMZ1NPAScCuhdMM17n57AWNN6vcolWOnzPMm97vYUGdEzexyQoH5v5jZZsDNhOLj7WY2yN3/C0wBNrCymSEb9eDGzL4NrEqo9zKbcLbn08Dv43vW6u73EM4GZuskVn2G95h8340JYg9CAmsFJpvZJvH5LwT6m9matYwtxncp4X2ZAKztoZ7kwcC9eb93FWK9hHDG+RIzK/1IvGpmv8ks9iShXmqnvNGo3w2pT0XOeWVxFjr/ZeJMJg9mpZITY+f9+cBPzOx8d/8x8BPg1cxizxOu1MptvyZ+DjYC/hqbvggMMrOfxlgWEd7PceUjRPQbI92VyeO7ATMJn71HgElmtpu7d7j77wlXLY7PrptIZ95bwFjCqP9tCCfvDjKzSfG1PUWoBz8+u1KRX1scUTaGcAn1JYTtdTdwgJl9JuVtZmGis7UJ+xVrETq5vgccYWZ7p7rNpLGZ2b7AHyxc8Xce8Bhwupmt4qFO7d8JeXiLss7lphw6l5P5TYgDINcg7Ct/lJAT7wX2N7MdihRrlMzvUSrHTpl4k/xdbJgRzGZ2DrCuu+9nZj8iXI77iXjf6oQv8KOES16fKR9B06jM7Argdne/JY40e4JwecPLwPGEpPIx4E13n1zDuEYC9xG214cINbNXJBQ134ZQH/Me4CPAPHc/tFaxxfgOIowgO9DCRFYPxtv/ip+3kwjv3TaEs7o1e+8qxHo0YeKq3Qg1syYT3scjCR0XaxAuYz8CeMXdv5hTqCJVV9ScVxZjofNfJs5k8mBWKjnRzE4mfBYPIMwX8U3gm+7+rIXLQA8Drgf+jzDC+bic4vwRYf9rLzM7ifBZXUTobD6c8H5+FTgTmOHuJ+URp9SPsjw+gHBQ9n1gOOHkxr2EMgVz88qPPRVPwIwmTJx0NaFm5P2EHDAJ+C2hA3OOJ1S/18xOARa5+7lmdizhgLqNkC82IQwImgi8muA2+w6hU+MHZnYmoUbtk4QRzVsTBj9tAcxOaZtJYzOzTxJy6V2E/aG1CZ2ig4DTPVxVdQdwpbvflF+kaf0mWJgE+RYPV/n9nDC/x38JsW5ImGh6CwqQC1P6PUrl2Ckr1d/FRhrBvAbhgw+h4Hh/C/VMADYDPg9cRyg6rs7l9/wNGBkvdWmPfyvE0d5/Jczwfk+pY6B85FG1uPsbhAPTU4Bx7n64hwL4XwZuIdR56gD+WPrC1Sq26Pcea3e7+yzCpEUfj/e1En7YxgAP1vq9q6CFsA2bgYcJnT4vA+e6+97AnYRE/EypIyXHWEWqrZA5LyuB/FeSUh7MSiUnrk44YFrkoe7h6oTL6CAcjHwY+BZhv+a4POI0s5WAwcA9FiZX/iBhdu7SJZNfJUygchihHMlJecQpdSebxyF8Bme5+6WEE4azCTW+D4W0Pm/uvtjd5xCuTJhKmEH+FMJv02ZAqUOnVOMyldf2FPA/ZnYwofTQmYSOijmE47fZwK9T3GaEbXSOmd1EKBfwJeB2wj7FFYSRniluM2lsqxLmT3gFuBKYRai9/C7wkJndBizIu3M5Suk34T7gZQuT0I0i9Fv9iVAu48eE97kQuTCl36OEjp2ykvxdHJB3ANUWa5P0IxxsNcXbKwJrEi5TetHd7zGzR4DB7v5aaT1dlgmEM1IrxEtdMLN3CBMJQTjrfp27/yXeV9P3zN0fs1DzaTMzG+Dube4+zcKspbj7/5WWzSG2N8ue9zlgH+DSeN+t8S+X+Mo8B5xlZo+4+/2Eyay+AZxvZnu6+9nZhfXdkDpX2JyXVeT8l4kxpTyYlUpOfBiYaGYru/vbhIlJBsGSkhOfzy6cR5zu/k4cOXQD8C933z3GMohQj3s7dz827zil7lTK47PiffsRTiA9GO9L6vMWj2OagBGE45stgIWEEzefcPebs8sm9Nr+TChH9QnCibPpwHQLZXRedfdLSgsm9rpw9wfNbAPC6L5/uPuTwJNmtgnwhrvfUlo2tdcmDW060O7uPzWz6widzJPd/StmNgVo8TARWRE+1yn9JlxZen4zm+zu7wD/MLPS1ZPXlxbMO9bUfo9SOHYqk+TvYt2PYPZQm6QN+DkwPb7xC4F5hCLvmNkPgDUzncs1rw1UVO7+rru/CmBmgwlnJVvM7BpgbKmjJS6bx3t2I2GE1gAzWz+2dQArZBfKsROoI/57CbDQzC5a1nK1Fj/rU4EzgDPMbNsYz2vAvwlnIDvRd0PqWQI5L6vQ+a/8+YuaB7NSyYkxzt8C58XOZQj7dHPj/VPM7ICy5fOK8zHCiL3/xo7lUgf4C5TV3Y735f45kLQtJ4+PL3UkxGWT+rzF45p2wiXd1xMmpN0Z+ANhtFunZWsfYc/E0WUXEC5X3sHMto53jSUMDMoum8zrKnH35wkjELcysy1i80RgSNlyyb02aUzu/oy7/yb+/0DCSObrzWxNd/9npnM5936VlH4T3L0jMxK1I45khtCJO7R82ZoGVybR36Mkjp1iDEn+LtZ9B3OJu89099IotDGECXDeNbOrCZ3Lnlm2MQpTd18/Qr2wv5Cpl5nz5Q6LYlx7AzeZ2R+AhV6My3GAJWf3IFwKPNbMdsk5nuGl/2c+6zcCvyZMFPW52LYFZclWpMEULudlpZD/SoqWB7NSyYmV4ow7nyXNhAOmywkjh64vXz6POOPB5T2ETubhFiZZhlDOY2Ct4pKGVZ7HD4Xi5PFeeJBwtcW+7j6bULOz4sm7VLj7s4Q88QxwtZndSshl5+cbWZ95lHCi8kozuwvocPdzco5JpFfMrD+Aux9C6LjtNJ9GAftVCv+bEPedBhDKyt1iZncDbe5+Rc6hLU0yv0cpHTtBmr+LDTHJX3bIuJkdD/wHOJtw1vgBdz8q3tdUwCRYKGb2K+B1j5e0FmU4fry0wYCV3P2B2FaI2ErMbAjwwTiaK68Y9iXUE/2ch5qy2fsGEC6pPp0w+Uibux9U+yhFiqOoOS8rhfxXUoQ8mJVKTlxOnP0Joy+mEiaAuc4ztYxr3Lm8rDgHA58CphBqjr7r7vvUKjZpXCnk8Z4ofb9Ll/rmHU9fibl3LDCwNACojrbZUGBdYJi7PxLb6uK1SeNK7TOcym+ChZrRGwNDvTglPCpK7fcopWMnSOt3sSE6mEvM7P8IZ4J2Jsx4+oS7fyneV8gNVDRmtoa7vxL/X9j3rOgnC/KKz96b8fdu4LBSB0DZSZjhQKu/V6eqsNtZpNpSyXlZRc9/JUWIM5WcuIw4+8fLEzGzbwPrZUbaFynO7Pu5PqGzfkZecUpjSTGPy3uK8FtRLfX82qSxZD/LRf9cp/qbUPT3NWWpvbdFjrdhOpjNbFXCqJrvuHurmX3Y3Z+I9yWTWIqiyB9qWToz25swweXmwHhgUnaUmZltBTyV6UjRdhZB34V6lUpO7EKcE4B57v5ivJ3Lfk0X38/H4yWK+l5JTenzJiIiJfpNEOl7jVSD+XV3PzV2Lg9Q53LvKBknazrwkrsfDrwM/NLMRgOY2aeBU4CNSgtrO4sE+i7UrVRy4rLi/AxwKrBqvJ3nhDrLinMHwvu5aWlhfa+klvR5ExGREv0miPS9hhnBLCLvZ2GSy7WBg919dhxdtjFwjX50RaTRpJITFaeIiIiIiBRJw4xgFpH3ZGb8nQwsBA6Lt/8O/FoH/iLSSFLJiYpTRERERESKSCOYRRqUysOIiLwnlZyoOEVEREREpGjUwSzSwFKa8VdEpNpSyYmKU6TvxZH3JwCTgAHAIOB3wOnu3mJmawFnAROAxUAzcLa739rFx18NeAm4yt2/lGnfHrgPmBJH/WfXuR/Y0t1XMrObgQ3iXZsRap63A2+4+yeX8byHAj8BXgCagIHA88CR7j4ns9yHgCeA/+fu3y9bf29333UZz/Ej4MvAeu4+qyx+gE+VTjjF9+FVd2+Kt5f3vmfjz3rC3Q9ZWkzxsV8EVgfWcPd3yl7TlcA+7n5zjHMc8FbZQ5zp7jdn1rsF+AQwtjT5a+Z5prr7wZm2LYGb3X38smIUka5Tnq7LPD0G+DHwQcI2W0jcZmZ2CPCVuOjYeN+r8faXgS8An8m0DQIeAM7ITjIttaMSGSINLHuwrwN/EWl0qeRExSlSFT8HPgp82t03B7YCDLjMzFYHHgLuBTZz982Ao4BL40SbXfEF4FZgkpmtUnbfHGA3M1uh1GBm44ANS7fdfW933zzGBvDJeHupnRYZU+Oym7n7B4GZwHfLljkGuA44zswGdPE1YWZDgEOAm4HjKiyyDfCtZTzEUt/3CvFn/5bZaZHxGrBXWdshwCtlbV+r8BzZzuU1ge2Ah+P65fYxs4O6GJOI9IzydP3l6cuAh939Q+7+YUJZtavMbGN3n5J5P28Dzs889tS4/vmZZTYhvG93lcq1SW2pg1lERERERBqWmY0HDgS+4O5vAbj7u8AXgd8SDuofdPclE1S6++PA3sByR0mZWT/gaOAqYCqh0yNrXmzfM9N2CPDLHr+opccyEFiZ0FlSahtGeP1nEUbx7t2Nh9wfeA44Dzgq2/kSfQ/4qpltUyGW8Sz7fe8L1wJLOn5jh9BKwDPdfJyjCB1XVwEnmFlT2f2nABeY2bo9D1VElkZ5um7z9BhgaHz/cfengd2BN7r7QO6+2N3PBlYgjGyWGlMHs4iIiIiINLKJwFPu/na20d3/6+63AFsCfylfyd0fcPcnu/D4/0s44L0HuJrKo8+mAAdnbu9H33VcbGtm/zSzxwkdFtsDl2fuPxh41t3/FeM7qRuPfQxwrbs/Gh97ctn9DnwNuM7MVi67b3nve3n82b/Duhjf7cBm8TJsCK91SoXlzq3wHKsCxG11JKGz+nfAGoRtmvVn4CLgl90ZWSgiXaY8XZ95+quEUdVzzexWM/sa8HwvS1w8DnyoF+tLD6mDWUREREREGlkHyz4uWt79y/Ml4Dp3byNc5rsCsE/ZMr8DJprZGmb2P4QRtvN68ZxZSy69BkYBFxMuIS6Nwv0iocMCQifqRDP76PIe1MwmEOqMXh+brqbC6F53vxT4B6EDNqur72ulS6+v7MJ6AIsIl4VPireX1iFUqUTG6/G+PYD+wF3u3gL8CjixwmN8m1A/9YwuxiYiXac8XYd52t3/RKivvCfwCLAb8IyZbdWF51yaxcCC5S4lfU4dzCIiIiIi0sgeATaOlyAvYWZrmdnthLq7lS4dPtrMvlLeXrbMOGBnYP84GZwTJknqNPrM3RcBtxAuZZ5MuEy7z8VJnC4ANgJGmdm2wKbA12N8fyV0ynZldNyxQBswLa57PKEe6U4Vlj2SMEFetk7xMt93Mxva5Re2bFOAg8zsY4C7e3c7hI4BhgL/ia9zT2BHM9sku1DsmJpEeF+2623QItKJ8nSd5WkzG2VmFwGL3f1Bdz/b3bcDbuD9o6y7+phNhFHXXRm1Ln1MHcwiIiIiItKw3H02YeKkK0qXB8d/LwJeJ4wk297MDiyN+jKziYQJmJZ3EHs0oS7oWu4+3t3HEw5+J8QOz6wpwKGEzsm7+uK1LcUuwIvAq4RRe9e4+zqZ+HYF9jKzsUt7ADMbQehk2bW0nruvTRhZ977Rve7+BqHT4uxM2zLfd3df2Bcv1t0fIXQQn003O4TMbENCh8vEzOtcE3gAOKHCcz1P6MA5u/w+Eek55em6zNPzCLWST8hssxWA9YHHuvtgcWK/04HX3P2BXsQlPaT6UA0ufglPIJxtHwAMIlz6cbq7t5jZWoRC8hMIlxo0A2e7+61dfPzVgJeAq9z9S5n27YH7gCnuPrlsnfuBLd19JTO7Gdgg3rUZMB1oB97wZczGamaHAj8BXiBcqjYQeJ7/z979h9lVnoXe/w5MMoQmJKVkzAAmHKi5QUeLDP2hBQ6vp8cjL4itClgi0GMBa6httb88StrTylt/VKvAabQHqMEG0b704MUp4VyV1lNSsVWmRzBE7rZIJwSCoeSFAEmGTJL3j/VMsmfYCXvv+bE6J/2xAAAgAElEQVR3Zr6f65ora93rfta614Rrkbnn2c+CqzKzdrH8HwYeAn4jM39v3Pifz8wLDnGNPwR+FTg5MzePqx/gJ8pvH0e/D09n5uiD85W+77X113ooX+FtrOU3k4uB78vMF8bd058BF2XmHRGxBtiQmX9Qtt9E9Y/nF2vGvAD0Z+Z3D3VNSRPn83j2Po9r4l+gamQszcwdJbYQeAC4ITNvLLEuqrecb8zM3zhUDZIathJYBdwfESNAD9ULjD6amS+VZ+XvA78ZEXuBF6leevQ3BzthRMwF3gn8Um08M78dEbdTzT77dE387yPiVcBdmTkSEZN1b2dHxD9R/b9jDlUz5m3Aa4CfpVq7tLa+r0TE31M9Vx8Gfqr8m3DUs8AnqZ5BfzvuWtcBGyOif3wRmfnViPgU1QvxRh30+16n/lojmXkmjfsc1TqfB2sIfTIirh0X+x/Aq4E7M/M74459HPhiRPzm+BNl5uci4j8BZzVRn6RX5nP6QB2H/XO6fP9+kurv7D2l/n1UP6t89mDjxvm1iPjFMu5I4B+pZqOrDbr27dvX7hrURhHx36n+4XRlZj5XHpa3Ac8Dv071Q+21VIvC74uI1wF/A6w41IO65vwfBn6U6iMY/270I2nl4f8XwFHAiTU/SC+j+sjHMZk5f9y59gGLM/N7DVz3HYxrSJSPX8zJzKtqYn8CLKD6gf7flY+2vWJDIyKOomrU/A2wqfYH/NLQeBNwXWZeV2LjGxoH/b5n5mWNNFQOce/fpWrirMrMP6+JfwX4QeDdB2kw/wLV3/OVNWNsMEvTxOfx7H0el9jxVC8l+Qbwxcz805r811HNlvuPmfkPEfHbwBuA80Yb55IkSZLULs5gnsUi4iRgBdCX5a2gmfliRLwLeDPVb6q+lpmfGx2TmQ9GxM8D/18D5z+C6uMmK4H5wNXA79akbAMepVrHbPRlG5eX7XdN6OZeXssc4BiqWXOjsQVU9/9G4HTg56le2tGIX6Cq/VPAlyLi46NNmeK3gQ9GxL2Z+fVxtZzEob/vk2Et1cdb/rxccxnV38EjhxhzPXB5RPxcjn0jrKQp5vPY5zHV38mXqV5G9dsR8ZnM3FdqejAi3g98vsywezvwepvLUmeIiPVUvyCr5+zMfH4Kr70AWH+Qw89n5tlTde12i4gPUj3D6/lkZt42nfVI6lw+p9vD5/TsYoN5dhsAHh79oXpUZj4FfKHM2rpn/KBsfD2bn6J6++q9VA/zP4qIPxidlVb8OXAlBxoal1A1NSajoTH6MY0u4ASqj5PXftTjMuBbmfkvEXEr1cdfGm1orKT6OPkDEbGFahH6P6k5nsAHgdsi4kfHjT3k971O/bWuz8bemn03cGVE9JWPoF9G9b3++UOMebrcx+0R8Q+Z+XgD15E0OXwez+LncUR0U71Y5ZepZmL/d6q/s/1/55l5c0T8BNXbv8/Iap08SR2gnc2B0hQ5vV3Xb6fM/CTVR8Al6ZB8TreHz+nZxZf8zW57OfR/A690/JX8CnBbaWDcRdXcuGhczv8EBiLi+yLizVQzupp9s/PBrM/M0zPzdUAv1cL//yvKAvJUTZNby/baUsePvdJJI+IMqvVHby+hW6lZmH5UZt4E/B+qBfBrNfp9Ha2/9quRZgZUb5W9g2pNUagaRX9x8PT9NX+J6uUna8uMR0nTw+fx7H4e/wzVunH/KzOHqZrrY16+EtVazAPAvwE/3eC1JUmSJGnK2UCa3b4BnFY+srFfRJwQEXcDX6dau5Jxx385In79UCcuHwH+v4FfKGtQJtWM+V+rzcvMl6hmif0C1ayzNS3eyyGVjxHfCJwK9EbE2UA/8KFS399TNQF+7WDnqHENMAIMlrHvAZZTrWs63lVU64n+Yk3skN/3iJjX8I0d2p8DvxjVm29zdL3VBvwXqhmOL3tpiaQp4/N4dj+PVwLzgO+U+3gr8JMR8UOlni6qxvvfUr1t+0MR8R8mqTZJkiRJmhAbzLNYZj5J9SKjz0bEMQDlz9VUby39DHBuRKwYnQ0WEQNUb03+51c4/S9TrRd6QmaelJknUc28OqP8gF3rz4F3AOdw8Dc7T4bzge9SLQXxK8DnMvP7a+q7APjZiFh6sBNExCKq5ssFo+My80SqH/zfNz6/fIT5F4FP1MQO+X3PzJ2TcbOZ+Q2qhsUnaKJRVJpMbwc+UMZLmmI+j2fv8zgillM1vgdq7uN4qpf6vbekfQzoA96bmQ9TvTH8L8qLASVJkiSprVyDWSuBVcD9ETEC9AB/DXw0M1+KiHOB3wd+MyL2Ai8C78zMvznYCSNiLvBO4Jdq45n57Yi4nWpW2qdr4n8fEa8C7srMkYiYrHsbXTNzHzCHqknzNuA1wM8CZ46r7ysR8fdUP7g/DPxURLxQk/Is1fpBGzPzb8dd6zpgY0T0jy8iM78aEZ9i7HqjB/2+16m/1khmnknjPge8myYbRZmZEfEB4KZmxkmaEJ/HB+qYTc/jXwHuzMzvjIt/HPhiRPxdqfHMsnwGmXlrRJxD9dK/c8etpS1JkiRJ06pr37597a5BkiRJkiRJknQYcgazWhYR66nW6q3n7PK21Km69gJg/UEOP9/Ot8ROtYj4ILDiIIc/mZm3TWc9ktrP53F7+DyWJEmSJGcwS5IkSZIkSZJa5Ev+JEmSJEmSJEktscEsSZIkSZIkSWqJDWZJkiRJkiRJUktsMEuSJEmSJEmSWmKDWZIkSZIkSZLUEhvMkiRJkiRJkqSW2GCWJEmSJEmSJLXEBrMkSZIkSZIkqSU2mCVJkiRJkiRJLbHBLEmSJEmSJElqiQ1mSZIkSZIkSVJLbDBLkiRJkiRJklpig1mSJEmSJEmS1JLudhcw1QYHB3uA1wNbgD1tLkfSzHIk0Af848DAwHC7izkc+EyWNIV8JjfJZ7KkKeQzuQU+lyVNoSl9Ls/4BjPVw3l9u4uQNKOdDXyt3UUcJnwmS5pqPpMb5zNZ0lTzmdwcn8uSptqUPJdnQ4N5C8Dy5cuZO3duQwM2bNhAf3//lBbVCutqXCfWBNbVrE6sq7aml156iW9961tQnjNqSNPPZOj8/xY6iXU1pxPr6sSaoPPr8pnckhnzTAbrakYn1gTW1YxOrAl8Jk+CGfNctqbGdWJd1tS4TqyrXk1T/VyeDQ3mPQBz586lp6en4UHN5E4n62pcJ9YE1tWsTqyrTk1+fK1xLT2T4bD5b6EjWFdzOrGuTqwJDpu6fCY3bkY9k8G6mtGJNYF1NaMTawKfyRM0o57L1tS4TqzLmhrXiXUdoqYpeS77kj9JkiRJkiRJUktsMEuSJEmSJEmSWmKDWZIkSZIkSZLUEhvMkiRJkiRJkqSW2GCWJEmSJEmSJLXEBrMkSZIkSZIkqSU2mCVJkiRJkiRJLbHBLEmSJEmSJElqiQ1mSZIkSZIkSVJLbDBLkiRJkiRJklpig1mSJEmSJEmS1BIbzJIkSZIkSZKklthgliRJkiRJkiS1xAazJEmSJEmSJKkl3e0uQJI0eSLiGOB+4ALgB4FP1Bw+AfhGZl4wbswVwO8C/1ZCd2fmb0XEUmAt0AsksCIzX4iIRcBtwMnA08DFmfnUFN6WJEmSJEnqUM5glqQZIiLeCHwNWA6Qmesy8/TMPB34KWA78Gt1hp4J/Ppobmb+VomvBlZn5qnAA8CqEr8OWJ+ZpwE3AddP2U1JkiRJkqSO5gxmSZo5rgKuAT5X59gngT/NzG/XOfZ64Aci4jeBB4FfBV4AzgHeWnLWAF8FPgycX44B3A58OiLmZObuRgvdsGFDo6n7DQ4ONj1mqnViTWBdzerEujqxJrAuSZIkSS9ng7mOo161iK3bdoyJzTuqmwVHz21TRZL0yjLzSoCIGBOPiB8AzgWuPMjQLcAfUC2t8QngvwEfALZn5khNzoll+/iyT2aORMR2YDHwZKO19vf309PT02g6g4ODDAwMNJzfiud3vMTOXSNjYod69k9HTa2wruZ0Yl2dWBN0fl3Dw8Mt/fJKnavZ57IkzVb2MCS1mw3mOkb2wjdz65jYGdHrw1nS4epqqqUuhusdzMy3jW5HxO8DjwIfAvaNS91b/uwaF++qOXbY2rlrxGe/JHUQn8uS1Bh7GJLazTWYJWnmeyvwl/UORMTCiKhdl7kLGAG2Agsj4sgS7+PADOUngCVlfDewAHhmCuqWJEmSJEkdzgazJM1gEXEcMC8zHztIygvAh8oLAgHeDdxZ1lNeD1xS4pcD95TtdWWfcnx9M+svS5IkSZKkmcMlMiRpZjsZ2Dw+GBE3A3dl5l0RcTHwJxExD/gWB5rHK4FbI+JaYBPw9hJfBayJiIeBZ4EVU3wPkiRJkiSpQ9lglqQZJjNPqtn+B+BNddLWAXtKznrgjDrnGaJ6OeD4+DbgwsmpVpIkSZIkHc5sMDdoZM9e38oqaSbpBu5udxGSJEmSJOnwZoO5QcO79/DQd743JuZbWSUdrjLz8+2uQZIkSZIkHf5sMEuSJElTICKOAe4HLsjM70bE1cB7gH3AA8AvZ+ZL48YsBdYCvUACKzLzhYhYBNxGtbb+08DFmflURMwFbgHOBHYCl2bmI9Nzh5IkSRIc0e4CJEmSpJkmIt4IfA1YXvaXAx8Efhz4Eap/h19TZ+hqYHVmnkrVhF5V4tcB6zPzNOAm4PoSfw/wYom/D1gzFfcjSZIkHYwNZkmSJGnyXUXVQH6y7A8DKzNze2buA/4ZWFo7ICLmAOcAd5TQGuCisn0+1QxmgNuB80r+/nhm3gcsLrOgJUmSpGnhEhmSJEnSJMvMKwEiYnR/CBgqscXAu4F3jBt2HLA9M0fK/hbgxLJ9fNknM0ciYjuwuDY+bsymRmvdsGFDo6n7DQ4ONj2mWd3zFjG0afOYWN/CPTz+2LMHHTMddbWiE+vqxJrAuprRiTVB59YlSZo6NpglSZKkaRIRJwD3ALdk5v8ed/gIqvWZa+0tf3aNi3eVY+PHdNWMaUh/fz89PT0N5w8ODjIwMNDMJVqyddsOlj135JhY35Jeeo89pa11NasT6+rEmsC6mtGJNcGBuoaHh1v65ZUk6fDkEhmSJEnSNIiIU6le+ndrZv52nZStwMKIGO2q9nFgiY0ngCXlPN3AAuAZYHPJG7WkZowkSZI05WwwS5IkSVMsIhYAXwKuzcw/rJeTmbuB9cAlJXQ51WxngHVln3J8fcnfH4+Is4Bdmdnw8hiSJEnSRLlEhiRJkjT1rgS+D3h/RLy/xO7KzI9ExM1l+y5gJXBrRFxLtY7y20vuKmBNRDwMPAusKPEbgc+U+DBw2fTcjiRJklSxwSxJkiRNkcw8qWz+UfmqZx2wp+QPAefWOc824MI68V3AFZNQqiRJktQSl8iQJEmS2qsbuLfdRUiSJEmtcAazJEmS1EaZ+fl21yBJkiS1yhnMkiRJkiRJkqSW2GCWJEmSJEmSJLXEBrMkSZIkSZIkqSU2mCVJkiRJkiRJLbHBLEmSJEmSJElqiQ1mSZIkSZIkSVJLbDBLkiRJkiRJklpig1mSJEmSJEmS1BIbzJIkSZIkSZKklthgliRJkiRJkiS1xAazJEmSJEmSJKklNpglSZIkSZIkSS2xwSxJkiRJkiRJakn3RAZHxEeBi8vu3Zn5oYj4M+As4MUS/1hm3jlu3OnAzcAxwH3AuzJzJCKWAmuBXiCBFZn5QkQsAm4DTgaeBi7OzKcmUrskSZIkSZIkaWJansEcEW8BfhL4UeB0YCAi3gacCZyTmaeXrzvrDF8LvDszlwNdwFUlvhpYnZmnAg8Aq0r8OmB9Zp4G3ARc32rdkiRJkiRJkqTJMZElMrYA78/MlzJzN/AvwNLy9dmIeCgiPhYRY64REcuAeZn59RJaA1wUEXOAc4A7auNl+3yqGcwAtwPnlXxJkiRJkiRJUpu0vERGZj48uh0RP0C1VMbZwLnASuA54IvAO6lmHY86nqo5PWoLcCJwHLA9M0fGxceMKUtpbAcWA082Wu+GDRsaTaV73iKGNg2NiZ3wmjkvi/Ut3MPjjz3b8Hknw+Dg4LRer1GdWFcn1gTW1axOrKsTa5IkSZIkSWqHCa3BDBARPwTcDXwwMxN4W82xG4HLGdtgPgLYV7PfBeytE6fER3NqddUca0h/fz89PT0N5T648VGWLV02JjZ//vyXxfqW9NJ77CnNlDEhg4ODDAwMTNv1GtWJdXViTWBdzerEumprGh4ebuqXV5IkzVTP73iJnbtGxsTmHdXNgqPntqkiSZIkTZeJvuTvzcAXgPdl5l9GxA8DyzPzCyWlC9g9bthmoK9mfwnVTOStwMKIODIz95Sc0RnKT5S8zRHRDSwAnplI7ZIkSZImx85dI3wzt46JnRG9NpglSZJmgYm85O/7gb8GLs3MvyzhLuCPI+LVZY3kq4ExL/nLzCFgV2lOA1wG3FPWcV4PXFLilwP3lO11ZZ9yfH3JlyRJkiRJkiS1yURmMH8AOAr4VESMxv4U+B3g74A5wBcy83aAiFgHfCQzHwBWADdFxDHAN4EbyviVwK0RcS2wCXh7ia8C1kTEw8CzZbwkSZIkSZIkqY0m8pK/9wLvPcjh1XVi9wI7y9gHgTfUOecQ1UsCx8e3ARe2WqskSZIkSZIkafK1vERGC7YCG6fxepIkSZIkSZKkKTShl/w1IzPXTte1JEmSJEmSJElTbzpnMEuSJEmSJEmSZhAbzJIkSZIkSZKklthgliRJkiRJkiS1xAazJEmSJEmSJKklNpglSZIkSZIkSS2xwSxJkiRJkiRJaokNZkmSJEmSJElSS2wwS5IkSZIkSZJaYoNZkiRJkiRJktQSG8ySJEmSJEmSpJbYYJYkSZIkSZIktaS73QVIkiZPRBwD3A9ckJnfjYg/A84CXiwpH8vMO8eNOR24GTgGuA94V2aORMRSYC3QCySwIjNfiIhFwG3AycDTwMWZ+dQ03J4kSZIkSeowzmCWpBkiIt4IfA1YXhM+EzgnM08vX3fWGboWeHdmLge6gKtKfDWwOjNPBR4AVpX4dcD6zDwNuAm4fvLvRpIkSZIkHQ5sMEvSzHEVcA3wJEBEHA0sBT4bEQ9FxMciYsxzPyKWAfMy8+sltAa4KCLmAOcAd9TGy/b5VDOYAW4Hziv5kiRJkiRplnGJDEmaITLzSoCIGA0tAb4CrASeA74IvJNq1vGo44EtNftbgBOB44DtmTkyLj5mTFlKYzuwmNLYbsSGDRsaTd1vcHCw6THN6J63iKFNm8fE+hbu4fHHnm1bTa2yruZ0Yl2dWBNYlyRJkqSXs8EsSTNUZv4r8LbR/Yi4EbicsQ3mI4B9NftdwN46cUp8NKdWV82xhvT399PT09Nw/uDgIAMDA81comlbt+1g2XNHjon1Leml99hT2lZTK6yrOZ1YVyfWBJ1f1/DwcEu/vJIkSZI0MS6RIUkzVET8cET8XE2oC9g9Lm0z0Fezv4RqJvJWYGFEjHZc+zgwQ/mJkkdEdAMLgGcmt3pJkiRJknQ4sMEsSTNXF/DHEfHqskby1cCYl/xl5hCwKyLeXEKXAfdk5m5gPXBJiV8O3FO215V9yvH1JV+SJEmSJM0yLpEhSTNUZj4UEb8D/B0wB/hCZt4OEBHrgI9k5gPACuCmiDgG+CZwQznFSuDWiLgW2AS8vcRXAWsi4mHg2TJekiRJ6ngR8QfAcZn5jog4HbgZOAa4D3hXzTtIRvMXUb3g+mTgaeDizHwqIuYCtwBnAjuBSzPzkYjoAj4JXEC1jNxVmfl303R7ktQWNpglaYbJzJNqtlcDq+uk3Uv1D2Ey80HgDXXOMwScWye+DbhwcqqVJEmSpkdE/AfgCuDuEloLXJmZX4+IW4CrgD8ZN+w6qk/snR8RlwHXU32K7z3Ai5l5WkScA6wB3gT8HHAa8IPAa4G7I+K08Y1rSZpJXCJDkmanrcDGdhchSZIkTYeIOBb4f4BPlP1lwLzM/HpJWQNcVGfo+VQzmAFuB84ry8/tj2fmfcDiiFha4n+ZmXsz81tUnwT88Sm5KUnqEM5glqRZKDPXtrsGSZIkaRp9Bvgt4PvL/vHAlprjW4AT64zbn5eZIxGxHVh8iPGNnvegNmzY0Ew63fMWMbRpaEysb+EeHn/s2abOM9kGBwfbev16OrEm6My6rKlxnVjXdNdkg1mSJEnStHh+x0vs3DX2U+LzjupmwdFz21SRpNkgIq4EHs/ML0fEO0r4CGBfTVoX1ZrJ43XV2d97iPGNnveg+vv76enpaTj/wY2PsmzpsjGxviW99B57SjOXnVSDg4MMDAy07fr1dGJN0Jl1WVPjOrGuejUNDw83/curZthgliRJkjQtdu4a4Zu5dUzsjOi1wSxpql0C9EXEPwHHAvOpmsB9NTlLgCfrjH2iHNscEd3AAuAZYHMZ/+i48aPxVzqvJM0YrsEsSZIkSZJmrMz8j5nZn5mnAx8B7srM/wzsiog3l7TLgHvqDF8HXF62L6F64d/u2nhEnAXsysxNJb4iIo6MiNcCy4F/nKp7k6RO4AxmSZIkSZI0G60AboqIY4BvAjcARMTHgScz80+BVcCaiHgYeLaMAbgR+EyJD1M1qAHuAN4IPFT235mZO6fjZiSpXWwwS5IkSZKkWSEz1wBryvaDwBvqpP018GMlZxtwYZ3z7AKuqBPfB3ygfEnSrOASGZIkSZIkSQf0AX/R7iIk6XDhDGZJkiRJkqQiM+9udw2SdDhxBrMkSZIkSZIkqSXOYJYkSZKmQHlp1P3ABZn53Yh4C/ApYB7wV5l5bZ0xS4G1QC+QwIrMfCEiFgG3AScDTwMXZ+ZTETEXuAU4E9gJXJqZj0zD7UmSJEmAM5glSZKkSRcRbwS+Biwv+/OAzwI/A5wGvD4izqszdDWwOjNPBR4AVpX4dcD6zDwNuAm4vsTfA7xY4u+jvLhKkiRJmi42mCVJkqTJdxVwDfBk2X8D8O3MfCwzR6hmKV9UOyAi5gDnAHeU0JqanPOpZjAD3A6cV/L3xzPzPmBxmQUtSZIkTQuXyJAkSZImWWZeCRARo6HjgS01KVuAE8cNOw7YXhrQ43P2j8/MkYjYDiw+xHk3NVrrhg0bGk3db3BwcMx+97xFDG3aPCbWt3APjz/2bEt5zeYerK5O0Yl1dWJNYF3N6MSaoHPrkiRNHRvMkiRJ0tQ7AthXs98F7H2FHGpyusbFR8c3ct5D6u/vp6enp+H8wcFBBgYGxsS2btvBsueOHBPrW9JL77GntJTXbO7B6uoEnVhXJ9YE1tWMTqwJDtQ1PDzc0i+vJEmHJ5fIkCRJkqbeZqCvZn8JB5bPGLUVWBgRo13VvpqcJ8oYIqIbWAA80+B5JUmSpCljg1mSJEmaet8AIiJeWxrIlwL31CZk5m5gPXBJCV1ek7Ou7FOOry/5++MRcRawKzMbXh5DkiRJmigbzJIkSdIUy8xdwDuALwAbgUcoL/OLiJsj4sKSuhK4OiI2AmcD15b4KuBNEfFwybmmxG8Eekr8BuCyqb8bSZIk6QDXYJYkSZKmSGaeVLP9ZeB1ddLWAXtKzhBwbp3zbAMurBPfBVwxOdVKkiRJzXMGsyRJktRe3cC97S5CkiRJaoUzmCVJkqQ2yszPt7sGSZIkqVXOYJYkSZIkSZIktcQGsyRJkiRJkiSpJTaYJUmSJEmSJEktscEsSZIkSZIkSWqJDWZJkiRJkiRJUktsMEuSJEmSJEmSWmKDWZIkSZIkSZLUEhvMkiRJkiRJkqSW2GCWJEmSJEmSJLXEBrMkSZIkSZIkqSU2mCVJkiRJkiRJLbHBLEmSJEmSJElqiQ1mSZIkSZIkSVJLbDBLkiRJkiRJklpig1mSJEmSJEmS1BIbzJIkSZIkSZKklnS3uwBJkiRJasTInr1s3bZjTGzeUd0sOHpumyqSJEmSDWZJkiRJh4Xh3Xt46DvfGxM7I3ptMEuSJLWRS2RIkiRJkiRJklpig1mSJEmSJEmS1BIbzJIkSZIkSZKklthgliRJkiRJkiS1ZEIv+YuIjwIXl927M/NDEfEW4FPAPOCvMvPaOuOWAmuBXiCBFZn5QkQsAm4DTgaeBi7OzKciYi5wC3AmsBO4NDMfmUjtkiRJkiRJkqSJaXkGc2kk/yTwo8DpwEBEvB34LPAzwGnA6yPivDrDVwOrM/NU4AFgVYlfB6zPzNOAm4DrS/w9wIsl/j5gTat1S5LUqJE9e9m6bceYr+d3vNTusiRJkiRJ6hgTmcG8BXh/Zr4EEBH/AiwHvp2Zj5XYWuAi4J7RQRExBzgHeGsJrQG+CnwYOL8cA7gd+HTJPx/4CEBm3hcRiyNiaWZuarTYDRs2NHxj3fMWMbRpaEzshNfMeVmsb+EeHn/s2YbPOxkGBwen9XqN6sS6OrEmsK5mdWJdnViTpsbw7j089J3vjYmdEb0sOHpumyqSJEmSJKmztNxgzsyHR7cj4geolsq4karxPGoLcOK4occB2zNzpE7O8aPjM3MkIrYDi2vj48Y03GDu7++np6enodwHNz7KsqXLxsTmz5//sljfkl56jz2l0RImbHBwkIGBgWm7XqM6sa5OrAmsq1mdWFdtTcPDw0398kqSJEmSJGmmmfBL/iLih4C/AT4I/Cuwr+ZwF7C3zjX3jYuN5nSNi4+OHz+m3nklSZIkSZIkSdNoQg3miHgz8GXgNzLzVmAz0FeTsgR4ctywrcDCiDiy7PfV5DxRxhAR3cAC4JkGzytJkiRJkiRJmkYtL5EREd8P/DVwSWZ+pYS/UR2K1wKPAZdSvfRvv8zcHRHrgUuAvwAu58AazevK/ifK8fUlfzT+tYg4C9jVzPrLkjRbRMQxwP3ABZn53Yi4mupFqfuoXqr6y6Nr59eMuQL4XeDfSujuzPytiFgKrAV6gQRWZOYLEbEIuA04GXgauDgzn5qG25MkSZIkSR1mIjOYPwAcBXwqIv4pIv4JeEf5+gKwEXgEuAMgIm6OiAvL2JXA1RGxETgbuG4RJRsAACAASURBVLbEVwFvioiHS841JX4j0FPiNwCXTaBuSZqRIuKNwNeoXrhKRCynWr7ox4EfoXrmX1Nn6JnAr2fm6eXrt0p8NbA6M0+lak6vKvHrqH4BeBpwE3D9FN2SJEmSJEnqcBN5yd97gfce5PDr6sTWAXvK2CHg3Drn3AZcWCe+C7ii1VolaZa4iqqB/LmyPwyszMztABHxz8DSOuNeD/xARPwm8CDwq8ALwDnAW0vOGuCrwIeB88sxgNuBT0fEnMzc3WihrbwccXBwsOkxzeiet4ihTZvHxE54zRyGNg2NifUt3MPjjz07LTW1yrqa04l1dWJNYF2SJEmSXq7lBnOL17p7Gq8nSbNKZl4JEBGj+0PAUIktBt5N9SmT8bYAf0C1tMYngP9G9SmV7Zk5UpNzYtk+vuyTmSMRsR1YTBNr4/f399PT09PwvQ0ODjIwMNBwfiu2btvBsueOHBObP38+y5YuGxPrW9JL77GnTEtNrbCu5nRiXZ1YE3R+XcPDwy398kqSJEnSxExbgzkzPz9d15IkHRARJ1CtdX9LZv7v8ccz8201ub8PPAp8iGrd5lp7y59d4+JdNcckSZIkSdIsMpE1mCVJHS4iTqWamXxrZv52neMLI+LXakJdwAiwFVgYEaNTevs4MEP5CWBJGd8NLACemZo7kCRJkiRJncwGsyTNUBGxAPgScG1m/uFB0l4APlReEAjVMhp3lvWU1wOXlPjlVLOgoVpT//KyfQnVC/8aXn9ZkiRJkiTNHNO5BrMkaXpdCXwf8P6IeH+J3ZWZH4mIm8v2XRFxMfAnETEP+BYHmscrgVsj4lpgE/D2El8FrImIh4FngRXTdD+SJEmSJKnD2GCWpBkmM08qm39UvupZB+wp+euBM+qcZwg4t058G3DhJJQqSZIkSZIOcy6RIUmzUzdwb7uLkCRJkiRJhzdnMEvSLJSZn293DZIkSZIk6fDnDGZJkiRJkiRJUktsMEuSJEmSJEmSWuISGZIkSZLaZmTPXrZu2/Gy+PDuPW2oRpIkSc2ywSxJkiSpbYZ37+Gh73zvZfFY9uo2VCNJkqRmuUSGJEmSJEmSJKklNpglSZIkSZIkSS2xwSxJkiRJkiRJaokNZkmSJEmSJElSS2wwS5IkSZIkSZJaYoNZkiRJkiRJktQSG8ySJEmSJEmSpJbYYJYkSZIkSZIktcQGsyRJkiRJkiSpJTaYJUmSJEmSJEktscEsSZIkSZIkSWpJd7sLkCRJkmaTiPhF4L+U3Xsy8wPjji8F1gK9QAIrMvOFiFgE3AacDDwNXJyZT0XEXOAW4ExgJ3BpZj4yPXcjSZKk2c4ZzJIkSdI0iYijgRuAfw+8Djg7It4yLm01sDozTwUeAFaV+HXA+sw8DbgJuL7E3wO8WOLvA9ZM6U1IkiRJNWwwS5IkSdPnSKp/g78KmFO+do4ejIg5wDnAHSW0BriobJ9PNYMZ4HbgvJK/P56Z9wGLyyxoSZIkacq5RIYkSZI0TTLz+YhYBTwC7AC+Ctxfk3IcsD0zR8r+FuDEsn182SczRyJiO7C4Nj5uzKZGatqwYUPT9zE4ODhmv3veIoY2bR4T61u4h8cfe/YV8054zRyGNg297Br14vVitdcZX1en6MS6OrEmsK5mdGJN0Ll1SZKmjg1mSZIkaZpExI8AvwQsA56jWmv5A8AnS8oRwL5xw/aWP7vGxbvKsfFjumrGvKL+/n56enoaTWdwcJCBgYExsa3bdrDsuSPHxPqW9NJ77CmvmDd//nyWLV32suvUi9eLjV6nXl2doBPr6sSawLqa0Yk1wYG6hoeHW/rllSTp8OQSGZIkSdL0+U/AlzNza2YOUy2BcW7N8a3AwogY7cL2AU+W7SeAJQAR0Q0sAJ4BNpe8UUtqxkiSJElTygazJEmSNH0eBN4SEa+KiC7gp4F/HD2YmbuB9cAlJXQ5cE/ZXlf2KcfXl/z98Yg4C9iVmQ0tjyFJkiRNlA1mSZIkaZpk5peoXtA3CDxE9ZK/342ImyPiwpK2Erg6IjYCZwPXlvgq4E0R8XDJuabEbwR6SvwG4LJpuRlJkiQJ12CWJEmSplVm/h7we7WxiFgH7CnHhxi7bMbouG3AhXXiu4ArpqJWSZopIuLjwM9TrVl/S2Z+KiLeAnwKmAf8VWZeW2fcUqr18nuBBFZk5gsRsQi4DTgZeBq4ODOfioi5wC3AmcBO4NLMfGTq71CS2scZzJIkSVL7dQP3trsISZqJIuLfAz8B/AhV4/dXI+J1wGeBnwFOA14fEefVGb4aWJ2ZpwIPUH2aBOA6qqWKTgNuAq4v8fcAL5b4+6jW2pekGc0ZzJIkzQLP73iJnbtGxsTmHdXNgqPntqkiSbUy8/PtrmGyjezZy9ZtO8bEhnfvaVM1kmazzPxqRPxfmTkSESdQ9UIWAd/OzMcAImItcBEH1r0nIuYA5wBvLaE1wFeBDwPnl2NQLX306ZJ/PvCRct37ImJxRCxtZm38DRs2NHV/3fMWMbRpaEysb+EeHn/s2abOM9kGBwfbev16OrEm6My6rKlxnVjXdNdkg1mSpFlg564Rvplbx8TOiF4bzJKmzPDuPTz0ne+NicWyV7epGkmzXWbujoiPAR8A/l/geGBLTcoW4MRxw44DtmfmSJ2c/eNL43o7sPgQ5224wdzf309PT0+j6Ty48VGWLV02Jta3pJfeY09p+ByTbXBwkIGBgbZdv55OrAk6sy5ralwn1lWvpuHh4aZ/edUMl8iQJEmSJEkzXmZ+lKoJ/P3Acqr1mEd1AXvHDTliXA41OV3j4qPjx4+pd15JmlFsMEuSJEmSpBkrIk6NiNMBMnMH8D+oXqbaV5O2BHhy3NCtwMKIOLLs99XkPFHGEBHdwALgGWBzA+eVpBnFBrMkSZIkSZrJTgZuioieiJhL9WK/zwAREa8tDeRLqVl/GaplNYD1wCUldHlNzrqyTzm+vuTvj0fEWcCuZtZflqTDkQ1mSZIkSZI0Y2XmOuBu4P8Ag8D9mfmXwDuALwAbgUeAOwAi4uaIuLAMXwlcHREbgbOBa0t8FfCmiHi45FxT4jcCPSV+A3DZ1N6dJLWfL/mTJEmSJEkzWmb+V+C/jot9GXhdnfR1wJ6SM0S1nMb4820DLqwT3wVcMdF6Jelw4gxmSZIkSZKkA7qBe9tdhCQdLpzBLEmSJEmSVGTm59tdgyQdTpzBLEmSJEmSJElqiQ1mSZIkSZIkSVJLbDBLkiRJkiRJklpig1mSJEmSJEmS1BIbzJIkSZIkSZKklthgliRJkiRJkiS1xAazJEmSJEmSJKklNpglSZIkSZIkSS2xwSxJkiRJkiRJaokNZkmSJEmSJElSS2wwS5IkSZIkSZJaYoNZkiRJkiRJktSS7nYXIEmaPBFxDHA/cEFmfjci3gJ8CpgH/FVmXltnzFJgLdALJLAiM1+IiEXAbcDJwNPAxZn5VETMBW4BzgR2Apdm5iPTcHuSJEmSJKnDOINZkmaIiHgj8DVgedmfB3wW+BngNOD1EXFenaGrgdWZeSrwALCqxK8D1mfmacBNwPUl/h7gxRJ/H7BmSm5IkiRJkiR1PBvMkjRzXAVcAzxZ9t8AfDszH8vMEapZyhfVDoiIOcA5wB0ltKYm53yqGcwAtwPnlfz98cy8D1hcZkFLkiRJkqRZxiUyJGmGyMwrASJiNHQ8sKUmZQtw4rhhxwHbSwN6fM7+8Zk5EhHbgcWHOO+mRmvdsGFDo6n7DQ4ONj2mGd3zFjG0afOY2AmvmcPQpqExsb6Fe3j8sWenpaZW1aur3v3V3st0OJy+X+3WiTWBdUmSJEl6ORvMkjRzHQHsq9nvAva+Qg41OV3j4qPjGznvIfX399PT09Nw/uDgIAMDA81comlbt+1g2XNHjonNnz+fZUuXjYn1Leml99hTpqWmVhysrnr3N3ov7ayr3Tqxrk6sCTq/ruHh4ZZ+eSVJkiRpYmwwS9LMtRnoq9lfwoHlM0ZtBRZGxJGZuafkj+Y8UcZsjohuYAHwTM15Hz3EeWeV53e8xM5dIy+LzzuqmwVHz21DRZIkSZIkTQ/XYJakmesbQETEayPiSOBS4J7ahMzcDawHLimhy2ty1pV9yvH1JX9/PCLOAnZlZsPLY8xEO3eN8M3c+rKvek1nSZIkSZJmEhvMkjRDZeYu4B3AF4CNwCOUl/lFxM0RcWFJXQlcHREbgbOBa0t8FfCmiHi45FxT4jcCPSV+A3DZ1N+NJEmSJEnqRC6RIUkzTGaeVLP9ZeB1ddLWAXtKzhBwbp3zbAMurBPfBVwxOdVKkiRJkqTDmTOYJWl26gbubXcRkiRJkiTp8DbhGcwRcQxwP3BBZn43Iv4MOAt4saR8LDPvHDfmdOBm4BjgPuBdmTkSEUuBtUAvkMCKzHwhIhYBtwEnA08DF2fmUxOtXZJmq8z8fLtrkCRJkiRJh78JzWCOiDcCXwOW14TPBM7JzNPL1511hq4F3p2Zy4Eu4KoSXw2szsxTgQeo1v8EuI7q5VKnATcB10+kbkmSJEmSJEnSxE10iYyrqF769CRARBwNLAU+GxEPRcTHImLMNSJiGTAvM79eQmuAiyJiDnAO5QVUo/GyfT7VDGaA24HzSr4kSZIkSZIkqU0mtERGZl4JEBGjoSXAV4CVwHPAF4F3Us06HnU8sKVmfwtwInAcsD0zR8bFx4wpS2lsBxZTGtuN2LBhQ6OpdM9bxNCmoTGxE14z52WxvoV7ePyxZxs+72QYHByc1us1qhPr6sSawLqa1Yl1dWJNkiRJkiRJ7TDhNZhrZea/Am8b3Y+IG4HLGdtgPgLYV7PfBeytE6fER3NqddUca0h/fz89PT0N5T648VGWLV02JjZ//vyXxfqW9NJ77CnNlDEhg4ODDAwMTNv1GtWJdXViTWBdzerEumprGh4ebuqXV5IkSZIkSTPNRJfIGCMifjgifq4m1AXsHpe2Geir2V9CNRN5K7AwIo4s8T4OzFB+ouQREd3AAuCZyaxdkiRJkiRJktScSW0wUzWU/zgiXl3WSL4aGPOSv8wcAnZFxJtL6DLgnszcDawHLinxy4F7yva6sk85vr7kS5IkSZIkSZLaZFIbzJn5EPA7wN8BG4F/yszbASJiXUScWVJXAH8UEY8A84EbSnwlcHVEbATOBq4t8VXAmyLi4ZJzzWTWLUmSJEmSJElq3qSswZyZJ9VsrwZW10m7F9hZch4E3lDnPEPAuXXi24ALJ6NWSZIkSZIkSdLkmOwlMg5lK9WsZkmSJEmSJEnSDDApM5gbkZlrp+takiRJkiRJkqSpN50zmCVJkiRJkiRJM4gNZkmSJEmSJElSS2wwS5IkSZIkSZJaYoNZkiRJkiRJktSSaXvJnyRJ7fD8jpfYuWtkTGzeUd0sOHpumyqSJEmSJGnmsMEsSZrRdu4a4Zu5dUzsjOi1wSxJkiRJ0iRwiQxJkiRJkiRJUktsMEuSJEmSJEmSWmKDWZIkSZIkSZLUEhvMkiRJkiRJkqSW2GCWJEmSJEmSJLXEBrMkSZIkSZIkqSU2mCVJkiRJkiRJLbHBLEmSJEmSJElqSXe7C5AkSZJmk4j4aeCjwKuAL2Xme8cdPx24GTgGuA94V2aORMRSYC3QCySwIjNfiIhFwG3AycDTwMWZ+dRU1X/UqxaxdduOMbHh3Xum6nKSJEnqcM5gliRJkqZJRJwM/CnwVuBHgDMi4rxxaWuBd2fmcqALuKrEVwOrM/NU4AFgVYlfB6zPzNOAm4Drp/IeRvbCN3PrmK+RPXun8pKSJEnqYM5gliRJkqbP24C/yszNABFxCbBr9GBELAPmZebXS2gN8LGIuBk4h6oxPRr/KvBh4PxyDOB24NMRMSczdzdS0IYNG5q6ge55ixjaNDQmdsJr5kxqrJncvoV7ePyxZwEYHBxs6l6mSyfW1Yk1gXU1oxNrgs6tS5I0dWwwS5IkSdPntcBLEXEXsBT4IgdmIgMcD2yp2d8CnAgcB2zPzJFx8TFjylIa24HFwJONFNTf309PT0/DN/DgxkdZtnTZmNj8+fMnNdZMbt+SXnqPPYXBwUEGBgYavo/p0ol1dWJNYF3N6MSa4EBdw8PDTf/ySpJ0+HKJDEmSJGn6dANvAd4J/BjwRuCKmuNHAPtq9ruAvXXilPhoTq2ummOSJEnSlLLBLEmSJE2fp4B7M/PpzNwJ3Am8oeb4ZqDv/2fv3uPkLMs7/n+SbA4LCQmnmChmEZQL2lQoUbQqlirSH2rx9FMUCngC+SFFW7W2Ch5ae/KAiiXVghg01kNRWhRordRKrELLomBIuSoUN0SQCBEIJtlkN/n98TwbZjeTZHd2Z+bZnc/79cqLnWvuZ+Y7o7n2yT333E/N7UUUK5HXA/MjYkZZX8zjK5R/Vo4jIrqAecBDTXsFkiRJUg0nmCVJkqTW+SbwuxGxoJwsPhnYuWFpZvYBWyLiuWXpDOD6cj/lVcCpZf1M4Pry5+vK25T3rxrt/suSJEnSeDnBLEmSJLVIZt4MfBj4HrAG6AM+FxHXRcQzymGnAx+PiDuBucAlZf084JyIWAMcD1xY1i8Cnh0Rd5Rj3tqSFyNJkiThRf4kSZKklsrMK4AramsR8W1gc3n/bQzfNmPouD7ghDr1DcApzcgqSZIk7Y0rmCVJkqT2W0+xolmSJEmaVFzBLEmSJLVZZq5sdwZJkiSpEa5gliRJkiRJkiQ1xAlmSZIkSZIkSVJDnGCWJEmSJEmSJDXECWZJkiRJkiRJUkO8yJ8kSZKkKWXjpq1s3jIwrNY9p4t5+8xqUyJJkqSpywlmSZIkSVPK5i0D3Jrrh9WOjYVOMEuSJDWBW2RIkiRJkiRJkhriBLMkSZIkSZIkqSFOMEuSJEmSJEmSGuIEsyRJkiRJkiSpIU4wS5IkSZIkSZIa4gSzJEmSJEmSJKkhXe0OIElqroh4M3B+TekpwBcy8/yaMe8H3gj8sixdlpmXRsQxwOXAfsCNwLmZORARS4CVwEIggdMz87HmvxpJkiRJklQlrmCWpCkuMy/PzGMy8xjgdGA98IERw54BvHZoXGZeWtZXAudn5hHANODssr4cWJ6ZRwK3ABc1+3VIkiRJkqTqcQWzJHWWvwPek5kPjqg/A3hPRPRQrFR+J/AEoDszbyrHrAA+GBGXA88HXl5T/y7w7tGGWL169ZiD9/b2jvkYgK7uBfStXTestnj+IPfe8/Bexz3pwJn0re3b7bFDmeodu7vnaYV679Vo34dmavR/w2arYq4qZgJzSZIkSdqVE8yS1CEi4kSKCeN/HFGfC/wQeBdwF8WE8UXAN4H7a4beDxwCHAQ8mpkDI+qjtnTpUmbPnj3q8b29vSxbtmwsT7HT+g2b6HlkxrDa4kULWXjA4XsdN3fuXHqW9NQ9tjZTvWN39zzNtrv3arTvQ6tztVsVc1UxE1Q/V39/f0MfXkmSOkO5JdxrypvXZuYfl+fHFwPdwFcy88I6x9XdGi4iFgBfBA4DfgG8JjN/HhGzgM9SLODYDJyWmXc2+eVJUlu5RYYkdY63UJxAD5OZj2XmizPzznLS+GPAiyl+R+yoGToN2F6nTlmXJEmSKqecSD4J+E3gGGBZRLwOuAJ4GXAU8MyIOLnO4bvbGu5DwKrMPAq4DPhkWb8A+FVZfzvF4g1JmtKcYJakDlCupPht4Jo69y2JiDfWlKYB24B1wOKa+iLgPoo9nOdHxNBy2MVlXZIkjdLGTVtZv2HTsD8bN21tdyxpqrofeEdmbs3MbcD/AEcAP8nMe8pFFiuBV9ceFBEzKbaGu6osragZ8xKKFcwAXwJOLsfvrGfmjcDB5SpoSZqy3CJDkjrD04H/zcxf1blvM/DhiPgO8FPgrcDVmdkXEVsi4rmZ+Z/AGcD1mbktIlYBpwL/AJwJXN+SVyFJ0hSxecsAt+b6YbVjYyHz9pnVpkTS1JWZdwz9HBFPo9gq41PU3w6u1p62hnvi0PGZORARjwIH19ZHHLN2tHnHuuVTca2N3V83pF2qeI2EKmaCauYy0+hVMVerMznBLEmd4TCKFck7RcR1wPsy85aIeAvwDWAW8D2KbTIATgcui4j9gFuBS8r6ecCVEXEhxcny65r/EiRJkqTGRcSvA9dSXHtkgGIV85Ch7eBq7WlruGkj6rvbTq7e4+7RWK9Xctuau3d73ZB2qeK1G6qYCaqZy0yjV8Vc9TI1+3olTjBLUgfIzK8CXx1R/jbF6mUy82vA1+ocdxtwXJ16H3DChAeVJEmSmiAinktxvvv2zPxyRPw29beDq7Vza7jMHGT41nA/K49ZFxFdwDzgIR7fZu7uPTyuJE0p7sEsSZ1rPbCm3SEkSZKkZoqIJwP/BJyWmV8uyzcXd8VTy2uLnMaIbd/K/ZqHtoaD4VvDXVfeprx/VTl+Zz0ingdsycxRb48hSZORK5glqUNl5sp2Z5AkSZJa4J3AHODiiBiqfRp4PcWq5jkUE8NXAUTE5cA1mXkNu98a7iJgRUTcATxMsbUcFHs7f6as91Ncx0SSpjQnmCVJkiRJ0pSVmW8D3rabu4+uU7sOGCyPrbs1XGZuAE6pU98CnNVoVkmajJxgliRNShs3bWXzloFhte45XczbZ1abEo3OZM0tSZLUQbooLgYoSRoFJ5glSZPS5i0D3Jrrh9WOjYWVn6idrLklSZI6RXmBbEnSKHmRP0mSJEmSJElSQ1zBLEmSJKkjuW2RJEnS+DnBLEmSJKkjuW2RJEnS+LlFhiRJkiRJkiSpIU4wS5IkSZIkSZIa4gSzJEmSJEmSJKkhTjBLkiRJkiRJkhriBLMkSZIkSZIkqSFOMEuSJEmSJEmSGuIEsyRJkiRJkiSpIU4wS5IkSZIkSZIa0jXeB4iI/YDvAy/NzJ9GxInAxUA38JXMvLDOMUuAlcBCIIHTM/OxiFgAfBE4DPgF8JrM/HlEzAI+CzwD2Ayclpl3jje7JEmSJEmSJKlx41rBHBHPAr4HHFHe7gauAF4GHAU8MyJOrnPocmB5Zh4J3AJcVNY/BKzKzKOAy4BPlvULgF+V9bcDK8aTW5IkSZIkSZI0fuPdIuNs4K3AfeXt44CfZOY9mTlAsUr51bUHRMRM4PnAVWVpRc2Yl1CsYAb4EnByOX5nPTNvBA4uV0FLkiRJkiRJktpkXFtkZOabASJiqPRE4P6aIfcDh4w47CDg0XICeuSYncdn5kBEPAocvIfHXTvarKtXrx7tULq6F9C3tm9Y7UkHztyltnj+IPfe8/CoH3ci9Pb2tvT5RquKuaqYCcw1VlXMVcVMkiRJkiRJ7TDuPZhHmA7sqLk9Ddi+lzHUjJk2oj50/Gged4+WLl3K7NmzRzX2tjV307OkZ1ht7ty5u9QWL1rIwgMOH0uMcent7WXZsmUte77RqmKuKmYCc41VFXPVZurv7x/Th1eSJEmSJElTzXi3yBhpHbC45vYiHt8+Y8h6YH5EzChvL64Z87PyGCKiC5gHPDTKx5UkSZIkSZIktdBETzDfDEREPLWcQD4NuL52QGZuA1YBp5alM2vGXFfeprx/VTl+Zz0ingdsycxRb48hSZIkSZIkSZp4EzrBnJlbgNcDXwPWAHdSXswvIi6PiFPKoecB50TEGuB44MKyfhHw7Ii4oxzz1rL+KWB2Wb8EOGMic0uSJEmSJEmSxm5C9mDOzENrfr4BOLrOsOuAwXJMH3BCncfZAJxSp74FOGsiskqSJEmaOgYGt7N+wya6uhewfsMmAPq3DbY5lSRJUueY6Iv87e25rm3h80mSJEma4vq3DXL7XQ/St3YdPY8Ul3mJnv3bnEqSJKlztGyCOTO/2qrnkiRJkiRJkiQ130Rf5E+SJEmSJEmS1CGcYJYkSZIkSZIkNcQJZkmSJEmSJElSQ5xgliRJkiRJkiQ1xAlmSZIkSZIkSVJDnGCWJEmSJEmSJDWkq90BJEmSpE4TER8FDsrM14+oLwFWAguBBE7PzMciYgHwReAw4BfAazLz5xExC/gs8AxgM3BaZt7ZulciSZKkTucKZkmSJKmFIuKFwFm7uXs5sDwzjwRuAS4q6x8CVmXmUcBlwCfL+gXAr8r624EVzcotSZIk1eMKZkmSJKlFIuIA4C+AvwSOHnHfTOD5wMvL0grgu8C7gZeU9wF8Cbi0HP8S4H0AmXljRBwcEUsyc+1oM61evXpMr6GrewF9a/uG1Z504MwJrTV6/NB/641bPH+Qe+95uM5rWbfXcePV29u7S61Vzz2WTFVgrtGrYiaobi5JUvM4wSxJkiS1zmeA9wJPrnPfQcCjmTlQ3r4fOKT8+YnlbTJzICIeBQ6urY84ZtQTzEuXLmX27NmjfgG3rbmbniU9w2pz586d0Fojx/et7dt5X71xixctZOEBhw+rrd+wiZ5HZux13Hj09vaybNmyXeqteO6xZmo3c41eFTPB47n6+/vH/OGVJGnycosMSdKUMTC4nfUbNg37079tsN2xJAmAiHgzcG9m3rCbIdOBHSNq28v/ThtRn1beN/KYaTXHSJIkSU3nCmZJ0pTRv22Q2+96cFgtevZvUxpJ2sWpwOKI+BFwADA3Ij6emX9Y3r8emB8RMzJzEFgM3Ffe9zNgEbAuIrqAecBDwLpy3N3luEU1x0iSJElN5wpmSZIkqQUy80WZuTQzj6HYN/mamsllMnMbsIpiIhrgTOD68ufrytuU968qx++sR8TzgC1j2X9ZkiRJGi8nmCVJkqQ2iojLI+KU8uZ5wDkRsQY4HriwrF8EPDsi7ijHvLWsfwqYXdYvAc5oXXJJkiTJLTIkSZKklsvMFcCK8uZ1wGBZ7wNOqDN+A3BKnfoW4KwmxZQkSZL2yhXMkiRJUnt1Ad9udwhJkiSpEa5gliRJktooM7/a7gySJElSo1zBLEmSJEmSJElqiBPMkiRJkiRJkqSGOMEsSZIkSZIkSWqIE8ySJEmSJEmSpIZ4kT9JmuIi4jvAQmBbWXpLZt5cWMYc8QAAIABJREFUc/+JwMVAN/CVzLywrB8DXA7sB9wInJuZAxGxBFhZPmYCp2fmY616PZIkSZIkqTpcwSxJU1hETAOOAI7OzGPKP7WTy93AFcDLgKOAZ0bEyeXdK4HzM/MIYBpwdllfDizPzCOBW4CLWvNqJEmSJElS1TjBLElTW5T//VZE3BYR54+4/zjgJ5l5T2YOUEwqvzoieoDuzLypHLeirM8Eng9cVVtv5guQJEmSJEnV5RYZkjS17Q/cAPwBMBP4j4jIzPy38v4nAvfXjL8fOGQP9YOAR8vJ6Nr6mKxevXqsh9Db2zvsdlf3AvrWrhtWe9KBM+lb27fX2uL5g9x7z8MNPV7tsUOZ6h07luepN248Rr5XrXrevamXqwqqmKuKmcBckiRJknblBLMkTWGZ+QPgB0O3I+KzwIuBoQnm6cCOmkOmAdvHUKesj8nSpUuZPXv2qMf39vaybNmyYbX1GzbR88iMYbW5c+fSs6Rnr7XFixay8IDDG3q8oWNrM9U7dizPU29co+q9V6143kZztVsVc1UxE1Q/V39/f0MfXkmSJEkaH7fIkKQpLCKeFxEvrClN4/GL/QGsAxbX3F4E3LeH+npgfkQMzVQuLuuSJEmSJKkDOcEsSVPbAuAjETEnIuYBZwFX19x/MxAR8dRy0vg04PrM7AO2RMRzy3FnlPVtwCrg1LJ+JnB9K16IJEmSJEmqHieYJWkKy8xvAtcCPwR6gSsy8wcR8aOIeGJmbgFeD3wNWAPcyeMX8Dsd+HhE3AnMBS4p6+cB50TEGuB44MJWvR5JkiRJklQt7sHcRhs3bWXzloFhte45XczbZ1abEkmaijLzIuCiEeXvAI+V998AHF3nuNuA4+rU+4ATJjyoJEmSJEmadJxgbqPNWwa4NdcPqx0bC51gltRUETENuCUzH213FkmSJEmSNLk5wSxJHSYzdwBfbHcOSZIkSZI0+bkHsyRJkiRJkiSpIU4wS5IkSZIkSZIa4gSzJEmSJEmSJKkhTjBLkiRJkiRJkhriBLMkSZIkSZIkqSFOMEuSJEmSJEmSGuIEsyRJkiRJkiSpIU4wS5IkSZIkSZIa4gSzJEmSJEmSJKkhTjBLkiRJkiRJkhriBLMkSZIkSZIkqSFOMEuSJEmSJEmSGuIEsyRJkiRJkiSpIV3tDqDhBga3s37DpmG17jldzNtnVpsSSZIkSZIkSVJ9TjBXTP+2QW6/68FhtWNjoRPMkiRJkiRJkirHLTIkSZIkSZIkSQ1xglmSJEmSJEmS1BAnmCVJkiRJkiRJDXGCWZIkSZIkSZLUECeYJUmSJEmSJEkN6Wp3AEmSJEmSpGaLiP2A7wMvzcyfRsSJwMVAN/CVzLywzjFLgJXAQiCB0zPzsYhYAHwROAz4BfCazPx5RMwCPgs8A9gMnJaZd7bg5UlS27iCWZIkSZIkTWkR8Szge8AR5e1u4ArgZcBRwDMj4uQ6hy4HlmfmkcAtwEVl/UPAqsw8CrgM+GRZvwD4VVl/O7CiKS9IkirEFcySJEmSJGmqOxt4K/CF8vZxwE8y8x6AiFgJvBq4fuiAiJgJPB94eVlaAXwXeDfwkvI+gC8Bl5bjXwK8DyAzb4yIgyNiSWauHW3Q1atXj+mFdXUvoG9t37Da4vmD3HvPw2N6nInW29vb1uevp4qZoJq5zDR6VczV6kxOMEuSJEmSpCktM98MEBFDpScC99cMuR84ZMRhBwGPZuZAnTE7j8/MgYh4FDh4D4876gnmpUuXMnv27NEO57Y1d9OzpGdYbfGihSw84PBhtY2btrJ5y8CwWvecLubtM2vUzzVavb29LFu2bMIfdzyqmAmqmctMo1fFXPUy9ff3j/nDq7FwglmSJEmSJHWa6cCOmtvTgO17GUPNmGkj6kPHj+Zx22LzlgFuzfXDasfGwqZMMEvqLO7BLEmSJEmSOs06YHHN7UXAfSPGrAfmR8SM8vbimjE/K48hIrqAecBDo3xcSZpSnGCWJHWcgcHtrN+wadif/m2D7Y4lSZKk1rkZiIh4ajmBfBo1+y8DZOY2YBVwalk6s2bMdeVtyvtXleN31iPiecCWsey/LEmTkVtkSJI6Tv+2QW6/68FhtejZv01pJEmS1GqZuSUiXg98DZhDMTF8FUBEXA5ck5nXAOcBV0bEhRT7KL+ufIiLgBURcQfwMHB6Wf8U8Jmy3g+c0ZpX1JihhRe1mrUvs6SpywlmSZIkSZLUETLz0JqfbwCOrjPsOmCwHNMHnFDncTYAp9SpbwHOmpi0zVdv4YX7MksaKyeYJUmSJE159VbpuT2SpN3oAq5tdwhJmiycYJYkSZI05bk9kqTRysyvtjuDJE0mTZlgjojvAAuBbWXpLZl5c839JwIXA93AVzLzwrJ+DHA5sB9wI3BuZg5ExBJgZfmYCZyemY81I7smzsZNW9m8ZWBYzb2cJEmSJEmSpKlj+kQ/YERMA44Ajs7MY8o/tZPL3cAVwMuAo4BnRsTJ5d0rgfMz8whgGnB2WV8OLM/MI4FbKDbT72gbN21l/YZNw/5s3LS13bGG2bxlgFtz/bA/IyecJUmSJEmSJE1ezVjBHOV/vxURBwKXZebf1tx/HPCTzLwHICJWAq+OiDVAd2beVI5bAXywvHrr84GX19S/C7x7LKFWr1496rFd3QvoW9s3rPakA2fuUls8f5B773l4LDHqPM+6MT1Pb2/vzmNv+vHwY5/9G4cwsLnxPOMxlKtWvdc33vdsvJmqwFxjU8VcVcwkSZIkSZLUDs2YYN4fuAH4A2Am8B8RkZn5b+X9TwTurxl/P3DIHuoHAY9m5sCI+pgsXbqU2bNnj2rsbWvupmdJz7Da3Llzd6ktXrSQhQccPtYoO63fsImeR2aM+nl6e3tZtmzZbo8db55G1eaq1c6Mu8vUbuYamyrmqs3U398/pg+vJEmSJEmSppoJn2DOzB8APxi6HRGfBV4MDE0wTwd21BwyDdg+hjplXZIkSZIkSZLURs3Yg/l5EfHCmtI0Hr/YH8A6YHHN7UXAfXuorwfmR8TQUtjFZV2SJEmSJEmS1EYTPsEMLAA+EhFzImIecBZwdc39NwMREU8tJ41PA67PzD5gS0Q8txx3RlnfBqwCTi3rZwLXNyG3JEmSJKlJJsOFyiVJ0tg1Y4uMb0bEs4AfAjOASzPzBxHxI+DFmXlfRLwe+BowB7gOuKo8/HTgsojYD7gVuKSsnwdcGREXAmuB10107om0cdNWNm8ZGFbrntPFvH1mtSmRJEmSJLXX5i0D3Jrrh9WOjYX+O0mSpEmuGRf5IzMvAi4aUf4O8Fh5/w3A0XWOuw04rk69DzhhwoM2iSdOkiS1nx/4qqoi4v3Aa8qb12bmH4+4/xjgcmA/4Ebg3MwciIglwEpgIZDA6Zn5WEQsAL4IHAb8AnhNZv68Na9GkiRJna4ZW2TsIiKmAbdk5qOteD5JkqShD3xr/4yccJZaLSJOBE4CfhM4BlgWEa8YMWwlcH5mHkFxPZOzy/pyYHlmHgncwuMLOj4ErMrMo4DLgE8291VIkiRJj2vJBHNm7sjML7biuSRJkqQKux94R2ZuLa818j/AkqE7I6IH6M7Mm8rSCuDVETETeD6Pby23Anh1+fNLKFYwA3wJOLkcL0nqUAOD23fZ87x/22C7Y0maopqyRYYkSZKkXWXmHUM/R8TTKLbKeG7NkCdSTEIPuR84BDgIeDQzB0bUhx1TbqXxKHAwcN9oMq1evXpMr6GrewF9a/uG1Z504MwJrTV6/NB/x/Pci+cPcu89D++SZzx6e3t3qRXv47qmP/dYMjXbaF5zO3KNRhVzVTETVDdXp+nfNsjtdz04rBY9+7cpjaSpzglmSZIkqcUi4teBa4F3ZeZPau6aDuyouT0N2F6nTlkfGlNrWs19e7V06VJmz5492uHctuZuepb0DKvNnTt3QmuNHN+3tm/nfeN57sWLFrLwgMN3ydOo3t5eli1btkt9/YZN9Dwyo6nPPdZMzba319yuXHtTxVxVzASP5+rv7x/zh1eSpMmrJVtkSJIkSSpExHOBG4A/ycwrR9y9Dlhcc3sRxUrk9cD8iBianVvM4yuUf1aOIyK6gHnAQ81JL0ma6uptr7Fx09Z2x5JUYU4wS5IkSS0SEU8G/gk4LTO/PPL+zOwDtpST0ABnANeX+zWvAk4t62cC15c/X1feprx/VTlekqQx69826IWSJY2JW2RIkiRJrfNOYA5wcUQM1T4NnAK8LzNvAU4HLouI/YBbgUvKcecBV0bEhcBa4HVl/SJgRUTcATxcHi9JkiS1hBPMkjTFRcT7KS4iBXBtZv5xnfvfCPyyLF2WmZdGxDHA5cB+wI3AueXFo5YAK4GFQAKnZ+ZjLXgpkjTpZebbgLeNrEfEPsDmcsxtwHF1ju0DTqhT30AxQS1JkiS1nFtkTHEbN2117ySpg0XEicBJwG8CxwDLIuIVI4Y9A3htZh5T/rm0rK8Ezs/MIyguGHV2WV8OLM/MI4FbKFbOSZLGZz2wpt0hJEmSpLFyBfMUt3nLALfm+mG1Y2Mh8/aZ1aZEklrsfuAdmbkVICL+B1gyYswzgPdERA/FSuV3Ak8AujPzpnLMCuCDEXE58Hzg5TX17wLvHkuoRq4q3tvbO+x2V/cC+tauG1Z70oEz6Vvb19Ta4vmD3HvPw8My1csycuyectcbNx4j36tWPe/e1MvVTKN9za3ONRpVzATmaqbMXNnuDNq9jZu27rL/aPecLs+pJUmScIJZkqa0zLxj6OeIeBrFVhnPranNBX4IvAu4i2LC+CLgmxST00PuBw4BDgIezcyBEfUxWbp0KbNnzx71+N7eXpYtWzastn7DJnoemTGsNnfuXHqW9DS1tnjRQhYecPiwTPWy1I7dW+564xpV771qxfM2mquZRvOaJyLXRE88teO9Go2q5+rv72/owytpNFy0IUmStHtOMEtSB4iIXweuBd6VmT8Zqpd7J7+4ZtzHgCuA64AdNQ8xDdhOsbVSbZ2yLnUsJ54kSZIkdTL3YJakKS4ingvcAPxJZl454r4lEfHGmtI0YBuwDlhcU18E3EexR+j8iBhaFrq4rEuSJEmSpA7kBLMkTWER8WTgn4DTMvPLdYZsBj4cEU+JiGnAW4GrM7MP2FJOTgOcAVyfmduAVcCpZf1M4PqmvghJkiRJklRZbpEhSVPbO4E5wMURMVT7NHAK8L7MvCUi3gJ8A5gFfA/4WDnudOCyiNgPuBW4pKyfB1wZERcCa4HXteKFSJIkSZKk6nGCWZKmsMx8G/C2kfWI2Idi9TKZ+TXga3WOvQ04rk69DzhhorNKklQFA4PbWb9h07Ba/7bBNqXRWE30hVclSdLeOcEsSZ1pPbCm3SEkSaqa/m2D3H7Xg8Nq0bN/m9JorLzwqiRJrecEsyR1oMxc2e4MkiRNZvVWOrtSVpIkdSInmCVJkiRpjOqtdHalrCRJ6kROMEuSJElSE9XbF9h9nSVJ0lThBLMkSZIkNVG9fYHd11mSJE0V09sdQJIkSZIkSZI0OTnBLEmSJEmSJElqiBPMkiRJkiRJkqSGuAezJEmSJEmSdmtgcDvrN2waVuue08W8fWa1KZGkKnGCWZIkSZIkSbvVv22Q2+96cFjt2FjoBLMkwAlmSZLGZGj1Rlf3gp2rOPq3DbY5lSRJkiRJ7eEEsyRJYzC0eqNv7Tp6HpkBQPTs3+ZUkiRJkiS1hxf5kyRJkiRJkiQ1xBXMkiRNMRs3bWXzloFhNbfxkCRJkiQ1gxPMkiRNMZu3DHBrrh9WcxsPSZIkSVIzuEWGJEmSJEmSJKkhrmCWJKlJBga3s37DpmE1t6qQJEmSJE0lTjBLktQk/dsGuf2uB4fV3KpCkiRJkjSVuEWGJEmSJEmSJKkhrmCWJtDGTVvZvGVgWK17Thfz9pnVpkSSphJ7jCRVW72tkbq6F7g9kqQpqV7P89xU6kxOMEsTaPOWAW7N9cNqx8ZCf8FKmhD2GEmqtnpbI/WtXcdJxx/UpkSS1Dz1ep7nplJncosMSZIkSZIkSVJDXME8DvW+DgL4FThJ0rjV2w7D3y+SpLHY3dZKkiRJE8mzi3Go93UQgOjZvw1pJElTSb3tMPz9Ikkai91trSRJkjSRnGBukXqrnV2JJkmjM2ffBfZQSZIkSZIqyAnmFqm32tmVaJI0OgPbcTXvJOHXsSVJkiSps/gvPkmSNGH8OrYkSZIkdRYnmKVJZnerA+ftM6tNiSRJkiRJktSpnGCWJpndrQ50glmSJEmSJEmtNr3dASRJkiRJkiRJk5MrmCeBgcHtrN+wia7uBazfsAkoLhooSZoahvp8Lfu8JGks6m2jNtG/S+o9B7hdmyRJnc4J5kmgf9sgt9/1IH1r19HzyAwAomf/NqeSJE2UoT5fyz4vSRqLetuoTfTvknrPAW7XJklSp3OCWZIkVZYXNpUkSZKkanOCWZIkNaQVX8f2wqaSJEmSVG1OMEuSpIa04uvYkqTqq3ctAb9tIklS53CCWZIkSZLUsHrXEvDbJlJnGvrAqat7wc4PnqZPh+3bh4/zQyhpanGCWYB7XEqSJg9XykmSJFXT0AdOfWvX0fPIDKD4hlv2/XLYOD+EkqYWJ5inkHr/4B7tXpjj3eOyFftwSpIErpSTJEmSpCpxgnkKqfcP7vHshVlvwhrqrxJr1z6cu1t5LUmSJEmSJKn5nInTbtWbsIZqrRLb3cprSZIkaSpwKztJklR1TjBLkjSJjfy2SVf3ArcokqQpZLxb2UmSJDWbE8ySJE1iI79t0rd2HScdf1DDj+dKOUlqn/FcU0WStKvac9uu7gWs37DJc1upCZxgliRJO7lSTpLaZ6KvqSJJVVXvA7VmTPzWntv2rV1HzyMz6p7bushCGh8nmDvQZF0ZUa/hNyO3v1gkSZLUSTz/ldRq9T5Qa+eiBhdZSOPjBHMHmqwrI+o1/Gbk9heLJDWfkxmSVB2e/0qqgnqL4WD054ijXZQ2WRfdSVXmBLM0Cq36+o4kdQonMyRJklSr3mI4gKc/9aBdJo6nT4ft23c9/o7/e2hYrd6itMm66E6qMieYNWYjJ1u7uhdM+U/7qvb1HUnSxKm32gX8IFFSdY1n9d3A4PadF7oa67GS1A67mxDOvl/uUpPUHk4wa8xGNve+tes46fiD2phIkqTG1VtNDX6QKKm6xrP6rn/bIDf9uLjQ1Z6OHe9XyMdzfL0P/uqtVvSDQEmSqmHSTDBHxGnAhcBM4BOZeWmbI2mCuA+nNDnZlzXVuT2SJhN7sibaeL9CPtrja3vt0Mrq3X3NfeRqRT8IVJXZlyV1kkkxwRwRTwL+AlgG9APfj4jvZOaa9ibTRGjFPpx+/VmaWPZldQK3R9JkYU/WZFbba/vWFiurRzuR7YW6VFX2ZU0GrVrs56LCzjApJpiBE4F/z8wNABFxFfD/An82imNnAGzdunXUT7Zj+yDTR9QGB7YxncG91sYydqy1WV3Tdt7XrOdo5PXN6po26uO39Pdz3wPD/7fYOrC94XH1nmNgW3Fcf3//ztrGjZtZPWIVBMDSww5k1owduxw/2ufp75+xS21v4/r7+/nV5m1s6d/71/7mzO5i3+6ZY36ORtS+X1VSxVxDmWr6yvje/Mmp0b485p4M4+vL7erJ7co4lp7caB/b09jR9uXRPk+ze/LuxjXjecaiir0Pmper3u/Fer8Dd6e/v9+ePMV6ciPHV+FcuV5tLH25VbXa92q8jzeRGYdyjfbYTZu38H8/e2RY7bAnze+Yc+VmZhpPX7YnA1OwL7erJ09kxrH2mHrzEvX+3T6eGsDc/Q7mvgceburz1KttHdjO/64d/s2QIw89gI0bNzFj9rydmer93R/tnMbenqfWaHpMFXsxVDPXyEzN7svTduzYsfdRbRYRfwrsm5kXlrffDByXmefs7dje3t7nAauaHFFSZzt+2bJl32t3iFZqtC/bkyW1gD3ZniypOjquJ4N9WVKlNaUvT5YVzNOB2pnwaUCdz0Xq+m/geOB+qPNRmCQ1bgawmKLPdJpG+7I9WVKz2JMfZ0+W1G6d3JPBviypepralyfLBPM6iiY7ZBFw32gOXLZsWT/QcZ+YSmqZu9sdoE0a6sv2ZElNZk8u2JMlVUGn9mSwL0uqpqb15ckywfxt4AMRcTDwK+BVwF63x5AkNY19WZKqw54sSdViX5bUUUbuA19Jmfkz4L3Ad4AfAf+Qmf/V3lSS1Lnsy5JUHfZkSaoW+7KkTjMpLvInSZIkSZIkSaqeSbGCWZIkSZIkSZJUPU4wS5IkSZIkSZIa4gSzJEmSJEmSJKkhTjBLkiRJkiRJkhriBLMkSZIkSZIkqSFOMJci4rCIOCYiZkbEjHbnGY+ImNbuDCNVMRNUN5fU6ezJzWcuSWMxVfpyVXuMuSSNxVTpyZKmDieYgYh4JXAt8BFgBfD2iJjf1lANiohuYL9256hVxUxQ3VyTSVX/0VHVXBode3LzmWtqqmrvq2oujd5U6ctV7THmmrqq2v+qmkujM4V68kER8YR25xgpIp4aEU9pd45avleaDDp+gjki9gV+HzgtM18E/DPQA7wnIibVCVVErAQ+D3wrIs6MiC4z1VfVXCNFxIIRtytxMhgRMwEyc0d521yaEPbk5jPX+FSxL1e191U1l8ZmqvTlqvYYc41PFXsyVLf/VTWXRm8K9eR/BC4HvhcR50fE4e3OBBARXwc+AfxbRLw3Ik5ocyTfK00aHT/BDOwADgaWlLevAr4BzAHOnCxfN4mIPwTmZeargfcDfwi8beRJV6dnqnKukSLiM8DfR8TlEfGqiJibmTsioq1/byNiOfB3EbE8IpZFxJwyV1tPUKuaS2NmTzZXZXKNVMW+XNXeV9Vcasik78tV7THmGp8q9uQyVyX7X1VzacymQk8+E5idmS8HzgKeD5wVEb/e5lwvBmZm5kuBVwD7Aq+IiJPamMn3SpNGx08wZ+Ym4LPAyRFxdGZuB/4duIXiL++sduYbg18BtwFk5r8AbwF+j+LTzXZ9Ol3FTFXOtVNE/BHwZOAc4G6K/y++NyLmZeb2dmWMiIuAQ4EPUPSPN1KcyHQPrYQwl8bDnmyuiuXaqYp9uaq9r6q51Jgp0per2mPM1aAq9uQyVyX7X1VzaeymSE/eCjwMkJnfBz5IMWH+8oiY3cZc04B5ETE7M38MfAb4JfDCiDi0TZl8rzRpdPwEc+lair+0ry2b9GBmfgE4AHhqe6ON2r3A06Lclycz/wt4N/AnEXFSm04cqpipyrlq7Q9ck5kPAx+l+P/oPOCCsom3PGO5GmQRsCIz1wEXUPzj4xiKTyvb0k+qmkvjYk82V1Vy1apUX65q76tqLo3bZO/LVe0x5mpcpXoyVLf/VTWXxmWy9+QfAtsj4lkR0ZWZdwAfA15F8WFWu/w78D8Ufy+6M7MP+AJwFPDCNmXyvdKk4S8TIDN/AVxK8X5cEBGnRsRrKL568kBbw+1BRPx1RLwzIv44M6+n+HTrYxGxX9l8bgYuBlq26XoVM1U51x78F/CyiFiWmduAbwP/ChwGLG5HoPLT8R8CL4qIwzNzK3AFxS+WFwFt+TpWVXOpcfZkc9mX966qva+quTQ+k7EvV7XHmGvCVKonQ3X7X1VzqXGTtCdfGhF/FcVWLQ8ADwFvBn69nKD8MfApoKVbP0TEZyPi0xFxFcUq/3XAc4D/p/xGxN3A54CjW/VhjO+VJqtpO3ZU4QPoaoiIg4CTgNMolvd/LDN/1N5U9UXE31Js5v9p4G3AAHA28HcU2S8DeoGvA/+SmZ/sxExVzlUn5wXAPsD3gEeBlwJzgS9n5u3lmG+Ut7/Ywlxvotjr6yaKvb3eAKwBvpmZ95ZjbgI+lJnf7PRcmjj2ZHO1OlednJXry1XtfVXNpYk1WfpyVXuMucads3I9uXzOSva/qubSxJlEPflvKFa2/gnw58B24OMUk6bbgB9Q7CO9Avh+Zv5Vi3JdCBxHsbfxXwIzgRsoVvfPAh6j2I7kEuBHmfm+FmTyvdKk5acKNTLzwcz8B+CVwBur2Jxh59ecDgD+JDOvzcyTKE6yLqH45XIPcC5F41nbosnlymWqcq46Of8eeAnFCf17y5+3lLd/PyJeUDN8sIW5LgNeR/EJ5ecpPiXtA5ZR7Pt0TDl0A8VKl47OpYllTzZXK3PVyVm5vlzV3lfVXJp4k6EvV7XHmGvcOSvXk8tclex/Vc2liTUZenLpIOBvM3NNZr6K4v+L51Jsb/PfFHtHf4Gix7RkwrR0MHB1Zv4yM/8/YHWZZRXFFhD7Ax8G7mnhhKnvlSYtJ5jryMyt5Vetqmo6sBn4zaFCZr4W6AK+kJkfoFh1cE5mvgV2njx2WqYq59opIhZSNOxTMvOjFBffmE+xj9y9wE+ByyLiaqA/M7/colyHAUsy88Tyl8RFFJ+QPwzcDDwB+FxEXANsysxvdXIuNY892Vz25er2vqrmUnNVvC9XtceYq0FV7Mllrkr2v6rmUvNUvCdD8ff06VFelC4z30mx4vUjmXl5Zr4ReENmvhVa2mNuA34tIp5c5voExYTu2cD1mXk+cHZmvq2FuXyvNGm5RcYkEhGvpLhK8gPA4cA/Ay/LzP+sGfMN4B2Z+b81tWnZpAtdVDFTlXPtIe8/Unx97ROZORgRyyhWjdyZmZeVjXxmZv5fOX56FvupNTNTF/APwJeAb2TmQES8iOJq3Ssy89qIOBKYl5n/3em51Hmq2mfMNWF5K9WXq9r7qppLnaeqPcZcE5a3Uj25fI5K9r+q5lJniYg3UExArqfY2uHLwAcy859rxnwb+GBmrqqpNbv3/QHFyv115Z+PUXxD45os9rYmIr4FfDozv96KXL5Xmir8VGGSiIgrgD+g+IToOor9tM4CboiI42uG7gfsW3tsExth5TJVOVednMdExHHlzX+iWE3wgjJHL8XFSt4dEYsz896aE+ZpTZ7EeFpbPJ9IAAAgAElEQVREPC0zByguCPIsygu6ZOa/UfwD5JKI2D8z76w5Me3IXOpMVe0z5hp3zsr15ar2vqrmUmeqao8x17hzVq4nl49fyf5X1VzqPFFsaXMmxRYKNwBPo9hP+CMR8coovpUwZFhPaXLv+zvgZcCBFFvHPAf4GvBahm8ds53imx1Nz+V7panEFcyTQEQ8A/hoZp5Q3n4JcDXFCda+FPvxfBv4NeD+zHx9J2aqcq46Ob9CsU/R/hQXTbkWOJFiD7TvZOZ15bhvAn+Qmfe0KNdKYBHFRv0/otio/33AXcDnM/OOctzXgDdn5i87OZc6U1X7jLnGnbNyfbmqva+qudSZqtpjzDXunJXryeXzVbL/VTWXOk9EHEVxwdAXlN82OJ5igvICYCPwLuARir2GH8jMM1qUqwe4Anh5Zm4se+FHgCuBX1Ds6/5UignTDZl5Wgsy+V5pSnEF8+TwGMXXJQDIzGuBUyg+yX8AeEX58+eHTgKj+XveVDFTlXPtFBEnAftlcRGV44BNwG9T7Im2DXhVRFwVEV+n2EeuVSfMpwEHZ+aJwO9SXBTkDIqLvCwC3h4Rn4iIq4DBFp4wVzKXOlpV+4y5GlTFvlzV3lfVXOpoVe0x5mpQFXtymauS/a+qudSxHqLYR3gRQBZbOpxFMTk5g+Lik38NXDI0YdqiHvMAxX7tyyJiZmbeQjGBewGwT2aeR/Gtjj8fmjBtQS7fK00prmCeJCLi+8D/1q4iiIhzKE66zqn9WlO0aA+tKmaqcq6a53w68DfAuZnZFxEzKL4GMwv4DNAPvBDYnOVFSqIF+xhFxPOANwAXZOavImImsILiHyEfBH6D4srT2zLz0k7Ppc5W1T5jrobzVa4vV7X3VTWXOltVe4y5Gs5XuZ5cPkcl+19Vc6lzRbFn+mAWFwwdqr0SOBd4ZWY+VlNv2f8XI+IjFFvtXJCZD5e1E4G/BX47Mx9odS7fK00lfspQcVFcpAGKT6OPiIhP19z930D3yJO+Zp8EVjFTlXPVMbRR/jMjYr/MHKS4uvPTgD/MzLWZ+bmaE+bpLWrYm4GFFCehZHEl4t+n2G/pjzJzVWZ+oubEtNNzqQNVtc+Ya9yq2Jer2vuqmksdqKo9xlzjVsWeDNXtf1XNpQ4REdPK/3YBZOargV+LiKtrhn0XeBQYqD22yR/WD+WaUT7Xuyi23flMRDyhrH0buJNi+52m5/K90lTmBHMF1Zz8kcVVf2dm5kbgVOC4iPh6RJwAXEixJ09HZqpyrj3JzHXAKuDNwO9ExEHlifM7gGkjv17SqhP7LC6W8l1geUQcGxFd5S+Ld1CnV3R6LnWOqvYZc02cKvblqva+quZS56hqjzHXxKliTy6fp5L9r6q51BkiontogrHsMbPLn58OLI6Ir0bEm4C/BzZm5pYW5ZpP8a0HstjfeCjX7wHTgI9FxF9GsdXOpmzB1jG+V5rq3CKjYiLiryi+inAbkJn5L2V9RvmXfTrwcYoTwH0z8x3l/U37WkIVM1U5114yz8rMreXP5wAvprhwyc0UX4O5PzPf2uZcFwEnU1xw4HbgA8DdQ++fudRJqtpnzDWhmSvXl6va+6qaS52jqj3GXBOauXI9uU6uyvS/quZSZ4iIjwOHAD8BfpKZnyvrszOzv/z5jygmKedm5gfLWrN7398BTwbuB36amX9RJ9crgQMpet8nmp3L90qdwAnmComIi4EjgY8BvwUcS3GV5E/t5bim7Y0WER8DjqpSpvLxK/de7eb5LgYeBuYC78vMLUMn9eX9vwscTfGVtnsz8z1lvdm/SN5f5toGXJaZ20b8EjkLeDrQU+b6w2ZlmQy51Jmq2mfsy+NTxb5c1d5X1VzqTFXtMfbk8aliTy4fv5L9r6q51Hki4i+BY4A/pfj7eQ6wKjPfu5fjmt373gM8H3gj8BTgcuD7mfmmduXyvVKncIK5QiLik8BnMnNNRBxAcTJ4HnB1Zl5ejjmL4qIcP2hBnmkUqxr+viqZarJV6r3aQ8ZDgU8Ab6I4sX9pZv5f7YlgObZ29UGzf5FcRrGa5RqKK3L/BvCszOyPiH0yc1PN2H0z81ednEudq4p9xr48IRkPpUJ9uaq9r6q51Lmq2GPsyROS8VAq1JPLx69k/6tqLnWmiLgQ+F5m/kcUF5Y8EvgscE1mfqgc8yaKLRW+1MJcZwP9mfn58vZ84IfAdZl5fll7C7AgM/+mRZl8r9QR3IO5AiLimPLH7cBHImJOZm4AbgQuA54dEYeWJ4dHAE+OcvP1ZipXBWyn2HOnEpmq+l7txlzgQ5n5ncz8feBbwFej2EeuPyKmRcQ5EfG0mhPmaU0+Me0C9gXenJmXZ+YZwBrg9vLEfVOZ6xUR0VNzYtqKXPtULZc6U5X7jH153CrVl+3J0t5VucfYk8etUj25fHz7sjQ624GPlx8GbcvMH1NsY3NcRPxWRMwrx3VFxP4tzNUPXBQRcwAy8xHgWcCy8u/HHIptKh6KiKe0KJPvlTqCE8xtFhFXAq8pb/450Ad8sDwZ3EhxRecnAU8oTw7/Ahik3IS9SZleExFnRsRCYDnFHl5/1s5MZa7KvVd7yDqdomE/e6iWmW8HbgH+tTxJ7AEWAOdExL7lmGZ+1e8pmTlQPucLanKdBvwA+MfyHxjLKFZEnBkRQ5v9N/urDrMorlJ7YsVyqcNUtc/Ylycka6X6sj1Z2ruq9hh78oRkrVRPLjPZl6U9iIhzI+L8iDiOovf9K/D5iNinHPI/wAPAvLLnrADuA5p6sbqI+NOIeG9EvBb4MvCPwI0RMRcgM38BXA/MyswtmfnvFHu7P9DETL5X6jhOMLdReRK4OTPfExGHUHyK/28Un3B9uPyE62cUG70vBMjiq0//nJmbm5Tpq8Drgd8D/ho4G/gxsAP4m3ZkKnOtpGLv1W5ynh4RvwUcBnwK+EBEvGro/sw8F7gLiMz8aWZ+GPg6sLXJuS6luFo4FKtXlkexp92QdwOPAQdm5i2Z+WcUV6Pe1uRcJ0fEURS96EPA31YhlzpTFXtymcu+PL6clevL9mRp7+zJY85lTx5fLvuytAcR8Q/AS4DDKba0uZSix9xN8SHHgrKXPJnigyyy2Ev9P5rc+1ZQfFD1K+A5wLeBL1B8I+LmiDgkiu2MfmsoV+n2rNlWZoIz+V6pI7kHc5tExEuB92TmcyLiCxR/gR8Dfgn8C/AMiqsA/x/FyeKrW5DpycAnMvNV5e3fBX6H4mti36b4xPwFwD2tylTmeB3wpsw8sSrv1W5yfg5YAvyI4n36M2AtxcqC0zLzqnLcjcB7KfZh2hEj9kxrUq7NmXleTe2lFCf152bmv5a17wEXZOat5e39MvPRJuZaCSwC1lP8I2g5xT+CPgO8JTO/1Y5c6kxV7MllLvvy+HJWri/bk6W9syePOZc9efy57MvSbpSrbq/IzNeWt48CTgeWUnxb4nUU/e9nwCPl6vpWZfs8cHYW2+rsC7yL4gPA36O4mN7xFB9Q/Twz39CCPFV+rz4HnJeZm6vwXmnqcYK5DSLiCRRfc/on4BGKKzr/eUQ8h+KCDQdl5jvK25sz84flcc28gv1bgP8CvgT8aWZeXdZfALwIuDMzr4yI51JsPt/0TOXj/znF10ROpnjPrsnMD7XzvdpNzl8DLs3M3ylvP5Ni9cBZFKswrgT+E3gaxRWdW9KwI+JM4G0U79VHKVasLABWUuyndDXw9xT/8Lg393LF2AnMdRzwF5n5oog4GDiO4irnf0bx9ZuvtCOXOlMVe3L5+Pbl8eWsXF+2J0t7Z08ecy578vhy2ZelPYiIJcBm4Cbgg/n4BeGeSvH3dyAzP1j+Hd+amXeV9zf7opfPzsybIuI/gW9k5l+X9ZnAe4BDM/MNEbEYmJ7FNziamisiDgU2Unxo9teZeUVZb/d79RTgIeAG4CuZ+dGy3rb3SlOTW2S0WER8Gvgi8A6KKwAfAmR593+Xfw6P4mts32/R5PJlwO+Wz/U3wHMi4lnl3d+h2AvolQCZ+Z8tPGG+lGL1wg7gVcB84I7y7v+fvXsPl7MqD7//DQlEUA5FQIKYUPDlFpsKJVBBBfEVaxFErBwq4aSCICpq5dW2cmi90F8VCxXk4I9DAxJAhYrIwVpQIZw8bBUJmBtKMeEQCoqKHBIIyfvHWhsmw+yd2bMPM9n7+7muXOxZs55n1vPM7Hs/3LOee3XlXA1iCfBElHpxZOZPgDcCXwE2BP4KOJ9yYf2+Os6x+P1bSDlPp1H+J+3vKO/xlygLhewM3ATM7b8wjXJbzKipx/0sNf5k5qOZeTXwccrvxSPArmM9Lk1MvRiT6/6Ny8PXi3HZmCwNwpg85HEZk4fPuCwNoMbkc4HjgW8A746IPerT/wP8CNguSp33uxoSpqO96OVelDI2O1Jm3r67flkEpa78ZcA6EbFJZi5uSJiO5sLNX6V88fOPwD8B74iId9Snu3muzqZ8GXUS8H+A/SLi4Pp0V86Vxi8TzGMoIk4EXk6px/MQsBHwVuCqKKv/PpuZ11Fus9u8cdtRTC6fBTyZmX8TEe8CtqFc0BwaEX9WX/cMYHJEbDYWY6rjOodyHrYHNs/M/wUOBq7v1rkaYJx/GhFrZub/UL6tvKZhHD8HPkz5tvI3mfmThtkuo/0t5XYR8YrMvAFYQKmxdHaWWnb/CbyPUj/wvzPzmsy8oGFco/m+/gOwcz03y+v73O/7lNkr761/dMdsXJqYejEm13EZl4c3zp6Ly8ZkadWMyUMelzF5eOMyLkuDaIjJ76SUsnkNJUl6YES8MzOXZ+ZVwHrAFo3bjsFn8Q+UcjufpNQUPg44KCIOrOO6E5g2VuOKcofLNEqJif9LOU//Cbw3It7WrXMVEX9Hif97UkonbUkp03F4ROzbjXOl8W1KtwcwwcwALs1SH+hUyorTcygXqcdExB8oFzcPZea9oz2YiPgTyrfyX4mILwPrUi5CX0UJ1NtExHXA6ykXfQ+N9pjquA4C1snM2VEWKXlHRGyTmT+OcovY39dztRNjdK4GGOf/pQTp+yPifuBI4OyI+FZmvrt2uwM4kKYvc0b5gvkM4LXA/0bE4sz8REQsBR5t6PY/wOT6b9kYjescyq2bX6hNRwEnRMRpmXlMZj4TEXcAr2+eWeO3pxolPRWTwbg8AuPsubhsTJbaZkxuf1zG5OGNy7gsrVpjTP43Su3gSyilFv4pInah1BW+PzMXjNWgoszU/29KLferKXXwn6X8zfhSRLyJEnfuzcwfj9GwNgLm1d/R3SmJ5mWUvxdnRMSlwCzG+FxR7mq5sY7rV8A+lJi7FDg3InYA/oKxPVcax5zBPLZ+DPxJlMLvz9V/62Tmw5Q6PTOA6zLzUBj925wy83fA+ym31s3IzPdn5gHAR4HLKbeGLQf+KzMPG4sxVVdl5uw6xgcot5q8qT73LOUbwWmUhT/G5Fw1q99S/imwF3BeHc83gb8HnouIeRGxJ2V18Ucyc1RXvm4Y1ycpi4G8nfL+TY+IrTPzLGDDiDgxIram3LbzSGYuG3hvIzquf6Wsbn0o8LGIOI5yK+e5wLoRcU2UWlQfrePyG1ONhZ6KyWBcHo5ejMvGZGlIjMntMyZ3Pi7jstSexpgMMBV4IDPPAQ6i3Gkyd4xjH5m5IjMXU74Emgf8FzVGA9tS7pL493yh1M5YjOtO4I1RSk/sTSlH8UNgMeWug4eA/xjrc0U5N/8SEd+klP/5ECUpfyulJNFPGPtzpXHMBPPY+hrw7cx8qn7L/ASl7heUhRvmZubpMHa3OWVZbfh44J54oSZaH+XbNjLz/3RhTL/vf73adC+wX/9zmfntzPx4Zv7rWI6ryVLK/+QsoSx48AnKSrAnZ+a+wLXAn1MWfDmqjnMsAvbGwNWZ+Uxm/rQ+3q4+9zDwOkpdqIcz8yNjMa6IeBnlguS6iDidMmNkBeUW0xOAYymrrb+PctHyibEYl0QPxmQwLg9DL8ZlY7LUPmNy+2MyJnfOuCy1pzEmL6PE5AfqcwcAP83MuTC2MSYi1oiIyZTFONegzMB9mvI78+bMvCozvz7G47oBuJ+yWOjVmTk/M8+lzGJ+NDPPzszzxnhMZOZNwKuB7wInZeYdWUp1PAUsyszLM/PSsR6Xxq9JK1b4GeqGiJhK+XbtQOrsh/4ZBl0Yy1qUgDwZeGVm3hsRVwEXZOY3uzGmZhHxbeDBzDy622MBqLcEXQrMzswf1raNgFOByzPziqb+Y7ICa0TsQ7n95uTMfDwirgEuzsyLBug/VuPanjK75leZuXdtW4syo+U/stbbG+txSf16KSbX8RiXh6gX47IxWeqMMXnojMltj8u4LA1Ri5j8XP9s3C6O6UjKHSYPAh8B3gGslZlndmk8WwOnU75cOylLyaIrgBsy89RujKlhbH9Fmb382cz8eUR8A/hZZv5LN8el8ccZzN2zBrAVcDPweHbp9jWALLekrQHsC3wzIr4HPN0LF8wNMzOOpdzCtmc3xwPlPcrMeZRb5/rrT5GZvwHuodyes5IxujCdVC/WT8nMx2vzGpSVpomICyPivU39x2pcP6P8UXu4Xiz3f+7uo2nhmfqcF8waaz0Tk8G4PFS9GJeNydKwGJPbZEwe8riMy9LQNcfkw6Drs+hvoty9sX+W+veXdyu5DJCZd1N+hxcAF9Qv/ZZ2O7lc/ZQSe/89Ir5L+dLW5LJGnAnmLsnMpym3i/1nZn4YuntbQmYuBb4FHE75xm2//jF1YzwN4+q/eLofOCEzr+7GOCJi/YYx9b9H3wD+A/hyRPQvVPIXwDqMkVbjylIvsN8SYGlEnEf5A3dJc/+xGFe9cL6O8kd3/YjYtj69HbDmaI1DalevxeQ6JuPyIHoxLhuTpZFhTB7SuIzJQxyXcVkamh6NyXdS7pBYFhFTmn6vuzWm/6GU2NkT+FSWmv298HfiMeBEygz0EzPzb3thXBp/LJHRRRHxisz83/pzz93mFE2rE/eKsR5XROxPqRv37iwLzTQ+N4WyAMcJlBVZl2XmQT0wrsmURWfmAVtT6hY+X69tlC+YBxvXVOD/BS6kLCrwZP//oEnd1usxGYzLDa/Xc3HZmCyNLGNy54zJbY3LuCwNweoQk3uRfyc0kZhg7gH+cve2iHgLcD3wn8D7+i8EG/+w1lkIz2bmU83PdWFckzPzufrzicCWDbeWdnNcjedrK8r/YCwcq3FJ7TIm975ejMvGZGl0GJN7Xy/G5FWMy7gsdciYLGkgJpilVYiIfYHNKLeobQEc2DjbICJ2BO5suGAekz+6bYxre+CxzPx1fTxWi5S0c75uz1JXzosUSUPWi3HZmCxpourFmNzmuIzLkiSNEGuuSKs2H7g/M/tXqb04IjYFiIi3Ap8BXtPfeQwvAAcb19uA44CX18djskhJG+PanXK+ZvZ39oJZUgd6MS4bkyVNVL0Yk1c1LuOyJEkjyBnM0hBFxAWU1ZwPzsyH6iyDbYCvdfMC0HFJmqh6Mc704ph6eVySxo9ejTOOS5Kk0eMMZqlNdTEQao22p4H31cc/Af6ji0kMxyVpQurFONOLY+rlcUkaP3o1zjguSZJGnzOYpSHo1QU2HJekiaoX40wvjgl6d1ySxo9ejTOOS2pP/eLjY8CBwBRgLeA7wAmZuTQiXgl8DtgeWAEsAT6fmd9uc/8bAfcDczLzQw3tuwE/AC7sX3Sz4bkfAjtk5ssi4jLg1fWpbSklZ54DfpeZb1nFa28AfBbYDVhex/+VzDyvPj8HeBvwaN1kDeBlwNmZ+cXa59fAUsqXQo2OzsxbImJFw5gmAcuA8zLzzLr9FsD8eiynAbvW7V8L3New350zs/k1Gs/VVzJzZovnDgP2zcy96s//Dnw2M09s6DMJuBd4KjNnjsSYGvbd8v2tz72EUgJor3puJgMXAV+k3LVxce26IbB+fW2AC4CftzrmiPgK8JvM/KeGto8Cp9Xx3tbQPqce55cGO4YWx3QY8FHK78MU4Fbgk5n5h4i4BViH8nsSwB11szvrsd7b0LYG8ATwb5n5jaGMYXXhDGZpCDJzeQ3IwPPBuescl6SJqhfjTC+OCXp3XJLGj16NM45LattZwM7AWzNzO2BHSuLs3IjYGLgFuB7YNjO3BT4InFPrmrfjA8C3gQMjYsOm5xYD74yIdfobImIGsHX/48zcNzO3q2MDeEt9vKrk8kuAG4AHgO3r9vsA/xARH2joemr//jPzdZRk9IkR8ZqGPrMb+vT/u6Xh+f4xbQu8HTgkIj7ZPKbMPKbhWB5q2u+gidwhWAQc1NS2CyUp+iIjMKaW72+NbVdQEsc71/3vBrybkgC/q+F1TwDmNbzuqUM6YjgKmAt8fIjbvUgtWXQC8Lb6fr6O8qXBWQCZ+YY65ncATzeMeXbdRWPb64D3Ap+PiPcMd2y9yASzNESNt6v10q1rjkvSRNWLcaYXxwS9Oy5J40evxhnHJQ2uzmSdDXwgM/8AkJlPUhJ2VwBHAzdl5vP1wTPzdmBf4OE29r8GcCQwB5hHSU43eqy279PQdggvzGwdjgOAJzLzi5m5DCAzFwL7U2abDmRzymzbP3byopn5G+DvgGO79AXSHcATEfGGhrZDKTOHR9Qq3t9dKbOUP5GZSwAy87fAwcCNIziG3SgzoD8FvCsiXjXMXU6j5E3XAcjM5ygJ53M62Vn9zJ0A/H/DHFdPmtLtAUiSJEmSJKmrZgF3ZubjjY2Z+TBweS0VcG3zRpnZboLwrymJuuuAdYFTI+JL/Qnf6kLgcF5IKh9ASTIfNYTjaGUH4Obmxsz8WVPTJyLiIGC9+u8mYM/MfLChz9yIaJzNuzQzXz/Ia98ObAps1NHIh+9CSiL3ljo7fBfKlwV/PcKvM9j7uwPwo5qgfV5m3gPcM4JjOBqYm2XB1O8DHwE+PYz9XUv53Pw6In5JmcF/LXDNMPZ5O/Dnw9i+ZzmDWZIkSZIkaWJbzuA5olU9vyofoiT/lgFXUpKR+zX1+Q4wKyJeERFvBBZQZjYPV7tjP7WWPPhz4DZKveUfNvVpLpExWHIZSq1neHHd5rEyF/ibiFiLUpLiSkqZh5E22Ps73M/OQLXq16DUuyYiNqXMfr+gPncBcEREvLTTF83MZ2u5i+nAv1JqLV8AXNrpPimfh6eGsX3PMsEsSZIkSZI0sf0I2CYi1m1sjIhXRsTVlITrTs0bRcSREfF3g+241lJ+B/C3daG8pNxR/4nGfpn5DHA58LeUUg5zOjyWZgONfe+IOLm5vZYGORh4c/MYO7AjcF9mPjHM/XSkzkD/GbAHI3tOn9fG+3sbsGNdRLJxux0j4mttvMRvgJe3aH8F8Nv68xGU5O136hi+RJmFfmiL7doSEe+PiL0z86HMnJuZH6QscLlfXdCwEzvywsJ/44oJZkmSJEmSpAksMx+izHY9PyLWA6j/PZOSxPsqsFtEzO6vJxwRs4DPsuqE2ZGU+s2vzMwtMnMLSkmO7ZvqA0Mp6XAYpW7vd0fi2ChJ6/Uj4lP9Sc6I2BI4BfhVqw0y83fAJ4F/johXdvKiEbEZ8AVKsrObLqQcy/qZOX8U9j/o+5uZt1Jmo59SF1wkIl4BnA7c18b+FwBLIuKA/oaIeC3wFuC/6nt6BHBU/+tn5nTg88DHhlH/ejnwhYjYvKHtz4CFwO+GurOI2Bo4njIbetyxBvMoqx/0jwEHUs73WpTbPk7IzKU1UH2O8i3ICmAJ8PnM/Hab+98IuB+Yk5kfamjfDfgBcGFmHtq0zQ+BHTLzZRFxGfDq+tS2wHzKLQa/a2Ml1g0of0x2o/zirQC+kpnn1efnAG8DHq2brAG8DDg7M79Y+/yacttJ8+0iR2fmLRGxomFMkyi3cpyXmWfW7bcA5tdjOY3yRwjgtZRA1b/fnQda9bSeq69k5swWzx0G7JuZe9Wf/52yyumJDX0mAfcCT2XmzJEYU8O+W76/9bmXAJ8B9qrnZjKlWP8XKQX0++tWbUhZrbU/cF8A/LzVMUfEV4DfZOY/NbR9FDitjve2hvY59Tjb/mPZ4Tncoo798P7PVt3mWGBmZh7W7utrYjMeG487GVPDvidkPG5o/3Pgl8DfZ+YXGto/TFm8ZlZm/r62vQH4BvCGzFzU7pg0vhmDjcGdjKlh3xMyBtf35FrKbMBGv8nM3Ru2GyhGHwacBezYmFSKiKuAyzJzTrtj1oRxNCUBdktELAOmUhb4OzEzn6mfyS8C/xgRy4EnKYsC/tdAO4xSmuEDwPsb2zPznoi4hDLL9YyG9lujlDW4MjOXRcSwD6qOffc69jvqsT0HnDTY70Fmzo2IIygJ4vfW5uYazFDiyLn15x9ExHN1/yuA8/tj9QjaJiKaZ0QPlgS/AjibEitHVJvv7y3AeygJ3756/idT4vAqY2dmLo+IvSgJ6uMosf4J4OD6Ou+i/G2d27TpqZRrj3fUx5+LiH9qeP47mfleBpCZc6LUrb4mIqZS3s+7gbdnUz3pAawdEb+oPy+nXNv8Q2Ze3ca2qx0TzKPvLOBPgLdm5h9qoJwLnBvlNpJbgOOA92XmiojYlvINzFODBekGHwC+DRwYEZ/JzMb6RIuBd0bEOpn5FDx/68LW/R0yc9/+n+uF61uyrHQ6qHohd0M9lu1r4J8BXB8RNCQCT2282IqI6cCvIuLKzFxQm2dn5k8Hebnnx1QvLq+KiLUzc6VvfTLzmIbX+XUb++3EIuAg4MSGtl0o9YVeVEdnBMbU8v2tF59XUILbzpm5JCJeDlwNvCwzjwe2q30Po/4PQcNYdhvCGI6ivM8fp9yqNFxDOofVcuBfI+KmzGy+wJbaZTw2Hg9nTBM9Hh9dX/sjEfGv+cIK7GdExJsoiZJ31yTh14GDTC6riTHYGDycMU3kGHxvlpqwg2kZo6tJwCURsWNmLhmBcWscq5+dE1n5c9n4/H8DfzPEfT5DKWXQ6rmDGx7ObGhvjM+/pnwp17ztkGalZub/Mki5hFkVuv0AACAASURBVBxg4lJm7tbw8xareI1BxzTIsQy636a+P6QkZ1uZU/9RE+f9Pz9N+YKtcR8zR2JM7b6/WUqEHNOqX9M2z4+7qf1O4O0DbPNtyt+I5vbf8cJxX02ZGT8k9cuBQb8gaHUOa9tA79O4ZIJ5FNVv7WcD07KuxJqZT0bEUcAbKRcCN2Xm8zVnMvP2iNiXNqbbR8QalFsRjqZ8mD8I/EtDl8co34Dvwwvf3B9Sfx7uKqwHAE9knXVRx74wIvanzEgZyOaUi5w/dvKimfmb+j8hl0fEKZ3sY5juAF4V5TaPW2rboZRZEiO6Cusq3t9dKTMy9uz/5iwzfxsRBwNbjOAYdqPM9vgUcG9EvCoz7x/mbjs5h09TbiO5OCJ2rn/EpLYZj1syHrdposfjKLUYZwOvpyRq9mXlxU2OAH4S5c6S9wAn1/9xkQBj8ACMwW2a6DG4jbGtKkZfT/ksfgn4yDDHLA0oIuYB6w7w9C6Z2VG8a/O11wXmDfD0HzNzl9F67dHQzXM5kF4c03CNt89Nt5lgHl2zgDv7L6T7ZSmyfnn9Fv3a5o0y88Y29//XlG+4r6P8op8aEV9q+sb6QuBwXriYPoByQT3ci+kdgJubGzPzZ01Nn4iIgyjF1dcDbqJcAD7Y0Kf5FpOlOfhKrLcDmwKdFlUfrgspBf9vqbdL7EK54B3Ri2kGf393AH6UTbdlZOY9wD0jOIajKSvBPhQR36dclH56BPbbyTn8HLA75baaY0dgDJpYjMfG4+GY6PH4YODuzPxVRFxAudXx+eRFZj5RE4E/p9xqeNoIjEvjizHYGDwcEz0GbxUv3GLd75uZ+bn686AxmnJL9yHA7RHx3cy8agTGLb1IN5NxNbm5qpn+q41eTGz24piGa7x9brrNRf5G13IGP8eren5VPkS50FkGXEm58Nqvqc93gFkR8YqIeCOlOPpjDF+7Yz+13tL155SVQ5cCP2zqMzszt2v4N9iFNJSLJHhxjbqxMhf4myi1ht5NOffLBt+kI4O9v8P97CwfoH0NSq0oImJTykyfC+pzFwBH1Ftah2vI5zAzl1NuI3xfRLxtBMagicV4bDwejokej49qeO2LKJ/jnZv6vJmywvdOEbHJCIxL44sx2Bg8HBM9Bt/b9LnYriG5DG3E6MxcTCkzcn49HkmSRpQJ5tH1I0rx9ZVuI4iIV0bE1ZSLy52aN4qII+stbwOqtd3eAfxtrWOWlBnpn2jsV0sJXE6pE3YoLWrZdGigse8dESc3t2fmk5Rv19/cPMYO7Ajcl6WGz5irs21+BuzByJ7T57Xx/t4G7Bh1BdyG7XaMiK+xar8BXt6i/RWUFYKh3PK8AvhOHcOXKDNuBqxb1a5Oz2G9FfFIykV0t2braPVkPH5hHMbjIZjo8TgidqHU6PtUfe1bgWdo+OzUZF3/AmfXUWp9Tqiac1olY/AL4zAGD8FEj8Gr0k6Mbnit7wDfpMyaHlLtWkmSVsUE8yjKzIco30qfHxHrAdT/nkm5YPkqsFtEzI6yQAURMYvyP2l3rGL3R1Jq1b0yM7fIUoB9FrB9lNXbG11IKWa+K/DdkTg2ygX6+hHxqf4LuojYEjgF+FWrDbIUWP8k8M9RFgEasojYDPgCbaw0OsoupBzL+tmwIvMIGvT9zcxbKTNvTomyuAwR8QrgdF5YGXswC4AlEXFAf0NEvBZ4C2VBncmUi+mj+l8/M6dTylN8rP/zOkwdncPMvIxyG+3HR2AMmiCMxyszHg/JRI/HHwK+lpmvajj+vSgz7qbXz8E36/jurv1fQfndkQBjcDNj8JBM9Bi8KoPG6Bb9PwlsBrx1OAOWJKmZCebRdzRwF6Wu1i8oMzjuAg7PsvrxbpQFceZHxB3AGcAHcpDVsustVB8AvtjYXmuNXcKLZ2zcCrwUuKqpFl3H6iyQ3YE/A+6IiF9SLrBPyszzB9luLtDHyhfDcyPiF03/Dm94/ge1rY9y29iFWVbyHEnbRMQTTf/WH6T/FcC2QDszI4ZkCO/veyizD/oi4nbKAh6XM8CKv037Wk65+Hx/RNwREfOB84GD6+vsRYkPc5s2PZVS6+8d9fHnms7ZJUM41OGcw2OAhR1sp4nNeLzydsbjVZjo8TgiNqasFL/SLMzM/D5lltwn6nFeWr/8IzOfoty6/tGI2HMIY9D4ZwxeeTtj8CpM9BjcYKsWn4tf1ET6YDH6oy2OdwnwXl4oryJJ0oiYtGKFf1skSZIkSZIkSUM3pdsD0MAiYh5lpeRWdsmy4uVovfa6wLwBnv5jrmYriHbzXA6kF8c0XOPtcyP1Mx6PnF6Mfb04puEab58bTWzG4JHTi/GuF8c0XOPtcyNJ0qo4g1mSJEmSJEmS1BFrMEuSJEmSJEmSOmKCWZIkSZIkSZLUERPMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1xASzJEmSJEmSJKkjU7o9gNHW19c3FdgRWAw81+XhSBpfJgPTgJ/MmjVrabcHszowJksaRcbkITImSxpFPRWTI+Jw4CMNTX8KfA24AjgFWBv4emYe12Lb6cBFwCZAArMz84mI2ACYC2wJPArsn5kPR8RawHnADsDTwIGZuaCdcRqXJY2iUY3L4z7BTAnO87o9CEnj2i7ATd0exGrCmCxptBmT22dMljTaeiImZ+a5wLkAEfFnlMTyF4CbgTcD9wNXR8QemXlt0+ZnAmdm5qURcTxwPPBp4CRgXmbuGREHA18GDgCOAZ7MzG0iYldgDrBTm0M1LksabaMSlydCgnkxwNZbb81aa601pA3nz5/PzJkzR2VQvcDjW715fN33zDPPcPfdd0ONM2pLRzF5dfg8jCSPd3zzeEeHMbkjxuQWxvvxwfg/Ro+v+3o8Jp8F/CNl5vE9mXkfQERcBOwHPJ9gjog1gV2BfWrTHOAGSoJ5z/ocwCXAGbX/nsAJAJl5Y0RsHBHTM3NRG2PrxfMlaXwZlTgzERLMzwGstdZaTJ06dcgbd7LN6sTjW715fD3D29fa13FMXo0+DyPC4x3fPN5RZUxunzF5AOP9+GD8H6PH1zN6KiZHxO7A2pn5zYh4LysnWhYDmzdtshHweGYua9Fns/7tM3NZRDwObNzY3rRNOwnm5wBmzpw5pPe4r6+PWbNmtd1/PPIceA76eR5an4OlS5cyf/58GKW47CJ/kiRJkiRpIjiSUnMZSj5kRcNzk4DlTf2b+9DQZ1JTe//27exXksYVE8ySJEmSJGlcq4vvvRm4sjY9QFnwqt+mwENNmz0CrB8Rk+vjaQ19HqzbEBFTgHWB37a5X0kaV0wwS5IkSZKk8e51wN2Z+WR9/CMgIuLVNYF8IA31lwEy81nKonsH1KZDGvpcUx9Tn59X+z/fHhFvApa0WX9ZklZbJpglSZIkSdJ4tyVldjEAmbkEOAy4HLgLWABcBhAR50bE3rXr0cAHI+IuYBfguNp+PLBTRNxZ+3y4tp8OTK3tpwEHj+IxSVJPmAiL/EmSJEmSpAksM78BfKOp7Xpg2xbdr6EuhJWZC4HdWuzvMWDvFu1LgEOHP2JJWn04g1mSJEmSJOkFU4Druj0ISVpdOINZkiRJkiSpqrOdJUltcgazJEmSJEmSJKkjJpglSZIkSZIkSR0xwSxJkiRJkiRJ6ogJZkmSJEmSJElSR0wwS5IkSZIkSZI6YoJZkiRJkiRJktQRE8ySJEmSJEmSpI6YYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdmdLtAfSiPz71DE8vWcaUtTfgkceeAmDtl0xh3XXW6vLIJGlieslLX4jH/YzLktQdxmRJ6i3GZUndZoK5haeXLONn+QgLFz3AjD9MBmD72MTgLEldsmw5/CwfWanNuCxJ3WFMlqTeYlyW1G2WyJAkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUkSntdIqI9YBbgL0y89cRsTtwCrA28PXMPK722w44F1gPuBE4KjOXNe1rA2AusCXwKLB/Zj4cEWsB5wE7AE8DB2bmgoiYBJwM7AUsB47IzJuHedySJEmSJEmSpGFa5QzmiHg9cBOwdX28NnA+8C5gG2DHiNijdr8I+Ehmbg1MAo5oscuTgHmZuQ1wDvDl2n4M8GRt/zgwp7a/p77Oa4F9gDkR0VZiXJIkSZIkSZI0etopkXEE8GHgofr4L4F7MvO+Ojv5ImC/iJgBrJ2Zt9V+c4D9WuxvT8oMZoBLgD0iYs3G9sy8Edg4IqbX9kszc3lm3g0sAt4wtMOUJEmSJEmSJI20Vc4EzszDASKiv2kzYHFDl8XA5oO0N3u+X2Yui4jHgY1HYL+Dmj9/ftt9p6y9AQsXPQDAwkULAZi2/nPcf9/vh/qyPa+vr6/bQxhVHt/qbbwfnyRJkiRJ0uquk1ITawArGh5PotRGHqi92aQWjwfbvt39DmrmzJlMnTq1rb6PPPYUM/4wmYWLFjJj+gwApm26CZtsuNVQX7an9fX1MWvWrG4PY9R4fKu31eH4li5dOqQvryRJkiRJksabdkpkNHsAmNbweFNK+YyB2ps9WJ+j1lJeF/jtCOxXkiRJkiRJkjSGOpnB/CMgIuLVwH3AgcD5mbkwIpZExBsz82bgYODaFttfAxwCfB44gLLg37MR0d9+U0S8CViSmYtq+/sj4hLgTymLDf6kg3FL0rgWET8ANgGerU1HAlsBxwFrAv+WmWe02G474FxgPeBG4Khawmg6pc7+JkACszPziYjYgFIzf0vgUWD/zHx4VA9OkiRJkiT1pCHPYM7MJcBhwOXAXcAC4LL69Gzg1IhYALwMOA0gIj4bEUfVPscDO0XEncDRlAUEAU4Hptb20ygJauq+7wR+CXwb+EBmPj3UcUvSeBYRkyhfwG2bmdtl5naUO0A+B7wJ2A74YES8tsXmFwEfycytKWWIjqjtZwJnZuZrgJ9S4jfASZQvB7cBzgG+PEqHJUmSJEmSelzbM5gzc4uGn68Htm3R53bgL1tsfgWwc+3zGLB3i22XAIe2aF8BHFv/SZJa61+J9XsR8XJK4vePwPdr3CUiLgP2BT77/EYRM4C1M/O22jQH+OeIOBfYFdinof0G4NPAnvU5gEuAMyJizczsnzm9SkOtXV0WX124Utt4XXy130Rb5NLjHd8m2vFKkiRJE0knJTI6MQ24eIxeS5Imoj8Brgc+SimH8UPg68Dihj6LefGXgJu16LM5sBHweGYua2pfaZtaSuNxYGOGUB9/KAuvAtx+173PL7rabzwuvtpvdVjkciR5vOPbWB2vC69KkiRJ3TEmCebMvHosXkeSJqrMvBW4tf9xRJwHnEIpZ9FvErC8adM1gBUt+jS307DtpKb2VvuVJEmSJEkTwJBrMEuSek9EvCki3trQNAn4NeUOkn6b8uJZxg8M0OcRYP2ImFzbpzVs+2DtR0RMAdYFfjv8o5AkSZIkSasbE8ySND5sAJwcES+JiHUpNe0PAt4aERtHxDrAe4DvNm6UmQuBJRHxxtp0MHBtrac8Dzigth8CXFt/vqY+pj4/byj1lyVJkiRJ0vhhglmSxoHMvAq4Gvg50Aecn5k3A58BfgD8Arg4M38MEBHXRMQOdfPZwKkRsQB4GXBabT8a+GBE3AXsAhxX248HdoqIO2ufD4/28UmSJEmSpN40Vov8SZJGWWYeT0n+NrZdTOtFVq8Dnq59bufFi//1z27erUX7Y8Dewx+xJEmSJEla3TmDWZImpkeAu7o9CEmSJEmStHpzBrMkTUCZeVG3xyBJkiRJklZ/zmCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1ZEq3ByBJkiSNRxFxEPAP9eG1mXlsRGwHnAusB9wIHJWZy5q22wCYC2wJPArsn5kPR8RawHnADsDTwIGZuSAiJgEnA3sBy4EjMvPm0T9CSZIkyRnMkiRJ0oiLiHWA04A3A9sCu0TE7sBFwEcyc2tgEnBEi81PAuZl5jbAOcCXa/sxwJO1/ePAnNr+HmAb4LXAPsCciHAiiSRJksaECWZJkiRp5E2mXGu/FFiz/nsWWDszb6t95gD7tdh2T8oMZoBLgD0iYs3G9sy8Edg4IqbX9kszc3lm3g0sAt4wGgclSZIkNXNmgyRJkjTCMvOPEXE8sAB4CrgBeAZY3NBtMbB5i8036++Xmcsi4nFg48b2pu0Ham/L/Pnz2+0KwJS1N2DhooUrtU1b/znuv+/3Q9pPL+vr6+v2EEbdeD9Gj0+SpLFjglmSJEkaYRHxOuD9wAzgD5TSGH8FrGjoNolSM7nZpBaPl1NmRLfafqD2tsycOZOpU6e2253b77qXGdNnrNQ2bdNN2GTDrdreRy/r6+tj1qxZ3R7GqBrvx+jxdd/SpUuH/OXVaIuIdwInUu4s+V5mfqyWLjoFWBv4emYe12K76ZQYvgmQwOzMfGKo9fJH/wglqXsskSFJkiSNvLcD12fmI5m5lFIOYzdgWkOfTYGHWmz7YH2OWkt5XeC3wAMDbD9QuyQJiIgtgbMpdepfB2wfEXsA5wPvotSx37G2NTsTODMzXwP8FDi+tg+1Xr4kjVvOYJYkSZJG3u3AFyPipZQSGe+klMnYNyLemJk3AwcD17bY9hrgEODzwAGUBMazEdHfflNEvAlYkpmLavv7I+IS4E+BrYGfjPLxSdLq5N2UGcoPAETEAcD/A9yTmffVtosodfGfj8u1/v2ulMQ0lGTxDcCnKfXvd63tlwBnNNTLPwFKvfyI2DgipmfmonYHa+mizlg6xnPQz/Mw9ufABLMkSZI0wjLzexHxF0AfZXG/HwP/AnwLOCci1gN+BpwGEBGfBR7KzLMps+PmRMSdwO+B2XW3pwNfre1LKQlqgMuA1wO/rI8/kJlPj/IhStLq5NXAMxFxJTAduAq4k1XXr98IeDwzl7XoM9R6+W0nmC1dNHSrQ+mY0eY5KDwPrc/BaJcuMsEsSZIkjYLM/ALwhabm24G/bNH9CmDnut1jwN4t9rcEOLRF+wrg2PpPkvRiUyizjXcDngCupNRHXlX9+uYa9zT0GWq9fEkat6zBLEmSJHXfNODibg9Cksaph4HrMvPReofHt4DdWXX9+keA9SNicn08raHPUOvlS9K4ZYJZkiRJ6rLMvDozf9ftcUjSOHUV8PaI2KAmi/eglBeKiHh1bTuQprr4mfksMI9SDx9KHfz+Pv118aGhXn5je2O9/FE7MknqASaYJUmSJEnSuJWZPwK+CNwE3AUsBM4CDgMur20LKElnIuLciOgvVXQ08MGIuAvYBTiuth8P7FTr4h8NfLi2nw5Mre2n8UK9fEkat6zBLEmSJEmSxrXMPB84v6n5emDbFt2vAZ6r2y2k1G5u3t+Q6uVL0njmDGZJkiRJkqQXTAGu6/YgJGl14QxmSZIkSZKkKjO/0e0xSNLqxBnMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1xASzJEmSJEmSJKkjJpglSZIkSZIkSR0xwSxJkiRJkiRJ6ogJZkmSJEmSJElSR0wwS5IkSZIkSZI6YoJZkiRJkiRJktQRE8ySJEmSJEmSpI6YYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUERPMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1xASzJEmSJEmSJKkjJpglSZIkSZIkSR0xwSxJkiRJkiRJ6siU4WwcEQcB/1AfXpuZx0bEdsC5wHrAjcBRmbmsabsNgLnAlsCjwP6Z+XBErAWcB+wAPA0cmJkLImIScDKwF7AcOCIzbx7O2CVJkiRJkiRJw9PxDOaIWAc4DXgzsC2wS0TsDlwEfCQztwYmAUe02PwkYF5mbgOcA3y5th8DPFnbPw7Mqe3vAbYBXgvsA8yJiGElxyVJkiRJkiRJwzOcEhmT6/YvBdas/54F1s7M22qfOcB+LbbdkzKDGeASYI+IWLOxPTNvBDaOiOm1/dLMXJ6ZdwOLgDcMY+ySJEmSJEmSpGHqeBZwZv4xIo4HFgBPATcAzwCLG7otBjZvsflm/f0yc1lEPA5s3NjetP1A7W2bP39+232nrL0BCxc9AMDCRQsBmLb+c9x/3++H8pKrhb6+vm4PYVR5fKu38X58kiRJkiRJq7uOE8wR8Trg/cAM4A+U0hh/Baxo6DaJUjO52aQWj5dTZkS32n6g9rbNnDmTqVOnttX3kceeYsYfJrNw0UJmTJ8BwLRNN2GTDbcaykv2vL6+PmbNmtXtYYwaj2/1tjoc39KlS4f05ZUkSZIkSdJ4M5w6xm8Hrs/MRwAiYg5wLDCtoc+mwEMttn2wPvdAraW8LvBb4IG6/b1N2/e3r2q/kjThRcSXgI0y8zAXXpUkSZIkSaNpODWYbwd2j4iX1mTDOyllMpZExBtrn4OBa1tsew1wSP35AMqCf882tkfEm4Almbmots+OiMkR8Wpga+Anwxi7JI1LEfFW4NCGJhdelSRJkiRJo2Y4NZi/FxF/AfRRFvf7MfAvwLeAcyJiPeBnwGkAEfFZ4KHMPBs4npKQuBP4PTC77vZ04Ku1fSklQQ1wGfB64Jf18Qcy8+lOxy5J41FEbAh8Dvg8sG1EzODFC6/+M3BW06Z7ArvWny8BzmhYePUEKAuvRsSLFl4F7o6I/oVXb2x3rEMtLVJq4y9cqW281sbvN9FqkHu849tEO15JkiRpIhnWjLPM/ALwhabm24G/bNH9CmDnut1jwN4t9reElWfe9bevoJTfOHY445Wkce6rwGeAV9XH7S6QOuYLrw6lLj7A7Xfd+3xN/H7jsTZ+v9WhBvlI8njHt7E6XuviS5IkSd0xnBIZQzUNuHgMX0+SJoyIOBy4PzOvb2hud4HUMV94VZIkSZIkjQ9jVjMzM68eq9eSpAnoAGBaRPwC2BB4GSUJ7MKrkiRJkiRp1IzlDGZJ0ijJzLdl5szM3I5SN/nKzHwfLrwqSZIkSZJG0ZjNYJYkdcVsXHhVkiRJE1xE/ADYBHi2Nh0JbAUcB6wJ/FtmntFiu+2Ac4H1KItaH1XXLZkOXFT3mcDszHwiIjYA5gJbAo8C+2fmw6N6cJLUZSaYJWmcycw5wJz6swuvSpIkaUKLiEmUu+5mZOay2vZK4FJgFmUyxS0R8YPMvKtp84uAwzPztog4DzgCOAs4EzgzMy+NiOMpkzY+DZxEuSNwz4g4GPgy5S5BSRq3TDBL0sTkwquSJEmaKKL+93sR8XLgHOCPwPfrZAsi4jJgX+Czz28UMQNYOzNvq01zgH+OiHOBXYF9GtpvoCSY96zPAVwCnBERa9YSdG2ZP3/+kA5uytobsHDRwpXapq3/HPff9/sh7Wd119fX1+0hdJ3noPA8jP05MMEsSROQC69KkiRpAvkT4Hrgo5RyGD8Evg4sbuizmBff+bdZiz6bAxsBj/fPhm5oX2mbWkrjcWBjhrAo9syZM5k6dWq73bn9rnuZMX3GSm3TNt2ETTbcqu19rO76+vqYNWtWt4fRVZ6DwvPQ+hwsXbp0yF9eDYUJZkmSJEmSNG5l5q3Arf2Pa6mLUyjlLPpNApY3bboGsKJFn+Z2Grad1NTear+SNK6s0e0BSJIkSZIkjZaIeFNEvLWhaRLwa0rZuH6b8uJZxg8M0OcRYP2ImFzbpzVs+2DtR0RMAdYFfjv8o5Ck3mWCWZIkSZIkjWcbACdHxEsiYl3KQtYHAW+NiI0jYh3gPcB3GzfKzIXAkoh4Y206GLi21lOexwuL9x0CXFt/vqY+pj4/byj1lyVpdWSCWZIkSZIkjVuZeRVwNfBzoA84PzNvBj4D/AD4BXBxZv4YICKuiYgd6uazgVMjYgHwMuC02n408MGIuAvYBTiuth8P7BQRd9Y+Hx7t45OkbrMGsyRJkiRJGtcy83hK8rex7WLg4hbdrwOern1u58WL//XPbt6tRftjwN7DH7EkrT6cwSxJkiRJkvSCR4C7uj0ISVpdOINZkiRJkiSpysyLuj0GSVqdOINZkiRJkiRJktQRE8ySJEmSJEmSpI6YYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUERPMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjoypdsDkCRJksajiHgncCLwUuB7mfmxiNgdOAVYG/h6Zh7XYrvpwEXAJkACszPziYjYAJgLbAk8CuyfmQ9HxFrAecAOwNPAgZm5YPSPUJIkSXIGsyRJkjTiImJL4GxgH+B1wPYRsQdwPvAuYBtgx9rW7EzgzMx8DfBT4PjafhIwLzO3lWNFcwAAIABJREFUAc4BvlzbjwGerO0fB+aMykFJkiRJLZhgliRJkkbeuykzlB/IzGeBA4CngHsy877MXEaZpbxf40YRsSawK3BZbZrT0GdPygxmgEuAPWr/59sz80Zg4zoLWpIkSRp1lsiQJEmSRt6rgWci4kpgOnAVcCewuKHPYmDzpu02Ah6vCejmPpv1b5+ZyyLicWDjxvambRa1M9D58+e3eUjFlLU3YOGihSu1TVv/Oe6/7/dD2k8v6+vr6/YQRt14P0aPT5KksWOCWZIkSRp5UygzkXcDngCupNRHXtHQZxKwvGm7NZr60NBnUlN7//bN27Ta74BmzpzJ1KlT2+3O7Xfdy4zpM1Zqm7bpJmyy4VZt76OX9fX1MWvWrG4PY1SN92P0+Lpv6dKlQ/7ySpK0+rJEhiRJkjTyHgauy8xHM/Np4FvA7sC0hj6bAg81bfcIsH5ETK6PpzX0ebBuQ0RMAdYFfgs80MZ+JUmSpFFhglmSJEkaeVcBb4+IDWqyeA9KXeWIiFfXtgOBaxs3qvWa51FqNgMc0tDnmvqY+vy82v/59oh4E7AkM9sqjyFJkiQNlwlmSZIkaYRl5o+ALwI3AXcBC4GzgMOAy2vbAupifhFxbkTsXTc/GvhgRNwF7AIcV9uPB3aKiDtrnw/X9tOBqbX9NODgUT04SZIkqYE1mCVJkqRRkJnnA+c3NV8PbNui+zXAc3W7hZTazc37ewzYu0X7EuDQYQ5XkiRJ6ogzmCVJkqTumwJc1+1BSJIkSUPlDGZJkiSpyzLzG90egyRJktQJZzBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1xASzJEmSJEmSJKkjJpglSZIkSZIkSR0xwSxJkiRJkiRJ6ogJZkmSJEmSJElSR0wwS5IkSZIkSZI6YoJZkiRJkiRJktQRE8ySJEmSJEmSpI6YYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUERPMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHZnS7QFIkiRJkiSNhYj4ErBRZh4WEdsB5wLrATcCR2Xmsqb+GwBzgS2BR4H9M/PhiFgLOA/YAXgaODAzF0TEJOBkYC9gOXBEZt48RocnSV3x/7N37/F2leWh739JVm5yS5GkiUqiiDygOYLEC60IVJFzKBZRK5RQLlqhHlCgFS97m6hY9dStmwpsUTYXQ0VBBWuxCT0t2CNRj25drXAC8oAxrhAIBkgjcskiWcn5Y4wZ5lrMJGuOdZlrzvn7fj75fNZ85vvO9Y45xnwz1jPfiyOYJUmSJElSx4uINwFn1oWuB96XmQcBk4CzG1T7FLAyMw8BrgIuLePnA0+W8QuBZWX8HcAhwMuBk4BlEeHgPkkdzQSzJEmSJEnqaBGxL/Bp4DPl4wXAzMz8cVlkGfDOBlVPoBjBDHADcHxETK2PZ+YdwOyImF/Gb8zMbZl5H7AW+MMxOShJmiD8Fk2SJEmSJHW6K4GPAvuXj18ArK97fj3wogb1dpTLzK0R8Tgwexf1h/u6O7Vq1apmitMzcxZ9a/sGxebtM8ADazY19Trtrre3t9VNaDnfg4Lvw/i/ByaYJUmSJElSx4qI9wAPZObtEXFWGZ4MbK8rNolizeShJjV4vG0X9Yf7uju1cOFCpk+fPuzyd96zmgXzFwyKzZs7hzn7vrSZX9vWent7WbRoUaub0VK+BwXfh8bvQX9/f9NfXjXDBLMkSZIkSepkpwDzIuLnwL7AnhRJ4Hl1ZeYCDzWo+2D53LpyLeW9gMeAdWX91UPq1+K7e11J6hgjSjBHxJ8AHwf2AP4lMy+IiGOBS4CZwDcyc0mDevMpFtOfAyRwWmY+0ezurCNpuyRJkiRJ6nyZ+ebaz+UI5mMy810RsSoiXp+ZPwROB25tUH0FcAbF2s2nUGz4tyUiavEfRMSRwObMXFvG3x0RNwAvAQ4CfjqWxydJrVZ5k7+IOAD4MsWuqK8EDo+I44FrgbdS7Jr6mjI21BXAFZl5MPAzYGkZb3Z3VkmSJEmSpCpOA/4uIu6lGNV8GUBEfDIi3luWWQocERF3A+cC55Xxy4HpZfwyigQ1wE3A3cBdwD8Cf5GZT4/HwUhSq4xkBPPbKEYorwOIiFOAlwH3Z+aaMnY9xS6sO74FLHdbPYoiMQ1Fsvj7wIcpdls9qozfAHyxbnfWj0GxO2tEzI6I+Zm5dgTtlyRJkiRJXSQzl1EOWsvMO4HXNij2HeAPyjIbgRMbvM5m4MwG8e3AReU/SeoKI0kwHwg8ExG3APOBf6L4lm53u6XuBzyemVsblGl2d9ZhJ5ibWci62IF1HcCOnVg7dQfWTt9Z0+Nrb51+fJIkSZImpHnA11vdCElqFyNJMPdQjDY+BngCuIVifeTd7ZY6dEdV6so0uzvrsDWzC+uGjU+x4LdT6Fvbt2Mn1k7cgbXTd9b0+NpbOxzfWO/C2qyI+CTwpxT95TWZeYnr4kuSJEnNyczlrW6DJLWTymswAw8Dt2XmI+V6Qv8AHMvud0vdAOwTEVPKx/PqytR2Z2Unu7Pu6nUlqWtFxNHAGynWxH818P6IOBTXxZckSZIkSWNoJCOY/wm4rhzh9jvgeIrF7D8SEQcCa4DFFMmNHcrdVldS7L76dYpdV2trNDe1O+sI2i5JHSUzvx8Rf1QuL/RCiv59FhN0XfxmR34XSxf1DYp16tJFNd22RIzH29m67XglSZKkblI5wZyZP4mI/wb8AJgK/CvwJeBe4GZgBkXC+CaAiLgauCUzb6HYefW6iFhCsY7yqeXLLgWWlbuwbqLY0RWK3VmvLOP9PLs7qySpVH4hdzHFhiLfYufr19drybr4zSxbBHDnPat3LFlU04lLF9W0wxIxo8nj7WzjdbwTbdkiSZIkqVuMZAQzmXktQ0YoA7cDhzYovgIYKOv1UazdPPT1mtqdVZI0WGZ+PCI+C3wXOIgJui6+JEmSJEnqDCNZg7lZPcBt4/j7JKlrRMTBEXEYQGY+BXyb4os818WXJEmSJEljZtwSzJn5zczsH6/fJ0ld5gDgqoiYHhHTKDb2uxKIiDiwTCAvpm79ZSiW1QBq6+JD43XxoW5d/Pq46+JLkiRJktTdxnMEsyRpjGTmCmA58B9AL/CjzLwROItiXfx7KNbI37EufkTUliQ6FzgnIu4B3gAsKeNLgSPK9e/PBc4r45cD08v4ZbguviRJkiRJXWtEazBLkiaOzPwE8IkhMdfFlyRJkiRJY8YRzJLUnVwXX5IkSZIkjZgjmCWpC2XmN1vdBkmSJEmS1P4cwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqqSn1Q2QJEmSOlVEfB7YLzPPiojDgKuBvYE7gPdm5tYh5WcBXwMOAB4BTs7MhyNiGnAN8GrgaWBxZt4bEZOAzwFvAbYBZ2fmD8fp8CRJkiRHMEuSJEljISLeBJxZF7oeeF9mHgRMAs5uUO1TwMrMPAS4Cri0jJ8PPFnGLwSWlfF3AIcALwdOApZFhINIJEmSNG68+ZQkSZJGWUTsC3wa+AxwaEQsAGZm5o/LIsuAi4EvDal6AnBU+fMNwBcjYmoZ/xhAZt4REbMjYn4ZvzEztwH3RcRa4A8pRkhLkkoR8UngT4HtwDWZeUlEHAtcAswEvpGZSxrUm0/xBeEcIIHTMvOJZmecjP0RSlLrmGCWJEmSRt+VwEeB/cvHLwDW1z2/HnhRg3o7ymXm1oh4HJi9i/rDfd2dWrVqVTPF6Zk5i761fYNi8/YZ4IE1m5p6nYmst7e31U0Yc51+jB6f6kXE0cAbgVcCU4F7IuJ24FrgaOABYHlEHJ+Ztw6pfgVwRWbeGBFLgaXAh3l2xskJEXE6xYyTU6ibcRIRR1F8oXjEmB+kJLWQCWZJkiRpFEXEe4AHMvP2iDirDE+mGDVXM4lizeShJjV4vG0X9Yf7uju1cOFCpk+fPuzyd96zmgXzFwyKzZs7hzn7vrSZXzth9fb2smjRolY3Y0x1+jF6fK3X39/f9JdXYykzvx8Rf1R+cfdCilzILOD+zFwDEBHXA+8EdiSYyxkkR1EsQQRFsvj7FAnmpmacZObaMT5MSWoZE8ySJEnS6DoFmBcRPwf2BfakSALPqyszF3ioQd0Hy+fWlWsp7wU8Bqwr668eUr8W393rSlJXy8wtEXExcBHwLYY3A2Q/4PG6DVnryzQ742TYCWZnllTjyH7fgxrfh/F/D0wwS5IkSaMoM99c+7kcwXxMZr4rIlZFxOsz84fA6dSNkquzAjiDYu3mUyimX2+JiFr8BxFxJLA5M9eW8XdHxA3AS4CDgJ+O5fFJUrvKzI9HxGeB71L0l7ubATJ0lgh1ZZqdcTJszixpXjuM7B9rvgcF34fG78FYzyyZPGavLEmSJKneacDfRcS9FKOaL4Ni46mIeG9ZZilwRETcDZwLnFfGLweml/HLKBLUADcBdwN3Af8I/EVmPj0eByNJ7SIiDo6IwwAy8yng28Ax7H4GyAZgn4iYUj6eV1emNuOEncw42dXrSlJHcQSzJEmSNEYycxnFmp1k5p3AaxsU+w7wB2WZjcCJDV5nM3Bmg/h2iuneF41WmyWpAx0AXFzOANkOvJViM9bPRcSBwBpgMcWmfzuUM0hWUswo+TrFTJLa7JOmZpyM9QFKUis5glmSJElqrXkUiQtJ0hjIzBXAcuA/gF7gR5l5I3AWcDNwD3AvxawQIuLqiKh92XcucE5E3AO8AVhSxpudcSJJHcsRzJIkSVILZebyVrdBkjpdZn4C+MSQ2O3AoQ2KrwAGyjJ9FMtpDH29pmacSFIncwSzJEmSJEnSs3qA21rdCElqF45gliRJkiRJKmXmN1vdBklqJ45gliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRV0jPSF4iIzwP7ZeZZEXEYcDWwN3AH8N7M3Dqk/Czga8ABwCPAyZn5cERMA64BXg08DSzOzHsjYhLwOeAtwDbg7Mz84UjbLUmSJEmSJEkamRGNYI6INwFn1oWuB96XmQcBk4CzG1T7FLAyMw8BrgIuLePnA0+W8QuBZWX8HcAhwMuBk4BlETHixLgkSZIkSZIkaWQqJ5gjYl/g08BnyscLgJmZ+eOyyDLgnQ2qnkAxghngBuD4iJhaH8/MO4DZETG/jN+Ymdsy8z5gLfCHVdstSZIkSZIkSRodIxkJfCXwUWD/8vELgPV1z68HXtSg3o5ymbk1Ih4HZu+i/nBfd5dWrVo17LI9M2fRt3YdAH1r+wCYt88AD6zZ1OyvnfB6e3tb3YQx5fG1t04/vtEWER8HTi4fLs/MD0XEscAlwEzgG5m5pEG9+RQzUOYACZyWmU80u6TRGB+eJEmSJEmagColmCPiPcADmXl7RJxVhicD2+uKTaJYM3moSQ0eb9tF/eG+7i4tXLiQ6dOnD6vsho1PseC3U+hb28eC+QsAmDd3DnP2fWmzv3ZC6+3tZdGiRa1uxpjx+NpbOxxff39/U19ejaUykXwc8CqKPvOfI+JU4LPA0cADwPKIOD4zbx1S/Qrgisy8MSKWAkuBD/PskkYnRMTpFEsanULdkkYRcRTFjJUjxvwgJUmSJEnShFN1BPMpwLyI+DmwL7AnRUJjXl2ZucBDDeo+WD63rlxLeS/gMWBdWX/1kPq1+O5eV5K62XrgA5n5DEBE/AI4CLg/M9eUsespli7akWAulyg6imKNeyiSxd+nSDCfUD4HxZJGX6xb0uhjUCxpFBGzI2J+Zq4dbmObTcwXM0v6BsU6dWZJTbeN4Pd4O1u3Ha8kSZLUTSolmDPzzbWfyxHMx2TmuyJiVUS8PjN/CJxOXRKjzgrgDIq1m0+hGB23JSJq8R9ExJHA5sxcW8bfHRE3AC+hSJj8tEq7JalTZebdtZ8j4mUUS2Vczu6XGNoPeDwztzYo0+ySRsNOMDczqwTgzntW75hRUtOJM0tq2mEE/2jyeDvbeB3vRJpVIkmSJHWTkazB3MhpwFURsTfw78BlABHxSeChzPwyxdTrZRFxN7CprANFIuTKMt5PkaAGuAl4HXBX+fgvMvPpUW63JHWEiHgFsBz4ILCV4ku5mkZLDA1dhoi6Ms0uaSRJkiRJkrrMiBPMmbmMYko1mXkn8NoGxb4D/EFZZiNwYoPX2Qyc2SC+Hbio/CdJ2omIeD1wM3BhuZ7y0ex+iaENwD4RMSUzB8rytTLNLmkkSZIkSZK6zORx+j3zgK+P0++SpK4TEftTfJm3ODNvLMM/KZ6KAyNiCrCYIUsXZeYWYCXFkkVQLFVUK1NbugjqljSqj9cvaTQmByZJkiRJkia00V4io6HMXD4ev0eSuthFwAzgkoioxb4MnEUxqnkGRWL4JoCIuBq4JTNvAc4FrouIJRTrKJ9a1m92SSNJkiRJktRlxiXBLEkaW5l5AXDBTp4+tEFsBTBQ1u0Djmnwmk0taSRJkiRJkrrPeC2RIUmaWHqA21rdCEmSJEmS1N4cwSxJXSgzv9nqNkiSJEmSpPbnCGZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlfS0ugGSJEmSJEljKSI+DpxcPlyemR+KiGOBS4CZwDcyc0mDevOB64E5QAKnZeYTETEL+BpwAPAIcHJmPhwR04BrgFcDTwOLM/PeMT48SWopRzBLkiRJkqSOVSaSjwNeBRwGLIqIU4FrgbcChwCviYjjG1S/ArgiMw8GfgYsLeOfAlZm5iHAVcClZfx84MkyfiGwbEwOSpImEBPMkiRJkiSpk60HPpCZz2TmFuAXwEHA/Zm5JjO3UoxSfmd9pYiYChwF3FSGltWVOYFiBDPADcDxZfkd8cy8A5hdjoKWpI7lEhmSJEmSJKljZebdtZ8j4mUUS2VcTpF4rlkPvGhI1f2Ax8sE9NAyL6jVz8ytEfE4MLs+PqTO2uG2d9WqVcMtCkDPzFn0re0bFJu3zwAPrNnU1Ou0u97e3lY3oeV8Dwq+D+P/HphgliRJkiRJHS8iXgEsBz4IbKUYxVwzCdg2pMpkYPuQWK3MpCHxWv2hdRq97i4tXLiQ6dOnD7v8nfesZsH8BYNi8+bOYc6+L23m17a13t5eFi1a1OpmtJTvQcH3ofF70N/f3/SXV81wiQxJkiRJktTRIuL1wO3ARzLzOmAdMK+uyFzgoSHVNgD7RMSU8vG8ujIPlnWIiB5gL+CxYb6uJHUUE8ySJEmSJKljRcT+wHeAxZl5Yxn+SfFUHFgmkBcDt9bXK9drXgmcUobOqCuzonxM+fzKsvyOeEQcCWzOzGEvjyFJ7cglMiRJkiRJUie7CJgBXBIRtdiXgbOAm8vnVlBu5hcRVwO3ZOYtwLnAdRGxhGId5VPL+kuBZRFxN7AJOK2MXw5cWcb7gdPH9MgkaQIwwSxJkiRJkjpWZl4AXLCTpw9tEFsBDJR1+4BjGrzmRuDEBvHNwJlV2ypJ7cglMiRJkiRJkp7VA9zW6kZIUrtwBLMkSZIkSVIpM7/Z6jZIUjtxBLMkSZIkSZIkqRITzJIkSZIkSZKkSkwwS5IkSZIkSZIqMcEsSZIkSZIkSarEBLMkSZIkSZIkqZKeVjdAkqQqtg5sY8PGpwbFZs7oYa/nTWtRiyRJkiRJ6j4mmCVJbal/ywB3/fLRQbHDY44JZkmSJEmSxpFLZEiSJEmSJEmSKjHBLEmSJEmSJEmqxASzJEmSJEmSJKkSE8ySJEmSJEmSpEpMMEuSJEmSJEmSKulpdQMkSRotWwe2sWHjU4NiM2f0sNfzprWoRZIkSdL4875Y0ngywSxJ6hj9Wwa465ePDoodHnO8kZYkSVJX8b5Y0nhyiQxJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJm/xJkiRJoywiPg6cXD5cnpkfiohjgUuAmcA3MnNJg3rzgeuBOUACp2XmExExC/gacADwCHByZj4cEdOAa4BXA08DizPz3jE+PEmSJGkHRzBLkiRJo6hMJB8HvAo4DFgUEacC1wJvBQ4BXhMRxzeofgVwRWYeDPwMWFrGPwWszMxDgKuAS8v4+cCTZfxCYNmYHJQkSZK0EyaYJUmSpNG1HvhAZj6TmVuAXwAHAfdn5prM3EoxSvmd9ZUiYipwFHBTGVpWV+YEihHMADcAx5fld8Qz8w5gdjkKWpIkSRoXLpEhSZIkjaLMvLv2c0S8jGKpjMspEs8164EXDam6H/B4mYAeWuYFtfqZuTUiHgdm18eH1Fk73PauWrVquEUB6Jk5i761fYNi8/YZ4IE1m5p6nYmst7e31U0Yc51+jB6fJEnjxwSzJEmSNAYi4hXAcuCDwFaKUcw1k4BtQ6pMBrYPidXKTBoSr9UfWqfR6+7SwoULmT59+rDL33nPahbMXzAoNm/uHObs+9Jmfu2E1dvby6JFi1rdjDHV6cfo8bVef39/019eSZLal0tkSJIkSaMsIl4P3A58JDOvA9YB8+qKzAUeGlJtA7BPREwpH8+rK/NgWYeI6AH2Ah4b5utKkiRJY8YEsyRJkjSKImJ/4DvA4sy8sQz/pHgqDiwTyIuBW+vrles1rwROKUNn1JVZUT6mfH5lWX5HPCKOBDZn5rCXx5AkSZJGyiUyJEmSpNF1ETADuCQiarEvA2cBN5fPraDczC8irgZuycxbgHOB6yJiCcU6yqeW9ZcCyyLibmATcFoZvxy4soz3A6eP6ZFJkiRJQ5hgliRJkkZRZl4AXLCTpw9tEFsBDJR1+4BjGrzmRuDEBvHNwJlV2ypJkiSNlEtkSJIkSa3VA9zW6kZIkiRJVTiCWZIkSWqhzPxmq9sgSZIkVeUIZkmSJEmSJElSJSaYJUmSJEmSJEmVjGiJjIj4OHBy+XB5Zn4oIo4FLgFmAt/IzCUN6s0HrgfmAAmclplPRMQs4GvAAcAjwMmZ+XBETAOuAV4NPA0szsx7R9J2SZIkSZIkSdLIVB7BXCaSjwNeBRwGLIqIU4FrgbcChwCviYjjG1S/ArgiMw8GfgYsLeOfAlZm5iHAVcClZfx84MkyfiGwrGq7JUmSJEmSJEmjYyQjmNcDH8jMZwAi4hfAQcD9mbmmjF0PvBO4tVYpIqYCRwEnlaFlwPeBDwMnlM8B3AB8sSx/AvAxgMy8IyJmR8T8zFw7gvZLUseJiL2BHwFvycxfO6tEkiRJkiSNpcoJ5sy8u/ZzRLyMYqmMyykSzzXrgRcNqbof8Hhmbm1Q5gW1+pm5NSIeB2bXx4fUGXaCedWqVcMtSs/MWfStXQdA39o+AObtM8ADazYN+zXaRW9vb6ubMKY8vvbW6cc32iLidRSzPw4qH8+kmFVyNPAAsDwijs/MW4dUrc0quTEillLMKvkwz84qOSEiTqeYVXIKdbNKIuIoii8KjxjzA5QkSZIkSRPOiNZgBoiIVwDLgQ8CWykTG6VJwLYhVSYD24fEamUmDYnX6g+t0+h1d2nhwoVMnz59WGU3bHyKBb+dQt/aPhbMXwDAvLlzmLPvS5v5lRNeb28vixYtanUzxozH197a4fj6+/ub+vJqHJwNnAd8tXz8WiborJJm37fii7++QbEXPn/qsGIvnjON9Q+vHxTrmQybn5zYXxp22xcsHm9n67bjlSRJkrrJSDf5ez1wM3BhOfLtaGBeXZG5wENDqm0A9omIKZk5UJavlXmwrLMuInqAvYDHgHVludW7eF1J6mqZ+R6AiKiFdjb7o15LZpU086UfwJ33rN7xhV/NnnvuOazY9Jl78OsNzwyKHR4T+0vDdviCZTR5vJ1tvI53An7pJ0mSJHWFkWzytz/wHYq1N28swz8pnooDI2IKsJi6kXIAmbkFWEkxzRrgjLoyK8rHlM+vLMvviEfEkcBm11+WpN0azuyPlswqkSRJkiReqmj/AAAgAElEQVRJnWEkI5gvAmYAl9SNlvsycBbFqOYZFInhmwAi4mrglsy8BTgXuC4illCMeDu1rL8UWBYRdwObgNPK+OXAlWW8Hzh9BO2WpG5Rm/1R46wSSZIkSZI0qkayyd8FwAU7efrQBrEVwEBZtw84psFrbgRObBDfDJxZta2S1KV2zCoB1lDMKrm2vkBmbomI2qySr9N4VslnqJtVEhG1+A+cVSJJkiRJUnervERGBT3AbeP4+ySpq5Vfzp1FMavkHuBe6maVRETtC71zgXMi4h7gDcCSMr4UOKKcPXIuxQaCUMwqmV7GL8NZJZIkSZIkda0RbfLXjMz85nj9LknqZpn54rqfb8dZJZIkSZIkaYyM5whmSdLE4awSSZIkSZI0YuM2glmSNHE4q0SSJEmSJI0GRzBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkirpaXUDJEmSJEmSxlpE7A38CHhLZv46Io4FLgFmAt/IzCUN6swHrgfmAAmclplPRMQs4GvAAcAjwMmZ+XBETAOuAV4NPA0szsx7x+HwJKllHMEsSZIkSZI6WkS8DvgBcFD5eCZwLfBW4BDgNRFxfIOqVwBXZObBwM+ApWX8U8DKzDwEuAq4tIyfDzxZxi8Elo3JAUnSBGKCWZIkSZIkdbqzgfOAh8rHrwXuz8w1mbmVYpTyO+srRMRU4CjgpjK0rK7MCRQjmAFuAI4vy++IZ+YdwOxyFLQkdSyXyJAkSZIkSR0tM98DEBG10AuA9XVF1gMvGlJtP+DxMgE9tMyO+pm5NSIeB2bv4nXXDretq1atGm5RAHpmzqJvbd+g2AufP/U5sXn7DPDAmk1NvXY76e3tbXUTWs73oOD7MP7vgQlmSZIkSZLUbSYD2+seTwK27aYMdWUmDYnX6g/ndXdp4cKFTJ8+fdjl77xnNQvmLxgU23PPPZ8Tmzd3DnP2fWkzTWkbvb29LFq0qNXNaCnfg4LvQ+P3oL+/v+kvr5rhEhmSJEmSJKnbrAPm1T2ey7PLZ9RsAPaJiCnl43l1ZR4s6xARPcBewGPDfF1J6igmmCVJkiRJUrf5CRARcWCZQF4M3FpfIDO3ACuBU8rQGXVlVpSPKZ9fWZbfEY+II4HNmTns5TEkqR2ZYJYkSZIkSV0lMzcDZwE3A/cA91Ju5hcRV0fEiWXRc4FzIuIe4A3AkjK+FDgiIu4uy5xXxi8Hppfxy4DTx/5oJKm1XINZkiRJkiR1hcx8cd3PtwOHNii2Ahgoy/QBxzR4nY3AiQ3im4EzR6e1ktQeHMEsSZIkSZL0rB7gtlY3QpLahSOYJUmSJEmSSpn5zVa3QZLaiQlmSZIkSZKkDrd1YBsbNj41KDZzRg97PW9ai1okqVOYYJYkSZIkSepw/VsGuOuXjw6KHR5zTDBLGjHXYJYkSZIkSZIkVWKCWZIkSZIkSZJUiQlmSZIkSZIkSVIlJpglSZIkSZIkSZWYYJYkSZIkSZIkVdLT6gZIkjTetg5sY8PGpwbFZs7ocQdtSZIkSZKaZIJZktR1+rcMcNcvHx0UOzzmmGCWJEmSJKlJJpglSZIkjYgzQyRJkrqXCWZJkiRJI+LMEEmSpO7lJn+SJEmSJEmSpEpMMEuSJEmSJEmSKjHBLEmSJEmSJEmqxASzJEmSJEmSJKkSE8ySJEmSJEmSpEpMMEuSJEmSJEmSKjHBLEmSJEmSJEmqxASzJEmSJEmSJKkSE8ySJEmSJEmSpEpMMEuSJEmSJEmSKjHBLEmSJEmSJEmqxASzJEmSJEmSJKmSnlY3QJIkSZIkSeNv68A2Nmx8alBs5owe9nretBa1SFI7MsEsSZIkSZLUhfq3DHDXLx8dFDs85phgltQUl8iQJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFXS0+oGSJI0EWwd2MaGjU8Nis2c0eMO2pIkSZIk7YIJZkmSgP4tA9z1y0cHxQ6POSaYJUmSJEnaBZfIkCRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlbjJnyRJkiRJkgDYOrCNDRufGhSbOaPHza8l7ZQJZkmSdsKba0mqzj5UktpT/5YB7vrlo4Nih8cc+29JO2WCWZKknfDmWpKqsw+VJEnqDq7BLEmSJEmSJEmqxASzJEmSJEmSJKkSE8ySJEmSJEmSpEpMMEuSJEmSJEmSKnGTP0mSJEmSJO3U1oFtbNj41KDYzBk9btwqCTDBLEmSJEmSpF3o3zLAXb98dFDs8JhjglkSYIJZkqSmOHpDkiRJkqRnmWCWJKkJIx298bunnuHpzVsHxUxQS+oWfkknSZLUeUwwS5I0Qo0SJgCTJ8O2bYNj/VsGuPtXjw2KOb1QUrdwirUkdQ6/NJRUY4JZkqQRapQwAYgFv0f2/edzYpIkSVK780tDSTVtk2COiMXAEmAq8IXM/GKLmyRJXc1+WZImjnbuk3c2C8RRcJLaWTv3yyPhqGapO7VFgjkiXgh8GlgE9AM/ioh/y8x7WtsySepO9suSNHG0e5+8s1kgjoKT1K7avV8eiUZ9+isP3M89SKQO1xYJZuBY4HuZuREgIm4C/hT45DDqTgF45plnhv3Ltm55hskMMK1nEpMZAGBzfz8P/WbwazRaWxNgxvQe9pg5ddi/r5X6+/tb3YQx5fG1t4l+fHX9ypRWtqNFqvbLTffJANu3DTB5SGxg65YdffREjDVTduj/MVOm78XDj2x6zv8xjf7fafR/zpNPb2Fz/9bdlptIJvrnfbR5vKPPPrmz+mQY/v33WPRv3fAZ7fRj9Phaq8v7ZOjAfnkksaee3syvHvztoNjBL96X3/1u8EjnneVYhtv3T/TPxXjwPSj4Pjz3PRjrfrldEswvANbXPV4PvHaYdecB3HfffU39wudPg+e/eA9gEwCPPLSpqfrtYtWqVa1uwpjy+NpbGx3fPGB1qxsxzqr2y5X6ZCj65Xq/fWTThI41U7bR/zEPrv3dc1+wg7XR531UeLxjyj65A/pkaO39dzd8Rjv9GD2+CaMb+2TowH55tGNj0ce30edizPgeFHwfdvkejEm/3C4J5snA9rrHk4AG32s19FPgDRQd+nOHRkhSdVMoOueftrohLVC1X7ZPljRW7JOfZZ8sqdW6uU8G+2VJE8+Y9svtkmBeR9HJ1swFHhpOxUWLFvUDPxiLRkkS3TkiAyr2y/bJksaYfXLBPlnSRNCtfTLYL0uamMasX26XBPNtwCciYjbwJPAO4JzWNkmSupr9siRNHPbJkjSx2C9L6ipD14GfkDLzQeCjwL8BPwe+npn/q7WtkqTuZb8sSROHfbIkTSz2y5K6zaTt27fvvpQkSZIkSZIkSUO0xQhmSZIkSZIkSdLEY4JZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRV0tPqBkw0EXEAsDdwN7AtMwda3CRJ6jr2xcMTEZMyc3ur2yGp89kvS9LEYZ8saaKZtH27f5fWRMTbgU8D64ANwL8DV2fmb1vasBaKiP2AKZn5m1a3ZbRFxIHAQGauaXVbxkInnzvo/PPXzeyLhyciZgLTfF+6h18oqFXsl5/L+6z25zlUu7JPrqbTP/PDZd/gtQBjcx2YYC5FxB7AV4G/ycz/iIiTgSOBp4FPZ+bjLW1gC0TEt4CpwCuAS4FbM3N1a1s1OiLi28A04GDgK8APM/P/aWmjRlEnnzvo/PPXzeyLhycirgemA/OBLwJfz8ytrW3V+ImIWZm5qe5xRydeI2JqZm6pe9zpx/tXwD7A94G+zPxVi5vU1eyXn8v7rPbnOVS7sk+uptM/88Nl3+C1AGN3HbgG87O2A7Mp/lgHuAn4LjADOCMiprSqYa0QEWcA0zPzJOBM4CjgzIh4RWtbNnIR8cfA1Mx8C/A2YA/gbRFxXGtbNjo6+dxB558/2RfvTpl82ysz3wl8HPgr4IKImNXalo2PiLgS+J8RcXVEvCMi9szM7RHRkfc0EXEF8KWIuCIiFkXEjPJ4J7W6bWMhIq4G3gw8CZwFfDAijm5po2S/XMf7rPbnOVSbs09uUqd/5ofLvsFrAcb2OujIP8aqyMyngGuA4yPi0MzcBnwP+BnFRTetle1rgWeATQCZ+SPgYor/xE6KiOmtbNgomATsFRHTM/P/A64E/hN4U0S8uKUtGx2dfO6g889fV7MvHpYngTsBMvOfgb8E/gT4cyhGt7auaWMrIv4a2B84B1hNcU18NCL2ysxtnXbsEbEUeDHwCYp7tndT/PE4sxNHMEfEXsDzgBMz83PA54BfA2dFxB+0sm3dzH75ObzPan+eQ7Ut++RKOv0zP1z2DV4LMIbXgQnmwZZTXGx/VnbWA5n5VWBf4MDWNm3c/QewLSJeFxE9mXk38N+Bd1AkMtrZ94BfUHxLMzMz+yimGR0CvKmlLRsdnXzuoPPPn+yLd+cB4GUR8fsAmfm/gA8DH4mI4zox8Vjn94BbyuUxPk9xrewFnF/eJHXMsZcjsucCyzJzHXA+xRcLh1H0fx13D5eZv6NYGuPi8vEq4DvAfcAbI8LNqVvHfvlZ3me1P8+h2p19cnM6/TM/XPYNXgswhteBazAPERH7A+8D9gP+hWIKykeBN2fmhla2baxFxBeBxyn+uPuvwFKKnWn/B3BfZj4dEe8C5mfmxa1rafMi4hpgC8V5XQq8Hfh94N+A2zLzdxHxNuCPgAvLb4LbRiefO+j886fn6ua+uJGI+FvgUWByZv63iLgOmAKcCzyVmVvL0b1PZuaVrWzrWIqIP6E45iWZ2VsmWU8ATqJYi/DXrWzfaIuI9wCvA/42M1eXCdb/EzgcOKd+XeZ2FhGvo5iq94OIeDNwPPCzzPx6+fwbgc8Cf5KZD7ewqV2tm/tl77Pa/z7Lc9j+51CDdXOfPByd/pkfLvsGrwUYv+ug40a/jFRmPkAxJfN24HSKbzHO7PROOiI+SzHt+KsUF9pVwM08m8A4JSKeT3EhPtOqdlYREUso1qn6L8AjwAeAX1FshHAU8KFyKsC7gE3t1ql28rmDzj9/aqxb++JGIuJ/UGxC8Qvg2IhYQXFztDdwOXBERMykWLd2RssaOkYi4vyI+EhEHAn0ASuBd0TEKzNzW2Z+F5gDvL6lDR0lEfEXEfHuiHg5xa7wm4HjImL/zNyamZdTjDD431va0FESETdTjFi+PCIuBV4K/AZYFBFnAmTm94DHKP4vUIt0a7/sfVb732d5Dtv/HOq5urVPHo5O/8wPl32D1wKM73XgCOZdiIhpwPZOGSG0K+U3Gt/IzH8pH3+e4g/2vwX+sPw3F1iTmee1rKEVlH+w/jwzv1I+vhAIiqlFkyj+SJ8DrM/MC1rW0Io6+dxB558/7V439cVDlSN0r6fYFfzuMnYjxc7HZwIXUUyFnAuszsy/bFVbx0JE/E9gAfCvFFO27gD6gVkUyfR/zszvRcR3ga9l5o0ta+woiIirgJcAPwL+mGJn69+n2OH5TmBlZv68/JLhC7V+v11Fsa7yRzPzLRExA3g/xQ3wBorzfATFuR4A+rPY2FITQDf1y95ntf99luew/c+hdq2b+uTh6PTP/HDZN3gtwPheB45g3oXMfKaLOukHgFdGubB5Zl4EPAF8LjOvzsx3A++qfeiivdZ+vBN4eTmNiMz8AsUouLOBWzPzfcDZtQ9Tmx0bdPa5g84/f9qNLuuLh5pM8e3yq2qBzPwzoAf4amZ+guKzcE4tudwpn4GImEORbDwxMz9PsdHdPhRrLj9AsfnbVRHxDxTJx3ZPLh9AMTXv2Mz8GMX0teMo1lj8CUWi+SsRcQvFsihtnVwuPQW8ICIOyszNwBeBBymm7/2MYmTJjcA1teRydNhGju2qy/pl77Pa/z7Lc9j+51C70GV98nB0+md+uOwbvBZgHK8DRzB3sXKdmT6KkUJbKP6I+0Rm/mNdmduAizNzZV1sUk7wjZQi4v3ARmBd+e+/A9+l2BzqkbLMvwBfzsxv19Wb8McGnX3uoPPPn7Q7EfF2YDXFUgEvBf4ReGtm/rCuzHeBD2TmfXWxjvoMRMS3gB9TjNYdiIhFwGLg3sy8qrxRmpqZvyrLT27X6X1RrK/8deAG4LtZrKv9ZuAcio3+lkfEwcBemfnTsk5bHm95kz8pMzeXUxd/DXwnM9dHxJ4Ua+I9npnnD6nXlser9uN9VvvfZ3kO2/8cSs3o9M/8cNk3eC1A666DTszOaxjKacdnUKy5cjvwMuBvgM9FxNvLkWM1gy6wif6hi4gvAW8Fng/8PcW0h5uBPwNOiojDyqLbKEYG7jDRjw06+9xB558/aXci4lqKpQLOBlZQfI7PBG6PiDfUFd0b2KO+bid8BiLisIh4bfnwOxQjd98IkJm9wG3AhyNiXmY+UJdcntSOyceIeFlEvCwzt1LsbP06imUyyMx/pfhy4bKI+L3MvLcuudyux3sD8BXghxFxDMUfAIcBfxzFOtNPAJ8GZkWxtvgO7Xi8aj/eZ7X/fZbnsP3PodSMTv/MD5d9g9cCtPY6cARzF4qIQ4AvA28sR4S9geLCOx/4HfBB4LcUU1R/k5mnt6yxTYqIBcC1wElZ7IT5aorND66jWND8BIr1SrcBGzNzccsaW0Ennzvo/PMn7U55zX8+M48pH58A/ANFgnUP4PMUCdaXU6yTdVZrWjo2IuIbwO+V/3op1gY7lmLTjX/LzBVluX8C3p+Za1rV1tEQEddTrPs2Dfg5cA3wMeCXwN/ns+tu3wy8JzP/s1VtHQ0RcT7F/18nRcR5wNHArRTvwQsp1oH7J+AvgXXllD1p3Hif1f73WZ7D9j+HUjM6/TM/XPYNXgvQ+uvAEczd6TGKtWjmApTTAs6kuOimAKdSLHp+We1DF+2zFs1vKKbaLoqIqZn5M4qO5HzgeZl5LsWowL+pfZja6Nigs88ddP75k3bnCYrpXABk5nLgRIqRvL8B3lb+/Pe15HKnfAYi4jhg78w8Dngtxfq8R1OsP7wFeEdE3BQR36ZYc7ndk8uLgdmZeSzF5hovptgF/jKKPv7CiPhCRNwEDLR7crk0DbgbIDO/CHwN+COK5WC+BtwPvAO4q5ZcDtdc1vjyPqv977M8h+1/DqVmdPpnfrjsG7wWoMXXgSOYu1QU61oOZLFZVC32duC9wNvLKaq1eFutRRMRn6OYUn1+Zm4qY8dSrOl4dGb+pq5sWx0bdPa5g84/f9LuRMSPgPvqRydHxDkUSddz6pcJiA5akzYiXgl8FnhvZvZFxBSKKW3TgCuBfuBNwNNZbujXzn1ARBwJvIuir3syIqYCyyi+YLgY+N+ARcCWMhnbtsdba3dEHE/xhckXMjPL5/6U4sb3zzPz/vJmeEv5XMdc32of3me1/32W57D9z6HUjE7/zA+XfYPXArT2Oui0bL12ojYCKIpNhMhiN/aXR8Q/1BX7PvA4sLW+7kT/0NUd2xSAzPwgxfTqKyPi98vYbcC9FNOsd5joxwadfe6g88+fNFy1zzjFaNaDIuLLdU//FJg5NNnWYcm32kYUr4mIvTNzAFhKsXbaX2Xm2sz8Sl1yeXKb9wFPA3MoEsmUSdU/p1gn7a8zc2VmfqEuudy2x1vX7n8HZgF/HhELypvam4D/F3hzWbaWXG7LNabVfrzPav/7LM9h+59DqRmd/pkfLvsGrwWYWNeBI5i7QETMzMyn6x5Pz8z+8ucfA2uB/xv4Y4pd29/VmpY2LyL2ATbXHU/9sX2T4gO0Fji4LNdWaw118rmDzj9/0u5ERE8Wm7vVHk/NzC0RsT/F5m6/plgy4f0Ua4Wd25qWjo+IOANYDHwJ+GFmPhoRBwIfAM7rtIRjRFxEcbzvoVgWYms5svn/yMwlrW3d6IqIKVmsh3cAcClFsvnHmXlrRNwKfCszr21tK9VtvM9q//ssz2H7n0OpGZ3+mR8u+wavBZh414EJ5g4XEX8HvIhiXcP7M/MrZbz+wvtrio119szMi8vYhJ8uEMXumPsD64FfZ+any3j9sb2dYvfMPTLzC2Vswh8bdPa5g84/f9LuRMT/RTF96U4gM/Ofy3gtETcZ+DuKzSj2yMwPlM933GcgIqZl5jPlz+dQ3Aj2Uqy//F6KDQ3Pa2ETR9WQ410KHE+xKcldwCeA1bXz3a4i4l1AH/BkZv6kjE3OzG0R8WKK9d8OBvYEHszMd7essepK3me1/32W57D9z6HUjE7/zA+XfYPXAkzM68AEcweLiM8AhwH/hWIK7jnAysz86G7qTfg1DyPivwJHAe8GXgJc/f+zd+dhclVl4se/ISEx7KIgQSQMOLyDRkAjIqiIijIKbqOCguwgCIg4MosLLgiOC8ogKCjgBGRV/LmxuDEii6NCGIGAvCiDCasgiCgkgZD8/jinSKWpTldX0l1d1d/P8/DQdereW+fce+vUyXvPAvwiMw8YYr8xXzbo72sH/X/9pKFExBeALYAvANsBLwJ+lpknDbFfX3wHIuKLwEOU4OLHMnNBI7Be398Z2IpS/92RmR+u6T3ZKIyIj1PK+zhwWu2l3tz42wfYEphOKe8HupfbFRcRX6NMbXI58F7g6Mw8rb43OTMfi4inURr9m2bmTfW9vri/NfbZzhp0v54oH3gNl7NfT5RPGq5+/863y7rBewHG7n3gHMz97VHgc5l5PXABcBjw2oh4cthtRBwQEe9q3qlHvnT3A+dm5t2ZeTXwUuBVEXFyY4OIODgi/q15px4pG/T3tYP+v37SoKLMkzUROCozLwO+ApwB/GNEHNi03T4RsV3zvv3wHYiIE4HNgCuBDYHrImLT2mt7CkBm/igzPwcc0BRc7sk5iCPiNMpifY9QHiZc0wguR8RqAJl5Zu2xvE8juBw9uqp1RGwBBLBT7S3yNuBDEXEIQKPnNvDCzJzfFFx2zmWNJttZvd/O8hr2/jWUhqPfv/Ptsm7wXoAxeh/05D9e1LbFwAn1H7KPZ+aNlKHGL4mI7SJizbrdpIh4evey2ZGFwNG1BxSZ+RdgW2BmRLy1pv8OeCAi/q6L+exUP1876P/rJw2qBkkXA1+IiKdl5oPAFcBpwEsjYpOIWBfYHHhO1AUb+sgawLGZ+bPMfDfwY+CbEfHMGnSdEBHviYi/z6XTSPRk8DHKgiOrAQdm5umZuRdwM3BD7cn7aC3vWyNiemY+UvfryfJWfwLuAjYAqI3evYHjIuKdABHxOuCoiHh7Y6defHignmY7q/fbWV7D3r+G0nD0+3e+XdYN3gswRu8DA8x9JiIOiYjDI+IllF5xPwLOavSSAn4L/BFYMzP/CswC7gYWdCO/wxERH4qIj9R/oJ4PfAu4IiLWAMjM+4FLgcmZuSAz/5syh+cfu5bpYejnawf9f/2koUTEbhGxd0SsT/mO3wAcU4PMfwWuAZ4NPKsGnY8DngAmdy3TK1ntlbuQ8pQdgMw8ErgW+FENyE4H1gHeExGr1216Nfg4mbKK806NhCyLa/wP8K368GAmZXjf3hExuW7Tc+WNiM0iYq1al8+nLE4JQGZeBRwA7B+ll/oVwH7AQ73aU1u9x3ZW77ezvIa9fw2l4ej373y7rBu8F6A37gMb9X0kIs4FdqEMPT4A+DLwE+A2yj9k18myyuZzKEEMssx3eXk2rb45FkXELEpA4hFge+CnwDcoPd9+FREbRRl2vh21bNUNmfnoKGd32Pr52kH/Xz9pKFFW8d0XeCPwGcoCZzcCS4DP1ifwd1HmpF0foN773+uF7/hQImLPKNN9bAqcBHwiIt7WeD8zDwF+D0Rm/qFOj/H/KCsf95yIeH2UqSJWAY4FTo4yr3TDvwF/A56Rmddm5jHAzylzNPecKHMun04p58lZ5n97RkRc1LTZlcDDlHv8MUpZf93DPbXVQ2xn9X47y2vY+9dQGo5+/863y7rBewF65z5wkb8+UZ/cfD0zG8NPtwD2BGYAnwLeRelBdRfwl9qDqmdExFnAQXX49OrAv1ACNW+kTOr+Cso/WO/NzP26l9Ph6/drBxAR/wUcmpnz++36SUOJiOcA/5mZb6uvdwZeBaxOaRzsBLwauB2Yn5nv6FZeR0L9/m8M/IZSzmOAeZRevHtk5oV1uyuAjwBXZeaSiFitFxvGEXE2ZXqI+yjTgXyFMpTvq8DBmfnjut1VwBGZeV19vVZmPtydXHcuIg4C3gm8gVLuk4GpmblTRFxK6TlyUX3/Yet4jbZx0s7q23YyjJtraFtZqsbDd75d/V6/D8V7oeiV3wh7MPeBiNiYEqjYJiL2BsjM31KGBdwI7JqZRwF7AO9vfOl6YVhqRDSGUW8GfACgzlF5HPB94LjM/ATwbsocl/vV/cZ82QAiYhNgKvCiiNgf+ufaAUTE30XEWpQfgMOgv66fNJSIOBh4JvD8iHgrlAXsKE+b/wask5nvozQMjm4El+sT6J4XEc8DNsnM12RZxO49wDmUnszbAh+LiFMi4qfAbZl5ZWN6iB4NLr+EMsXJTsD7KUHl/6TcAwcC50bEpyPix0A2gsuUFz0XXK7uBX6WmQszc25mvhFYFBHfy8zXU4YwrkPpQdGo4/vi/tbY189tZOj/djLYVqYPrqE0HP1eb7drPNTvQ+n3+r8dvfYbYQ/mHhcRp1L+oX4Lpbv8PwBfy8xL6031Bsowgndl5oKm/SbkGJ/jMSJ2pfR0O5iyUujXgS9n5lm1bFsAHwPel5n3Ne035ssGEBFfBbYGrqLMjfNPlKdzl/T6tYMn783NKPMhXU4ZEn5yZn6jH66fNJSIOI0yBcI/RcR+wPOACzPzVzXAdjiwU2a+ecB+ffMdiIhNgROBt2bmopr2QuCHlMbgTZThbBtl5nfq+6v04rQJtV7bCjg+M1/TlP6PlEbgvpQ5tTcB1svMM+v7PX29azrcwgcAACAASURBVFD9EmCXzPxVU/r3gIsy87QB2/fk9VXv6ec2MvR/OxlsK9MH11Aajn6vt9s1Hur3ofR7/d+OXvyN6JvI/ngUER8HnkHpFj+PUgH/CtgjIt6YmYsz8yJgLco/aJ/UI1+6v1CGVX+QMt/MR4F3R8QetWw3AdPowbLVXo3TKEMZvka5bj8C3hURr+31axcR/wxsRJkr6dmUhsKngAMj4u29fv2koUTEKcAjNbj8ZkoD4HFgn4h4fr3PvwxMjIgNm/fth+9Afdq+amb+H/BXSgASgMz8X8oT+H2AP2XmNX0QXP4QsF0t2+L6cKHhv4EzKQ3gmzPzkqbg8iq9eL0j4riI+EpEfBC4n9I7+7ym3jYAFwNrDty3F6+ves84aCNDH7eTwbZyP1xDaTjGSb3drr6u34fS7/V/O3r1N2JStz5YK8V04Pws8/H8J2X+mfOABygLKL2C0pX+jsy8pYv5HLbau+/3lDk7L6bMV/o4cANwfES8nPIluy0zf921jHbumcCVmflYROxEqTwXUYYDfTkizgdm0oPXrlobuKKW77fAWyjDWBYCp0fEi4EX0rvXTxpURDydssDCyRFxIiXItjqlp+5LgS3qlBDbUgKsd3ctsyMgyoJvmwJ3RMQdlN4Xp0bEdzLzrXWzGyk9mJd50N2LwccaTJ4MfLYmHUKZ+uNLmXlErQdvBLYd2KOgR8v7Fcq9fAblwcl3gKOBfwUuioh9gF9Qepbc2K18atzr2zYyjIt2MthWtq2s8aav6+12jZP6fSj9Xv+3oyd/Iwww97ZfA0+PMvH5Y8AU4M7M/GaUxYN2Bq7PzHOgt4YL1HzeExH/R1l5fhHwCUrFuhUlMLN6Zl4AvVW26iZg34i4F3gTS59Ovgi4lvJDOjczz4CeLN9PgCsiYhvKU7dtKY2GbYA5wDXAbzLzfOjJ8kmDysw/R5kn7NuUOvgtABExE/h3yrxhWwI/ycyT6nt98R2oPQ7+DtgVeDGll/K3gIOAEyLiSuAzlB6vf8zMx7qV15UhIr7A0mlQPhBl0Y3HgNOB/SPiEuAo4H2UOr3nrzFl0b73ZeYfavl+B3yeck33ovye7Q08kJlHdy+bGuf6to0M46KdDLaVbStrvOnrertd46R+H0q/1//t6MnfCAPMve0bwGpZF0KKiL8Bd9b3dgd+mplX1fd6athxnVNmAmVhoFUoT2fmA0uAV2bmhc3b9lLZqp8DrwFeCVycmXOAORHxJeD+zPxaY8NeLF9mXhURz6U8cf3fzLwRuDEing/8OTO/3di2F8snDSUzr4uIo4GtImJSZi7KzNk1AElm/kdj2z77Diyk/PYsiIhfUnpfnAh8PjPfHhEfBl4A3JKZH4Kx0yAarohYg/KPn59GxEnA04A/UHr1vhZ4J2X+vP0o/0D6QN2vJ8vb5NnAp4E96gOCCyNiIuXhyTspc+Utysz50Hf3t3pH37aRYVy0k8G2sm1ljTd9XW+3a5zU70Pp6/q/Hb36G+EczD0sMx/JzPsBImIKZSL8hRHxDWCTRgVctx0TN1y76pwyTwCXUYbGPJcy3PbHwPoDtx39HK6YzPwzcBJlmPFOURZJgjLX0uoDtu258gFkmXv1DsoKwC+syTMpQZjm7XqyfFIbvgl8GJgUEZvVtMXAas0b9dl34DbgiIjYsQbV/0ZZkOLxiHhLZn46Mz/TFFzuyTmIAWrZvk5Z2Xt6Zh6UmcdRpgS5F9ghMw/LzH/JzCOgt8sbS1ejfi+wXkR8quntKyhzbU/PzL82BZcn9Nn9rR7Rz21k6P92MthWHrBdT5ZPGo5+r7fbNR7q96GMh/q/Hb34G2GAuX+sQllh8mrg4czcF56cw6eXXUUJWOyWZZ7Sb2fmV7qcp5UiM2+l/EP9FuDMiPgesDAzT+huzlaqaynDp/8rIn4ILM7Mz3Q5T9KoqL07VwHeDnwrIn4MzM/Mb3U3ZyOjBhOvpAzja8yVR2b+iVIPTB+4z1hqEA1XLe91lHr83oiYDE9e99spC3MsoxfLGxHTI2JVSm8aMvNBypzLW0XE8TXtHmADyvQoT+rVYLr6Tr+2kaGP28lgW1kax/q53m5XX9fvQxkn9X87euo3YsKSJbb9+0Wd7PyBzDysvh4zXeVXRGM4cWOYebfzs7JFxCTK07hVMzNrWl9cO4CImEoJOqyZmb+qaX1TPmkodVqMANbIzCtqWl98ByJi7cz8y8A0ytzL+wKfyszvRMR3gF9n09QgvWhgeZt+nyYC6wIbZub1EfF94PLM/GLXMrsSRMSplJWp/wxcCpybmYvq71YAp1J6Lk+kDFl8d7fyKi1Pv7aRof/byWBbWRqP+rnebtd4qN+H0u/1fzt66TfCAHMfiYhnZeYf699j8obT0Ppgfs7l6vfySUPpl+9AROxGmR7irZl574D3JgFvAz5GWfF4Ua8HH4co7xTg1cBZlEU3HsnMd4x+LleeiPg4ZbX2dwOHUhZX2SsHLMwYZTXzRu912x8ak2wj95d++R0dTL+XT2qH9bZasX4c2+fAAHMfGss3nCSpP0TEqyjzw/0I2K8RdG3+R0Dtzfx4Ll2wpWf/gdBmeTejBNPnDnyv10TE1ykLq3y7PjD4DbB/Zv66vj8BmNq4tjWtZ8ur8cE2siT1FuttqXc4B3MfsgKWJI2CZwBHAvcA50bEBrB0nuGI2IZlg8u9vuBbO+W9oym43Ovl/TXw9IhYjbI4JSy7QOWngCMj4hmNhB4vr8YB28iS1Fust6XeYYBZkiR1Yg4loLo/cBdNQdeIeA3wEeAfGhv3wT8QllfenSjlndHYuA/K+w3ge5n5aA0c/xX4P4CI+ChwA3AfZREeSZIkSeOYU2RIkqQVFhFnAhtR5um9u/bo3QL4Rh8EW59iPJW3zjF9CbAHcDxAZu5Vezevnpn3dzN/kiRJkrrLHsySJKljETERIDP3AeYD+9XX1wD/rw+DreOqvNUqlJ7KVwMPZ+ZeALV3s8FlSZIkaZyzB7MkSVoh421xt/FWXoCIOB94IDMPq6/H3TmQJEmS1JoB5jbVHkvvpwwPnQRMBn4AfCwzF0bEs4HjgBcBS4AFwKcz83ttHv+ZwB3ArMx8b1P6jsDPgLNqb6nmfS4HXpyZa0TEhcBz61tbUeaKfAL4c2a+ajmfuy9wInB7TZoI/AH4RGbOrtvMAl4LNHoprQKsAZyamZ8bcLxrKYsAPb/RiysiTgXmZ+YH6us1gT8B387MPWraROBB4KXAtsDbM3PXmr9TgG0yc07T51wEXJiZs+rrFwAfr2VfRFmQ6AzghKZ87Au8j3L9JgH/A3wwM/8y2PkZULYv1P03zcw7a9pO1OHCwAb1/N1VX/8HZbj0x4H9M/O/mo61OvBH4PLM3LWNz94VOApYB1iVcn2Pysw7ImITYE5mrjFgn6OAGZm5b4vrPAFYC7gSeE9mLmjnOkfEH4CFlF57zQ7NzF9ExBLg2Mw8uikfbwcOz8wdI+IXlPtjMhDAjXWzmzJzz+WU/xO0cR7r9+XkzJxR//5vYOfM/EnTPicDf8rMTwz2eZKGr3mV7/Gw4vc4LO+zMvOP9W+Dy+OYbWLbxLaJe6JNPLCcDTdk5t5N+70R+D7wzsy8YMDnHApsmZn3NqXPqWW4fLA8amywrrautq7uXl1dj/OvlO/fBMp5/iHw4Xq8y+tmawDPBrK+/glwMXBpU9rEWsZPZ+ZPl/eZ3Tap2xnoIacATwdek5l/qV+wc4DTI+KfgV8AHwX2y8wlEbEV8JOIeLQ5uLUcBwDfA/aIiI9k5oNN790DvDEiVsvMRwEiYjqweWODzHx74+/6JXlVZv6pzbJd2VxJ1ErnhxHx4sycW5NPyMzjm7bZGPhtRHw/M2+padsCTwMeA3amfIGgfDk+2fR5rwMuA14XEatm5uPANpSeUb+tx2k2ATgvIrbJzAUDM98418BBjfNQf/AaP45fjDI35scoP2gP1h+EL1Ou6x5DnaCIeBqwN3AhcDjw7wD1C7513eYTwDMz8/Cm/T4BzAP2Av6r6ZBvA/421OfWY+xBubfelJm/j4gJ9fN/FhHPb+cY1cDr/DTgKmAf4Ks1ecjrDOyZmdcu53M+GBE/ycwrBr6RmdvX425C+VHZehj57+Q8PgacGRFbDuP7IKkDzQHWfg+2wrgsbyO4PMHg8rhnm9g2sW3iYqy3iZcp5yAOpXx/PwBcMOC9tYCzImLn8fA714esq62rrauLUa+rI+IdwFuB7TJzfs37hZQHIR9m6TXYkdJBbuumfXcEbhuQthXwo4h4c2b+qp08dINzMLeh3kx7Agc0nhZl5iPAIcB3KT/MV2Xmkwv7ZOb1wNuBe1sedNnjrwIcDMyiPpEZsMmDNf0tTWl7A+d2XKjlqJXOd4D3LmezjSgV51+b0t4LXAScDRzZlH4ZEBGxbn39xrrNb4EdatprKE9qWrmMch6PH+T9Y4HPNT9trT9OB7P0/E+j3O+r1fefoFTYpy2njM3eCdwGfBF4T5SFjdr1Q+D5EbFRU9o+lHPQjuOA92fm7+HJQMZnKE8WpwwjHwM9A1ibcn8NptV1HspHgLMj4ukrkLdWOjmPv6c0EP5rOdtIktpkkGF8s03ckm3i9tkmXjlW9DwCEBGbAjsC/wz8fUS8dMAmZwMbAh/sPKvqBuvqlqyr22ddveKmUXoeTwWoDxoOp3z/hq1+P79EeRg4ZtmDuT0zKV3gH25OzDJc6NtRuu9fOnCnVk9ABvGPlIrjp8CawAkRcXxmLmra5izgQJZWyrtTKulDhlGO4bgeeEPT6w9ExLspT7LXojw52iUz7wKole/ulCd5fwL+IyKel5k3Z+bfogwt2CEivk95OvjPwMbAmygV8GuAZYarNFlCKev1EfHDzLxowPuvoAw1WEaWISmNYSmXUhYn+kNE3EB5YnspcEmb5+NQyjCfayPiHkoFe0qb+z4OfJPyI//Z+lRtzZq3f1jejhHxDGCTmvcn1Ur6nLrNuk/ds6VXRMRvKE9pnwHcChyfmd9q2ma517k6JyKah5gszMzmp7bfoHxnvga8o828taPT83gEcF1EHJ6ZJ6/E/EiSNN7YJrZNbJt4qbHeJm6Us9mJuXTY+yHAxZl5X5R59j9AuXcbFgDvAq6KiP/OzOtWYhk0sqyrrautq5fqRl19JrArcG9EzKZcv+8N4zvWyvWUazJm2YO5PYtZ/rka6v2hvBc4p1bI36dU1gNv7B8AMyPiWRHxMuAWlv/kZkUtAR5ten1C7aL/AuCXlHlsLm96fz/g5sycU3+4fkKZ86nhUsoT8pcCv6tDaC6iDDN5GmXuoebjLSMz76EMw/l6RGww4O0JNb8ARMQJEfGbiLgxIm6r+z+eZY6cjYEvUObQORM4f6gTEREvqvk7ryadCby/DvVo11nAu+vfe9XX7WgMQx7q/mtlFco8Vg1X1mv4POAkSiX9rQH7DHWdoQwx2brpv4FDgqD8oM2MiAOXk+9ODPs81qf17wKOi4gZKzk/kiSNJ7aJbRPbJl5qrLeJrxyQv60bweWImEK5V8+s254J/FNEPKf5AJl5I2Wo+7lRplhQb7Cutq62rl5q1OvqzPxLZr6OEpA/HVgfuDgiPrsChx14j485Bpjb8ytgiyiTuz8pIp4dERdTbuSBQ4qIiIOjzG80qChzEb0BeGeUCciT0rN8ma7vmfkY8G3KUId9KMNRRtI2LJ3AvDkfj1AqmFc28lgrqkOATSLiD7UcLwb2qk+woFTQO1Ce4lxUjzWH8jTqTcDV2WJ+ogGf/QNKhXIWpVJu+AWl8m9s94FaybwReFbN4/4R8abMvDszz8nM91AWNHhHlPmOlucwysT7s2vZjqDMH/X6IfZrzvs1wMSI2JrypLSt4UGZ+WfKk7pW99c3o8zF8yAwtf7QNXsW8ECLYy7OzGMoiyHMGuRzn3Kdh6M+Ld+DMiwohrv/co7b6Xm8jjIU6TzKPSdJkobPNvHSfNgmtk3cTr7HVJu4yW6U+XlPrtfym5TgxftafNZJlGnnTlyBLGt0WVcvzYd1tXV1O/leqXV1RPxrRGyfmf+XmWdk5l6U83/YChy25T0+ljhFRhsy8+6IOIfy9OmAzHw4ItYCvkL5AnwVuCEi9gTOzTJJ/kzgGJY+9RnMwZT5j17ZSIiIv6dMTL79gG3Pqp85lfKEZSNGQES8AdgF2LLV+5n554j4IHBqRFwAPJ/yRGbjrHM8RcQkyo/NwZTVLm+KiLWBN7Ps081LKMND2h2u8UHgWsqKs42nVx+iPA26Hbiknv+pwD+x9AnYYsrwjuuyrqBa8z0X+PNyzsU6lB/FXTPzZ03pZ1HmaWp3iAqUoRcnALdmmai/3f0+CZwYZUL330eZ4P9DlInhb8myCvBVlCeun635ezblPO892EEpldtN9bhPWS144HUeMMxkSJn5yygr1x5NacSsLJ2ex+MpCzS8mzIHlHpUuCq2q2K7KjbRpVWxoyz+0vZ5jIg3Uno3vTMzL2hK/zzwcmCHLIvlNPJ3LLBtu/eCRpdt4mXZJrZN3I4x2CaG0gP1uMz8eCMhIvYHvhARn2yx/X7ADZSgtMY46+plWVdbV7djJdfVqwGfiYi35NIFMF8AdDTVUES8hFJv77yC+RpR9mBu36HAzcAvoswD86v6+sB6w+xIWVlzTkTcSFnh84BczgqsETGZMmximaBAZv6O0tNy4FPA/wFWBy7KZec3WlGviDIk4zcR8b+UL+7OWYaKtJSZ5wCzKf+Yfy/wteZ/DNb8fRo4LCJWrck/BZ6WmTc3HepiShCirYquPiV8F01DSjLzN8CrKfPR3BARN1H+wf886pOzGvg4CbgkIjIibqn53jnLhPmD2YcydOZnA9KPBV4dw5ty4WzKU9BZw9iHzDyXci7Pq/feTZSyvTozF9bN9gS2iYib6v13ESXYdvlyjnsbpUI/IZ769LCxTfN1bjin6X5p/DfYUJLjKN+VlanT89iYC2s4E/5rbDoF2I6yKvbWlKe5QVkVez1Kr4DLgK0ycyvKwiOnRcRr2zx+86rYA+cIe3JV7EZCtFgVO+sQrJr0qvp60OByk+bhrC+gBCJ/WD+j4YSmbbak/P58PCKenBMtnroqdsOlQHM+llkVu6Y9uSp2i/w1VsVuWWdE6ZVwGfCNzPz7zNyC0pPgbSztNdJYFfu19fpsSQlEt9VQj6euig2UBV6azvupwAVN56kR2Gysit1suKtif47y2781MAP4DWVV7OEsWtJ8nbeiBL+fR/nNaRjyOvPUIX9bZ+Yvmt7/YETsQAuZuX0twxsoDx0a+7czt9twzuOhlDn3BvYm+RDlun8eICK2pPxOv9Xg8phnm3jZvNgmtk08VtvEr2iRv2vrb/XWlPug2VmUwNW+Aw+UmfdT7oHJKyvzGnHW1cvmxbrauno06+pPUe6fX0TEbyPiVkrHit3a3H+zprxeRyn3HlkW+xuzJixZ4mLgkqTeEKWH6E3AtGxauCTK3GYvowT8Nh8YJKtBtj9nmUtwecdfhTIM9FBK8PKqzPxMfW9H4GTKiswX1MYTEXE0ZUXjQ/KpPVeXAOtlWRl6qLLtS+0tPCD9a8CDmfnvUXq2zsnM45ve357SgPn7XLpwySzKKtR/AnbKzH+s6WtQesU+u/ZEmAX8mNJg/URmXhYRHwE2yMz3Neep/v0Oyj8uMzMPr8d8sgdzRPwA+Hlz/uo2M4AtM/PciHgTZRXkl+fS3sfrU3paD2wMD3aeDqFcnx8DG2XmowO2+QTwzEYem9KmUVY0n9n02ZcB/wv8w8Bz3+Kzb6f0Mv5JU9oESm/6HwDr0l4P5mWuc5ReG5cDH87Mb7VznaP0YH57Zl47SF6XUBak+QDlYcufo6kHc9N2m7TK83LOwSdo8zxGxKaU7+t0ysrru2TmL5uOtSGlJ8e/Ueb4/JfM7Gh1bUmSJEnd4xQZoyAirqSsutnKKzJzxHpURhn+fOUgb/81M18xUp/dK6IMDfqXQd4+JzM/P8Kf/y8Mvhro5+tTuL4WEQFcMMjbmZm7D/Kexh9XxXZVbFfFXqobq2JD++fxEODizLwvIs6nBLufrM+zDOHdG/gR8EWDy/3PNvHYZpu4+2wTayywrh7brKu7z7q6NQPMo6CblWCt/LcecsNxrFaAXasE6w/AiP4IjHWZmXifqj2jtip2DcB+lRKYO69pmx8Ap0TEsyjzqXVjVezjo8x5ewHLWRUbICIaq2IfXN9vrIp9H3VV7NoL+VvR5qrYEdFYFXvgXHdPWRWbMiXHRGC1zNwsy3y7e9bG6asoU2icSQluL7cxFoOvin1qDfS24yzg65ShZt1cFXvX2mP+o5Qe0K1WxV7edYYyRUbLHsxNDgUaQwEfGmLb4VjueYwyZch+wP416Uzg6oh4Tmbe0bTpTpSpZ14bEVMzc+Cc0uojtonHNtvE3WebWGOBdfXYZl3dfdbVrTkHsySpl7gq9tJ8uCq2q2K3k++Vuip203GHOo+7URaDOrleq29SHj68r7FBROxGmZfwRZTe9u32RJckSZI0hhhgliT1jMy8m/LE/utRVsMmnroq9o4RsWcNthJLV8Ve7vzLLF0V+9mZuUlmbkKZXuBF0XpV7H0pgdofroyytRJLV8X+Wqv3a9Dzg8An6zy+r6Wsir1pUxk2pPQQPbjucxNlzug3UwPMVWNV7IvbzN4H67Ff05T2IeBDEbFL0/kfbFXs5pXEh7sq9ib1v40oC5Ac2WaeG5ZZFXsY+zVWxX5uzdPEiPgoS1fF/htlKov3N+W7sSr28qYAOYyy0OKbW73Z4joPS533uLEq9sq0vPP4XuC4zJzedC8eAhwUEatHxAso39fd6hQ3ewA7R8RBKzmPkiRJkkaYAWZJUq9xVexl8+Kq2K6KPZqrYjdreR5rb+6tKde52VmUhwhHAt8BPl6/S4151N9FOQcvXMn5lCRJkjSCJixZ0u6UhZIkSZIkSZIkLeUif5KkccNVscc2V8XuPlfFliRJkjRc9mCWJEmSJEmSJHXEOZglSZIkSZIkSR0xwCxJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI4YYJYkSZIkSZIkdcQAsyRJkiRJkiSpIwaYJUmSJEmSJEkdMcAsSZIkSZIkSeqIAWZJkiRJkiRJUkcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUkUndzsBImz179hRgG+Ae4IkuZ0dSf5kITAOumTlz5sJuZ6YXWCdLGkHWycNknSxpBFknd8B6WdIIGtF6ue8DzJTK+cpuZ0JSX3sFcFW3M9EjrJMljTTr5PZZJ0saadbJw2O9LGmkjUi9PB4CzPcAbL755kyePHlYO86ZM4cZM2aMSKZGinkeHeZ5dIz1PD/22GPceuutUOsZtaWjOnms3wsrop/LBpavl/Va2ayTO9KXdfJYzp9569xYzp95eyrr5I71Zb08GjwHnoMGz0PrczDS9fJ4CDA/ATB58mSmTJky7J072afbzPPoMM+jo0fy7PC19nVcJ/fIvdCRfi4bWL5e1qNls05uX9/WyWM5f+atc2M5f+ZtUNbJw9O39fJo8Bx4Dho8D8s9ByNSL7vInyRJkiRJkiSpIwaYJUmSJEmSJEkdMcAsSZIkSZIkSeqIAWZJkiRJkiRJUkcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHTHALEmSJEmSJEnqiAFmSZIkSZIkSVJHDDBLkiRJkiRJkjpigFmSJEmSJEmS1BEDzJIkSZIkSZKkjhhgliRJkiRJkiR1xACzJEmSJEmSJKkjk7qdgbHor48+xvwFi5g0dR3ue/BRAKY+bRJrrja5yzmTpPHpaasvrY8brJclqTuskyVpbLFeltRtBphbmL9gEdflfcyddyfT/zIRgBfF+lbOktQlixbDdXnfMmnWy5LUHdbJkjS2WC9L6janyJAkSZIkSZIkdcQAsyRJkiRJkiSpIwaYJUmSJEmSJEkdMcAsSZIkSZIkSeqIAWZJkiRJkiRJUkcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUkUntbBQRawG/AHbNzD9ExE7AF4GpwAWZ+dG63dbA6cBawBXAIZm5aMCx1gHOATYF7gd2y8x7I2IycAbwYmA+sEdm3hIRE4DPA7sCi4GDMvPqFSy3JEmSJEmSJGkFDdmDOSK2Ba4CNq+vpwJfB94MbAFsExGvr5ufDRyemZsDE4CDWhzyWODKzNwCOA04saYfATxS048EZtX0t9XPeR7wFmBWRLQVGJckSZIkSZIkjZx2ArUHAYcB36ivXwL8LjNvB4iIs4F3RMTNwNTM/GXdbhbwSeCUAcfbBdih/n0e8OWIWLWmfwwgM6+IiPUiYuOafn5mLgZujYh5wPaUHtJtmzNnTtvbTpq6DnPn3QnA3HlzAZi29hPccftDw/nIrpk9e3a3szBs5nl0mGdJkiRJkiStTEMGmDPzQICIaCRtCNzTtMk9wEbLSR/oye0yc1FEPAystxKOu1wzZsxgypQpbW1734OPMv0vE5k7by7TN54OwLQN1mf9dTcb7seOutmzZzNz5sxuZ2NYzPPoMM8r38KFC4f18EqSJEmSJKnfdLLI3yrAkqbXEyhzIw+WPtCEFq+Xt3+7x5UkSZIkSZIkjaJOAsx3AtOaXm8A3L2c9IHuqu9R51JeE3hgJRxXkiRJkiRJkjSKOgkw/wqIiHhuREwE9gAuzcy5wIKIeFndbi/g0hb7XwLsXf/enbLg3+PN6RHxcmBBZs6r6XtGxMSIeC5lscFrOsi3JEmSJEmSJGklGnaAOTMXAPsC3wZuBm4BLqxv7wmcEBG3AGsAXwKIiGMi4pC6zdHASyPiJuBQygKCACcBU2r6lygBauqxbwJuR9l8NAAAIABJREFUAL4HHJCZ84ebb0mSJEmSJEnSyjXkIn8NmblJ09+XAVu12OZ64CUtdv8usF3d5kHgTS32XQDs0yJ9CXBU/U+SJEmSJEmSNEZ0MkVGJ6YB547SZ0mSJEmSJEmSRkHbPZhXRGZePBqfI0mSJEmSJEkaPaPVg1mSJEmSJEmS1GcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHTHALEmSJEmSJEnqiAFmSZIkSZIkSVJHDDBLkiRJkiRJkjpigFmSJEmSJEmS1BEDzJIkSZIkSZKkjhhgliRJkiRJkiR1xACzJEmSJEmSJKkjBpglSZIkSZIkSR2Z1O0MSJJWrog4HnhmZu4bEVsDpwNrAVcAh2TmogHbrwOcA2wK3A/slpn3RsRk4AzgxcB8YI/MvCUiJgCfB3YFFgMHZebVo1Q8SZIkSZI0htiDWZL6SES8BtinKels4PDM3ByYABzUYrdjgSszcwvgNODEmn4E8EhNPxKYVdPfBmwBPA94CzArInxgKUmSJEnSOGRAQJL6RESsCxwHfBrYKiKmA1Mz85d1k1nAJ4FTBuy6C7BD/fs84MsRsWpN/xhAZl4REetFxMY1/fzMXAzcGhHzgO0pPaTbMmfOnGGVbdLUdZg7b+4yadPWfoI7bn9oWMcZq2bPnt3tLIwoy9e7+rlskqTxJSJ+BqwPPF6TDgY2Az4KrAr8Z2Z+ucV+LUcE1nbx2fWYCeyZmX8bbHTgiBZOkrrMALMk9Y+vAh8BnlNfbwjc0/T+PcBGLfZ7crvaWH4YWG85+7d73EHNmDGDKVOmtL399TffxvSNpy+TNm2D9Vl/3c2G87Fj0uzZs5k5c2a3szFiLF/v6rWyLVy4cNgPryRJ40Od4m1zYHpjuriIeDZwPjATWAj8IiJ+lpk3D9j9bODAzPxlRJxBGRF4CvAV4CuZeX5EHA0cDfwbS0cH7hIRe1FGB+4+8qWUpO5xigxJ6gMRcSBwR2Ze1pS8CrCk6fUEypzJA01o8XrxcvZv97iSJEnSWBD1/z+OiOsj4nBgJ+C/M/PBzHwEuBB4+zI7tR4R+I462m+Hus+T6fXvXSg9mKGMDnx93V6S+pY9mCWpP+wOTIuI3wDrAmtQgsDTmrbZALi7xb531ffurHMprwk8ANxZ979twP6N9KGOK0mSJI0FTwcuA95HmQ7jcuACnjoq7yUD9hts5N4zgYebFs9uHtE32OjAttvLTifXGaf28hw0eB5G/xwYYJakPpCZr238HRH7Ajtm5n4RMSciXpaZVwN7AZe22P0SYG/K3M27U4b0PR4RjfSrIuLlwILMnFfT94+I84C/oww3vGYkyydJkiR1KjP/B/ifxus61cUXKdNZNLQaldfuiD6a9h1sdGDbnE5u+Hptaq+R4DkoPA+tz8FITyfnFBmS1N/2BE6IiFsovZq/BBARx0TEIXWbo4GXRsRNwKHAYTX9JGBKTf8SJUANZSjgTcANwPeAAzJz/mgURpIkSRquiHh5RLymKWkC8AeGHpU32Mi9+4C1I2JiTZ/WtG9jdCADRgdKUt+yB7Mk9ZnMnEWZB47MvJ6nDvUD+C6wXd3mQeBNLY6zANinRfoS4Kj6nyRJkjTWrQMcExHbU6bI2Ad4N3B2RKwHPAK8DXhP806ZOTciFgwcEVhH+11JGf13LmXUX2OkYMvRgSNeQknqIgPMkjQ+TaM0hiVJIyQi3g18qL68NDOPioitgdOBtYArgEOa5vBs7LcOZYGoTYH7gd0y896ImAycAbwYmA/skZm3RMQE4PPArpRh2AfVQIgkCcjMiyJiW+B/gYnAlzPz6oj4CPAzYDJwemb+GqBOCfexzLyWMiLwtIhYC7iOOiKQMvLvzIj4KDAPeFdNPxqYVUcBPlT3l6S+ZoBZksahzLy423mQpH4WEatRghCbUwIMV0fETsB/Agdm5i/rHKAHAacM2P1YSo+3XSJiL+BESi+4I4BHMnOLiNiBMlrlpZRed1sAzwOeC1wcEVsMDFxL0niWmUdTgr/NaefSutPFTykP8gYdEZiZc4EdW6S3HB0oSf3MALMkSZK08k2krHeyOmXo9arA48DUzPxl3WYW8EmeGmDeBdih/n0e8OWIWLWmfwwgM6+IiPUiYuOafn5mLgZujYh5wPaUHtJDGu6CL5OmrsPceXOXSZu29hPccftDwzrOSBrLq8ebt86N5fyZt75zH3BztzMhSb3CALMkSZK0kmXmXyPiaOAW4FHg58BjwD1Nm90DbNRi9w0b22Xmooh4GFivOX3A/oOlt2XGjBlMmTKl3c25/ubbmL7x9GXSpm2wPuuvu1nbxxhJY3n1ePPWubGcP/P2VAsXLhz2w6uxJDPP7nYeJKmXrNLtDEiSJEn9JiK2BPYHplMCwE8ArwOWNG02gTJn8kATWrxeTGm7t9p/sHRJkiRpxBlgliRJkla+nYHLMvO+zFxImQ5jR8oiqw0bAHe32Peu+h4RMQlYE3gAuHOQ/QdLlyRJkkacAWZJkiRp5bse2CkiVo+ICcAbKdNkLIiIl9Vt9gIubbHvJcDe9e/dKQv+Pd6cHhEvBxZk5ryavmdETIyI51IWFrxmhMolSZIkLcM5mCVJkqSVLDN/HBEvBGZTFvf7NfAZ4DvAaRGxFnAd8CWAiDgGuDszTwWOBmZFxE3AQ8Ce9bAnAV+t6QspAWqAC4FtgRvq6wMyc/4IF1GSJEkCDDBLkiRJIyIzPwt8dkDy9cBLWmz+XWC7ut+DwJtaHG8BsE+L9CXAUfU/SZIkaVQ5RYYkSZLUfdOAc7udCUmSJGm47MEsSZIkdVlmXtztPEiSJEmdsAezJEmSJEmSJKkjBpglSZIkSZIkSR0xwCxJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI4YYJYkSZIkSZIkdcQAsyRJkiRJkiSpIwaYJUmSJEmSJEkdMcAsSZIkSZIkSeqIAWZJkiRJkiRJUkcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHTHALEmSJEmSJEnqiAFmSZIkSZIkSVJHDDBLkiRJkiRJkjpigFmSJEmSJEmS1BEDzJIkSZIkSZKkjhhgliRJkiRJkiR1xACzJEmSJEmSJKkjBpglSZIkSZIkSR0xwCxJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI4YYJYkSZIkSZIkdWTSiuwcEe8GPlRfXpqZR0XE1sDpwFrAFcAhmblowH7rAOcAmwL3A7tl5r0RMRk4A3gxMB/YIzNviYgJwOeBXYHFwEGZefWK5F2SJEmSJEmStGI67sEcEasBXwJeCWwFvCIidgLOBg7PzM2BCcBBLXY/FrgyM7cATgNOrOlHAI/U9COBWTX9bcAWwPOAtwCzImKFguOSJEmSJEmSpBWzIlNkTKz7rw6sWv97HJiamb+s28wC3tFi310oPZgBzgNeHxGrNqdn5hXAehGxcU0/PzMXZ+atwDxg+xXIuyRJkiRJkiRpBXXcCzgz/xoRRwO3AI8CPwceA+5p2uweYKMWu2/Y2C4zF0XEw8B6zekD9h8svW1z5sxpe9tJU9dh7rw7AZg7by4A09Z+gjtuf2g4H9k1s2fP7nYWhs08jw7zLEmSJEmSpJWp4wBzRGwJ7A9MB/5CmRrjdcCSps0mUOZMHmhCi9eLKT2iW+0/WHrbZsyYwZQpU9ra9r4HH2X6XyYyd95cpm88HYBpG6zP+utuNpyP7IrZs2czc+bMbmdjWMzz6DDPK9/ChQuH9fBKkiRJkiSp36zIFBk7A5dl5n2ZuZAyHcaOwLSmbTYA7m6x7131PepcymsCDwB3DrL/YOmSJEmSJEmSpC5ZkQDz9cBOEbF6REwA3kiZJmNBRLysbrMXcGmLfS8B9q5/705Z8O/x5vSIeDmwIDPn1fQ9I2JiRDwX2By4ZgXyLkmSJEmSJElaQSsyB/OPI+KFwGzK4n6/Bj4DfAc4LSLWAq4DvgQQEccAd2fmqcDRwKyIuAl4CNizHvYk4Ks1fSElQA1wIbAtcEN9fUBmzu8075IkSZIkSZKkFddxgBkgMz8LfHZA8vXAS1ps/l1gu7rfg8CbWhxvAbBPi/QlwFH1P0mSJEmSJEnSGLAiU2QM1zTg3FH8PEmSJEmSJEnSCFqhHszDkZkXj9ZnSZIkSZIkSZJG3mj2YJYkSZIkSZIk9REDzJIkSZIkSZKkjhhgliRJkiRJkiR1xACzJEmSJEmSJKkjBpglSZIkSZIkSR0xwCxJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI4YYJYkSZIkSZIkdcQAsyRJkiRJkiSpI5O6nQFJkiRJkqTREBHHA8/MzH0jYmvgdGAt4ArgkMxcNGD7dYBzgE2B+4HdMvPeiJgMnAG8GJgP7JGZt0TEBODzwK7AYuCgzLx6lIonSV1hD2ZJkiRJktT3IuI1wD5NSWcDh2fm5sAE4KAWux0LXJmZWwCnASfW9COAR2r6kcCsmv42YAvgecBbgFkRYec+SX3NSk6SJEmSJPW1iFgXOA74NLBVREwHpmbmL+sms4BPAqcM2HUXYIf693nAlyNi1Zr+MYDMvCIi1ouIjWv6+Zm5GLg1IuYB21N6SLdlzpw5wyrbpKnrMHfe3GXSpq39BHfc/tCwjtPrZs+e3e0sdJ3noPA8jP45MMAsSZIkSZL63VeBjwDPqa83BO5pev8eYKMW+z25XWYuioiHgfWWs3+7xx3UjBkzmDJlStvbX3/zbUzfePoyadM2WJ/1191sOB/b02bPns3MmTO7nY2u8hwUnofW52DhwoXDfng1HE6RIUmSJEmS+lZEHAjckZmXNSWvAixpej2BMmfyQBNavF68nP3bPa4k9Q17MEuSJEmSpH62OzAtIn4DrAusQQkCT2vaZgPg7hb73lXfu7POpbwm8ABwZ93/tgH7N9KHOq4k9Q17MEuSJEmSpL6Vma/NzBmZuTVl3uTvZ+Z+wIKIeFndbC/g0ha7XwLsXf/enbLg3+PN6RHxcmBBZs6r6XtGxMSIeC6wOXDNSJVNksYCezBLkiRJkqTxaE/gtIhYC7gO+BJARBwD3J2ZpwJHA7Mi4ibgoboPwEnAV2v6QkqAGuBCYFvghvr6gMycPxqFkaRuMcAsSZIkSZLGhcycBcyqf18PvKTFZt8FtqvbPAi8qcVxFgD7tEhfAhxV/5OkccEpMiRJkiRJkpaaBpzb7UxIUq+wB7MkSZIkSVKVmRd3Ow+S1EvswSxJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI5M6nYGJEkrR0QcA7wdWAKckZlfjIidgC8CU4ELMvOjLfbbGDgbWB9IYM/M/FtErAOcA2wK3A/slpn3RsRk4AzgxcB8YI/MvGXkSyhJkiRJksYaezBLUh+IiFcCrwa2pAR+3xcRWwFfB94MbAFsExGvb7H7V4CvZOY/ANcCR9f0Y4ErM3ML4DTgxJp+BPBITT8SmDUihZIkSZIkSWOeAWZJ6gOZ+XPgVZm5iNITeRKwDvC7zLy9pp8NvKN5v4hYFdgBuLAmzWraZhdKD2aA84DX1+2fTM/MK4D1ai9oSZIkSZI0zjhFhiT1icx8PCI+CRwFfAvYELinaZN7gI0G7PZM4OEagB64zZP7Z+aiiHgYWG85x53Xbl7nzJnT7qYATJq6DnPnzV0mbdraT3DH7Q8N6zhj1ezZs7udhRFl+XpXP5dNkiRJ0sphgFmS+khmfjwiPgv8ANicMh9zwwRg8YBdVhmwDU3bTBiQ3th/4D6tjrtcM2bMYMqUKW1vf/3NtzF94+nLpE3bYH3WX3ez4XzsmDR79mxmzpzZ7WyMGMvXu3qtbAsXLhz2w6v/z979R9tVloe+/ybZZBMlJkWSZlNNvIA+UDMKGlRaEWmLenNjAdsCJZQfnlZ7BnqAHlF7rok/WtpxWnsYRY4olx8nXkHAQo8HJfQo2CuxjmrdVThJ5BEx3SEQGiQnRkiyk+zk/jHnDivLlbDW3D/Wj/39jJEx9nzW+871zJm1373Ws975TkmSJElj5xIZktQDIuLEiDgFIDN3AH8HnAkM1DRbADxV13ULMCciZpTbAzVtniz7EBF9wGzgWWBTE/uVJEmSJElTgAVmSeoNxwE3RUR/RMykuLHfjUBExAllAXk5cH9tp8zcA6wBLihDl9S0WV1uUz6+pmx/IB4RpwO7MrPp5TEkSZIkSVLvcIkMSeoBmbk6It4IfA8YAe7JzDsj4hngHuBIisLw3QARcTNwb2beC1wOfC4iVlCso3xhuduVwKqIWAdsAy4q49cDN5bxYeDiyThGSeo2EfFbwMeAlwJfzcwrI+Is4FpgFnBXZq5o0G8hxY1Z5wMJXJSZz0XEXIqbrB4HPAOcn5lPl18s3gKcCuwElmfmoxN/hJIkSZIFZknqGZn5ceDjdbEHgZMbNF9NUYgmM4coltOo399W4OwG8V3ApWPNV5J6WUQcB3wWeBPwb8DXI2IpxdUlbwWeAO6LiKWZeX9d9xuAG8ovCldSfOH3YeAaiqtJlkXExcB1FFeYXAE8n5knRcQZwCrgtAk/SEmSJAkLzJI0VfUB97U7CUnqYe+imKG8CSAiLgBeDTyWmRvK2G3AedQsXxQRRwBnAOeWoVXANygKzMvKxwDuAD5dtl8GfBQgMx+KiHkRsbDZ5YtavTli36y5DG0cOig2MGeEJzZsa2k/E2lwcLDdKRySuVXXyfmZmyRpKrPALElTUGZ+sd05SFKPOwHYHRH3AguBrwDrgM01bTYDr6jrdwywPTP3Nmhz7Gj/zNwbEduBebXxuj5NFZgXL15Mf39/k4cFD69/nEULFx0UG1gwn/lHH9/0PibS4OAgS5YsaXcaDZlbdZ2cn7n9vOHh4Za/vJIkdS8LzJIkSdL466OYbXwm8BxwL8X6yPtr2kwD9tX1m17Xhpo20+rio/3r+zTaryRJkjQhprc7AUmSJKkHPQ08kJnPZOZO4L8DZwEDNW0WAE/V9dsCzImIGeX2QE2bJ8s+REQfMBt4FtjUxH4lSZKkCWGBWZIkSRp/XwHeERFzy2LxUuBuICLihDK2nJr1lwEycw+whuLmfQCX1LRZXW5TPr6mbH8gHhGnA7uaXX9ZkiRJGisLzJIkSdI4y8xvA38FfBNYDwwBnwEuA+4pY49SFJ2JiJsj4uyy++XAeyNiPfAWYEUZXwmcFhHryjbvK+PXA/1l/FPAxRN6cJIkSVIN12CWJEmSJkBm3grcWhd+EDi5QfPVwEjZb4hi7eb6/W0Fzm4Q3wVcOsZ0JUmSpEqcwSxJkiS1Xx/wQLuTkCRJklrlDGZJkiSpzTLzi+3OQZIkSarCGcySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEr6xtI5In4L+BjwUuCrmXllRJwFXAvMAu7KzBUN+i0EbgPmAwlclJnPRcRc4HbgOOAZ4PzMfDoiZgK3AKcCO4HlmfnoWHKXJEmSJEmSJI1N5RnMEXEc8FngXOBXgNdHxFLgVuAc4CTgDWWs3g3ADZl5IvBdYGUZvwZYk5knATcB15XxK4Dny/hVwKqqeUuSJEmSJEmSxsdYlsh4F8UM5U2ZuQe4ANgBPJaZGzJzL8Us5fNqO0XEEcAZwN1laFVNm2UUM5gB7gCWlu0PxDPzIWBeOQtakiRJkiRJktQmY1ki4wRgd0TcCywEvgKsAzbXtNkMvKKu3zHA9rIAXd/m2NH+mbk3IrYD82rjdX02Npvs2rVrm21K36y5DG3cBMDQxiEABuaM8MSGbU3vo50GBwfbnULLzHlymLMkSZIkSZLG01gKzH0UM5HPBJ4D7qVYH3l/TZtpwL66ftPr2lDTZlpdfLR/fZ9G+z2sxYsX09/f31TbLVt3sOinMxjaOMSihYsAGFgwn/lHH9/KU7bF4OAgS5YsaXcaLTHnyWHO4294eLilL68kSZIkSZJ6zViWyHgaeCAzn8nMncB/B84CBmraLACequu3BZgTETPK7YGaNk+WfYiIPmA28CywqYn9SpIkSZIkSZIm0VgKzF8B3hERc8ti8VKKdZUjIk4oY8uB+2s7les1r6FYsxngkpo2q8ttysfXlO0PxCPidGBXZja9PIYkSZIkSZIkafxVLjBn5reBvwK+CawHhoDPAJcB95SxRylv5hcRN0fE2WX3y4H3RsR64C3AijK+EjgtItaVbd5Xxq8H+sv4p4CLq+YtSZIkSZIkSRofY1mDmcy8Fbi1LvwgcHKD5quBkbLfEMXazfX72wqc3SC+C7h0LLlKkiRJkiRJksbXWJbIaFUf8MAkPp8kSZIkSZIkaQKNaQZzKzLzi5P1XJIkSZIkSZKkiTeZM5glSZIkSZIkST3EArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqZK+dicgSZIkSZI0kSLiT4HfBfYDt2TmtRFxFnAtMAu4KzNXNOi3ELgNmA8kcFFmPhcRc4HbgeOAZ4DzM/PpiJgJ3AKcCuwElmfmoxN/hJLUPs5gliRJkiRJPSsi3gr8BvArFIXf/xARJwO3AucAJwFviIilDbrfANyQmScC3wVWlvFrgDWZeRJwE3BdGb8CeL6MXwWsmpCDkqQOYoFZkiRJkiT1rMz8BvDrmbmXYiZyHzAXeCwzN5Tx24DzavtFxBHAGcDdZWhVTZtlFDOYAe4AlpbtD8Qz8yFgXjkLWpJ6lktkSJIkSZKknpaZeyLiE8DVwN8CxwKba5psBl5R1+0YYHtZgK5vc6B/Zu6NiO3AvMPsd2Ozua5du7bZpgD0zZrL0Mahg2IDc0Z4YsO2lvbT7QYHB9udQtt5Dgqeh8k/BxaYJUmSJElSz8vMj0XEXwJfBl5DsR7zqGnAvrou0+vaUNNmWl18tH99n0b7PazFixfT39/fdPuH1z/OooWLDooNLJjP/KOPb+Vpu9rg4CBLlixpdxpt5TkoeB4an4Ph4eGWv7xqhUtkSJIkSZKknhURJ0bEKQCZuQP4O+BMYKCm2QLgqbquW4A5ETGj3B6oafNk2YeI6ANmA88Cm5rYryT1FAvMkiRJkiSplx0H3BQR/RExk+LGfjcCEREnlAXk5cD9tZ0ycw+wBrigDF1S02Z1uU35+Jqy/YF4RJwO7MrMppfHkKRuZIFZkiRJkiT1rMxcDdwHfA8YBL6VmXcClwH3AOuBRylv5hcRN0fE2WX3y4H3RsR64C3AijK+EjgtItaVbd5Xxq8H+sv4p4CLJ/boJKn9XINZkiRJkiT1tMz8OPDxutiDwMkNmq8GRso2QxTLadTvbytwdoP4LuDSseYrSd3EGcySJEmSJEkv6AMeaHcSktQtnMEsSZIkSZJUyswvtjsHSeomzmCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmV9LU7AUnS+IiIjwHnl5v3ZeaHIuIs4FpgFnBXZq5o0G8hcBswH0jgosx8LiLmArcDxwHPAOdn5tMRMRO4BTgV2Aksz8xHJ/jwJEmSJElSB3IGsyT1gLKQ/HbgdcApwJKIuBC4FTgHOAl4Q0QsbdD9BuCGzDwR+C6wsoxfA6zJzJOAm4DryvgVwPNl/Cpg1YQclCRJkiRJ6ngWmCWpN2wGPpCZuzNzD/AD4DXAY5m5ITP3UsxSPq+2U0QcAZwB3F2GVtW0WUYxgxngDmBp2f5APDMfAuaVs6AlSZIkSdIU4xIZktQDMnPd6M8R8WqKpTKupyg8j9oMvKKu6zHA9rIAXd/m2NH+mbk3IrYD82rjdX02Npvv2rVrm20KQN+suQxtHDooNjBnhCc2bGtpP51qcHCw3SlMKI+ve/XysUmSJEkaHxaYJamHRMRrgfuADwJ7KWYxj5oG7KvrMh3YXxcbbTOtLj7av75Po/0e1uLFi+nv72+6/cPrH2fRwkUHxQYWzGf+0ce38rQdaXBwkCVLlrQ7jQnj8XWvbju24eHhlr+8kiRJkjR2FpglqUdExJuBe4CrMvPOiHgrMFDTZAHwVF23LcCciJiRmSNl+9E2T5Z9NkVEHzAbeBbYVLZ7/DD7lSQBEfHXwDGZeVlEnALcDLwMeAj49zVXkIy2b+kGqxGXjqpZAAAgAElEQVQxDfgk8E6KL/vek5n/OEmHJ0mSJLkGsyT1goh4JfAlioLDnWX428VDcUJEzACWA/fX9ivXa14DXFCGLqlps7rcpnx8Tdn+QDwiTgd2ZWbTy2NI0lQREb8JXFoTug14f2a+huLqj/c06NbqDVZ/h+JGrr8MnAusKr8UlCRJkiaFbz4lqTdcDRwJXBsRo7HPApdRzGo+kqIwfDdARNwM3JuZ9wKXA5+LiBUU6yhfWPZfSVGoWAdsAy4q49cDN5bxYeDiCT0ySepCEXE08OfAXwAnR8QiYFZm/lPZZBXwCeAzdV2XUdx8FYobrH665garH4XiBqsRMXqD1WXAnZm5D/hhRGwEfo1ihnRTenFd/E5eP9zcquvk/MxNkjSVWWCWpB6QmVcCVx7i4ZMbxFYDI2XfIeDMBvvcCpzdIL6Lg2fkSZJ+3o3AR4BXltuHukFqvVZvsNrsfg+p19bF7+T1w82tuk7Oz9x+nuviS9LU4hIZkjQ19QEPtDsJSepFEfGHwBOZ+WBNuNkbpLZ6g9Ux33hVkiRJGgtnMEvSFJSZX2x3DpLUwy4ABiLi+8DRwFEUReAXu/EqtH6D1dH4i+1XkiRJmhDOYJYkSZLGUWa+LTMXZ+YpFOsm35uZ7wZ2RcSby2YXU3fj1VKrN1hdDVwUETMi4gTgNcA/T9SxSZIkSfWcwSxJkiRNjouAmyLiZcC/AJ8CiIg/BZ7KzM/S+g1W7wbeBDxSbv9BZu6cjIORJEmSwAKzJEmSNGEycxWwqvz5YeCNDZp9CfjVsk1LN1jNzP3A1eU/SZIkadK5RIYkSZLUXgPAF9qdhCRJklSFM5glSZKkNsrM+9qdgyRJklSVM5glSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlfe1OQJKkKvaO7GPL1h0HxWYd2cfsl8xsU0aSJEmSJE09FpglSV1peM8Ij/zoJwfFXh/zLTBLkiRJkjSJxlxgjoi/Bo7JzMsi4hTgZuBlwEPAv8/MvXXt5wK3A8cBzwDnZ+bTETETuAU4FdgJLM/MRyNiGvBJ4J3APuA9mfmPY81bkiRJkiRJkjQ2Y1qDOSJ+E7i0JnQb8P7MfA0wDXhPg27XAGsy8yTgJuC6Mn4F8HwZvwpYVcZ/BzgJ+GXgXGBVRDjzWpIkSZIkSZLarHKBOSKOBv4c+ItyexEwKzP/qWyyCjivQddlFDOYAe4AlkbEEbXxzHwImBcRC8v4nZm5LzN/CGwEfq1q3pIkSZIkSZKk8TGWmcA3Ah8BXlluHwtsrnl8M/CKBv0OtMvMvRGxHZh3mP7N7vew1q5d23TbvllzGdq4CYChjUMADMwZ4YkN21p92rYYHBxsdwotM+fJYc6SJEmSJEkaT5UKzBHxh8ATmflgRFxWhqcD+2uaTaNYM7netAbb+w7Tv9n9HtbixYvp7+9vqu2WrTtY9NMZDG0cYtHCRQAMLJjP/KOPb/VpJ93g4CBLlixpdxotMefJYc7jb3h4uKUvryRJkiRJknpN1RnMFwADEfF94GjgKIoi8EBNmwXAUw36Plk+tqlcS3k28Cywqez/eF3/0fiL7VeSJEmSJEmSNIkqrcGcmW/LzMWZeQrwUeDezHw3sCsi3lw2uxi4v0H31cAl5c8XUNzwb09tPCJOB3Zl5sYyflFEzIiIE4DXAP9cJW9JkiRJkiRJ0vgZyxrMjVwE3BQRLwP+BfgUQET8KfBUZn4WWAmsioh1wLayD8D1wI1lfJiiQA1wN/Am4JFy+w8yc+c45y1JkiRJkiRJatGYC8yZuQpYVf78MPDGBs2+BPxq2WYrcHaD/ewCLm0Q3w9cXf6TJEmSJEmSJHWISktkVDAAfGGSnkuSJEmSJEmSNAnGe4mMhjLzvsl4HkmSJEmSJEnS5JmsGcySJEmSJEmSpB4zKTOYJUmSJEmS2iUiPgacX27el5kfioizgGuBWcBdmbmiQb+FwG3AfCCBizLzuYiYC9wOHAc8A5yfmU9HxEzgFuBUYCewPDMfneDDk6S2cgazJEmSJEnqWWUh+e3A64BTgCURcSFwK3AOcBLwhohY2qD7DcANmXki8F1gZRm/BliTmScBNwHXlfErgOfL+FXAqgk5KEnqIM5gliRJkiRJvWwz8IHM3A0QET8AXgM8lpkbythtwHnA/aOdIuII4Azg3DK0CvgG8GFgWfkYwB3Ap8v2y4CPAmTmQxExLyIWZubGZpNdu3ZtSwfXN2suQxuHDooNzBnhiQ3bWtpPtxscHGx3Cm3nOSh4Hib/HFhgliRJkiRJPSsz143+HBGvplgq43qKwvOozcAr6roeA2zPzL0N2hw72j8z90bEdmBebbyuT9MF5sWLF9Pf399scx5e/ziLFi46KDawYD7zjz6+6X10u8HBQZYsWdLuNNrKc1DwPDQ+B8PDwy1/edUKl8iQJEmSJEk9LyJeC3wN+CDwY2B/zcPTgH11XabXtaGmzbS6+Gj/+j6N9itJPcUCsySpZ+wd2ceWrTsO+vezHbvbnZYkSZLaLCLeDDwI/Elmfg7YBAzUNFkAPFXXbQswJyJmlNsDNW2eLPsQEX3AbODZJvcrST3FArMkqWcM7xnhX3LLQf927tr74h0lSZLUsyLilcCXgOWZeWcZ/nbxUJxQFpCXU7P+MkBm7gHWABeUoUtq2qwutykfX1O2PxCPiNOBXa2svyxJ3cg1mCVJkiRJUi+7GjgSuDYiRmOfBS4D7ikfWw3cDRARNwP3Zua9wOXA5yJiBcU6yheW/VcCqyJiHbANuKiMXw/cWMaHgYsn9MgkqQNYYJYkSZIkST0rM68ErjzEwyc3iK0GRsq+Q8CZDfa5FTi7QXwXcGnVXMfL6NJxtWYd2cfsl8xsU0aSepkFZkmSJEmSpBf0Afe1O4mxGN4zwiM/+slBsdfHfAvMkiaEBWZJkiRJkqRSZn6x3TlIUjfxJn+SJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqpK/dCUiSNJH2juxjy9YdB8VmHdnH7JfMbFNGkiRJkiT1DgvMkqSeNrxnhEd+9JODYq+P+RaYJUmSJEkaBy6RIUmSJEmSJEmqxAKzJEmSJEmSJKkSl8iQpB4SES8DvgW8MzP/NSLOAq4FZgF3ZeaKBn0WArcB84EELsrM5yJiLnA7cBzwDHB+Zj4dETOBW4BTgZ3A8sx8dBIOT5IkSZIkdRhnMEtSj4iINwHfBF5Tbs8CbgXOAU4C3hARSxt0vQG4ITNPBL4LrCzj1wBrMvMk4CbgujJ+BfB8Gb8KWDUhByRJkiRJkjqeM5glqXe8B3gf8Ply+43AY5m5ASAibgPOA+4f7RARRwBnAOeWoVXAN4APA8vKxwDuAD5dtl8GfBQgMx+KiHkRsTAzNzab6Nq1a1s6sL5ZcxnaOHRQ7JdefkTl2MCcEZ7YsK2lHCbS4OBgu1OYUB5f9+rlY5toEfEx4Pxy877M/JBXlUiSJKkXWWCWpB6RmX8IEBGjoWOBzTVNNgOvqOt2DLA9M/c2aHOgf2bujYjtwLzD7LfpAvPixYvp7+9vtjkPr3+cRQsXHRQ76qijKscGFsxn/tHHN/38E2lwcJAlS5a0O40J4/F1r247tuHh4Za/vJooZSH57cDrgP3A30fEhcBfAm8FngDui4ilmXl/XffRq0rujIiVFFeVfJgXripZFhEXU1xVcgE1V5VExBkUXxSeNuEHKUmSJJUsMEtS75pOUdgYNQ3Y9yJtqGkzrS4+2r+Z/UrSVLYZ+EBm7gaIiB9QLF/Us1eVeGVI88ytuk7Oz9wkSVOZBWZJ6l2bgIGa7QXAU3VttgBzImJGZo6U7UfbPFn22RQRfcBs4Nma/T5+mP1K0pSVmetGf46IV1MslXE9PXxViVeGNMfcquvk/Mzt53XSVSWSpInnTf4kqXd9G4iIOCEiZgDLqZkpB5CZe4A1FJdZA1xS02Z1uU35+Jqy/YF4RJwO7GplppwkTRUR8Vrga8AHgR/jVSWSJEnqQRaYJalHZeYu4DLgHmA98ChwN0BE3BwRZ5dNLwfeGxHrgbcAozedWgmcFhHryjbvK+PXA/1l/FPAxRN/NJLUXSLizcCDwJ9k5udo8aqScrvRVSUc4qqSw+1XkiRJmjAukSFJPSYzX1Xz84PAyQ2arQZGyjZDwJkN9rMVOLtBfBdw6fhkK0m9JyJeCXwJuCAzv16GD1xVAmyguKrk1tp+mbknIkavKvkCja8q+QtqriqJiNH4N72qRJIkSe1ggVmSpqY+4L52JyFJPepq4Ejg2ogYjX2WF64qOZKiYHzgqhLg3sy8l+KKkc9FxAqKdZQvLPuvBFaVV49sAy4q49cDN5bxYbyqRJIkSZPMArMkTUGZ+cV25yBJvSozrwSuPMTDXlUiSZKknmKBWZIkSWovryqRJE24vSP72LJ1x0GxWUf2MfslM9uUkaReYYFZkiRJaiOvKpEkTYbhPSM88qOfHBR7fcy3wCxpzMZUYI6IjwHnl5v3ZeaHIuIs4FpgFnBXZq5o0G8hcBswH0jgosx8LiLmArcDxwHPAOdn5tMRMRO4BTgV2Aksz8xHx5K7JEmSJEmSJGlsplftWBaS3w68DjgFWBIRF1LcDfsc4CTgDRGxtEH3G4AbMvNE4LsUNy0BuIbijtgnATcB15XxK4Dny/hVwKqqeUuSJEmSJEmSxsdYZjBvBj6QmbsBIuIHwGuAxzJzQxm7DTgPuH+0U0QcAZwBnFuGVgHfAD4MLCsfA7gD+HTZfhnwUYDMfCgi5kXEwszc2Gyya9eubfrA+mbNZWjjJgCGNg4BMDBnhCc2bGt6H+00ODjY7hRaZs6Tw5wlSZIkSZI0nioXmDNz3ejPEfFqiqUyrqcoPI/aDLyirusxwPbM3NugzbGj/TNzb0RsB+bVxuv6NF1gXrx4Mf39/U213bJ1B4t+OoOhjUMsWrgIgIEF85l/9PHNPl3bDA4OsmTJknan0RJznhzmPP6Gh4db+vJKkiRJkiSp11ReImNURLwW+BrwQeDHwP6ah6cB+xo85/662GibaXXx0f71fRrtV5IkSZIkSZI0icZ6k783A/cAV2XmnRHxVmCgpskC4Km6bluAORExIzNHyvajbZ4s+2yKiD5gNvAssKls9/hh9itJkiRJktRQRLwM+Bbwzsz81/LeUtcCs4C7MnNFgz4LgduA+UACF2XmcxExF7gdOA54Bjg/M5+OiJnALcCpwE5geWY+OgmHJ0ltM5ab/L0S+BLFYHlnGf528VCcEBEzgOXUrL8MkJl7gDXABWXokpo2q8ttysfXlO0PxCPidGBXK+svS5IkSZKkqSsi3gR8k+LeUUTELOBW4BzgJOANEbG0QdcbgBsy80Tgu8DKMn4NRc3iJOAm4LoyfgXwfBm/iuK+U5LU08ayRMbVwJHAtRHx/Yj4PnBZ+e8eYD3wKHA3QETcHBFnl30vB94bEeuBtwCj3xKuBE6LiHVlm/eV8euB/jL+KeDiMeQtSZIkSZKmlvdQ1BhGr4Z+I/BYZm4o7xF1G3BebYeIOAI4g7KuQVEsHm2zjGIGM8AdwNKy/YF4Zj4EzCtnQUtSzxrLTf6uBK48xMMnN4itBkbKvkPAmQ32uRU4u0F8F3Bp1VwlSZIkSdLUlZl/CBARo6Fjgc01TTYDr6jrdgywvSxA17c50D8z90bEdmDeYfbb9FXYrd5IvG/WXIY2Dh0U+6WXH9FUbGDOCE9s2NbS83WqwcHBdqfQdp6Dgudh8s/BmNZgrvBc903i80mSJEmSJDUyHdhfsz0N2PcibahpM60uPtq/mf0e1uLFi+nv72+6/cPrH2fRwkUHxY466qimYgML5jP/6ONbSa8jDQ4OsmTJknan0Vaeg4LnofE5GB4ebvnLq1aMZYmMlmTmFzNzeLKeT5IkSZIk6RA2AQM12wt4YfmMUVuAOeU9pijbj7Z5suxDRPQBs4Fnm9yvJPWUSSswS5IkSZIkdYhvAxERJ5QF5OXA/bUNMnMPsAa4oAxdUtNmdblN+fiasv2BeEScDuzKzKaXx5CkbmSBWZIkSZIkTSnlvZ4uA+4B1gOPUt7MLyJujojR+0NdDrw3ItYDbwFWlPGVwGkRsa5s874yfj3QX8Y/BVw88UcjSe01mWswS5IkSZIktU1mvqrm5weBkxs0Ww2MlG2GgDMb7GcrcHaD+C7g0vHJVpK6gzOYJUmSJEmSXtAHPNDuJCSpWziDWZIkSZIkqZSZX2x3DpLUTZzBLEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKmSvnYnIEmSJEmSpMm3d2QfW7buOCg268g+Zr9kZpsyktSNLDBLkiRJkiRNQcN7RnjkRz85KPb6mG+BWVJLXCJDkiRJkiRJklSJM5glSVOOlwJKkiRJkjQ+LDBLkqYcLwWUJEmSJGl8uESGJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKnENZkmSJElj4s1TJUmSpi4LzJIkSZLGxJunSpIkTV0ukSFJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqqSv3QlIktQJ9o7sY8vWHQfFZh3Zx+yXzGxTRpIkSZIkdT4LzJIkAcN7RnjkRz85KPb6mG+BWZIkSVOKEy8ktcoCsyRJkiRJkgAnXkhqnWswS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqZK+dicgSZIkSZKkzrV3ZB9btu44KDbryD5mv2RmmzKS1EksMEuSJEmSJOmQhveM8MiPfnJQ7PUx3wKzJMACsyRJh+RMDUmSJEmSDs8CsyRJh+BMDUmSJEmSDs+b/EmSJEmSJEmSKnEGsyRJLWhl2Yyf7djNzl17m2orSZIkSVI3ssAsSVILWlk2Y+euvfxLbmmqrSRJkiRJ3cgCsyRJkqRx541SJam3Oc5LGmWBWZKkMWr05hqK2c6SNFV5o1RJ6m2O85JGWWCWJGmMGr25BohFv9CGbCRJkiRJmjzT252AJEmSJEmSJKk7OYNZkiRJkiRJY+a6zNLUZIFZkiRJkiRJY+a6zNLUZIFZkiRJkiRJE8JZzVLv65oCc0QsB1YARwB/k5mfbnNKkjSlOS5XU/8Gu2/WXH62Y7dvsCWNSbeMyRYZJE0V3TIuT4ZGs5p/5YRj2Llr70Ex/x5I3asrCswR8UvAnwNLgGHgWxHxD5m5vr2ZSdLU5LhcXf0b7KGNm5g37xd/7g329Omwb9/BfX3TLamRbhqTvXRa0lTQTeNyuzRbdAbfA0vdoCsKzMBZwNczcytARNwN/C7wp030nQGwe/fupp9s757dTGeEmX3TmM4IALuGh3nq3w7ex5H9fbx01hFN73eyDA8PtzuFlpnz5DDn8VUzrsxoZx5tUnVcbnlMBti/b4TpdbGRvXsOjNGdGGu27cy+aezYuYsfP/nTg9od90tzfi524quO5mc/O3jmX6NCdLOxyfo71sm/x+Ohl4+vm47NMbl7x+RG77NhbGNUJ792za26Ts7P3A42xcdk6PJxuV2xRu+Jobn3wDP6Z7N123MdWaOZTJ08Fk0mz8PPn4OJHpe7pcB8LLC5Znsz8MYm+w4A/PCHP2zpCV8+E17+qpcC2wB45qltLfVvp7Vr17Y7hZaZ8+Qw5wkzADze7iQmWdVxudKYDMW4XOunz2zr6FizbV/+qpfy02eGmtpnN/0tqtUlv8eV9fLxdemxOSZ32Zg8EWNbJ792za26Ts7P3A5pKo7J0OXjcifFoPm/Exsez6ba9bJOHosmk+fhsOdgQsblbikwTwf212xPA/Ydom29fwbeQjGg//z0MkmqbgbF4PzP7U6kDaqOy47JkiaKY/ILHJMltdtUHpPBcVlS55nQcblbCsybKAbZUQuAp5rpuGTJkmHgmxORlCQxNWdkQMVx2TFZ0gRzTC44JkvqBFN1TAbHZUmdacLG5W4pMD8AfDwi5gHPA78DvLe9KUnSlOa4LEmdwzFZkjqL47KkKaV+HfiOlJlPAh8B/gH4PvCFzPxOe7OSpKnLcVmSOodjsiR1FsdlSVPNtP379794K0mSJEmSJEmS6nTFDGZJkiRJkiRJUuexwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqqSv3Ql0kog4DngZsA7Yl5kjbU5JkqYkx+OfFxHTMnN/u/PQ+PD/U92m18ZlfwfHj+dSmny9NiZL6n7OYC5FxG8D9wGfBFYBV0XEnLYmNQEi4piI+MV259GKiDghIv6PdufRCs9ze0TE3Lrtae3KRdVNlfG4FRExi+JDRM/r9d/jiDgCYLQY00vHFxF/HBEfj4hfLz/4qkf02rjcTWNqJ4+JnTyeOR6pl/XamDxZuvEz+kTohc/9Y+VrYWJeB9P27/fL5oh4KfB54M8y83sRcT5wOrAT+PPM3N7WBMdJRPwtcATwWuA64P7MfLy9WR1eRPwdMBM4EfhvwD9m5v/X1qRehOe5PSLiRuAXgO3A/cD/zMznImJ6Zu5rb3Zq1lQZj1sREbcB/cBC4NPAFzJzb3uzmhi9/nscETdQjLW7gVuAdZm5qxdm/0XEzcCxwD8Ai4EdwJ2Z+Y22JqYx67VxuZvG1E4eEzt5PHM8Ui/rtTF5snTjZ/SJ0Auf+8fK18LEvQ6cwVzYD8yjeKMJcDfwZeBI4JKImNGuxMZLRFwC9GfmucClwBnApRHx2vZmdmgR8X8BR2TmO4F3AS8F3hURb29vZofmeW6PiPiPwCuB9wKPU5z3j0TE7Mzc10kzavSien48bkVE/DEwOzPPAz4G/DFwZf2Mtl7Q67/HEbESeBXwcYr3X/+O4jU9q93FmLGKiNnAS4CzM/OTFDOq/hW4LCJ+tZ25aVz0zLjcTWNqJ4+JnTyeOR5pCuiZMXmydONn9InQC5/7x8rXwsS+DiwwA5m5g+Kb96URcXI5I+DrwHcpXnAz25nfONkNbAPIzG8Bn6D4o3RuRPS3M7HDmAbMjoj+zPxfwI3A/wZ+MyJe1dbMDs3z3B6/ANybmduAv6a4ZGw2cEV5XF1dvJlKpsh43IrngYcBMvPvgT8Cfgv4feisy5HHQc/+HkfEdGABsCozNwFXUPy/nkLxhq6r349l5s+AORR/88jMtcCXgB8CvxER3vOji/XYuNxNY2pHjomdPp45HqnX9diYPFm68TP6ROiFz/1j5WthAl8HXf2BZpzdR/FC+71yoB7JzM8DRwMntDe1cfE9YF9EvCki+jJzHfBfgN+heGPdib4O/IDizeqszByiuBzoJOA325rZoXme2+M7wDkRsSQz9wAPAP8TOA4YaGtmqqLXx+NWPAG8enSNsMz8DvBh4E8i4u3dXHRtoGd/j8sPf98D3hYRx2fmbuBWirH3bUBXzjYq/9adXm7+DTArIpYDZGYC3wbOBY5pU4oaP70yLnfTmNqRY2KnjmeOR5piemVMnizd+Bl9IvTC5/6x8rUwga8D12CuERGvBN5P8cbjqxSXn3wEeFtmbmlnblVExKcp1mybA/zfwEqKG5r8V+CHmbkzIt4NLMzMT7Qv0xdExC3AHor/g5XAbwO/SLGG2gOZ+bOIeBfw68BV7V5/DjzP7RIRV1BcAvlNivP/TuAoijX2HinbfLncvr1tiaqSXhuPWxER/xn4CTA9M/8qIj5H8YH9cmBHZu4tL51+PjNvbGeuY9Xrv8cR8QcUr91/orh09d3AeuArmflE2eafgGsy8yttS7SCiLiH4pK6XwQeonijOgeYDzySmZ8r2/098MFyhoS6WLeOy900pnbymNjJ45njkaaibh2TJ0s3fkafCL3wuX+sfC1M3uvAGcw1yjdHnwQeBC6m+Abj0m4coCPiLynWbfs8xQvnJuAeXnhDfUFEvJzihbW7XXnWiogVFOtJ/SfgGeADwI8pblhwBvChcsr+u5pmTucAACAASURBVIFtnTD4eZ7bIyL+H2AZsJfijdQyYFe5/fsR8Rs1zUcmP0ONVS+Nx62IiP9KccOJHwBnRcRqijdCLwOuB06LiFkUs8SObFui46DXf48j4ibgQop1Sv9fiv/XIWAJxWV4p5RNt9Ihfx+aVa5j2p+Z/yfwq8AmilmVIxRrnb49Iu6LiHuBn1nM6Q3dOC5305jayWNiJ49njkeaqrpxTJ4s3fgZfSL0wuf+sfK1MLmvA2cwH0JEzAT2l5ekdZ3yG4q7MvOr5fZfU3yL/5+BXyv/LQA2ZOb72pZojYi4Dvh+Zv63cvsqICguAZoGvIPiGDZn5pVtS7SG53nyRcR8inWCfi8zhyPiTRSL0+8EnqK4I+wHgEeAkcz83bYlq3HR7eNxs6JYt/I2ijuArytjd1K8pi8Frqa47HEB8Hhm/lG7ch2rXv89jojjgM9k5jvK7aXAcuAbFOPsIori0RPA7i48vpMp7jj9e5n5w4h4CfAeisv2/wfFrMazge2Z+T/KPtM6bPkBjUE3jMvdNKZ28pjY6eOZ45HUHWPyZOrGz+gTods/948HXwuT+zpwBvMhZObuLh+gnwB+JcqFyjPzauA54JOZeXNm/jvg3aO/RNEZNxh6GPjl8nIfMvNvKGZHvAe4PzPfD7xn9EXfITl7nidZ+a38XuD9ETEjM78N/C3FbCQy8wbgTOADox9yOu0Y1JoeGI+bNZ2imPC60UBm/h7QB3w+Mz9O8Xv63tFCSLe+tqfA7/FG4KcR8a4o1ne7n2LW3zuApzJzBcVswD/rpuOLiP6IODIzHwa+RnEzkIF84YZDC4ALM/Onmfn5mmLOdIs5vaVLxuWuGVM7fEzsyPHM8Uh6QZeMyZOpGz+jT4Su/tw/TnwtTOLrwBnMPaRcN2YI2EKxvsqdwMdH31CVbR4APpGZa2pibfsWPyL+A8XldJvKf/8F+DLFXbOfKdt8FfhsZv5dTb925ux5boPy8suZmfmdiLgIOBn4WmZ+rXx8KcXlrm/JzM01/TrmGKRGIuK3gceBfwOOp5hxdU5m/mNNmy9TFBZ+WBPrutd2r/8eR8SrATLzsYj4TxRrvd2SmY+Vj/8+xd2qT83M/13Tr+OPLyLuoFjfMShmUv4yxf/fd4CvZuYT5fGvBP4oM3e2LVlNad00pnbymNjJ45njkaR63fgZfSL0wuf+sfK10L7XQS9W56ekKNZtu4RiDZUHgVcDfwZ8MiJ+u7z0btRBL5g2Fj0/A5wDvJxiJsSvUayH8/+zd+fhclVV4v7fMCSEWWwQbCUoNEs0ChpkEBFtcUBwBNQGEWSQUVpb/Nm24tRgq6goiqCIRmUUbLVbQBS+bTMoiLEFArKwaebBAcQBSRiS3x97F6kUdXPvrdx7q07l/TxPnie165yqfU6dWvecVfus/WaWrue2iDIC5TF97LP7uQ8i4mzgk8CJEXEypUj/DEpdvVcB1BE1N9BRQ3FQtkHqJiK+CryD8gvy+ZS4sS9wcUTs2Lbo2pQJjB7TtGN72L/HEXEacBJwakScQPk8/w44MCKeBZCZpwG/7Fx30LcvysRjMzNzL+CrlJp1D1Lqmz4X+OeaCDuOchu6yRz1RZNi6iDHxEGOZ8YjSZ2aeI0+GYbhun95eSz09zhwBPMQiIgtgJOBv8/MR+sJ9DeAI4E/A+8B/kiZMfI3mblP3zpbRcQsyknh67LMWLk15UTw65TC47tS6uItAu6rJ5F95X7uj4h4OfCuzNwlIqZRfn1bBPwCmE0p1r8O5QezxZm5e986K41D/T5+KjNfXB/vCnwH+HtK4uNTwEWUkVl3Z+Z+/enp8hv273FE7EWZWOcVUSYMOxu4kTJSYH/KpCEPAE8BFmXmG/vW2R5ExFHAEzLz/fXxa4Hdge9Tbj3clvI53pWZH6zLDM0oEDVDk2LqIMfEQY9nxiNJ7Zp4jT4ZhuG6f3l5LPT/OHAE83C4l3JCtSFAHea/L+UgWplSF+3jwAmtL1H0v7bMbygjDeZExKqZ+XPKF/5IYPXMPIwy+uRfWwf9APTZ/dwf90AJlvXi4D2Ui5vnUSZ1+QilQP23Whdg9WJNGnR/ody6BUBmnkeZiOi7lO/u6+v/v9FKhAzg93Oshv17fBtwR0SsUUfL7U6ZYOp1wD9STm5vAf6rlYxpwva19fE6YL2ICIB6i+F/UG5N/32WWm6HtiVzrHGqfmhSTB3kmDiQ8cx4JGkETbxGnwzDcN2/vDwW+nwcOIJ5SETEOZRZpd/c1vYG4BDgDZn5l7b2gfgVPyKOo4zQODIz769tOwNfAHbKzN+0LTsofXY/T7GIeArwIeBCSl29P0XEysC/A3fWINm+/EqZuagPXZXGLSJ+AtzYPpIuIt4ObEOZeGpRW3tjj+1h/x5HxBzgw8CxmXlFbZsGXAFc2Ep0tC3ftO17EvBZ4H+BrwC3ZebiiPgs5fj9YtuyA/d3RCuOpsTUQY6Jgx7PjEeSOjXxGn0yNP26fyJ4LPT3OBi2bP0Ko/UrfkSsApCZe1JmhvxO22L/Tann9kj7uv36ErX1eeXaj/cATwC+VE8WycyLKLXmHmpfdwD67H7uk8y8A7gUOBB4SUT8TWY+ShmpMq3zF7cmJW204mrFFOAVwOZR6m+2XEWpL7nUsdzkY3vYv8eZOY/yt+CLEfG8iFilxtN30+Vcq0nbFxEr1xPR9wNbUW6Rf2XraWBB+/KD+HdEw69pMXWQY+IgxzPjkSRo5jX6ZBi26/5eeCwM1nHgCOYGioiZ2TZhRUTMyMyF9f9XUG5tuxB4FWVyi7f1p6dLRMQ6wIK2frb3+VuUA/024Bl1ub7XBHI/919ETM/Mh+r/307Z1/OAKym/Qt6dmYf3sYvSmNWL9EfaHq+amQ9HxFOB71FuZzqBMkHVbzpHsDXVsH+PO7bvaGAXSv23ayijAG/KzHf3r4fjE0tm3n4gM6+sbStl5qKI2IRyW90zgDUpIy3371tntUJrakwd5Jg4aPHMeCSpUxOv0SfDsF3398JjYfCOAxPMDRMRx1Mm1fg18OvM/Fptbz+Q/gmYBqyZmR+pbX0b/h9lFsunAncDt2TmsV36/AbKLJdrZKmd1u8+u5/7ICI+A9xPuVD4YGYuqKNVHq3PvwLYEng2cHtm/kttH5htkLqJiH+j3Kp0NZCZ+YPavnKWSShWAo6nTDyxRusCvonH9rB/jyPiQ5Ttexg4pSa02uPsvsBzgFmU7XtX/3o7PlFm3v474MfAocDRmXlKfW56Zj4UEatR/vY9PTOvq881quSHmq9JMXWQY+IgxzPjkaROTbxGnwzDcN2/vDwWBvM4MMHcIBHxMcrtYO+jnIS+Hbg06yzKy1ivnzXm/gV4EeUWtqdRaqX9JDMPGGW9fvbZ/dwHEfE5YBNKXb0DKBPd7JaZ/9ceJOuy7SNsBmYbpG4i4tPAFsCnge0px/Z/ZebnR1mvccf2sH+PI+IUSlLrP4CdKH8jts3MhRGxemb+tW3ZNTLzgfr/gd++ePzM2zsA3wQ+mZknty23fWb+tO3x0JyoqxmaFFMHOSYOcjwzHknq1MRr9MkwDNf9y8tjYXCPA2swN8tfKSdWVwNnA4cDL4uID7QWiIgDIuIf2lfq85fod8AZmXlXZl4ObEepNfeF1gIRcXBEvLd9pT732f3cH2sCx2Tmf2XmW4AfAt+KUpdwYURMi4i3R8TftV2ATRuwbZCWEqUm1srAUZl5MfBF4FTglRFxYNty+0bE9u3rNvTYHtrvcZTabqsDB2bmV7LMPn09cE1NDP21bt/rI2JWWzKmEdsH/B64kyUzb18OvBU4NiLeDBARLweOiog9WiuZzNFUamBMHciY2IB4ZjyS1KmJ1+iTYRiu+5eXx8KAHgcmmJtlEXB8HfHwcGZeS6nVtk1EbB8Ra9XlVomIJ/Svm0tZCBwd5RY2MvOPwLbAnHrSuhrltoZ7I+JpfexnO/fzFItyK+tCSmAEIDPfCfwcuLBeCM0C1gXeHhFr1GW8kNBAq8foIuDTEbFaZt4HXAKcAmwXEZtExHrA5sBTo07O0EQrwPd4OmXCjJ1bDVnqmP0UOKd+dnMoIyneGhHT6zIDvX0RsWlErJ2ZvwMepNSsBSAzL6OMutw/ImZQjt23AfdHxyRk0lRoUkwd8Jg4kPHMeCRpGZp4jT4ZGn3dP0E8Fgb0OPCP8YCLiEMi4oiI2IYySuNC4BsRsXpd5FfAb4C1MvPPwFzgLjpmUZ5KEfG+iHh/HWFwFnAOcElErAlQTxovAKZn5oLM/H+UyU1+08c+u5/7ICL2riOMng58HvhwROzeej4zDwH+F4jMvCUzPwn8Ox2zn0qDJiLeGBFvjYgNKDHlGuCjNSHyZ+Aq4G+BJ9UEybHAo5SL/kYZ9u9xROwS5XbtlYBjgC9EqZna8l7gL8ATM/PnmflRymzVD099b8cnSo3Tr1C26Qv1tronRsT32xa7lDLz9jTKZ/Yw8LMhGwWiAdekmDrIMXGQ45nxSFKnJl6jT4ZhuO5fXh4LzTgOTDAPsIg4A9gV2JTyi/2JwI+AmyijC9bNMmvmUykn1WSZMOTH2Tab5hT3eS5lpMYDwAuAiyg1034IXBkRT4lye+P2rT5X12Rbrbep5H7uj4j4GqVm0B6U4PgM4OXAmdF2uyOwEbBe3R6AqzNz4BM3WnFFmbF3P+DVwMcps9xfCywGPlF/bb+TcoG8AUD9Xn6vXzGlV8P+PY6I04B3A0cDZwBrA28GTo5yezaZ+RvKKMSntK36ywaMXD6I8nfvlZTtmxURF2Xmi4GVI+I7EXEA8GXgz/VEdVFmPpiZf+pfz7WiaVJMHeSYOMjxzHgkqVMTr9EnwzBc9y8vj4XmHAdO8jeg6i8xX83MVp2xLYC9gdnAvwL/QLmt7U7gj/W2tr6LiG8AB9W6cmsA76FcELyaUnx9R8qIg3sy823962nR4P38NeCwzHywCfu5U0Q8EzgxM19SHz+fMkJmX8qonq8Dl1NmD799ELdB6iYingp8NjN3r49fAbwEWINyIrAz8PfAzcCDmblnv/q6vIb9e1xHSBybmS+LiPWBbSiTin2UMhLgbEqyY2vK9i1zUo1BExGvBrbMzGPa2n4ALMzM10bEIZTjdihn3lYzNCmmDnJMHPR4ZjyS1K6p1+iToWn5lYnmsVA0Jf/jCOYBFBEbU06inh8RbwXIzF9RhvlfS5l9+ihgL+AfW1+i6GP9sYho1ZfbFHgXQJYJQY6lzE59bGZ+GHgLZUKRt9X1+tnnTYCZwPMiYn9oxH5+WkSsTQmoh8Pg7+cRLAD+EqX+IJl5FbAD8AVgPcpon69SLtQGdRukpUTEwcDfAM+KiNcDZOaFlF+W/wKsm5nvoJwEHN1KhLSNYGuaof0e134+TD1PyszfZeZ5wDspIwB/S5m5+TLg9FYypmGf5W+Ad0bEtq2GzHwllNGEmXlyZn66LZmzkskcTaUGxtSBjIkNiWfGI0lAM3Mhk6GJ+ZWJ1sR8zURrWv7HEcwDJiJOptRsu4Ey/P0ZwJcz84J6kLyKclvAP2Tmgrb1+vYrfkTsRhkBcTBlRs/WyfM3ap+3AD4IvCMzfzsgff4SsBXlZHoe8AbKL2PnD/B+PpnyB+ZXwI8pdfK+kJnfHNT93ClKgfk7MvPheqvL32Tmy9ue3wN4DbB/Zj7S1r5SWl9PAywiTqHUrHxDRLwNeCZwbmZeWS/SjwB2zszXdqw3MN/PsRr273FEvA+4JDMvj4gfAbdk5kH1uemUSUQ2zMx/6Vhv4LcvIo6lTOx1E6Xm65bAZ4C9MvOKuszbKaMEP9O3jmqF16SYOsgxcZDjmfFIUqcm5kImQxPzKxOtifmaidbE/M/QZPaHQUR8CHgiZZj7bZSAeiWwV0S8Okutse9TaqZt0r5un79EfwQ2poyC2A74APCWiNir9vk6Sq25TdpX6mOi9uDanx0ptwNeSSkS/w8R8bJB3M8R8U+Ueni7UmrqPJ1yS8iBEbHHIO7nTlEmbzkF+HJEtP5g/i4ivtO22LXAmnTEpkFP2mjFFhEnAQ/URMhrKX/sHwb2jYhn1e/giZQ6kk9uX3dQvp9jNezf45rUegbw09p0CDA9Ik4AyMyHKNs3q3N036BvX0R8EXgOZfTndOA7lEnQ/j/g+xGxa5SZtl9FSfpIfdGkmDrIMXGQ45nxSFKnBudCJkOj8isTrYn5monW1PzPKv16Y3U1CzgrS32dz1LqyZwJ3EuZgXpHytD42zPzhj728zH1hPR/gV8C51Hq4j1Mmd37UxHxQsqX4abM/FnfOrq0vwEuzcyHImJnSuB6hHIrzokRcRYwhwHaz8A6lBEoD0XEr4DXUS4KFgJfiYitgecyWPv5MfWPxNOA3Sj1/falTH5zEHB8RFxKmbjnQOA39aJHGnj1Anh7yqz3nwPWosSSp1JOCLeIiIuAbYHfZ+Zdfevschr273FEfJolIybfFaW+2UPAV4D9I+J84CjgHcCtDTyBXUAZ4XBL3ZZfA8dRPq99KBcxbwXuzcyj+9dNrciaFFMHOSY2IJ4ZjyR1alwuZDI0NL8y0ZqYr5lojcz/OIJ5sPwMeEKUQuYAMyi33J1CqalyF6U22n4wGLUeM3NxZt4N/B9wKWU2z/dT/kBsCZwPfC2X1ILpe5+B64AdImIfyi2Lx1BuObibMgHLXcC/D9J+puzXj0fEOcA/AYdS/uD8lHLLzFUM3n5utxC4qN6+cgWljtSdwHGZuQdwAfBs4IbMPAQGchukx8nMPwD7U+NeZu6fmW+iXLR/G/gUsAj40YDFlF4M7fc4Itak/M29KCI+T7kdfzFLbj07ijKJ2Nsof5ffVddrxPZVfwt8DMrIxcw8F/gQ8M+Uv9+vB/bLJfVXPUfUlGtYTB3ImNiQeGY8ktSpcbmQydDQ/MpEa2K+ZqI1Mv/jCObB8k1g9cz8K0BE/AW4oz73JspJ7GX1uYGo9VhP+KYB61J+sHgu8CDlRHanesL42LKD0GfKjN4vBXYCzsvM+cD8esvg7zLzy60FB6XPmXlZRGxG+QXzfzLzWuDaiHgW8IfM/HZr2UHpc4ebgGMj4srM/DFlEpz3Ukb4vC4zP9a+8IBug9RVZv4iIo4GtoyIVTLzkcycV0eMkZn/1lq24cf20H6PM/MvEfFV4GzgV5n5GnisRumpwIsy8/D2dZqyfW39PBQ4OyL+tW1E4CWUERGz6m12rXWmNWHbNJwaFFMHMiYOcjwzHklahsblQiZDQ/MrE61x+ZqJ1tT8j78GD5DMfCAzfwcQETMohe0XRsQ3gU1aAbUuOxAHUJbaL48CF1NuYdmMUi/th8AGnctOfQ8fr46O+TzldsudI2Kb+lRrxtr2ZQeizwCZ+X/A7ZQZdZ9bm+cAq3UsNzB9hscuDC4FPsyS25vIzN9Tbomc1bnOoG2DNAbfAv4FWCUiNq1ti4DV2xdq6rE97N/jun2/oCQ97qmJmFaN0pspNdCWMujbFxGzImJVykUKmXkf0Erafaq23Q1sSLnN/zHZvPIfGj4DHVMHOSYOYjwzHkkaTRNzIZOhifmVidbUfM1Ea2L+xwTz4FqJMmPk5cCfGjD8/zLKSI43ZqmH9+3M/GKf+zSizLyRcuJ9A/D1iPgesDAzj+9vz0b1c8qFy9ci4gfAosz8eJ/79DgRsU7r/20XBt+izBL+uYh4fW17Lh0Xi1IT1Qv3lYA9gHMi4ofAg5l5Tn971rth/x53bl9NylxE+duwTkRsWZ/eCli1H33sVZRZp78EfAPYOyJad6z9HHgfsG1EnB8RFwJ3ZpkoRRoYgxhTBzkmDnI8Mx5J6kHTciGToVH5lYnW4HzNRGtE/qdl2uLF/ig8qKIUL7+3dRvbIA1976aezC5u3c7Y7/6MRT3J3RhYNTOztg36fp5JGd2xVmZeWdsGps8R8UZKHcLXZ+Y9Hc+tAuxOqQF4LfBIZr5l6nspTY56C3cAa2bmJbVtYL6fYzXs3+NRtm8G8PeUZMhVwAOZuefU97I3UWZhn02pV3gYZWK0fbJjgrEok8S0RmE28jjV8BuUmDrIMXGQ45nxSFKvmpYLmQxNzK9MtCbmaybaoOd/2plgHmAR8aTM/E39/0AeQMOmFcT73Y/xGLQ+R8RLKLf0XAi8rXWx034M15E2D7fV2PL41lAatO/nWA3793iM27cpJVF0a+dzg6zWXj0vM79dT8p/CeyfdYbpOvpnZutzq22N2DapXzF1kGPiIMcz45GkXpkLUTdNvbaaSIO8DyyRMcDaAqqTW0yRQf2iLssA9vmJwDsps7yeEREbwpLaQBHxfJa+APP41tAawO/nWA3793gs23d7WzKmSdvXPgt7q8/tt+v/K/DOiHhiq6FB26YVXB9j6iDHxEGOZ8YjST0xF6JuGnxtNWEGeR+YYG6AQT6ApC7mUy5k9gfupO1iJyJeCrwfeEZrYY9vaSAN+/d4Wdu3M2X7ZrcWbtj2fRP4Xmb+tV6Q/Rn4P4CI+ABwDfBbSm1DSWMzyDFxkOOZ8UjScmnYOZi0QrNEhqRJFRFfp8xYvk9m3lVH0mwBfNMTBqkZhv17PKzbV+uvng/sBXwKIDP3qaMJ18g6W7uk8RnkmDGofTMeSZI03BzBLGlSRMTKAJm5L/Ag8Lb6+Crg3/t9ASZpdMP+PR727ePxs7DvA1BHE5rMkcZpkGPGIPetMh5JkjTEHMEsadI4IYPUfMP+PV4Btm+Fn4VdmkiD/B0a5L6B8UiSpGFmglnSpGqf5XSQZzyVNLJh/x4P8/Y5C7s08QY5Zgx434xHUkPUuyL+kVLWZhVgOvCfwAczc2FE/C1wLPA8YDGwAPhYZn5vjK//N8DtwNzMPLSt/cXAfwHfqHdktK/zY2DrzFwzIs4FNqtPbUmpR/8o8IfMfMky3nc/4HPAzbVpZeAW4MOZOa8uMxd4GdC6u2IlYE3g5Mz8ZMfr/Zwyeemz2mLvycCDmfmu+ngt4PfAtzNzr9q2MnAfsB2wLbBHZu5W+3cS8PzMnN/2Pt8Hzs3MufXxs4EP1W1/hDKR6qnA8W392A94B+XzWwX4KfDuzPzjSPun7f1eAHwQ2LDuo9uA97b6FBGLgfUz8/dt6+wBHJGZL66f4wVAtr3sWsD1wH6ZeW9EfBg4nDJ/AMA0YG3gO7Wfi+tnPgvo7PMxmXluRNwCXNq6K6b2Y+u6rzbp9Tipr7MfI+y/iPgJ5XOfDgRwbV3tOsrcBze1ta0E/AX4bGZ+a1nv2XSr9LsDkoZb+4XNIF3kSBq7Yf8eD/P2OQu7NPEGOWYMeN+MR1JznAQ8AXhpTaitAZwOfCUi/gn4CfAB4G01Ebgl8KOI+Gtm/mgMr38A8D1gr4h4f2be1/bc3cCrI2L1zPwrQETMAjZvLZCZe7T+X5OdL2lPdo7i0szcrW39nYEfRMTWmXlrbT4+Mz/VtszGwK8i4j8y84bati2wGvAQ8ArgB3XxC4CPtL3fy4GLgZdHxKqZ+TDwfModHb+qr9NuGnBmRDw/Mxd0dr61r4GDWvuhJuxbyf3P1Pr7H6Qk5O+rCe0TKZ/rXsvaORHxIuA04PVtSfe9gf+OiGeMo6zRTZm5Vdvrrgx8GzgKeF9tPjszj2hb5gmUCWAvrP8A3pOZ5y7jffaMiAsz87TOJ3o9Tkbbf5n5grrcJsD8ju3chPIDQ3vbLODiiHg0M7892vs3lTWYJUmShtygJZokrbiMR9JgqwmyvYEDWqNdM/MB4BDgu8BhwGWZ+djkoZl5NbAHcM8YXn8l4GBgLnAp8PaORe6r7a9ra3srcEbPG7UMmXkRZdTsoctY7CmUxO+f29oOBb5PSca+s639YiAiYr36+NV1mV8BL6ptLwXOG+G9Lqbsx0+N8PwxwCfbR4vXpOnBLNn/G1HyfavX5x+lJExPWcY2tnwE+NdWcrmufzrlc1p5DOuPZG1gfcrnO5InUfr8h3G87vuBz0fE05ajb52WZ/89Tv3h4oPAeyaqg4PIEcySJEmSJEkCmANcl5l/am/MzHuAb9fSARd0rpSZl4zx9V9JSdxdRCmbcHxEfCozH2lb5hvAgSxJKr+JkmQ+ZBzbMR5XA69qe/yuiHgLJSm6NnAZsGtm3glQk8dvooxE/j3wbxHxzMy8PjP/UksovCgi/oMyuvmfgI2B11ASyC8Fliq30WYxZVuvjogfZOb3O57fEfiXzpVq+YpWWY0LKJOq3hIR11BGnF8AnD+GfbE1pXRF5+uPd+TtphHxS2BVSmL5DuBs4LNty7wpIl4IrAGsB/wCODgzf9a2zHER8YGO135pZt5b///fdd0zImLHcfZxJMuz/0ZyNfDsCejbwHIEsyRJkiRJkqDU811Wrmi050dzKHB6TSj/ByXZvGfHMv8JzImIJ0XEDsANLHvk6/JaDPy17fHxtcTBs4ErgIXAj9uefxtwfWbOr4n3H1FqVrdcALyYUmP517UEyPcpZTJWo9QDbn+9pWTm3ZQyIl+NiA07np5W+wtARBwfEb+MiGsj4qa6/sOZuTclqf1pSq3grwNnjb4rxvT5drsTZSVKfeOWmzJzq8x8FvBeyqjgc2qJkJaz635+FqV8xkzKZ9/uPfV12v/d27HMhyj75cOj9HtMlnP/jaTzGBs6JpglSZIkSZIEcCWwRZ2c7jER8bcRcR4l4bpd50oRcXCtzzyiWov2VcCb6wRtSbmz/l3ty2XmQ5SE45uBfSnlNCbT81kyKVt7Px4A9gF2avUxIqZRRlJvEhG31O3YGtgnIp5YV72AUg5jN0piuTXCeDXKKObLu9VX7njv/wTOoYzmntb21E8oyevWcu+qSdpXU0pMEBH7R8RrMvOuzDw9M99OmZBxz1qveVlG+nxPrPWqoYzafmLHIk8COhO/rT5+jfJjwjkR8bhKCvXzPgJYBzhulP51e/1HKLWlD2dJGZKeLef+G0nXY2yYWCJjijgLq7OwsgLPwlr33deAwONeLAAAIABJREFUj2bmh9rap1FmWP1rZs5uK5K/Zv3/zcCBmXlq2zpHAbMzc7+R3k9aFuOx8Rjj8ajxuK392ZTJVv45Mz/R1n445XbPOZl5f9u+/Rbwgsy8baQ+aMVmDDYGYwweyzlxt+0E+H1m7ty23kgxej/G8HlL3WTmXRFxOmX07AGZ+aeIWBv4IiWB+CXgmigTv51Rv1NzgI8Cbxnl5Q+m1G/eqdUQEX9HmUDvBR3LfqO+50xK3eenTMT2dYqIVwG7As/p9nxm/iEi3g2cHBFnU0bbbgBs3Ip7NWmalO37WGZeFxHrAK9l6dHZ51PKW5w0xu69G/g5Jd6cU9veB5wXETcD59f9PxN4A0tGEC8CPhERv8jMO2rbs4BbGb2+8TGUchP/0/b3az9Kje2P1mUuAI6MiHdk5qIok/PtC3xhGa/7XuBGSnz+XOeTmflQRBwK/DgivpaZ/zNKPzvX/7+IOJJSJ3nUWuCjWJ799zgRsTlwNEuPch86jmCeOicB21NqxWxF+fUiKLOwrk/5FepiYMvM3JJSQP2UiHjZGF+/fRbW9Tqee2wW1lZDdJmFNevtBrXpJfXxiCdIbS7NJbcqPJsSLH5Q36Pl+LZlnkP5xe1DEfGMtj51zsLacgHQ3o+lZmGtbY/Nwtqlf61ZWFfr1vkos7BeDHwzM/8uM7eg/EK5O0t+pWzNIvqy+vk8h3LSPeofhiizsJ4FvL9tH51BmYV1/dHWb3NT2z7civL5PUqZhbXl7LZltqT+ykbZZy3dbjFpn5V1zyj1ph5nOY+T23j8CceO1ML5I1gEfDoiYgyvL42V8dh4bDweezw+jDJr/BHRNuIkM08EfkZJlFCTgmcDbzG5rFEYg43BxuCxxeCbuvRv545lusboapmftzSKwyg/3PwkSh3dK+vjA7OUe3gxJTbMj4hrgRMpkwL+aKQXjIjplBi91A9qmflr4EweP4r5p5TavN/PpeszL68do5SU+GVE/A8l4fmKLKUuusoyyd08ysR7hwJfzrYf1Wr/PgYc3haPLwJWy8zr217qPMqPUmOq5ZtllPM/0FaSIjN/Cfw9ZSLGayLiOsqPXM+kjjzO8iPS54HzIyIj4oba71dkmbBuWe95KaX+9efqPrqe8lm/JDN/Uxf7R8rfqflRahRfQjkP/PoyXvd+SpL5IxHxpBGWuYwS006sP7xBqcH8y45/Hxxh/W8C53Z7bjyWZ/9VM9v6+gvKCPz3ZeZIEzsOBUcwT4FYMgvrRlkL5WfmAxFxCLADbbOwttbJzKvrr/Wj/joSS2ZhPYwyCuLtwMfbFrmP8ov461hSJL81C+uEF8nPzIsiojUL6z+PsNiyZmH9PWUW1h/U9ouBsyJivfrHrDUL61qU2x9aRfKXNQvrdMofgyO6PN91FtaIOJglv2K2zyJ6X2Y+WoPas0Z4z3ZdZ2GNiAVMzCysly9jmeWZhfXyzLx51KXH7lrgqRHxgsz8SW3bl/JZvnKEdR6k1Dw6IyK2z3LrjNQz43FXxmPjMXSJx1FGR+5NGQW5FWXkSnvtuYOAq6LcWbI7cFxm/ngC+6khYwzuyhhsDIbRz4kfZwwxerTPWxpRTZh+qP7r9vz/UkbMjuc1H6KWcOjy3D5tD2e3tbf/AHgLJbZ3rjuts20ZfZjLKOU2coQ7ZTPzxaOsdyrljo/W44O7LHM+S5e7WKpP3fqXmddSRnG3tyXlTqBl9eeLlBHg45aZFwIXLuP5+yk/Foz0/I9p+xzb2r9GHZzACPWSc+m7jF48Sj836dI20g+DYz5O6vKj7r9ux2RtW56/aY1lgnlqOAurs7Cu6LOwtnyDUsPqJ3X00I6Ui8BlnUwfC+xM+UX4qGUsJ42F8dh4bDwuxhKP9wFuzMxfRcTXKSOLHkte1ONhD+B/gP/MzBMmuI8aPsZgY7AxuBhLDG5tZ7tzMvPY+v9lxmhG/7ylSRERl1JicDc7ZuafR3huIt57LeDSEZ7+c2ZO9He5caKUNnnPCE+fnpnjroHcNB4nk8ME89SYsllY68nmlyi3gJ3Ztsx/AifVWxE2oz+zsH4qItagnACOOAsrQES0ZmFt/erXmoX1t9RZWKPUEDsnxjgLa0S0ZmHtrK30uFlYKbcfrgysnpmbZpnpdO+IeE99bifK7R8XUy4ClmVCZ2GtfXwbJeHabRbWI+rtR1+g3CbTbRbW0W4b+RDlAuXDwHdHWXY8Tqec5P4j8HpKof9l3u6UpabTW4BfRsSIv6JKY2Q8Nh4bj4uxxONDKHXsoIys+7d6N8lP25bZiZIE2y4iNsjM305gHzV8jMHGYGNwMZYY/Nh2jmDUGD3K5y1Nin4m52ryelnfmxVelnIfp/e7H/3kcTI5rME8NZyFdUk/nIW1ihVoFta2172HMoJkF8ZxHGbm7ZQLq68Dvc7aKoHxuL0fxuPKePz447CO1psN/H/1OPgppR7su9qW2YEy2cuLKSNGz4wywZg0EmPwkn4Ygytj8PiPw7HE6Lb3GunzliRpwphgngKZeRflF6KvRpl9lXj8LKwvjoi964klsWQW1sedkHZozcL6t5m5SZYaNHOA50X3WVj3o5wc/YBJEktmYf1yt+cz8w+U2VA/EmVSoJdRZmF9ets2PJkyEcvBdZ3rKCeGr6WeTFetWVjHWiz93fW1X9rW9j7gfRGxa9v+H2kW1vaZa8czC+uH6mdKff39KHXSWp9vaxbWlerzrVlYl3W74XuBp9LlVkN47IT6UOCwiHjuKH3stv7/AUdSRoVMpG9QPod1sm1W6zH051zKfnrnBPdHKxDj8dKMx8ZjRo7Hh1Im+npq27GwG/CGiNg4Ip5MSVgckpk31uWfxJLZxaXHMQYvzRhsDKaHc+JqmTG6y/LdPm9JkiaMCeap4yysS/fFWVhXoFlYO3yX8pl9c7QFuziScgEjLQ/j8dJ9MR4bj5eKxxGxPiWhtNRov8z8f5RRcu+ijAA9q/74R2b+lVKK4B0RsesE91PDxRi8dF+Mwcbgkc6JN+3Sv1/WbVxWjH5H5wt1+7wlSZpI0xYv9m+MJEmSJEmSJGn8nOSvAcJZWAdaOAurx4lWGMbjwWY89jjRcDMGDzZjsMeJJGnF5QhmSZIkSZIkSVJPrMEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSemGCWJEmSJEmSJPXEBLMkSZIkSZIkqScmmCVJkiRJkiRJPTHBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknqzS7w5Mtnnz5s0Ang/cDTza5+5IGi4rAxsBV82ZM2dhvzvTBMZkSZPImDxOxmRJk8iY3APjsqRJNKlxeegTzJTgfGm/OyFpqO0IXNbvTjSEMVnSZDMmj50xWdJkMyaPj3FZ0mSblLi8IiSY7wbYfPPNmT59+phWmD9/PrNnz57UTk2GJvbbPk+NJvYZBr/fDz30EDfeeCPUOKMxGXdMhsE/FqAZfQT7OZGa0EdoRj8noo/G5J4MbUxeXsO+jcO+fTD82zjo22dM7plxeTm4H5ZwXxTuhyXmz5/f+u+kxOUVIcH8KMD06dOZMWPGmFcaz7KDpIn9ts9To4l9hsb029vXxq6nmAzNOBaa0EewnxOpCX2EZvRzAvtoTB67oY7Jy2vYt3HYtw+Gfxsbsn3G5PExLi8n98MS7ovC/fA4kxKXneRPkiRJkiRJktQTE8ySJEmSJEmSpJ6YYJYkSZIkSZIk9cQEsyRJkiRJkiSpJyaYJUmSJEmSJEk9McEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSemGCWJEmSJEmSJPVklX53QJI0fhGxNvATYLfMvCUidgY+A8wEzs7MD9TltgK+AqwNXAIckpmPdLzWusDpwNOB3wFvzMx7ImI6cCqwNfAgsFdm3hAR04DjgN2ARcBBmXn5pG+0JEmSJEkaOI5glqSGiYhtgcuAzevjmcBXgdcCWwDPj4hd6uKnAUdk5ubANOCgLi95DHBpZm4BnAJ8rrYfCTxQ298JzK3tu9f3eSbwOmBuRPiDpSRJkiRJKyATzJLUPAcBhwN31cfbAL/OzJvr6OTTgD0jYhYwMzOvqMvNBfbs8nq7UkYwA5wJ7BIRq7a3Z+YlwPoRsXFtPyszF2XmjcBtwAsmeBslSZIkSVIDOOJMkhomMw8EiIhW05OBu9sWuRt4yjLaOz22XGY+EhF/AtafgNcd0fz588ezOADz5s0b9zpTrQl9BPs5kZrQR2hGP5vQR0lSM1hOTpKmlglmSWq+lYDFbY+nUU5mR2rvNK3L42WtP9bXHdHs2bOZMWPGmJefN28ec+bMGc9bTLkm9BHs50RqQh+hGf2ciD4uXLiwpx+vJEnDpZaTO4XHl5PbCbgdOC8idsnMCyh3/h2YmVdExKmUOwVP6njJVjm5XSNiH0o5uTfRVk4uIl5EuVtwO5YuJ7dZfb8tOhPXkjRMLJEhSc13B7BR2+MNKeUzRmrvdGd9jlpLeS3g3gl4XUmSJGmqWU5OkqaYI5glqfmuBCIiNgNuBvYCvpqZt0bEgojYod6Wtw9wQZf1zwfeCnyMMhrj0sx8OCJa7ZdFxAuBBZl5W23fPyLOBJ5GGR1y1WRvpCRJkjQay8mt2NwPS7gvCvfD1DDB3MVqa6zLb+/761JtM1dbhbVWn96nHknSyDJzQUTsB3wbWI2SMD63Pr03cEqtQ/cL4ASAiPgocFdmngwcDcyNiOuA++s6AJ8HvlTbF1IS1NTX3ha4pj4+IDMfnLwtNC5L0iAxJktqmKEvJ3fdDTex/gYbLdW2IsblJpQFmyrui8L9sMRkJ9pNMHfxyCL4Rf52qbbnxQYrXHCWNNgyc5O2/18MbNllmasptwV2+i6wfV3mPuA1XdZdAOzbpX0xcFT9NyWMy5I0OIzJkhpmosrJ3TFCObmbenzdCWNcltRv1mCWpBXTRsAZ/e6EJEmSNMkeKycXEStTysldkJm3AgsiYoe63Gjl5KCtnFx7e3s5udq+d0SsXEvYWU5O0tBzBLMkrYAy87x+90GShkUtQ/QTYLfMvCUidgY+A8wEzs7MD9TltgK+AqwNXAIcUiecan+tdSmTRj0d+B3wxsy8JyKmA6cCWwMPAntl5g0RMQ04DtiNcgv2QbXuviSJFaOcnCT1mwlmSZIkqUcRsS1wCmWEGhExE/gqsBNwO3BeROySmRcApwEHZuYVEXEqcBBwUsdLHkMZHbdrROwDfI4yYu5I4IHM3CIiXgTMBbYDdge2AJ4JbFbfb4vOxLUkrWhWpHJyktRvlsiQJEmSencQcDhL6mtuA/w6M2+uSd7TgD0jYhYwMzOvqMvNBfbs8nq7UkYwA5wJ7BIRq7a3Z+YlwPoRsXFtPyszF2XmjcBtwAsmeBslaUVjOTlJGgdHMEuSJEk9yswDASKi1fRk4O62Re4GnrKM9k6PLZeZj0TEn4D1J+B1RzR//vzxLM4qM9fl1ttuXapto3Ue5fab7x/X6wy6yZ5tvd+Gfftg+Ldx2LevnywnJ0njY4JZkiRJmjgrAYvbHk+j1EYeqb3TtC6Pl7X+WF93RLNnz2bGjBljXv7q629i1sazlmrbaMMN2GC9TcfztgNt3rx5zJkzp9/dmDTDvn0w/Ns46Nu3cOHCcf94JUlqLktkSJIkSRPnDsqt1S0bUspnjNTe6c76HBGxCrAWcO8EvK4kSZI0KUwwS5IkSRPnSiAiYrOIWBnYC7ggM28FFkTEDnW5fYALuqx/PvDW+v83USb8e7i9PSJeCCzIzNtq+94RsXJEbEaZbPCqSdo2SZIk6XFMMEuSJEkTJDMXAPsB3wauB24Azq1P7w0cHxE3AGsCJwBExEcj4pC6zNHAdhFxHXAYZQJBgM8DM2r7CZQENfW1rwOuAb4HHJCZD07aBkqSJEkdxlSDOSLWBn4C7JaZt0TEzsBngJnA2Zn5gbrcVsBXgLWBS4BD6uzZ7a+1LmUG7KcDvwPemJn3RMR04FRga+BBYK/MvCEipgHHAbtR6skdlJmXL+d2S5IkSRMmMzdp+//FwJZdlrka2KbL6t8Ftq/L3Ae8psu6C4B9u7QvBo6q/yRJkqQpN+oI5ojYFriMcrsdETET+CrwWmAL4PkRsUtd/DTgiMzcnDLByEFdXvIYyq1+WwCnAJ+r7UcCD9T2dwJza/vu9X2eCbwOmFvr0UmSJEnDYCPgjH53QpIkSerFWBK1B1FuzftmfbwN8OvMvBkgIk4D9oyI64GZmXlFXW4u8BHgpI7X2xV4Uf3/mcCJEbFqbf8gQGZeEhHrR8TGtf2szFwE3BgRtwEvoIyQHrPxzGC7ysx1ufW2W5dq22idR7n95vvH85Z9MW/evH53Ydzs89RoYp+huf2WJGmsMvO8fvdBkiRJ6tWoCebMPBAgIlpNTwbublvkbuApy2jv9NhymflIRPwJWH8CXneZZs+ezYwZM8a07NXX38SsjWct1bbRhhuwwXqbjvdtp9S8efOYM2dOv7sxLvZ5ajSxzzD4/V64cOG4frySJEmSJEkaNr1M8rcSsLjt8TRKbeSR2jtN6/J4WeuP9XUlSZIkSZIkSVOolwTzHZQ6cS0bAncto73TnfU5ai3ltYB7J+B1JUmSJEmSJElTqJcE85VARMRmEbEysBdwQWbeCiyIiB3qcvsAF3RZ/3zgrfX/b6JM+Pdwe3tEvBBYkJm31fa9I2LliNiMMtngVT30W5IkSZIkSZI0gcadYM7MBcB+wLeB64EbgHPr03sDx0fEDcCawAkAEfHRiDikLnM0sF1EXAccRplAEODzwIzafgIlQU197euAa4DvAQdk5oPj7bckSZIkSZIkaWKNOslfS2Zu0vb/i4EtuyxzNbBNl9W/C2xfl7kPeE2XdRcA+3ZpXwwcVf9JkiRJkiRJkgZELyUyerERcMYUvZckSZIkSZIkaQqMeQTz8sjM86bifSRJkiRJkiRJU2eqRjBLkiRJkiRJkoaMCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSemGCWJEmSJEmSJPXEBLMkSZIkSZIkqScmmCVJkiRJkiRJPTHBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5IkSZIkSZJ6YoJZkiRJkiRJktQTE8ySJEmSJEmSpJ6YYJYkSZIkSZIk9cQEsyRJkiRJkiSpJyaYJUmSJEmSJEk9McEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSemGCWJEmSJEmSJPXEBLMkSZIkSZIkqScmmCVJkiRJkiRJPTHBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5IkSZIkSZJ6YoJZkiRJkiRJktQTE8ySJEmSJEmSpJ6YYJYkSZIkSZIk9cQEsyRJkiRJkiSpJyaYJUmSJEmSJEk9McEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUk1X63QFJ0sSIiLcA76sPL8jMoyJiK+ArwNrAJcAhmflIx3rrAqcDTwd+B7wxM++JiOnAqcDWwIPAXpl5Q0RMA44DdgMWAQdl5uWTv4WSJEmSJGnQOIJZkoZARKwOnADsBGwJ7BgROwOnAUdk5ubANOCgLqsfA1yamVsApwCfq+1HAg/U9ncCc2v77sAWwDOB1wFzI8IfLCVJkiRJWgGZYJak4bAyJaavAaxa/z0MzMzMK+oyc4E9u6y7K2UEM8CZwC4RsWp7e2ZeAqwfERvX9rMyc1Fm3gjcBrxgMjZKkiRJkiQNNkecSdIQyMw/R8TRwA3AX4H/Bh4C7m5b7G7gKV1Wf3Jrucx8JCL+BKzf3t6x/kjtYzZ//vzxLM4qM9fl1ttuXapto3Ue5fab7x/X60y2efPm9bsLY2I/J04T+gjN6GcT+ihJai7LyUnS5DHBLElDICKeA+wPzAL+SCmN8XJgcdti0ygnuZ2mdXm8iDIiutv6I7WP2ezZs5kxY8aYl7/6+puYtfGspdo22nADNlhv0/G87aSaN28ec+bM6Xc3RmU/J04T+gjN6OdE9HHhwoXj/vFKkrRiaCsntzlwP3B5LSf3WeDAzLwiIk6llJM7qWP1Vjm5XSNiH0o5uTfRVk4uIl5EuVtwO5YuJ7cZcF5EbNGZuJakYWKCWZKGwyuAizPztwARMRc4CtiobZkNgbu6rHtnfe6OWkt5LeBe4I66/k0d67faR3tdSZIkaRC0l5N7gJHLyX2ExyeYdwVeVP9/JnBiWzm5D0IpJxcRjysnB9wYEa1ycpeMtbPDerffVPCOqCXcF4X7YWqYYJak4XA18MmIWINSIuPVlDIZe0TEDvW2vH2AC7qsez7wVuBjlNEYl2bmwxHRar8sIl4ILMjM22r7/hFxJvA0ykiQqyZ5+yRJkqSeNK2c3DDe7TcVmnDX1lRxXxTuhyUmO9HuJH+SNAQy84eUERXzgGsoozI+DuwNHB8RNwBrUm4NJCI+GhGH1NWPBraLiOuAw4DDa/vngRm1/QRKghrgXOC6+j7fAw7IzAcndwslSZKk3nSUk3sy8CgDXE5OkprGEcySNCQy8xPAJzqarwa26bL4d4Ht63r3Aa/p8noLgH27tC+mlN84ajm7LEmSJE0Fy8lJ0iQywSxJK6aNgDP63QlJGmYR8RbgffXhBZl5VERsBXwFWJtSj/OQzomfImJd4HTg6cDvgDdm5j0RMR04FdgaeBDYKzNviIhpwHHAbpRRcgfV0kiSpMJycpI0iSyRIUkroMw8LzP/0O9+SNKwiojVKeWFdgK2BHaMiJ2B04AjMnNzym3TB3VZ/RhKAmML4BTgc7X9SOCB2v5OyoRUALsDWwDPBF4HzK2j7CRJWE5OkiabJ56SJEnSxFuZMphjDeABSjLjYWBmZl5Rl5kLfAQ4qWPdXYEX1f+fCZwYEavW9g8CZOYlEbF+RGxc28/KzEXAjRFxG/ACygjpUc2fP39cG7bKzHW59bZbl2rbaJ1Huf3m+8f1OoNu2GedH/btg+HfxmHfvolmOTlJmjwmmCVJkqQJlpl/joijgRsot2P/N/AQcHfbYncDT+my+pNby2XmIxHxJ2D99vaO9UdqH5PZs2czY8aMsS7O1dffxKyNZy3VttGGG7DBepuO+TUG3bDPOj/s2wfDv42Dvn0LFy4c949XA8ZycpI0DiaYJUmSpAkWEc8B9gdmAX+klMZ4ObC4bbFplJrJnaZ1ebyIMiK62/ojtUuSepCZ5/W7D5LUJMuVYHbiEkmSJKmrVwAXZ+ZvASJiLuV26Y3altkQuKvLunfW5+6otZTXAu4F7qjr39Sxfqt9tNeVJEmSJlzPk/w5cYkkSZI0oquBnSNijTpY4tWUMhkLImKHusw+wAVd1j0feGv9/5so580Pt7dHxAuBBZl5W23fOyJWjojNgM2BqyZpuyRJkqSl9JxgZumJS1Zl5IlL9uyy7q6UEcxQJi7ZpW3iktOhTFwCPG7iksy8EWhNXCJJkiQNnMz8IeU8dx5wDeVc+ePA3sDxEXEDsCZlwAYR8dGIOKSufjSwXURcBxwGHF7bPw/MqO0nUBLUAOcC19X3+R5wQGY+OLlbKEmSJBU9jwJu0sQlML7ZsZs8M3YTZxK2z1OjiX2G5vZbkqTM/ATwiY7mq4Ftuiz+XWD7ut59wGu6vN4CYN8u7Ysp5TeOWs4uS5IkSePWc4K5aROXjGd27KbOjD3oMwl3Y5+nRhP7DIPf7yGYHVuSNDg2As7odyckSZKk8VqeOsZOXCJJkiRNgMw8r999kCRJknqxPDWYnbhEkiRJkiRJklZgy1OD+YcR8VzKxCUPAz+jTFzyHeCUiFgb+AVtE5cAd2XmyZSJS+bWCUrup0x2AmXiki/V9oUsPXHJtpSJS8CJSyRJkiRJkiSp75anRIYTl0iSJEmSJEnSCmx5SmSMlxOXSJIkSZIkSdIQWa4RzOPhxCWSJEmSJEmSNFymcgSzJEmSJEmSJGmImGCWJEmSJEmSJPXEBLMkSZIkSZIkqScmmCVJkiRJkiRJPTHBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0wwS5IkSZIkSZJ6YoJZkiRJkiRJktQTE8ySJEmSJEmSpJ6YYJYkSZIkSZIk9cQEsyRJkiRJkiSpJyaYJUmSJEmSJEk9McEsSZIkSZIkSeqJCWZJkiRJkiRJUk9MMEuSJEmSJEmSemKCWZIkSZIkSZLUExPMkiRJkiRJkqSemGCWJEmSJEmSJPXEBLMkSZIkSZIkqScmmCVJkiRJkiRJPTHBLEmSJEmSJEnqiQlmSZIkSZIkSVJPTDBLkiRJkiRJknpiglmSJEmSJEmS1BMTzJIkSZIkSZKknphgliRJkiRJkiT1xASzJEmSJEmSJKknJpglSZIkSZIkST0xwSxJkiRJkiRJ6okJZkmSJEmSJElST0ww///s3Xu8bWO9+PHP3jabEAnZHZf7+QWwAAAgAElEQVRCfVN+6rRLuklFkoQuhFzKpV5yUOpULt07p5PuIo5LlCTp5oQuSqU6lH1COL46kjuJJLI3+/L74xnTmnta2WuNtdacc4z1eb9e+/Vac8wx5v6OZ831jGd8x3ORJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVMusQQcgSZocEbED8AFgZeCHmXlIRGwNfBpYCfh6Zh45ynHrA6cDawMJ7JGZ90XE6sBXgQ2BO4FdMvP2iFgBOBl4DvAAsHtmXjP1ZyhJkiRJkoaNPZglqQUiYkPgeGAnYDPg2RGxHXAKsCOwCfDcaluv44DjMvNpwKXAUdX2jwIXZeYmwInA56rtBwP3V9sPBU6dkpOSJEmSJElDzx7MktQOO1N6KN8MEBG7Ak8Bfp+Z11fbTgfeAJzfOSgilge2pCSmoSSLfwa8B9i+eg/ga8Cx1f7bA+8HyMyfR8RaEbF+Zt44pWcoSZIk1eRoP0maOiaYJakdNgYejIhzgPWB7wFXAbd17XMbsG7PcWsC92bmwlH2eWLn+MxcGBH3Amt1b+85ZswJ5iuvvHKsuwIwa6XVueHGG5baNme1Rdx0/T3j+pypNm/evEGHMCbGOXmaECM0I84mxChJaqau0X7PA+4AflKN7DsBeAlwE3BuRGyXmef3HN4Z7XdmRBxFGe33HkZG+20fEXtSRvvtStdov4jYktKBY4spP0lJGiATzJLUDrMovY23Au4DzqH0mFjStc8MYHHPcTN79qFrnxk92zvH9x4z2uc+qk033ZTZs2ePef/Lr76ODdbfYKltc9ZZm7XX2Gg8/+2UmjdvHnPnzh10GMtknJOnCTFCM+KcjBgXLFgw7odXkqRpw9F+kjSFTDBLUjvcDlyQmXcCRMS3KQ3kRV37rAPc2nPcn4DVImK5zFwEzOna55bqmJsjYhawKnAXcHO133WP8rmSJEnSsHC03zThiKgRlkVhOfSHCWZJaofvAadVc8H9DdgOOBt4b0RsDFwP7E5Z9O9hmflQRFxEGc53BrAXI702zqte/1v1/kXV/p3tv4iIFwHz7ZEhSZKkIeZov2mgCaO2+sWyKCyHEVOdaDfBLEktkJmXRMQngF8AywM/Ar4IXAN8E1iRkjA+GyAiTgLOycxzgAMpyekjKT0rdqs+9ijg1Ii4CrgH2KPafgxwQrV9AbDn1J+hJDWPC0pJ0tBwtJ8kTSETzJLUEpl5Cj09lIEfA88cZffzqBrUmXkDpTdH7+fdDbxmlO3zgb0nGK4ktZoLSknSUHG0nyRNIRPMkjQ9zQLOHXQQktRijVlQyrk+R9f2ORvbfn7Q/nNs+/lNJkf7SdLUMsEsSdNQZp416BgkqeUas6CUc30+UtvnbGz7+UH7z3HYz2/BggXjfng11RztJ0lTZ0IJZueVkyRJkkbVqAWlJElLcbSfJI3DzLoHds0rtxOwGfDsal65U4AdgU2A51bbenXmlXsacCllaAmMzCu3CXAiZV456JpXDjiUMlRQkiRJGlYPLyiVmQ8A3wa2piz81PGoC0pVr0dbUIp/sKDUo32uJGmMMvOszFww6DgkqSlqJ5jpmlcuMx+iTGr/d6p55aphfZ155R7WNa/c2dWmU7v22Z7SgxnKvHLbdc0r91Uo88oBa1W9oCVJkqRh9D1g24hYvUoWdxaUiojYuNq2O13zL0NZUAroLCgFoy8oBV0LSnVvd0EpSZIk9dtEpshozLxyML7FS5q8cEkTF3ow5v5oYszQ3LglSdObC0pJkiRpuphIgrlR88qNZ/GSpi5cMuwLPYzGmPujiTHD8Mc9jIuXSJKGhwtKSZIkaTqYyBQZzisnSZIkTY5ZwAWDDkKSJEkar4kkmJ1XTpIkSZoELiglSZKkpqqdYM7MS4DOvHJXAzdQ5pXbhzKv3NWUOeYenlcuIjpD+g4EDoiIq4EXA0dW248CtqjmjzsQeHu1/RhgdrX98zivnCRJkiRJkiQN3ETmYHZeOUmSJEmSJEmaxiYyRcZ4Oa+cJEmSJEmSJLXIhHowj0dmntWv/0uSJEmSJEmSNPX62YNZkiRJkiRJktQiJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUy6xBByBJmlwR8UlgzczcJyKeBZwEPBb4OfC2zFzYs//qwFeBDYE7gV0y8/aIWAE4GXgO8ACwe2ZeExEzgKOBVwOLgf0z85d9Oj1JkiRJkjRETDBLUotExMuBvYFzq02nA/tl5sURcTKwP/DFnsM+ClyUmdtHxJ7A54BdgYOB+zNzk4jYEjgV2AJ4HbAJ8HRgY+DciNikN3EtSZIkDRs7Y0jS5DPBLEktERFrAB8D/g14ZkRsAKyUmRdXu5wKfIhHJpi3B7asfv4acGxELF9tfz9AZv48ItaKiPWr7Wdm5mLg2oi4EXgBpVE+JldeeeW4zm3WSqtzw403LLVtzmqLuOn6e8b1OVNt3rx5gw5hTIxz8jQhRmhGnE2IUZLUbHbGkKSpYYJZktrjBOAIYL3q9ROB27revw1Yd5TjHt4vMxdGxL3AWo9y/Fg/9x/adNNNmT179pj3v/zq69hg/Q2W2jZnnbVZe42NxvPfTql58+Yxd+7cQYexTMY5eZoQIzQjzsmIccGCBeN+eCVJmj7sjDE9+MB6hGVRWA79YYJZklogIvYDbsrMH0fEPtXmmcCSrt1mUIbp9ZoxyuvFj3L8WD9XkqY9h2JL0tCwM0bLNeGher9YFoXlMGKqE+0zp/TTJUn9sivwioi4DPgw8BpgP2BO1z7rALeOcuwt1XtExCxgVeAu4OZ/cPw/2i5J6tI1FLvjdOCgzHwq5eHc/qMc1hmKvQlwImUoNnQNxQYOpfS0g6WHYu8EnFrV5ZKkSndnjK7NdsaQpEli41OSWiAzt+n8XPVg3ioz3xwRV0bEC6vebHsC549y+HnAXpThgrtSEhsPRURn+y8i4kXA/My8sdr+loj4GvBk4KnAb6by/CSpaRyK3XxtH1Lb9vOD9p9j289vku0KzKk6Y6wBrEJJAo+nM8bN/6AzxnU9x9sZQ9K0M+EEs8P+JGmo7QGcGBGPBf4H+DxARHwYuDUzjweOovR4uwq4pzoG4BjghGr7AkqCGuBs4HnAFdXrfTPzgX6cjCQ1iEOxG6ztQ2rbfn7Q/nMc9vMbtnnx7YwhSVNrQglmV2CVpOGTmadSDZ3OzMuBzUfZ7TvA86t97qZMqdH7OfNZemh3Z/sS4F3VP0lSD+fFl6TGsDOGJE2C2gnmJg37g/EN/WvysL8mDpMy5v5oYszQ3LgbYA5wxqCDkKSWcii2JA0pO2NI0uSbSA/mxgz7g/EN/WvqsL9hHyY1GmPujybGDMMf97AN/RuPzDx32XtJkupwKLYkNZ6dMSRpHGolmB32J0mSJI2bQ7ElqQHsjCFJ41O3B7PD/iRJkqRlcCi2JEmS2m5mnYMyc5vM3DQzn0WZN/mczHwzMD8iXljttqxhf9A17K97e/ewv2r7HhGxXERsjMP+JEmS1C4OxZYkSVJjTWQO5tE47E+SJEkaB4diS5IkqckmnGB22J8kSZIkSZIkTU+1psiowWF/kiRJkiRJktQykz1Fxqgc9idJkiRJkiRJ7dOvHsySJEmSJEmSpJYxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpllmDDkCSNDki4gPALtXLczPzXyNia+DTwErA1zPzyFGOWx84HVgbSGCPzLwvIlYHvgpsCNwJ7JKZt0fECsDJwHOAB4DdM/OaKT49SZIkqTbbypI0dezBLEktUDWOXwH8M/AsYG5E7AacAuwIbAI8NyK2G+Xw44DjMvNpwKXAUdX2jwIXZeYmwInA56rtBwP3V9sPBU6dkpOSJEmSJoFtZUmaWvZglqR2uA04LDMfBIiI/wWeCvw+M6+vtp0OvAE4v3NQRCwPbAnsVG06FfgZ8B5g++o9gK8Bx1b7bw+8HyAzfx4Ra0XE+pl541iDvfLKK8d1crNWWp0bbrxhqW1zVlvETdffM67PmWrz5s0bdAhjYpyTpwkxQjPibEKM42FPOUkaKo1qK0tS00wowWzDWZKGQ2Ze1fk5Ip5CqZuPoTSmO24D1u05dE3g3sxcOMo+T+wcn5kLI+JeYK3u7T3HjLnRvOmmmzJ79uyx7s7lV1/HButvsNS2OeuszdprbDTmz5hq8+bNY+7cuYMOY5mMc/I0IUZoRpyTEeOCBQvG/fBqqvT0lFsCfL/qKfcfwEuAm4BzI2K7zDy/5/BOT7kzI+IoSk+59zDSU277iNiT0lNuV7p6ykXElpTkxxZTfpKS1CBNayu3tTNGP7TtgfVEWBaF5dAftRPMNpwlafhExDOAc4F3AwspPTM6ZgCLew6ZSanDu3X2mdGzvXN87zGjfa4kTWeN6ilnImN0bb8hbfv5QfvPse3nNxWa0lZuY2eMfmjCQ/V+sSwKy2HEVF8zJtKDuVENZ0lqu4h4IfBN4NDqAd5LgDldu6wD3Npz2J+A1SJiucxcVO3f2eeW6pibI2IWsCpwF3Bztd91j/K5kjRtNa2nnImMR2r7DWnbzw/af47Dfn7DNKqkw7ayJE2d2gnmpjWcx3Nxa3KvjCY+xTbm/mhizNDcuPstItYDvgPsmpk/qTZfUt6KjYHrgd0pC5k8LDMfioiLKKNFzgD2YuSh4HnV63+r3r+o2r+z/RcR8SJgvg/8JOmRmtJTTpLazrayJE2tCS/y15SG83h6ZjS1V8awP8UejTH3RxNjhuGPe8h6ZrwLWBH4dER0th0P7EPpqbEipRF8NkBEnASck5nnAAcCp0XEkZQHd7tVxx8FnBoRVwH3AHtU248BTqi2LwD2nNIzk6QGsqecJA0V28qSNIUmusifDWdJGgKZeQhwyD94+5mjbDsPWFQdewOw1SifeTfwmlG2zwf2rhurJLWdPeUkabjYVpakqTWz7oFdDefdM/PMavPDDeeIWI7ScF5qgb/MfAjoNJxh9IYzdDWcu7fbcJakSTELuGDQQUhSS3X3lLssIi6j9JLbh9I542rgGrp6ykVEJ0lxIHBARFwNvBg4stp+FLBF1SPuQODt1fZjgNnV9s9jTzlJmgy2lSVpHCbSg9khJpLUUJl51qBjkKS2sqecJDWbbWVJGp+JLPJnw1mSJEmauFmUNU0kSZKkxpnwIn/j/L9sOEuSJEld7CknSZKkJutbgtmGsyRJkiRJkiS1S+1F/iRJkiRJkiRJ05sJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNUya9ABSJIkSZIkafIsXLSYP93996W2rbTiLFZ9zAoDikhSm5lgliQ1ko1mSZIkaXQLHlrEFf/356W2PTvWtq0saUo0JsEcEbsDRwLLA5/NzGMHHJIkTWuDrpdHazRvtvGaPDB/4VLbTDpLmg4GXSdLkpY2jPWyHTQkTZVGJJgj4p+AjwFzgQXAryLiwsy8erCRSdL0NKz18liTzjNnwuLFSx9r41pSUw1DnWzSQpJGDEO9PBp7NUuaKo1IMANbAz/JzLsBIuJs4PXAh8dw7HIADz744Jj/syWLFz1i9cOFDz3IggXLjfkzBmXBggWDDmHcjLk/mhgzDHfcXfXK8FcOk69uvTzuOhlGr5cXLXyImSxa5ra/PzCfP9zy16W2bfhPqz1i29OetAZ/+9vSyZEVZ89i5ZWWH3Ocw/x97Wack6cJMUIz4pxojNbJg62TR6trJ6NeHaQm/N1MRNvPD9p/jsN8ftO8ToYhqJfH2laev2ABt96x9P83WmeMptTfw/x30W+WRWE5PMKU1MtNSTA/Ebit6/VtwOZjPHYOwLXXXjuu//DxPQ/wbrv5Hm67eVwfMRBXXnnloEMYN2PujybGDI2Jew5w3aCD6LO69XKtOhkeWS//9c57JnXbnbfeM+6YejXk+2qck6gJMUIz4pzEGK2Th6ROnox6dZCa8HczEW0/P2j/OTbk/KZjnQxDWi+3sa7u1ZC/i76wLArL4RGmpF5uSoJ5JrCk6/UMYPE/2LfXb4AXUyr0RcvYV5LGYzlK5fybQQcyAHXrZetkSVPFOnmEdbKkQZvOdTJYL0saPlNaLzclwXwzpZLtWAe4dSwHzp07dwHwi6kISpKYnj0yoGa9bJ0saYpZJxfWyZKGwXStk8F6WdJwmrJ6uSkJ5guAD0bEWsD9wOuAAwYbkiRNa9bLkjQ8rJMlabhYL0uaVnrngR9KmXkLcARwIXAZcEZm/nqwUUnS9GW9LEnDwzpZkoaL9bKk6WbGkiVLlr2XJEmSJEmSJEk9GtGDWZIkSZIkSZI0fEwwS5IkSZIkSZJqMcEsSZIkSZIkSarFBLMkSZIkSZIkqRYTzJIkSZIkSZKkWkwwS5IkSZIkSZJqMcFciYgNI+JZEbF8RCw36HimQkTMGHQM49XEmKGZcTcxZrVXm+vkpvytNSHOJsTYZE0o3ybE2BZtrpcnIiK8n5LUd9bJkoaNDSIgIl4LnAscDZwKHBoRqw00qCmQmUuadiOWmUsGHUMdlnX/2bBqjzbXyRGxEvDYQcexLE2Iswkx9oqI1XteD+V1IiKWh5HrwjDG2YQY26TN9fJ4RcTHI+JdEfF+gMxcPOiY+qHt7ay2nl9ErBkRTxh0HJpc1smTo61/92Nl/TDCsigiYuOIeHLd42csWdLonNKERcTKwFeAj2TmbyNiF+BFwAPAxzLz3oEGOEERcSzwV2BN4LDM/NuAQ1qmiDgZeBB4AvA+4KbM/Ptgo1o2y7r/ImI7yoOyCzJzwaDj0cS1uU6OiNOB2cD6wLHAGZm5cLBRPVIT4mxCjL0i4gTgccC9wPnADzLzvoiYOUwJqog4DliBcm04GbgqM+dHxIxheRDZhBjbpM318nhFxBeADYDjgbdT/qZfk5l3tvH71/Z2VkRsCcwHLh2meniyRMQ3gOWBZwCfA87PzOsGG5Umyjp5Ytper42V9cMIy6KIiG9R2tdPA74E/DIzfzqez7AHMywB1qLcpAKcDfwXsCKwV5OfakXEfwDrAacDqwFnR8TmwzyULyKOpPw+DgduAz4IvDoiVh1kXMtiWfdfRHwFeBewN3B+ROwcEY8bcFiauFbWyRHxDmDVzHwD8AHgHcAhvT1aB60JcTYhxl4R8U7KNeIA4DpgS+CIiFg1MxcPS+/biDgKeBLlejATeAvl726lYUmcNSHGFmplvTxeVZtuDeC9mXluZr4K+D/grIhYoYmj1x5N29tZEXEq8GHKOf4yIp4ZEbMGG9XkiYi9gNmZuRPld7glsHdEPGOwkWkSWCfX1PZ6baysH0ZYFkVEvApYPjNfDewMrAzsHBGvGM/nDG3yq1+q3ponA9tFxDOrp9c/AS6lfLlWGGR8E7Qm8IXMvDozdwV+CxwBbARDO2fcWsC3M/Mvmfl24FfADsALYWhjhnaW9dDeJEXEc4AnZObLM3MX4JvA64FXRcQqg41OE9HiOvl+4HKAzPw+8FbK39ubYKj+3poQZxNi7PU44JzMvAf4JGVY66rAwRExexgSo9V1ah3g1My8GTiYUs7PojQwB34da0KMbdTienm8ZlJ6CP5zZ0Nm7gncTRmV0Pjpxjra3s6KiG2A9TNzq+r8LgT+Hdiien8YryPj9SBwD0Bm/gr4ECUhuVNEzB5kYJoY6+R62l6vjZP1wwjLopgBrFrdl/wOOAH4C/DyiHjSWD/EhnhxLuVL9caqkl6UmV+h9FLYeLChTchNwGadP4zMfC9wI/Cf1ethHAp2OfD0iFgPIDOPAa6gzCs1a0hjhnaW9TDfJN0ILIyILQAy81jKzcFrgKdCa24Opqs21sk3AU/pzO2Vmb8G3gO8NyJeMUR/b02Iswkx9vo1sGNEzM3Mh4ALgB8AGwJzBhpZpbpO/RbYJiI2yswHgVOA/wW2AQbeI6oJMbZYG+vlMYmI10bEMymdCU4BPhsRL+y8n5mvA+6LiBhUjFOg7e2s64HbI2JdgMw8HPhv4CMR8YSW9Eb/LbA4Ip5XteuvAj4FvI7yUFbNNm3r5Aloe702HtYPIyyL4ieU9vTO1ajAGyhT8WwCvHysHzLt52DuqJJsB1EajywU3r8AACAASURBVD+kDD05AtgmM/80yNjGIyLeDNwA/Al4CDgT+GBmfrdrnx9S5my6aDBRLi0i/oXS++Pm6t+nKMN8zsnMO6t9vg+ckJnfHligPSzr/quGwK+QmX+KiM9RhpqflZm3V+9/HHhBZm45yDg1cW2ok6vv45+BmZn5iYg4jZIAOxD4e2YurKZOuD8zTzDOZsfYKyIOBh4D/IIy7/KrgVWAMzPzimqf/6pef3WAce5L+fu6mDK89s3A1cD3MvOmap+LgY9m5veMcfpqQ708XhFxCvBk4CrgBZTzfxyl59s2nfZdRPwMODQzfzuoWCdD29tZEbEiIx2szgS+mZmndb1/CvD4zNxxEPFNVJT1YO6lTNd3OHAUZTHcLwDXZuYD1f3L+pn5ocFFqskwHevkOtper42V9cMIy6KIsh7XQ5Q65CjgtZS1uS6kzFH+t4jYGXgppY2zzE6T9mCuVDcoRwM/BvakPK3Yu0mVc0T8J7AXZWjMj4GnAB8Bjq56X6xd7TqTcgEauIj4IrAj8Hjgy5TG+zeBN1KGJTyra/f5/Y9wdJZ1/0XEV4HTgHMj4i3AdykJm9dHRGcOsiOBG6fZcJZWanqdHGUhqGdQngRvHRHnURowjwWOAbaIiJUovS5XNM5mx9irukZsDyyk3OxtT6lXFwJvioiXde2+qP8RFhFxIrAbZU7jL1PK+QZgLktfF+6mDCE0xmms6fXyeFXDqTfMzJdm5kGUm6+fUhZ03hE4LiI+ExE/AK5vQXK51e2siDiJslbKGcC2lPmXD4+IN0VEZ0qBDwC3DCjECYmR9WC+QkkQnEhp53cexu4aEY+nJBCsK1tgutXJdbS9Xhsr64cRlkURI+txvQ+4EzgM+ANlKrAtgX+NMjXGm4F7xjoi3x7Mo6gaGUuqYayNEBGbUFa0fllmLoqIF1NuxA4G/ga8m9IgXhO4o5ozbqAiYgPKUMOdqqcjz6FcJE+jfMm3pwzxWQzcnZm7DyzYLpZ1/0XE24FXZuYOEfFc4DjKyqZ3UuZd/UP17yWU3ox7DSxYTbqm1clR5oE9nbKS91XVtjMpqxPvTVlcZGPKXLLXZeZbjbO5MfaqHjCeALwxMxdExPMoi2U8ANxKif0wypREizLz9QOKc0Pgi5m5bfV6O2B34GeUedg2oFwbbgIeHEScTYhxumpavVxHRDyN0iv+9V3bXkmpk7YG7gP+CVi3MwohImYO6bRoj6rt7azqRvp5wD6UObTPBA4F7qC0h88GrqSc618yc//BRFpf1RPt65n5w+r1J4G1gY9TOpW8gHKtvD7L2itqkelQJ49X2+u18bB+GGFZFFVv/ssy80vV60OBoEy/M4PyIHZt4LbMPGSsn2sP5lFk5oMNrJz/THnivg5ANWRvb0oCcTlK75+PA5/vJDxj8Ivh3EaZpmFuRCyfmZdSkrMHA4/JzAOB/SlTTOwOQxEzWNaD8BcgATLzN5RGwWsp84wdBMyjJBrmdRoHMX3m0Gq9BtbJoy0E9UZgFvCVzPwg5e/tgE5CdEB/b02IswkxLqXqObQQOCgilsvMS4BvUHpck5nHAVsBh3USVwOK+Ubgr1FWUJ+VmedTHpZuC9yamUdSrmcfGWCcTYhxWmpgvTxmETEHIDOvAVaresBRbfs+ZQTFQcAfMvNnTU8uV9rezroLOC8z78rMCygPCD5E6b21A2W04bbA7zvJ5YadHzxyPZh3UR6CHJ2ZJ2XmW4A3dxIm1pXt0uY6eQLaXq+Nh/XDCMui6F2P67OUEYL7A+dXI7f27ySXx1oO9mBuuIjYCLgzM++tnsasnmWxkc77rwXeBrw2M+/r2j4jB7QQUkRsRulmf2NEHAE8HTgoM/9Svb81Zf6bl2TmHcMQc/X/W9YDUvUSfwdl7p8bq21BmW/sHZn5rZ79m3yTp4aq6oDrKD2iNqIMw9sxM3/Ztc9/URKL13Zt6+vfWxPibEKMvaqpGlbIzF9HxB7AM4EfZeaPqve3o0zp8eLMvG1QMUfEUwAy8/cR8T7K/HMnZ+bvq/ffREm8PKdzreh3nE2IUe0UZTqxDSk3WddQFms+i9KDZ99qn38G3pWZewws0EnW9nZWROwF7JaZ23Vt24wytcDOmfmLnv0bcX4xtvVgLgA+lF3rwVhXajpoe722LNYPIyyLIsa2HtcPgeO7/z7GUw5tzcZPC1HmeDwJ+EJEfKFq+D4+IroXuPkZZQLzhd3HDvAG/GRKQvPoKjnweWAF4ISIeEIV2wWURv1Sc94MOLlsWfdZRHw6Ij4QER8FfkXpyXZsRKxd9WRLSoJh/d5j29Q4UDNEWRjoXyhPfc+j9IbaG/hx1cDteCywcvexfU4uDn2cTYixV0R8HfgEpY46nnItmA28IiJeVcV2PqW+XWqe6D7//k8HvgicHBGfp5TvU4D9IuIZVTynA5f1HtvH3//Qx6h2ijI8dCNKr/izgC0obb8DgI0i4rsRsRVlvs6/DirOydL2dlZ1bodGxFsy88uU0RA/67yfZbHVTwFP7DluRkPOb6zrwUDPejDWlWqrttdrY2X9MMKyKGLs63Etpowefdh4ysEezA0VEftTvgyvokzV8AVgpczcOiLOpywm9L3q/Xsz880DC7YSEW+kDGN+WfX6G5Qb7QOAjwKrUHqsPQ2Yn0MyD7Bl3X9R5gR6EvBZ4K2UFdxfB3yMklQ6DvgfSuV4UWZ+fDCRShBlTvNPZuZW1evtgW8DL6MkQD8JXEAZQXBbZu5jnM2NsVdEvILSE2a7KEMrP0VpnP0PsCllAZHVqBZ97R750uc4d6cs/rNtlEURvw5cS+m58BbKg8b7gXWBxZm5izFqOomIt1G+V/8ZEctT2hsnUObrPBD4D8pN1yqZeVh1TCN7N7W9nRVlcdAnAOcALwfmZOZWEXEOsBKlPXwLpf3+X5l5zMCCrSEauB6MNNXaXq+NlfXDCMuiiD6ux2UP5ua6HfhJZi7IzBsycwdgYUR8txr+9QNgdeCKTsIzBj+n0B8pc70AkJlvoMyN9JWqR/DJwPXAz3NkHuBBxwyW9SCsQllY58Is861eSrkY/AtlBfc9KKuA39DWxoEa5T7KkCsAMvNc4DXAdyhTPOxc/fzlTkI0BjOfVxPibEKMvW6v4tigSjS9m5IIfTZlMZkPURbMOKuTXB5QfXsjcHNErJyZD1BuuuYAOwGHUOrYPwIXdhK3A4izCTGqvW4HjoqIzTLzocy8i/K9ezzl5vRfM/MDXcnlmU1MLlda286KiFmUJPJ+WebT3A24MyIuzszXAFdRHhacRzm/RiWXK3dR5hFt0now0lRrbb02TtYPIyyL4g5K+3nK1+OyB3NDVUP0zgK2zzJpfWf7d4HvZeaJPfsPfE6hqtv9acA7M/PHXdvPo6xgeXjP/gOPuYpjKyzrvqgSBTMp85RemWUxrM57JwFPpaz0OwtYKzNvrd4bivg1fUXEr4Bru3vURsQBwOaU0QSLu7YP7PvahDibEGO3iFgX+ADlYeMPs8zTvxzwLeCWqtHWvf+gynUu8EHgY5l5cbVtBnAx8IPMfP+g42xCjGq3iHg3ZbG3d2Tm76ptH6cs/nbyQIObBG1vZ1XntxJwNuVB5Jld732VMorkTRGxJmUtlf+r3mvE+XWrRicuqhJpnW1Dtx6MNNXaXq/VYf0wwrIoIuJoysiegzPznmrbpK/H1cbsfGt199LJzJ9SbsLOjIjNu3Y7F1i199gBJjO6Y76MMrz5e1XStuNT9MxbXO0/sArfsh6MzFySmYuAbwAfiYidut7bj9KzcdOqZ1GncdCIufLUTlVPKSgJiadGmX+34zeU6XSW+n4OKLk49HE2IcbRZObNwEXAfsBLI2LNqh47DJjR2wNgUDFn5jzKWgHHRcSzo8xFuKSK8xHtwUHE2YQY1U5dbagvARdS5gB/UbXt6ZSRao3X9nZWdX5/pwyJPq66ee54JzArIuZk5p+7ksuNOL/Od7RzrcwyOvHpEfHtrt2Gaj0YqR/aXq+NhfXDCMui6CqH5QAy893A45ji9bjswdxAEbFcVYkSEYdQFhvZG/hvSsP4d5l51ABDfITqD3xRZi6JiH0pQ9PeSVmk54OUoSrvGGCIo7Ks+6uqCGdk5uLqyeKZwK6Z+e3q/Z8Dh2fPat9SP1VJr4Vdr5fPzIciYj3gu5QhSJ+nDMm7o7cHq3E2K8ZHExErZOaD1c8HUObinwdcQukZcVtmvn2AIQKPiPMoYDtKAuYKynXhuqyG/Q9KE2JUe0TELpSFjy8E7snM+7veWxHYFzgIuBpYkEO2VkVdbW9n9ZzfPpTRJftXN9FExC+Ag6qOGI0REStlmTao83p2Zi6ofr6YMr3QDxii9WCkfml7vbYs1g8jLIsiIlajrLPVOffucjiLklC+kSlYj8sEcwNEWXRkOUqC8JrMvKsn8bkXsCdwN3Bfljl2Byoi3lf9eBNlrsRboiyYsrBKfO4I7ADMpjTs/2VQsXazrPsvIp5LmQ96YWbeUyXIF1eNhNdQVnn9BRDATW29EKgZIuLfKcOLLgcyM79fbV8uy+IRM4HPUBaMWDkHtBBUE+JsQoyjxPxp4B7KPH/vz8z5PdeIbYFnAv+PUl8dPoiYI+IDVZwPASdWSfvuxuXewGbABlWcfX/o2IQY1U7VzdUqlAUj7wNupcy/eEf3Q6+IWIvSNvlL9bqRw6nb3s6KiKdQ2sCLM/PB7t9TROwBfI7ysGpzyvkNvO0+HhHxGcrCpr+nTNXypWp7d335TmAGZQHKD1XbWjvUW2p7vTZW1g8jLIsiIr4IrAfcBvwxMz9Wbe8uh9dS1pdYOTM/W22blHIwwTzkIuIMyjQM/wesSFmJ/r2ZeWNPb5/HUOYVe6B6Pcg5Pk+ldL+/kHJjuAVlVfhrI2LFzJzftW/3jflAG+6Wdf9V8a9PubmbCXwiMy+rGgkzqoTDJpQbwfUz85vVcUMRv6aXKrn4NMpUM8+nLOJ2YS5jgaB+f18j4lPAJgxxnE0py57/u3t18n0pMb86M//Q3Wir9u2+ZvT7938iJXF/DmXOwf8HPC8zF0TEY7IMH+/su3Kn52aff/9DH6PaKcroiM/myIKb21B6Mi0G/j0z/1xtfwal1/z86nUjb0Db3s6KiNModcl9lGG+X67awDMp57coyvR2awJrZ+ap1XGN+H1GxL8BzwLeR6knDwAuyswjlnFcI35/Uh1tr9fGyvphhGVRRMThwJbAW4AnAycBv1rWg9XJLAfnYB5iVSJzZmbuUPXc+RxwA/C5iFi36+b1hcBqXQnPQc8pNBPYpXoaciTwfeCsiNioq6G+fURs0pXwHGjMDS7rJcAbm1TWHRGxA7BeZr6M8pT5N8AZEfHszFyYmQ9Vu/4pM3/T1saBGmU54F1ZFs48DjgZeGVE7NfZISL2jojndx/U5+TijCbE2ZAYe3WvTv4m4IeU+nbNKjE6IyIOiIindF0z+lrfVjdXKwP7ZeZJWVbEvhq4okp6/72Kc+eI2KArcdu3OKsYHzPMMaqdIuKtlETjMyJiZ4DM/BFlOh6AV1f77UyZlmXjzrFNSEb2ans7KyJ2B56Qma8ETgQWAJ+p2ryLO+1e4PLMPK8ruTyzQb/Pv1OSZ5cDXwfeDmwTEUd2doiIfSNit+6DmvD7k+poe702TtYPIyyL4k7gjMy8NTN/Sel8+NKI+EJnh4h4a0S8p/ugySwHE8xDKiLWp9wkPjfKtAxk5jWUBtRVwFsjYnZEvBzYnTIkl2q/QQ0d3qL6cSPgHVUs9wMfA74JfDgiHhsRzwGeC7woylQOA224R8STKCtOPzsi3lLFM+xl/eSIeCywKaUCbURZ91hMSeKTmUnpFXgS8MWIeCpARBwIHFI9habat20XAg25iHhW9eNi4OgoowPuBn5OqSe2iIgnRcQalJWq14tqQYV+q/6+FwOfGsY4m1SW3arecAsoDTUAMvNQ4FLgB1XSdAPKQmAHRMTK1T79nBbjyVmG9q8OvKwrzt0p6wZ8oyrLuZTeHXtFxAr9jpMy7+3jgIcX3xrCGNUyUXrNb5uZv6WsTfGCiHhe9fbPKEOtXwOQZd7OYyjfwSZreztreeA6gMz8AXAaZf77D0bEugDVTfTeUS1oVO3blPOD8jv8TJRRMg9l5u8o8/tvHhHPj4jOYuOzIuJxgwtT6pu212vjYf0wwrIoFgBHRVlLgsz8K/A8YG7VcWNFyhQid0XEk6ciABPMQygijqdUlEcBZwE7R8R21dt/BC6mDC2m6v31eUpvoIGJiFdTVmt+LmVIws6dxDjlD/5blPluVsjMSykXg5u6njIOREScQHnKdTilt8qrIuJV1dt/ZDjL+njgP4GPAv8OvCEi9qzeHtqy7oiIlaoff0l5gPJOeDh5cDzwE8pwVSjlfwGwqPdzpH6IMvx2l+rlRyiN2g9VidG/UXpO/BOlF9XdlIc8iyhJtH7GuUtE7BURa1N6BF9BedA0NHE2pSy7RcQeUXpRb0hJOH0wIl7XeT8z30aZViky84+Z+QlKHfzgqB84dXEeC+xavTyRcj3etmuX91CGkD8+My/NzA9Tkmp9uy5ExHbVzd5MyvXrC8MWo9opynyE92fma6OsS7EJ5Xu1d0Q8o2p/HAes0ElMZubPgXMHFvQEtL2dFRG7R8SawE8pyYPdADLzRuBrlB5cc6vdLwf+Qhk10wgR8baIOCjK1B7HURak+nKU0ZYA/wvcAaxaXTtPpUwVMH+0z5PaoO312lhZP4ywLIqIeF9EHBERb6QscPkN4OcRsQpAZt4JnE/JDc3PzJ9QFiS/YyriMcE8ZKIsevN4yqJsnZUdLwF2j4gdqiFf3wPWoPQU7jy9u2BAIXf8lTIX0mGUHl5HAm+KiN2rmK+iTLq+MUBm3kOZeH9gogyVnAO8mJKwvYRSMe0WEdsMY1lXF9N1ge0piZgNKYma/SLi9cNa1h0R8Ung5Ij4IGWxlTcDW1dPmsky7+a1lInpycz/AW4B7hpIwJrWqoToA5l5eJV0WAX4EeVBzieqp+S3UB7orA0Pf4e/m10rGPchzrOAfSjXjY8D+wO/o0yh8x/DEGdEnE4DyrIn5i9R5jB7PaWx9jTgFcDXIuL1XbvOAdaIMj0JlOHY/Uzcfoky5+DH4eHel3sBx3cSuJl5B6WH9bpdh17Wr17B1e//MMqD8zOAxwJvrGJ8xTDEqHaqeio9H7gyyjzqO1K+Z1tRejd9ISKOAL4D/Dkzb+4cm5n39j/iiWl7OysiTgFeCdyVmTdQprR7VUS8ASAzfw/8mTIXJ1kWj036/NCvrijrwWxPue/YFziWcq28jjLCY/Xqmrge5T6ALFOB/HRQ10ppqrW9Xhsr64cRlkURZT7yLSiLFr+Akqf6CmUav0siYt3q/uT5VOVQuSK71juZTC7yN2SqhtO5mfnNKENuL6EM5VuN0hD+MWVahD9l5j4DC7RL9aVdh/JlPg14KaVXwWaUKSW+Q0mE3pZDtIJrdUPxYGYeHRFvpySaF1KmJnkG5QnQXODOISrrD1F64XwiIj5KuUH6HaVy3ZzyBPefgVuHqaxhqcn330+J+zmUi8CPgQ8Av6Ikx04BrsllTMovTaVqVMbhmfmCiPgK5aJ8H6Un1Pcp39/tgD9QEqdvGFCcvQtWbUupg1emNDK2pkyXcP2g4qx6l+2bmVsPc1l2i4inA8dm5kur18+l9Kbdm9Jj+TRKL5qnMMDVyauRQodQFsr7JCU5vzpwOmUI3LcpD1CfU8X5qIt8TFGMmwMfy8xtImItyrXqU8CHKb0nvj7oGNVuEfFsyvRhl2fmTtW2ucB7KT2aNgPuy2qR0WjIAnC92t7OijLNyeLMfGtEbE95ILkSZWThNsBvM/NTEfEt4L8z8+gBhjtuVa+7UzLzjdXrTYA9KPd9HwF2o1zTbwH+mmVqIanV2l6vjZX1w4go09Cdkpm7Vq+nc1l8Gdg/y1owKwPvpnQ42oEyq8CLKQ9Yb+/XvYo9mIfPr4HHdXXtnw3cnJknAm+idOv/aifh2dVjamAy/z97dx5mWVUe+v/b0NA0yBAUpJELiDy8tnYAbXAGSSRyDYgmiigtgyiiQhwi+RmM4BCiEgkEDCAi2CotDngdArQDODApkULBhvDiRWRsrygSBOmGHn5/rHXo3YdT0+mqOqeqvp/n4aHP2mvv8+5T+6zatfZa78rVmbmU0jlwJeXp0T9RRojsBlwKfLZ1UfdDzNVNwIujpJc4kDJl94fAUkrnwb3A/+mnz5ry2X48Ir4K/D3wdsoUzh9TfrH+lP78rAFmUjoZrqNM4T4HCOC5lCfRL6B0kPxP6+agz+LXNBElV+MNwKyI+D5wa5bFRD5OWaV+j8x8L/AW4IRWh+hEX6/RecGq71CeWj8EbJGZf0e5wehJnBHxz5QHjBtFxH+VEPvvs+xgGfBQfdBLZv4UeDHwH5RZLS+ntLlnNtrbXtxT3UFp98+gzCT6e8pD6VMonS4vpMxgWdTquJ3gn/96lFQE60GZppeZlwDvpoxo/i1lteuexaipr45mOwH4ZeM7PUB5EEdmfqzRuTyZFoBrN2XvsyLiGZTOg3OipDw5Ajiacv/+HMr06EPrqLZHWp3Lk+j8Oq2989+UByC/AA7IzOMoA3fe1eow6dHvHWkiTdl2baRsH9aIiCdT7in/PCLeCtPzs4ih1z77FuU78yFK/+FbJvJvlZnj/QYatS8AG7eGrEfEQ0Brut7BwGWZeVXd1herodYLdQZl1NR6lBu9RyjTs1+amRc16/ZDzNWPgJdRRn5dkplLKFMoz6CMWv50q2K/xJ2ZV0XEzpQRij/LksD+FxHxbOAPWVfKhf6JOSI2z5Jg/o/ARyPibzPz9xFxLWWBlkMoHTV/lWWBqtZ+fRG/ppcoOc53BpZQfkEvoEyvhdKRtzFwbE3pcE1jvwkd8VZHcj05M8+JiNaCVfdm5rXADyizMP4W+FyWVYQnPM4oeYHfTkmZ9BrKQn431c1981k2RVnw4u7M/FVE/JHygLSVwuFndbbL4cCRmfkbynlMeHsVZbHEpZn5o4h4DmWG0ysy89fAryPiTZQOmEPqlPHWfhMWZ0QcD1yRmVdHxKqIODczj6qbv095kPuGzHw/cHMvYtS08hXKaPmZEbFDZt5GSdGz1roak/Ham+r3WRGxWWbeFhFfovx+uzAzD4qyaNOzKYtd30ZZyGhm/SN7Mp3fpygPYm9hzdo792XmYsrgnWuBN0dZr6DZVs6YDOcndWOqt2sjZfuwRn24uA1wF/B3wFERcU8duDBtPosos2w/UgcavRU4v/4N+HlK3vGLgBMjYus6CLS134R8DlOqJ38qyMyHsyTiJiJmUfKpLI8yrXjHVudyrdsXX5QseX9XUqaqXEjpnPlryii6rdvrTnyEnWXmHyiLNv0vSh6n59VNraeEzbr9FPevKA3rnrVjAUoqj43a6vU85oh4HfDdOiL0VOB6SoO3ZX2I8lNKzvHntN0cTKlfBJocYk0O/P0pMxieQnkIdXFEbJhlVeLLKO1DM09sa5GRiYpzJAtWnQmsHxHb9iLO2gG+CWWEyXZZ8useClzeT59lU0R8mjI65tMR8RHK6Lj7IuLrjWq/oOSPXuv+aYI7l88ETgNOj4jTMvPfKXlI72tU+xVlUau1FraawM7lcyk5q39ci95GWUDtjBrHo5TPcof2kUa2/RoP9Zpbj5pTPSK+Sxnp+tXeRrZupvp9Vj2/yyLiqZl5OqXtexggy6JNNwN/BjwrM5c3Opcny/mNdO2dzYAdm/tO4pH20pCmers2UrYPa0TJv/1Uyt8SL6SkfrgceH1E7DudPgtGtvbZHHr0OdjB3N/Wowx7vxp4MPsrVUMnV1FGELwuM+8FvpaZZ/U4piFl5q2UEXa3AJ+LiG8CyzPztN5GNqzrKPk1PxsR36bkpPt4j2Pq5D5gT+CzlDziF1Ku64/VPxZaK3tv2dxpCv4i0OSwA/ClzFxO+SN2X8pDss2AD0XE+2obcW8d/TbhYvQLVt3bgxjfSJmJcwRlsaW/joi5mflflLRPrc/y6/Tws2yqowCeDhwAnEe5MfsqJUfryoi4MkrOz49T1kDoyYJREfFeyuiN/ShTQrePiF0y82zKQoMfjIhdgA/VOFcMfrRxi/HfKKPrDwfeFRGtEeyfATaNiEuj5Lj+uxqj7b0mRG3bv05JyXNSrknJM5n/Hprq91n3UXKufiEitqHk1/yniHhSHaX2IGVG7mbNnSbR+TXvO/6d0mnwK8qMnw9FxL9GxKWU/PS39DBOaSJN9XZtpGwf1tgZ+EJmPkTpB3kJZRb6FsCZEXFSRFzCFP8saj/g/wV+TkmT+mLK3yw3AqdExFm1b+i2+nfXhJvMN1RTXpYVLn8CfCczj4H+zg1Xn5YsyMwVETGzNv59r44Ifj9l1OL/l2sSxvft9yMz76csbHAI8MFck/C/32J+MiXX5v+j3CTcTcmd9TBwTUR8C/jTZB9BpCmjmQN/Zf1v4yypEH5MudG7rHac9eRhX21Xj6Tmuc/MI2ub9XeURaxOoUz7/l4PH0penJkLarx3U6alv6Rue4wy+mIOcFUvP8s2yyk/22WU37vvoSwO8onMfC2wGPhzygIyb4OexbwVJaXTo1nyEW5FWfwG4DeUxcreT1nM49iJjjMinkR5iHBZRHwSeBYlXdZcygI9x1EWnHwTJRXJeyY6Rk1vdabg9Zl5BUyJEW9T/T6rdX53A4sobd4M4DDguoi4mHJ+3+xdiOtk0q29I02Aqd6ujZTtwxo/AO6Jsrj51pTF7L5PmdX975RrpN/WzhpzOQnWPjMHc/97V51aPClyCrU6v3sxampd1Hh/1Xo9Gf7gqA8g+j2/0BJgZWaeERGLKDcJh2fm30dZ9XR5lsT8k+L61pTXKQf+HXXb8yg3cVfXbT27XjPz+og4AditPsxbkZkDUVYPJjM/1qrbT+i2zgAAIABJREFUizgz84G2974NOAg4t277Zv2vZzF2cBvwLxFxbWb+kLLA3/uA0yLi1Zn50WblHsb8E2B+lJykD1IWc9wQHk8B8Jpm5YmOMzMfiojzKQ8V/jszD6xxbEgZGb5364F5r2KUmvp10MYoTPX7rOb5fQG4gDJF+nxKh8LDmXk5TNrzm3Rr70gTYKq3ayNl+7DGZ1vnFxGH15HMP4uIFwEPZOaFrYpT+bOISbD22YzVqyf7fdX0ED1c9EgaK/Wm4H9RRrrf2yj3+lZfiZID/1LKLIFTKGloDu9tVGvUDrvVlCmCT8uyANLFlEX9+m5ER00tck9mvqPXsbRrtT8RcRRlUccTMvPKuu1Eysrkp/c0SNaK889aM4TqNLhTM/O7tX1d3LrJ7kW72ohxX+B1wLG145soea3vy8xPTmRM0nQy1e+z6vltCxzWdn6TvkOhw33HytZoPGk6m+rt2kjYPqx1j7kxJRXbXRFxEXBpZp7f6/gmUk3tdyRltuWxlPXPNsw+SE/bb9PpNYjp0nhqaoqI9QEy8zDK9Ka1Ouq8vtWH2nPg90sqB2DyLFjVSNtzHCVf8P69jKclIjZv/bvR/nwF+D+UxfP+ppY9B9iYHukUZ66dfmoZZSHg8ygjei5srz/RMdY/AC6jrG+weUTsVjfvTln5XdIYm+r3WW3nt4wnnt+k7lyuJtvaO9K4murt2ihN+/ah3mPOpKTd+1pEfAdYMd06l6u+XfvMEcySJsRUGF2i6SUivgT8PtfOgd9X13BNixHAk3JNTtF+jHMj4FmZeX0fxPI6So7lv8mSX7u5bSYlzcSJwC8oN65vnPgoh41zfUqu7SuBXSjpWx7PZzyBnctDxTgL+Evg85QV3x/OuqiapLHXj23/WJrq5weT475Dmkh+B9awfSjqCOa5wOxplCLkCRojumdmH6WntYNZ0oRpdnxMp2lNmpyirFQ9aXLgw+T4XvU6xoj4C+By4DvAm1odo82fcR2V+1gj792E//yHiHP9zFxZ//1BYKfGCPsJjXOEn+UzKB31d/QiRmk6mer3WdPg/CbdfYc03qb6936kbB86m87XRD+yg1mSpCF44zK1RMRrKTk8dwd2BA5pjr6NiD2Bmxqdyz35+Y8gzucC92fmr+vrXnSCj+SzvKGRh9nvkiQNw7ZS0mBsH9TPzMEsSdIQvImbcpYAd2Vma3GML0bENgAR8TLgn4Bntir38Oc/VJx/BXwAeHJ9PaNHI1mGinFfymc5r1XZ75IkDc+2UtJgbB/UzxzBLEmSpq2I+BywHXBoZt5bR93OBb7QTzfxkyHOyRCjJEmSpLHnCGZJkjTtNFYnPxx4BHhTff1T4P/0S4foZIhzMsQoSZIkafw4glmSJE1Lk2WRlMkQ52SIUZIkSdL4sIO5qqNv3gUcAswENgT+EzgxM5dHxNOAfwGeC6wGlgEfzcxvjvD4TwHuAhZm5tsb5fsAPwA+31oFvrHth8AemfmkiLgI2Llu2o2S93Al8IfM/Ish3vcI4HTg9lq0PvBr4EOZOVDrLAT+Criv1lkPeBLwqcz817bjXQdsDDy7sZrrp4BHMvM99fWmwO+Ar2XmIbVsfeB+4AXA84HXZuYBNb6zgT0zc0njfS4GLsrMhfX1nwMfrOe+AlgFnAec1ojjCODvKD+/mcCPgfdm5v8M9vk03u85wD9T8m4+VP87JTO/UbdfU897QyCAX9Rdb8rMBRGxGtgqM3/X9tk3z7P5c2i5MTMP67B9BrAZcCXw1sxcNkz8w12/j8fStt/jn/NIroOI+DWwnDJCbTUwi/KzOC4zvx0ROwK3NT6fpucBLwK+D+yXmd9rxPEflGvmK8AXa/GWwOaNz+RzmXnaEJ/BD4GXAs/IzF81yvehfMf+ITNPiYgPAU/JzGPrv98B7Nq2MNUS4NjM/OFg7ydpapgsq5NPhjgnQ4wanvfE3hPjPfFCpsc9cft5tpyfmWc09vs3yvW0U2be3fY+AH/ZesBYv9/3ZeaMweLTurOdtp3Gdnohk7ud3hQ4lXKNrar/nZmZn6nrmJxSq25D+R7cU19/jJJ+7phG2QbAjfXz++Vg7zkRZvbyzfvM2cCfAS/LzP+JiE2ARcBnIuLvgWsoC+q8KTNXR8RuwPci4k/Ni20Ibwa+CRwSEf+Umfc3ti0FXhkRG+eaVet3AHZpVcjM17b+XRuEv2g2CMO4svnlrBfstyNij8y8oxaflpmnNOpsD/x3RHwrM2+pZc8HNgIeBfYDvl2rLwY+3Hi/lwOXAy+PiA0y8zFgT+D3mfnf9ThNM4ALI2LPTo1R67MGjmp9DvWXXusX5KlR8jyeSPmldn9ttM6k/FwPGerDqft+HTg6My+pZc8ELoqIp2bmOZn5olq+I7AkM3cf6piDuLK9kRxqe0RsBFwFHA6cM8yxB71+gUNHEeOw1wGwIDOva9R5LfBZYE4temSwzycioFw/n4uIXduv4cy8Gdi91j2CDr9YhnEn8EbgI42yw4D/N8Q+mwGfj4j97AyRpp/m976f24DJEOdkiFEj4j2x98TeE0+fe+K1zrNDnBvV/S4CjgX+sa3KC4D3AyeNIjatO9tp22nb6cndTn+c8mBg1/od3Rb4SUTcmZnfbRz3Q9TBcY24PgR8ua3sUOD7EfHszHxwhDGMOXMw8/gXbwHw5tYTo8x8GHgb8A3KCMerMvPxRWoy8wbgtcBvOh507eOvBxwNLKQ+1Wmrcn8tf3Wj7DDWPA0ZU5l5GaVRevsQ1bajNJ5/bJS9HbgYuAB4d6P8ciAiYsv6+pW1zn8De9eylwGXDPJel1M+x8Fubk4C/jUbT1zrl/to1nz+cyjX88Z1+0pKo33uEOfYPP6/tBrouv8tlMbtYxExawTHGA9PpjwFu3+oSiO4ftdFp+ug+d4zgKcPF2Ob/0v5xf7ZdYytkwsoN9MARMTGwEuAy4bZZ1vgveMQjyRJk4b3xB15T+w9MUyPe+JOXk8Z4Xcq8NZ6nKZ/Bo6LiBesQ6waBdvpjmynbadhcrXTcygPQDYAyMx7gb+t7zdqmfkFyjU85AOK8eYI5mI+ZbrAWj39WabMf60+jVjcvlNmXjHC4/9vSuNxGbApcFpEnJKZKxp1Pg+8hTUN88GUhvptoziP0bgB+OvG6/dExBspozk3ozx92j8z7wGoDfDBlKd5v6M0Xs/KzJsz86Eo0zD2johvUZ4Q/j2wPXAgpRF+GbDWlJWG1ZRzvSEivp2ZF7dt34vyZHwtWaaltKamLAauBn4dETdSntouBi4dwWfxohpv+/F/Vp+4Pgv42QiO84OIWNl4vSVlqsLj5xERP2/b5/TM/Gzb9o0oDfStlKkuXx3mfYe8fkcQd9OQ10G1KCKW1RgBvkP5xdwyu8N5Xp2ZxzRevxO4PiKOzcz/GGWMQ/kZ5Yn68zPzWkoj/S3gKUPsswx4A3BVRHw/M68fw3gkSZpMvCf2nth74mK63BO3zrPp0MxsTRl/ByUdwnURsZQyOvHsRt0E/oHyWTxnDOPX4Gynbadtp4vJ3E5/iDIz5Hf1eryaMir5V0PuNbQbgD8fg9i6ZgdzsYqhR3MPt304bwcWZeaK2oidAxwEXNio85/A2RHxVEq+olsY3ZOV0VoN/Knx+rQsubg2Ab5MyVXzw8b2NwE314aRiPgeJW/O0XX7YmAf4LfAL+tUj4uBr9bpEru1HW8tmbk0It4MnB8Ru7ZtnlHjpb73acBfUHLRbJyZz8gylWVBRPxD3fZS4HOUXxAHj+Dz2GCQ8g2b7z2Mtab+tKZJNLaPaJpJfWr8AcrTp+EaaBjZ9TnYwkvrUfJhtQx3HUCdZhIRT6fcePy8rSEcdJpJS2Y+HBFvoPxiaz/+uvoCZcTGtZSb4PcAxw0Tzy8i4gPAFyNi/hjHI0nSZOE9sffE3hMX0+WeeNAUGRHxXMr12vp+fg54V0R8KtdOiXRuROwHnMXaI0U1Pmynbadtp4tJ205n5o0REZQ86S+l5JP+p4g4KDP/s8vDtn9PJpwpMoprgblREm0/LiKeFhGXAD+h5JeibfvRUXIcDSpKPqK/Bl4fJcl4Ujr239Osl5mPUp7YvJ5yA7Cwy3MZqT3pkMy8Tk84lHKRtxLfz6A8jdwxIn5dz2MP4NCIaD0JWkyZUnIAZSpK6yndRpQngVfnMMne6xfpq5Qnos2FIa6h/AJo1XtPbQReCTy1xnhkRByYmfdm5qLMfCvly3pQlJxHQ7m6efyWKPmNHqP8wpwwmbkqMz9CWdBg4Qh2GfL6jYjZlCe3T+6w71OB33eI4QnXQYc6t9c6p0TE80YQZ/v+11Om+FxIuU7GyiLgtfWXyGbZWIBhmHg+SZmScvoYxiJJ0mTiPfGaOLwnrrwnnl73xA3HUBYoG6jX+jspeXZf0aHuUZTPqH00tMae7fSaOGynK9vpydNOR8TMiDgH+LPMHMjMUzPzFfX4Rw+z+1A6fk8mkh3MPJ7vZBHlCdRmAPX/Z1Eu4HOAfSJiQW2wqKMcP8LwP8CjKTmQnpaZO2bmjpRpAc+NiBe11f08cASlsfs24yQi/hrYH/h0p+2Z+QdKPtoPR1mB9q+ArSkrB7fOYVtKgv+j6z43UXLuvIraSFeXUqaIDJbDqN1767Ff1ig7Hjg+IvZvfP6zKVO9Wk+wVgEnR8R2jf2eDdwB/GGY9zweeF/9XKjHn0tpIE8Y7pfLODqGstjAq4aqNNz1m5mPUH7R7RwRe7X2i7IK8I51W6fjtl8HnepcQ7luz6pPL0frFEouqjG7Ga2fx43A+ZSRG6PxJsp3Y+fhKkqSNNV4T7w274m9J67HnXb3xBGxBaXz8IDWtZ6Z2/HEfLat9/oDJfaPrnPgGpLt9Npsp22n63EnTTudJd1MACdExAZQOp2BuUBX6TqjjKjfCfjKusS2rkyRscY7gBOAayJiBTCLkmT8g5n5aL2g/xV4f0SsAh6mJCYfdBXWiNiQsgLrkc3yzPxlRFxIebpyZqP8x1GG93+rTkkZq3Nr5s9ZDdwL7Jclz01HmbkoIo6ifIk2Aj6dNQl73b4iIj4KfCQiPlGneVwG7JtlNc2WSyif7UjyCZGZy6JMP/ivRtnPI+IvgQ8CH6+NwUbAD6hPZzNzYZRFJy6Nkth+NSUP0H5ZkuYP9Z4/i4iXA/8cZQrLSkrD/sHMvGgkcY9QpzxGKzJzj0Hiui0iTqbkvfrOML8sBr1+67EeiIi/peSf2pTy3b+PkqPogcEO2nYdvGGQasdTnm4fRclp1CmPEZQbkPbjr46Iw1g739NY+DzlZvo1o9kpM++LiMMZx5skDS3KKsrvokyzmkmZ6vWfwImZubzeMPwL5Sn/akoO7Y9mYyGNYY7/FOAuYGFmvr1Rvg+lTfl8Zh7ets8PKas8PykiLmLNA4jdKLnUVgJ/yMy/GOJ9j6CMjr+9Fq1PedL/ocwcqHUWUm6K76t11gOeBHwqM9fKAxcR11Hy4z076zTViPgUZZpXawTHppQRAF/LzENq2fqUKYwvAJ5PXe24xnc2sGdzhFOU6YIXZebC+vrPKe3KbpRRTauA8yhT1FpxHAH8HeXnNxP4MfDe5u+QIT6n51AWDHomZWXlhyj53L5Rt19Tz3tDyo1Z6w+lmzJzQZTcc1tlhyl/jfNs/hxabszMwzpsn0HJ6XYl8NbhbtpHcP0+Hkvbfo9/ziO5DqKMxlkOPEL5Hsyi/CyOy8xvR1lA5TY6/yH5PEr+vu9Tfkc+fh8TEf9BuWa+wpq8iltS/ghrfSafy8zThvgMfkgZQfKMbExBbHzH/iHXXvH73yjXy06ZeXct24AyxfEnmfneRt3/oKyk/frB3l9jwnvitWP0nth74ql8T9wpB/NPKItF3ZyZP2jbdhJwc0TMaz9QZv4oIk4F/mkdY9bwbKfXjtF22nZ6srXTr6V8R2+NiD9R7ve/TnkQNBIHR8RLKNfOepRz2qeHDxgAmLF69UhTtEiSNL4i4tPAnwFvycz/qTeuiyirAf89cB0lz9cF9Zf8bsD3KPm1Br1pbhz/fcBzKNM7n56Z99fyfSgdahsB22Xmn2r5DpQO0s0y80ltx3pCZ+YQ73sEbR2LEbEvZZrVHpl5R+1YXNLW+bY95Y+8+VlWiCYink/p1F0B/GNmfruWvwr4cNY8YhHxGsofCs8D5mTmY1FWef9iZu7UoeP1U8AvKZ3My+oxmh2frc/6qFaHfu2w/yalE/vUKNPzvlzP6f7a4Xpm/fyGXNW47vt14OisK2NHxDMpC2B8MjPPadTdsX5Ww/5MOpznEzp4O9VtlG1EWTTk3GYMg+w/6PWbmYeOooN5yOugdjC/NjOva9R5bf2c5gz2+TTq7kN5kHY/sGvr82p1MGfmh4b6TIb5DH5IWaH7vCxTJlvl51Om3Z7SOrf62d5Fua7uzMx/bNTfjjKK4+jM/HpEHEnpvH9h6/spSZIkqT84gnkMRMSVlBVWO9krM/84ju+9KWVkVSd/zMy9Btk2bUTEAsrqxp0sysxPTGQ83YiIL1NG63VycGbmRMbTC1Ph56ih1U6xBZTO0Afh8UUV3ga8mPK0+6rMfHyaZ2beUDvWhptORh1BcHQ9zpOAtwIfb1S5nzLq89WsGb15WP33mK+KnZmXRcTXKYup/OMg1bajjKJt/h55O2U63+8o01RbI+4vB74UEVvWjvNXUqaybkqZvthaFXuwaX+XU0bcngIc22H7ScC/ZmO0eGb+LiKOBloLnMyhPEXfGLg/M1dGxImUaX/DOQn4l1bncj3+LRFxKHB5RCzMzOUjOM5YezJlBO+Qi9eM4PpdF52ug+Z7z6B06o5mgZ3/S8mD91nWXk17LFxAmT74kRrfxsBLKKOFml5P+c6dCnw3Ij7S6jzOzLvrqLoL6/mdBLzYzuX+5j1xf5sK91LeE0+Nn6N6x3a6v02F77ft9NT4OXbDDuYx0MuGsP4CGHLVy+kuMxdRRpBNWpk5ktVkp7Sp8HPUsOZTUh082CysU+K+VkdSLm7fKTOvGOHx/zel4/Myyo31aRFxSpY8WC2fB97Cmg7mgymdzGPewVzdQBnV2dKaqrpZ/e8qynSwewAiYssa056UDuaPRcSzMvPmzHwoSgqJvaOs+r0fZdT39pQFS1odzGul22hYTTnXGyLi25l5cdv2vSh56daSJaVGK63GYsriI7+OiBspedIWM7Kphi+q8bYf/2d1ZPKzgJ+N4Dg/iIjm9MItWXsqW6cpf6dn5mfbtm9E6Vy+lTLqdriVsYe8fkcQd9OQ10G1KCKWsWYRlO+wdkdxpyl/V2fmMY3X7wSuj4hjM/M/RhnjUH4GvDIinp+Z11LyDn4LaF+45h2UtDTXRcRSykJBZ7c2ZuZ3oyyC8jXgwCwLtKiPeU/c36bCvZT3xFPj56jesZ3ub1Ph+207PTV+jt1wkT9JUr9YxdC/l4bbPpy3U54Yr6B0dm0MHNRW5z+B+RHx1Ih4MWUl5tGMCh2t1UBzROZpNcXFn1NyIC6n5KJteRMlJ+KS2nH5PUragJbFlJWlXwD8so5kvpiy6MZGlNzJzeOtJTOXUtJqnB8R27RtnlHjBSAiTouIn0fELyLitrr/Y5m5gNKp/W+UEdGfA740/EcBwAaDlG/YfO9h/EVm7t76DzixbfuVze31v8+2b6d0aH+S0oE7XOcyjOz6XDVI+XqsWfgFhr8OoKSF2Y3S8b8c+Hk2ch5T8nG3n2ezc7m16vYbgH+JDvk019EXWLMIyhNWmI+I51Kuxwtr0eeAd9XRyq06G1DObyllIR5JkiRJfcgOZklSv7gWmFunzz0uIp4WEZdQOtpe0L5TRBwdEU8Y+dpWZwfKSOHX1/y1SZnF855mvcx8lDJa8vV06BQbB3vSYSG22vF3KGWxtNaifTMoI6l3jIhf1/PYAzg0IlqjWBdT0mEcQF0Vu44w3ogyivnqHGbxh8z8T0qH6ucpncot11A6r1v13lM7QV8JPLXGeGREHJiZ92bmosx8K2VBxoNqvuahXN08fkvNzfwYpbN/wmTmqppD+NeM7DoY8vqNsoL471gz4rjpqZSV39tjeMJ10KHO7bXOKRHxvBHE2b7/9ZT0ExdSrpOxsgh4bUQ8nZKDe0nb9mMoecQH6rX8TmAXSn70ltMpCz3uAbRyaEuSJEnqM3YwS5L6QmbeS+mUOj8iNgOo/z+L0vl2DrBPRCxojXKMiPmUPK9P6KRtczQlf/PTMnPHzNyRktLguRHxora6n6esHLw3a/Ibj7mI+Gtgf+DTnbZn5h+A9wIfjoinAX8FbA3s1DiHbSmjO4+u+9xEyRf8KmoHc3UpJb3FYPmX2723HvtljbLjgeMjYv/G5z+bkv6gNfp2FXByXaCt5dnAHQyfJ/t44H31c6Eefy6lc/eE4TrGx9ExlBHgQ46gHe76zcxHKJ30O0fE49NT64J7O9ZtnY7bfh10qnMN5bo9q+YaH61TgN+wZsTxOqufx43A+ZTRzI+LiC0oD3EOaF3LmbkdJXfzu2udN1EeCi2oxzoE+GRE7IokSZKkvmIHsySpn7wDuBm4puaPvba+fktN97AP8BpgSUT8AjgTeHNmfm+wA0bEhpS0D2vlHs7MX1JGbbaPYv4xsAlwcVt+5nW1V00p8fOI+Bml43K/muqio5q/a4DSAfh24NOZ+T+N7SuAjwLH1HQCUHJMb5SZNzcOdQklHcFIciFTO3PfQCMtRWb+HPhLykJ2N0bETZTcy8+ijizPzIWUtBKXRkRGxC017v0ycyVDyMyfAS8H3lr3vRn4DPDBzDxzJHGPUPPn0PrvuiHiug04mZKze7gRvoNev/VYD1A65D8WETfUz/BDlPzKDwwRQ/M6GMzxlIX+jqqvZ3c4z59HxBNyH2ZmK//2WC/s83lKbu0vtpUfTkn18oO28pOAv6wd8P8OHFS/92Tm9ynf4YtaHfiSJEmS+sOM1atHmtJQkiRJkiRJkqQ1ZvY6AEmSxkJEXAlsOsjmverK1eP13psCVw6y+Y+9XLG7X0TEAuAfBtm8KDM/MZHxdCMivgzEIJsPzsycyHh6YSr8HCVJkiSNLUcwS5IkSZIkSZK6Yg5mSZIkSZIkSVJX7GCWJEmSJEmSJHXFDmZJkiRJkiRJUlfsYJYkSZIkSZIkdcUOZkmSJEmSJElSV+xgliRJkiRJkiR1xQ5mSZIkSZIkSVJX7GCWJEmSJEmSJHXFDmZJkiRJkiRJUlfsYJYkSZIkSZIkdcUOZkmSJEmSJElSV+xgliRJkiRJkiR1xQ5mSZIkSZIkSVJXZvY6gPE2MDAwC9gTWAqs7HE4kqaW9YE5wE/nz5+/vNfBTAa2yZLGkW3yKNkmSxpHtsldsF2WNI7GtV2e8h3MlMb5yl4HIWlK2wu4qtdBTBK2yZLGm23yyNkmSxpvtsmjY7ssabyNS7s8HTqYlwLssssubLjhhiPaYcmSJcybN29cgxqNforHWAbXT/EYy+DGMp5HH32UW2+9FWo7oxEZdZsM/XcdjYepfo5T/fzAc+w12+SuTMk2uZ/jM7bu9XN8xvZEtsldm1Ltcr/GBf0bW7/GBf0bW7/GBf0V23i3y9Ohg3klwIYbbsisWbNGvNNo6k6EforHWAbXT/EYy+DGIR6nr41cV20y9N91NB6m+jlO9fMDz7FP2CaP3JRtk/s5PmPrXj/HZ2yDsk0enSnXLvdrXNC/sfVrXNC/sfVrXNCXsY1Lu+wif5IkSZIkSZKkrtjBLEmSJEmSJEnqih3MkiRJkiRJkqSu2MEsSZIkSZIkSeqKHcySJEmSJEmSpK7YwSxJkiRJkiRJ6oodzJIkSZIkSZKkrtjBLEmSJEmSJEnqih3MkiRJkiRJkqSuzOx1AJIkSdJkFhGbAdcAB2TmryNiX+BUYDbw5cz8QK23O/AZYDPgCuBtmbmi7VhbAIuAnYD7gNdl5m8iYkPgPGAP4BHgkMy8JSJmAJ8ADgBWAUdl5tXjftKSJElS5QhmSZIkqUsR8XzgKmCX+no2cD7wKmAusGdEvKJWvwA4NjN3AWYAR3U45EnAlZk5FzgXOL2WvxN4uJa/G1hYy19T3+dZwKuBhRHhIBJJkiRNGDuYJUmSpO4dBRwD3FtfPw/4ZWbeXkcnXwAcFBE7ALMz8ye13kLgoA7H258yghngQuAVEbFBszwzrwC2iojta/mXMnNVZt4K3Am8aIzPUZIkSRqUoxskSZKkLmXmWwAiolW0LbC0UWUpsN0Q5e0er5eZKyLiQWCrMTjuoJYsWTKa6gAMDAyMep+J1M/xGVv3+jk+Y5MkTWd2MEuSJEljZz1gdeP1DEpu5MHK283o8Hqo/Ud63EHNmzePWbNmjbj+wMAA8+fPH81bTKh+js/YutfP8RnbEy1fvryrh1eSpMnJFBmSJEnS2LkbmNN4vQ0lfcZg5e3uqduouZQ3BX4/BseVJEmSxoUdzJIkSdLYuRaIiNg5ItYHDgEWZ+YdwLKIeHGtdyiwuMP+lwKH1X8fTFnw77FmeUS8BFiWmXfW8gURsX5E7ExZbPCn43RukiRJ0hPYwSxJkiSNkcxcBhwBfA24GbgFuKhuXgCcFhG3AE8CzgCIiI9ExNtqnROAF0TETcA7KAsIAnwSmFXLz6B0UFOPfRNwI/BN4M2Z+ci4naAkSZLUxhzMHWy0yRb89v4/rVU2e6OZbLrxhj2KSJKmN9tlSf0uM3ds/PtyYLcOdW4Antdh928AL6x17gcO7LDvMuDwDuWrgePqfxPCNlmS+ovtsqRes4O5gxWr4Pr87Vplz42tbZwlqUdslyVNcXOAL/Y6iJGyTZak/mK7LKnX7GCWJEmSeigzL+l1DJIkSVK3zMEsSZIkSZIkSeqKHcySJEmSJEmSpK7YwSxJkiRJkiRJ6oo5mCVpioiINwLH15eLM/O4iNgd+AywGXAF8LbMXNG23xbAImAn4D7gdZn5m4jYEDgP2AN4BDgkM2+JiBnAJ4Au5eDuAAAgAElEQVQDgFXAUZl59fifoSRJkiRJ6jeOYJakKSAiNgbOAF4K7AbsFRH7AhcAx2bmLsAM4KgOu58EXJmZc4FzgdNr+TuBh2v5u4GFtfw1wFzgWcCrgYUR4QNLSZIkSZKmoRF1CETEZsA1wAGZ+evaaXEqMBv4cmZ+oNZzpJwk9cb6lIeGmwAPAxsAjwGzM/Mntc5C4MPA2W377g/sXf99IXBmRGxQy08EyMwrImKriNi+ln8pM1cBt0bEncCLKO3+iCxZsmRUJzdz9hbccecda5XN2Xwld93+wKiO0+8GBgZ6HcK4murnB56jJEmSpOln2A7miHg+ZUTbLvX1bOB8yii5u4BLIuIVmbmYMlLuLZn5k4g4jzJSrr0jozVSbv+IOJQyUu5gGiPlImJvSkfIC1h7pNzO9f3mtndcS9J0lpl/jIgTgFuAPwE/Ah4FljaqLQW267D7tq16mbkiIh4EtmqWt+0/WPmIzZs3j1mzZo24/g0338YO2++wVtmcbbZm6y2fMZq37WsDAwPMnz+/12GMm6l+fuA59try5ctH/fBKkiRJ0robSYqMo4BjgHvr6+cBv8zM22sn7wXAQRGxA08cKXdQh+PtTxnBDGWk3CsaI+UWQRkpBzxhpFxm3gq0RspJkqqI2BU4EtiB0gG8Eng5sLpRbQZlJki7GR1er6L8jui0/2DlkiRJkiRpmhl2BHNmvgUgIlpF6zqibcJHysHopmP341TsfpqOaiyD66d4jGVw/RbPGNkPuDwzfwsQEQuB44A5jTrbsOZhYdM9ddvdNZfypsDvgbvr/re17d8qH+64kiRJkiRpiutmUaZ1HdHWk5Fyo5mO3W9TsftpOqqxDK6f4jGWwY1lPH02HfsG4F8jYhNKioxXUtJkvDYiXlxz1x8KLO6w76XAYcBHKSmLrszMxyKiVX5VRLwEWJaZd9byIyPiQuDplBRKPx3n85MkSZK6FhFvBI6vLxdn5nGuIyVJY2MkKTLaDTZybaQj2loj5RhkpFy3x5WkaSszv0tJOzQA3EhZ5O/jwALgtIi4BXgScAZARHwkIt5Wdz8BeEFE3AS8g5IWCeCTwKxafgalgxrgIuCm+j7fBN6cmY+M7xlKkiRJ3YmIjSn3sy8FdgP2ioh9KSk/j83MXSiD2Y7qsHtrHam5lPWpTq/lj68jBbybkiYU1l5H6tXAwtr3IUlTVjeN3LVARMTOwO3AIcD5mXlHRCxzpJwk9UZmngyc3FZ8AyV3frtvAC+s+90PHNjheMuAwzuUr6ak3zhuHUOWJEmSJsL6lAF2mwAPUwZjPMYT15H6MHB22777A3vXf18InNlYR+pEKOtIRcQT1pECbo2I1jpSV4zTuUlSz426gzkzl0XEEcDXgI0oHcYX1c0LgHMjYjPgehoj5YB7M/NTlJFyC+uIuAfqPlBGyp1Ty5ez9ki551NGyoEj5SRpLMwBvtjrICRJkqTxlpl/jIgTgFso6eR+BDxKn64jNdo0fP24jlRLP69/06+x9Wtc0L+x9Wtc0N+xjaURdzBn5o6Nf19OmVbSXseRcpI0CWTmJb2OQZIkSZoIEbErcCSwA/A/lNQYL6dP15EazRpS0H/rSLX023o8Tf0aW7/GBf0bW7/GBf0V23ivIdVNDuZuOFJOkiRJkiT1wn7A5Zn528xcTkmHsQ+uIyVJY2JCOpgz85LM/MNEvJckSZIkSVLDDcC+EbFJRMwAXklJk7EsIl5c6wy3jhQ01pFqljfXkarlCyJi/bp2letISZryXMlUkiRJkiRNWZn53Yh4DjBAWdzvv4CPA1/HdaQkaZ3ZwSxJkiRJkqa0zDwZOLmt2HWkJGkMTFQOZkmSJEmSpMnAdaQkaRQcwSxJkiRJklRl5iW9jkGSJhNHMEuSJEmSJEmSumIHsyRJkiRJkiSpK3YwS5IkSZIkSZK6YgezJEmSJEmSJKkrdjBLkiRJkiRJkrpiB7MkSZIkSZIkqSt2MEuSJEmSJEmSumIHsyRJkiRJkiSpK3YwS5IkSZIkSZK6YgezJEmSJEmSJKkrdjBLkiRJkiRJkrpiB7MkSZIkSZIkqSt2MEuSJEmSJEmSumIHsyRJkiRJkiSpK3YwS5IkSZIkSZK6YgezJEmSJEmSJKkrdjBLkiRJkiRJkrpiB7MkSZIkSZIkqSt2MEuSJEmSJEmSumIHsyRJkiRJkiSpK3YwS5IkSZIkSZK6YgezJEmSJEmSJKkrdjBLkiRJkiRJkrpiB7MkSZIkSZIkqSt2MEuSJEmSJEmSumIHsyRJkiRJkiSpK3YwS5IkSZIkSZK6YgezJEmSJEmSJKkrdjBLkiRJkiRJkrpiB7MkSZIkSZIkqSt2MEuSJEmSJEmSumIHsyRJkiRJkiSpKzN7HYAkad1FxFuAYxtFTwe+AHwDOBWYDXw5Mz/QYd/tgQuArYEEFmTmQxGxBbAI2Am4D3hdZv4mIjYEzgP2AB4BDsnMW8bt5CRJkiRJUt9yBLMkTQGZ+ZnM3D0zdwcWAL8FTgbOB14FzAX2jIhXdNj9LOCszHwmcB1wQi0/CbgyM+cC5wKn1/J3Ag/X8ncDC8fnrCRJkiRJUr9zBLMkTT1nA++njDz+ZWbeDhARFwAHAYtbFSNiA2Bv4NW1aCHwI+B9wP51G8CFwJm1/v7AiQCZeUVEbBUR22fmnSMNcMmSJaM6oZmzt+COO+9Yq2zO5iu56/YHRnWcfjcwMNDrEMbVVD8/8BwlSZIkTT92MEvSFBIR+wKzM/OrEfEGYGlj81Jgu7ZdngI8mJkrOtTZtrV/Zq6IiAeBrZrlbfuMuIN53rx5zJo1a6TVueHm29hh+x3WKpuzzdZsveUzRnyMfjcwMMD8+fN7Hca4mernB55jry1fvnzUD68kSZIkrTtTZEjS1HI0JecylDZ+dWPbDGBVW/32OjTqzGgrb+0/kuNKkiRJkqRpwA5mSZoi6uJ7LwW+VYvuBuY0qmwD3Nu222+BzSNi/fp6TqPOPXUfImImsCnw+xEeV5IkSZIkTQOmyJCkqWNX4NbMfLi+vhaIiNgZuB04hLLo3+My87GIuBI4GPgicBhrcjRfWl9/tG6/stZvlV8VES8Blo0m/7IkSZI0kSLiLcCxjaKnA18AvkGZ/Tcb+HJmfqDDvtsDFwBbAwksyMyHImILYBFl3ZP7gNdl5m/qoI/zgD2AR4BDMvOWcTs5SeoDjmCWpKljJ8roYgAycxlwBPA14GbgFuAigIj4TEQcWKu+A3hrRNwM7AW0bqxPAF4QETfVOsfU8k8Cs2r5GcCh43hOkiRJ0jrJzM9k5u6ZuTuwgDKL72TK4ItXAXOBPSPiFR12Pws4KzOfCVxHuUcGOIkyAGMucC5wei1/J/BwLX83ZRFtSZrSHMEsSVNEZn4F+Epb2eXAbh2qXwqsrHXuAPbpcLz7gQM7lC8DDl/3iCVJkqQJdzbwfsrgjF9m5u0AEXEBcBBrZvMRERsAewOvrkULgR8B7wP2r9sALgTOrPX3B04EyMwrImKriNh+NDP+Rrto7czZW3DHnXesVTZn85XcdfsDozrOeBgYGOh1CIPq19j6NS7o39j6NS7o79jGkh3MkjQ9zQQu6XUQkiRJ0kSJiH2B2Zn51Yh4A7C0sXkpsF3bLk8BHszMFR3qbNvaPzNXRMSDwFbN8rZ9RtzBPG/ePGbNmjXS6txw823ssP0Oa5XN2WZrtt7yGSM+xngYGBhg/vz5PY1hMP0aW7/GBf0bW7/GBf0V2/Lly0f98Go07GCWpGmojnaWJEmSppOjKTmXoaQMXd3YNgNY1Va/vQ6NOjPaylv7j+S4kjSlmINZkiRJkiRNaXXxvZcC36pFdwNzGlW2Ae5t2+23wOYRsX59PadR5566DxExE9gU+P0IjytJU4odzJIkSZIkaarbFbg1Mx+ur68FIiJ2rh3Ih9DIvwyQmY8BVwIH16LDGnUura+p26+s9R8vj4iXAMtGk39ZkiYjO5glSZIkSdJUtxNldDHw+MLVRwBfA24GbgEuAoiIz0REa7HrdwBvjYibgb2AD9TyE4AXRMRNtc4xtfyTwKxafgZw6DiekyT1BXMwS5IkSZKkKa2uQfKVtrLLgd06VL8UWFnr3AHs0+F49wMHdihfBhy+7hFL0uThCGZJkiRJkqQ1ZgKX9ToISZosHMEsSZIkSZJU1dHOkqQRcgSzJEmSJEmSJKkrdjBLkiRJkiRJkrpiigxJkiRpHETEG4Hj68vFmXlcROwOfAbYDLgCeFtmrmjbbwtgEbATcB/wusz8TURsCJwH7AE8AhySmbdExAzgE8ABwCrgqMy8evzPUJIkSXIEsyRJkjTmImJj4AzgpcBuwF4RsS9wAXBsZu4CzACO6rD7ScCVmTkXOBc4vZa/E3i4lr8bWFjLXwPMBZ4FvBpYGBEOJJEkSdKE8MZTkiRJGnvrUwZzbAI8DGwAPAbMzsyf1DoLgQ8DZ7ftuz+wd/33hcCZEbFBLT8RIDOviIitImL7Wv6lzFwF3BoRdwIvooyQHtaSJUtGdWIzZ2/BHXfesVbZnM1XctftD4zqOONpYGCg1yEMyti618/xGZskaTqzg1mSJEkaY5n5x4g4AbgF+BPwI+BRYGmj2lJguw67b9uql5krIuJBYKtmedv+g5WPyLx585g1a9ZIq3PDzbexw/Y7rFU2Z5ut2XrLZ4z4GONpYGCA+fPn9zqMjoyte/0cn7E90fLly0f98EqSNHmZIkOSJEkaYxGxK3AksAOlA3gl8HJgdaPaDErO5HYzOrxeRbl377T/YOWSJEnSuLODWZIkSRp7+wGXZ+ZvM3M5JR3GPsCcRp1tgHs77HtP3UbNpbwp8Hvg7kH2H6xckiRJGnd2MEuSJElj7wZg34jYJCJmAK+kpMlYFhEvrnUOBRZ32PdS4LD674MpC/491iyPiJcAyzLzzlq+ICLWj4idgV2An47TeUmSJElrMQezJEmSNMYy87sR8RxggLK4338BHwe+DpwbEZsB1wNnAETER4B7M/NTwAnAwoi4CXgAWFAP+0ngnFq+nNJBDXAR8Hzgxvr6zZn5yDifoiRJkgTYwSxJkiSNi8w8GTi5rfgG4Hkdqn8DeGHd737gwA7HWwYc3qF8NXBc/U+SJEmaUKbIkCRJknpvDvDFXgchSZIkjZYjmCVJkqQey8xLeh2DJEmS1A1HMEuSJEmSJEmSumIHsyRJkiRJkiSpK+uUIiMi3ggcX18uzszjImJ34DPAZsAVwNsyc0XbflsAi4CdgPuA12XmbyJiQ+A8YA/gEeCQzLwlImYAnwAOAFYBR2Xm1esSuyRJkiRJkiRp3XQ9gjkiNgbOAF4K7AbsFRH7AhcAx2bmLsAM4KgOu58EXJmZc4FzgdNr+TuBh2v5u4GFtfw1wFzgWcCrgYURYf5oSZIkSZIkSeqhdemkXZ/SQb0J8DCwAfAYMDszf1LrLAQ+DJzdtu/+wN713xcCZ0bEBrX8RIDMvCIitoqI7Wv5lzJzFXBrRNwJvIgyQnpElixZMuITmzl7C+648461yuZsvpK7bn9gxMcYawMDAz1773bGMrh+isdYBtdv8UiSJEmSJE1WXXcwZ+YfI+IE4BbgT8CPgEeBpY1qS4HtOuy+bateZq6IiAeBrZrlbfsPVj5i8+bNY9asWSOqe8PNt7HD9jusVTZnm63ZestnjOYtx8zAwADz58/vyXu3M5bB9VM8xjK4sYxn+fLlo3p4JUmSJEmSNNWsS4qMXYEjgR0oHcArgZcDqxvVZlByJreb0eH1qhpPp/0HK5ckSZIkSZIk9UjXHczAfsDlmfnbzFxOSYexDzCnUWcb4N4O+95Tt1FzKW8K/B64e5D9ByuXJEmSJEmSJPXIunQw3wDsGxGbRMQM4JWUNBnLIuLFtc6hwOIO+14KHFb/fTBlwb/HmuUR8RJgWWbeWcsXRMT6EbEzsAvw03WIXZIkSZIkSZK0jtYlB/N3I+I5wABlcb//Aj4OfB04NyI2A64HzgCIiI8A92bmp4ATgIURcRPwALCgHvaTwDm1fDmlgxrgIuD5wI319Zsz85FuY5ckSZIkSZIkrbuuO5gBMvNk4OS24huA53Wo/g3ghXW/+4EDOxxvGXB4h/LVwHH1P0mSJEmSJElSH1iXFBmjNQf44gS+nyRJkiRJkiRpHK3TCObRyMxLJuq9JEmSJEmSJEnjbyJHMEuSJEmSJEmSphA7mCVJkiRJkiRJXbGDWZIkSZIkSZLUFTuYJUmSJEmSJEldsYNZkiRJkiRJktQVO5glSZIkSZIkSV2Z2esAJEljIyJeCXwQ2AT4bma+KyL2BU4FZgNfzswPdNhve+ACYGsggQWZ+VBEbAEsAnYC7gNel5m/iYgNgfOAPYBHgEMy85bxP0NJkiRJktRvHMEsSVNAROwEfAp4NbAr8NyIeAVwPvAqYC6wZy1rdxZwVmY+E7gOOKGWnwRcmZlzgXOB02v5O4GHa/m7gYXjclKSJEmSJKnv2cEsSVPD31BGKN+dmY8BBwN/An6Zmbdn5grKKOWDmjtFxAbA3sBFtWhho87+lBHMABcCr6j1Hy/PzCuAreooaEmSJEmSNM2YIkOSpoadgUcj4lvA9sDFwE3A0kadpcB2bfs9BXiwdkC319m2tX9mroiIB4GtmuVt+9w50mCXLFky0qoAzJy9BXfcecdaZXM2X8ldtz8wquP0u4GBgV6HMK6m+vmB5yhJkiRp+rGDWZKmhpmUkcj7AA8B36LkR17dqDMDWNW233ptdWjUmdFW3tq/fZ9Oxx3SvHnzmDVr1ojr33Dzbeyw/Q5rlc3ZZmu23vIZo3nbvjYwMMD8+fN7Hca4mernB55jry1fvnzUD68kSZIkrTs7mCVpavgNcFlm3gcQEV+npLpY2aizDXBv236/BTaPiPUzcyUwp1HnnrrP3RExE9gU+D1wd6132xDHlSRJkvqGC2JL0vgxB7MkTQ0XA/tFxBYRsT7wCkpe5fj/2bv/KD3r+sD775AJQ9SQLCXZDGLiAvIxNaewDVUURHdFn4cnFuljIY/J8qNbYXuwi+6uLZ4jweqiu60tW+AB4eHHE0/DD11sPawJ3S7oQtBKdRTckPLRpmlCSBBKmkYhGfJr/7iuSe65uSfMXDP33Nfc836dk+Ncn/v7veZzjeSbez7390dEnFLGlgMPNnYq92teR7FnM8AlDW3WlteUr68r2x+KR8TZwJ7MHPH2GJIkSdJE8kBsSWovZzBLUhfIzMcj4g+Ax4AZwP8AvgQ8DXwNOIaiMHw/QETcATyQmQ8AVwJfjohrKPZR/kh525XAqoh4CtgJrCjjNwG3lfEB4OL2P6EkSZJU2aEDsQEiYhnwFsoDscvY4IHYhyZkNByIfUEZWgU8AlxNcfD1OWX8XuDmhgOxr4XiQOyImBsRC0YzIaObziup89kNdc2trnlBfXOra15Q79zGkwVmSeoSmXkXxSyMRg8Dp7VovpZy+4zM3Eyxd3Pz/XYA57eI7wEuHWO6kiRJ0kSZVAdid8t5JXU+u6GuudU1L6hvbnXNC+qVW7vPK7HALElTUw+wptNJSJIkSRNgUh2ILUmTjXswS9IUlJlfzcyBTuchSZIkTYBDB2Jn5m7gz4BzKQ6uHnTEA7HL61YHYjPMgdhHuq8kdRULzJIkSZIkqZt5ILYktZEFZkmSJEmS1LUy83Fg8EDsDcBmigOxL6M4EHsDxeHYhw7EjojBs0iuBK6IiA3Au4FryvhK4Mzy4OsrgY+V8ZuA3jJ+Ix6ILWkKcA9mSZIkSZLU1TwQW5LaxxnMkiRJkiRJh/UAD3U6CUmaLJzBLEmSJEmSVMrMr3Y6B0maTJzBLEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqpKfTCUiSxkdEfAuYB+wtQ/8GOBm4BpgB/HFm3tyi3+nAHcCxwKPAb2XmvohYAKwu75nAisz8eUTMAe4GTgJeAC7KzOfa+nCSJEmSJKmWnMEsSV0gIqYBpwKnZebpmXk6sBX4PHA2cDpwRUT8Yovuq4HfzsxTgWnA5WX8FuCWzHwr8H1gZRm/DliXmYuA24Eb2vRYkiRJkiSp5pzBLEndIcr//YuI+AWKwu/PgG9m5g6AiLgf+HXgc4c6RSwEZmbmd8vQKuCzEXEHcA5wQUP8EeBqYGn5GsC9wM0RMSMzB2dOS5KAiPhV4DPA64G/yMyPR8S5wPXATOArmXlNi36jWkESEUcDdwJnALuB5Zn5dPufUJIkSbLALEnd4p8ADwP/lmI7jP8JfAXY3tBmO/D2pn4ntGhzInA8sCsz9zXFh/Qpt9LYBcwFto002fXr14+0KQA9M+ewecvmIbG+2ft5ZtPOUd2n7vr7+zudQlt1+/OBz6jDIuIk4FbgHcBPgW9GxHnAbcB7gGeANRFxXmY+2NR9cAXJfRGxkmIFydUcXkGyNCIuplhBsgy4CngpMxdFxDkUHwqe2faHlCRJkrDALEldITP/EvjLweuIuJNihtx1Dc2mAQeauh4FHGzRpjlOQ99pTfFW9z2ixYsX09vbO+L2T27YyMIFC4fE+ubPY95xJ4/m29Zaf38/S5Ys6XQabdPtzwc+Y6cNDAyM+sOrNvs1ihnKWwEiYhnwFuAnmbmpjK0GLgQOFZgjYgajXEFSxq8FyMxHI2JuRCzIzC0jSbQbP/Sr8wch5lZdnfMzt/rzvBJJah8LzJLUBSLibKA3Mx8uQ9OAvwP6GprN59WzjLcO0+Z5YHZETM/M/WWbwb7Plu22RkQPMAt4cfyeRpK6winAKxHxALAA+AbwFK1XjTSqsoJkuNUoIyowd9uHfnX+IMTcqqtzfub2anX70K/hvJKFg+NrRLwRuA9YAgwA34mIb2Xmhqbuq4GPZuZ3y0kclwNfYvSrTSSpa3nInyR1hznAFyPimIiYBVwK/CvgfeVMttcBHwb+vLFTZm4G9kTEWWXoYuDBcj/ldRx+M3wJh2fYrS2vKV9f5/7LkvQqPcC5wG8C76TYKuMkWq8aaVRlBclwq1EkSYXG80qejIjfphijv5mZOzLzJWDwvJLDnVqfV3Jhw2qT+xvj5ddLKWYwQ7Ha5LyyvSR1LWcwS1IXyMxvRMQ7gB8C04GbM/PbEfFp4FvA0cAdmflXABGxFrg2M78PrABuj4hjgR8AN5a3vRL4ckRcQzEL7iNlfCWwKiKeAnaW/SVJQz0HPJSZLwBExJ9RFB/2N7RptbKkygqSwdUoG49wX0mayjyvpEPqvEVLXXOra15Q39zqmhfUO7fxZIFZkrpEZg4uzWuM3QPc06L5Q8Duss2TvPrN9ODs5ve2iO8Azh97xpLU1b5B8SHdHOBnwHkUM90+FRGnAJuA5cBdjZ0yc29EDK4guYfWK0i+QMMKkvJDw0uAx8otk/aMdP9lSZoKPK+kM9w+ZvTqmhfUN7e65gX1yq3dWxe5RYYkTU3PA837y0mSxklmPg78AfAYxXi7mWLPzsuAr5WxpymXV0fEHREx+OHdlcAVEbEBeDfFAVRQfIh4ZrmC5ErgY2X8JqC3jN9Isd2RJKkUEWdHxPsaQuN2XkkZb7XaBM8rkTRVOINZkqagzFzd6Rwkqdtl5l00zVCmWKJ9Wovmaym3zxjtCpLM3EOx974kqbU5wOci4l0UW2QMnleyOiLmAi9RnFdyRWOnzNwcEXsi4qzM/DYN55WMdrVJ259QkjrIGcySJElS5/VQbF8kSRpnmfkNYA3FeSX9wF1lwXjwvJIngHsazyuJiDPK7iuA/xIRTwNvYOh5JaNZbSJJXWtMM5gj4leBzwCvB/4iMz8eEedS7GU0E/hKZl7Tot8CYDUwD0hgRWb+vNyj7m6KE7ZfAC7KzOci4mjgTuAMij1Dl2fm02PJXZIkSaqLzPxqp3OQpG7meSWS1D6VZzBHxEnArcAFwC8BvxwR51EsA/wQsAj4lTLW7Bbglsx8K/B9Dg/y11EsH1kE3A7cUMavAl4q458AVlXNW5IkSZIk6Qg8r0SSRmEsM5h/jWKG8laAiFgGvAX4SWZuKmOrgQs5vBcRETEDOIeiMA1FsfgR4GpgafkawL3AzWX7pcC1AJn5aETMjYgFozkdezQnJfbMnMPmLZuHxPpm7+eZTTtHfI/x1t/f37Hv3cxchlenfMxleHXLR5IkSVJ9eF6JJI3OWArMpwCvRMQDwALgG8BTwPaGNtuBE5v6HQ/sysx9LdqcMNg/M/dFxC5gbmO8qc+IC8yLFy+mt7d3RG2f3LCRhQsWDon1zZ/HvONOHum3G1f9/f0sWbKkI9+7mbkMr075mMvwxjOfgYGBUX14JUmSJEmS1G3GUmDuoZht/F7g58ADFHsUHWxoMw040NTvqKY2NLSZ1hQf7N/cp9V9JUmSJEmSJEkTqPIezMBzwEOZ+UJm7gb+DDgX6GtoMx/Y1tTveWB2REwvr/sa2jxb9iEieoBZwIvA1hHcV5IkSZIkSZI0gcZSYP4G8H9ExJyyWHwecD8QEXFKGVtOw/7LAKqG4ucAACAASURBVJm5F1gHLCtDlzS0WVteU76+rmx/KB4RZwN7RrP/siRJkiRJkiRp/FUuMGfm48AfAI9RnK66GfgScBnwtTL2NEXRmYi4IyLOL7tfCVwRERuAdwPXlPGVwJkR8VTZ5mNl/Cagt4zfCFxcNW9JkiRJkiRJ0vgYyx7MZOZdwF1N4YeB01o0XwvsL/ttpti7ufl+O4DzW8T3AJeOJVdJkiRJkiRJ0vgayxYZo9UDPDSB30+SJEmSJEmS1EZjmsE8Gpn51Yn6XpIkSZIkSZKk9pvIGcySJEmSJEmSpC5igVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVElPpxOQJI2viPhD4PjMvCwiTgfuAI4FHgV+KzP3NbWfA9wNnAS8AFyUmc9FxNHAncAZwG5geWY+HRHTgC8CHwQOAJdn5rcn6PEkSZIkSVKNOINZkrpIRLwPuLQhtBr47cw8FZgGXN6i23XAusxcBNwO3FDGrwJeKuOfAFaV8Q8Di4BfBC4AVkWEH1hKkiRJkjQFWWCWpC4REccBnwe+UF4vBGZm5nfLJquAC1t0XUoxgxngXuC8iJjRGM/MR4G5EbGgjN+XmQcy88fAFuBdbXkoSZIkSZJUa844k6TucRvwaeBN5fUJwPaG17cDJ7bod6hdZu6LiF3A3CP0H+l9h7V+/frRNKdn5hw2b9k8JNY3ez/PbNo5qvvUXX9/f6dTaKtufz7wGSVJkiRNPRaYJakLRMRHgWcy8+GIuKwMHwUcbGg2jWLP5GbTWlwfOEL/kd53WIsXL6a3t3fE7Z/csJGFCxYOifXNn8e8404ezbettf7+fpYsWdLpNNqm258PfMZOGxgYGPWHV5KkqcfzSiRp/LlFhiR1h2XAByLiCeBzwPnAR4G+hjbzgW0t+j5bvka5l/Is4EVg6zD9h4tLkiRJteV5JZLUHg5yktQFMvP9g1+XM5jfm5m/ERHrI+KsctbExcCDLbqvBS6h2Lt5GcUb6L0RMRh/LCLOBvZk5pYy/q8j4l7gnwGnAt9r5/NJkiRJY9F0Xslpw5xX8lngS01dlwLnlF/fC9zccF7JtVCcVxIRrzqvBPhxRAyeV/LoSHPtpu3k6ry1Vl1zq2teUN/c6poX1Du38WSBWZK62wrg9og4FvgBcCNARHwO2JaZtwIrKWZWPAXsLPsA3ATcVsYHKArUAPcD7wB+VF7/ZmbunoiHkSRJkiqaNOeVdMt2cnXeWquuudU1L6hvbnXNC+qVW7u3k7PALEldJjNXUS7Ry8wngbe3aPZ14J1lmx0UW2o032cPQ5cQDsYPAp8s/0iSJEm1NtnOK5GkycYCsyRNTX3APZ1OQpIkSZoAy4C+8ryS44A3UBSBR3NeydZhzivZ2NTf80okTTke8idJU1BmrsnMf+h0HpIkSVK7Zeb7M3NxZp5OsW/yA5n5G8CeiDirbPZa55VAw3kljfHG80rK+IqImB4Rp+B5JZKmAGcwS5IkSZKkqcjzSiRpHFhgliRJkiRJU4LnlUjS+HOLDEmSJEmSpMM8r0SSRsEZzJIkSZIkSaXMXNPpHCRpMnEGsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkirp6XQCkiRJUreKiD8Ejs/MyyLidOAO4FjgUeC3MnNfU/s5wN3AScALwEWZ+VxEHA3cCZwB7AaWZ+bTETEN+CLwQeAAcHlmfnuCHk+SJElyBrMkSZLUDhHxPuDShtBq4Lcz81RgGnB5i27XAesycxFwO3BDGb8KeKmMfwJYVcY/DCwCfhG4AFgVEU4ikSRJ0oSxwCxJkiSNs4g4Dvg88IXyeiEwMzO/WzZZBVzYoutSihnMAPcC50XEjMZ4Zj4KzI2IBWX8vsw8kJk/BrYA72rLQ0mSJEktOLtBkiRJGn+3AZ8G3lRenwBsb3h9O3Bii36H2mXmvojYBcw9Qv+R3ndY69evH01zembOYfOWzUNifbP388ymnaO6Tzv19/d3OoVhmVt1dc7P3CRJU5kFZkmSJGkcRcRHgWcy8+GIuKwMHwUcbGg2jWLP5GbTWlwfOEL/kd53WIsXL6a3t3fE7Z/csJGFCxYOifXNn8e8404ezbdtm/7+fpYsWdLpNFoyt+rqnJ+5vdrAwMCoP7ySJE1eFpglSZKk8bUM6IuIJ4DjgDdQFIH7GtrMB7a16Pts+drWci/lWcCLwNay/8am/oPx17qvJEmS1BbuwSxJkiSNo8x8f2YuzszTgWuBBzLzN4A9EXFW2exi4MEW3dcCl5RfL6M48G9vYzwizgb2ZOaWMr4iIqZHxCnAqcD32vVskiRJUrMxz2COiD8Ejs/MyyLidOAO4FjgUeC3MnNfU/s5FAeUnAS8AFyUmc9FxNHAncAZwG5geWY+HRHTgC8CH6RY7nd5Zn57rHlLkiRJE2wFcHtEHAv8ALgRICI+B2zLzFuBlcCqiHgK2Fn2AbgJuK2MD1AUqAHuB94B/Ki8/s3M3D0RDyNJkiTBGAvMEfE+4FJgTRlaDXw0M78bEXcClwNfaup2HcVMjKURcTFwA8XsjKuAlzJzUUScQ3Gy9pnAh4FFwC8CpwBrImJRc+FakiRJqpvMXEXxvpbMfBJ4e4tmXwfeWbbZAZzf4j57KN53N8cPAp8s/0iSJEkTrnKBOSKOAz4PfAE4LSIWAjMz87tlk1XAZ3l1gXkpcE759b3AzRExo4xfC5CZj0bE3IhYUMbvy8wDwI8jYgvwLooZ0iM2mgMG6ngydp1O/jWX4dUpH3MZXt3ykSRNeX3APZ1OQpIkSapiLDOYbwM+DbypvD4B2N7w+nbgxBb9DrXLzH0RsQuYe4T+I73vEY3mdOy6nYxdp1OJzWV4dcrHXIY3nvl4OrYkaTxk5prXbiVJkiTVU6VD/iLio8Azmflw070ONlxPo9gzudm0FtcHjtB/pPeVJEmSJEmSJE2gqjOYlwF9EfEEcBzwBooicF9Dm/nAthZ9ny1f2xoRPcAs4EVga9l/Y1P/wfhr3VeSJEmSJEmSNIEqzWDOzPdn5uLMPJ1i3+QHMvM3gD0RcVbZ7GLgwRbd1wKXlF8vozjwb29jPCLOBvZk5pYyviIipkfEKcCpwPeq5C1JkiRJkiRJGj9j2YO5lRXA7RFxLPAD4EaAiPgcsC0zbwVWAqsi4ilgZ9kH4CbgtjI+QFGgBrgfeAfwo/L6NzNz9zjnLUmSJEmSJEkapTEXmDNzFbCq/PpJ4O0tmn0deGfZZgdwfov77AEubRE/CHyy/CNJkiRJkiRJqonxnsE8nD7gngn6XpI0JZWrRX6dYk/8OzPz+og4F7gemAl8JTOvadFvAbAamAcksCIzfx4Rc4C7gZOAF4CLMvO5iDgauBM4A9gNLM/Mp9v/hJIkSZIkqW4q7cE8Wpm5JjP/YSK+lyRNRRHxHuBfAr9EUfj9txFxGnAX8CFgEfArEXFei+63ALdk5luB71NsZQRwHcU++YuA24EbyvhVwEtl/BOUq1gkSZIkSdLUM1EzmCVJbZSZj0TEv8jMfRHxRorxfQ7wk8zcBBARq4ELaTiANSJmAOcAF5ShVcAjwNXA0vI1gHuBm8v2SykOeCUzH42IuRGxoDyYdUTWr18/qufrmTmHzVs2D4n1zd7PM5t2juo+ddff39/pFNqq258PfEZJkurK1X6S1D4WmCWpS2Tm3oj4LMWe9f8VOAHY3tBkO3BiU7fjgV2Zua9Fm0P9y8L1LmDuEe474gLz4sWL6e3tHWlzntywkYULFg6J9c2fx7zjTh7xPequv7+fJUuWdDqNtun25wOfsdMGBgZG/eGVJGlqaFrtNwPYEBEPU6z2ew/wDLAmIs7LzAebug+u9rsvIlZSrPa7msOr/ZZGxMUUq/2W0bDaLyLOoZjAcWbbH1KSOmhCtsiQJE2MzPwMRRH4TcCpFDM0Bk0DDjR1OaqpDQ1tpjXFB/s392l1X0mSJKkWMvMR4F+Ukyrm0bTar4wPrvY7pGG13/1laFVDm6UUM5ihWO13XsNqv7vL7/soMLecBS1JXcsZzJLUBSLircAxmflEZr4cEX9KsQRwf0Oz+cC2pq7PA7MjYnpm7qc4lHWwzbNln60R0QPMAl4EtpbtNh7hvpIkSVJtTKbVft20nVydt9aqa251zQvqm1td84J65zaeLDBLUnc4CfhsRJxNMbv4Q8BtwBcj4hRgE7CcYhngIeUb7XUUy/nuAS7h8B7Na8vrL5SvryvbD8YfK7/fntHsvyxJkiR1QmZ+JiJ+H/hv1Hi1X7dsJ1fnrbXqmltd84L65lbXvKBeubV7Ozm3yJCkLpCZa4E1wA+BfuA7mXkfcBnwNWAD8DTl8r6IuCMizi+7XwlcEREbgHcDg4ebrATOjIinyjYfK+M3Ab1l/Ebg4vY+nSRJklRdRLw1Ik4HyMyXgT8F3kuxKm/QEVf7ldetVvsxzGq/I91XkrqKM5glqUtk5u8Bv9cUexg4rUXztZTbZ2TmZoo32M332wGc3yK+B7h0rPlKkiRJE8TVfpLURs5glqSpqQd4qNNJSJIkSe3maj9Jai9nMEvSFJSZX+10DpIkSdJEcbWfJLWPM5glSZIkSZIOc7WfJI2CM5glSZIkSZJKrvaTpNFxBrMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSaqkp9MJSJLGR0R8BriovFyTmb8bEecC1wMzga9k5jUt+i0AVgPzgARWZObPI2IOcDdwEvACcFFmPhcRRwN3AmcAu4Hlmfl0mx9PkiRJkiTVkAVmSeoCZSH5A8A/Bw4Cfx4RHwF+H3gP8AywJiLOy8wHm7rfAtySmfdFxEpgJXA1cB2wLjOXRsTFwA3AMuAq4KXMXBQR5wCrgDPb/pCSJElSRU7GkKT2scAsSd1hO/AfMvMVgIj4a+BU4CeZuamMrQYuBA4VmCNiBnAOcEEZWgU8QlFgXlq+BnAvcHPZfilwLUBmPhoRcyNiQWZuGWmy69evH9XD9cycw+Ytm4fE+mbv55lNO0d1n7rr7+/vdApt1e3PBz6jJEl15GQMSWovC8yS1AUy86nBryPiLRSzM26iKDwP2g6c2NT1eGBXZu5r0eaEwf6ZuS8idgFzG+NNfUZcYF68eDG9vb0jbc6TGzaycMHCIbG++fOYd9zJI75H3fX397NkyZJOp9E23f584DN22sDAwKg/vJIkTRmTajKGJE02FpglqYtExNuANcDvAPso3jgPmgYcaOpyFMUsjkaDbaY1xQf7N/dpdV9JkiSpFibbZIxuWu1X55VPdc2trnlBfXOra15Q79zGkwVmSeoSEXEW8DXgE+USvvcAfQ1N5gPbmro9D8yOiOmZub9sP9jm2bLP1ojoAWYBLwJby3Ybj3BfSZIkqVYmy2SMblntV+eVT3XNra55QX1zq2teUK/c2r3a76i23VmSNGEi4k3A1ykOEbmvDD9evBSnRMR0YDkNS/4AMnMvsI5ivziASxrarC2vKV9fV7Y/FI+Is4E9LvmTJElSnZWTMR4GPpWZX+bwpIlBR5yMUV63mozBMJMxjnRfSeoqFpglqTt8EjgGuD4inoiIJ4DLyj9fAzYATwP3A0TEHRFxftn3SuCKiNgAvBsYPD17JXBmRDxVtvlYGb8J6C3jNwIXt/fRJEmSpOqcjCFJ7eUWGZLUBTLz48DHh3n5tBaxtcD+su9m4L0t7rkDOL9FfA9wadVcJUmSpAnWOBljMHYrhydjHEPx/vjQZAzggcx8gGKixZcj4hqKfZQ/UvZfCawqJ13sBFaU8ZuA28r4AE7GkDQFWGCWpKmph2L/OUmSJKmrORlDktrLArMkTUGZ+dVO5yBJkiTVlJMxJGkULDBLkiRJkiSVnIwhSaPjIX+SJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEp6Op2AJEmS1G0i4jPAReXlmsz83Yg4F7gemAl8JTOvadFvAbAamAcksCIzfx4Rc4C7gZOAF4CLMvO5iDgauBM4A9gNLM/Mp9v8eJIkSdIhzmCWJEmSxlFZSP4A8M+B04ElEfER4C7gQ8Ai4Fci4rwW3W8BbsnMtwLfB1aW8euAdZm5CLgduKGMXwW8VMY/Aaxqy0NJkiRJw3AGsyRJkjS+tgP/ITNfAYiIvwZOBX6SmZvK2GrgQuDBwU4RMQM4B7igDK0CHgGuBpaWrwHcC9xctl8KXAuQmY9GxNyIWJCZW0aa7Pr160f1cD0z57B5y+Yhsb7Z+3lm085R3aed+vv7O53CsMytujrnZ26SpKlsTAVml/5JkiRJQ2XmU4NfR8RbKN4v30RReB60HTixqevxwK7M3NeizQmD/TNzX0TsAuY2xpv6jLjAvHjxYnp7e0fanCc3bGThgoVDYn3z5zHvuJNHfI926u/vZ8mSJZ1OoyVzq67O+Znbqw0MDIz6wytJ0uRVeYsMl/5JkiRJw4uItwH/A/gd4G+Bgw0vTwMONHU5qqkNDW2mNcUH+zf3aXVfSZIkqW3GsgfzoaV/mbkXGLL0r5x5Mbj075CGpX/3l6FVDW2WUsxghmLp33kNS//uhmLpHzC3nAUtSZIk1U5EnAU8DHwqM78MbAX6GprMB7Y1dXsemB0R08vrvoY2z5Z9iIgeYBbw4gjvK0mSJLVN5S0yJtvSv9Esz6njvnJ12jfLXIZXp3zMZXh1y0eS1F0i4k3A14FlmfnNMvx48VKcAmwCllOs/DskM/dGxDpgGXAPcAmH92heW15/oXx9Xdl+MP5YRJwN7BnN/suSJEnSWI35kL9y6d8aiqV/+yhmMQ+qzdK/0ewtV7d95eq0p5e5DK9O+ZjL8MYzH/eWkyQN45PAMcD1ETEYuxW4DPha+dpayhV9EXEH8EBmPgBcCXw5Iq6hmEzxkbL/SmBVRDwF7ARWlPGbgNvK+ABwcVufTJIkSWoy1kP+zqJ4k/yJzLwvIt7DKJb+ZeZ+Wi/92zrM0r+NR7ivJEmS1HGZ+XHg48O8fFqL2Fpgf9l3M/DeFvfcAZzfIr4HuLRqrpIkSdJYjeWQv8Glf8sz874yfGjpX7l33HIOL+sDiqV/wODSP2i99A8alv41xl36J0mSpC7TAzzU6SQkSZKkKsYyg9mlf5IkSdIYZeZXO52DJEmSVNVYDvlz6Z8kSZIkSZIkTWGVt8iowKV/kiRJkiRJktRFxnTI32i49E+SJEmSJEmSustEzmCWJEmSJEmSJHURC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEp6Op2AJGn8RMSxwHeAD2bm30XEucD1wEzgK5l5TYs+C4DVwDwggRWZ+fOImAPcDZwEvABclJnPRcTRwJ3AGcBuYHlmPj0BjydJkiRJkmrGArMkdYmIeAdwO3BqeT0TuAt4D/AMsCYizsvMB5u63gLckpn3RcRKYCVwNXAdsC4zl0bExcANwDLgKuClzFwUEecAq4Az2/6AkiRJ0hg4GUOS2sMCsyR1j8uBjwF/Ul6/HfhJZm4CiIjVwIXAoQJzRMwAzgEuKEOrgEcoCsxLy9cA7gVuLtsvBa4FyMxHI2JuRCzIzC0jTXT9+vWjerCemXPYvGXzkFjf7P08s2nnqO5Td/39/Z1Ooa26/fnAZ5Qkqa6cjCFJ7WOBWZK6RGZ+FCAiBkMnANsbmmwHTmzqdjywKzP3tWhzqH9m7ouIXcDcI9x3xAXmxYsX09vbO9LmPLlhIwsXLBwSmzv3eHqm9w2JzTymh1mvO3rE962T/v5+lixZ0uk02qbbnw98xk4bGBgY9YdXkqQpxckYHVDnD6brmltd84L65lbXvKDeuY0nC8yS1L2OAg42XE8DDrxGGxraTGuKD/YfyX3bbmDvfn70N38/JPbLMW/SFpglSZLUPlNtMkbf/HnMO+7kEd+jHer8wXRdc6trXlDf3OqaF9Qrt3ZPxjiqbXeWJHXaVqBxiu98YFtTm+eB2RExvbzua2jzbNmHiOgBZgEvjvC+kiRJUp119WSMffsP8PyOl4f8+dnLr0x0GpKmCAvMktS9HgciIk4pC8jLaVjyB5CZe4F1FPvFAVzS0GZteU35+rqy/aF4RJwN7BnNkj9JkiSpBrp6MsbA3v38IJ8f8mf3nn2v3VGSKrDALEldKjP3AJcBXwM2AE8D9wNExB0RcX7Z9ErgiojYALwbGDw9eyVwZkQ8Vbb5WBm/Cegt4zcCF7f/aSRJkqRx5WQMSRon7sEsSV0mM9/c8PXDwGktmq0F9pdtNgPvbXGfHcD5LeJ7gEvHJ1tJkiRp4mXmnoi4jGIyxjEU748PTcYAHsjMBygmWnw5Iq6h2Ef5I+UtVgKrykkXO4EVZfwm4LYyPoCTMSRNARaYJWlq6gHWdDoJSZIkaSI5GUOSxp8FZkmagjLzq53OQZIkSaopJ2NI0ihYYJYkSZIkSSo5GUOSRsdD/iRJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRV0tPpBCRJGi/79h/g+R0vD4nNPKaHWa87ukMZSZIkSZLU3SwwS5K6xsDe/fzob/5+SOyXY54FZkmSJEmS2sQCsyRJkiRJUpdztZ+kdrHALEmSJEmS1OVc7SepXTzkT5IkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVdLT6QQkSWqnffsP8PyOl4fEZh7Tw6zXHd2hjCSp+zjWSpIkTV0WmCVJXW1g735+9Dd/PyT2yzHPoockjSPHWkmSpKnLArMkSZIkSdIU5AoUSePBArMkSZIkSdIU5AoUSePBQ/4kSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiXswS5KmHA8zkSRJklrzvbKk0bLALEmacjzMRJIkSWrN98qSRsstMiRJkiRJkiRJlTiDWZIkXAooSePNcVWSuodjuqQjmTQF5ohYDlwDzAD+ODNv7nBKkjSlddu43Gop4C+dcjy79+wbEvONtKQ6quOY7BJrSVNZHcflsXBMl3Qkk6LAHBFvBD4PLAEGgO9ExLcyc8NE5eCndZJ0WB3G5Ylg0VnSZDBVxmRJmiymyrjcqk5y1FFw4EDxdc/MOTy/42XfK0tTwKQoMAPnAt/MzB0AEXE/8OvA50bQdzrAK6+8MuJvdvDA/ldtTv3y7j387bP/OCT21jcfx89+9jLNGgfUQcf09vD6mTNGnEOzgYGByn3Hm7kMr075mMvwxiufhnFl+rjccHKpOi6PekyG1uPy/n17OYr9Ex4b678Hw8Wm985i2093HrHdWP8t6bS6jQXt4DN2jmPy5BiT9wwMsO2nQ79fq/FuuPhIx8a6/ncK5jYWdc7P3Iaa4mMyTKJxebzfF5/0xtmHYs9ue5Y3/mPr98ojHeNH03a075/r+ve2rnlBfXOra15Qn9zaPS5PlgLzCcD2NeL8tgAAIABJREFUhuvtwNtH2LcP4Mc//vGovuEvNH249o8v7HxV7IVtO5ko69evn7Dv9VrMZXh1ysdchteGfPqAjeN905qrOi5XGpNhZONyp2Lj9e/B9q0/G5f71FXdxoJ28BlrwTG5xmPyRL1/rvN/p+ZWXZ3zM7dhTcUxGSbRuNzO2C+8+fXAzgmtnYxGXf/e1jUvqG9udc0LaplbW8blyVJgPgo42HA9DWjxuVZL3wPeTTGg73+NtpI0GtMpBufvdTqRDqg6LjsmS2oXx+TDHJMlddpUHpPBcVlS/bR1XJ4sBeatFIPsoPnAtpF0XLJkyQDwWDuSkiSm5owMqDguOyZLajPH5IJjsqQ6mKpjMjguS6qnto3Lk6XA/BDwexExF3gJ+DBwRWdTkqQpzXFZkurDMVmS6sVxWdKU0rwPfC1l5rPAp4FvAU8A92TmX3U2K0mauhyXJak+HJMlqV4clyVNNdMOHjz42q0kSZIkSZIkSWoyKWYwS5IkSZIkSZLqxwKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqpKfTCdRFRJwEHAs8BRzIzP0dTkmSpizH5NYiYlpmHux0HpKmnm4blx1PJU1m3TYmS5r8nMEMRMT/DawBvgisAj4REbM7mtQoRMTxEfFPO50HQEScEhH/rNN5DPJnI00+k31MbpeImEnxi4S6TERM63QO0pF027jseDq+HMOkidWFY3JtfmdvVOff3/2ZqY6mHTw4tT+4j4jXA38C/MfM/GFEXAScDewGPp+Zuzqa4GuIiP8KzADeBtwAPJiZGzuUy58CRwNvBf5/4NuZ+T87kUuZjz8baZKZ7GNyu0TEaqAXWADcDNyTmfs6m1V7RcSczNzZcN11sw0jYkZm7m247qpnjIh/B8wGHgE2Z+bfdjglVdBt4/JkG0/rPBbWeQxz/FG36sIxuTa/szeq8+/v/sxUV85ghoPAXIo3mQD3A/8NOAa4JCKmdyqx1xIRlwC9mXkBcClwDnBpRLytA7n8X8CMzPwg8GvA64Ffi4gPTHQuZT7+bKTJadKOye1S/pI8KzMvBD4D/Dvg4xExp7OZtU9E3Ab8fxFxR0R8OCLekJkHI6Jr3rdExC3AlyLilohYEhHHlM/YFTMBI+IO4P3AS8BlwO9ExHs6mpSq6ppxebKNp3UeC+s8hjn+qMt105hcm9/Zm/Kq7e/v/sxUZx1/c9JpmfkycCdwXkSclpkHgG8C36f4y3p0J/N7Da8AOwEy8zvAZyn+obkgInonOJdpwKyI6M3M/wXcBvwD8L6IePME5wL+bKRJaZKPye3yEvAkQGb+OfBvgF8F/hV039LkiPj3wJuAK4CNFP+/fzoiZmXmgW543ohYCbwZ+D2K92L/muKXwpl1mf03FhExC3gdcH5mfpFiCe/fAZdFxDs7mZtGr8vG5UkzntZ5LKzzGOb4o27XZWNynX5nb1Tn39/9mam2pnyBubSG4i/p/1MO0vsz80+A44BTOpvaEf0QOBAR74iInsx8Cvgj4MMUb5Yn0jeBv6b4lGpmZm6mWLqzCHjfBOcC/mykyWyyjsnt8gzwlsF91jLzr4CrgU9FxAc6/ct8G/wT4IFySfgfUvz3MAu4qnzTOqmft5x5OB9YlZlbgasoCl6nU/w7Menfm2XmzyiWpn+2vF4PfB34MfAvI8JDpiefbhmXJ9N4WsuxsO5jmOOPpohuGZPr9Dt7ozr//u7PTLU16X+JGQ+Z+QLFHmxHUbxpW1buZTQX+GlHk2sSETdHxH8ql6X9FHgR+CjwtvIv8v8CbqLYj6fdudwZEbdGxP0Usxi2Au8C/s9ydsVGir13TpuIN5v+bKTuMJnG5HaJiP8cEZ+MiN/NzAcpZiv8UUQcW76ZfBy4HujGQzT+CvhQRCwp9/Z8CPjvwElAX0czGwflTKMfAu+PiJMz8xXgLoo35e8HJs3S1mblLztnl5d/DMyMiOUAmZnA48AFwPEdSlEVTeZxeRKPp7UcC+s6hjn+aCqZ5GNybX5nb8qrtr+/+zPTZDHlD/lrFBHHAx8AllNM5/+jzHyis1kdFhG/T/EJ0KeA/wgcAP4LxeCyF/hLiv2XVgHfycz/1MZcrgHeTrHvzxcoNpl/mGL2wtHAzymW7twIPJGZ17YrlzIffzZSl6n7mNwuEfH/AguBW4GPA/uAy4EvUfwcbgf6gT8F/jwzb+hQquMmIq6iWNL8GLDrf7N373GXzXX/x19jxowzKYcpjCSfaIoakkpJdCKU88gxZ+pXoe4SIbrdURKVkCbnipSYUelOBimmGw15K+VMTjmbYcz8/vh898yabV+HuVz72mtf834+Hh5mf/daa3+/a+/rs9f67O8B2BJYCrhQ0i1lm1+Vx+d1rKKvQER8ipw38XpynsQ9gduAyyTdW7a5HjhW0mUdq+gARcTF5Hx7KwFXk8mmZYEVgVsk/bhsdwVwWLkZsi7TbXG52+JpnWNhnWOY448trLowJtfmnr2pXrW9f/c5s27iXxEqJD0q6XzgE8BeNQzOrwFOlXSbpG2Bu4H9yWFzN5BzLp0D3DMEgWUF4BJJ/5F0ADC9vP5UcnjEq4BvAP8aomDic2M2zHRBTB505df95YH/knS5pA+SSYbvkDcP/yJj26/IeDYcksunA1uQiZ/Dy79nlMefjIhNK5u/NPQ1fOUi4gxgZ7J3x9lkD5O7gQnknHnrlU0fJ3tXdpXIeU3HSPowsBHZg2UN8v26C/hgRFweEZcCTzu50726KS53Wzytcyyscwxz/LGFWTfF5KJO9+xVdb5/9zmzruEEcwuSXihD0ermXuCtUSZvl3Qo+cvQCZLOlLQXsKekg2DuhXW73AysExGrlrp8mwx2+wBTJB0M7CPp/w1BXcDnxmzYqnFMbodFgOeBtzUKJO0EjALOkXQUGUv2lbQfdHcMiYgVyQvUrSSdSC4YtSw5z+i9ZHLgjIi4BJgp6cIOVXXAImINYDVJm5UL7CPI3kZPkEO2VwJ+VJIfz0n6TedqO2DPAa+NiLUkzSCH7d5P3hTdCBwIXAj8UNL2UK/F1GzBdUlc7pp4WudY2AUxzPHHFnpdEpOhXvfsVXW+f/c5s67hKTJqLiL2JP9QHyaHQFwIHCXpl5VtrgSOljS1UjZCg7z4R0R8muyZcF/575tkr49LlfNAERG/AU6T9PN21qUc1+fGzIaFiPgEcCc5r9obgF8CW0u6trLNr4BDJN1RKev6GBIRPyOHXH9b0ksRMYHsXXi7pDPKheuikv5Ztl9EOQdoV4hcUOp84ALgV5JmRcTmwL7kIlmXR8SbgKUl3VD26Yo2lpudEZJmlCGcdwG/kPRgRCwFnAo8JekzTft1RfusO3VrPK1rLKxrDHP8MesOdbpnb6pXbe/ffc6sW/lXhBorQ+V2I4ca/A54IznvzgkR8YnS26Fhvj/YNiRQvw9sDbyaHBr3LuBiYCfmHxo3m+wt0ra6lPr43JjZsBARZwGfJn/xn0zGrN2B30XExpVNlyHnmJyrW2NIRKwXEe8oD39B9oDbFEDSNHIxqy9GxFhJ91YSKiO6JTEQEW+MiDdKmkUuiLUhZRExSb8lk17fiYhXSbq9kpjpijZGxAXkwi3XRsQm5I3QesBHI2JVSc8AxwHLRcTi1X27oX3WnbotntY5FtY5hjn+mHWHOt2zN9WrtvfvPmfWzdyDuaYiYm1yQZJNSy+Gjck/5M8ATwOHAU+Sw7/+LWnXNtZlHLk69DaSno6I9YETgB8Dj5BzxK1JBpPHJU1sV11KfXxuzGxYKDHjREmblMdbAJeQCYYlyfnVrgTWAR6UtEdnajp4IuIn5LxsryIX17oc2Iyct/P3kiaX7S4DPi3pX52q60BFxLnAyuQiJzeRi5wcCfwDOFvSrWW7i4G9Jf2nU3UdiMiFyDaVtE1EHAS8D5hCtvl1wAjgMmA/4L4yTNKsrbotntY5FtY5hjn+mHWHOt2zN9WrtvfvPmfW7dyDub4eI+fbWRmgDH3YnfwjHkkutHE88J1GYIn2zWvzb3LY2YSIWFTSjWRw+wywhKQDyZ4iX2sEkzbWBXxuzGz4eIYc/gaApMuBrciebP8GPl7+fXYjGdLNMSQiPggso1xs6x3k3JnvI+fxfBHYNiIuioifk/OMdmNyeSKwgqTNgA+Ri2LtSi4stjLw2Yj4dkRcBLzUbcnlYjRwK4Ck7wLnAe8npyU4D/g7sC1wSyO5E57z1Nqva+JpnWNhF8Qwxx+z7lCne/aqOt+/+5xZV/ObXlOSHgbGkPPaNMquBvYGvgjMlnSLpMugvcPRlAtmPA7sRRlOWILKF4CvRcRKku5Wmduu3UPjfG7MbLiQdDuwSkRMqpRdAXwZOBj4p6Q/SDoPhsXckQ9B9oQow+UOI3vrvZ0c7nw02Yvvp8qVsrsxMXAPcF9ELCnpeTLRMRbYBvh/ZE+Uu8geijtA97SxUs9bgeUjIgCUcwJeChwCPKpc6OUAlVXDy+fWQ+asrbosntY5FtYyhjn+mHWXOt2zN9WrtvfvPmfW7ZxgrpHGhVPkYhooVzpeJ3LF6IY/AE8Bs6r7DvaFU6UuI8vxDyOH8P0gIlYqZVcCt5MXxG2rS1N9fG7MbFhoxDOyh9haEXFa5ekbgMWbL86GwcVaY2GQDSJiGUkvAUeQ88t9TtI9kn4k6ULo2sTA88CKwFsAlKu6f5Kcq+7zkqZK+nbpeddVbazU8y/AcsAnI2JcuZG4CPgjsHnZ9kXwTYYNjS6Mp3WOhbWMYY4/ZvVXp3v2HupVu/t3nzMbTjwHc01ExOKll0Dj8RhJM8u/ryd7E/wa+Ci5IvKebazLssCMyutX6/JTMoDcA7ypbNfuOZd9bsxsWIiIUcoFkxqPF5X0YkSsSi6YdBc5DPnT5NxqB3ampu0TEbsBE4HvA9dKejQi1iR7nx00HJIBEXEo2ca9yWHasyLiPcCHJX2ls7V7ZSJipHJewDWAk8lkz/WSpkTEFOBnks7qbC1tYdDt8bTOsbCuMczxx6y+6nTP3lSv2t6/+5zZcOMEcw1ExEnAKuScYX+X9KNSXv1D/jy5aMVSko4uZSPa0Dv3+8CqwIPAXZKOa1GXT5Crhy5ZhqG1pS7luD43ZjYsRMR/AysBNwNSDt2u3jAvApxELt6xpKRDyvPDIoZExGhJL5R/70teLE8j5xzdn1x066AOVvEVa2rjEcBHyMVabgGOAu5svK/dIiL2BO4GnpX0p1K2iKTZEbE6Oefem4ClgPsl7dWxytpCo5vjaZ1jYd1imOOPWXeo0z17U71qe//uc2bDkRPMHRYRXwfWA75EDkXbF5gq6fA+9hv0eeMi4svAe8m5dV4PnAlcJ+lTQ12XclyfGzMbFiLim8Da5JxqG5HzbP5e0il97Ne1MSQivgU8Qd74HylpRiP5U57/ELAuGd/vlfTlUt41F6gR8VWyjS8CZ5Tek9UL8N2BtwLjyDZ+rnO1XXARcTo5ZP8q4ADgCElnlOdGS3ohIhYjb37WkHRrea5rP7dWf90WT+scC+scwxx/zLpDne7Zm45f2/t3nzMbrpxg7rCI+ApwjaSrImJR8lf4HwKXSjq2bPMp4DlJF7S5LvuQK1WfXR4vC/wfMFnzVmHeD1hO0v+0sy7ltXxuzKzrRc5hdhJwuqTbImJ5MilyIHCJpDPLdrsDd0j6Y+dqOzgi4mRgdeDbwKfIBNCWkv5ZTV6Ubas95rrmAjUiziB7UF4KvI+8QdhQ0syIWELSc5Vtl5T0bPl3V7QxItYmey5uWnqEvhs4B/iGpNMq221U/cx20w8E1n26LZ7WORbWOYY5/ph1jzrdszfVq7b37z5nNlx5kb/Omw2cVC4yX5T0V3J43DsiYqOIWLpsNyoiXtXmuswEjii9AZD0JLAhMCEiPl7K/w48FhGvb3NdwOfGzIaBcrM7G/hmRCwm6XHgauAM4J0RsXpJkqwFrBplMY0utxRwrKTfS/ok8BvgpxHxmpK8GBER+0bEGysJla5ZjClyIZYlgL0lnSlpV+A24JaSJHqutPHjETGukpjpmjYCjwL3AysDKFcG3w04LiJ2AoiIDwKHRsR2jZ2c3LF26sJ4WstY2AUxzPHHrHvU6Z69qs737z5nNiw5wdwBEbF/RBwcEe8AvkdO3H52RCxRNvkb8G9gaUlPA5OAB4AZbajLlyLi8HKxdiHwM+DqiFgKQNIjwBRgtKQZkv6XnCfu34Ndl1IfnxszGxYiYoeI2C0iViTj2S3AMSUp8jRwA/A6YKWSJDkOeAkY3bFKD4LIuU9nAu9slEn6LHAj8OuS2BgHLAfsGxFLlm26KTEwmlxJe7NGgXKBkz8CPytJrQlkj8DdImJ02ab2bYyIN0TEMuU77nlykTQAJF1D9sLcKyLGkIm9PYEnyvtu1hbdGE9rHgtrGcMcf8y6Q53u2ZvqVdv7d58zWxj4y3iIRcT5wBbAG8iLpO8CvwXuJC/ollOuJLoqeaGMco62q1RZYXSQ6jKJvOh9FngXcCU5/Ow3wJ8iYpXIoYgbNepS3FIdNjeI9fG5MbNhIXKF5T2AjwHHkwsR/RWYA/xP6bFwPzl35IoAJXb8crDj2VCJiF0iYiNgDeAU4KiI2LbxvKT9gX8AIekuSd8Afk6uRN0VIuIjkUO3FwGOBU6NnD+14YvAM8CrJd0o6RjgD+T8prUXOefpmWS7TlXOuffqiLisstlU4Cnys/sC2bY/d1HPbOsy3RZP6xwL6xzDHH/MukOd7tmb6jWJmt6/+5zZwsJzMA+h8uvUWZIaQ7vWBnYBxgNfA3YmexLcDzxZehK0sz5nA/uUIXpLAoeRF+8fIyea35i8eHtI0p5trkvdzs2PgAMlPd/pc2Nm3SUiVgW+LWnb8vhDwPuBJckLt82ATYF/Ac9L2r5TdR0sJWauBtxEtu0Y4B6yN9xESReV7a4GDifnnZsTTfN81llEnEsO136YHPb+PXKI4w+A/ST9pmx3DfAZSX8pj5eR9FRnat1/kfPu7QR8lGznqcDikjaLiClkD5rLyvNP+bvPhkK3xdM6x8I6xzDHH7PuULd79qa61Sa30VSvOp8z5zxsUDnBPEQiYjVyqNf1wNGaN3H6msDuwCxJR0fEOsALkv5Rnh/0hTQi4p2Sro+Ia4FfSTq+lC8KfBlYXdKeETEWWKT0Cmnboh4RsTrwNHnxfbyks0p5J87N64HHgN8BP5F0YinvyLkxs+4SufDFn4ELgC9JuqSUbwpsDtwu6ceRCxY9J+n/yvNduzBRic3flfT+8ngDssfb7mQvvR8D1wJvBO7txgvUMpzxOEmbR8QKwDuAb5LJo38DPwFOB9Yn29jratt1FBEfA9ZVWVymlF1BLvaydUTsTyb1lpJ0dHm+az+3Vn/dFk/rHAvrHsMcf8zqr075jKZ61Sq30VS31alJnqOpXs55WFs4wTwEIuI0cpjc7eTwgzeRq19PiZwz7KPkUImdJc2o7DfoF04RsSV5Mbkf8BxwFnkxfHapy9rAkcCnJT3czrqU4/4AWA+4hpzL5xPkL3yTO3BuTiOHrfwNuIocJniqpHM6cW7MrLtExBnksOJPRMSewDrARZL+VIaXHQxsJmnrpv26OoZExBrAycDHJc0qZW8DrgAmAreSQ/5WqSSIuuYCtcT/dYETJX2gUv5hcp7XPci5XlcHVpD04/J8V72vJQE1GdhC0p8q5b8ELpN0RtP2XfMeWvfpxnha11jYDTHM8ces3uqUz2iqV61yG011q02eo6leznlY23gO5jaLiK8CryaHGdxDBuM/ARMj4mOSZku6DFiGvLCbq01/wE+SQ/cOIefb+QrwyYiYWOpyKzB2KOpSeqaMJYdenE6el18DO0fE5kN5biLi88Aq5NxIryO/QL8G7B0R2w31uTGz7hIR3weeLcmQrcmLsxeB3SPizSVOfBcYGRGvre7brTEkIl4fEYtK+ifZO2Ny47nSk/AgsnfGo5Ju6NLk8peAjUp7ZpekV8P/kj0Sd5Z0m6TJlcTMIt3wvkbEcRHxvYg4BHgE2Bu4ICLeWdnscmDp5n275T207tNt8bTOsbDOMczxx6w71DCfUVWb3EZVnfIcTfVyzsPaygnm9hsHXChpJvBtMgD+k1z5+KiI+EZETCaHo93ezoqUHh//IOeFuxx4Nxk8bgFOLBd5VwB3SvpzO+tSvAaYKukFct6h44D3kfPCfTcijomIyxmCcwMsC1xd6vI3YBsy8M4EzoyI4yPi1wzduTGzLhERryIXv5geEScDW5OxfxNgf3LBosOBX5AJhgc6VdfBErkY0xnA6RHR6DnySERcUtnsr2Q8n+9ao1sSAyUR8yZyWCPkezk6Ir4DUL4v/gqMK9+vc3VDGyPie8BbyYVcRgOXkL0YvwBcFhFblM/2R4FXdayitlDptnha51hY5xjm+GPWVWqTz6iqYW6jqk55jirnPKytPEVGm0XOGTYLOJ+cIP0mYF9J10VO8P4h4BFJ55Xth2K4xunA18kL+KPIIHwgsCGwpKSfDEVdImIbcljexcAnmffL49vJSe4fA16U9MN21yci3kN+SV5MBtkNyS/TDcieE9cCi0q6sN11MbPuExFvJ+PHzZK2KWUTgP8CJpE30s9IOqU817UxpPTK2I7sybI+2TNvVWAf4CRgJeB4sjfavyXt36GqDlhEfBN4felB+Tly7s8XyETNXmQbDwWOBe6W9LmOVXaAIuJbwHck3RURo4GtyPbsTX7vHUJ+Dz+jLpxT2rpXt8TTOsfCuscwxx+z7lHHfEZT/WqR22iqU23yHE31cs7D2mpUpyuwEDgHmLsydEQ8A9xXntsRuFLSNeW5dk/mvggwAliO7EXxNnKi/jnA+1RWth6KuhR/AD5A/pp3uaTpZI+V75BfUqcPVX0kXRM52f77gf+T9FfgrxHxZuA/ki4eqrqYWfeR9JeIOAJYNyJGSZolaVrkisxI+u/GtsMghswkv7tmRMT15I3GycAJkraLiC8DbyEX4PoSdNcFakQsBYwBroyIU4DFgLvIYfqbAzuR8/3tCdzXSMx0UxuL15E3ZBNLT5aLImIkmcTbiZwzcJak52FYfG6tS3RRPK1lLOySGOb4Y9Y9apPPqKphbqOqNnmOKuc8rN08RUabSXpW0iMAETGGnBR/ZkScQ67OeU1l27b+AZc5dV4iVwu9AFiTHHr2G2DF5m3bWZfyGv8BTiF7e2wWucAH5LCbJTtQn38C9wIbRC7KAjCBvDAf0rqYWVf6Kbny8qiIeEMpmw0sUd1oGMSQO4HPRMQmJfHzDLlAyIsRsY2kr0s6vpJQ6Yr5iBtKe84CPgeMk7SPpOPIoe8PAe+VdJCkwyR9BrqrjeWGDOAAYIWI+Frl6avJOWTHSXq6ktwZMQw+t9ZduiGe1jIW1jmGOf6YdZ865TOa6lWr3EbT69Uqz9H0es55WNs4wTy0FiFX7LwWeErSHjB3/qChdA15UbyDcu66iyV9b4jrAICkO8iLzNuBH0euFj1T0kmdqA9wI/B34EdlzqbZko7vUF3MrIuUXliLkEOmfxYRvwGel/SzztZs8JQb/ankEMSjImJjAEmPkrFzXPM+3XaBWtr4F/K76aEyfLvx/v6LXBxlPt3QxogYFxGLkr19kPQ40OglemIpexBYGXh9dd9uSZ7b8FH3eFrnWFjHGOb4YzZs1CWfUVWb3EZVDfMcVc55WFt4DuYhFhEXAo9JOqg87sjQg8YwuMbQw6F+/Rb1GUX+oreoJJWyTp2bxcmL26Ul/amTdTGz7lOGcQewlKSrS1nXxpCIWFbSk81l5HyjewBfk3RJ5KJWf64OX+8WzW2sfEeOBJYHXivp5oi4FLhK0rc6VtkBiIjTyNXA/wNMAc6XNKt89wZwGtlzcCQ5dPOTnaqrWVWd4mmdY2GdY5jjj9nwUpd8RlOdapXbqKpTnqOpXs552KBzgnmIRcRKkv5d/u0/4B7UaS7LOtXFzLpPN8eQiNiBHGb9cUkPNT03CtgWOBL4KzlfZtclBvpo4xhgU+Bs4AbgWUnbD30tBy4ivgqMJxeZOZBcZGbX0puxut17gEavTF+jWC11Kp7WORbWOYY5/pgNP85nvDJ1vS+oa72suzjB3CH+AzYzs7qLiPeTc9v9Gtizkbyo3lCUHnwvat7iL111s9HPNr6BTBrd3fxc3UXEWeQCMxeXRNhNwF6S/lyeHwEs3nj/SlnXtM9sKNQ5FtY5hjn+mA1fzmeYWTPPwdwhDsZmZtYFXg18FngQOD8iVoZ583VGxAbMn1DpxsWY+tPGeyuJmW5r45+BV0XEEuQiaTD/QmlfAz4bEa9uFHRZ+8yGQp1jYZ1jmOOP2TDlfIaZNXOC2czMzHoynUxM7AXcTyV5EREfAA4H3tTYuEtvNnpr42ZkG8c3Nu7CNp4D/FLScyVx8zTwT4CI+ApwC/AwuWiPmbVW51hY5xjm+GNmZraQ8BQZZmZm1i8R8WNgFXIOzQdKz7i1gXO6MPHa0nBuY5mPdTIwETgRQNKupXfhkpIe6WT9zLpFneNEXevm+GNmZja8uQezmZmZ9SoiRgJI2h14HtizPL4B+HmnEyqDYWFoI3nd9wbgWuApSbsClN6FTu6Y9aHOcaLOdSscf8zMzIYx92Dup3LR9v/IX91HAaOBXwFHSpoZEa8DjgPeDswBZgBfl/TLfh7/NcC9wCRJB1TKNwF+D5xdLhir+1wFrC9pqYi4CFizPLUuOVzuJeA/kt7fy+vuAZwM/KsUjQTuAo6SNK1sMwnYHGhc/C0CLAWcJukbTce7kZxb7c2NC9mIOA14XtLnyuOlgUeBiyVNLGUjgcfJ1aU3BLaTtGWp3/eBDSRNr7zOZcBFkiaVx28BvlraPouc5+2HwEmVeuwBfJp8/0YBfwQOkfRkT+en7HcVMA54knxvRwM3AgdU5trbFDiC7DHyHDnc75gMtX54AAAgAElEQVTGathlmy+Qn58R5TxfAXy5eSXtHuqwJXAosBywKPn+Hirp3ohYHZguaammfQ4Fxkvao8X7PAJYBpgK7CtpRn/e54i4C5hJ3rhUHSjpuoiYAxwr6YhKPbYDDpa0SURcR34+RgNBrrYOcKukXXpp/1Hk+7uXpB9VypcE/g1cVT4vmwCnShpf/v2/wIck/bayz6nAo5KO6un1zOzlFoaFlxaSNl4IPCbpoPJ42LfZbDDV+W+mznUDxx+zoeT8hfMXOH/RsfxFOU7L81eOd1XZbCngdYDK498ClwNTKmUjSxu/LunK3l6z09yDuf++D2wEfEDSesAG5AfszIhYAbiOXMF5XUnrAvsCZ0TE5v08/qeAXwITI2L5puceBD5WhpABEBHjgLUajyVtJ2m9UjeA95fHPQbniqmNfSW9hfxDvqK8RsNJlW3eCmwCfDUi5s43FxEbAosBLwAfquw7BajW44PkufpgRCxayjYgLzj/1qJ+I4ALImKxVpWPiHXL8c6R9EZJawPvA7YFGl8KGwBHApuX9+etZCD/fl8npzistP1t5Dx2SwDHlGNvBZxOBts3luMfAZwbER8t22wPfBzYqDy/PjlX31F9vXBETAS+Aexd3t/x5Crcvy/DDfur+j6vSw6XXAeofvH3+T4Du1S2afx3XeX5QyLiva0qIOldpQ0fJb+0G/v3GpyLe4Bdm8q2BZ7pZZ8XgB+XCyAzewUkzY6IEY3H1X8PFwtDG4H/5+SO2cDVOU7UuW6F44/Z0HH+wvkL5y/SkOcvejt/kp6ofPb3Bu6sHPewcohq2VvIz8W55TNbW04w90P5hWUX4FONX4skPQvsD/wCOBC4RtLcuc0k3QxsBzzUj+MvAuwHTKL8ItO0yeOlfJtK2W7A+QNuVC/KryKXAAf0stkqZOB8ulJ2AHAZcC65mnXD74CofPF8rGzzN6Dxh/wB8peaVn5HnscTe3j+WOAbqvzaKulR8pw2zv9Y8vO+RHn+JTJgn9FLG1sq7/HvmbeYywnApyX9sbLN9eQ5OKHy+iOBxcvzM4CDyc9PX44jL8j/UXn948lfPBckQDd7NbAs+fnqSav3uS+Hk8HvVa+gbq1cAbw5IlaplO1OfpZ68g/yAuFHvWxjZv2kyhBrdX64dVsM9zZK+jdk4snJHbOBqXOcqHndHH/MhoDzFy05f+H8RU/akb94JefvZcrf53coP0DU1ahOV6BLTCC7wD9VLZT0EHBx6b4/pXknSVf38/gfJgPHlcDSwEkRcaKkWZVtziZ/3WgE5R3JIL3/ArRjQdxM/krT8LmI+CQ5LGEZ4BpgC0n3A5TguyP5S96jwH9HxDqSbpP0TBla8N6IuJT8dfDzwGrAVmQA/gD5K1crc8i23hwRV0i6rOn5jcmhBvNRDklpDEuZQs75dldE3EL+YjuFXGxkgZTAsyNwaUS8mvwlttV7fSXw87L9j4EtgYciYlp5/V/29Rkpx1+91L3atjnAeWWb5l+Me7JxRNxE/kr7auAO4ERJP6ts0+v7XJwXEdUhJjMlVX9JO4f8mzkd2L6fdeuPF4GfkhdL/xMRq5F/L9OprNzewmeAv0TEwZJOHcT6mJl1rbolnsxs4eH4Y9Z2zl84fzGX8xcdyV8M6Pz14WYyF1Jb7sHcP7Pp/Vz19XxfDgDOKwH5UjJYN3+wfwVMiIiVIuLdwO30/svNKzWHnIun4aTShf8twPXkPDZXVZ7fE7hN0vTyxfVbcs6nhinkcIV3An+X9Dj5a+EHy9CRdZuONx9JD5LDcM6KiJWbnh5R6gtARJwUETdFxF8j4s6y/4tlGMNqwDfJOXR+DFzY96kA4IRyzJtLPa8hh+I0LNpin9Hl/3MkPSnpg2Qi9ExgReDyiPifPl630bujr89fK4uQ81g1TC3v4TrAKWSQ/lnTPn29z/DyISathmkcSH5e9+6l3gNxNvDJ8u9dy+NelV/rdwaOi4jxg1wfMzMzMzOzOnH+wvkL5y/mGfL8xSs4f71p/ozXjhPM/fMnYO3Iyd3niojXRcTl5Af5nc07RcR+EfH53g5c5gn6KLBT5ATkInuWz9f1XTmR+sXATuS0AJMG2Jb+2oB5E5hX6/Esmdh7H/PmBxpB/hK5ekTcVdqxPrBr+QULMkC/l/wV57JyrOnkr1FbAdeWYQM9kvQrMqCcTQblhuvI4N/Y7nMlyHwMWKnUca+I2ErSA5LOk7QvuaDB9v2cn7cxh9G65b/DJc2S9Bj5nm3SYp9Ngb9JeiIivhAR75L0T0k/VK6c/RHgoD7a/B/yl7pWn6+flvmbHgcWbzHH00rAYy2OOVvSMeRiCJN6eN2Xvc8LovxaPpEcFhQLun8vx70BGBkR65G/wvZrmJWkv5BDkS4gP3NmZmZmZmbDkfMX8+rh/IXzF30a7PzFQM9fH1p+xuvECeZ+kPQA2Z3/rIhYBqD8/3vkH8APgE0iYpcSrIiICeQk6n19APYj5z96naTVJa1Ods9/e0S8q2nbs4E9yEB3xWC0rZXIid23IIcIvEwJGocAR0euPrs5+YvMGpU2vJac3H+/ss+t5Hw5W1MCdDGZHB7S0/xFzQ4px/5ApexLwJciYovK+V8c+ATzfgGbTU6rUJ2/983A3cB/+vnaPfk88O2ImBtEI2Ij4FvAF0vREsDxTcNB3gL8pR/HPxo4OSLWLMceGRFfAdYDbpf0DPmL5NxfXMv7sj29D6E5iPwFdutWT7Z4nxeIch6nb5ILBgymc4CTgDvKL8n9dSI5p9Un+9rQzMzMzMysGzl/MT/nL17G+YvW+w9m/uKVnL+XiYh3kCMHTu5r207yHMz9dyD5QbsuImaRk5P/AviqpBciYhNyDp4vR8Rs4FlyUv3f9nTAiBhNDpvYq1ou6e8RcQH5y8t3K+V/jIglgUslzYoYtI6hjbltILvdPwB8qAwVaUnSeRGxD5m0Www4XWUBgfL8rIj4OnBMRJwg6UVyTp/NJN1WOdTl5Lnt11xCkmZExM7AnytlN0XEpuSk8cdHLjqwGDmR/TvLNpMiV7GdHLly6Rzyl7UPKSfMHzBJkyNiN+BrJZAtAtwH7Cbp92Wzr5FfEtdFxBxywvcbgB36cfzzyxfPBZGr1i5GBqZNJc0sm+1CfkncWl5nFnCkpKt6Oe6dZYjGSRHx6x62qb7PO5fi5jmMAE6VdGaLQxwHbNZXGxfQuWRv5JZfLD2RNKe8T7cMcn1siEXESPKCZCL5PTaaHIZ3pKSZ5e/wOPJX/jnADODrqiyk0cfxXwPcC0ySdEClfBMyrpwtafemfa4C1pe0VERcBKxZnlqXnEvtJeA/6mVl7Mj58E4G/lWKRpK/1B8laVrZZhJ5UfxI2WYRYCngNEnzzQMXETeSFzdvVpnvMiJOI1dAbvTgWJqcd+5iSRNL2UiyZ8E7gQ2B7SRtWer3fWCD0oOj8TqXARdJmlQev4WMx+uSsWg28ENyCFujHnsAnybfv1HAH4FDqt8jPZyjq4BxwJPkezsauBE4QNJzZZtNye/rVchhZA8Dx0iaWjnOF8jPz4hynq8gV9J+obfXL/tuCRwKLEcOL5wOHCrp3shFdaZLWqppn0OB8ZL2aPE+jyDnjJsK7Fu+5ybRx/tcetvMBJrj8YGSGt81x0qae5EcEdsBB0vaJHJuwSXKOQzm3VDeql5Wxo6Io8j3dy9JP6qULwn8G7hK0paV8o+Rw2d3kvSTSvkJwHuA95ZrhEb9jgU27OuzYJ3jGOwYjGNw7WNwi3Y23CJpt8p+PcXoo8h7tLdW7wkjYnppw1U91dFqw/mL+evo/MW813f+ov35iwGfv+INlc/4bPJ7d6Jysb/aGjFnjtdYMDOz7hERpwOvAvaW9GS5cD2PXC348+TN7leAc8sPC+uS86rt0ttFc+X4XwTeRg5jer1KT/lyIX4+eZG0SuVmehx5c75Mi5vaOcAKypWh+3rdPSiJhErZZuTULutLurvc9E6XdGJlm9XIVa0nSLq9lG1IJhRmAf8l6YpSvjVwtHIYHhGxLXmj8A5grKQXI3sznC9pjWqdyr9PA/5OJjhmlGPMTW5UzvU+jWRSSRb9kkygfCsiNgB+Utr0eEmmfLecv4l9nKOryAvCi8rjEeTin3dLOjQitiJ7X+yqsjJ2ac9PyATI5IjYnvycbCrp+cjheReRN90vW3Cl6fUnkp+trST9o7z+f5Vz+GZyxej+JDea3+fFyJ4cZ0j6QX/e55Lc2E7SjT3UdQ6Z+PiwyoIi1eRGZbvVW9W5l3NwFDlv4Z2SNq2U70beqN7Y1LYpZG+pNSVVe8qMIm+kpkn6bES8Ffg1+b78rT91sc5wDHYMdgyufwxu1c4ejtdTjD6KPLdXkwmtxo8TTjCbmVlL7sE8BCJiKrm6aisbS3q6ja+9NPmLfCtPS9q4Xa/dLSJiF+CwHp4+T9IJbX79w+h5NdATJJ3Xztevg8ifs3/Sw9OStONQ1sfqq9yI7ULeiD8FOedWROwPvJvsUXCNpHMa+0i6udzU9TmcrPQg2K8cZylgX+D4yiaPA3cC2zBvDvDdyr8HfVVsSVdGxCXkkKj/6mGzVcgeWNXvkgPI4XyPAp9l3rDE3wEXRsTyJWnzMXJUwNLk8MXGqtg9Dfv7Hdnb6kTg4BbPHwt8Q5WeipIejYj9gLeWorFkT4klgMclvRQRR5LJgQVSkle/Z96q4ScAn24kNso210fEZ8tzk8vrjwQWJ3sSzoiIg8mhkn05juzh9o/K6x8P3EP2DBqoV5PDMHub9qfV+9yXw4FzI2Jd5bDBwXIFsE1ErCLpvlK2O/lZelNjo4hYg5zjbxzwt4h4p3L4YaOn0I7AXyLi/8ik0QFOLtebY3BLjsGOwT3paAzuS28xujiX7E15CPmZs4WE8xf15vxF5zl/0ZoTzEOgk0GwBP/1OvX63aAEwI4FwfIF0NYvgbqTJPw5tf6ZQA4ffapaqBwSd3HpsTOleadG76F++DB5030leWF9UkScqFwlu+FsYG/mJTd2JBMcg57cKG5m3s07wOci4pPkkN5lyF5XW0i6HyByrq8dyYUgHgX+OyLWkXSbpGcih+W+NyIuBT5E9iRbjVywpJHcmG+od8Ucsq03R8QVki5ren5jcl66+SiHczeGdE8BrgXuiohbyIVOptDPoYZVEfGq0tZLIxdlWYvsbdXsSuDnZfsfkwu2PBQR08rr/7Kvz0g5/uql7tW2zaF8h8T886z1pjG0czEysXEHcKKk6srYvb7PRfOQv5maf2Xsc8i/mdN5+erur8SLZK/FXcj5AVcj/16mM39yY3/gckkPR8SF5NDZuRfckh4ove5+DXxL0i8GsY7WHo7BjsFzOQbXPgZXpxFoOFnzptboNUaT09vsDFwTEf+rXDTbFgLOX9Sb8xed5/xFa17kz8zMuslsev/u6uv5vhxA/vI/i5yTcAleflP4K2BCRKwUEe8Gbqf3Xk+v1BxyHsuGk5TDq99CrgI+E7iq8vyewG2Sppekz2+pLKJBJhI2IXsl/b30oruMXDRjMXLezurx5iPpQXI48lkRsXLT0yNKfQGIiJMi4qaI+GtE3Fn2f1E5v+Rq5EIao8mEw4V9nwoATijHvLnU8xrmX/Bi0Rb7jC7/nyPpSUkfJG/CzyR7zV0eOadbb2aX//f1+WtlEeYt2gIwtbyH6wCnkAmOnzXt09f7DDnlwHqV/zbk5Q4kP69791LvgTibeYum7loezxU5X+Ce5HtL+f8nImLVpuNsRi6qs3nkAjdWb47BjsGOwfPUNgYXU5vqt14judzfGC3pr+QIk/Mjp8MxMzNryQlmMzPrJn8C1i7D5+aKiNdFxOXkTeA7m3eKiP0i4vO9HThyHs+PAjtFzq0ocqTP56rbKRchuhjYiRySOmmAbemvDWixorekZ8mbyvc16hg5H+X+wOoRcVdpx/rArqX3F2Ry471kD7LLyrGmkz25tgKuVZnbsyeSfkXejJ9NJjQariMTJ43tPldu0D8GrFTquFdEbCXpAUnnSdqXXAxs+8i5QvtyWLlJXrf8d7ikWZIeI9+zTVrssynwN0lPRMQXIuJdkv4p6YeSdiXnej2ojzb/h+zl1urz9dPIuU8fBxYvSaKqlcg5LpuPOVvSMeRCYpN6eN2Xvc8LovQ0nUgObx601XUk3QCMjIj1yB5v5zdtsgM5T++p5XP4UzLx9enGBhGxA9k77u1kT8/vD1b9rG0cg+fVwzHYMbhPHYzBfekzRlde6xTgH8z/Q4KZmdl8nGA2M7OuIekBckjYWRGxDED5//fIm8cfAJtExC7lRp+ImAAcQ4sEQZP9yLlDXydpdUmrk0Nb3x4R72ra9mxgDzJJcAVtEhEfBbYgh9e+TLnhPgQ4OnIV6M3J3mBrVNrwWrKH6H5ln1vJuSa3piQ3isnk0Oqe5v5sdkg59gcqZV8CvhQRW1TO/+LAJ5jXe2w2OaR3lcp+bwbuph9ztPbh8+SK1NWFijYiF536YilaglyxuzqU+i3k6tZ9ORo4OSLWLMceGRFfIYfI3S7pGbI339zeiuV92Z7eh58fRPZe3LrVky3e5wWinFPzm+Rq8oPpHOAk4I7SC7PqAOA4SeMqn8X9gX0iYsmIeAv597pD6eU5EfhQ5MrfVlOOwfNzDH4Zx+DW+3ciBvel1xjdYvs9yb+FNV9Jhc3MbPhygtnMzLrNgcBtwHVlbsE/lcd7lxusTYBtgekR8Vfgu8CnJP22pwNGxGhyyPF8815K+jtwAS/vQfdHYEngMs0/N+grtXEZenxT5MJnB5Grtz/U0w7Kedimkb2jDgBOl/Rk5flZwNeBgyKiMXT5SmAxSbdVDnU5OTS7X/Nwlh52O1MZji3pJrKn2i7ALRFxKzkn5DqUXmeSJpFDkidHhCLi9lLvD0l6iVdA0mRyftKvRcRt5dhfA3YrPf4oj68kPz9/i4g7gPeQvbn6Ov755Lm8oHz2bi1t21TSzLLZLsAGEXFr+fxdBhwp6apejnsn8D/kfLPNPe8a21Tf54bzKp+Xxn89DcM+jvxbGUznkgm+SdXC0pNwPfJ9rjqbTGB9FrgE+Gr5W2rM4bszeQ7eNsj1tMHlGDx/XRyD572+Y3ANYnDFxi3qd2M/YvQezQeS9Ag5YmB083NmZmYAI+bMmdP3VmZmZmZmZmZmZmZmTUZ1ugJmZmZDJSKmkiutt7KxcuXqdr320sDUHp5+Wh1csbsuImIX4LAenj5PuWp1O1//MLL3WysnlB5sw1pEBPCTHp6WpB2Hsj42vDgG15tjcOc5BpuZWbdyD2YzMzMzMzMzMzMzGxDPwWxmZmZmZmZmZmZmA+IEs5mZmZmZmZmZmZkNiBPMZmZmZmZmZmZmZjYgTjCbmZmZmZmZmZmZ2YA4wWxmZmZmZmZmZmZmA+IEs5mZmZmZmZmZmZkNiBPMZmZmZmZmZmZmZjYgTjCbmZmZmZmZmZmZ2YA4wWxmZmZmZmZmZmZmA+IEs5mZmZmZmZmZmZkNiBPMZmZmZmZmZmZmZjYgTjCbmZmZmZmZmZmZ2YA4wWxmZmZmZmZmZmZmAzKq0xVot2nTpo0BNgAeBF7qcHXMbHgZCYwFbpgwYcLMTlemGzgmm1kbOSYvIMdkM2sjx+QBcFw2szZqa1we9glmMjhP7XQlzGxY2xi4ptOV6BKOyWbWbo7J/eeYbGbt5pi8YByXzazd2hKXF4YE84MAa621FqNHj+7XDtOnT2f8+PFtrdRA1LFerlP/1bFerlP/tarXCy+8wB133AElzli/LHBMhvp+LtptYW03uO1u+4JzTB4Qx+Q+LExthYWrvW5rezkmD9hCH5fdlvoaTu0ZTm2B/rWn3XF5YUgwvwQwevRoxowZ0++dFmTboVTHerlO/VfHerlO/ddLvTx8rf8GFJOhvp+LdltY2w1u+8JqENrumNx/jsn9sDC1FRau9rqtQ8IxecE4LuO21Nlwas9wagssUHvaEpe9yJ+ZmZmZmZmZmZmZDYgTzGZmZmZmZmZmZmY2IE4wm5mZmZmZmZmZmdmAOMFsZmZmZmZmZmZmZgPiBLOZmZmZmZmZmZmZDYgTzGZmZmZmZmZmZmY2IE4wm5mZmZmZmZmZmdmAOMFsZmZmZmZmZmZmZgPiBLOZmZmZmZmZmZmZDYgTzGZmZmZmZmZmZmY2IKP6s1FELANcB2wp6a6I2Az4FrA48BNJXynbrQecCSwDXA3sL2lW07GWA84D1gAeAXaQ9FBEjAZ+CKwPPA9MlHR7RIwATgC2BGYD+0i69hW228zMzMzMzMzMzMxeoT57MEfEhsA1wFrl8eLAWcDWwNrABhHxkbL5ucDBktYCRgD7tDjkscBUSWsDZwAnl/LPAM+W8s8Ck0r5tuV11gG2ASZFRL8S42ZmZmZmZmZmZmbWPv2ZImMf4CDggfL4HcDfJf2r9E4+F9g+IsYBi0u6vmw3Cdi+xfG2IHswA1wAfCQiFq2WS7oaWCEiVivlF0qaLekO4B7gXQvWTDMzMzMzMzMzMzMbbH32BJa0N0BENIpeCzxY2eRBYJVeypvN3U7SrIh4ClhhEI7bq+nTpy/Q9tOmTVvQlxgSdayX69R/dayX69R/da2XmZmZmZmZmVmnDGSqiUWAOZXHI8i5kXsqbzaixePe9u/vcXs1fvx4xowZ069tp02bxoQJExb0JdqujvVynfqvjvVynfqvVb1mzpy5wD9emZmZmZmZmZkNJ/2ZIqPZfcDYyuOVyekzeipvdn95jjKX8tLAY4NwXDMzMzMzMzMzMzMbQgNJMP8JiIhYMyJGAhOBKZLuBmZExLvLdrsCU1rsPxnYrfx7R3LBvxer5RHxHmCGpHtK+S4RMTIi1iQXG7xhAPU2MzMzMzMzMzMzs0G0wFNkSJoREXsAFwOLkQngi8rTuwBnRMQywF+A7wBExDHAA5JOA44AJkXErcATZR+AU4AflPKZZIKacuwNgVvK409Jen5B670gFltyOR5+/Ln5yhZfbBRLLzG6nS9rZmY9cFw2M6sPx2Qzs3pxXDazTut3glnS6pV//w5Yt8U2NwPvaLH7L4CNyjaPA1u12HcGsHuL8jnAoeW/ITFrNvxFD89X9vZY0cHZzKxDHJfNzOrDMdnMrF4cl82s0wYyRcZAjAXOH6LXMjMzMzMzMzMzM7MhsMBTZAyEpMuH4nXMzMzMzMzMzMzMbOgMVQ9mMzMzMzMzMzMzMxtmnGA2MzMzMzMzMzMzswFxgtnMzMzMzMzMzMzMBsQJZjMzMzMzMzMzMzMbkCFZ5M/MzMzMzMzMrFMi4hhgO2AO8ENJ34qIHwHvAZ4tmx0t6ZKm/dYDzgSWAa4G9pc0KyJWA84FVgQE7CLpmYhYDjgPWAN4BNhB0kPtb6GZWee4B7OZmZmZmZmZDVsR8T5gU+CtwPrApyMiyr/fK2m98t8lLXY/FzhY0lrACGCfUv494HuS3gTcCBxRyo8FpkpaGzgDOLld7TIzqwv3YDYzMzMzMzOzYUvSHyLi/aXn8evIXMjzwGrAWaXsErIH8+zGfhExDlhc0vWlaBJwdEScCbwX2KZS/gfgi8AW5TmAC4DvRsSikl7sb32nT5++QO0btfhy3H3P3fOVjV32Je791xMLdJy6mDZtWqerMGiGU1tgeLVnOLUFOt8eJ5jNzMzMzMzMbFiT9GJEHA0cCvwMWBT4X+BA4EngMuBTZK/jhtcCD1YePwisArwGeErSrKby+fYpCe2ngBWAB/pb1/HjxzNmzJh+t+3m2+5k3Grj5isbu/KKrLj8G/p9jLqYNm0aEyZM6HQ1BsVwagsMr/YMp7ZA/9ozc+bMBf7xakF4igwzMzMzMzMzG/YkfZVM9q4KfEDSxyU9KOk54BTgo027LELO2dwwApjdopxS3timakTlOTOzYckJZjMzMzMzMzMbtiLiTWWxPkoy+efAjhGxbWWzEUDzNBb3AWMrj1cmeyI/DCwbESNL+Vjm9VC+v2xHRIwClgYeG7zWmJnVjxPMZmZmZmZmZjacrQGcERFjImI0sDU5Z/K3I+JVEbEosC85D/Ncku4GZkTEu0vRrsCUMp/yVGDHUr4bMKX8e3J5THl+6oLMv2xm1o2cYDYzMzMzMzOzYUvSZOBy4P+AacB1ko4B/hu4FrgNuEnSBQARMTki1i+77wKcFBG3A0sB3ynlBwL7RsRtwMbAV0r5EcA7I+LWss1B7W6fmVmneZE/MzMzMzMzMxvWJB0FHNVU9j3gey02vxJ4vmxzM/COFse7G9ikRfnjwFavtL5mZt3EPZjNzMzMzMzMzOZ5mOzVbGZm/eAezGZmZmZmZmZmhaRzO10HM7Nu4h7MZmZmZmZmZmZmZjYgTjCbmZmZmZmZmZmZ2YA4wWxmZmZmZmZmZmZmA+IEs5mZmZmZmZmZmZkNiBPMZmZmZmZmZmZmZjYgTjCbmZmZmZmZmZmZ2YA4wWxmZmZmZmZmZmZmA+IEs5mZmZmZmZmZmZkNiBPMZmZmZmZmZmZmZjYgTjCbmZmZmZmZmZmZ2YA4wWxmZmZmZmZmZmZmAzKq0xUwMzMzMxuuIuJE4DWS9oiI9YAzgWWAq4H9Jc1q2n454DxgDeARYAdJD0XEaOCHwPrA88BESbdHxAjgBGBLYDawj6Rrh6h5ZmZmZmbuwWxmZmZm1g4R8QFg90rRucDBktYCRgD7tNjtWGCqpLWBM4CTS/lngGdL+WeBSaV8W2BtYB1gG2BSRLgTiZmZmZkNGSeYzczMzMwGWUQsDxwHfL08HgcsLun6sskkYPsWu25B9mAGuAD4SEQsWi2XdDWwQkSsVsovlDRb0h3APcC72tIoMzMzM7MW3LvBzMzMzGzw/QA4HFi1PH4t8GDl+QeBVVrsN3c7SbMi4ilghV727+9xezR9+vQF2ZxRiy/H3ffcPV/Z2GVf4t5/PbFAx+kW06ZN63QVhtTC1F631czMbHA4wWxmZmZmNogiYueaOPkAACAASURBVG/gXkm/i4g9SvEiwJzKZiPIOZObjWjxeHYv+/f3uD0aP348Y8aM6ff2N992J+NWGzdf2diVV2TF5d+wIC/bFaZNm8aECRM6XY0hszC1121tr5kzZy7wj1dmZta9nGA2MzMzMxtcOwJjI+ImYHlgKTIJPLayzcrAAy32vb88d1+ZS3lp4DHgvrL/nU37N8r7Oq6ZmZmZWVt4DmYzMzMzs0EkaXNJ4yWtBxwJXCppT2BGRLy7bLYrMKXF7pOB3cq/dyQX/HuxWh4R7wFmSLqnlO8SESMjYk1gLeCGdrXNzMzMzKyZezCbmZmZmQ2NXYAzImIZ4C/AdwAi4hjgAUmnAUcAkyLiVuCJsg/AKcAPSvlMMkENcBGwIXBLefwpSc8PRWPMzMzMzMAJZjMzMzOztpE0CZhU/n0z8I4Wm/0C2Khs8ziwVYvjzAB2b1E+Bzi0/GdmZmZmNuQ8RYaZmZmZWWeNBc7vdCXMzMzMzAbCPZjNzMzMzDpI0uWdroOZmZmZ2UC5B7OZmZmZmZmZmZmZDYgTzGZmZmZmZmZmZmY2IE4wm5mZmZmZmZmZmdmAOMFsZmZmZmZmZmZmZgPiBLOZmZmZmZmZmZmZDYgTzGZmZmZmZmZmZmY2IE4wm5mZmZmZmZmZmdmAOMFsZmZmZmZmZmZmZgPiBLOZmZmZmZmZmZmZDYgTzGZmZmZmZmZmZmY2IE4wm5mZmZmZmZmZmdmAOMFsZmZmZmZmZmZmZgPiBLOZmZmZmZmZmZmZDYgTzGZmZmZmZmZmZmY2IE4wm5mZmZmZmZmZmdmAOMFsZmZmZmZmZmZmZgMyqtMVMDOzwRURJwKvkbRHRKwHnAksA1wN7C9pVtP2ywHnAWsAjwA7SHooIkYDPwTWB54HJkq6PSJGACcAWwKzgX0kXTtEzTMzMzMzMzOzGnEPZjOzYSQiPgDsXik6FzhY0lrACGCfFrsdC0yVtDZwBnByKf8M8Gwp/ywwqZRvC6wNrANsA0yKCP9gaWZmZmZmZrYQcoLZzGyYiIjlgeOAr5fH44DFJV1fNpkEbN9i1y3IHswAFwAfiYhFq+WSrgZWiIjVSvmFkmZLugO4B3hXWxplZmZmZmZmZrXmHmdmZsPHD4DDgVXL49cCD1aefxBYpcV+c7eTNCsingJW6GX//h63R9OnT1+QzRm1+HLcfc/d85WNXfYl7v3XEwt0nG40bdq0TlehY9z2hdPC3HYzMzMzs27kBLOZ2TAQEXsD90r6XUTsUYoXAeZUNhtBzpncbESLx7N72b+/x+3R+PHjGTNmTL+3v/m2Oxm32rj5ysauvCIrLv+GBXnZrjNt2jQmTJjQ6Wp0hNvuti+omTNnLvCPV2ZmZmZm9so5wWxmNjzsCIyNiJuA5YGlyCTw2Mo2KwMPtNj3/vLcfWUu5aWBx4D7yv53Nu3fKO/ruGZmZmZmZmY2zHkOZjOzYUDS5pLGS1oPOBK4VNKewIyIeHfZbFdgSovdJwO7lX/vSC7492K1PCLe8//Zu/sYu8srwfNfQ9mF04DdNC65CLFbQDh4UhNICpJ0hxC6l82IdgbSmgYUe3nZTchGJA1IIUmv1s6b2JmdmZV3wMITxMsYjQkvDZ0IBSN1Q++Ck3Rnm0oHZBzOEMZd5sXIBMvtAHZhl9k/7lPOrcs1ufdXL7fq1vcjlVy/8zvP7z7PPyXr3Od3HmB/Zu4o8dURcXREnAacDvzDVK1NkiRJkiTNXO5glqTuthq4LSKOB34G3AwQEd8BXs7M7wJrgY0R8Qywp4wBWA/cWuIj1ArUAA8AHwWeLtefy8x907EYSZIkqYry/98/o/aW3x2ZuS4iLgDWAQuB+zJzTZNxy4BNQB+QwOrMfD0iFlM7EPsU4FXg0sx8JSIWAHcAZwP7gFWZ+ezUr1CSOscCsyR1mczcCGwsvz8FfKRJ2g+APyg5u4GLmjxnP3Blk/jbwA3lR5IkSZrRIuKTwB8DHwTmA9si4jHgTuCTwAvAwxFxYWY2vvG3AdiQmfdGxFpqmzO+DtxI7c2/lRFxOXATtbcBrwXeyMwVEXEetf+Xf2zKFylJHWSBWZLmpn7ge52ehCRJkjTVMvPxiPijzDwYEe+lVgtZDDyXmdsBImITcAl1LeUiYj5wHvCZEtoIPE6twLyy3AO4B7il5K+k1rKOzHwiIpZExLLSaq4l7R5a27NwMcM7hsfF+heN8sL2PW09Z6YYGhrq9BQmTTetBbprPd20Fuj8eiwwS9IclJkPd3oOkiRJ0nTJzAMR8W1qb+H9JXASsLMuZSdwcsOwE4G9mXmwSc7h8aVwvRdY8i7PbbnAPDAwQG9vb6vpPLXteZYvWz4u1r+0j74TTm35GTPF0NAQg4ODnZ7GpOimtUB3raeb1gKtrWdkZKTtL6/a4SF/kiRJkiSp62XmN6kVgd9H7aDqt+tuzwMONQw5qiGHupx5DfGx8Y1jmj1XkrqKBWZJkiRJktS1IuKMiDgLIDPfBP4KOJ9a27gxS4GXG4buAhZFxNHlur8u56UyhojoAY4DXgNebOG5ktRVLDBLkiRJkqRudgpwW0T0RsQC4GLgViAi4rRSQF5FXf9lqLXVALZQO7wP4Iq6nM3lmnJ/S8k/HI+Ic4H97fRflqTZyAKzJEmSJEnqWpm5GXgY+EdgCPhJZt4LXAU8CGwDngUeAIiI2yPiojL8GuALEbEN+ASwpsTXAh+LiGdKzpdKfD3QW+I3A5dP7eokqfM85E+SJEmSJHW1zPwW8K2G2GPAmU3SNwOjJWeYWjuNxuftBi5qEt8PXDnR+UrSbOIOZkmSJEmSpN/oAR7t9CQkabaY0A7miPifgP+tXD6SmTeUxvm3A8cDTwBfzMyDDeMWA3dT64P0KnBpZr5SeiHdAZwN7ANWZeazETEP+I/Ap6mdvnp1Zv54InOXJEmSJElqlJn3d3oOkjSbVN7BHBHvodZP6JPUXin5RERcAGwCvpyZpwPzgKubDL+RWgP8FcBtwE0lfi3wRolfD2ws8X8DrAD+BfAZYGM5pVWSJEmSJEmS1CETaZFxdBn/O8D88nMAWJiZf19yNgKXNBm7ktoOZoB7gAsjYn59PDOfAJZExLISvzczD2XmfwN2AH84gblLkiRJkiRJkiao8i7gzPx1RKyldtLqm8DjwFvAzrq0ncDJTYafNJaXmQcjYi+wpD7eMP5I8ZZt3bq15dyehYsZ3jE8Lta/aJQXtu9p5yOnxNDQUKen8A7OqXUzcV7OqXUzdV6SJEmSJEmdUrnAHBEfBP4XYDnwz9RaY3wKeLsubR61nsmN5jW5PkRtR3Sz8UeKt2xgYIDe3t6Wcp/a9jzLly0fF+tf2kffCae285GTbmhoiMHBwY7OoZFzat1MnJdzal2zeY2MjLT15ZUkSZIkSVK3mUiLjH8FPJaZuzJzhFo7jPOB/rqcpcDLTca+VO5ReikfB7wGvHiE8UeKS5IkSZIkSZI6ZCIF5qeACyLidyJiHvCvqbXJ2B8RHy85lwOPNBm7Gbii/H4ZtQP/DtTHI+JcYH9m7ijx1RFxdEScBpwO/MME5i5JkiRJkiRJmqCJ9GD+64j4EDBE7XC//w/4P4HvA7dFxPHAz4CbASLiO8DLmfldYC2wMSKeAfYAq8tj1wO3lvgItQI1wAPAR4Gny/XnMnNf1blLkiRJkiRJkiaucoEZIDP/PfDvG8JPAR9pkv4D4A/KuN3ARU2etx+4skn8beCG8iNJkiRJkiRJmgEm0iKjXf3A96bx8yRJkiRJkiRJU2hCO5jbkZkPT9dnSZIkSZIkSZKm3nTuYJYkSZIkSZIkdRELzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIq6en0BCRJkiRJkqZSRHwTuLRcPpyZX4uI/wKcC7xR4t/OzO83jDsLuB04HngC+GJmHoyIZcAmoA9IYHVmvh4Ri4G7gVOAV4FLM/OVKV6eJHWUO5glSZIkSVLXiogLgE8BHwLOAgYj4k+Bs4HzMvOs8vP9JsM3AV/OzNOBecDVJb4B2JCZZwBPAmtL/EZgS2auAG4DbpqqdUnSTOEOZkmSJEmS1M12Al/JzLcAIuIXwLLyc2dEvBf4PrUdzIfGBkXEcmBhZv59CW0Evh0RtwPnAZ+piz8OfB1YWe4B3APcEhHzM/NAq5PdunVrW4vrWbiY4R3D42L9i0Z5Yfuetp4zUwwNDXV6CpOmm9YC3bWebloLdH49FpglSZKkKRAR3wH+DHgbuCMz15VddOuAhcB9mbmmybi2XruOiAXAHdR24u0DVmXms1O/QkmaHTLzmbHfI+L91FplfAI4H7gG+Gfgh8DnqO06HnMSteL0mJ3AycCJwN7MPNgQHzemtNLYCywBXm51vgMDA/T29raazlPbnmf5suXjYv1L++g74dSWnzFTDA0NMTg42OlpTIpuWgt013q6aS3Q2npGRkba/vKqHbbIkCRJkiZZRHwS+GPgg9QKv38eEWcCdwIXAyuAcyLiwibD233t+lrgjRK/ntpOOklSg4j4APA3wFez5k8zc2dmvgmsB/6kYchR1L4kHDMPONQkTomP5dSbV3dPkrqSO5glSZKkSZaZj0fEH5Xda++l9v/uxcBzmbkdICI2AZcAj4yNi4j5tPnadYl/o3zuExGxJCKWZeaOVuY611/F/m06/crpdJtL63Wtc0tEfBx4ELg+M++NiH8JnJ6ZD5aUeUBjG4sXgf6666XUdiLvAhZFxNGZOVpyxnYov1TyXoyIHuA44LWpWJMkzRQWmCVJkqQpkJkHIuLbwA3AX3LkV63rVXnt+kjPbanAPJdfxf5tuu0V2t9mLq3XtU6tqX4Vu10R8T7gB8Blmfm3JTwP+E8R8bfA68AXgLvqx2XmcETsj4iPZ+aPgcuBR8rf9y3AZcD3gCv4zZeFm8v1vy33t7TTf1mSZiNbZEiSJElTJDO/Sa0I/D7gdJq/al2vymvXR3qFW5JUcwNwDLAuIn4eET8H/hD4d8CPgW3AzzPzHoCI2BwRZ5exq4H/OyKeBY4Fbi7xa4AvRMQ2av2cx3rqrwU+FhHPlJwvTfnqJKnD3MEsSZIkTbKIOAM4JjN/nplvRsRfUTvwb7QubexV63pVXrsee4X7+Xd5riTNWZl5HXDdEW5vaBJ7lNqhqWTmU8BHmjxzmNohgY3x3cBFVecqSbORO5glSZKkyXcKcFtE9EbEAmoH+90KREScFhFHA6uo678MtbYawNhr19D8tWsY/9r14XhEnAvsb7X/siSpqV3UdjVLklpggVmSJEmaZJm5GXgY+EdgCPhJZt4LXEXtkKltwLPAAwARcXtEjO14a/e16/VAb4nfTK1HqCSposzclJmN7YokSUdgiwxJkiRpCmTmt4BvNcQeA85skr6Z0j6j3deuM3M/cOVE5ytJkiRV4Q5mSZIkqfN6qPX8lCRJkmYVdzBLkiRJHZaZ93d6DpIkSVIV7mCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFXS0+kJSJImR0R8B/gz4G3gjsxcFxEXAOuAhcB9mbmmybhlwCagD0hgdWa+HhGLgbuBU4BXgUsz85WIWADcAZwN7ANWZeazU79CSZIkSZI007iDWZK6QER8Evhj4IPUCr9/HhFnAncCFwMrgHMi4sImwzcAGzLzDOBJYG2J3whsycwVwG3ATSV+LfBGiV8PbJySRUmSJEmSpBnPHcyS1AUy8/GI+KPMPBgR76X2930x8FxmbgeIiE3AJcAjY+MiYj5wHvCZEtoIPA58HVhZ7gHcA9xS8lcC3yif+0RELImIZZm5o9X5bt26ta319SxczPCO4XGx/kWjvLB9T1vPmY2GhoY6PYWOce1z01xeuyRJkjQbWWCWpC6RmQci4tvADcBfAicBO+tSdgInNww7EdibmQeb5BweXwrXe4El7/LclgvMAwMD9Pb2tprOU9ueZ/my5eNi/Uv76Dvh1JafMRsNDQ0xODjY6Wl0hGt37e0aGRlp+8srSZIkSRNniwxJ6iKZ+U1qReD3AadT68c8Zh5wqGHIUQ051OXMa4iPjW8c0+y5kiRJkiRpDrDALEldICLOiIizADLzTeCvgPOB/rq0pcDLDUN3AYsi4uhy3V+X81IZQ0T0AMcBrwEvtvBcSZIkSZI0B1hglqTucApwW0T0RsQCagf73QpERJxWCsirqOu/DLW2GsAW4LISuqIuZ3O5ptzfUvIPxyPiXGB/O/2XJUmSJElS97DALEldIDM3Aw8D/wgMAT/JzHuBq4AHgW3As8ADABFxe0RcVIZfA3whIrYBnwDWlPha4GMR8UzJ+VKJrwd6S/xm4PKpXZ0kSZIkSZqpPORPkrpEZn4L+FZD7DHgzCbpm4HRkjNMrZ1G4/N2Axc1ie8HrpzofCVJkiRJ0uznDmZJmpt6gEc7PQlJkiRJkjS7uYNZkuagzLy/03OQJEmSJEmznzuYJUmSJEmSJEmVWGCWJEmSJEmSJFUyoRYZEfGvgW8CvwP8dWZeFxEXAOuAhcB9mbmmybhlwCagD0hgdWa+HhGLgbuBU4BXgUsz85WIWADcAZwN7ANWZeazE5m7JEmSJEmSJGliKu9gjohTgO8CnwE+CHw4Ii4E7gQuBlYA55RYow3Ahsw8A3gSWFviNwJbMnMFcBtwU4lfC7xR4tcDG6vOW5IkSZIkSZI0OSayg/lPqe1QfhEgIi4D3g88l5nbS2wTcAnwyNigiJgPnEetMA21YvHjwNeBleUewD3ALSV/JfANgMx8IiKWRMSyzNzR6mS3bt3a8sJ6Fi5meMfwuFj/olFe2L6n5WdMlaGhoU5P4R2cU+tm4rycU+tm6rwkSZIkSZI6ZSIF5tOAtyLiIWAZ8EPgGWBnXc5O4OSGcScCezPzYJOck8bGZ+bBiNgLLKmPN4xpucA8MDBAb29vS7lPbXue5cuWj4v1L+2j74RTW/24KTE0NMTg4GBH59DIObVuJs7LObWu2bxGRkba+vJKkiRJkiSp20ykwNxDbbfx+cDrwEPU+iO/XZczDzjUMO6ohhzqcuY1xMfGN45p9lxJkiRJkiRJ0jSq3IMZeAV4NDNfzcx9wPeBC4D+upylwMsN43YBiyLi6HLdX5fzUhlDRPQAxwGvAS+28FxJkiRJkiRJ0jSaSIH5h8C/iojFpVh8IfAAEBFxWomtoq7/MkBmHgC2AJeV0BV1OZvLNeX+lpJ/OB4R5wL72+m/LEmSJEmSJEmafJULzJn5U+A/AD8CtgHDwH8GrgIeLLFnqRWdiYjbI+KiMvwa4AsRsQ34BLCmxNcCH4uIZ0rOl0p8PdBb4jcDl1edtyRJkiRJkiRpckykBzOZeSdwZ0P4MeDMJumbgdEybpha7+bG5+0GLmoS3w9cOZG5SpIkSZIkSZIm10RaZLSrB3h0Gj9PkiRJkiRJkjSFJrSDuR2Zef90fZYkSZIkSZIkaepN5w5mSZIkSZIkSVIXscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIq6en0BCRJkiRJkqZSRHwTuLRcPpyZX4uIC4B1wELgvsxc02TcMmAT0AcksDozX4+IxcDdwCnAq8ClmflKRCwA7gDOBvYBqzLz2SleniR1lDuYJUmSJElS1yqF5E8BHwLOAgYj4rPAncDFwArgnIi4sMnwDcCGzDwDeBJYW+I3AlsycwVwG3BTiV8LvFHi1wMbp2RRkjSDuINZkiRJkiR1s53AVzLzLYCI+AVwOvBcZm4vsU3AJcAjY4MiYj5wHvCZEtoIPA58HVhZ7gHcA9xS8lcC3wDIzCciYklELMvMHa1OduvWrW0trmfhYoZ3DI+L9S8a5YXte9p6zkwxNDTU6SlMmm5aC3TXerppLdD59VhgliRJkiRJXSsznxn7PSLeT61VxnpqhecxO4GTG4aeCOzNzINNck4aG5+ZByNiL7CkPt4wpuUC88DAAL29va2m89S251m+bPm4WP/SPvpOOLXlZ8wUQ0NDDA4Odnoak6Kb1gLdtZ5uWgu0tp6RkZG2v7xqhy0yJEmSJElS14uIDwB/A3wV+O/A23W35wGHGoYc1ZBDXc68hvjY+MYxzZ4rSV3FArMkSZIkSepqEfFx4DHgLzLzLuBFoL8uZSnwcsOwXcCiiDi6XPfX5bxUxhARPcBxwGstPleSuooFZkmSJEmS1LUi4n3AD4BVmXlvCf+0ditOKwXkVdT1XwbIzAPAFuCyErqiLmdzuabc31LyD8cj4lxgfzv9lyVpNrIHsyRJkiRJ6mY3AMcA6yJiLPZd4CrgwXJvM/AAQETcDjyUmQ8B1wB3RcQaan2UP1vGrwU2RsQzwB5gdYmvB24t8RHg8ildmSTNABaYJUmSJElS18rM64DrjnD7zCaxzcBoGTsMnN/kmbuBi5rE9wNXVp2rJM1GtsiQJEmSJEn6jR7g0U5PQpJmC3cwS5IkSZIkFZl5f6fnIEmziTuYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJT2dnoAkSZLUbSLim8Cl5fLhzPxaRFwArAMWAvdl5pom45YBm4A+IIHVmfl6RCwG7gZOAV4FLs3MVyJiAXAHcDawD1iVmc9O8fIkSZKkw9zBLEmSJE2iUkj+FPAh4CxgMCI+C9wJXAysAM6JiAubDN8AbMjMM4AngbUlfiOwJTNXALcBN5X4tcAbJX49sHFKFiVJkiQdgTuYJUmSpMm1E/hKZr4FEBG/AE4HnsvM7SW2CbgEeGRsUETMB84DPlNCG4HHga8DK8s9gHuAW0r+SuAbAJn5REQsiYhlmbmj1clu3bq1rcX1LFzM8I7hcbH+RaO8sH1PW8+ZLYaGhjo9hWk1l9brWiVJmhwWmCVJs9LB0UPs2v3muNjCY3o47j0LOjQjSarJzGfGfo+I91NrlbGeWuF5zE7g5IahJwJ7M/Ngk5yTxsZn5sGI2AssqY83jGm5wDwwMEBvb2+r6Ty17XmWL1s+Lta/tI++E05t+RmzxdDQEIODg52exrSZS+t1rVNrZGSk7S+vJEmzlwVmSdKsNHJglKd/+atxsQ9HnwVmSTNGRHwAeBj4KnCQ2i7mMfOAQw1DjgLeboiN5cxriI+NbxzT7LmSJEnSlLEHsyRJkjTJIuLjwGPAX2TmXcCLQH9dylLg5YZhu4BFEXF0ue6vy3mpjCEieoDjgNdafK4kSZI0ZSwwS5IkSZMoIt4H/ABYlZn3lvBPa7fitFJAXkVd/2WAzDwAbAEuK6Er6nI2l2vK/S0l/3A8Is4F9rfTf1mSJEmaKFtkSJIkSZPrBuAYYF1EjMW+C1wFPFjubQYeAIiI24GHMvMh4BrgrohYQ62P8mfL+LXAxoh4BtgDrC7x9cCtJT4CXD6lK5MkSZIaWGCWJEmSJlFmXgdcd4TbZzaJbQZGy9hh4Pwmz9wNXNQkvh+4supcJUmSpImyRYYkSZLUWT3Ao52ehCRJklSFO5glSZKkDsrM+zs9B0mSJKkqdzBLkiRJkiRJkiqxwCxJkiRJkiRJqsQWGZLUJSLim8Cl5fLhzPxaRFwArAMWAvdl5pom45YBm4A+IIHVmfl6RCwG7gZOAV4FLs3MVyJiAXAHcDawD1iVmc9O8fIkSZIkSdIM5A5mSeoCpZD8KeBDwFnAYER8FrgTuBhYAZwTERc2Gb4B2JCZZwBPAmtL/EZgS2auAG4Dbirxa4E3Svx6YOOULEqSJEmSJM14FpglqTvsBL6SmW9l5gHgF8DpwHOZuT0zD1LbpXxJ/aCImA+cBzxQQhvrclZS28EMcA9wYck/HM/MJ4AlZRe0JEmSJEmaY2yRIUldIDOfGfs9It5PrVXGemqF5zE7gZMbhp4I7C0F6Mack8bGZ+bBiNgLLKmPN4zZ0ep8t27d2moqAD0LFzO8Y3hc7L2/N/8dsf5Fo7ywfU9bz57pt+ghcQAAIABJREFUhoaGOj2FjnHtc9NcXrskSZI0G1lglqQuEhEfAB4GvgocpLaLecw84FDDkKOAtxtiYznzGuJj4xvHNHvuuxoYGKC3t7fl/Ke2Pc/yZcvHxY499th3xPqX9tF3wqntTGVGGxoaYnBwsNPT6AjX7trbNTIy0vaXV5KkuSUijgd+Anw6M/8pIv4LcC7wRkn5dmZ+v2HMWcDtwPHAE8AXy+aLts4xmYblSVLH2CJDkrpERHwceAz4i8y8C3gR6K9LWQq83DBsF7AoIo4u1/11OS+VMURED3Ac8FqLz5UkSZJmjIj4KPAjxm/AOBs4LzPPKj/fbzJ0E/DlzDyd2saKq0u83XNMJKlruYNZkrpARLwP+AFwWWb+bQn/tHYrTgO2A6uoHfp3WGYeiIgtwGXA94ArgEfK7c3l+t+W+1tK/lj8RxFxLrA/M1tujyFJkiR1wNXAl4D/ChAR7wGWAXdGxHuB71PbwXz4zbyIWA4szMy/L6GNwLcj4nZq55h8pi7+OPB1aueVnFfi9wC3RMT8ck5KSyajndxsbh3XTe2yumkt0F3r6aa1QOfXY4FZkrrDDcAxwLqIGIt9F7gKeLDc20w5zK/8p/ihzHwIuAa4KyLWUOuj/Nkyfi2wMSKeAfYAq0t8PXBriY8Al0/pyiRJkqQJyszPA9T9X3kp8LfU/i/8z8APgc9R23U85khnj1Q5x6TlN/4mo53cbG0d102twrppLdBd6+mmtUBr65nqdnIWmCWpC2TmdcB1R7h9ZpPYZmC0jB0Gzm/yzN3ARU3i+4Erq85VkiRJ6rTM/O/An45dR8R6am/p1ReYj3T2SJVzTCSpa024wBwR/xdwYmZedaTm9w35TRveR8QC4A5qPZD2Aasy89mImAf8R+DT1P4oX52ZP57ovCVpjuuhdhigJEmSNOdExL8ETs/MB0toHtDYxuJIZ48cPsckM0dpfo7Jiw3nmEhS15rQIX8R8T8wfhfbkZrf1ztSw/trgTdK/HpqPYwA/g2wAvgX1PobbSx/pCVJFWXm/Zk50ul5SJIkSR0yD/hPEfG7ETEf+AK1PsyHlTf99pfDtKHWGu6R0k957BwTaH6OCdSdYzJ1y5CkzqtcqI2IE4D/g9rhT2ceqfk98J8bhjZteF/i3wDIzCciYklELCvxe0uj/f8WETuAP6S2Q7pl7fQZmckN8jvdtLsZ59S6mTgv59S6mTovSZIkSe3JzKcj4t8BPwbmAw9m5j0A5VDrb2Tmk9TOIbktIo4HfgbcXB7R7jkmktS1JrIT+FbgfwfeV66P1Py+0ZEa3h9pfKvPfVftNMmfqQ3yZ2ITcufUupk4L+fUumbzmuom+ZIkSZImV2b+ft3vG4ANTdIepda6k8x8CvhIk+e0dY6JJHWzSi0yIuLzwAuZ+VjDs5o1v290pIb3rTbPt0G+JEmSJEmaKruAbZ2ehCTNFlV3MF8G9EfEz4ETgGOpFYGbNb9vdKSG92PN859vGH+kpvqSJEmSJEmTKjM3dXoOkjSbVNrBnJn/Y2YOZOZZ1PomP5SZ/zNNmt83GX6khveH4xFxLrA/M3eU+OqIODoiTgNOB/6hyrwlSZIkSZIkSZNnIj2Ym2na/D4ivgO8nJnf5cgN79cDt5b4CLUCNcADwEeBp8v15zJz3yTPW5IkSZIkSZLUpgkXmDNzI7Cx/N60+T3wA+APSk7ThveZuR+4skn8beCG8iNJkiRJkiRJmiEqtciooB/43jR9liRJkiRJkiRpGkx2i4ymMvPh6fgcSZIkSZIkSdL0ma4dzJIkSZIkSZKkLmOBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlPZ2egCRJk+Xg6CF27X5zXGzhMT0c954FHZqRJEmSJEndzQKzJKlrjBwY5elf/mpc7MPRZ4FZkiRJkqQpYosMSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZX0dHoCkiRJkiRJUy0ijgd+Anw6M/8pIi4A1gELgfsyc02TMcuATUAfkMDqzHw9IhYDdwOnAK8Cl2bmKxGxALgDOBvYB6zKzGenYXmS1DHuYJYkSZIkSV0tIj4K/Ag4vVwvBO4ELgZWAOdExIVNhm4ANmTmGcCTwNoSvxHYkpkrgNuAm0r8WuCNEr8e2DglC5KkGcQCsyRJkiRJ6nZXA18CXi7XHwGey8ztmXmQ2i7lS+oHRMR84DzggRLaWJezktoOZoB7gAtL/uF4Zj4BLCm7oCWpa9kiQ5IkSZIkdbXM/DxARIyFTgJ21qXsBE5uGHYisLcUoBtzDo/PzIMRsRdY8i7P3dHqXLdu3dpqKgA9CxczvGN4XKx/0SgvbN/T1nNmiqGhoU5PYdJ001qgu9bTTWuBzq/HArMkSZIkSZprjgLerrueBxz6LTnU5cxriI+Nb+W572pgYIDe3t6W85/a9jzLly0fF+tf2kffCae287EzwtDQEIODg52exqToprVAd62nm9YCra1nZGSk7S+v2mGLDEmSJEmSNNe8CPTXXS/lN+0zxuwCFkXE0eW6vy7npTKGiOgBjgNea/G5ktRVLDBLkiRJkqS55qdARMRppYC8CnikPiEzDwBbgMtK6Iq6nM3lmnJ/S8k/HI+Ic4H9mdlyewxJmo0sMEuSJEmSpDklM/cDVwEPAtuAZymH+UXE7RFxUUm9BvhCRGwDPgGsKfG1wMci4pmS86USXw/0lvjNwOVTvxpJ6ix7MEuSJEmSpDkhM3+/7vfHgDObpG0GRkvOMHB+k+fsBi5qEt8PXDk5s5Wk2cEdzJIkSZIkSb/RAzza6UlI0mzhDmZJkiRJkqQiM+/v9BwkaTZxB7MkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqZKeTk9AkiRJ6kYRcTzwE+DTmflPEXEBsA5YCNyXmWuajFkGbAL6gARWZ+brEbEYuBs4BXgVuDQzX4mIBcAdwNnAPmBVZj47DcuTJEmSAHcwS5IkSZMuIj4K/Ag4vVwvBO4ELgZWAOdExIVNhm4ANmTmGcCTwNoSvxHYkpkrgNuAm0r8WuCNEr8e2DglC5IkSZKOwAKzJEmSNPmuBr4EvFyuPwI8l5nbM/MgtV3Kl9QPiIj5wHnAAyW0sS5nJbUdzAD3ABeW/MPxzHwCWFJ2QUuSJEnTwhYZkiRJ0iTLzM8DRMRY6CRgZ13KTuDkhmEnAntLAbox5/D4zDwYEXuBJe/y3B2tznXr1q2tpgLQs3AxwzuGx8X6F43ywvY9bT1nthgaGur0FKbVXFqva5UkaXJYYJYkSZKm3lHA23XX84BDvyWHupx5DfGx8a08910NDAzQ29vbcv5T255n+bLl42L9S/voO+HUdj52VhgaGmJwcLDT05g2c2m9rnVqjYyMtP3llSRp9rJFhiRJkjT1XgT6666X8pv2GWN2AYsi4uhy3V+X81IZQ0T0AMcBr7X4XEmS+PWbb7Fr95vjfn795ludnpakLmCBWZIkSZp6PwUiIk4rBeRVwCP1CZl5ANgCXFZCV9TlbC7XlPtbSv7heEScC+zPzJbbY0iS5o59+w/ys9w17mff/oO/faAk/Ra2yJCkLhIRxwM/AT6dmf8UERcA64CFwH2ZuabJmGXUDpvqAxJYnZmvR8RiagdHnQK8Clyama9ExALgDuBsYB+wKjOfnYblSdKslZn7I+Iq4EHgGGqF4QcAIuJ24KHMfAi4BrgrItZQ66P82fKItcDGiHgG2AOsLvH1wK0lPgJcPj0rkiRJkmosMEtSl4iIjwK3AaeX64XAncAngReAhyPiwsx8pGHoBmBDZt4bEWupFTG+DtxIbYfcyoi4HLiJ2q65a4E3MnNFRJwHbAQ+NuULlKRZKDN/v+73x4Azm6RtBkZLzjBwfpPn7AYuahLfD1w5ObOVJEmS2meBWZK6x9XAl4D/Wq4/AjyXmdsBImITcAl1r2RHxHzgPOAzJbQReJxagXlluQdwD3BLyV8JfAMgM5+IiCURsaydV7LbPfSlZ+FihncMj4u99/fmtxTrXzTKC9v3tPV5M8lcPvXdtc9Nc3TtPcDDnZ7ERBwcPcSu3W+Oiy08pofj3rOgQzOSJEnSdLHALEldIjM/DxARY6GTgJ11KTuBkxuGnQjszcyDTXIOj8/MgxGxF1jyLs9tucA8MDBAb29vq+k8te15li9bPi527LHHthTrX9pH3wmntvxZM8lcOuG+kWt37e0aGRlp+8urmSIz7+/0HCZq5MAoT//yV+NiH44+C8ySJElzwIQKzBHxTeDScvlwZn7Nfp+SNGMcBbxddz0POPRbcqjLmdcQHxvfynMlSZIkSdIccFTVgaWQ/CngQ8BZwGBEfJZav8+LgRXAORFxYZPhY/0+zwCepNbvE37T73MFtT6iN5X44X6fwPXUXuGWJL27F4H+uuulwMsNObuARRFxdLnur8t5qYwhInqA44DXWnyuJEmSJEmaAyoXmKm9Ev2VzHwrMw8Av6B2sNRzmbm9vG491u/zsLp+nw+U0Ma6nJXUdjBDrd/nhXX9Pu+GWr9PYEnZBS1JOrKfAhERp5UC8irq+i8DlL/fW6gd3gdwRV3O5nJNub+l5B+OR8S5wP52+i9LkiRJkqTuUblFRmY+M/Z7RLyfWquM9czQfp/t9ORrdpjUTDkkaiYefOOcWjcT5+WcWjdT53Ukmbk/Iq4CHgSOoVYYfgAgIm4HHsrMh4BrgLsiYg21v6ufLY9YC2yMiGeAPcDqEl8P3FriI8Dl07MiSZIkSZI000z4kL+I+AC1U6+/Chyktot5zIzp99nOgVLNDpOaCYdEzcRDf5xT62bivJxT65rNa6YeKJWZv1/3+2PAmU3SNgOjJWcYOL/Jc3YDFzWJ7weunJzZSpIkSZKk2WwiLTKIiI8DjwF/kZl3Yb9PSZoteoBHOz0JSZIkSZI0u03kkL/3AT8AVmXmvSVsv09JmgUy8/7MHOn0PCRJkiRJ0uw2kRYZN1Dr6bkuIsZi3wWuwn6fkiRJkiRJM9rB0UPs2v3muNjCY3o47j0LOjQjSbPRRA75uw647gi37fcpSZIkzWEWLSRp5hs5MMrTv/zVuNiHo8+/1ZLaMuFD/tr8rIen8fMkSZIkdYhFC0manfyCUFK7pq3AnJn3T9dnSZIkSZIkqX1+QSipXZUP+ZMkSZIkSZIkzW0WmCVJkiRJkiRJlUxnD2ZJkiRJkiTNMvZllvRuLDBLkiRJkiTpiOzLLOndWGCWJEmSJElSW9zVLGmMBWZJkiRJkiS1xV3NksZ4yJ8kSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSno6PQFJkiRJc8PB0UPs2v3muNjCY3o47j0LOjQjSZIkTZQFZkmSJEnTYuTAKE//8lfjYh+OPgvMkiRJs5gFZkmSJEmSNCdFxP8D9AEHSuh/zcyf1t2/AFgHLATuy8w1JX4WcDtwPPAE8MXMPBgRy4BN5ZkJrM7M16drPTPRr998i337D46L+faK1F3swSxJkiRJkuaciJgHnA6cmZlnlZ/64vJC4E7gYmAFcE5EXFhubwK+nJmnA/OAq0t8A7AhM88AngTWTs9qZq59+w/ys9w17qex4CxpdrPALEmSJEmS5qIo//51RDwVEV9uuP8R4LnM3J6ZB6kVlS+JiOXAwsz8+5K3scTnA+cBD9THp3IBkjQT2CJDkiRJkiTNRb8LPAb8OTAf+H8jIjPzb8r9k4Cddfk7gZPfJX4isLcUo+vjbdm6dWtb+T0LFzO8Y3hcrH/RKC9s39Mk78Vxsff+3vx3jJ1IrNXPbZY3ZmhoqGl8NuqmtUB3raeb1gKdX48FZkmSJEkdc3D0ELt2v/mOuP05JU21zPw74O/GriPiDuBPgLEC81HA23VD5gGH2ohT4m0ZGBigt7e35fyntj3P8mXLx8X6l/bRd8Kp42K7dr/J8n8+elzs2GOPfcfYicRa/dxmeVArkg0ODr4jPht101qgu9bTTWuB1tYzMjLS9pdX7bDALEnqas0KFxYtJGnmGDkwytO//NU74h+OPv9WS5pSEXEu0JuZj5XQPH5z2B/Ai0B/3fVS4OV3ie8CFkXE0Zk5WnJenqLpz0jN/u89cmC0Q7ORNF0sMEuSulqzwoVFC0mSJAGLge9ExB9Sa5FxJfDFuvs/BSIiTgO2A6uAOzNzOCL2R8THM/PHwOXAI5l5ICK2AJcB3wOuAB6ZxvV0XLP/e8fy3+3QbCRNFwvMkiQBv37zrXecZu1OZ0mSpO6VmT+MiI8C/wgcDdySmX8XET8H/iQzX46Iq4AHgWOAzfzmAL/VwG0RcTzwM+DmEr8GuCsi1gA7/n/27jtMsqJc/Ph3YdklSJRoAC56fUVRUBQwo2AGA6JIEEREFFBR8F4VUcR8zQFQESSIGOCnooABBAERw6IgIi9GMpIzu2z6/VHVbO/szO5M7/b06e7v53n22enT53RX9fS8p06dqreAXSetQpLUI3YwS5IEPDBzDpfkzQttc6SzJEnSYMvMw4DDRmw+F7i3Pn8OsPkox10KbDXK9quBbZd5QSfIVBWSJpMdzJIkSZIkSUBETAH+kJl397osS8NUFZImkx3MkiRJkiRJQGbOB07udTkkqZ8s1+sCSJIkSZIkSZL6kx3MkiRJkiRJkqSO2MEsSZIkSZIkSeqIHcySJEmSJEmSpI64yJ8kSZKkxpkzdx43337/QttWWnEqq648rUclkiRJ0mjsYJYkSZLUOLNmz+Wyv9+60Lanxrp2MEuSJDWMKTIkSZIkSZIkSR2xg1mSJEmSJEmS1BE7mCVJkiRJkiRJHTEHsyRJkiRJkibNWAu5SupP/vVKkiRJkiRp0oy1kKuk/mQHsyRJkqS+MNaIt1VXntajEkmSJMkOZkmSJEl9YawRb3YwS5Ik9Y6L/EmSJEmSJEmSOmIHsyRJkiRJkiSpI3YwS5IkSZIkSZI6YgezJEmSJEmSJKkjLvInSZIkqW/NmTuPm2+/f6FtK6041YX/JEmSJokdzJIkSZL61qzZc7ns77cutO2psa4dzJIkSZPEFBmSJEmSJEmSpI7YwSxJkiRJkiRJ6ogpMiRJkiRJktRTc+bOY+pKa5hXX+pDdjBLkiRJkiSpp2bNnsvFf76Oje5afqHt5tWXms8OZkmSJEkDZc7ceY6AkyRJmiR2MEuSJEkaKLNmz+Wyv9+60DZHwEmSJHWHHcySpKEz2si2WbPn9qg0kiRJkiT1LzuYJUlDZ7SRbbHRmj0qjSRpMpg2Q5IkqTvsYJYkSZI08EybIUmS1B12MEuSJEmSJKmRnIEiNZ8dzJIkSZIkSWokZ6BIzWcHsyRJkqSh5Kg4SZKkpWcHsyRJkqSh5Kg4SZKkpWcHsyRJkiRJkvqGM1CkZrGDWZIkSZIkSX3DGShSs9jBLEmSJEmSpL7mqGapd+xgliRJkqSqvYNi6kprcPPt99tBIUl9wFHNUu/YwSxJkiRJVXsHxdXXXMdGdy3Pkx+7Ng/MnLPQfnY6S1LzOapZmhx2MEuSJEnSYjgqTpL602jx25uG0rJnB7MkSZIkTZCj4iSpP9npLC17djBLktQl99z/oA1VSRpQjmqWpMFhTJeWjh3MkiR1yQMz53BJ3rzQNhuqkjS4RhvVDN5clKR+NFpMX245mDdv4f2M8ZIdzJIkjcnpz5KkiRhtBBw49VqS+tFoMT02WpO8+o6Fto0V46Vh4je+C5wSLUmDwfxskqRlwfOJJA2usWL81JXWWGiwijFeg8wO5i5wSrQkDa7xdhK09pUkaTTjPZ+MNh3bKdqS1GyzZs/l4j9fx0Z3Lf/QtrGuGYzfGgR2MEuStJTGmhIdG605ruPHmvkiSRou452OPd4p2nZES1JzmEZJg6xvrl4jYjfgA8AKwBcy88geF0mShppxedkZa+aLJI2XMVlLkyu01RHdPp3bzmlp6RiXNV6mUdIg6IsO5oh4JPAxYEtgFnBRRJybmVf0tmTjN96FoszfLKkfDEJc7pXRzgem0pC0NIzJmojFdURffc2C6dzj7ZwGO6OlkYzLWlrLOo3SstjWfhPSGK+R+qKDGdge+GVm3g4QEacCOwNHjOPY5QEefPDBcb/Z/HlzWW7EtpmzZnHDfxZ+jdH+8AAenDOP5Vi4s+D+B2byz+vvWmjb4zdei3vuWbiT4cE587jqmjtG3W/56atyw3/uHPO9l2bbitOnsspKKyy07b4HZjNz1qINyJH7zpo1a5F9eq2JZYJmlssyjd/IcrXFleUX2XnwdRqXJxyTYfS4PHfO7EVibZO2jbV9tPPBJo9cfZH95swun1FT/x4mg3UfTp3W3Zg8WDG5G6/ZybZpU6ewHHMHoi7j2daq71j7jXYOg3IeG8+1zmR2hCxp27SVVl0k3ox1/TPe66cmm+zzypDHZBjAuDxZ29rjUBPKsyzrsrTniLGuIyZr2/U3XM8j61PjjfFjbe/VtvbYPWjt7SXVp9txecr8+fO78brLVES8D1glMz9QH78Z2Coz37KkY2fMmPFs4IIuF1HScHvOlltueWGvCzGZOo3LxmRJk8CYbEyW1BxDF5PBuCyp0boSl/tlBPNyQHtP+BRglPsio/o98BzgRhjlVpEkdW55YANKnBk2ncZlY7KkbjEmL2BMltRrwxyTwbgsqXm6Gpf7pYP5OkqQbVkfuGE8B2655ZazgKG7Yypp0vyj1wXokY7isjFZUpcZkwtjsqQmGNaYDMZlSc3UtbjcLx3MZwOHR8Q6wH3Aa4AlpseQJHWNcVmSmsOYLEnNYlyWNFRG5oFvpMy8HjgUOBf4E/DtzPxdb0slScPLuCxJzWFMlqRmMS5LGjZ9scifJEmSJEmSJKl5+mIEsyRJkiRJkiSpeexgliRJkiRJkiR1xA5mSZIkSZIkSVJH7GCWJEmSJEmSJHXEDmZJkiRJkiRJUkem9roATRERmwCrAX8B5mXm3B4XaWBExJTMnN/rcrSzTFKzGZMlqVmMy4Lhaq9aVzWZMVnqPmPjxDiCGYiInYAzgE8DxwMHRcTqPS3UBEXElPb/myQz5zetXE0tU6/LIDXBIMTkyRYRQ38+j4jle12GXhi2ekfE2hGxXq/LMWyMy2Nrchu8G5rYhu6WYatrr8ug8TMmD45BOocMQh1GGsTzQDevG6fMnz/c55KIWAU4CfhIZv4xIl4HPBt4APhYZt7d0wKOQ0SsAayQmbf0uiwtEXEkcBewNnBwZt7T4yI1tUzHAg8C6wHvA67NzPt7WyqpdwYhJk+GiPgkcCuwcmYe0evy9EpEvJRys/zszJzV6/JMloh4LjAT+ENmzut1eSZLRHwfWAF4IvBF4KzM/EdvSzX4jMtja2IbvBua2IbuliGrq9chfWgYY3LtUP8HMCszrxyUUaWDdA6JiBWB5TPzvl6XZWkN2nlgMq8bh37EEzAfWAfYsD4+FfgxsCKwZ9NHBkXEycAJwBkR8a76h93rMn0KeDTwLWB14NSI2KqXI+waWqYPUL577wduBA4HdoiIVXtVJqkB+jomT4aI+Aqlg+2vwDYR8ZuIWKc+N1B32BcnIk4CDgH2As6KiFdHxJo9LlbXRcTxwBGUuv86IjaPiIFPeRYRewLTM/NVlN/5c4G9IuKJvS3ZUDAuj6KJbfBuaGIbuluGrK5eh/SvoYrJEXEc8HZgH+DkiHj9IIwqHaRzSER8gxI3vxURb+l1eZbGoJ0HJvu6sS8/pGWp3qU9FnhpRGxeRwL9EvgD5eJlWi/LtzgRcQCwWma+Etgf2BV4X+sL00NrA1/JzCsycxfgj8ChwGOgZ1O5m1imdYAfZOYdmXkAcBGwI/CsHpZJ6ql+jsmTocaFtYD3ZuYZmfky4O/A9yJi2iA0uMcjIp4GrJeZ22Xm64DTgJ2Bl0XEw3pbuu6JiBcCG2bmtrXe5wKfALapzw/y7/5B4E6AzLwI+DDl4vpVETG9lwUbdMblRTW4Dd4NTWxDd8sw1dXrkD41TDG5tvc2ycznZ+Y7KH+PJ0TEHv08gnmQziH1ZtV6wH7Al4GPRsT/9rZUS2VgzgO9uG7smw+ny86gXLS8vgbpuZl5EuWX8djeFm2x7gASIDP/AOwBPIPyx91L1wJPbl3wZeZ7gWuAr9fHvZjO28QyXQo8ISIeXcvwZeAySg6tqcM07VkaoV9j8mRYjjIF8imtDZn5BuB24Kz6uG8b3BNwDTAnIrYByMwjKZ2trwAeBwPb2fov4KaIeBRAZr4f+A3wkYhYb8BvMPwRmBcRW9dz5F+AzwKvoXSKqLuMywtrahu8G5rYhu6WYaqr1yH9bVhi8r2Uqf0AZOZPKef8z9c0af1qkM4htwFnZuZtmflLYHvgzRFxcI/L1alBOg+M9io/AAAgAElEQVRM+nWjHcxAzXlzJOXzeEdE7FJzGa0D/KenhVu8a4FNImJDgMy8CjiA8ge962QWJCL2jogXRMRmwCnA7sBLWs9n5tuB2RHxnCEv09sjYveIeB7wK+C/gRe17lZm5qfrrl4sa2j1cUzumojYKSI2p9xVPw74QkQ8q/V8Zr4GuDcioldlnAwRsUZErJuZNwN/A7aKiPUBMvMblA7YL9THA9PRHhErRsTKwA3Aw4DtWs9l5kco9W41fAep3kdGxCci4ijK3/5twJuBJ0bESpn5Z8poGdNkdJlxeRGNaYN3QxPb0N0yZHX1OmRADHpMjogNADLzSmD1mk6Cuu3nwHuBnSJihT69sT5I55D7KAM8AMjMy4BXA/8TES8Z86gGGbTzQC+vG+1grjLzWsoqrOcAb6CcWPeqF7GNERGfi4gPRcRHKVOZrgGOjIh1693mv1FyM07aCusR8XVgT8qUnHMojZWPAJ+uX+51667LUXJGDWuZjgZeCTwcOBF4JmVa9+spU3y3aNt95mSUSWqqfonJkyEW5J7bFziTErP2As4Z0dBZA1h58ks4OWLhXHVvAn4E7ADs3GqgAx8ArhmklAmxIK/dt4EXU87x74+IPSKiNQ32Q8D1PSpiV8SCHHgnUdo0x1DOmctTppPuEhEPB3aipM9Qlw17XG5iG7wbmtiG7pYhq6vXIQNmUGNy/a4eHxFfj4h3Uzor14yyKGXLJZQFy2b3y431QTqH1HocFBFvyswTgbsi4let5zPzcuBzQONzug/aeaDX141T5s9v/Gc06eoF2/zMnN3rsrSLiC8CG1NGZ+0H/BdlaujHgNWAoyjB9kTgwsz8xCSUaVPgq8ALMnNu/dKeCLwDuAd4DwtW4PxPHZI/jGXaiHL36FWZeU+UfFKfpnSW3AK8nDKdaR5we2bu1u0ySf2iqTF5MtRY8ZnM3LY+fjnwA+AFwCrAZ4CzgScAN2bmG3tT0u6KkqvuJZm5Y0Q8nXK++yYlfu4B/LP+ex5wf2bu2bPCLkNR8tptDbyRMr3tO8BBlNFJn6Ys7HM55TO4IzP37U1Jl716IfndOlKJiPgMsC7wSUrHyDOB9YF/1fyhmkTDFpeb2Abvhia2obtlyOrqdciAG5SYHBEHAS+j3Ph4KvAWyvfyEMrN9ruAz1M60P6Tmfv3qKgTMkjnkIg4htIJfjplRt0GmbltRJwOrET5nV0P/AT4cU2/00iDdh5ownWjI5hHkZkPNjQ4Pwz4aGaem5mvpyTyP5ESYM+jDOX/NnD1JAalWykBpDVF+QLKHZITKKOMdqVcDH6p9QcZ3U+M3sQy3QhcB2wZESvUXEvvoQSvlevJcV/gI61G3SSUSeoLDY7Jk2Fk7rkzKNPQfkjpZHx1/fnEViNhQGNHe66631M6VHei5Bo8EJgBbATMaHUu9+mUyZHa89qdTclr92HKFNgdKaMSXgz8rdW5PCD1hkVz4B1C+Xv4dGZ+IzPfBOzd6lwe0O99Yw1hXG5iG7wbmtiG7pZhqqvXIQNugGLyTOC0zLydksblbcBUyiJrz6e0BZ8P/LvVudwn7Z6BOIdExFTKqNc317bYrsAtEXFxZr4C+AvwKcrI2aub3LlcDdp5oOfXjY5g7hP1F/8V4K/tf6h16uzjKKO2pgLrZOYNrWOyS0nII+IxwC2ZeXcdZbRGzeXSen4n4K3ATpl5b9v2Kd2axtLQMj0ZuDMzr4mIQyl3iw7MzDvq89tTfq/Py8z/tB3XtTJJar6I2CAzb6w//wK4OTN3b3v+LcBWwFva43w3434v1REF7wIOysxr6rYAfg68KzP/34j9B+JziIg9gV0z86Vt255MmcL36sy8cMT+fV3viNgbuBq4GZhNGbF9eGb+qG2fs4EP14uA1jbPmeqaprXBu6GJbehuGbK6eh2ivhIRLwO+BuyQmZfWbY+kjFr+WmaeM2L/xsfaQTqHRFkP5FTgW5n57bbtJ1NG0O8REWtT4urf63ONq8ugnQeadN1oB3PDRcTulGm/twArABdSvhinte1zKuVi689t27rZafp1Sm6aa4G7M/PAiDgPuDczd6j7PJxyctgjM7uex6uhZTq2lulGyp2+3SjT0+YDb2815CLih5RRWHd0u0ySmi9K7rlNKB1tV1IWb/seZSrTPnWfpwCHtDceBk1EfI4yLW0FSo7hzwKPAfahTOGdEyUX82qZ+YXelXTZiogPUep9d2YeFxHfoUw/fF7bPu8F/pmZ32vb1shG73i1ncdbI5b2AaZRRo68lzJl9ObawXz4yM51aVlrYhu8G5rYhu6WIaur1yHqC7VNswZlVO/vKSOU30AZQHBZ3eeTlNlax475Qg0zSOeQiHgp8G/q7DJK+otdM/Nn9fn1gC9Sfmc3th3XxLoM1HmgadeNdjA3WER8E9gQ+BMlb8oRlGTwvwF2y8xT637nA++fjIutiNiXkhPpZZSpBF8BVsrM7SPiLMq0lp/U5+/OzL2HtEyvp5xAXlAffx9YkZKT6KOUaTL/AB4PzExznUlicHPPTVRMLFfdBZn5yd6UdNmKAcprNxExYDnw1P+a2Abvhia2obtlyOrqdYj6Qh3Fuz5wFmUQwWOA71Lyxb4FODgzz6/toF9l5md7VtgJGKRzSER8i/I7upkSO46iXJt8DdgvF6yVcSFlhsSfelXWJRm080ATrxubnD9kqEXEE4CNM3O7zDyY8mU5mXJ3YmvggxFxdB3J849JDEo3Ab/MzFmZeXVm7gjMiYgf1Sm8P6Pcgbys9QcZ3c+L1MQy/Ru4tPUgM19LySF6Ur2TdCzwL+D8XJDrrB/yR0nqrpnAqTl4uecmaiK56galc3kqpRN5UPLaTcRtlJEkg5IDT32swW3wbmhiG7pbhqmu/8brEDVcbfdMAXbOzCMpHWFnUs7/11IGGXw9Ik6jjC7tl87lgTmHRFk0br3M3B54J6VT+QuUG/5vBr4dER+PiJ8D2eTO5WrQzgONu250BHNDRcR/Uf54X5OZc+q2pwA/pUxx+gvwaOBRmfmD+nzX89tExLaUIfcvz7LQUmv7j4CfZOYxI/Yf1jJtQbkwfne25YqKiDOBP2Xm+ye7TJKaLyJeBXyZEs9a0wL7OvfcRNRGz3KUz+DyzDyq7bm+y1U3XrXeK1Hy2p2Ymd9pe66v8tp1qo6wm1tvKLS29VUOPA2GprbBu6GJbehuGbK6eh2ivlA7Jq/IzIPq4/Uoizg/MUvqgvWBWbkgb3jjv6uDdA6JiK2AT2Tmdm3bXkKZUfhGYC5lxuE6mXlCfb6xbbRBOw808brR0R8NlZn/oozaOb1t2x+BAyh39W7NzN9PRlBqv8uRmecBhwPfqQGn5Qxg1ZHHDnGZ/gR8BvhJDWQtnwXmTFaZJPWXzPwh8CXgcxHxpLrtekoOt41H2X+gYkdmzs/MucD3gY/UhlPruTdTpudtlpmz2zqXp/T751DrfT8lTcRRURZeank3MDXKAh63tnUu93W9W+fMOoKpNcLuCRHxg7bdfgXczYjzZlMvXDQYmtQG74YmtqG7ZYjr6nWI+sXBwPoR8TaALLnBfwf8d0Q8KjNvautc7ot2zyCdQzLzd5QRvl9v2/xLyg2sXTPzisw8s61zebmmtdEG8TzQqlMTrxvtYG6g1sUW8ApguYj4XtvTf6ZMHV7od9fNL0srSETE8vXxUZQv8hkR8bKIWJOS+2XNbpWhz8o0tZ4ATwIOBE6NiD2jrOR8AKMEL0lqawB9EzgXODYinl23PYEyZWugRcSU2jg9F9gX+F5EvLptl3WB1duPaVpDthNt9T6d0qF8TKuTuV5sPYqSm/kh/VzviFipVf4sizVOrz8/GdggIr4XEftQFiq5Jxu+wIoGR9Pa4N3QxDZ0twxpXb0OUWNFxNsiYsO2Tf8Efgg8M0o+WTJzBqWDtn2/vmj3DNI5pBU3KWkX1oqy+DaZ+SClLhvFiHQLTazLIJ0HImKLiFhhxN9Co64bTZHREPVi64G2xytk5uyIWIsyZXYK5U70mykJut86CWV6KyW4/wm4MjNvi4jl6+gyImJPygqvt1PyIu0zpGV6X/3xWuDczLw+IlYA5mTm/Ih4JbAjMB24MzPf3u0ySWq+iHgdMI3SKLgzM+9re25FYB/KxeEVlOmBA7kIT0Q8nZILck5m3lkb5/Myc15EvAL4CGXl7QCuzYYvuDFeEdFawXpeZj7YPoIlysrjX6SMaN6KUu+un88mQ0R8ntJh/jfKivDfrNunZ+as+vO7Ke2eh2Xmh+u2xk65VH9rYhu8G5rYhu6WIaur1yHqC1EWMl4zM3cesX0t4FmUhX1nUWLu3VnWomi8QTqHRMRuwIWZeU3btuWApwAfqpveS1ks9OrMfNfkl3J8Bu08EBEnUK4HPjDKc425brSDuQEi4jPAIyj5eK7MzNPq9vY/gI8A9wGrZ+b76rauXWxFxLcpd7j/Tll1eHXgvZl5TURMq3euiIiVKbkhH6iPu5mqo4llOp5yt+tcYCNgG2CvzLwqIlZsH3U14vfZ2Kkwkrqvjmh4GCWu3wvcQFnA7D8RMTUX5Gxbh3KR2De55yaixtANKfVfDvi/zPxT7WSeUhvom1I+qw3bzo99/TnURuJ6lN/9lZS8y1fVRvyUzJxbp+6tDaybmcfX4/q6kzUiPg5sAbwPeBJl4ZsLMvPQJRzX179vNVcT2+Dd0MQ2dLcMWV2Px+sQ9YGIOJrS6XVQRLyWEnd/D/w5M++pI2FXAHYAHsjMs+pxjY61g3QOiYjjgKmZuecYz68MfIWyMPP0zHxH3d7EugzUeaBeNzyQmW+NiEdTcl/fnZn3tm5o1P16ft1oB3OPtV1sfRDYFng6ZWGjjyzhuG52mq4MHJd1oZ2IeDwlX9Djgbdn5nV1+7OAf2bmjfVxNzu8V6ll2qUpZaqvfyKwb2bOqmU8BHg1Jan/P+o+L69l+utklElSs9WGwRcy8zX18QspU7PmURbSuLVufyJldemZ9fFAxY6I2BE4KDO3i4igfAb7Antk5iVt+z08M29re9zIxt941dEhe2bmSyLixZQRytsAh7TOE3W/h0b01sd9XW+AiPgAZWTMeXWE3eOBY4HTM/OjdZ99gPsz85QeFlVDoIlt8G5oYru+W5p6vdAtXoeoH0RJQXAupXNyM2A1SoffHZR8xO8d47hGx9pBOofU0eXzMnO/GjNWBG7KzF8v4bgm1mWgznkRsQPw/sx8ZkScRLmhMRu4Djgi62jzplw3moO596YCH8vMPwDHAEcDT42Ig1s7RMS+EfH8WDhBebc6lzcEVgGeHmXaAJl5ZS3bX4D9ImJ6RGxHWQV187Yydatz+eGU7+qTIuItDSnTNvXHxwDvqu91H2VF1dOAIyJitYh4GuVk8+x6Md0X+aMkdUdE7EcZlfrEqLmFM/MXwI/qLjvU/V5NWYTisa1jBzB2zAOuBsjMpKy4/Q3g6Ih4HEBE7A+8M8ooZuq+jWrIdmAF4B8AmfkzykIpvwUOj4hHAUTE/wJ7RVlNnbpvv9cbyu/887XzfHZm/hl4K7BVRDwjIlq5QafWC1KpmxrVBu+GJrbru6WJ1wvd4nWI+kkdTfkm4FBg48x8Ux1kcQKwXkQ8NiI+GxGHjjiu6bF2IM4hEfEYSsf/16KMNN+r/juo/XdS67JR+7ENrMtAnfPqdcClwPSI+CVwVWZuR7lGvIbyO1oxyqLoh9OA60Y7mHskIlqLFN0DfLyO0LqLcpF5NKXzIeodmPUpCxtNHf3VllmZvkq5uD8M+B7w6oh4aX3638DFlDs/ZOY5lOToK3e5TEfXMn0MeDvwgnpXrZdl2gE4Kkre0LdQPqfWVJJ5wP+j5FqaVk84X6Dky5ndzXJJarY6OuDFWVaS/hRlQZOt69O/ouQhfgVAlpWlv0xJIzBQImKl+uOvKQ3Ad8NDDaGvUlanflnd52LgbMpUsL4WEbtFxNrAeZQO1V0B6siDU4BbgC3r7pdSRvYsP8pL9ZWIeGtEHBgl5cdRwM+AE2v7BuCvwH+AVTPzHuB4SsoUF/ZTVzSxDd4NTWzXd0sTrxe6xesQ9aM6M+0w4G9RF8LLzAuAhwP/DXwamBYRW479Ks0wSOeQiFitznb4DmWU+ZTMfB2l8/WzwKYR8YSIeBjwTMqsu0YatHNerc/JwMHA6ZT1S7I+PYNyHbURZeT5D2nIdaMdzD0QZWGnn9c7Ep8DLgE+GBFr1fwvvwfWAR6VmfcDn6RcaE3rYpk+RAnwO1LuhjyeEiR3i4gdM3NeZv4EWItyt7w14uzsLpbpcEqOyjcAzwCeA5wDvD4itu9Fmaq7KDlDD6ZMa/4AsEdE7FbL9BdKAHhsLdOdlAWqJA2pevF7X2buFGXBnU0p05v2iogn1s7VoyiN60cBZOb5wBk9K3QXRMlVd2yN71sBewPb15HK1HPeVcCj6+NLgOsp+d76VpS8di8BbsvMqykL+L0sSh5CMvNvwK2UqZZk5k8pjcgHe1PiZSNKDryXU87R+wBHAr+gjOD+fkSsUds9jwYeCZAlZ+F52bZgjrSsNLEN3g1NbNd3S4OvF7rF6xD1q+8B76fMUnpM3bYcsEZm3gR8ntIR2FiDdA6pdTk7ItbLzC9SPv/7ADLzXspicWsA69XH+wMrREnH0yiDds5rq8/LKYMu1ga2A34SJYf07NpJvhqwMTTnutEczD0QEc+nNHx+SllN9FGURtE04INZFnk6E/hmZn6/HtPV/Db14veMzDyt3lX8LWWE3eqU6avnUKZO3JyZb+xWOUaU6VvAaZn5g9o589/ATbVMjwO+T1nR9JZJLNMUyp3IkyjTep5PGY32ZMqdvh8CmwA3Zubek1EmSc0WC+eeexJl0YlVKJ1q21BGL58NbA3cPlnxbLLFornqnkbpaDyHsjL1RZSG+HGUhVIWu/Bbv4hF89pNAVaijJp4IfDHzPxsRPw/4DeZ+ekeFneZiUVz4G0K7E5pS3wE2BXYnnID4a7s0WrXGi5NbIN3QxPb9d3SxOuFbvE6RP0uIqYDrwXeTbmxfldmvra3pRq/QTqHtNXlbGBPyky6FSijredk5syI+ClwdGb+qB7T1LoM1DlvRH1WAC4D9qC0md9BudH4TODOzNyrdyVdlCOYe+PhwEGUKaHfpCTo/hrljtFFEXE6ZYGb77cOmIQ/5N8Ba7ZNWZ0OXJeZx1C+zDcAJ7f+IKMtj1AXnQtcH2VBrHWB91CmTl9Lme51HfD/JrNMmTk/SyL4fwIXUEZiHUqZnrA50Dqh7D1ZZZLUbCNyz21Uc8/tQpnGexrwGcq01l9McoydbCNz1X0NCOCplJHM21A+i7tancv9/jnEonnt3gjsR0mF8hTKqPU31JG+D7Q6lweg3qPlwPsrJf3Fn4EdMvMQSofIO1udyxFhu1Td1sQ2eDc0sV3fLY27XugWr0PU77IsXvwDSufsR1udy310/h+kc0irLtdRUjGsQxkEsSfwh4j4CaUurXVimlyXQTvntddnbv23ch3p/xtKzD+71bncpPo0MhfMELgcmJuZX4qIkynBaa/MfHeU1YBn5YKVfifrLtFJlC/t/fV976UEG4BdKF/gCye5TN9svU9E7FWnZvwxIlp3ax5aYX6yylRPflMo00WWo3QQPADMB56XmadOdpkkNV9mXhIRhwGbR8TUzJyTmTNa08wy8xOtfQctdkTE6lly07Vy1e2UmbdFxG8pIyV2o4xafmFmzmk7rq8/h1Zeu4ho5bU7JTNfG2UhuycCB1BGcG8NTM2yQNMg1PurlBF0V7IgB94tmXkWpVPkt8A+EbFiZl7RdtyUfq63+kYT2+Dd0MR2fbc07nqhW7wO0SCo7Z1LWo/77Pw/SOeQ9rqcBHyLMhr7OMr54r6ahqEf6jJo57zR6nN1fW4rSmf5r+tzjaqPKTIaoAajRwO7Z+YNbdunZA9Wf6xTV86kXPR/hhJ43jjZ5ahlmZKZ8+vdm4dn5rURcSpwZmYe14sy1XLtRxmReD1wIGVBqmmZeVSvyiSp2SJiGuUicHngkbXz8SfACe0jHQZJze92MGXE7r3ARykXxR/OzNtr+pATgS+0GrH1uJ6c/5aVWu9DgB3rdMnDKYvYHVyfXw34NvDZzDy37bh+r/eHKCO296CM0H8WpUP5icD3MvPHdb9zgAOyrOwt9UzT2uDd0KR2fbc09XqhW7wOkZphkM4htS6PAPYcUZdGdWAuyaCd80apz7ympcVo1y9TEQZSRCwPkJl7UqZVLPRF6WFQWo6S/PzXwN29nEpQG4tTgWcDp0XEzyg5gXrdWLyQMvLsdTUAn2ajTtLiZOaDlPi6M2WBs59T0iIMZOdydQvwdMoIj9WBUyifwSeiLCpyB6XDfa32g/qtUT6KWyg5pk+KiPUpOYcPjYiH1ZG7d1Nmka3WftAA1Hsj4Dt1CuwXKAtR/RM4Hzg8Iv6v5ia81s5l9VKD2+Dd0Jh2fbc0+HqhW7wOkXpokM4hI+oyk0Xr0jedy9WgnfNG1qdxaTHaOYK5x5p6R6hO6b0tMw+oj3tazjoiYVNgpaZMb2gbLTG1fVq3JC1OTYsRwMOyrPjb83jWLRGxM2U0xFPq/3tTOpPfBLwS+AvwYGbu3LNCdkFbvbegdLruTlmQY2/KKtz/ptR7p16VsRsi4q3AHMro7AeBPwFvycyLoizy92LKQlsn1/37boSPBsegxt3RNK1d3y1NvF7oFq9DpN4apNgySHWBwTvn9VN97GBugPYLrKZcbNWRZf+pPzfuC9yUz0mSltYgx7OIeDywaWb+oOaqW5uSq+6miNiC/spVN24j6n0SsAElr90dwIvor7x241ZvnqycmbfUxxdTRthdU9OE9FsOPA24JrbBu6Hp7fpuGeTfqaTeG6RzyIDVZaDOef1UHzuYtVj9HlwkSc0xSLnqJmJQ8tpNxKDlwJMGwaDHWkmSWgbtnNcP9TEHsxar6V9gSVLzDVKuuokYwLx2EzFoOfCkvjeosVaSpJEG7ZzXD/VxBLMkSeq6QR6tuzjDWm/or5xxkiRJkjrnCGZJktR1mTmvffTqsIxkHdZ6V++0c1mSJEkafI5gliRJUtf0Q844SZIkSZ2zg7mLau7Fd1IWuJkKTAN+DHwwM2dFxCOBjwFPBeZT8jN+PDN/NM7XXxu4Fjg+M9/Wtn1b4FzgxMzca8Qx5wFPy8yHRcSpwGPrU5sDlwNzgTsy8/mLed+Ngcvra2wM/At4c2Ye27bPIcBmbTkX/6d+DlOA5YGfAu8HVgbOq4c9DHgkkPXxLzLzPYspx/GUfJYvyMxzR5Tvn8BRmXlgRLwR2Dkzd6g/Hw08PTMvbzvmJ8CpmXn8WO9X95vPgs9pfi3/3cDbMvMP9bM/q60OLbdm5vb1NVaudX91fW5l4ELgfzLzxrrPv2uZ/9D23k+rZdy4vs9XMnOzxZT17cCXgGdk5sVt2w8HDgCur5umAKsBPwAOzsz59bO9nLJA07frfmsBq1N+3wCnALsA57T/nur3+lJgt8z8+WLKdx7wPOAxmfnPtu3bUr6/78nMz9Tyrl1/l4cD+wNPzsyb2o65HDgwM88b6/0kSdLksz1se7iN7eFFy3ce42sPHw+8ELhlxEscl5lfajvus8DbgU0y87oR7wPlezKvblsbuCUzh2lmjcZgrDZWtzFWL1q+VYHPAdsA8+q/IzPzGxGxPWVBa4D1Kd+ZVnk/AWw6og4rAJdR/rb+NtZ79qOpvS7AgDsaWBPYLjPviohVgJOBb0TEu4GLgA8Ae9c/jM2BX0TE/Zn5i3G8/j7Aj4DdIuLQzLy97bkbgR0jYuXMvB8gIjYCHtfaITN3bv1cg8/zM/PWDuo5D/hsRFyYmSODExHxWkpAekZmPhARKwKnAodn5vuBLep+21ICzxYTeO9rgDdQTkotewI3L+aYKcApEfH0zJw5gfdqWehzqiekLwPPqJv+MVYd6on7p8BfgK0y876IWA54D3BWRDxlGY7yeivl+3YQ8PoRz303Mw9sK9ealCD3s/oPgMy8ggW/nzdST3Ztx/0Q+H1E/Dgzz69Tv78JfG1xAbrNNcAewBFt2/YE/rOYY1YDToyIFzsiTpKkxrM9jO3hdraHFzHe9vDnM/MzjKF+p/akfK8OBN47YpdtKB1FHx1HmTR8jNUYq9sZqxfySeBeykC3+RHxCODiiLimHtt638Opg+Pa3vfwUerwBuCXEfHEzLx7iZ9OnzAHc5fUO1G7A/tk5l0AmXkf5Q/nh5RRmBdm5kmtP8rMvBTYGbhp1Bdd+PWXA/YDjgcuAN4yYpfb6/ZXtW3bkwV3dJalB4DPAt+OiGmjPL8B5S7OSgA1MB5I+RyW1neAV0TESm3bdgG+t5hjzqF8xmM20MYrIqYCG1I+7/F4FbAGcED9PpCZ8zLzU5S6PGxpy1TLtS3lrt3/AK+MiEcv4ZD1KHcj75jI+9ST8sHACbURsj/l9/zBcb7EtygN6la5VwaeDZy9hGMeUd9XkiQ1lO3hhdgeXsD28MI6aQ+P5vXAPyij7N5SX6fdR4BDImKbCb6uBpyxeiHG6gWM1QtsAKxIGX1MZt4A7AT8fSJlaCvLScBfKSPlB4YdzN2zJfCXkXcjMvOmzDwNeBrw65EHZeb5mfnncbz+Syh/VGcDJwAH1oDR7kTKHbKWXehOkIYyXeZe4OOjPHcCcCdwU0T8JsrUrQ0z83fL4H1vAX4DvAIgIp5N+UNdXNCcTzlhvS4idljMfmM5NyIui4gbgKvqtr3bnn9MRPxpxL9D63PPoUyfWWSho8z8ZGbe00F5RrM/cHINfL+knBTb7VLL9beIuI1yF3O/Tn4nmXkMMAM4jnI38/WZOXech/8RmBkRW9fHOwGnA3MWc8xMYFfgsIh46kTLK0mSJo3t4QVsD9seHst428PvGuUzfVLb8/sD38oyTf1GynT8hYpZy3ZyRKw27sppGBirFzBWG6tHcwVQdZQAACAASURBVDiwHXBrRPw0Ig4D7s621EYduBR40hL36iOmyOieeSy+A39Jzy/J2yh/hHMi4nTga8BrKbllWn4MHB0R61HyFV3J+O9WTUhmzouIPYA/RcTPRjx3F/CiiNgEeD6wLXBGRByVmf+7DN7+RErQ/S6lIXU85SS4uPLeGBH7AMdFxJMn+H7Pz8xba+fmmcC5mdk+rWXMaSaUKS4PTSOJiOcDn68P1wL2z8yfUL4fIy1HyZ+0WBGxPuVu45Z10wnAVyPiiNadR+oUjXrX9ivAEyjfl07tS8lvtF9mXr+knUc4iTJq47eU39+7gEMWd0Bm/jkiPkC587zl4vaVwpxy5pRbwJxyi5bvPMaR/7Nt+yL5PSNiBcr35+LMPLht369QpgmOnOqo4WF7eMFztocXsD28qPG0h8dMkVF/D5uz4Lt/AvDOiPhqtk1hz8xjIuLFwFGUqegSGKvbnzNWL2CsrjLzsogIyvXi8yg58Q+NiNdmZqdlmQ/c3+GxjeQI5u75LbBplGTgD4mIR0bEGcDFlDxYjHh+vyg5jsYUJR/Ry4DX14vfpHSavKt9v8x8EDiNMl2qFby6JjOvpUx9OQFYu628/xMRz8zMf2bmsZn5BuCllAvrZeF0YOsoUymeS+kwGU95fwx8nxLkJ7y4RWZeQvnMj68dKeNxESUgtV7j3Mzcogb1f1KmXQDcCjx8xLHrAbeN4z32pQSrH9fvx2conRYjRzG0viMHUjorPj3OOiwiM++g3On9RweHnwzsHBH/BazW3tm0hPf8MmVKyhc7eE8Nl6Mpeca2q39rTweCklNuHcrf5TnA5pm5OWXa3jER8cJxvn57Trm1Rjz3UE651oYYJadcWxyA0hDcYnGdy2No5ZSL0Z6MhXPKbU5pzD6eklPuzrYyvJna2Kz/xuxcbtPKKdduvDnlVlzMPovT+pyekplBaah/ue359jq0/rU6l1ud6w+n5JR7IvAYSmfuWVFysi0r7TnlRvpuW9k2pzRaXwu8qH2nzLyi7ffzQeCCtuM+RZnVsV9EPLfWr9P8n+0Wyf8Zi+b3bJVvNqWT+w0R8eq675soI1/eNI731+CyPbygvLaHF7A9vKiO2sNtDqCMeJ5R6/sOSlvjpaPsuy/l8x8Z9zW8jNULymusXsBYTUktEhFfA9bMzBmZ+bnMfCkln/1+nZaDck06nhkAfcMO5i7JMrz/ZMpdptUA6v9HUf7QvgZsGxG7ty5ko4zEPIIlf8n2o+RAemRmbpyZG1Pu+Dw1Ip45Yt8TgTcygeC1NDLzVMqosfYL6ZWBT47oeHkScMkyes9ZlBFfJwI/zszFpVcY6WBKPt/tOnzvU4DfseBO3pKcBtwXEV+IiIdyFkWZErcJC+7ynQW8LSKm1+dXpvzez1zci9dOk32Bt7a+G5m5IWX6zztH6zSpgfptwP4R8ZRx1mOZqX8rl1GmqZw0wcP3Bl7OgtGf0kLCnHLtzCm3gDnlFjbe/J9j5vfMMpp5D8qNm50oje5XZV2sR8PJ9rDt4THYHl70/TtuD0fEGpT4vENbfR9Fie2L3NysnSt7MHp6AA0hY7WxegzG6vKecyiDkw6LMmuvde2xKR1+L6KMSN+ExV8r9R1TZHTX/sBhwEURMQeYTrmQ/1BmPlgvPP8PeH9EzAPuo3SCjLkKa+002IcRI4Iy828RcQrlrtSRbdt/Uy82T88yJWWZVnAM76BcmLZ8hDKy7qIo05qXB34PvG4ZvueJlKnNb5/IQZk5MyJ2pQTaTh0IXBZlutksah6jUfZ7UWbeHBEvoeT7Ob92Tq3FgpxorY6ej9d/l9TvzgqUEZLtDcFNI+LeEe+xO+XG0ckjtn+ekiLgZaNVIDMvjIiTgSMj4lnjqfQydiKlQf2aiRyUmbdExF5MQgNEfWvMnHLAaVFSNZw18qDMPH+cr9+eU25V4PMR8ZkRjcUTKaOCW53Ku1A6md86gXqM18eA7SmxYuTU2hOAHSg55WZQRiX8aAJ1XZz2nHLfjYVzyq09xjGtnHKXRsRPs0yxm4hz6zllbUpak58wSk65Ecd8PzM/xhJyyk2wHIvzUE65iGjllGufXrlL/axWoZwLLmEpcsrV89BxwNbAs3Ji+T93jIitM/O3LMj/OfJ3tz8l5csfIqKV3/PotjL8vI7wOA14RWb+C8n2cIvt4cL28NiW1B5+V5Rp/e0uppxvr8i2NFXVR4ErImKRNE6Z+auI+Bxw6MjnNLSM1YWxujBWL2xnyvf/qoi4n1LuH1BusoxHq80/vx6bwLZ1wM/AmDJ//vwl7yVJUh+KMl3/0MwcNbdZRPyI0tH4lQ5f/8fAVZl5cL1rfyNlVOwptSH+FUrag+soox8ey4K8ipdn5sNGvN58YJ3MvHUc770xC+dgbv38aOBPlNFMm9OWg7ke155T7lWUHMn/2/b8tiwhr/CIchxPSS1xNbBnZu4YEcdQGpZPo+TgHS0Hc+vnHYFjgScD32D8OZjXyYVzyr0tM38wnjpExBeB2Zl5SH08ak65iPgn8LpcOAfzVsApmfmYxb1PlJxy1wBbZskb/zrgq8CjM/O+KDmYW59Ne0657eroloc+21w4B/JDn90o77kmC3LKfXdxn2HbMefV9/4vyiI2b4+IX7Dw9/Qz9XP+DfCIzLwtSj7vNwGbtkb/11Edv6SkGzkzM988njJIkiRJ6m+OYG6oiLiAMhpuNM/JZbdi52jvvSplSvdo7snM53TrvUeUo/2Cf6RzM/NdYzy3NO/5Xcr0h9HsUqchaxwiYnfKnc3RnJyZHedNkibgoZxy7XEzygJoX6eMHtiG0sFG2/P7Aatk5ufGeuFYkFPuqRHRGm3Uyin30KIlddRHK6fcE5mEnHK1/CdQRki0yvs/lCmKF1Hyph1b76T/lIVH1XbqdMpIglZOubexhEVLanl/HBGtnHKzJ/qmmXlJRLRyyv0xM/89jsMuom2Edx31tQU81OG6rHPKQRmt0Mopd9SIOjwYEQdSVrX+NGU0zYRl5h0RsTT5P2fUEW2rZeblI0YOtef3hPJdfwQlL2FrCuQXKauyP40yiuWNS7pZIC2O7WHbw/3O9rCGgbHaWN3vjNXLhh3MDTVZgXCM976HeqHdS+0X/JP4nrtM5vsNssw8mUWnu0iTqqYmaOWU2ycz745Fc8pdVhsV387M+bEgp9ySFr9p5ZR7aPGLiPhv4K8xek65oyh5cfcHHrUs6jeWzDw1Il5KySn3nbq5lVPuVZnZylW8THPKRcRCOeUmMLXxYOAPlBHe3+/gvU+Jsqjc5ykLGS7JaZRccV8APpCZ98Jic8qdV+vXSU65b7ZtP4KSU+7okcfUTua3AedFxDcz84/jqMcyU/9WRs3/GQvn9zy3bfuJlO/YmRGxN/WGS2beHhG7AT+KiEsy87JJq4gGiu1h28P9zvawhoGx2ljd74zVy4YdzJKkQWdOucKccoU55cY2Vv7PvVh8fs/nAF8Atm/dvMjMX0bE/wGnRsTTckQedEmSJEmDwxzMkiRJkiRJkqSOOIJZkqQxmFPOnHL9zpxykiRJkrrNEcySJEmSJEmSpI4s1+sCSJIkSZIkSZL6kx3MkiRJkiRJkqSO2MEsSZIkSZIkSeqIHcySJEmSJEmSpI7YwSxJkiRJkiRJ6ogdzJIkSZIkSZKkjtjBLEmSJEmSJEnqiB3MkiRJkiRJkqSO2MEsSZIkSZIkSeqIHcySJEmSJEmSpI7YwSxJkiRJkiRJ6ogdzJIkSZIkSZKkjtjBLEmSJEmSJEnqiB3MkiRJkiRJkqSO2MEsSZIkSZIkSeqIHcySJEmSJEmSpI7YwSxJkiRJkiRJ6ogdzJIkSZIkSZKkjtjBLEmSJEmSJEnqiB3MkiRJkiRJkqSOTO11AbptxowZ04GnAzcCc3tcHEmDZXlgA+D3W2655axeF6YfGJMldZExeYKMyZK6yJjcAeOypC7qalwe+A5mSnC+oNeFkDTQngNc2OtC9AljsqRuMyaPnzFZUrcZkyfGuCyp27oSl4ehg/lGgMc97nFMmzZtXAdcfvnlbLbZZl0tVDf0Y7kt8+ToxzJD88v94IMPctVVV0GNMxqXCcdkaP53YVmyroNrmOrbi7oakzsykDHZ8i0dy7d0LF9hTO7YQMbliRikuoD1abJBqgssuT7djsvD0ME8F2DatGlMnz593AdNZN8m6cdyW+bJ0Y9lhr4pt9PXxq+jmAx9811YJqzr4Bqm+vawrsbk8RvYmGz5lo7lWzqWbyHG5IkZ2Lg8EYNUF7A+TTZIdYFx16crcdlF/iRJkiRJkiRJHbGDWZIkSZIkSZLUkWFIkSFJkiRJkoZYROwBvK8+PCszD4mILYBvAKsB5wNvzcw5I45bAzgZ2AS4BXhdZt4UEdOAY4GnAQ8Au2XmlRExBfg0sAMwD9g3M3/d/RpKUu84glmSJEmSJA2siFgZ+BLwPGBz4DkRsT3wLeDAzHwcMAXYd5TDPwpckJmbAscAX6zb3wHcV7cfBBxft78G2BR4AvAq4PiIcHCfpIFmkJMkSZIkSYNsecoAu1WA+4AVgNnASpl5cd3neODDwNEjjn058Nz68ynAkRGxQt3+QYDMPD8i1omIDev272TmPOCqiLgGeCZlhPS4XH755ROu4IwZMyZ8TFMNUl3A+jTZINUFelsfO5glSZIkSdLAysx7IuIw4ErgfuBXwIPAjW273Qg8apTDH9HaLzPnRMTdwDrt20ccP9b2cdtss82YPn36uPefMWMGW2655UTeorEGqS5gfZpskOoCS67PrFmzOrp5NV6myJAkSZIkSQMrIp4MvAnYiNIBPBd4ETC/bbcplJzJI00Z5fE8Sn/KaMePtV2SBpYdzJIkSZIkaZC9GDgnM2/OzFmUdBjbAhu07bM+cMMox15fn6PmUl4VuA24bozjx9ouSQPLDmZJkiRJkjTILgW2j4hVImIKsCMlTcbMiHhW3ecNwFmjHHsmsGf9eRfKgn+z27dHxLOBmZl5Td2+e0QsHxGPBR4H/L5L9ZKkRjAHsyRJkiRJGliZ+fOIeAowg7K43++ATwI/AI6JiNWAS4AvAUTEEcANmflV4DDg+Ij4C3AnsHt92S8DX6vbZ1E6qAFOBbYGLquP98nMB7pcRUnqKTuYJUmSJEnSQMvMTwGfGrH5UmCrUXb/IfCMetztwCtGeb2ZwF6jbJ8PHFL/SdJQMEWGJEmSJEnSAhsA3+51ISSpXziCWZIkSZIkqcrMM3pdBknqJ45gliRJkiRJkiR1xA5mSZIkSZIkSVJH7GCWJEmSJEmSJHXEDmZJkiRJkiRJUkdc5G8UK66yBjfffv9C21ZacSqrrjytRyWSpOFmXJak5jAmS1KzGJcl9ZodzKOYMw8uyZsX2vbUWNfgLEk9YlyWpOYwJktSsxiXJfWaKTIkSZIkSZIkSR2xg1mSJEmSJEmS1BE7mCVJkiRJkiRJHbGDWZIkSZIkSZLUETuYJUmSJEmSJEkdmTqenSJiNeAiYIfM/HdEbA98DlgJ+G5mfqDutwXwDWA14HzgrZk5Z8RrrQGcDGwC3AK8LjNviohpwLHA04AHgN0y88qImAJ8GtgBmAfsm5m/Xsp6S5IkSZIkSZKW0hJHMEfE1sCFwOPq45WA44BXApsCT4+Il9bdvwUcmJmPA6YA+47ykh8FLsjMTYFjgC/W7e8A7qvbDwKOr9tfU9/nCcCrgOMjYlwd45IkSZIkSZKk7hlPR+2+wAHASfXxVsDfMvNfABHxLeC1EXEFsFJmXlz3Ox74MHD0iNd7OfDc+vMpwJERsULd/kGAzDw/ItaJiA3r9u9k5jzgqoi4BngmZYT0uF1++eXj3nfqSmtw9TVXL7Rtg9Xncu2/7pzIW/bEjBkzel2ECbPMk6Mfywz9W25JkiRJkqRhsMQO5sx8M0BEtDY9ArixbZcbgUctZvtID+2XmXMi4m5gnWXwuou12WabMX369HHte+kV/2CjDTdaaNsG66/Lums9ZqJvO6lmzJjBlltu2etiTIhlnhz9WGZofrlnzZo1oZtXkiRJkiRJg6aTRf6WA+a3PZ5CyY081vaRpozyeHHHj/d1JUmSJEmSJEmTqJNcxtcBG7Q9Xh+4YTHbR7q+PnddzaW8KnBb2/H/6PB1JWloRcSbgQPbNv0XJbXRDxllUdYRx25IyaG/LpDA7pl570QXZe1a5SRJkiRJUmN1MoL5t0BExGMjYnlgN+CszLwamBkRz6r7vQE4a5TjzwT2rD/vQlnwb3b79oh4NjAzM6+p23ePiOUj4rGUxQZ/30G5JWlgZeY3MnOLzNwC2B24GfgUYy/K2u4o4KjMfDzwB+Cwun2ii7JKkiRJkqQhM+ERzJk5MyLeCJwGrEjpAD61Pr07cExErAZcAnwJICKOAG7IzK9SOi6Oj4i/AHfWYwC+DHytbp9F6aCmvvbWwGX18T6Z+cBEyy1JQ+Ro4P2UkceLLMpK282/usjqc4FX1U3HA78C/pcJLspabwqOy0RzV/fz4qudGKbFLYeprjBc9R2mukqSJEnDbNwdzJm5cdvP5wCbj7LPpcBWoxz+Q+AZdZ/bgVeMcuxMYK9Rts8HDqn/JEmLERHbAytl5vcjYleWvEjq2sDdmTlnlH0muijruDuYJ7LwKvTv4qudaPrilsvSMNUVhqu+vairC69KkiRJvdFJioxObAB8e5LeS5KG2X6UnMswvkVSR+5D2z4TXZRVkiRJkiQNmUnpYM7MMzLzjsl4L0kaVnXxvecBp9dN41kk9WZg9ZpTn7p/a5/WoqyMsSjr4l5XkiRJkiQNgckawSxJ6r4nA1dl5n318aiLsrYfUBdZvYCy6CqUxVZb+0x0UVZJkiRJkjRk7GCWpMGxCWV0MfBQbvs3UhZlvQK4krooa0R8IyJa+fD3B94SEVcAzwE+ULcfBmxTF1/dHzigbv8yML1u/xILFmWVJEmSJElDZtyL/EmSmi0zvwd8b8S2URdlpYxCnlv3uRrYdpTXm9CirJIkSZIkafg4glmShtNU4OxeF0KSJEmSJPU3RzBL0hCqo50lSZIkSZKWiiOYJUmSJEmSJEkdsYNZkiRJkiRJktQRO5glSZIkSZIkSR2xg1mSJEmSJEmS1BE7mCVJkiRJkvT/2bv/ILvLOsH374aGnoxCsrkklWYxqQksH+Ltksw0OqiI7MqMRaHIlAJlMvyYURwKHaTqcte710RHC611nGIWKFCKH9VTN/xycHVZCVNe2FkSuaOjZ8ZYSW4+WtxsJ4FQpODmZsCkJT/uH98neHI8IX2+ne7Tffr9qkrZ38/5fJ7zPFUzR+tznvM8klSLDWZJkiRJkiRJUi02mCVJkiRJkiRJtdhgliRJkiRJkiTVYoNZkiRJkiRJklSLDWZJkiRJkiRJUi02mCVJkiRJkiRJtdhgliRJkiRJkiTVYoNZkiRJkiRJklSLDWZJkiRJkiRJUi393Z6AJEmSJEnSZImITwKfaQr9DvB/AN8FbgPmAI9m5qo2tYuBNcBCIIGVmflqRMwDHgSWAruAKzPzxYg4GbgfOA/YC6zIzC2TtjhJmgbcwSxJkiRJknpWZt6XmcszczmwEngJ+BrwAPARYBnwzoi4pE353cDdmXkO8BNgdYnfCqzPzGXAvcDtJX4T8FqJ3wyMTM6qJGn6cAezJEmSJEmaLb4B/O9UO49/kZlbASJiDXAF8OThxIg4CbgQuLyERoBngM8Bl5bXAB4G7ir5lwJfAMjMdRGxICIWZ+a28U5w48aNHS2of848RreNHhEbnHuA7Vt3dzTOdNFoNLo9hePK9UxfvbQW6O56bDBLkiRJkqSeFxEXA3My828j4uPAzqaXdwJntJScBuzJzP1tck4/XJ+Z+yNiD7CgOd5SM+4G89DQEAMDA+NNZ8Pm51iyeMkRscFFC1k4/8xxjzFdNBoNhoeHuz2N48b1TF+9tBY49nrGxsY6/vKqEx6RIUmSJEmSZoM/ozpzGap+yKGm1/qAgy35rTk05fS1xA/Xj2dcSeopNpglSZIkSVJPK5fvvR94vIR2AINNKYuAF1rKXgLmRsSJ5XmwKef5UkNE9AOnAC+Pc1xJ6ik2mCVJkiRJUq97B/DzzHytPP8IiIg4qzSQV9B0/jJAZr4OrAeuKqFrmnLWlmfK6+tL/hvxiLgA2NfJ+cuSNBPZYJYkSZIkSb1uKdXuYgAycx9wHfBtYDOwBXgMICLui4jLSuqNwKciYjPwPmBVia8Gzo+ITSXn0yV+JzBQ4ncAV0/imiRpWvCSP0mSJEmS1NMy81vAt1piTwPntklfCxwoOaPARW3GewW4rE18H3DtxGcsSTOHO5glSZIkSZJ+rR94qtuTkKSZwh3MkiRJkiRJRdntLEkaJ3cwS5IkSZIkSZJqscEsSZIkSZIkSarFBrMkSZIkSZIkqRYbzJIkSZIkSZKkWmwwS5IkSZIkSZJqscEsSZIkSZIkSaqlv9sTkCRJknpRRPwx8B/K45OZeUtELAfuA04F1gE3ZOb+lrp5wIPAUmAXcGVmvhgRJwP3A+cBe4EVmbklIvqArwMfAg4C12fms5O/QkmSJMkdzJIkSdJxFxG/DdwBvB84F3hfRFwMrAE+k5lnA33A9W3KbwXWZ+Yy4F7g9hK/CXitxG8GRkr8o8Ay4O3A5cBIRLiRRJIkSVPC/+EpSZIkHX8nUm3meAvwGnAS8DowJzN/WHJGgC8B32ipvRS4sPz9MHBXRJxU4l8AyMx1EbEgIhaX+COZeRD4eURsA95DtUP6mDZu3NjRwvrnzGN02+gRscG5B9i+dXdH40ymRqPR7Sm8Kec3Mc5vYqb7/CRJM48NZkmSJOk4y8x/iYjVwBbgl8AzwK+AnU1pO4Ez2pSffjgvM/dHxB5gQXO8pf5o8XEZGhpiYGBgvOls2PwcSxYvOSI2uGghC+efOe4xJlOj0WB4eLjb0zgq5zcxzm9ipmp+Y2NjHX95JUmauTwiQ5IkSTrOIuIdwJ8CS6gawAeAPwQONaX1UZ2Z3KqvzfNBqv/t3q7+aHFJkiRp0tlgliRJko6/DwJPZ+ZLmTlGdRzGRcBgU84i4IU2tc+X1yhnKZ8CvAzsOEr90eKSJEnSpLPBLEmSJB1/G4CLI+ItEdEHfJjqmIx9EfHeknM18GSb2rXANeXvq6gu/Hu9OR4RFwD7MnNbia+MiBMj4izgbODHk7QuSZIk6QiewSxJkiQdZ5n5/Yj4XaBBdbnfPwL/EfgOcG9EnAr8E3AHQER8GXghM78JrAZGImITsBtYWYa9E7inxMeoGtQAjwG/D/ysPH8iM/dO8hIlSZIkwAazJEmSNCky82vA11rCG4B3tUn/LvDuUvcKcFmb8fYB17aJHwJuKf8kSZKkKeURGZIkSVL3DQIPdXsSkiRJUqfcwSxJkiR1WWY+0e05SJIkSXW4g1mSJEmSJEmSVIsNZkmSJEmSJElSLR6RIUk9IiI+DHwReAvw/cz8bERcDNwGzAEezcxVbeoWA2uAhUACKzPz1YiYBzwILAV2AVdm5osRcTJwP3AesBdYkZlbJn+FkiRJkiRpunEHsyT1gIhYCnwTuBx4B/B7EXEJ8ADwEWAZ8M4Sa3U3cHdmngP8BFhd4rcC6zNzGXAvcHuJ3wS8VuI3AyOTsihJkiRJkjTt2WCWpN7wR1Q7lHdk5uvAVcAvgV9k5tbM3E+1S/mK5qKIOAm4EHishEaaci6l2sEM8DBwScl/I56Z64AFZRe0JEmSJEmaZTwiQ5J6w1nAryLicWAx8D1gE7CzKWcncEZL3WnAntKAbs05/XB9Zu6PiD3AguZ4S8228U5248aN400FoH/OPEa3jR4RG5x7gO1bd3c0zkzRaDS6PYUpM5vWCrNrvbNprZIkSdJsZoNZknpDP9VO5IuAV4HHqc5HPtSU0wccbKk7oSWHppy+lvjh+taaduO+qaGhIQYGBsadv2HzcyxZvOSI2OCihSycf2YnbzsjNBoNhoeHuz2NKTGb1gqza73dWOvY2FjHX15JkiRJmjiPyJCk3vAi8FRm7srMvcB3gIuBwaacRcALLXUvAXMj4sTyPNiU83ypISL6gVOAl4Ed4xhXkiRJkiTNAjaYJak3fA/4YETMK83iS6jOVY6IOKvEVgBPNheV85rXU53ZDHBNU87a8kx5fX3JfyMeERcA+zJz3MdjSJIkSZKk3mGDWZJ6QGb+CPhL4AfAZmAU+AZwHfDtEttCucwvIu6LiMtK+Y3ApyJiM/A+YFWJrwbOj4hNJefTJX4nMFDidwBXT+riJEmSJEnStOUZzJLUIzLzAeCBlvDTwLlt0tcCB0rdKNXZza3jvQJc1ia+D7h2gtOVJEmSJEk9wB3MkjQ79QNPdXsSkiRJkiRpZnMHsyTNQpn5rW7PQZIkSZIkzXzuYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVIt/RMpjog/Bv5DeXwyM2+JiOXAfcCpwDrghszc31I3D3gQWArsAq7MzBcj4mTgfuA8YC+wIjO3REQf8HXgQ8BB4PrMfHYic5ckSZIkSZIkTUztHcwR8dvAHcD7gXOB90XExcAa4DOZeTbQB1zfpvxWYH1mLgPuBW4v8ZuA10r8ZmCkxD8KLAPeDlwOjETEhJrjkiRJkiRJkqSJmcgRGSeW+rcAJ5V/rwNzMvOHJWcEuKJN7aVUO5gBHgYuiYiTmuOZuQ5YEBGLS/yRzDyYmT8HtgHvmcDcJUmSJEmSJEkTVHsXcGb+S0SsBrYAvwSeAX4F7GxK2wmc0ab89MN5mbk/IvYAC5rjLfVHi4/bxo0bx53bP2ceo9tGj4gNzj3A9q27O3nLrmg0Gt2eQsec89SYiXOGmTtvSZIkSZKk2aB2gzki3gH8KbAE+P+ojsb4Q+BQufswuwAAIABJREFUU1of1ZnJrfraPB+k2hHdrv5o8XEbGhpiYGBgXLkbNj/HksVLjogNLlrIwvlndvKWU67RaDA8PNztaXTEOU+NmThnmP7zHhsb6+jLK0mSJEndEREfBr5I9Svs72fmZ8sxn7cBc4BHM3NVm7rFVP2OhUACKzPz1U7vlpr8FUpS90zkiIwPAk9n5kuZOUZ1HMZFwGBTziLghTa1z5fXKGcpnwK8DOw4Sv3R4pIkSZIkSUcVEUuBb1Ld6fQO4Pci4hLgAeAjVHc+vbPEWt0N3J2Z5wA/AVaXeKd3S0lSz5rIRXkbgL+MiLdQHZHxYapjMj4WEe/NzGeBq4En29SuBa4BvgpcRfWh/HpEHI7/ICIuAPZl5rYS/9OIeBj4HeBs4McTmLskSZIkSZod/ohqh/IOgIi4Cvg3wC8yc2uJraG6Q+qNHka5K+pCqsY0VM3iZ4DPUd0VdWGJPwzc1XS31BegulsqIhZExOLM3DbeyXb6K8mZfMxnO712TKLrmb56aS3Q3fVM5Azm70fE7wINqsv9/hH4j8B3gHsj4lTgn4A7ACLiy8ALmflNqm/8RiJiE7AbWFmGvRO4p8THqBrUAI8Bvw/8rDx/IjP31p27JEmSJEmaNc4CfhURjwOLge8Bmzj2XU+nAXsyc3+bnE7vlhp3g7mTIz5h5h7z2c50PyaxU65n+uqltcCx1zPZR3xOZAczmfk14Gst4Q3Au9qkfxd4d6l7BbiszXj7gGvbxA8Bt5R/kiRJkiRJ49VPtdv4IuBV4HGq85GPdddT631QNOV0ereUJPWsiZzB3KlB4KEpfD9JkiRJkqQXgacyc1f5NfR3gIs59l1PLwFzI+LE8jzYlNPp3VKS1LOmrMGcmU9k5v87Ve8nSZIkSZJEdSTGByNiXmkWX0J1FGdExFkltoKWO6Qy83VgPdXdUVDdGXU45/AdUtB0t1RzvPluqUlbmSRNA1O5g1mSJEmSJGlKZeaPgL8EfgBsBkaBbwDXAd8usS1UTWci4r6IOHys543ApyJiM/A+YFWJrwbOL3dI3Qh8usTvBAZK/A5+fbeUJPWsCZ3BLEmSJEmSNN1l5gPAAy3hp4Fz26SvBQ6UulGqs5tbx+vobilJ6mXuYJYkSZIkSfq1fuCpbk9CkmYKdzBLkiRJkiQVmfmtbs9BkmYSdzBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSplv5uT0CSdHxExN8DC4HXS+jPgDOBVcBJwH/KzLva1C0H7gNOBdYBN2Tm/ohYDKwpYyawMjNfjYh5wIPAUmAXcGVmvjipi5MkSZIkSdOSO5glqQdERB9wNnBuZi7PzOXADuArwAXAcuBTEfH2NuVrgM9k5tlAH3B9id8N3J2Z5wA/AVaX+K3A+sxcBtwL3D5Jy5IkSZIkSdOcO5glqTdE+c/vR8T/RNX4/Rfgv2XmKwAR8RjwMeDLbxRFLAHmZOYPS2gE+FJE3AdcCFzeFH8G+BxwaXkN4GHgrog4KTMP75w+po0bN3a0uP458xjdNnpEbHDuAbZv3d3RODNFo9Ho9hSmzGxaK8yu9c6mtUqSJEmzmQ1mSeoN/wp4GvhzquMw/jvwKLCzKWcn8K6WutPb5JwBnAbsycz9LfEjaspRGnuABcAL453s0NAQAwMD401nw+bnWLJ4yRGxwUULWTj/zHGPMVM0Gg2Gh4e7PY0pMZvWCrNrvd1Y69jYWMdfXkmSJEmaOBvMktQDMvMfgH84/BwR9wO3UR1ncVgfcLCl9ATgUJuc1jhNtX0t8XbjSpIkSZKkWcAzmCWpB0TEBRHxgaZQH/A/gMGm2CJ+c5fxjqPkvATMjYgTS3ywqfb5kkdE9AOnAC9PfBWSJEmSJGmmscEsSb1hHvD1iPitiDgFuBb4Y+ADEbEgIn4b+Cjwd81FmTkK7IuI95bQ1cCT5Tzl9cBVJX4N8GT5e215pry+vpPzlyVJkiRJUu+wwSxJPSAzvwc8Afwz0AAeyMxngc8Dfw/8FHgoM/8RICLWRsR5pXwl8NcRsQV4K3BHid8IfCoiNgPvA1aV+Grg/IjYVHI+PdnrkyRJkiRJ05NnMEtSj8jM1VTN3+bYQ8BDbdKfAvaWnA385uV/h3c3X9Qm/gpw2cRnLEmSJEmSZjp3MEvS7PQSsLnbk5AkSZIkSTObO5glaRbKzDXdnoMkSZIkSZr53MEsSZIkSZIkSarFBrMkSZIkSZIkqRYbzJIkSZIkSZKkWmwwS5IkSZIkSZJqscEsSZIkSZIkSarFBrMkSZIkSZIkqZb+bk9AkiRJ6kUR8WHgi8BbgO9n5mcj4mLgNmAO8GhmrmpTtxhYAywEEliZma9GxDzgQWApsAu4MjNfjIiTgfuB84C9wIrM3DL5K5SkmSMi/p7qc/X1Evoz4ExgFXAS8J8y8642dcuB+4BTgXXADZm5v9PP6kldnCR1mTuYJUmSpOMsIpYC3wQuB94B/F5EXAI8AHwEWAa8s8Ra3Q3cnZnnAD8BVpf4rcD6zFwG3AvcXuI3Aa+V+M3AyKQsSpJmqIjoA84Gzs3M5Zm5HNgBfAW4AFgOfCoi3t6mfA3wmcw8G+gDri/xTj+rJaln2WCWJEmSjr8/otqhvCMzXweuAn4J/CIzt2bmfqqmxRXNRRFxEnAh8FgJjTTlXEq1Kw7gYeCSkv9GPDPXAQvKzjpJUiXKf34/IjZExGeAi4H/lpmvZOZrVJ+7HzuiKGIJMCczf1hCI8AVNT+rJalneUSGJEmSdPydBfwqIh4HFgPfAzYBO5tydgJntNSdBuwpDejWnNMP15efZ+8BFjTHW2q2jWeiGzduHOeSKv1z5jG6bfSI2ODcA2zfurujcSZTo9Ho9hTelPObGOc3MdN9fpPkXwFPA39OdRzGfwce5Tc/O9/VUne0z9c6n9UvjHeyvfi53Ile+79R1zN99dJaoLvrscEsSZIkHX/9VLvbLgJeBR6nOh/5UFNOH3Cwpe6Elhyacvpa4ofrW2vajXtUQ0NDDAwMjDedDZufY8niJUfEBhctZOH8M8c9xmRqNBoMDw93expH5fwmxvlNzFTNb2xsrOMm6WTKzH8A/uHwc0TcT3Ue/q1NaeP5TD7a5y4c+7N63Hrtc7kT0/3/hzrleqavXloLHHs9k/257BEZkiRJ0vH3IvBUZu7KzL3Ad6h+jj3YlLOI39zR9hIwNyJOLM+DTTnPlxoioh84BXiZ6hzRY40rSbNWRFwQER9oCvUB/4Njf3Ye7fO1zme1JPUsG8ySJEnS8fc94IMRMa80IC6hOqszIuKsElsBPNlcVM5rXk91ZjPANU05a8sz5fX1Jf+NeERcAOzLzHEdjyFJs8Q84OsR8VsRcQpwLfDHwAciYkFE/DbwUeDvmosycxTYFxHvLaGrgSdrflZLUs+ywSxJkiQdZ5n5I+AvgR8Am4FR4BvAdcC3S2wL5YKoiLgvIi4r5TcCn4qIzcD7gFUlvho4PyI2lZxPl/idwECJ30HVAJEkFZn5PeAJ4J+BBvBAZj4LfB74e+CnwEOZ+Y8AEbE2Is4r5SuBv46ILcBbqT5nofPPaknqWZ7BLEmSJE2CzHwAeKAl/DRwbpv0tcCBUjdKdXZz63ivAJe1ie+j2o0nSTqKzFxN1fxtjj0EPNQm/Smqc/PJzA385uV/HX9WS1IvcwezJEmS1H39VA0NSVL3vUT1SxNJ0ji4g1mSJEnqssz8VrfnIEmqZOaabs9BkmYSdzBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmrpn0hxRHwY+CLwFuD7mfnZiLgYuA2YAzyamava1C0G1gALgQRWZuarETEPeBBYCuwCrszMFyPiZOB+4DxgL7AiM7dMZO6SJEmSJEmSpImpvYM5IpYC3wQuB94B/F5EXAI8AHwEWAa8s8Ra3Q3cnZnnAD8BVpf4rcD6zFwG3AvcXuI3Aa+V+M3ASN15S5IkSZIkSZKOj4kckfFHVDuUd2Tm68BVwC+BX2Tm1szcT7VL+Yrmoog4CbgQeKyERppyLqXawQzwMHBJyX8jnpnrgAVlF7QkSZIkSZIkqUsmckTGWcCvIuJxYDHwPWATsLMpZydwRkvdacCe0oBuzTn9cH1m7o+IPcCC5nhLzbbxTnbjxo3jTaV/zjxGt40eERuce4DtW3ePe4xuaTQa3Z5Cx5zz1JiJc4aZO29JkiRJkqTZYCIN5n6qncgXAa8Cj1Odj3yoKacPONhSd0JLDk05fS3xw/WtNe3GfVNDQ0MMDAyMK3fD5udYsnjJEbHBRQtZOP/MTt5yyjUaDYaHh7s9jY4456kxE+cM03/eY2NjHX15JUmSJEmS1GsmckTGi8BTmbkrM/cC3wEuBgabchYBL7TUvQTMjYgTy/NgU87zpYaI6AdOAV4GdoxjXEmSJEmSJEnSFJpIg/l7wAcjYl5pFl9Cda5yRMRZJbYCeLK5qJzXvJ7qzGaAa5py1pZnyuvrS/4b8Yi4ANiXmeM+HkOSJEmSJEmSdPzVbjBn5o+AvwR+AGwGRoFvANcB3y6xLZTL/CLivoi4rJTfCHwqIjYD7wNWlfhq4PyI2FRyPl3idwIDJX4HcHXdeUuSJEmSJEmSjo+JnMFMZj4APNASfho4t036WuBAqRulOru5dbxXgMvaxPcB105krpIkSZIkSZKk42siR2R0qh94agrfT5IkSZIkSZI0iSa0g7kTmfmtqXovSZIkSZIkSdLkm8odzJIkSZIkSZKkHmKDWZIkSZIkSZJUiw1mSZIkSZIkSVItU3YGsyRpakTEXwGnZeZ1EbEcuA84FVgH3JCZ+1vy5wEPAkuBXcCVmfliRJwM3A+cB+wFVmTmlojoA74OfAg4CFyfmc9O0fIkSZIkSdI04g5mSeohEfEB4Nqm0BrgM5l5NtAHXN+m7FZgfWYuA+4Fbi/xm4DXSvxmYKTEPwosA94OXA6MRIRfWEqSJEmSNAvZYJakHhER84GvAF8tz0uAOZn5w5IyAlzRpvRSqh3MAA8Dl0TESc3xzFwHLIiIxSX+SGYezMyfA9uA90zKoiRJkiRJ0rTmjjNJ6h33AJ8H3laeTwd2Nr2+EzijTd0beZm5PyL2AAvepH684x7Vxo0bO0mnf848RreNHhEbnHuA7Vt3dzTOTNFoNLo9hSkzm9YKs2u9s2mtkiRJ0mxmg1mSekBEfBLYnplPR8R1JXwCcKgprY/qzORWfW2eD75J/XjHPaqhoSEGBgbGnb9h83MsWbzkiNjgooUsnH9mJ287IzQaDYaHh7s9jSkxm9YKs2u93Vjr2NhYx19eSZIkSZo4G8yS1BuuAgYj4qfAfOCtVE3gwaacRcALbWqfL6/tKGcpnwK8DOwo9c+11B+OH2tcSZIkSZLU4zyDWZJ6QGb+QWYOZeZy4AvA45n5J8C+iHhvSbsaeLJN+VrgmvL3VVQX/r3eHI+IC4B9mbmtxFdGxIkRcRZwNvDjyVqbJEmSJEmavtzBLEm9bSVwb0ScCvwTcAdARHwZeCEzvwmsBkYiYhOwu9QA3AncU+JjVA1qgMeA3wd+Vp4/kZl7p2IxkiRJkiRperHBLEk9JjNHgJHy9wbgXW3Svgu8u+S8AlzWZpx9wLVt4oeAW8o/SZIkSZI0i3lEhiTNToPAQ92ehCRJkiRJmtncwSxJs1BmPtHtOUiSJEmSpJnPHcySJEmSJEmSpFpsMEuSJEmSJEmSarHBLEmSJEmSJEmqxTOYJUmSJEnSrBARfwWclpnXRcRy4D7gVGAdcENm7m/Jnwc8CCwFdgFXZuaLEXEycD9wHrAXWJGZWyKiD/g68CHgIHB9Zj47RcuTpK5wB7MkSZIkSep5EfEB4Nqm0BrgM5l5NtAHXN+m7FZgfWYuA+4Fbi/xm4DXSvxmYKTEPwosA94OXA6MRISb+yT1NBvMkiRJkiSpp0XEfOArwFfL8xJgTmb+sKSMAFe0Kb2UagczwMPAJRFxUnM8M9cBCyJicYk/kpkHM/PnwDbgPZOyKEmaJvwWTZIkSZIk9bp7gM8DbyvPpwM7m17fCZzRpu6NvMzcHxF7gAVvUj/ecY9q48aNnaTTP2ceo9tGj4gNzj3A9q27Oxpnumg0Gt2ewnHleqavXloLdHc9NpglSZIkSVLPiohPAtsz8+mIuK6ETwAONaX1UZ2Z3KqvzfPBN6kf77hHNTQ0xMDAwLjzN2x+jiWLlxwRG1y0kIXzz+zkbaeFRqPB8PBwt6dx3Lie6auX1gLHXs/Y2FjHX151wgazJEmSJEnqZVcBgxHxU2A+8FaqJvBgU84i4IU2tc+X13aUs5RPAV4GdpT651rqD8ePNa4k9QzPYJYkSZIkST0rM/8gM4cycznwBeDxzPwTYF9EvLekXQ082aZ8LXBN+fsqqgv/Xm+OR8QFwL7M3FbiKyPixIg4Czgb+PFkrU2SpgN3MEuSJEmSpNloJXBvRJwK/BNwB0BEfBl4ITO/CawGRiJiE7C71ADcCdxT4mNUDWqAx4DfB35Wnj+RmXunYjGS1C02mCVJkiRJ0qyQmSPASPl7A/CuNmnfBd5dcl4BLmszzj7g2jbxQ8At5Z8kzQoekSFJkiRJkvRrg8BD3Z6EJM0U7mCWJEmSJEkqMvOJbs9BkmYSdzBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRabDBLkiRJkiRJkmqxwSxJkiRJkiRJqsUGsyRJkiRJkiSpFhvMkiRJkiRJkqRa+rs9AUmSJKlXRcRfAadl5nURsRy4DzgVWAfckJn7W/LnAQ8CS4FdwJWZ+WJEnAzcD5wH7AVWZOaWiOgDvg58CDgIXJ+Zz07R8iRJkiR3MEuSJEmTISI+AFzbFFoDfCYzzwb6gOvblN0KrM/MZcC9wO0lfhPwWonfDIyU+EeBZcDbgcuBkYhwE4kkSZKmjP/jU5IkSTrOImI+8BXgq8C5EbEEmJOZPywpI8CXgG+0lF4KXFj+fhi4KyJOKvEvAGTmuohYEBGLS/yRzDwI/DwitgHvodohPS4bN27saG39c+Yxum30iNjg3ANs37q7o3EmU6PR6PYU3pTzmxjnNzHTfX6SpJnHBrMkSZJ0/N0DfB54W3k+HdjZ9PpO4Iw2dW/kZeb+iNgDLHiT+vGOe1RDQ0MMDAyMO3/D5udYsnjJEbHBRQtZOP/MTt520jQaDYaHh7s9jaNyfhPj/CZmquY3NjbW8ZdXkqSZyyMyJEmSpOMoIj4JbM/Mp5vCJwCHmp77qM5MbtXX5vngm9SPd1xJkiRpUriDWZIkSTq+rgIGI+KnwHzgrVRN4MGmnEXAC21qny+v7ShnKZ8CvAzsKPXPtdQfjh9rXEmSJGlS2GCWpB4REV8GPkbVxLg/M2+LiIuB24A5wKOZuapN3WKqi6cWAgmszMxXI2Ie8CCwFNgFXJmZL0bEycD9wHnAXmBFZm6Z/BVK0syQmX9w+O+IuA64KDP/JCI2RsR7M/NZ4GrgyTbla4FrqM5uvorqwr/XI+Jw/AcRcQGwLzO3lfifRsTDwO8AZwM/nsz1SZIkSc08IkOSekBEvB/4d8A7qBq/fx4R5wIPAB8BlgHvjIhL2pTfDdydmecAPwFWl/itVI2NZcC9wO0lfhPwWonfTHVRlSTp2FYCfx0RW6h2Nd8B1ReEEXFDyVkNnB8Rm4AbgU+X+J3AQInfQdWgBngM2AT8DPgvwCcyc+9ULEaSJEkCdzBLUk/IzGci4t+WC6H+NdXn+zzgF5m5FSAi1gBX0LRjLiJOAi4ELi+hEeAZ4HPApeU1gIeBu0r+pcAXyvuui4gFEbE4M7dN8jIlacbJzBHKF3GZuQF4V5u07wLvLjmvAJe1GWcfcG2b+CHglvJPkiRJmnI2mCWpR5SfUH+Jqsnwt8DpwM6mlJ3AGS1lpwF7MnN/m5w36kvjeg+w4E3GHXeDudNbxfvnzGN02+gRscG5B9i+dXdH48wUjUaj21OYMrNprTC71jub1nocDAIPdXsSkiRJUh02mCWph2TmFyPia8B/pTqH81DTy33AwZaSE1pyaMrpa4kfrm+taTfumxoaGmJgYGDc+Rs2P8eSxUuOiA0uWsjC+Wd28rYzQqPRYHh4uNvTmBKzaa0wu9bbjbWOjY11/OXVdJGZT3R7DpIkSVJdnsEsST0gIs6JiOUAmflL4D8DF1HtijtsEfBCS+lLwNyIOLE8DzblPF9qiIh+4BTgZWDHOMaVJEmSJEmzgA1mSeoNS4F7I2IgIk6mutjvHiAi4qzSQF5B0/nLUB2rAawHriqha5py1pZnyuvrS/4b8Yi4ANjn+cuSJEmSJM1ONpglqQdk5lrgCeCfgQbwf2XmI8B1wLeBzcAW4DGAiLgvIg5fInUj8KmI2Ay8D1hV4quB8yNiU8n5dInfCQyU+B3A1ZO7OkmSJEmSNF15BrMk9YjM/AvgL1piTwPntklfCxwoOaNUx2m0jvcKcFmb+D7g2onOV5IkSZIkzXzuYJak2akfeKrbk5AkSZIkSTPbhHcwR8RfAadl5nXlgqn7gFOBdcANmbm/JX8e8CDVeaG7gCsz88VyZuj9wHnAXmBFZm6JiD7g68CHgIPA9Zn57ETnLUmzWWZ+q9tzkCRJkiRJM9+EGswR8QGqn0k/UUJrgE9m5g8j4n7geuAbLWW3Ul0UdWlEXA3cTnV51E3Aa5m5LCIuBEaA84GPAsuAtwNnAU9ExLLWxrUkSZIkSVI7EfFl4GPAIeD+zLwtIi4GbgPmAI9m5qo2dYupeh0LgQRWZuarnW6em/wVSlL31G4wR8R84CvAV4FzI2IJMCczf1hSRoAv8ZsN5kuBC8vfDwN3RcRJJf4FgMxcFxELygf5pcAjmXkQ+HlEbAPeQ7VDetw2btw47tz+OfMY3TZ6RGxw7gG2b93dyVt2RaPR6PYUOuacp8ZMnDPM3HlLkiRJmh4i4v3AvwPeAZwEbI6Ip4EHgPcD26k2s12SmU+2lN8N3J2Zj0TEaqqLsD9H55vnJKlnTWQH8z3A54G3lefTgZ1Nr+8EzmhT90ZeZu6PiD3AgjepH++4b2poaIiBgYFx5W7Y/BxLFi85Ija4aCEL55/Z6dtOqUajwfDwcLen0RHnPDVm4pxh+s97bGysoy+vJEmSJE29zHwmIv5t6UH8a6peyDzgF5m5FSAi1gBXAG80mMtmuAuBy0toBHiGqsHc0ea5zNw2ycuUpK6p1WCOiE8C2zPz6Yi4roRPoPqpyWF9VGcmt+pr83zwTerHO64kSZIkSdJvyMzXI+JLwC3A3zK+zWynAXuajuhszul089y4G8ydbmKZyb/CbqfXfsXqeqavXloLdHc9dXcwXwUMRsRPgfnAW6mawINNOYuAF9rUPl9e2xER/cApwMvAjlL/XEv94fixxpUkSZIkSWorM78YEV8D/itwNsfezNa64Y2mnE43z41bJ7/Ahpn7K+x2pvuvWDvleqavXloLHHs9k/0L7BPqFGXmH2TmUGYup/rpx+OZ+SfAvoh4b0m7mqafljRZC1xT/r6K6syi15vjEXEBsK/8hGQtsDIiToyIs6j+S+DHdeYtSZIkSZJml4g4JyKWA2TmL4H/DFzEsTezvQTMjYgTy/NgU87hzXMcZfPcm40rST2lVoP5TawE/joitlDtar4DqttaI+KGkrMaOD8iNgE3Ap8u8TuBgRK/g6pBDfAYsAn4GfBfgE9k5t7jPG9JkiRJktSblgL3RsRARJwMfITqXqmIiLNKA3kFLZvkyma49VSb46DaFHc4p9PNc5LUsyZyyR8AmTlCddA9mbkBeFebtO8C7y45rwCXtRlnH3Btm/ghqjOSbpnoXCVJkiRJ0uySmWsj4l3APwMHgG9n5iMRsQv4NvBbVI3hxwAi4j6qX2o/TrUx7m8iYhXVOcofL8OuBkbKJrndVBvuoNo8d0+Jj/HrzXOS1LMm3GAep0HgoSl6L0mSJEmSpDdk5l8Af9ESexo4t036WqpGNJk5SnWcRut4HW2ek6ReNiUN5sx8YireR5IkSZIkaYL6AfsYkjROU7WDWZIkSZIkadrLzG91ew6SNJMc70v+JEmSJEmSJEmzhA1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZLu5c9/AAAgAElEQVQk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVItNpglSZIkSZIkSbXYYJYkSZIkSZIk1WKDWZIkSZIkSZJUiw1mSZIkSZIkSVIt/d2egCTp+IiILwJXlscnMvPfR8TFwG3AHODRzFzVpm4xsAZYCCSwMjNfjYh5wIPAUmAXcGVmvhgRJwP3A+cBe4EVmbllkpcnSZIkSZKmIXcwS1IPKI3kPwR+F1gODEfEx4EHgI8Ay4B3RsQlbcrvBu7OzHOAnwCrS/xWYH1mLgPuBW4v8ZuA10r8ZmBkUhYlSZIkSZKmPXcwS1Jv2An8L5n5K4CI+L+Bs4FfZObWElsDXAE8ebgoIk4CLgQuL6ER4Bngc8Cl5TWAh4G7Sv6lwBcAMnNdRCyIiMWZuW28k924cWNHi+ufM4/RbaNHxAbnHmD71t0djTNTNBqNbk9hysymtcLsWu9sWqskSZI0m9lglqQekJmbDv8dEf+G6qiMO6kaz4ftBM5oKT0N2JOZ+9vknH64PjP3R8QeYEFzvKVm3A3moaEhBgYGxpvOhs3PsWTxkiNig4sWsnD+meMeY6ZoNBoMDw93expTYjatFWbXerux1rGxsY6/vJIkSZI0cR6RIUk9JCL+Z+D/BP5X4P8BDjW93AccbCk5oSWHppy+lvjh+taaduNKkiRJkqRZwAazJPWIiHgv8DTwv2Xm3wA7gMGmlEXACy1lLwFzI+LE8jzYlPN8qSEi+oFTgJfHOa4kSZIkSZoFbDBLUg+IiLcB3wVWZOYjJfyj6qU4qzSQV9B0/jJAZr4OrAeuKqFrmnLWlmfK6+tL/hvxiLgA2NfJ+cuSJEmSJKl3eAazJPWGW4DfAm6LiMOxbwLXAd8ur60FHgOIiPuAxzPzceBG4G8iYhXVOcofL/WrgZGI2ATsBlaW+J3APSU+Blw9qSuTJEmSJigivkh1TwnAE5n57yPiYuA2YA7waGaualO3GFgDLAQSWJmZr0bEPOBBYCmwC7gyM1+MiJOB+4HzgL1UG0C2TPLyJKmrbDBLUg/IzM8Cnz3Ky+e2ia0FDpTaUeCiNmO+AlzWJr4PuLbuXCVJkqSpVBrJfwj8LtVdIn8XER8Hvga8H9j+/7N353FyVOX+xz8hG2ERZY8CQUQf0PwECW5XRVBEEQREZAmyioCogAKKCooKXu9FEGQRZDEssgmoKDuILF4FjQoG5AuyL2HfIZmsvz/OaVIZppOZycxUVdf3/XrxIn26quc5XdVPnzp96hzg0ojYVNLl3XY/EThR0nkRcShpEMY3gMNJd/htFhE7AceS7vrbF3hZ0toRsQEwCXjfoFfSzKxE7mA2M2umEcClZQdhZmZmZjYEpgIHSJoBEBH/Bt4G3C3pvlx2NvBZClPKRcRIYANgq1w0Cbie1MG8WX4O4FzghLz9ZsB3ACTdEBErRMRqfZlSbsqUKX2q3Igxr+eBBx+Yr2zsMrN56L7n+vQ6VTF58uSyQxhQrk91dVJdoNz6uIPZzKyBJF1QdgxmZmZmZkNB0u2tf0fEW0lTZRxH6nhumQqs0m3X5YEXJM3qYZs3tvaXNCsiXgBWKJZ326fXHczjx49n9OjRvd2cW++4h3GrjZuvbOzKK7Lism/p9WtUxeTJk5kwYULZYQwY16e6OqkusPD6dHV19fnHq77wIn9mZmZmZmZm1vEi4h3A1cBBwL2k6TJahgFzuu2yWLdtKGwzrFt5a//u+/T0umZmHcUdzGZmZmZmZmbW0SLiA8C1wMGSzgAeBsYWNlkZeLTbbk8Ay0TE8Px4bGGbR/I+RMQIYGng6V6+rplZR3EHs5mZmZmZmZl1rIhYFfgNMFHSebn45vRUrJk7kCdSmH8ZQNJM4EbS4n0AOxe2uSw/Jj9/Y97+1fKI+CAwvS/zL5uZ1ZHnYDYzMzMzMzOzTnYgsDhwdES0yk4CdgUuys9dBlwIEBGnApdIugTYBzgjIg4hzaO8Q97/UGBSRNwOPAfsmMuPA07O5V3AToNaMzOzCnAHs5mZmZmZmZl1LEn7Afu1eXqdHsouA2bnfR8ANuzhNZ8BtuihfDqwS39jNTOrI0+RYWZmZmZmZmY2zwjgmrKDMDOrC49gNjMzMzMzMzPLJF1QdgxmZnXiEcxmZmZmZmZmZmZm1i/uYDYzMzMzMzMzMzOzfnEHs5mZmZmZmZmZmZn1izuYzczMzMzMzMzMzKxf3MFsZmZmZmZmZmZmZv3iDmYzMzMzMzMzMzMz65cRZQdgZmZmZtZpIuK7wLb54aWSvh4RGwNHA2OA8yUd0sN+qwFnAysCAnaU9FJEvB74JbAG8CSwraTHImIUcBqwPjANmCjpzkGunpmZmZnZqzyC2czMzMxsAOWO5E2AdwHrAhMiYgfgdGBLYG3g3RGxaQ+7nwicKGkt4G/Aobn8cOBGSWsDpwDH5vJ9gZdz+f7ApEGplJmZmZlZG+5gNjMzMzMbWFOBAyTNkDQT+DfwNuBuSfdJmkUapfzZ4k4RMRLYALgwF00qbLMZaQQzwLnApnn7V8sl3QCskEdBm5mZmZkNCU+RYWZmZmY2gCTd3vp3RLyVNFXGcaSO55apwCrddl0eeCF3QHff5o2t/SXNiogXgBWK5d32ebC38U6ZMqW3mwIwYszreeDBB+YrG7vMbB6677k+vc5gmjx5ctkhLJDjWzSOb9FUPT4zM6sfdzCbmZmZmQ2CiHgHcClwEDCLNIq5ZRgwp9suiwFzu5W1thnWrby1f/d9enrdBRo/fjyjR4/u9fa33nEP41YbN1/Z2JVXZMVl39KXPztoJk+ezIQJE8oOoy3Ht2gc36IZqvi6urr6/OOVmZnVl6fIMDMzMzMbYBHxAeBa4GBJZwAPA2MLm6wMPNpttyeAZSJieH48trDNI3kfImIEsDTwdC9f18zMzMxs0LiD2czMzMxsAEXEqsBvgImSzsvFN6enYs3cgTwRuLy4X56v+UZgu1y0c2Gby/Jj8vM35u1fLY+IDwLTJfV6egwzMzMzs0XlKTLMzMzMzAbWgcDiwNER0So7CdgVuCg/dxl5Mb+IOBW4RNIlwD7AGRFxCGke5R3y/ocCkyLiduA5YMdcfhxwci7vAnYa1JqZmZmZmXWzSB3MEfFd0qIlAJdK+npEbAwcDYwBzpd0SA/7rUZaOXtFQMCOkl6KiNeTVsFeA3gS2FbSYxExCjgNWB+YRhoNcueixG5mZvU2a/YcnnjmlfnKxiw+gqWXGFVSRGZmiaT9gP3aPL1OD2WXAbPzvg8AG/bwms8AW/RQPh3Ypb+xmpmZmZktqn5PkZE7kjcB3gWsC0yIiB2A04EtgbWBd0fEpj3sfiJwoqS1gL+RRmQAHE663W9t4BTg2Fy+L/ByLt8fmNTfuM3MrDN0zZzN3/XEfP9Nmz6r7LDMzPpjBHBN2UGYmZmZmfXHoszBPBU4QNKMPP/bv0krY98t6T5Js0ijlD9b3CkiRgIbkG8JJHUWt7bZjDSCGeBcYNO8/avlkm4AVsijoM3MzMzMak3SBZK6yo7DzMzMzKw/+j1FhqTbW/+OiLeSpso4jtTx3DIVWKXbrssDL+QO6O7bvLG1v6RZEfECsEKxvNs+vV7AZMqUKb3dlBFjXs8DDz4wX9nYZWbz0H3P9fo1yjJ58uSyQ+gzxzw06hgz1DduMzMzMzMzM7MmWORF/iLiHcClwEHALNIo5pZhwJxuuywGzO1W1tpmWLfy1v7d9+npdRdo/PjxjB49ulfb3nrHPYxbbdx8ZWNXXpEVl31LX/7kkJs8eTITJkwoO4w+ccxDo44xQ/Xj7urq6tOPV2ZmZmZmZmZmnWZRpsggIj4AXAscLOkM4GFgbGGTlYFHu+32BLBMRAzPj8cWtnkk70NEjACWBp7u5euamZmZmZmZmZmZ2RBalEX+VgV+A0yUdF4uvjk9FWvmDuSJwOXF/fJ8zTcC2+WinQvbXJYfk5+/MW//anlEfBCYLqnX02OYmZmZmZmZmZmZ2cBblCkyDgQWB46OiFbZScCuwEX5ucvIi/lFxKnAJZIuAfYBzoiIQ0jzKO+Q9z8UmBQRtwPPATvm8uOAk3N5F7DTIsRtZmZmZmZmZmZmZgNgURb52w/Yr83T6/RQdhkwO+/7ALBhD6/5DLBFD+XTgV36G6uZmZmZmZmZmZmZDbxFmoO5j0YA1wzh3zMzMzMzMzMzMzOzQbQoU2T0iaQLhupvmZmZmZmZmZmZmdngG8oRzGZmZmZmZmZmZmbWQdzBbGZmZmZmZmZmZmb94g5mMzMzMzMzMzMzM+sXdzCbmZmZmZmZmZmZWb+4g9nMzMzMzMzMzMzM+sUdzGZmZmZmZmZmZmbWL+5gNjMzMzMzMzMzM7N+cQezmZmZmZmZmZmZmfWLO5jNzMzMzMzMzMzMrF/cwWxmZmZmZmZmZmZm/eIOZjMzMzMzMzMzMzPrlxFlB2BmZmZmZmZmZgNn1uw5PPHMK/OVjVl8BEsvMaqkiMysk7mD2cysg0TE64D/AzaXdH9EbAwcDYwBzpd0SA/7rAacDawICNhR0ksR8Xrgl8AawJPAtpIei4hRwGnA+sA0YKKkO4egemZmZmZm1gtdM2dz23+emq9svVjRHcxmNig8RYaZWYeIiPcCNwFvy4/HAKcDWwJrA++OiE172PVE4ERJawF/Aw7N5YcDN0paGzgFODaX7wu8nMv3ByYNSoXMzMzMzMzMrPLcwWxm1jm+AHwJeDQ/fg9wt6T7JM0ijVL+bHGHiBgJbABcmIsmFbbZjDSCGeBcYNO8/avlkm4AVsijoM3MzMzMzMysYTxFhplZh5C0B0BEtIreCEwtbDIVWKXbbssDL+QO6O7bvLq/pFkR8QKwwgJe98HexjplypTebgrAiDGv54EHH5iv7E3LjXxN2dhlZvPQfc/16bWraPLkyWWHMGSaVFdoVn2bVFczMzMzsyZzB7OZWedaDJhbeDwMmLOQbShsM6xbeWv/3rzuAo0fP57Ro0f3evtb77iHcauNm69sqaWWek3Z2JVXZMVl39KXUCpn8uTJTJgwoewwhkST6grNqm8Zde3q6urzj1dmZtYsXq/EzGxweIoMM7PO9TAwtvB4ZeZNn9HyBLBMRAzPj8cWtnkk70NEjACWBp7u5euamZmZmVWG1ysxMxs8HsFsZta5bgYiItYE7gMmkhrRr5I0MyJuBLYDzgF2Bi7PT1+WH/8wP39j3r5VflNEfBCYLqnX02OYmZmZmZWgtV7JWfnxq+uVAEREa72SVlu4uF7JVrloEnA98A3SuiQb5PJzgRMK65V8B9J6JRGxQkSs1pf2ctOnk+u0abZcn+rqpLpAufVxB7OZWYeSND0idgUuAhYndRhfCBARpwKXSLoE2Ac4IyIOIc2jvEN+iUOBSRFxO/AcsGMuPw44OZd3ATsNTY3MzMzMzPqnTuuVNHk6uU6bUsz1qa5OqgssvD6DPZ2cO5jNzDqMpNUL/74WWKeHzS4DZudtHgA27OF1ngG26KF8OrDLwERrZmZmZlaKyq5XYmZWN56D2cysmUYA15QdhJmZmZlZSbxeiZnZAHEHs5lZA0m6QFJX2XGYmZmZmZXk1fVKcgfyRArzL0NarwRorVcCPa9XAoX1SorlXq/EzJrCHcxmZmZmZmZm1ih52rddSeuV3AHcSWG9kohoTRW3D7BnRNwBfAg4JJcfCrwvr0uyD2kBQUjrlYzO5T/F65WYWQN4DmYzMzMzMzMzawSvV2JmNvA8gtnMzMzMzMzMbB6vV2Jm1gcewWxmZmZmZmZmlkm6oOwYzMzqxCOYzczMzMzMzMzMzKxfPILZzMw6xqzZc3jimVfmKxuz+AiWXmJUSRGZmZmZmZmZdTZ3MJuZWcfomjmb2/7z1Hxl68WK7mA2MzMzMzMzGySeIsPMzMzMzMzMzMzM+sUdzGZmZmZmZmZmZmbWL+5gNjMzMzMzMzMzM7N+cQezmZmZmZmZmZmZmfWLO5jNzMzMzMzMzMzMrF/cwWxmZmZmZmZmZmZm/eIOZjMzMzMzMzMzMzPrlxFlB2BmZmZmZvU2a/YcnnjmlfnKxiw+gqWXGFVSRGZmZmY2VNzBbGZmZmZmi6Rr5mxu+89T85WtFyu6g9nMzMysATxFhpmZmZmZmZmZmZn1izuYzczMzMzMzMzMzKxf3MFsZmZmZmZmZmZmZv3iOZjNzMzMzMzMzDqcF2Q1s8HiDmYzMzMzMzMzsw7nBVnNbLB4igwzMzMzMzMzMzMz6xd3MJuZmZmZmZmZmZlZv7iD2czMzMzMzMzMzMz6xR3MZmZmZmZmZmZmZtYv7mA2MzMzMzMzMzMzs35xB7OZmZmZmZmZmZmZ9Ys7mM3MzMzMzMzMzMysX9zBbGZmZmZmZmZmZmb94g5mMzMzMzMzMzMzM+uXEWUHYGZmZmZmZmZmQ2/W7Dk88cwr85WNWXwESy8xqqSIzKyO3MFsZmYdzY1mMzMzM7Oedc2czW3/eWq+svViRbeVzaxP3MFsZmYdzY1mMzMzMzMzs8HjDmYzMzPgxVdmMG36rPnKPNLZzMzMzMzMbMHcwWxmZgZMmz6Lv+uJ+co80tnMzMzMzMxswRYrOwAzMzMzMzMzMzMzqyePYDYzMzMzMzMzM8CLZJtZ37mD2czMzMzMzMzMAC+SbWZ95w5mMzNrnJ5GZXTNnF1SNGZmZmZmZmb15Q5mMzNrnJ5GZcS4N5QUjZmZmZmZmVl9uYPZzMzMzMwGnOfwNDPrHM7pZrYg7mA2MzMzM7MB5zk8zcw6h3O6mS3IYmUHYGZmZmZmZmZmZmb15BHMZmZmZmZmZmbWJ542w8xaatPBHBETgUOAkcAxkk4Yyr/vxGlmNr+y87KZmc1Tl5zsNrWZNUVd8vKi8LQZZtZSiw7miHgTcAQwAegC/i8irpN0x1DF4MRpZjZPFfLyUFjUjpAXX5nBtOmz+r2/mVlv1Cknu01tZk1Qp7w80HpqPy+2GMyZM/92bhObdZZadDADGwN/kPQMQERcCGwDfL8X+w4HmDFjRq//2Nw5s18zOfXsWTNZjNnzlc2aOYOuruG9ft2h0NXVVXYIfeaYh0YdY4Zqx13IK9VKBEOjv3m5zzkZep+XB7rslWnTufeR5+crW2v1ZXnxxYU3mgFmzJrDXQ8+u9D9Fx89giXHjHz1cZXP+4HWpLpCs+o71HV1Tq5vTp7e1cWjj782hu65sS+q/llzfIvG8S2aoYiv4TkZap6XB7r9vMablul1m3r46KV59PHnXlPeva29KN8RQ63qOaGvOqk+nVQXWHB9Bjsv16WD+Y3A1MLjqcB7ernvWIC77rqrT39wuW4/pD3/5HOvKZv68HNMfbhPLzvopkyZUnYIfeaYh0YdY4baxD0WuKfsIIZYf/Nyv3Iy9C4vD0XZk4/O3+Dta9y92b8m5/2AaFJdoVn1LbGuzsk1y8l9zau9UfXPmuNbNI5v0QxxfE3MyVDzvFx2m3rqwy+2fa6Oqp4T+qqT6tNJdYFe12dQ8nJdOpgXA+YWHg8Dehgr1qO/Ah8iJfTZC9nWzKwvhpOS81/LDqQE/c3LzslmNlick+dxTjazsjU5J4PzsplVz6Dm5bp0MD9MSrItKwOP9mbHCRMmdAE3DUZQZmY0c0QG9DMvOyeb2SBzTk6ck82sCpqak8F52cyqadDycl06mK8BDouIFYCXgc8Ae5YbkplZozkvm5lVh3OymVm1OC+bWaN0nwe+kiQ9AnwbuA74J3COpFvKjcrMrLmcl83MqsM52cysWpyXzaxphs2dO3fhW5mZmZmZmZmZmZmZdVOLEcxmZmZmZmZmZmZmVj3uYDYzMzMzMzMzMzOzfnEHs5mZmZmZmZmZmZn1izuYzczMzMzMzMzMzKxf3MFsZmZmZmZmZmZmZv3iDmYzMzMzK11EDCs7BmsWn3NmZmZmA2NE2QFURUSsAbwOuB2YI2l2ySGZmTWWc7JZ80iaW3YM1l6n5eWIGAOMAp4vO5ZOERHD/Dk2GxqdlpPNrP6GzZ3rNkBEbA0cATwMPAH8HThVUkc1OCNieWC4pMfLjqW3ImJNYLak+8qOpS/8XpcjIl4v6bnCY1/o1FBTcvJAadJ5HxFfBZYBrgcekHRvySENmobV9VBgOeBvgCT9teSQrJtOy8sRcTYwGlgNOAE4R9KscqNqr+p5PiJGSppZeFyZ+JqUS605Oi0n90cdr7fb6YTr8KJOOjbQecenaKDbF43vYI6IJYGzgB9I+kdEbAt8EJgGHCHphVIDHCAR8StgJPAO4Fjgckn3lBvVgkXExaSRJWsBvwD+JOmPpQbVC36vyxERJwNvAF4ALgeulPRSRCwmaU650VlvNSUnD5QmnfcRcSrwRuA6YDzwCnCepOtLDWwQNKyuJwGrAOeTvjffDkySdHGpgdmrOi0v5w7HDSVtGRGfAP4bOBs4rXiRVRVVz/MRcSKpDTkDOA24XdL0KnQyNymXWnN0Wk7ujzpeb7fTCdfhRZ10bKDzjk/RYLQvPAczzAVWII1gALgQ+B2wOLBzRAwvK7CBEhE7A6MlbQXsAmwA7BIR7yg3svYi4pPASEmbA58GlgQ+HRGblBvZgvm9LkdEfA1YFdgTuIf0vn87IpaWNMdzLNZKx+fkgdKk8z4ilgaWALaQdCRwJHA/sGtEvL/M2AZaw+o6HBgG7CLpLOAY0md+74jYvNTgrKjT8vLLwK0Akq4A9gI+BXwOqjUvc9XzfL77YHXgMNJ15e6kc2JMBTqXG5NLrXE6LSf3SR2vt9vphOvwok46NtB5x6dosNoXje9glvQK6df2TSNindxT/wfSbZobkH6tqLsZwHMAkv4P+B7pC2mriBhdZmALMAxYOiJGS/oXcDLwLPDRiFi91MgWzO91Od4AXJJHHv0YuBRYGtg316vZt2rUSENy8kBpzHkv6UXSLc7fy4+nAL8B7gI+EhEds6ZEw+o6mzQ1xlH58WOk8/hcYLOIWLHE8CzrwLz8EPDWiFgJQNItwDeAgyNik4rlzsrm+YhYDFiZdMfBw8C+pI77dUkX4KVeZzYpl1qzdGBO7qs6Xm+30wnX4UWddGyg845P0aC0LxrfwZxdSvogbJ+T9Ow8kmZZYM1yQxsQ/wDmRMR7I2KEpNtJF3OfIY3YqKI/AP8mNVDHSHqAdCvQ2sBHS41swfxel+MWYMuImJDnALwGuBJYAxhbamTWH52ekwdKx5/3OZd+MD88BhgTERMhTdQL3AxsBSxfUogDpmF13TQiNouIkcAhwLSI+AaApKdJ5/YapIauVUOt83JE/CgiDoyIr0u6nHQRfFREvC63124GjgbeXG6kr1HZPJ87tf4BfCwi3iJpBnA6qU35MaCUUZRNyqXWaLXOyYuojtfb7XTCdXhRJx0b6LzjUzQo7YvGz8HcEhGrAl8mNTauIt168m3gY5KeKDO2/oiIE0hzqSwDfAs4lLTK7PHAXZKmRcRuwGqSvldepPNExGnATNIxOBTYGliJNG/aNZJejIhPAxsB+1dh3jnwe12WiNiXdOvjTaT3f3NgKdLcerflbX6XH/+ytECtXzotJw+UJp33EXER6Va0lYAbSA28ZYAVgdsknZG3uwI4KI8sqKUG1nUM6VZeAY+RRhR+AHhC0vfzdlcDP5R0XVmx2vzqmpcj4nhgHHASsB8wC/gC8DPSSKRTgMnAxcAVko4tKVSg+nk+Ij5POvZ/IX2OdwPuAH4v6aG8zV+AwyX9fohja0wuNatrTu6POl5vt9MJ1+FFnXRsoPOOT9FQtC88gjnLDaIjgWuBnUi/sOxSx+QcEf9Dmk/lLNKH4RTgItJIgn2A7SJiOdKHZUZZcRZFxCGkuaS+CTwJHADcS1qsYAPg6/k2hN2A56ryQfZ7XY6I+DmwGeki8dv539Pz489FxEcKm88e+ghtUXVSTh4oTTrvI82POVrSJ4D3k1ZJX4NUr/uBTSLi0oi4BHixzp0EDavrW4ERkj5JGvlxDekWvfVIF8fjI+KGiLgUeMady9VSx7ycp2lYFjhY0qWSNiFdVP0UmAjcB+xNmr/0wQp0Llc6z0fEKcAOpHmXzyQt4vQAMIF0C/S6edNnGOJ2b5NyqRnUMyf3Rx2vt9vphOvwok46NtB5x6doqNoXHsHcg4gYBczNQ8VrJ//qcr6kq/LjH5N+uf8R8F/5v5WB+yR9qbRACyLiWOCfkn6RH+8PBOn2n2HAx0l1mCppv9IC7cbv9dCLNCfnycD2kroi4r2kSfenAY+SVq09ALgNmC1pm9KCtQFR95w8EJp23kfEOqSVmreXdFdELEEacTgW+C1ptNwWwAuSfpv3GVaxuVN7pWF1XZPUkby9pFvyZ3tTUqP9Jkm/jojNgJeVV+iua107XV3ycqR5dk8GrpN0dqH8t8AcSZ+OiDHAWEn35uf6vXr6IsZa6TwfEWsAP5P08fx4U1In/fWk9uM40gXrQ8CMEuJrTC41664uObk/6ni93U7dr8O766RjA513fFqGsn3hDuYOFBGHAS8Bx0nqymUnAuMkbZYfryTp8fzvUhrSRRGxO2kum58Wbq87mDQC4TOSZkXEMpKez8+VHnOO4zD8Xg+5iPgV6dbMYyTNjogJpIucOyWdkm8ZG1n2xaLZQGrCeR9pAZBhkqbnURH3A7+RNDUiliLdbveCpH277ee6VlhErAB0SXohIg4gNc5PK3QCHUS6dfLz3farXV2tGiJia9Kq6I8DbyF1MG4p6a9Pr0gAACAASURBVE+FbX4HHCDprkJZqR2OVc7zubP+HNIinL/L7cWPkVagnyTp0ohYC1ha0l+HKr4m5VKzJqrj9XY7nXAdXtRJxwY67/gUDVX7wh3MHSLSvDYPAE+Q5ow5Dzis9Qt93uYa4HuSbiyUldaQjoivkG6hezj/dxTpFsVLJD2Zt7kKOEnSxYX9ym78+70uQaTbLkflUW87AusAV0u6Oj+/KXAc8CFJUwv7VaYOZn3VpPM+Is4lzR8YpF/R306q7y3AVZIeijTFwqHAXpKmlRbsImpYXX9FulXyraQRLUuQVhSfS5rj7Y6IWIk0smJ3Sc+UFqx1hIg4nbRY3+2k0VNfJk3FchFpbtIb83bXk+ZP/EdZseY4Kp3ncy5C0t0R8U3SPJunSbo7P/854HvA+pKeHcr4mpRLzZqkjtfb7XTCdXhRJx0b6LzjU1RG+8JzMHeASPOp7Ey6xfRa0kXcD4AjI2LrSEPiW+Y7UUrs8PwZsCWwHGkOt/8iNfy3Z/453OaQhu6/quTOZb/XJYiI84H/BU6IiJNI8yeOJs2n90kApVXh7yQtOPOqqtTBrK+adN5HWnRijKSJwOmkedumkUaivQs4ODeCjiSNRKttJ0HD6vo5YHFJWwOHA+uTbld/jjTn2//mbU4BHnPnsi2qiFgfWEPSRpK+TOpY/CPwPKktdGJE/CQiriTdslt253Kl83xEnE1aDPG0iPgpcBmp7btHRLwjx3E28M/u+w5B53JjcqlZk9TxerudTrgOL+qkYwOdd3yKympfeARzzUXE2qRVsT+Sh7p/iPTh2Bd4kXTb6fOkVTAfl7RTacFmETGO1BDcSmkVzvVJjb8zSJOpbwasSfogP5MbjqXze12OiNgE+KqkTSNiGOlXxTnA34HxpAUFliH9YDZX0mdKC9ZsgDTtvI+IA4E3SPp2frwl8Bng96T5PN9Lqvejkr6Tt6n8yIGeNKyuewIflLRzfvwBUkP+CdKFydqkjqBnJf0wb1PLulo1RJqi4fuSti2UfQI4G9iYdCvvm4BVlFdIL+sW16rn+YiYSFow7OOR5qk+H7iLNLJrd9KCTS8Dq5Dms9627YsNTnyNyaVmTVHH6+12OuE6vKiTjg103vEpKrN94RHM9fc0qRG1MkC+DWEX0gdjOGml5x+R5pHZCVJDupxQX/U4aXTBhIgYKelvpIS0L7CEpH1Ii3L8oPVBrkDM4Pe6LI9B+hLIFwUHkS5q1iMt5vI90sT7F7SSY06kZnXWiPO+EPPtwLIREQD5NrtLSLc8PyXpGOCLhU6CxerWSdCkuhbcAMyNiI0BlOa/vQzYiDSy+RzgG4XO5TrX1SpA0p3AKhExqVB2BfAt0lQZ90q6vuzO5azqef5B4OGIWDKP/v0M6Q6ErYD9SB0L95MWUNx2qOJraC41a4o6Xm+30wnX4UWddGyg845PUWntC49g7gCR5jecLWn7QtnWwN7A1pJeKpRX4pf7iDiS9MvJvpKey2Ubkxbi+LDyRPC5vBIxg9/rMkTEKsB3gStJ8+m9EBHDgYuBR3LyL25fm8n2zdpp2nkfaQ7eY4D/AKcCD0qaGxHHAHdJOrGwbeXyVF80rK6vAw4m3ZL3a0k35fLvAbMk/aDM+KyzRMQIpQV4liblztsk7Z2fexdwoKQdSw2yoOp5PtICQIcBR0j6Sy4bRlok6MpWx22J8TUml5o1SR2vt9up+3V4d510bKDzjk9Lme2LuvTAW0Hr14VIqzkj6bPA2yPi14XNrifNszKruG9ZH4pCzMNzHAeRFlw5OTcQkXQNaQ6YGcV9y/wg+70un6SHgRuBPYCNImJ5SbNJI1SGdf8lsc6dbGYtTTrvI2J4bsB9G1iXdOv1J1pPA9OL21cxT/VWw+o6TNILpEb6SGDLiNg7Pz2BdBul2SJptc8AcufySEkvAtsB74mIiyNiQ+AQKnbOVT3PS5pMauOeGBHr5Q78uTm+11xDDnHncmNyqVmnq+P1djuddh3eSccGOu/4tFNm+8IjmGsmIsaosEhFRIyW1JX//RfS7WxXAp8kLWixWzmRzhMRywDTC3EWY76A9OF9EFgrb1eJ+W38XpcvIkZJmpH/vSfpvZ4M3Ez6pXSqpC+VGKLZgOv08z7mrT79sqSbc9likuZExOqk29HWApYi/cq+e2nBLqKG1bW1CveTkq7q9tzKpLnstshFT9e5rlYNEfHfpJFHtwJSmgqj1fk4O19A/YTUsbykpAPy86WPQqp6nu8W36HApqS5N28jjWq+p/V+DlE8jcmlZk1Sx+vtdjrwOrxjjg103vFpp+z2hTuYayQifkJaSONu4G5Jv8jlxQ/H14BhwFKSvpfLSmtIR1qZc1VgKnC/pCN6iHlr0sqdSyrNl1Z649/vdTki4mjgOdIFwnckTW9dKObnPw6sA/w/4CFJ38rllamDWV816byPtPr0W4E/Al8EDpV0Sn5ulKQZEbE4KbeuIen2/FztpgBpWF1/Rqrrb4EDSbetnynp6TzqcVZh21UlPZT/Xbu6WjVExFGkRSKPAt5PmlfwOknHLWS/shb0q3Sej4jv5vhmAqdImtmt/bgL8E5gXI7vq4MdUyG2xuRSsyap4/V2O51wHV7USccGOu/4FFWtfeEO5pqIiB+SbgH7Junk2BO4UXnl5AXsV1rjKiK+BWxAum3tzaT50f5P0ucXsl+pDUK/1+WIiGOB1UkdE58nXSxuLuneYvLP2xZ/matMHcz6qknnfbx29ekPAGcB/yvppMJ275f058LjyjfuumtYXbuvwr0e8GPgCuAnkmbm7TaVdHlhv9rV1aoh0i2uPwF+LumOiFiW1Mm8D2mu71PzdruQ5uL9c/tXG3xVz/MRcQppJPglwIdJbd/3SuqKiCUkvVLYdklJLw9VfE3KpWZNUsfr7XY64Tq8qJOODXTe8SmqYvvCczDXxyukxtStwPnAl4CPRcQhrQ0i4vMRsUNxp5I/FE8C50h6VGnl+PeR5oA5vrVBROwVEd8o7lSBD7Lf63IsBRwu6TpJnwOuAi6INGdQV0QMi4g9I+KtheQ4rGJ1MOurJp33TwGPMG/16T8BOwNHRMT2ABGxCXBgRGzT2qmmnQRNqutU4GHmrcL9d9Io5u2AXQEiLRb2tVbdobZ1tQrI584c4KiIWFzSM8ANwCnA+yJi9dzp/DZg1chzLZaosnk+0ryaSwB7SDpV0k7AHcBt+WL0lRzfpyOtRt/qXB6q76Em5VKzJqnj9XY7nXAdXtRJxwY67/gUVa594Q7m+pgD/CT/EjFT0r9Ic6i8JyLeH2nFbIAREfGG8sKcTxdwaKTb1pD0PPBe0kXop3P53cDTEfHmEuPszu/1EIs0T2IXKeEDIGl/4G/AlfkCaBzwemDPiFgyb+MLCKutppz3EfGWiHidpCeBacBPW89Juon0i/vuETGa1Em0G/BcdFuAog4aVtd3RsRqucF6F2kO1KUAcifzQcABuZE7GdgSeCUiRpYWtNVaRGwbETtHxIrAiaT5gL+fO5lfBP4KvAlYKXc6HwHMBkaVGHPV8/wo0gJHGxfimwj8GfhV7pyfQBrFtnNEjBqK+JqUS80aqo7X2+3U+jq8B510bKDzjg9Q3faFp8iosEirrY8AbiFdvB1MGta/Wx5RMIbU4PqVpKtyI3BD0pD/aW1edrBj/ibph4t7gItJC4FsTLq17aW8zXdIi7Gcnx+/Kz9+pccXHQJ+r8sRETsC95J+WRwJ3ATsKemiwjbnA9/XvDn13g/8Tfm2a7O6adJ5H/PmznyItADIlyPij8BLkjbP2ywHnAx8jrTAxmhgpKQXyom6fxpW19NIdZ1KGv04kTRNxlzgK5Iez9v9htTx83x+bvGyvjOt3iItwLMU8DLwIil//ovU8bk48PU8WucK4ARJv8v7zTcH+BDGW+k8HxGbAveT8tU7gd8DO0i6Mj+/EnA08FVJT+SyDUi3SQ9253JjcqlZk9TxerudTrgOL+qkYwOdd3yKqt6+GDHYf8D6JyLOAZYG/kNqPC9Funj7KGlEwY6SnouIVUmjNVCam+yPyhN6lxDzJNIoiOuA/yLNhbcX6VewmyNNMP4IaZ68lwq73lZWzOD3uiwR8QtgNeCfwEeA7wObAH+OiImSLsybjgWWjXnz6d1at042s5YmnfcR8QXgLcAnSLc3Hx8R10jaMCIuj4hfkzo1WqtPT8+7Tsv/1UbD6ro98GZJG+THvwLOIc3Rdzjw04i4h7QK9yuSni3sXqu6WjXk9tdwSZ/Mjz8ObEQagXQN6aLx7xFxH/Biq3MZoKTO5Urn+Yg4m5SnniC1eU8EtgdOjoi9JF0l6fFI86uvkrcD+OcQdC43JpeaNUkdr7fb6YTr8KJOOjbQecenqOrtC/AI5kqKiCWA0yW15hZbG9gRGA/8ANiB1Jh+BHg+38pWuog4E/hCHkGyJOn22E/l//YEPkQaZfCYpN3Ki3SeGr/XvwD2kTStLu91UUS8nTTCaKP8+N3A9cAupC+3M4A/kUewVLEOZn3VtPM+Ij4FrCPp8ELZFUCXpC3zaIklqcHq0wvTsLq+H9gu34bXKjsTeKOkjSPNhzqOmq3CbdUUEXuRRlSdC3xT0q9z+UeAjwF3Sjoj0uJvr0j6R36+lHOu6nk+It4DHCHpYxGxAvAe4CjSRerjpPk2fw6sn+Nb4CJIgxBfY3KpWVPU9Xq7nTr2ebTTaccG6t9P0k7V2xctnqeqYiJiNVLD6d0RsTOApH8Dk0i3Am4u6UDS7aj7tT7kUeKcYxHRmvflLcBXAZQWATmCtCL1EZIOI93GtkfrZC8z5vz3VwfGAOtFxO5Qi/f6zRHxOlLS/xLU473uwXTgpUhzAyHpr8AHgOOBZUm/xJ1OSqJVrYNZXzXtvH8c2D8i3tsqkPQJSKPUJJ0k6ahCJ8FiNe4kaFJdHwM+GhEfaxVI2hmYERE/zKMfTyl0Lte5rlaiiDgF+HjuNP4f4L8Kn7HrgEeBrSEt/lZ253JW2Tyf/85M8vWfpCclXQrsDxxAGqm8Ael221+2OpcjYthQxJc1KZeadbw69m20U9c+j3bq2BeyIB3UT9JOZdsXRR7BXCERcRKwBnAnaY65tYCfS7o8nxyfJC1qsUPhlrBSG9IRsTlp1MNepBVHWyf1mTnmtYHvkOZkfKKwX6mjDSLiZGBdUiN6MukC5XRJl1X4vT6J9IX2b+CPwDeA4yWdVeX3uijSxPkPS5qZb8dZXtImhee3AbYAdlfhttZ8AVGHlVzNXqNJ531EHEG6La0159k6pHk8J0r6S95mT9Los6NLC3QANKyux5IWCXkOOIt0sXglsJmka/M2HwU+LOk7pQVqHSMifkYatbp/RGxJuoiaRToPT5B0e277XEKae/DREsOtfJ6PNB/lDZL+FBFXA/dL+kJ+bhRpAaeVJX2r236DHl+TcqlZk9Sxb6OduvZ5tFPHvpAF6YR+knaq3r7ori699R0vIr4LLEcauv8gKQHfDEyMiE9JmiPp98DrgNWL+5b8oXieNA/MAaQVLA8BPhdpDpg5ShOLj6VCMefbLceSbo/4Oel9vhLYISI+VsX3OiK+RpoHbzPS3EdrkG5b2SMitqnqe10UadGWU4CfR0TrC/rJSPPptfyLNO/TfLmpbp1sZi1NOu8j4kTSYlFXAaOAXwOzga8Dv4+IzSKtNv1JUmdCbTWsrkeSFnr5KWnOt1adNyfNzbdbRLyTNFpk6bYvZNZL+bPzfmBK/nFjS9K0KxuSOkKPj4hvA78BnqpA53Kl83weCb4W8OdctDcwKiJ+mmOYkeMb13208hB0Ljcml5o1SY37NtqpXZ9HO3XsC1mQTugnaafq7YueeJG/6hgHnKc0l88xpPluzgWeBg6LiA+Rhvs/JOnOEuN8VW6E/od0wXkpacGVmcBtwI8j4oOkD/g9km4pLdDXWp60CvaMiNiYlFxnkUZknRAR5wETqNB7DSxDGnkyIyL+DWxFSiZdwKkRsT7wLqr3XgOvfpG9mdQhsT5prqBfAV8AfhIRNwI/AvYAHs8XO2a11sDzfjppZMD9EXEZcDdwJKl+O5Ea5TsDT0s6tLwwB0ST6vo8cIykycDkiLgfuJy0CNfHSZ1VHwEekfTVsoK0ziHp2Xy77kWkhWm2AoiICaSV7SeROiWvlnRcfq6sOZcrnecj4ihgOUlbR8RXI81HOQM4Fdg9568Dga8AD5TwHjYpl5o1Se36NtqpcZ9HO3XsC1mQWveTtFP19kU7HsFcHbcAb4g00TrAaNJQ+FNI88Q8SpoPbVcY8vnQeiRprqSpwL3AjcDVwLdJXyjrAJcBvyjMAVN6zNntwAciYifS7QSHk26lmEqaHP1R4OIqvdek9/ZHEfEr4GvAF0lfcH8m3aLzV6r5Xrd0AdfkW2z+Qpq36hHgSEnbkDor/h9psZ69oZJ1MOurpp33bwJ+CGlEnNJKxt8ldQjdCHwa2FXz5vWscxukSXVdhjzXIICk60ijRI4DniItmLKLpK9A7etqFSHp78ChwN0xb77ByaQLYCT9d6Fzucx5eCub5yNiKdL1xDURcRzwdmAu824VPhC4D9iNdM3x1aGML2tSLjVrktr1bbRT4z6PdurYF7Igde8naaey7YsF8Qjm6jgLWELSKwAR8RLwcH5uO9LJdVN+rhLzcuZG3jDSfHiLkX4ZmkZqvH44NxJf3bYKMWfXAx8FPgxcKmkK6TbMnwJPSvp5a8OqxC3ppohYk/SL6T8k/Qv4V0S8A3hW0kWtbasSczf3AEdExM2S/kiaoP4bpF/ftpL0w+LGFa2DWV814rwvxP1F4PyI+EFhpNkNpJEE4/Ltaa19hrmu1RYRwyXNlnRQRNwSEadLai0Cc21EXAe8SdJ9hX1qWVerrAuA84ERETFO0j3AHGCJ4kYln3OVzfOSXoqI00nv4b8lbZFjGAWcBmwg6UtlxNekXGrWULXr22inxn0e7dSuL2RBOqCfpJ3Kti8WxL8CV4SklyU9CRARo0kT4XdFxFnA6q0EnLct/cSBFIek2cC1pFte1iTNkXYVsGL3bYc+wp5JepY08mpVYOOIeE9+qrXKbXHbKsV9L/AQaRXed+XiCcDi3barTMzw6gXBjcBhzLslCklPkW6FHNd9n6rVwayvmnDeR8S4iBhJanQj6RnSiMN1IuLHuWwqsDLpFq9XlTjasF8iYjlIxygf206u63sBJM3OHVGQRrisGWlxkZbx1GwuO6sXpds9FwO2Ic33fRUwTdKvyo0sqXqez/H9ndSJ+1jr85zf1/tIc1YOaXxN+t4wa7I69m20U9c+j3bq2heyIHXtJ2mn6u2LBXEHczUtRloF80/ACzW4PeEm0i8s2yottHKRpBNLjmmBJN1FanDfCZwREb8lrVb+k3IjW6i/kZLKLyLiCmCOpB+VHNNrRMQyrX8XLgguIK0OfmxEfDqXvYtuI5HM6qpJ532k1ZpPBs4Edmzdwk7KUd8E3hsRl0XElaS5eX9fUqiLLCJ+Rlpc49yIWLpwbCfTeXXdnDT/3uaQOqLySObHgE2BVSLi4oj4A2m+1rPLjNc6n6Qu0sJvewCHS/oslDdVQtXzfPf48kXqNaQ27zIRsU5+el1g5BDH1pjvDTObT936NtqpXZ9HOzXuC1mQWvSTtFP19kVvDZs71z8GV1GkydWfbt26VpUh7+3kBuzciBghaVbZ8fRWbtyuBoyUpFxW9fd6DGlUx9KSbs5llYk5IrYlzRH06dwpUXxuBPAZ0tx//wJmSfrc0EdpNrCadN5HWhl8PGkOvX1Iq2nvpG6LS0Ra9KT1C3yl8lRvRcRhpMXEdiaPXJF0TPfvuk6oK0AeIXExaT67aySd3sM2bwNeJ+lv+XEt62r1FeUt6FfpPL+Q+EaTFuM8kzQf5cutzvohiq0x3xtm9lp169top659Hu3UsS9kQareT9JO1dsXfeEO5oqKiJUkPZ7/XfkPRaco66JlUVQt5ojYiNQRcyWwWytJFs/j/AvdTM2bl8vnuNVak877SHN6Xirpotzo+Sewu/LKzHlEyphWPXNZXet6NmmEyq/zSObxwAOkBVL+N08jsbjSAhytfepa12Gk29LPIi3ysjHwW9KUBJfnEaNjJT1S3KdK3z9mg6nqeb6X8b2FdHH6wFDG16TvDTN7Lfdt1EOntevqUp+qty/6wlNkVFQhAXtBiyFUhwTUXQVjXg7Yn7QS7TkRsTLMmxcoIt7N/MnR57h1giad98WVwVt1KN6q9QNg/8jzFkN15gXrh+uARyJiVWB5YF/gD8AawEYRcQjwzU6oq+ZfJf0GUiP3v4GD8yafB74cEesW9xnyQM3KU/U835v4Hip0Lg9lfE363jCzbty3UQ+d1q6rUX2q3r7oNXcwV1yNPhRmLVNIFzC7A49QSJIR8VHg28BarY19jluHaNJ5fxbwW0mv5MbNi6ROSXKH623AE6T59uruF5JukfQQaUTBP/K0EbNJjcFjSauir1FmkAMhIhaLiOGkVdKHk+ZonUbqYN8KOI/UuT66vCjNSlX1PL+g+DbO8Y0vKb4mfW+YWRs1b/+aDZaqty96zVNkmNmgiogzSCuV7yTp0fwL3NrAWVVOjmaLoinnfZ7X8zJgIvBjAEk75VFqSyqvIF5nhfn2lgCWk/RQRFwIXCnplHzL2qhOqCtAROwFtBq4XyatlD5G0nERsVT+d0fU1WxRVD3PVzW+JnxvmJmZ9VdVv797wyOYzWxQ5JFwSNqFNAput/z4r8DFVU+OZv3RwPO++8rgOwHkUWod0UmQO5dHAB8ELoqIK0lzmJ6Sn3++U+qa9bRK+nEAkl7qsLqa9VnV83zV46MB3xtmZmZ9VYPv74XyCGYzGzRVnXzebDA17bzvlJXBFyaPrlubNIL3plzWqXV9zSrpdVkoxWwoVP2zX4P4GvG9YWZm1hd1/z50B7OZDapip4Q7KKwpmnTeN3Vl8E4/rma2YFXP81WOr6nfG2ZmZgtT5e/vhXEHs5mZmS2yujWAzMysXP7eMDMz6xzuYDYzMzMzMzMzMzOzfvEif2ZmZmZmZmZmZmbWL+5gNjMzMzMzMzMzM7N+cQezmZmZmZmZmZmZmfXLiLIDaLKIGA7sB0wkHYtRwO+A70jqiog3AUcA6wFzgenADyX9tpevvzzwEDBJ0hcL5RsC1wFnStql2z5/BNaXtFREXAismZ9aB5gCzAaelbTRAv7ursCxwH057mHAy8CBkv5c2O5TwCXA9pLOz2VvAG4DfiTphMK26wDXAx8CPgN8F9hd0i8K2ywJPA78UdLm3eIouk3SzhFxGLAP8E5JjxVeZwrwZWA14Gu5eDVgGvBkfvwVSTe2ew/y6+wC7A2MIR3bm4CvS3ouH4PjJY3vts/xwFOSDsvxfQl4JD89DHgd8GvgAElz8/EaBzyftxkOjAYOl3Rmfs25zDt2RVvl/98H7CHptEIcBwLjgf2BP+bipYA3AcqPr5Z00ALqPwnYBfiIpOsK5asD9wInSvpyPk7bFI7Zz4B3S5pS2Of3wIWSJrX7e2b95VzsXOxcrC8Xyr8C/BR4v6S/FMovABaTtE23+LbMrz2zXQxmC+Ic7BzsHKwv91DPliskHVzYr12OngS8D5gg6eVC+UvAeEn3t4vRrDecq52rOzxXjySdv59g3nlwHvDfwNrAOXnTZYFlmHeczgCeZf5jNxy4HzhM0uR2f7MTuYO5XD8D3gB8VNLzOcn8Ejg1Ir4G/B9wCLBb/kCuA1wdEa9IuroXr/954LfAxIj4tqRnCs9NBT4VEUtIegUgIsYBb2tt0O0ici6wkaSnelm3GyVtXtj/U8DFEbGqpFm5eJ9c368C5+e/+WxEfA74fURcLemuiBgNnA0cJOlfEfEZ4EFgJ+AXhb/5GeClBcXRg9cBZ0bEx7uvYp2TXCvRTQKmSPpxbyofEd8CNgW2kvR4TljHkL6EP9Sb18jO73bh3/oSuzL/B+l9ubCwzfrAnyLi15JezMU9HrvcuJ0DHBURN0lS8XlJzwHr5m03JH2xrNuH+FvH6bpC2c7AEwvYZxhwbkS8W9L0Pvwts/5yLnYuXpgm5eK9SefD/sD2hfLPA3+LiP0lHRMRmwBfAd7jzmVbRM7BzsEL05QcPF8922iXowFWJ3Vy7NGH2Mx6y7nauXph6pyr9wfWANaTNCsilgH+QOpA/3nhdXclD44rxLUrrz2HNgauiIj1JT3Qyxhqz1NklCR/OHYEPi/peQClX5v3Bn5DSmA3STqrlTwk3QpsAzzW44vO//qLAXsBk4AbgT27bfJMLt+qULYz836ZGWjXAisDr8/xrQFsSPqV7a0R8b7WhpKuJ/0yf2aux+HAvySdUni9K4B3RMQqhbJdSMm8L84G3ggc0Mf92spftt8k/Ur5OEC++D4IOCkiRi3Cy68ELEH6laydNUi/unb18jWnAUcB5yxibD05D9giIsYUyrYDLljAPteSzvFefSGaLQrnYufifurIXJwb48sCXwe2jIhVW8/lRv82wGH5YmkS8NnWe2vWH87BzsH91JE5eGEWlKOzY4HNco42GzDO1c7V/VSnXD0WGEkaUU0+z3ci/XDSZ5KuIY3e/uLCtu0kHsFcngnA7ZJeKBYq3e5wUf4V5PLuO0m6oZev/wnSh/kaYGngJxHx48IvcJB+4dqDeYl5O1Ki3rsP9VioiBhG+pKYUvglam/gUklPRMR5pF8Ctyvs9l3go8DpwHuB93R72ZmkRtmOwP9ExGqkek4B1ips96GI+Ge3fY/VvNtTpgM7ADdFxB8k/X0RqtqyFjBN0t3Fwvxr6y8BIqK3r7VdRHwQWJLUoPw7sJekWwrbHBkRh5B+UV6c9EvbRyXNKGxzXUQUbzO5T9KnC4+PADYGfggc2NvgeuFJ4M/AFsD5uS7/JjUSlm+zz1zSeXhrRFwh6fcDGI9Zd87FzsW90ZRcvA/wS0mPRsQfSLdcGAaOAQAAIABJREFUfqP1ZB6J83XgQmDfbvU36w/nYOfg3mhKDm7Vs+gbkloj/xaYo/Pf2YV0J+Atkh4awDpYszlXO1f3Rp1z9dGkH0ueioibgT+Rpuj8xyK85q3AJwciuLpwB3N55rDgEeQLe35hvkhqgMyKiEuAk4HPAucWtvkd8LOIWIk0X9GdpIbOQGglx7mkX4HuJN0GQr5tZDdg97ztGaTbIlZtNYRy3BOBe4D3FW6XKDqTlMT/h/Tr0pk9bLOw20xaF8yHkH4Fm9DHevakN8duTpvyxZh/vqHzleZlGwUcD7yddNyKDpJ0YUSsAFwGPNxDIlzgLUKS5kS6veefEXFlu+366UzSl//5pEbvJGD9Be0gaWpEfB44PSLeOcDxmBU5FzsX96RxuTgiViaNDGq992eQRq58X4X5PIGPkG5V3TwiTpDU7j006w3nYOfgnjQuB2dtp8jobY6WdFWk2+PPjoi2886a9ZFztXN1TzomV0t6GFg/It4ObJT/+3NEfE3Sif182bnAKwMRX114iozy3AysHRFLFwsj4k0RcSnwF9JCDXR7fq9Icxy1FWk+ok8C20fE/aSJzUeQfml7Vf6V6CLS/F2ths5AuVHSupLeJentkraWdFd+blvSL1bH5/guIH34vtItvnvzP+/p6Q9I+iswPCLWJf2C2O9bZCQdB/yHdGvZoroDGBkRby0WRsTiEXFZRLwReApYrod9VwKe7iG+GaRRCssAR/b0RyU9SXofvhQRW/c16PwFuRfpS7Pd6OL++P/s3XuQXdV96PlvI0FbxiBdBqnUDJFyBdHPYrpAsTBgXqbK3Li4wpgUAVWQecQgzAUu9p2hypMEkTKDXbGdMgGK1/Covol4ObjMJSDNUBBfEMQ4djsWaVT64WIUCSExUDBcGSI1es0fezccHR+hPrsfp/uc76dK5bN/Z6191kLtRfM7a//W48CJUTzGdzrFI0LDGc/fA39H8S/frlEcj1TLtdi12LW4sIzi7//vy5+Hv6Ko9ffhgTrl7uVPA8cCvwPcMIrjU2dyDXYNdg0env2u0TX+lGJ35J9VHaxUx7Xatbqt1+qI+F5EzM/MtZl5exY1vS+neHKkqs8C/zLSsU0mJphbJDM3UzxycH9EHApQ/u8dFP8nvRs4IyKWRvGYBuU3VDey/x/Sr1HUQPqfM/N3M/N3Kb7t/kxEnFzX9m+AS6n2i05V/wn4dmbOrRnflcCyKGoANeNvgZuBV3LvgwCq+BNgMR+dPltJZg5SfDN5X/kN69A3nzcDB5d/9+uA7RHx4aM1Nd+WNTwEoVyo/xNwVUT8/j7a/D8Uj4zcUuGfJVkU3F9FUeR+VJT/PH5M8bP297n3o077879R1Jn6wmiNR6rlWuxajGvx0Mnwy4Arh34WMnMOxaOHX4+IrigOK/kmcF65q+SPgP81Ir44WmNU53ENdg3GNXi/hrNG133WBxSP0V8HTPutG0pNcq12rab91+pZwP8REZ+ED0ul9FKU+WhaRPxHir+f/3MUxjZpmGBurasovjH6xygeyfhZeX15ueCcQfFoxkBE/AtwO0Vh/X2ewhrF4wiXAd+rjWdRU+chfvubwJ9S1Mh5osnEXyVRnCa7ELit7q2/oSj+fmmTt1xB8S+Yvn28f1pE/Kruzy8aNSy/RbsEGHGx+Mz8DsU3rP93+Xe7hmIX7pfL93cDZwNfjYh/iYgBikdmLsq6+kd1932e4l/ut9f/MlnjryiK319fE/tJg38O+6oHdC0w2ied/g3Fz3NfM50yc6jO1J79tZVGwLX4I67FnbkWn03xO+EDdfGbKQ65uYri5/armfkqQGauBa6meAy7/qApqRmuwR9xDe7MNXjIkgbje5z9r9G/NYfMTIoEs/+9r9HiWv0R1+r2W6uvAjYDL0XEyxRJ9ekUv+sOR+3f3T+X/b6YRZ3yjtG1Z495G0mSJEmSJElS8zzkb5KKiNUUtbUaOS0bF5Yfrc8+BFi9j7d/k5mnjdVnTxQRcTPFIyGN/JfM/Ml4jqcVojg45OZ9vP2TzPwv+3hPahuuxa3lWuxarM7mGtxarsGuwdJwuFa3lmu1a/V4cQezJEmSJEmSJKkSazJJkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkiqZ2uoBjLX+/v5u4LPAFmBXi4cjqb1MAXqAny9atGiw1YOZDFyTJY0h1+QmuSZLGkOuyRW4LksaQ2O6Lrd9gplicV7d6kFIamunAc+3ehCThGuypLE27mtyRBwK/CNwdmb+a0ScCfwAmAY8kpnXl+0WAvcChwLPAVdm5s66e80AHgDmAW8BF2TmGxFxEHAfcDywDbgwM9dFRBfwfeBsYDewLDNfGObQXZMljTV/T26O67KksTYm63InJJi3AMyfP5+DDjpoWB0GBgbo7e0d00GNhck4bsc8PibjmGHij/uDDz7glVdegXKd0bA0vSbDxP9ZGE2dNFforPl20lxh/OfbqjU5Ik4E7gHml9fTgPuBzwOvAU9GxFmZuQpYAVyemS9GxH3AMuDOulveBKzOzMURcRFwC7AEuBZ4PzMXRMTpQB9wEnAesAA4Bji6/LwF9YnrfWjLNdnxjYzjGxnHV/D35Mracl1uRjvNBZzPRNdJ8xnrdbkTEsy7AA466CC6u7uH3amZthPJZBy3Yx4fk3HMMGnG7eNrw1dpTYZJ87MwKjpprtBZ8+2kuULL5jvea/Iy4Grgb8vrE4BfZ+Z6gIhYAZwfEWuBaZn5YtmuD/gWv51gXgycXr5+CLg9Ig4s4zcAZOZzETEzIuaU8YczczfwSkRsBE6m2CG9P7uAof/YaMrAwEDTfcaT4xsZxzcyjm8v/p7cHH9Xpr3mAs5nouvA+YzJutwJCWZJkiRpTGTm5QARMRQ6gr13hmwBjvyYeL0P22XmzojYCswchfvuU29vb1P/cdXf38+iRYua+Yhx5fhGxvGNjOMrDA4OTvhEuyRp9BzQ6gFIkiRJbeQAYE/NdRdFbeR9xet1Nbj+uP7Dva8kSZI0JkwwS5IkSaNnE8UJ3UNmA5s/Jl7v9fI9ImIqcAjw9ijcV5IkSRoTJpglSZKk0fMzICLi6IiYAlwIrMrMDcD2iDilbHcRsKpB/5XAxeXrJRQH/u2ojUfEqcD2zNxYxpdGxJSIOJrisMGfj9HcJEmSpN9iDWZJkiRplGTm9oi4FPgR8AmKBPCj5dtLgXsi4lDgl8CtABFxI7A5M+8ClgN9EfEy8G7ZB+A24O4yPkiRoKa894nAS+X1ZZm5bexmKEmTU0R8BfjT8nJVZl4XEQuBe4FDKQ5HvTIzd9b1mwE8AMwD3gIuyMw3IuIg4D7geGAbcGFmrouILuD7wNkUJYuWZeYLYz9DSWodE8ySJEnSCGXm79a8fgY4rkGbNcAJDbo/BnyubPMOcE6DvtuBSxrE9wDXlX8kSQ1ExCcpvtSbT/Hl3QsRcSbw18DlmfliRNwHLAPurOt+E8XTJIsj4iLgFoonTK4F3s/MBRFxOtAHnAScBywAjgGOBp6MiAX1iWtJaieWyJAkSZJaqwd4sNWDkKQ2NoUi/3EwcGD5ZwcwLTNfLNv0Aec36LuYYgczwEPAWRFxYG08M58DZkbEnDL+cGbuzsxXgI3AyWMxKUmaKNzBLEmSJLVQZj7Z6jFIUjvLzN9ExHJgHfBvwLPAB8CWmmZbgCMbdD9iqF1m7oyIrcDM2nhd/33Fh21gYKCZ5gD09/c33Weiaqe5gPOZ6JzP6DDBLEmSJEmS2lZEHAt8FZgL/A9gBfAHwJ6aZl0UNZPrdTW43k2xI7pR/33Fh623t5fu7u5ht+/v72fRokXNfMSE1U5zAecz0XXSfAYHByt9eTVclsiQJEmSJEnt7IvAM5n5ZmYOUpTDOIOiRNGQ2cDmBn1fL98jIqYChwBvA5v20X9fcUlqWyaYJUmSJElSO1sDnBkRB0dEF/AlijIZ2yPilLLNRcCqBn1XAheXr5dQHPi3ozYeEacC2zNzYxlfGhFTIuJoioMFfz5G85KkCcESGZIkSZIkqW1l5lMR8ftAP8Xhfv8E/CXwY+CeiDgU+CVwK0BE3Ahszsy7gOVAX0S8DLwLLC1vextwdxkfpEhQAzwKnAi8VF5flpnbxniKktRSJpglSZIkSVJby8zvAt+tC68BTmjQ/DHgc2W/d4BzGtxvO3BJg/ge4LryjyR1BEtkSJIkSZIkfaQHeLDVg5CkycIdzJIkSZIkSaXMfLLVY5CkycQdzJIkSZIkSZKkSkwwS5IkSZIkSZIqsURGA584eAZvvvNve8WmfWIqh3zyoBaNSJI6m+uyJE0crsmSNLG4LktqNRPMDezcDb/MN/eKfSZmuThLUou4LkvSxOGaLEkTi+uypFazRIYkSZIkSZIkqRITzJIkSZIkSZKkSkwwS5IkSZIkSZIqMcEsSZIkSZIkSarEBLMkSZIkSZIkqRITzJIkSZIkSZKkSkwwS5IkSZIkSZIqMcEsSZIkSZIkSarEBLMkSZIkSZIkqZKpw2kUEYcC/wicnZn/GhFnAj8ApgGPZOb1ZbuFwL3AocBzwJWZubPuXjOAB4B5wFvABZn5RkQcBNwHHA9sAy7MzHUR0QV8Hzgb2A0sy8wXRjhvSZIkSZIkSdII7XcHc0ScCDwPzC+vpwH3A18GFgCfjYizyuYrgGsycz7QBSxrcMubgNWZuQC4B7iljF8LvF/GvwH0lfHzys85BjgX6IuIYSXGJUmSJEmSJEljZzglMpYBVwOby+sTgF9n5vpyd/IK4PyImAtMy8wXy3Z9wPkN7reYYgczwEPAWRFxYG08M58DZkbEnDL+cGbuzsxXgI3Ayc1NU5IkSZIkSZI02va7EzgzLweIiKHQEcCWmiZbgCM/Jl7vw3aZuTMitgIzR+G+H2tgYGDYbadOm8GGjRv2ivVM38Vr699t9mPHXX9/f6uH0DTHPD4m45hh8o57vEXE5cA1NaF/D/wt8BgNShrV9Z1D8WXhLCCBpZn5XrMljcZscpIkSZIkacKqUmriAGBPzXUXRW3kfcXrdTW4/rj+w73vx+rt7aW7u3tYbdesfZW5c+buFeuZPYtZhx3V7MeOq/7+fhYtWtTqYTTFMY+PyThmmPjjHhwcbOrLq7GUmfdS1MAnIv4XisTyd4EXgM8DrwFPRsRZmbmqrvsdwB2Z+XBELAeWA9/ko5JGiyPiIoqSRkuoKWkUEadTPLFy0ljPUZIkSZIkTTxVEsybgJ6a69kU5TP2Fa/3evneprKW8iHA2zX9X614X0lS4U7gzyh2Hv86M9cDRMQKitJFHyaYyxJFp1PUuIciWfwsRYJ5cfkeFCWNbq8paXQDFCWNImJmRMzJzI3DHWCzifnJ/GRJFZ22c7+T5ttJc4XOm68kSZLUiaokmH8GREQcDawHLgTuz8wNEbE9Ik7JzBeAi6hJYtRYCVwMfIdiJ9zqzNwREUPx5yPiVGB7Zm4s41+NiIcoHvmeD/y8wrglqe1FxJkU9fD/LiL+mP2XGDoc2FrW1K9v02xJo2EnmJt5qgQm75MlVUz0nfujrZPm20lzhfGf70R6qkSSJEnqJMM55G8vmbkduBT4EbAWWAc8Wr69FLg5ItYBnwJuBYiIGyPiyrLNcuCkiHgZuIriAEGA24DuMn4rRYKa8t4vAy8B/w24LDO3NTtuSeoQX6OouQzDKzFU34aaNs2WNJIkSZIkSR1m2DuYM/N3a14/AxzXoM0a4IQG3R8DPle2eQc4p0Hf7cAlDeJ7gOvKP5KkfSgP3/s8xZeAMLwSQ28C0yNiSmbuKtsPtWm2pJEkSZIkSeowTe9grqgHeHCcPkuSOtWxwCuZ+X55/WFJo4iYQlHSaK/SRZm5A1hNUbIIilJFQ22GShdBTUmj2nhtSaOxmZIkSZIkSZrIqtRgblpmPjkenyNJHW4exe5ioHgyJCIupShp9AmKxPCjABFxL/B4Zj5OUa7ov0bE9RR1lP+4vMVyoK8sXfQuRRkkKEoa3V3GB/mopJEkSZIkSeow45JgliSNvcz8IfDDuljDkkYUyeZdZZsNwBkN7tdUSSNJkiRJktR5xqtEhiRpYpkKPN3qQUiSJEmSpMnNHcyS1IHK3c6SJEmSJEkj4g5mSZIkSZIkSVIlJpglSZIkSZIkSZWYYJYkSZIkSZIkVWKCWZIkSZIkSZJUiQlmSZIkSZIkSVIlJpglSZIkSZIkSZWYYJYkSZIkSZIkVWKCWZIkSZIkSZJUiQlmSZIkSZIkSVIlJpglSZIkSZIkSZWYYJYkSZIkSZIkVWKCWZIkSZIkSZJUiQlmSZIkSZIkSVIlJpglSZIkSZIkSZVMbfUAJEmSJEmSxkpEXA5cUxP698DfAo8BPwCmAY9k5vUN+s4BVgCzgASWZuZ7ETEDeACYB7wFXJCZb0TEQcB9wPHANuDCzFw3ZpOTpAnAHcySJEmSJKltZea9mbkwMxcCS4E3ge8C9wNfBhYAn42Isxp0vwO4IzM/DfwCWF7GbwJWZ+YC4B7gljJ+LfB+Gf8G0Dc2s5KkicMdzJIkSZIkqVPcCfwZxc7jX2fmeoCIWAGcD6waahgRBwKnA+eWoT7gWeCbwOLyPYCHgNvL9ouBGwAy87mImBkRczJz43AHODAw0NSEpk6bwYaNG/aK9UzfxWvr323qPhNFf39/q4cwqpzPxOZ8RocJZkmSJEmS1PYi4kxgWmb+XUT8MbCl5u0twJF1XQ4HtmbmzgZtjhjqn5k7I2IrMLM2Xtdn2Anm3t5euru7h9ucNWtfZe6cuXvFembPYtZhRw37HhNFf38/ixYtavUwRo3zmdg6aT6Dg4NNf3nVDEtkSJIkSZKkTvA1iprLUORD9tS81wXsrmtf34aaNl118aH+w7mvJLUVE8ySJEmSJKmtlYfvfR54vAxtAnpqmswGNtd1exOYHhFTyuuemjavl32IiKnAIcDbw7yvJLUVE8ySJEmSJKndHQu8kpnvl9c/AyIiji4TyBdSU38ZIDN3AKuBJWXo4po2K8tryvdXl+0/jEfEqcD2ZuovS9JkZIJZkiRJkiS1u3kUu4sByMztwKXAj4C1wDrgUYCIuDcizimbXgVcERFrgdOA68v4cuCkiHi5bHN1Gb8N6C7jtwIXjeGcJGlC8JA/SZIkSZLU1jLzh8AP62LPAMc1aL4S2FW22QCc0eB+7wDnNIhvBy4Z+YglafJwB7MkSZIkSdJHpgJPt3oQkjRZuINZkiRJkiSpVO52liQNkzuYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFUytdUDkCRJktpRRHwF+NPyclVmXhcRC4F7gUOB54ArM3NnXb8ZwAPAPOAt4ILMfCMiDgLuA44HtgEXZua6iOgCvg+cDewGlmXmC2M/Q0mSJMkdzJIkSdKoi4hPArcCnweOA06LiDOBFcA1mTkf6AKWNeh+E7A6MxcA9wC3lPFrgffL+DeAvjJ+HrAAOAY4F+iLCDeSSJIkaVz4i6ckSZI0+qZQbOY4GHgfOBDYAUzLzBfLNn3At4A76/ouBk4vXz8E3B4RB5bxGwAy87mImBkRc8r4w5m5G3glIjYCJ1PskN6vgYGBpiY2ddoMNmzcsFesZ/ouXlv/blP3GUv9/f2tHsLHcnwj4/hGZqKPT5I0+ZhgliRJkkZZZv4mIpYD64B/A54FPgC21DTbAhzZoPsRQ+0yc2dEbAVm1sbr+u8rPiy9vb10d3cPtzlr1r7K3Dlz94r1zJ7FrMOOGvY9xlJ/fz+LFi1q9TD2yfGNjOMbmfEa3+DgYNNfXkmSJi9LZEiSJEmjLCKOBb4KzKVIAO8C/gDYU9Osi6Jmcr2uBte7KX53b9R/X3FJkiRpzLmDWZLaRER8CfgLisexn8rMr5f1Pn8ATAMeyczrG/SbQ1ETdBaQwNLMfK/ZQ6bGfoaSNKl8EXgmM98EiIg+4Dqgp6bNbGBzg76vl+9tKmspHwK8DWwq+79a138ovr/7SpIkSaPOHcyS1AYiYh5wF8XhTscCn4mIs4D7gS9THP702TJW7w7gjsz8NPALYHkZb/aQKUnSR9YAZ0bEwRHRBXyJokzG9og4pWxzEbCqQd+VwMXl6yUUa/GO2nhEnApsz8yNZXxpREyJiKOB+cDPx2hekiRJ0l7cwSxJ7eEPKXYobwKIiCXA7wG/zsz1ZWwFcD41yYzy0KjTKRLTUCSLnwW+SZOHTJVJjmFpxwOlRlOnHb7TSfPtpLlC5823VmY+FRG/D/RTHO73T8BfAj8G7omIQ4FfArcCRMSNwObMvIvii76+iHgZeBdYWt72NuDuMj5IkaAGeBQ4EXipvL4sM7eN8RQlSZIkwASzJLWLo4EPIuJxYA7wBPAy+z/06XBga2bubNCm2UOmhp1gbrcDpUbTRD8caLR10nw7aa4w/vOdiAdKZeZ3ge/WhdcAJzRo/hjwubLfO8A5De63HbikQXwPRfmN60Y4ZEmSJKlpJpglqT1MpdhtfAbwHvA4RX3k/R36VH8wFDVtmj1kSpJUXQ/wYKsHIUmSJDXLGsyS1B7eAJ7OzLfKx6J/DJzJ/g99ehOYHhFTyuuemjZDh0yxj0OmPu6+kqQmZOaTmfn/tXockiRJUrNMMEtSe3gC+GJEzCiTxWdR1OSMiDi6jF1I3WFS5aFRqykOkYLi8KihNs0eMiVJkiRJkjqMCWZJagOZ+TPge8DzwFpgA3AncCnwozK2jiLpTETcGxFD9T2vAq6IiLXAacD1ZXw5cFJ5mNRVwNVl/Dagu4zfykeHTEmSJEmSpA5jDWZJahOZeT9wf134GeC4Bs1XArvKfhsoajfX36+pQ6YkSZIkSVLncQezJHWmqcDTrR6EJEmSJEma3NzBLEkdKDN/2OoxSJIkSZKkyc8dzJIkSZIkSZKkSkwwS5IkSZIkSZIqMcEsSZIkSZIkSarEBLMkSZIkSZIkqRITzJIkSZIkSZKkSkwwS5IkSZIkSZIqMcEsSZIkSZIkSarEBLMkSZIkSZIkqRITzJIkSZIkSZKkSqaOpHNEfAX40/JyVWZeFxELgXuBQ4HngCszc2ddvxnAA8A84C3ggsx8IyIOAu4Djge2ARdm5rqI6AK+D5wN7AaWZeYLIxm7JEmSJEmSJGlkKu9gjohPArcCnweOA06LiDOBFcA1mTkf6AKWNeh+E7A6MxcA9wC3lPFrgffL+DeAvjJ+HrAAOAY4F+iLiBElxyVJkiRJkiRJIzOSJO0UigT1wcD7wIHADmBaZr5YtukDvgXcWdd3MXB6+foh4PaIOLCM3wCQmc9FxMyImFPGH87M3cArEbEROJlih/SwDAwMDHtiU6fNYMPGDXvFeqbv4rX17w77Hq3S39/f6iE0zTGPj8k4Zpi845YkSZI0cUTEl4C/oMhhPJWZXy83yf0AmAY8kpnXN+g3h2Ij3SwggaWZ+V6zT2aP/QwlqXUqJ5gz8zcRsRxYB/wb8CzwAbClptkW4MgG3Y8YapeZOyNiKzCzNl7Xf1/xYevt7aW7u3tYbdesfZW5c+buFeuZPYtZhx3VzEeOu/7+fhYtWtTqYTTFMY+PyThmmPjjHhwcbOrLK0mSJEnjLyLmAXcBJwL/L/APEXEWcDfFU9mvAU9GxFmZuaqu+x3AHZn5cJkDWQ58k4+ezF4cERdRPJm9hJonsyPidIqNdyeN+SQlqYUqJ5gj4ljgq8Bc4H9QfKP3B8CemmZdFDWT63U1uN5NsSO6Uf99xSVJkiRJkj7OH1LsUN4EEBFLgN8Dfp2Z68vYCuB84MMEc/mk9ekUpTqhSBY/S5FgburJ7MzcONzBNruJZTI/hd1Iuz3F6nwmNuczOkZSIuOLwDOZ+SZARPQB1wE9NW1mA5sb9H29fG9TWUv5EOBtYFPZ/9W6/kPx/d1XkiRJkiSp1tHABxHxODAHeAJ4mf0/KX04sDUzdzZo0+yT2cNOMDfzBDZM3qewG5noT7E2y/lMbJ00n7F+ArvyIX/AGuDMiDg4IrqAL1F8k7c9Ik4p21xEzbd/NVYCF5evl1A8VrKjNh4RpwLby2/5VgJLI2JKRBwNzAd+PoKxS5IkSZKkzjAVOBO4DPgcRamMeez/Sen6p6mpadPsk9mS1LYqJ5gz8ymKx0D6gZcoDvn7S2ApcHNErAM+BdwKEBE3RsSVZfflwEkR8TJwFXB1Gb8N6C7jt1IkqAEepfh28SXgvwGXZea2qmOXJEmSJEkd4w3g6cx8q8wl/Jgi4by/J6XfBKZHxJTyuqemzdCT2ezjyeyPu68ktZWRlMggM78LfLcuvAY4oUHzxyi+KSQz3wHOaXC/7cAlDeJ7KMpvXDeS8UqSJEmSpI7zBPBfI2IG8BvgLIqNbP97+ZT0euBC4P7aTpm5IyJWUzx5/SDFE9dDT2kPPYH9HWqezI6IofjzdU9mS1LbGkmJjGb1UCzIkiRJkiRJ4yIzfwZ8D3geWAtsAO4ELgV+VMbWUSSdiYh7I2JoU9xVwBURsRY4Dbi+jDf7ZLYkta0R7WBuRmY+OV6fJUmSJEmSNCQz76duhzLwDHBcg+YrgV1lvw3AGQ3u19ST2ZLUzsZzB7MkSZIkSdJENxV4utWDkKTJYtx2MEuSJEmSJE10mfnDVo9BkiYTdzBLkiQp9jFuAAAgAElEQVRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqsQEsyRJkiRJkiSpEhPMkiRJkiRJkqRKTDBLkiRJkiRJkioxwSxJkiRJkiRJqmRqqwcgSRodEfETYBawowx9DTgKuB44EPjrzLy9Qb+FwL3AocBzwJWZuTMi5gArynsmsDQz34uIGcADwDzgLeCCzHxjTCcnSZIkSZImJHcwS1IbiIguYD5wXGYuzMyFwCbg28CpwELgiog4pkH3FcA1mTkf6AKWlfE7gDsy89PAL4DlZfwmYHVmLgDuAW4Zo2lJkiRJkqQJzh3MktQeovzfpyLif6JI/P4G+IfMfAcgIh4F/gi48cNOEXOBaZn5YhnqA74VEfcCpwPn1sSfBb4JLC7fA3gIuD0iDszMoZ3T+zUwMNDU5KZOm8GGjRv2ivVM38Vr699t6j6TRX9/f6uHMK46ab6dNFfovPlKkiRJncgEsyS1h38HPAP8Z4pyGP8deATYUtNmC3BCXb8jGrQ5Ejgc2JqZO+vie/UpS2lsBWYCm4c72N7eXrq7u4fbnDVrX2XunLl7xXpmz2LWYUcN+x6TRX9/P4sWLWr1MMZNJ823k+YK4z/fwcHBpr+8kiRJkjRyJpglqQ1k5k+Bnw5dR8R9wA8oylkM6QJ213U9ANjToE19nJq+XXXxRveVJEmSJEkdwBrMktQGIuLUiPhCTagL+FegpyY2m9/eZbxpH23eBKZHxJQy3lPT9/WyHRExFTgEeHvks5AkSZIkSZONCWZJag8zgO9HxCci4hDgEuArwBciYmZEfBI4D/i/ajtl5gZge0ScUoYuAlaV9ZRXA0vK+MXAqvL1yvKa8v3VzdRfliRJkiRJ7cMEsyS1gcx8AngS+GegH7g/M18A/hz4CfAr4MHM/CeAiFgZEceX3ZcCN0fEOuBTwK1l/CrgiohYC5wGXF/GlwMnRcTLZZurx3p+kiRJkiRpYrIGsyS1icxcTpH8rY09CDzYoPnTwLayzRp++/C/od3NZzSIvwOcM/IRS5IkSZKkyc4dzJLUmd4E1rZ6EJIkSZIkaXJzB7MkdaDMXNHqMUiSJEmSpMnPHcySJEmSJEmSpEpMMEuSJEmSJEmSKjHBLEmSJEmSJEmqxASzJEmSJEmSJKkSE8ySJEmSJEmSpEpMMEuSJEmSJEmSKjHBLEmSJEmSJEmqZGqrByBJkiRJkjSWIuInwCxgRxn6GnAUcD1wIPDXmXl7g34LgXuBQ4HngCszc2dEzAFWlPdMYGlmvhcRM4AHgHnAW8AFmfnGmE5OklrMHcySJEmSJKltRUQXMB84LjMXZuZCYBPwbeBUYCFwRUQc06D7CuCazJwPdAHLyvgdwB2Z+WngF8DyMn4TsDozFwD3ALeM0bQkacIwwSxJkiRJktpZlP/7VESsiYhrgDOBf8jMdzLzfeBR4I/26hQxF5iWmS+WoT7g/Ig4EDi97PNhvHy9mGIHM8BDwFlle0lqW5bIkCRJkiRJ7ezfAc8A/5miHMZ/Bx4BttS02QKcUNfviAZtjgQOB7Zm5s66+F59ylIaW4GZwObhDnZgYGC4TQGYOm0GGzZu2CvWM30Xr61/t6n7TBT9/f2tHsKocj4Tm/MZHSaYJUmSJElS28rMnwI/HbqOiPuAH1CUsxjSBeyu63oAsKdBm/o4NX276uKN7vuxent76e7uHnb7NWtfZe6cuXvFembPYtZhRzXzsRNCf38/ixYtavUwRo3zmdg6aT6Dg4NNf3nVDEtkSJIkSZKkthURp0bEF2pCXcC/Aj01sdn89i7jTfto8yYwPSKmlPGemr6vl+2IiKnAIcDbI5+FJE1c7mCWJEmSxkBEfAn4C+Bg4KnM/HpEnEmxa24a8EhmXt+g3xyKQ6VmAQkszcz3ImIGRV3PecBbwAWZ+UZEHATcBxwPbAMuzMx1Yz9DSZo0ZgA3RsTJFCUyLgG+AqyIiJnA+8B5wBW1nTJzQ0Rsj4hTMvMF4CJgVWbuiIjVwBLgQeBiYFXZbWV5/Z3y/dWZuWPMZyhJLeQOZkmSJGmURcQ84C7gXOBY4DMRcRZwP/BlYAHw2TJW7w7gjsz8NPALYHkZv4kiUbEAuAe4pYxfC7xfxr9BcdiUJKmUmU8ATwL/DPQD95cJ4z8HfgL8CngwM/8JICJWRsTxZfelwM0RsQ74FHBrGb8KuCIi1gKnAUNfGC4HToqIl8s2V4/1/CSp1dzBLEmSJI2+P6TYobwJICKWAL8H/Doz15exFcD5fLTrjYg4EDidIjENRbL4WeCbwOLyPYCHgNvL9ouBGwAy87mImBkRczJz43AG2o6HSU30A3sc38g4vpGZ6OMbK5m5nI++sBuKPUixA7ne0xRPhJCZa/jtw//IzA3AGQ3i7wDnjHzEkjR5mGCWJEmSRt/RwAcR8TgwB3gCeBnYUtNmC3BkXb/Dga2ZubNBmyOG+mfmzojYCsysjdf1GVaCud0Ok5roB/Y4vpFxfCMzXuMb68OkxsGbwNpWD0KSJgsTzJIkSdLom0qx2/gM4D3gcYrdcHtq2nQBu+v6HVDXhpo2XXXxof71fRrdV5I0TJm5otVjkKTJxBrMkiRJ0uh7A3g6M9/KzG3Aj4EzgZ6aNrOBzXX93gSmR8SU8rqnps3rZR8iYipwCPA2sGkY95UkSZLGhAlmSZIkafQ9AXwxImaUyeKzgEeBiIijy9iF1NRfBsjMHcBqYEkZurimzcrymvL91WX7D+MRcSqwfbj1lyVJkqSRMsEsSZIkjbLM/BnwPeB5ijqeG4A7gUuBH5WxdRRJZyLi3ogYOhTqKuCKiFgLnAZcX8aXAydFxMtlm6vL+G1Adxm/FbhoTCcnSZIk1bAGsyRJkjQGMvN+4P668DPAcQ2arwR2lf02UNRurr/fO8A5DeLbgUtGOFxJkiSpEncwS5IkSa03FXi61YOQJEmSmuUOZkmSJKnFMvOHrR6DJEmSVIU7mCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiUmmCVJkiRJkiRJlZhgliRJkiRJkiRVYoJZkiRJkiRJklSJCWZJkiRJkiRJUiVTR9I5Ir4E/AVwMPBUZn49Is4EfgBMAx7JzOsb9JsDrABmAQkszcz3ImIG8AAwD3gLuCAz34iIg4D7gOOBbcCFmbluJGOXJEmSJEmSJI1M5R3METEPuAs4FzgW+ExEnAXcD3wZWAB8tozVuwO4IzM/DfwCWF7GbwJWZ+YC4B7gljJ+LfB+Gf8G0Fd13JIkSZIkSZKk0TGSHcx/SLFDeRNARCwBfg/4dWauL2MrgPOBVUOdIuJA4HSKxDQUyeJngW8Ci8v3AB4Cbi/bLwZuAMjM5yJiZkTMycyNwx3swMDAsCc2ddoMNmzcsFesZ/ouXlv/7rDv0Sr9/f2tHkLTHPP4mIxjhsk7bkmSJEmSpE4wkgTz0cAHEfE4MAd4AngZ2FLTZgtwZF2/w4GtmbmzQZsjhvpn5s6I2ArMrI3X9Rl2grm3t5fu7u5htV2z9lXmzpm7V6xn9ixmHXbUcD+uJfr7+1m0aFGrh9EUxzw+JuOYYeKPe3BwsKkvryRJkiRJktrNSBLMUyl2G58BvAc8TlEfeU9Nmy5gd12/A+raUNOmqy4+1L++T6P7SpIkSZIkSZLGUeUazMAbwNOZ+VZmbgN+DJwJ9NS0mQ1sruv3JjA9IqaU1z01bV4v+xARU4FDgLeBTcO4ryRJkiRJkiRpHI0kwfwE8MWImFEmi88CHgUiIo4uYxdSU38ZIDN3AKuBJWXo4po2K8tryvdXl+0/jEfEqcD2ZuovS5IkSZIkSZJGX+UEc2b+DPge8DywFtgA3AlcCvyojK2jSDoTEfdGxDll96uAKyJiLXAacH0ZXw6cFBEvl22uLuO3Ad1l/FbgoqrjliRJkiRJkiSNjpHUYCYz7wfurws/AxzXoPlKYFfZbwNF7eb6+70DnNMgvh24ZCRjlSRJkiRJkiSNrpGUyGjWVODpcfw8SZIkSZIkSdIYGtEO5mZk5g/H67MkSZIkSZIkSWNvPHcwS5IkSZIkSZLayLjtYJYkjY+I+Cvg8My8NCIWAvcChwLPAVdm5s669jOAB4B5wFvABZn5RkQcBNwHHA9sAy7MzHUR0QV8Hzgb2A0sy8wXxml6kiRJkiRpAnEHsyS1kYj4AnsfiroCuCYz5wNdwLIG3W4CVmfmAuAe4JYyfi3wfhn/BtBXxs8DFgDHAOcCfRHhF5aSJEmSJHUgE8yS1CYi4jDg28B3yuu5wLTMfLFs0gec36DrYoodzAAPAWdFxIG18cx8DpgZEXPK+MOZuTszXwE2AiePyaQkSZIkSdKE5o4zSWofdwN/DvxOeX0EsKXm/S3AkQ36fdguM3dGxFZg5sf0H+5992lgYKCZ5kydNoMNGzfsFeuZvovX1r/b1H0mi/7+/lYPYVx10nw7aa7QefOVJEmSOpEJZklqAxFxOfBaZj4TEZeW4QOAPTXNuihqJtfranC9+2P6D/e++9Tb20t3d/ew269Z+ypz58zdK9YzexazDjuqmY+dFPr7+1m0aFGrhzFuOmm+nTRXGP/5Dg4ONv3llSRJkqSRM8EsSe1hCdATEb8CDgM+RZEE7qlpMxvY3KDv6+V7m8payocAbwObyv6v1vUfiu/vvpIkSZIkqc1Zg1mS2kBm/ofM7M3MhcANwOOZ+SfA9og4pWx2EbCqQfeVwMXl6yUUB/7tqI1HxKnA9szcWMaXRsSUiDgamA/8fKzmJkmSJEmSJi53MEtSe1sK3BMRhwK/BG4FiIgbgc2ZeRewHOiLiJeBd8s+ALcBd5fxQYoENcCjwInAS+X1ZZm5bTwmI0mSJEmSJhYTzJLUZjKzD+grX68BTmjQ7DHgc2Wbd4BzGtxnO3BJg/ge4LryjyRJkiRJ6mCWyJCkztQDPNjqQUiSJEmSpMnNHcyS1IEy88lWj0GSJEmSJE1+7mCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVeMifJEmSJEnqCBHxV8DhmXlpRCwE7gUOBZ4DrszMnXXtZwAPAPOAt4ALMvONiDgIuA84HtgGXJiZ6yKiC/g+cDawG1iWmS+M0/QkqSXcwSxJkiRJktpeRHwBuKQmtAK4JjPnA13AsgbdbgJWZ+YC4B7gljJ+LfB+Gf8G0FfGzwMWAMcA5wJ9EeHmPkltzUVOkiRJkiS1tYg4DPg28B3guIiYC0zLzBfLJn3At4A767ouBk4vXz8E3B4RB5bxGwAy87mImBkRc8r4w5m5G3glIjYCJ1PskB6WgYGBpuY2ddoMNmzcsFesZ/ouXlv/blP3mSj6+/tbPYRR5XwmNuczOkwwS5IkSZKkdnc38OfA75TXRwBbat7fAhzZoN+H7TJzZ0RsBWZ+TP/h3nefent76e7uHnb7NWtfZe6cuXvFembPYtZhRzXzsRNCf38/ixYtavUwRo3zmdg6aT6Dg4NNf3nVDEtkSJIkSZKkthURlwOvZeYzNeEDgD01110UNZPrdTW43v0x/Yd7X0lqG+5gliRJkiRJ7WwJ0BMRvwIOAz5FkQTuqWkzG9jcoO/r5XubylrKhwBvA5vK/q/W9R+K7+++ktQ23MEsSZIkSZLaVmb+h8zszcyFFHWTH8/MPwG2R8QpZbOLgFUNuq8ELi5fL6E48G9HbTwiTgW2Z+bGMr40IqZExNHAfODnYzU3SZoI3MEsSZIkSZI60VLgnog4FPglcCtARNwIbM7Mu4DlQF9EvAy8W/YBuA24u4wPUiSoAR4FTgReKq8vy8xt4zEZSWoVE8ySJEmSJKkjZGYf0Fe+XgOc0KDZY8DnyjbvAOc0uM924JIG8T3AdeUfSeoIlsiQJEmSJEn6SA/wYKsHIUmThTuYJUmSJEmSSpn5ZKvHIEmTiTuYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJEmVmGCWJEmSJEmSJFViglmSJEmSJEmSVIkJZkmSJEmSJElSJSaYJUmSJEmSJOn/Z+/e4+yqyoOP/xJCQrgIIqTESqKAPqB5RQ0qVsUbajEU8AYS5KaIvtiiFiy2EgQV37ZYVCgIBWxQ5KJ4QwmKUAXUijqt0IA8IGK4hYvQyC0Zcnv/WPskJ+NkmDmZmX0uv+/nk89n9jprnXnWOWdW9n7O2mupJSaYJUmSJEmSJEktMcEsSZIkSZIkSWrJpLoDkCRJkrpVRHwW2CYzD4uIFwHnAk8DrgU+kJkrBtTfCvgqsAPwILB/Zt4XEZOB84DdgKXA3My8JSImAKcAewOrgPdl5k/HqXuSJEmSM5glSZKksRARbwAObSq6APjrzHweMAF43yDNPg1cl5m7AOcAX6jKjwYer8o/DMyvyt8O7AI8H9gPmB8RTiKRJEnSuPHkU5K6RER8EngHsBo4LzNPjYg9gVOBqcAlmXn8IO1mUJIe04AEDsrMx0Y6i27seyhJnSMitgZOBj4D7BoRM4Gpmfnzqsp84CTgiwOazgH2qH6+CDgjIjauyk8AyMxrI2LbavyeA1ycmauAWyPiTuAvKDOkh2XhwoUj6tukqVux6M5F65RN33Ild92xZETPM5b6+vrqDmFIxrdhjG/DtHt8kqTOY4JZkrpARLwGeD3wQmBj4OaIuBr4EvAa4C7g8ojYKzOvGND8TODMzLw4IuYB84DjWDuLbk5EHEyZRXcATbPoImIPSpJk9zHvpCR1lrOBjwPbV8fPBBY3Pb4YeNYg7dbUy8wVEfEIsO0Q7Yf7vOs1a9YspkyZMuz6N9x8OzNnzFynbPp205i29Y4j+bVjpq+vj9mzZ9cdxnoZ34Yxvg0zXvH19/eP+MsrSVLncokMSeoCmXkN8LpqLc9plC8QtwJuy8w7qvILgHc2t6tmxe0BXFoVzW+qM4cygxnKLLq9mmbRfbX6vdcCjVl0kiQgIo4A7srMq5uKJ1LuMGmYQFkzeaAJgxyvGqL9cJ9XkiRJGhPOYJakLpGZyyPiJOBY4OsMb1bbNsAjTZtMNdcZ6Sy6O4cbazfejj2aeu3W1V7qby/1FXqvv00OAKZHxK+BrYHNKUng6U11tgPuHaTtPdVjd1drKW8BPATcXbW/fUD7RvlTPa8kSZI0JkwwS1IXycxPRMQ/Ad8FnsdTz2obOPONpjojnUU3bN12O/Zoavdba0dbL/W3l/oK49/fdrodOzPf2Pg5Ig4DXpuZh0fEwoh4ZWb+FDgYGLhkEcAC4BDK2s0HUJYqWh4RjfKfRMSrgGWZeWdV/p6IuAh4DmXs/+VY9k+SJElq5hIZktQFImLniHgRQGY+AXwTeC1PPavtAWDLiNioOp7eVKcxi471zKIb6nklSX/qIOBzEXELZVbzaVA2aY2ID1R15gG7R8RNwFHAB6vy04EpVflplAQ1lCWObgJuBL4DvDczl45HZyRJkiRwBrMkdYsdgJOqWW2rgX0pG0ydEhE7AXcAcymb/q1RzYq7jjJL7kLK7LjGjLoRzaIb6w5KUifKzPmU9e3JzBuAlw1S7dvAK6o6DwP7DPI8y4BDBylfTVka6djRilmSJEkaCWcwS1IXyMwFwOXAfwN9wM8y82LgMOAbwM3ALVSb+UXEuRHRSGAcBRwZETcDrwaOr8pHOotOktSa6ZQv+SRJkqSO4wxmSeoSmXkicOKAsquBXQepvgBYWdVZRFlOY+DzjWgWnSSpNZl5ed0xSJIkSa1yBrMk9aZJwFV1ByFJkiRJkjrbBs9gjojPAttk5mHVBlPnAk8DrgU+kJkrBtTfCvgqZb3QB4H9M/O+iJgMnAfsBiwF5mbmLRExATgF2BtYBbyv2nlbktSizPxa3TFIkiRJkqTOt0EJ5oh4A+U26cZtfRcAR2TmzyPiPOB9wBcHNPs0ZaOoORFxMPAFyuZRRwOPZ+YuEbEHZTOU3YG3A7sAzwd2Ai6PiF0GJq4lSZIkSZIGExGfBN5B2RD7vMw8NSL2BE4FpgKXZObxg7SbQcl1TAMSOCgzHxvp5Lmx76Ek1aflJTIiYmvgZOAz1fFMYGpm/ryqMh945yBN51AGYYCLgL0iYuPm8sy8Fti2GsjnABdn5qrMvBW4E/iLVuOWJEmSJEm9IyJeA7weeCEl8fs3EbEr8CVgX8qktpdGxF6DND8TODMzdwZ+RdkIG9ZOntsFOIcyeQ6aJs8BH6bkRiSpq23IDOazgY8D21fHzwQWNz2+GHjWIO3W1MvMFRHxCLDtEO2H+7xDWrhw4bDrTpq6FYvuXLRO2fQtV3LXHUtG+mvHXV9fX90hjJgxj49OjBk6N25JkiRJ7SEzr4mI11U5iD+n5EK2Am7LzDsAIuICyiS5KxrtqslwewD7VUXzgWuA4yiT4faoyi8CzmiaPHdC9XuvjYhtI2JGZt45xt2UpNq0lGCOiCOAuzLz6og4rCqeSLnVpGECZc3kgSYMcrxqiPbDfd4hzZo1iylTpgyr7g03387MGTPXKZu+3TSmbb3jSH/tuOrr62P27Nl1hzEixjw+OjFmaP+4+/v7R/TllSRJkqR6ZObyiDgJOBb4OsObzLYN8EjTEp3NdUY6eW7YCeaRXmN08iS5wXTbJCP7097sz+hodQbzAcD0iPg1sDWwOSUJPL2pznbAvYO0vad67O6ImARsATwE3F21v31A+0b5Uz2vJEmSJEnSoDLzExHxT8B3gefx1JPZBk54o6nOSCfPDdtIJshB506SG0y7TzIaKfvT3nqpP2M9Qa6lNZgz842ZOSszX0S59eOyzDwcWBYRr6yqHUzTrSVNFgCHVD8fQFmzaHlzeUS8ClhW3UKyADgoIjaKiJ0o/wn8spW4JUmSJElSb4mInSPiRQCZ+QTwTeC1PPVktgeALSNio+p4elOdxuQ51jN5bqjnlaSu0vImf+txEPC5iLiFMqv5NCi7tUbEB6o684DdI+Im4Cjgg1X56cCUqvw0SoIa4FLgJuBG4DvAezNz6SjHLUmSJEmSutMOwDkRMSUiJlM29jsbiIjYqUogz2XAJLlqMtx1lMlxUCbFNeqMdPKcJHWtDdnkD4DMnE+1K2pm3gC8bJBq3wZeUdV5GNhnkOdZBhw6SPlqyhpJx25orJIkSZIkqbdk5oKIeBnw38BK4BuZeXFEPAh8A9iEkhi+FCAizqXcqX0ZZWLc+RFxPGUd5QOrp50HzK8myS2hTLiDMnnu7Kq8n7WT5ySpa21wgnmYpgMXjtPvkiRJkiRJWiMzTwROHFB2NbDrINUXUBLRZOYiynIaA59vRJPnJKmbjUuCOTMvH4/fI0mSJEmStIEmAeYxJGmYxmsGsyRJkiRJUtvLzK/VHYMkdZLR3uRPkiRJkiRJktQjTDBLkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJSaYJUmSJEmSJEktMcEsSZIkSZIkSWqJCWZJkiRJkiRJUktMMEuSJEmSJEmSWmKCWZIkSZIkSZLUEhPMkiRJkiRJkqSWmGCWJEmSJEmSJLXEBLMkSZIkSZIkqSUmmCVJkiRJkiRJLTHBLEmSJEmSJElqiQlmSZIkSZIkSVJLTDBLkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaMqnuACRJoyMiPgHsXx1enpl/FxF7AqcCU4FLMvP4QdrNAC4ApgEJHJSZj0XEVsBXgR2AB4H9M/O+iJgMnAfsBiwF5mbmLWPcPUmSJEmS1IacwSxJXaBKJL8JeDHwImB2RBwIfAnYF9gFeGlE7DVI8zOBMzNzZ+BXwLyq/NPAdZm5C3AO8IWq/Gjg8ar8w8D8MemUJEmSJElqe85glqTusBg4JjOfBIiI3wDPA27LzDuqsguAdwJXNBpFxMbAHsB+VdF84BrgOGBO9RjARcAZVf05wAkAmXltRGwbETMy887hBrtw4cIRdW7S1K1YdOeidcqmb7mSu+5YMqLn6RR9fX11hzCueqm/vdRX6L3+SpIkSb3IBLMkdYHMvKnxc0Q8l7JUxumUxHPDYuBZA5puAzySmSsGqfPMRvvMXBERjwDbNpcPaDPsBPOsWbOYMmXKcKtzw823M3PGzHXKpm83jWlb7zjs5+gUfX19zJ49u+4wxk0v9beX+grj39/+/v4Rf3klSZIkacO5RIYkdZGIeAHwQ+CjwO+A1U0PTwBWDWgycUAdmupMGFDeaD+wzWDPK9FqQ7AAACAASURBVEmSJEmSeoAJZknqEhHxSuBq4GOZeT5wNzC9qcp2wL0Dmj0AbBkRG1XH05vq3FO1ISImAVsADw3zeSVJkiRJUg8wwSxJXSAitge+DczNzIur4uvLQ7FTlUCeS9P6ywCZuRy4DjigKjqkqc6C6pjq8euq+mvKI+JVwLKRrL8sSZIkSZK6h2swS1J3OBbYBDg1IhplZwGHAd+oHlsAXAoQEecCl2XmZcBRwPkRcTxlHeUDq/bzgPkRcROwBDioKj8dOLsq7wcOHtOeSZIkSRsoIj5B2acE4PLM/LuI2BM4FZgKXJKZxw/SbgZwATANSOCgzHwsIrYCvgrsADwI7J+Z90XEZOA8YDdgKWUCyC1j3D1JqpUJZknqApn5IeBD63l410HKFgArq7aLgNcO8pwPA/sMUr4MOLTVWCVJkqTxVCWS3wS8mLKXyPcj4kDgn4DXAHcBl0fEXpl5xYDmZwJnZubFETGPMgnjOODTlDv85kTEwcAXKHf9HQ08npm7RMQewHxg9zHvpCTVyASzJPWmScDldQchSZIkjYPFwDGZ+SRARPwGeB5wW2beUZVdALyTpiXlImJjYA9gv6poPnANJcE8p3oM4CLgjKr+HOAEgMy8NiK2jYgZI1lSbuHChSPq3KSpW7HozkXrlE3fciV33bFkRM/TLvr6+uoOYVTZn/Zmf0aHCWZJ6kGZ+bW6Y5AkSZLGQ2be1Pg5Ip5LWSrjdEriuWEx8KwBTbcBHsnMFYPUeWajfWauiIhHgG2bywe0GXaCedasWUyZMmW41bnh5tuZOWPmOmXTt5vGtK13HPZztIu+vj5mz55ddxijxv60t17qT39//4i/vBoJN/mTJEmSJEldLyJeAPwQ+CjwO8pyGQ0TgFUDmkwcUIemOhMGlDfaD2wz2PNKUlcxwSxJkiRJkrpaRLwSuBr4WGaeD9wNTG+qsh1w74BmDwBbRsRG1fH0pjr3VG2IiEnAFsBDw3xeSeoqJpglSZIkSVLXiojtgW8DczPz4qr4+vJQ7FQlkOfStP4yQGYuB66jbN4HcEhTnQXVMdXj11X115RHxKuAZSNZf1mSOpFrMEuSJEmSpG52LLAJcGpENMrOAg4DvlE9tgC4FCAizgUuy8zLgKOA8yPieMo6ygdW7ecB8yPiJmAJcFBVfjpwdlXeDxw8pj2TpDZgglmSJEmSJHWtzPwQ8KH1PLzrIGULgJVV20XAawd5zoeBfQYpXwYc2mqsktSJXCJDkiRJkiRprUnAVXUHIUmdwhnMkiRJkiRJlcz8Wt0xSFIncQazJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktWRS3QFIkiRJ3SYiPgHsXx1enpl/FxF7AqcCU4FLMvP4QdrNAC4ApgEJHJSZj0XEVsBXgR2AB4H9M/O+iJgMnAfsBiwF5mbmLWPcPUmSJGkNZzBLkiRJo6hKJL8JeDHwImB2RBwIfAnYF9gFeGlE7DVI8zOBMzNzZ+BXwLyq/NPAdZm5C3AO8IWq/Gjg8ar8w8D8MemUJEmStB7OYJYkSZJG12LgmMx8EiAifgM8D7gtM++oyi4A3glc0WgUERsDewD7VUXzgWuA44A51WMAFwFnVPXnACcAZOa1EbFtRMzIzDuHG+zChQtH1LlJU7di0Z2L1imbvuVK7rpjyYieZyz19fXVHcKQjG/DGN+Gaff4JEmdxwSzJEmSNIoy86bGzxHxXMpSGadTEs8Ni4FnDWi6DfBIZq4YpM4zG+0zc0VEPAJs21w+oM2wE8yzZs1iypQpw63ODTffzswZM9cpm77dNKZtveOwn2Ms9fX1MXv27LrDWC/j2zDGt2HGK77+/v4Rf3klSepcLpEhSZIkjYGIeAHwQ+CjwO+A1U0PTwBWDWgycUAdmupMGFDeaD+wzWDPK0mSJI0ZE8ySJEnSKIuIVwJXAx/LzPOBu4HpTVW2A+4d0OwBYMuI2Kg6nt5U556qDRExCdgCeGiYzytJkiSNmQ1aIsPdsSVJkqR1RcT2wLeBAzLzP6ri68tDsRNwBzCXsunfGpm5PCKuAw4ALgQOYe0azQuq489Uj19X1W+U/yQiXgUsG8n6y5IkSdKGankGs7tjS5LqtGLlKh54+Il1/j36xJN1hyVJAMcCmwCnRsSvI+LXwGHVv28ANwO3AJcCRMS5EbFP1fYo4MiIuBl4NdCYrDEP2D0ibqrqfLAqPx2YUpWfBhw8tl2TJEmS1rUhM5g7andsSVJ36V++kht/+4d1yl4S09hi08k1RSRJRWZ+CPjQeh7edZCyBcDKqu0i4LWDPOfDwD6DlC8DDm01VkmSJGlDtZxg7rTdsUeyg+2kqVux6M5F65RN33Ild92xZNjPUZe+vr66QxgxYx4fnRgzdG7ckiSNwCTg8rqDkCRJklqxQWsww5rdsS+n7I69gjKLuaFtdseeNWsWU6ZMGVbdG26+nZkzZq5TNn27aUzbeseR/Mpx19fXx+zZs+sOY0SMeXx0YszQ/nH39/eP6MsrSZIGk5lfqzsGSZIkqVUtr8EM7o4tSZIkSZIkSb1sQzb5a+yOPTczL66K1+yOXSWQ59K0/jKU3bGBxu7YMPju2NC0O3ZzubtjS5IkSZIkSVJ72JAlMpp3x26UncXa3bE3oSSG1+yODVyWmZdRdr4+PyKOp6yjfGDVfh4wv9oFewlwUFV+OnB2Vd6Pu2NLkiRJkiRJUu02ZJM/d8eWJEmSJEmSpB62QWswj9Ak4Kpx/H2SJEmSJEmSpDG0IUtkjIi7Y0uSJEmSJElSdxnPGcySJEmSJEmSpC5iglmSJEmSJEmS1BITzJIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktSSSXUHIEmSJEmSpNGzYuUqHnj4iXXKpm4yiS02nVxTRJK6mQlmSZIkSZKkLtK/fCU3/vYP65S9JKaZYJY0JkwwS1IXiYinAT8D9s7M30fEnsCpwFTgksw8fpA2M4ALgGlAAgdl5mMRsRXwVWAH4EFg/8y8LyImA+cBuwFLgbmZecs4dE+SJEmSJLUZ12CWpC4RES8HfgI8rzqeCnwJ2BfYBXhpROw1SNMzgTMzc2fgV8C8qvzTwHWZuQtwDvCFqvxo4PGq/MPA/DHpkCRJkiRJanvOYJak7vE+4IPAV6rjlwG3ZeYdABFxAfBO4IpGg4jYGNgD2K8qmg9cAxwHzKkeA7gIOKOqPwc4ASAzr42IbSNiRmbeOdxAFy5cOKKOTZq6FYvuXLRO2Z8/Y+M/KZu+5UruumPJiJ67HfX19dUdwrjqpf72Ul+h9/orSZIk9SITzJLUJTLzCICIaBQ9E1jcVGUx8KwBzbYBHsnMFYPUWdM+M1dExCPAtkM877ATzLNmzWLKlCnDrc4NN9/OzBkz1ynbfPPN/6Rs+nbTmLb1jsN+3nbU19fH7Nmz6w5j3PRSf3uprzD+/e3v7x/xl1eSpN7icnKSNDZcIkOSutdEYHXT8QRg1VPUoanOhAHljfbDeV5JkiSpbbicnCSNHRPMktS97gamNx1vB9w7oM4DwJYRsVF1PL2pzj1VGyJiErAF8NAwn1eSJElqJ43l5BrnrWuWk6vu5mssJ7dG03Jyl1ZF85vqzKHMYIaynNxeTcvJfRXKcnLAttUsaEnqWi6RIUnd63ogImIn4A5gLmWWxhqZuTwirgMOAC4EDmHtGs0LquPPVI9fV9VvlP8kIl4FLBvJ+suSJEnSeOuk5eR6fb+SbtvDwf60N/szOkwwS1KXysxlEXEY8A1gE0rC+FKAiDgXuCwzLwOOAs6PiOMpJ74HVk8xD5gfETcBS4CDqvLTgbOr8n7g4PHpkSRJkjRq2nY5uV7er6Tb9qywP+2tl/oz1vuVmGCWpC6Tmc9u+vlqYNdBqi0AVlZ1FgGvHeR5Hgb2GaR8GXDo6EQrSZIk1WJEy8ll5koGX07u7vUsJ3f7EM8rSV3FNZglqTdNAq6qOwhJkiSpJmuWk6v2I5nL2qXigLKcHNBYTg4GX04OmpaTay53OTlJvcIEsyT1oMz8Wmb21x2HJEmSVIfqrrzDKMvJ3QzcQtNychHRuJPvKODIiLgZeDVwfFU+D9i9WjbuKMoGglCWk5tSlZ+Gy8lJ6gEukSFJkiRJknqCy8lJ0uhzBrMkSZIkSdJaLicnSSPgDGZJkiRJkqRKZn6t7hgkqZM4g1mSJEmSJEmS1BJnMEuSusaKlat44OEn1imbuskktth0ck0RSZIkSZLU3UwwS5K6Rv/yldz42z+sU/aSmGaCWZIkSZKkMeISGZIkSZIkSZKklphgliRJkiRJkiS1xASzJEmSJEmSJKklJpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJkiRJktQSE8ySJEmSJEmSpJaYYJYkSZIkSZIktcQEsyRJkiRJkiSpJSaYJUmSJEmSJEktMcEsSZIkSZIkSWrJpLoDkCRJkiRJ0thasXIVDzz8xDplUzeZxBabTq4pIkndwgSzJEmSJElSl+tfvpIbf/uHdcpeEtNMMEvaYC6RIUmSJEmSJElqiTOYJUmSJG0Qb7uWJEnqXSaYJUmSJG0Qb7uWJEnqXS6RIUmSJEmSJElqiQlmSZIkSZIkSVJLTDBLkiRJkiRJklpiglmSJEmSJEmS1BITzJIkSZIkSZKklkyqOwBJkiRJkiSNvxUrV/HAw0+sUzZ1k0lssenkmiKS1IlMMEuSuponzZIkSdLg+pev5Mbf/mGdspfENM+VJY2ICWZJUlfzpFmSJEmSpLFjglmSJODRJ55k6bIV65Q501mSJEmSpKGZYJYkCVi6bAX/lQ+sU+ZMZ0mSJEmShjax7gAkSZIkSZIkSZ3JBLMkSZIkSZIkqSUukSFJkiRJkiQAVqxcxQMPP7FOmXuTSBqKCWZJUs8Z7KS5f/nKmqKRJEmS2kf/8pXc+Ns/rFPm3iSShmKCWZLUcwY7aY6ZT68pGkmSJEmSOpdrMEuSJEmSJEmSWuIMZkmSJEmSJK2X6zJLGooJZkmSJEmjzmSEJHUP12WWNBQTzJIkSZJGnckISZKk3tAxCeaImAscD2wMfD4zz6g5JEnqaY7LktQ+HJMlqb30wrjsnSqSGjoiwRwRfw6cDMwG+oGfRcSPMvPmeiOTpN7UK+OyJ82SOkGvjMmS1Cl6ZVwe7E6VF+60DUuXrVinzPNnqft1RIIZ2BP4j8x8GCAiLgXeAXxyGG03AnjyySeH/ctWr1rJxAFlK5Y/SX//RsN+jrr09/fXHcKIGfP46MSYob3jbhpX2n9wGH2tjssjHpNh8HF55YrlTGTlmJY9sXQZv7vnj+uU7fzsrXn00XWTzhMnwqpVfxr3YOWDlW0yZRKbTd14zXE7f+7HQi/1t5f6CuPbX8fkzhiTl/X3c+/96/6+gWPgaGj3vzXj2zDGt2HGI74eH5Ohg8bldjp/njgRNpqyBffev2Sd8rH4f2I8tfuYMFL2p72trz9jPS53SoL5mcDipuPFwMuG2XY6wK233jqiX/iMAV+uLb57CYvvHtFT1GLhwoV1hzBixjw+OjFm6Ji4pwO31x3EOGt1XG5pTIY/HZf/+OCSWsoevHfdE96x0CGf+1HTS/3tpb5Cbf11TG7jMXk8xlBo/78149swxrdhxjm+XhyToYPG5XY8f15896Mjqt/u2n1MGCn7096G0Z8xGZc7JcE8EVjddDwBGGSu2KB+CbyaMqCvfIq6kjQSG1EG51/WHUgNWh2XHZMljRXH5LUckyXVrZfHZHBcltR+xnRc7pQE892UQbZhO+De4TScPXt2P/CTsQhKkujNGRnQ4rjsmCxpjDkmF47JktpBr47J4LgsqT2N2bjcKQnmq4ATI2Jb4HHg7cCR9YYkST3NcVmS2odjsiS1F8dlST1l4DrwbSkz7wE+DvwI+DVwYWb+ot6oJKl3OS5LUvtwTJak9uK4LKnXTFi9evVT15IkSZIkSZIkaYCOmMEsSZIkSZIkSWo/JpglSZIkSZIkSS0xwSxJkiRJkiRJaokJZkmSJEmSJElSS0wwS5IkSZIkSZJaYoJZkiRJbSEiJtQdgyRJkqSRmbB69eq6Y2gLEbED8DTgJmBVZq6sOSRJ6lmOyZLUXrpxXI6ICZnpxdAo8fWUxk83jsmSOpsJZiAi3gacDNwNPAD8F3BuZv6x1sBGWURsA2yUmffXHctwRcROwMrMvKPuWEbC17oeEbFVZi5pOvZCpwP1ypg8Wnrpcx8RHwG2BK4BFmXm72oOaUz1Un8jYh7wDOBXQGbmL2sOSU26cVyOiKnA5E7oQ7uP8xGxcWYubzpum/h6aRxV7+jGMXmkOvF6eyjdcC3ezPenc4zmOUbPJ5gjYjPgK8CnMvO/I2J/4FXAUuDkzHyk1gBHSUR8HdgYeAHwBeCKzLy93qiGFhHfBCYDOwP/Dvw0M39ca1DD4Gtdj4g4G3g68AhwBfCDzHwsIiZm5qp6o9Nw9cqYPFp66XMfEecCzwR+BMwCngAuzsxrag1sjPRSfyPiLOBZwCWU/zufD8zPzG/WGpiA7hyXI+ICYAowAzgDuDAzV9Qb1eDafZyPiDMp55BPAucBN2XmsnZIMvfSOKre0Y1j8kh14vX2ULrhWryZ70/nGO1zDNdghtXAtpQTTIBLge8CmwCHRMRGdQU2WiLiEGBKZu4HHArsARwaES+oN7L1i4i3ABtn5t7AW4HNgLdGxJvqjWxovtb1iIi/BbYHjgRup7zuH4+ILTJzlWt6dpSuH5NHSy997iNiC2BTYJ/MPAU4Bfg9cFhEvKLO2MZCL/W3+pueAByamV8BPk/5u/9AROxda3Bq6KpxuZrRukVmvhP4BPAR4EMRsVW9kf2pdh/nqzsPng2cSLmufA/lMzG1DZLLPTOOqud01Zg8Up14vT2UbrgWb+b70znG4hyj5xPMmfkE5dv2vSJi1ypL/x+UWzT3oHxT0emeBJYAZObPgJMo/yHtFxFT6gxsCBOALSJiSmb+D3A28L/AGyLi2bVGNjRf63o8HbisurXjs8DlwBbA0VW/evtWjQ7SI2PyaOmZz31mPkq5xfmk6ngh8G3gVuD1ETGpxvBGXS/1t1oz8hnAv1TH91E+yxcBcyJiWo3hia4clx8HbgDIzO8D7wf+Cng3tN1Gk207zkfERGA7yt0GdwNHU17XF1Euvmu9zuylcVS9pQvH5JHqxOvtoXTDtXgz35/OMernGD2fYK5cTvkjeFc1SK+sZtFsDexUb2ij4r+BVRHx8oiYlJk3US7k3k45oW5H/wH8hnKCOjUzF1FuBdoFeEOtkQ3N17oevwD2jYjZ1RqAVwE/AHYAptcamVrR7WPyaOn6z301lr6qOvw8MDUi5kJZpBe4HtgP2KamEEdVL/U3IvaKiDkRsTFwPLA0Io4DyMyHKJ/vHSgnuqpfN43LdwHPjYg/A8jMXwDHAR+LiDe12ZdzbTvOV0mt/wbeGBE7ZuaTwJco55RvBGqZRdlL46h6WjeNySPVidfbQ+mGa/Fmvj+dY9TPMXp+DeaGiNge+GvKycaVlFtPPg68MTMfqDO2VkTEGZR1VLYE/gGYR9ll9l+BWzNzaUQcDszIzJPqi3StiDgPWE55D+YBbwP+jLJu2lWZ+WhEvBV4HfDhdlh3Dnyt6xIRR1NuffwJ5fXfG9icsrbejVWd71bHX60tULWk28bk0dJLn/uI+AblNrQ/A66lnNxtCUwDbszM86t63wc+Ws0q6Fi91N+qr1Mpt/MmcB9lVuErgQcy85NVvR8Cn8nMH9UVq9bq5HE5Iv4R+AMwMTP/OSLOpyRAjwKeyMwV1a2ij2fm2TXH2tbjfES8l/Le/5zyN3w4cDPwvcy8q6rzc+DTmfm9cY6tZ8ZRqZPH5JHqxOvtoXTDtXgz35/2fn+ajfU5hjOYK9UJ0SnA1cDBlG9XDu3EwTki/omylspXKH8I5wDfYO2J9AER8QzKH8qTdcXZLCKOp6wl9ffAg8AxwO8omxXsAfxddQvC4cCSdvkj9rWuR0T8GzAHWEE5kZoDLKuO3x0Rr2+qvnL8I9SG6qYxebT00uc+yvqYUzLzL4FXUHZJ34HSr98Db4qIyyPiMuDRTk8S9FJ/I+K5wKTMfAtl5sdVlFv0XkK5QJ4VEddGxOXAwyaX20enjssR8a+UjYZ+A+wZEQsoF8BPA04Hdo+IqZRZt5vUFijtP85HxDnAgZR1l79MeV0XAbMptz+/qKr6MON83ttL46gEnTsmj1QnXm8PpRuuxZv5/rT3+9NsPM4xnME8iIiYDKyupol3nOobl0sy88rq+LOUb+7/EfiL6t92wB2Z+cHaAm0SEV8Afp2Z/14dfxgIyu0/E4A3U/qwODM/VFugA/haj78o63GeDbwrM/sj4uWUBfeXAvdSdqw9BrgRWJmZ76gtWI2KTh+TR0Ovfe4jYlfKLs3vysxbI2JT4H2U27W+Q5kttw/wSGZ+p2ozoc1ubR+2XupvROxESSS/KzN/Uf1970U5af9JZn4rIuZQZpL+uGrTkX3tZp0yLkdZB/gC4OTqNl0i4mLKmHkocCzldvLtgNsz8/01xtrW43xE7AB8MTPfXB3vBcwFrqGcP86kXKzeBTxZQ3w9M45KA3XKmNyKTrzeHkqnX4sP5PvTGcbrHMMEcxeKiBOBx4DTM7O/KjsTmJmZc6rjP8vM+6ufJ9b9zUtEvIeyjs1pTbfXfYwyA+Ht1a2LW2bmH6vHao+5iuNEfK3HXUR8nXJr5uczc2VEzKZc5NySmedUt4xtnJm/q+q3XR+kkeqFz32UzT8mZOayakbE74FvZ+biiNiccqvdI5l59IB2HddX6K3+RsS2QH9mPhIRx1BOzs9rSgR9lHLr5HsHtOu4vqp9RNnI7WzgR5l5QVP5d4BVmfnWavby9HYYO9t5nK9eywspG3B+tzpffCNl9/n5mXl5ROwMbJGZvxyv+HppHJV6USdebw+lG67Fm/n+tHd/mo3HOYYJ5i4RZU2bRcADlPViLgZObHxDX9W5CjgpM69rKqvtm/uI+BvKLXR3V//+BfguZSfLB6s6VwJnZeY3m9rVOtvA17oeUW67nFzNeDsI2BX4YWb+sHp8L8qtrq/OzMVN7dqmD9JI9dLnPiIuoqwfGJRv0J9P6e8vgCsz864oyyvMA96fmUtrC3YU9FJ/qxPajYDnUma0bErZUXw1ZY23m6NsuHY28J7MfLi2YNUVIuJtwO3A/cCOlBms+2bmT5vqfBc4JjNvbSob97Gz3cf5ahwiM2+LiL+nrLF5XmbeVj3+buAkYLfM/N/xjK+XxlGpl3Ti9fZQuuFavJnvz5p2bdmfZuN9juEazF0gyloqh1BuL72acgH3KeCUiHhblOnwDet8SGpMeH4R2Bd4BmUNt7+grNXzLtZdw20VZdr+GjUnl32taxARlwD/DJwREWdRFqSfQllP7y0AmXkFcAsD1k9slz5II9VLn/soG05Mzcy5wJcoa7YtpcxEezHwseoE6BTKTLSOThL0Un+r5NMmmfk24NPAbpRb1pdQ1nz756rOOcB9Jpe1oSLiS8DfUJZHWEA5HzsUuDoiXt1U9WmUDeHWqCG53NbjfERcAHwROC8iTqO8ns8FjoiIF1RxXAD8emDbcUgu98w4KvWSTrzeHko3XIs38/1Zqx3706yOcwxnMHe4iNgFOAt4fTXN/dWUP4yjgUcpt5z+kbID5v2ZeXBtwVYiYiblRHC/LDtw7kY5+TufspD6HMp6eKsoG/zMrS3YJr7W9YiINwEfycy9ImIC5RvFVcB/AbMomwlsSfnCbHVmvr22YKVR0muf+4g4Fnh6Zn68Ot4XeDvwPcp6ni+n9PvezDyhqtP2swbWp5f6GxFHAq/KzEOq41dSTuQfoFyY7EJJBv1vZn6mqtORfVX9qvOcz2bma6vjOcC3gNdTksmfpWws+XzK+omH1RNp+4/zETGXsmHYm6MsI3IJcCtlVtd7KJs1PQ48i7LcyP7jHF/PjKNSr+jE6+2hdMO1eDPfn/Z+f5rVdY7hDObO9xDlJGo7gOoWhEMpfxQbUXZ6/kfKGjIHQ1lLpZ5Q17ifMrtgdkRsnJm/ogxGRwObZuZRlFknn2r8EbdBzOBrXZf7oPwHUF0UfJRyUfMSymYuJ1EW3f9aY2CsBlGpk/XE574p5puArSMiAKpb7C6j3PL8h8z8PPB/m5IEEzsxSdBr/a1cC6yOiD0BqiUKFgCvo8xsvhA4rim53Ml9Vf0eo3x5AUBmXk7Z2O3blHOit1Y/f7mRXK7xvKfdx/k7gbsjYrNq9u/bKXcf7Ad8iJJU+D1lfev9xyu+Hh1HpV7RidfbQ+mGa/Fmvj/t3Z9mtZxjOIO5C0RZ23BlZr6rqextwAeAt2XmY03lbfHNfUScQvnW5OjMXFKV7UnZiOM1WS0CX5W3Rczga12HiHgW8AngB5T19B6JiI2AbwL3VAN/c/2OWWhfWp9e+9xHWX/388BvgXOBOzNzdUR8Hrg1M89sqtt249RI9VJ/I+JpwMcot+R9KzN/UpWfBKzIzE/VGZ+6T0T8jPJ3dFhT2ZHAy4Ajm8fKOsfOdh/no2z+cyJwcmb+vCqbQNkg6AeNxG2N8fXMOCr1kk683h5Kp1+LD+T70979aajrHKNTsu9q0vhmIcpuzmTmO4HnR8S3mqpdQ1ljZUVz27r+IJpi3qiK46PA04GzqxNEMvMqyvovTza3rfOP2Ne6fpl5N3AdcATwuojYJjNXUmaoTBj4LWInJ9mkhl763EfERtXJ28eB4K2NfgAAIABJREFUF1Fuvf7LxsPAsub67ThOjUQv9bc6EX+EcpK+MbBvRHygeng25TZKaVQ0ztWANwPPi7LeYMMvKev1rjNW1jl2tvs4n5l9lHPcMyPiJRExqRqPjmGQa8hxTi73zDgqdbtOvN4eSrddi/v+rNWO/Vmfus4xnMHcYSJiajZtUhERUzKzv/r555Tb2X4AvIWyocXh9US6VkRsCSxrirM55q9R/nDvBHau6rXF2ja+1vWLiMmZ+WT185GU17oPuJ7yLenizPxgjSFKo67bP/exdufpxzPz+qpsYmauiohnU25F2xnYnPIN+3tqC3YU9FJ/Y+0u3A9m5pUDHtuOspbdPlXRQ53cV7WHKum5oul448xcHhHbA9+h3Pp6GmXTv/sHztipS7uP8wPimwfsRVl380bKrObbM/OYcYynZ8ZRqZd04vX2ULrwWtz3pwPVeY5hgrmDRMTnKBtp3Abclpn/XpU3/2H8LTAB2DwzT6rKapvKH2VXzu2BxcDvM/PkQWJ+G2XXzs2yrJdW++0Hvtb1iIhTgSWUC4QTMnNZNUtlZfX4m4Fdgf8D3JWZ/1CVt00fpJHqpc99lJ2nnwv8GPi/wLzMPKd6bHJmPhkRm1DG1h0y86bqsY5cAqSX+lv9H/RcSlLvWMqt61/OzIcGSQJun5l3VT93XF/VHiLi/1Fua70ByMz8flW+UZbNhyYCn6PMlN+skRCtY+xs93E+Ij5RxbccOKdK0jefPx4KvBCYWcX3kbGOqSm2nhlHpV7SidfbQ+mGa/Fmvj/t/f40a6dzDBPMHSIiPkO5BezvKR+MI4Hrsto5eYh2da4t9w/AHpTb1p5DWR/tZ5n53qdoV+sJoa91PSLiC8CzKUmJ91IWoN87M3/XPPBXdZu/lWubPkgj1Uuf+/jTnadfCXwF+OfMPKup3isy8z+bjtv+xG4wvdTf+NNduF8CfBb4PvC5zFxe1dsrM69oatdxfVV7iIh/AXah7Ir+CsrY+aPMPP0p2o372Nnu43xEnENJ1F8GvIZy7vvyzOyPiE0z84mmuptl5uPjFV8vjaNSL+nE6+2hdMO1eDPfnzXt2rI/zdrtHMM1mDvHE5STqRuAS4APAm+MiOMbFSLivRFxYHOjmv8gHgQuzMx7s+wavztl/Zd/bVSIiPdHxHHNjdrgj9jXuh6bA5/OzB9l5ruBK4GvRVkvqD8iJkTEkRHx3KaBcUKb9UEaqV763P8BuIe1O0//FDgEODki3gUQEW8Cjo2IdzQadXCSoJf6uxi4m7W7cP8XZRbzAcBhAFE2DPvbRt+hY/uqmkVZP3Ej4NjMvBo4EzgP+MuIOKKp3qER8YrmtjWNnW07zkdZU3NT4IjMPDczDwZuBm6sLkSfqOJ7a5Sd6BvJ5fH6f6iXxlGpl3Ti9fZQuuFavJnvD23dn2ZtdY5hgrlzrAI+V30LsTwz/4eyfsrLIuIVEbFFVW9SRDy9vjDX0Q/Mi3LbGpn5R+DllAvQt1bltwEPRcRzaoxzIF/rcRblNtZ+ymAPQGZ+GPgV8IPqAmgmsBVwZERsVtXxAkIdq1c+9xGxY0Q8LTMfBJZS1kMFIDN/Qvm2/T0RMQW4FjgcWBIDNp/oFL3U34h4YUTMqE5Yb6Wsg7o5QJVk/ihwTHWS2wfsCzwRERvXFrQ6XjUGrgL+JSI2ycyHKX9L5wC7R8SzI2Jr4HnA9lFt5FOHDhjnJ1M2N9qzKb65wH8CX69eu9mUGWyHRMTk8Yivl8ZRqUd14vX2UDr6WnwQvj8doB3PMVwio41F2Wl9EvALyoXbxyhT+g+vZhRMpZxwfT0zr6xOAl9Lme6/dD1PO9Yx/z3li4vbgW9SNgLZk3Jr22NVnRMoa+VdUh2/uDp+YtAnHQe+1vWIiIOA31G+VdwY+AlwZGZ+o6nOJcAnc+2aeq8AfpXVLddSp+mlz32sXTvzLsrmH38dET8GHsvMvas6zwDOBt5N2VxjCrBxZj5ST9St66X+RsR5lL4upsyAnEtZJmM18DeZeX9V79uU5M8fq8c2qev/TXW2iNgf2ISy9MrTKF9oTGDteoN/Trnt9cTMvD4iNqVsTrdgvD9z7T7OR8RelA0Q76Ksrfw94MDM/EH1+J8BpwIfycwHqrI9KLdIj3VyuWfGUamXdOL19lC64Vq8me9Pe78/zdr5HMNvedtURFxI2W19R8q39GcAP6T8gXw9Iraq/pC3B/4cIMsi3j+uMeE5n/LtyePAXwBXUdZJuxK4PiKeFeW2xlc0Yq7cWHNy2de6BhHx75R1kN4BfJ2yW+ubgIui6TZHYDqwddUfgBs6LckmNfTS5z4i3kcZV/8SmAfMjIirMvO1wEYR8a2IeC/wb8CjmbksM1dl5tJOTBL0Un+j3Jr+nMzcIzMPAJYBFwJHA48Cp0XEZyLim8ATmfm/VV9Xt+NFiNpflN3dDwP+CvhHSnL5fyhfWvxTNcvqHkrCeRpAdb7znRqSy209zkfEBcAxlHHqQkqy/l3AWVGWm6D6gmgmZYOnhl+PQ3K5Z8ZRqZd04vX2ULrhWryZ788abfn+NGv3cwxnMLehasbFlzKzsbbYLsBBwCzgU8CBlG9f7gH+WN3KVruI+DLwvixrvWxGuTX2r6p/RwKvpswyuC8zD68v0rU6+LX+d+CozFzaKa91s4h4PnBGZr6uOn4pcA1wKPBb4Hzgp1QzWNqxD9JI9drnPiL+Ctg1Mz/dVPZ9oD8z961mSmxGB+w8PRy91N9qFsQBWW7Da5R9GXhmZu5ZJalm0mG7cKs9RcT2wOcz8+3V8ZuB11H+nq6impEE3AEszcx31hhrW4/zEfEy4OTMfGNEbAu8jLJR4ieB+ylrbf4bsFsV35AbII1BfD0zjkq9olOvt4fSiXmP9enS96ejcyXr0+7nGOAM5rYTETMoJ04vjYhDADLzN8B8ykyNvTPzWMqtqB9q/IFHjWuORURjzZcdgY8AZNkE5GTKjtQnZ+aJlNvYjmh80OuMufr9zwamAi+JiPdAR7zWz4mIp1EG/A9CZ7zWg1gGPBZlXSAy85fAK4F/BbamfAv3JcoA2q59kEaq1z739wMfjoiXNwoy8y+hzFLLzLMy81+akgQTOzxJ0Ev9vQ94Q0S8sVGQmYcAT0bEZzLzysw8pym53Ml9VY0i4v3ANsALIuKtAFmWcbgSeAzYKjP/hnLBOK+RXG6asTPe2nacr37Pcqrrv8x8MDMvBz5MmdH8ALAH5VbbrzaSy+P8WvbSOCp1vU7MbQylU/Me69OJ+ZChdFGuZH3a9hyjwRnMbSQizgJ2AG6hTOffGfi3zLyi+mC8hXLLwoGZuaypXW3f3EfE3pRZD++n7Dba+EB/uYp5F+AEynqMD7RDzNXvPxt4EeUkug94G+WbuwVt/FqfRfnP7DfAj4HjgH/NzK+082vdLMqi+Xdn5vLqVpxtMvNNTY+/A9gHeE9mrmgqn5idsYur9Cd66XMfESdTNoxqrHe2K2Udz7mZ+fOqzpGU2Wen1hboKOml/kbEFyibhCyh3Ga4GfADYE5mXl3VeQPwmsw8obZA1TUi4hzgGZn5tog4HHg+cGmW9ZUnAH8N7JmZ+w5oN+7nPe0+zkdZi/LazPxpRPwQ+H1mvq96bDJl86btMvMfBrQb8/h6aRyVekkn5jaG0ql5j/XpxHzIULohV7I+7X6O0axTMvVdLyI+ATyDMm3/TsoAfD0wNyL+Ksv6Yt+jrJP27Oa2Nf9B/BGYQZn5sDtwPPDuiJhbxXwTZf2XZzc3qjm5/H5KTK+m3AZ4PeUi+cCIeGM7vtYR8beUdfDmUNYJ2oFyy8oREfGOdn2tm0XZtOUc4N8iovGf84MR8a2mav8DbM6AsanTkmxSQy997iPiTMpmUVcCk4FvASuBvwO+FxFzouw0/RZKMqGj9VJ/I+IUykYvpwG/Zm2f96aszXd4RLyQMltki/U+kTRMEfFF4PEqubwv5cJwOXBoRLygOrc5g7Iu7zOb29aQXG7rcb5K1O8M/GdV9AFgckScVsXwZBXfzIGzlcchudwz46jUSzo4tzGUjst7rE8n5kOG0g25kvVp93OMgSaN9y/Ues0ELs6yjs/nKWvdXAQ8BJwYEa+mTPW/KzNvqTHONaqT0N9SLjYvp6yHtxy4EfhsRLyK8sd9e2b+orZA/9Q2lF2wn4yIPSkD6wrKbKwzIuJiYDZt9FoDW1JmnjwZEb8B9qMMJP3AuRGxG/Bi2u+1Btb8J/YcSjJiN8o6QV+nbNLzuYi4jrJpzxHA/dXFjtTRevBzv4wyK+D3EbEAuA04hdK/gykn5IcAD2XmvPrCHDW91N8/UtbA7QP6IuL3wBWUjbjeTElYvf7/s3fvcXZV5eH/P4GQGBWIFCJRTHwh5QGbSjR4B0Sl9mexKEWhJXLxrohWK9X6FeRSvFMVECzlYtQgXkC8cKkVLxC1tDIqGpCHltJwLygicguE8PtjrZOcOZyZzJzJzLnM5/165ZU5a6+1z7PP7FlnneesvTZwc2a+u1tBajDUhOLzgc/UmfObU8ZoT6F8qN85Ii4Bngv8JjNv6WKsPd3PR8Q/sX4W+LujrEX5IHAG8Pradx0BvANY1YUP2tOpH5Wmk77LbYymj/MeI+nHfMho+jpXMpJeH2O04wzm3vGfwBOiLLIOMJsyDf50yhoxt1DWQzsUurq23DpZ7gZ/K/A/wArKnUY/QHlD2QW4CPhc0/ovXY+5ugp4YUQcRLmU4HjKZRS3UhZGvwX4ei+91pTX9qMR8TXg74C3Ud7c/p1yec5P6c3XumE1cEm9vOZyyppVNwOfyMxXUxIVfwpck5lvhZ48Bmm8ptt5/2Tgw1BmxGXmucDRwD9Q3iP2BQ7N9et69vsYZDod75bUtQYBMvMHlFkiJwO/oax/e0iWtXD7/VjVZZn5O8od0j8ALMzM12fmAZQk6HnACcBa4Ls9MFbr2X4+Ih5P+TxxSUScTFli5BHWXyZ8BOXGiK+jfOZ491TGV02nflSaTvoutzGaPs57jKQf8yGj6fdcyUh6dowxEtdg7hF1RsFjM/OO+vhyYP/MvCEijqGcWD+q23piXc46yJtB+TbyHygzmF4GXAt8tQ4S19XthZhh3cyY4ygL2v8yM0+q5ScBKzPzX5rq9lLc21O+LX1iZn64lr2PcmftTzfV65mYG+q31F8GlmbmD2vZ1sCngPMy8xst9XvuGKTxmi7nfSPuiNgK+ApweWOmWUTMp6yleXy9NK3RpufXOxvJdDreiNg0Mx+uP/8n5T3y9U3bT6K83/+oqawvj1W9JyJeS/ng/v6sawrWWa6nZLk5XaNe1/rOXu/nI+JZlH7q15m5Ty2bBZxJSR6c31J/qtaEnjb9qDQd9WNuYzT9mvcYSb/mQ0bTz7mSkfT6GKMdvwXuEZl5b1MHPJuyEP7qiPgi8NTmD2/dPmkasqxl8zDwPUpnuwNljbR/A+a11p36CNurM2NOplxquVdEPKduatzltrluL8X9P8CNlLvwPrMWLwEe01KvZ2KGdR8IVgDHsP6SKDLzN5RLIRe2tum1Y5DGazqc9xGxMCI2owy4ycw7gaOAXSLihFp2K7At5fKudfoxSRARfwTl91R/vwN7vBHxXIDMfLgmo6DMcNkhys1FGhbRZ2vZqa98Ffh/wMyIeFotWws8trlSF5PLPd3P1/h+RpnJdVvjbznLJbTXU9arnNL4ptv7hjRd9WNuYzT9mvcYSb/mQ0bTr7mSkfT6GGMkJph70yaUO2D+GLi7Dy5N+BHlzs/7Z1kH77zMPLXLMY0qM6+lDLivAT4fEd+kfLv1qe5GtkFXUDqUz0XEvwJrM/OjXY7pUSJiy8bPTR8Ivkq5O/iJEbFvLXsmLR8UpX41nc77KHdqPg34ArA0Ihr3dLgCeD/w3Ii4KCK+Q1mX94IuhbpRRLnh2L9ExDkRsXnT73eIATveKHdJP6X+T5b17DbNzNuAlwPbRcTXI+L7lDVbl3czXg2umgjdBHg15WaS/wbcn5lf61ZMvd7Pt8ZXP6BeQhnzbhkRu9TNi4HNpji2afW+IWmdfsttjKbv8h4j6eN8yGj6Ilcykl4fY4yFS2T0qCgLq/82M99eH3d9uvtoGpetRcTMxmWM/aAObhcAm2Vm1rJef63nUGZ1bJ6Z/1HLeibmiNifsj7QvjUh0bxtJrAfZe2/XwFrMvO1Ux+ltHFNp/M+yp3BF1HW0DuMctOtg7LlxhJRbnjS+Pa9p/qp8aiXcj6DcqOp7wHnZOanW9/vBuh4d6cMZL9LuYT1rDZ1dgS2yMwr6uO+PFb1h3qpdQCPz8zLatmUn3O93s9vIL7ZlBtxfoGyFuW9mfmaKYxtWr1vSBqu33Ibo+nXvMdI+jEfMppez5WMpNfHGGNlgrlHRcQTM/P/6s89/wcxKPpxfbdeizkiXkxJwnwHeF2jg2w+j+u3cw9l5n2t26R+NJ3O+4g4C7gwM8+rA55fAK/PelfmOiNlTuM4a1lfHitARCynzFA5v85kXgSsotwg5eN1GYnHZLkBR6NNXx5v/d1tC3yRcpOXvYBvUmaNXhxlDcL5mXlzc5teeg/S4OvWOdfr/fwY43sa5YPpqqmMb7q9b0gaztxG/xi0cV2/HE+vjzHGyiUyelRTBzyj106aQdYPnU+rHoz5j4B3Ue5C+6WI2BbWrwkUEc9meMfoOa5BMJ3O++Y7gzeOofkyrX8E3hV1zWLojTXBJuAHwM0R8RRga+CdwPeB7YEXR8SRwPsH4Xhz+F3SL6MMcj9CuaENwBuAwyNicXObKQ9U01oXz7le7+fHEt+NTcnlqYxvur1vSGpibqN/DNq4ro+Op9fHGGNigrnH9dEfhNSwkvIB5vXAzTR1kBHxUuADwE6Nyp7jGhDT6bz/IvDNzLyvDmz+QElIUpOtvwRup6y3Nwg+l5n/mZk3UmYU/LwuG/EwZTB4InATJeHc1yJik4jYFJgLbEpZp/V+SoL9VZQ7WX8fmN29KKWu6fV+frT49qrxLepSfNPtfUNSG30+/pUmU6+PMcbEJTIkTaqI+DzlTuUHZeYt9du3nYEv9mrHKE3UdDnv67qeFwEHAicAZOZBdZba47LeQbzfNa2391jgjzLzxog4F/hOZp5eL1mbNUDH+xagMcA9nHKn9DmZeXJEPL7+PBDHKnWq1/v5Xo1vurxvSJLUqV59D98QZzBLmhR1FhyZeQhlBtzr6uOfAl/v5Y5R6tQ0PO9b7wx+EECdpTYwSYKaXJ4J7AacFxHfoaxjenrd/vtBOl7a3yX9ZIDMvGfAjlUal17v53s9PqbJ+4YkSePVB+/ho3IGs6RJ04sLz0uTbbqd94N0Z/ANqTPsdqbM4P1RLRvI4213l/R+uVGKNNl6/e++D+KbNu8bkiSNRz+/J5pgljSpmhMSJic0XUyn83463xl80H+3kkbW6/18L8c3nd83JEnakF5+Dx+NCWZJkjRh/TT4kSR1n+8bkiQNDhPMkiRJkiRJkqSOeJM/SZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1JGZ3Q6g10XEpsDfAgdSXq9ZwLeBD2bm6oh4MvAh4FnAI8ADwIcz85tj3P/WwI3Assx8W1P5nsAPgC9k5iEtbX4I7JqZj4+Ic4Ed6qZdgJXAw8DvMvPFozzvocCJwPU17hnAvcARmfnvTfX+EvgW8NeZ+ZVa9gTgl8BHM/OUprq7AJcCuwP7AUcDr8/MzzXVeRzwf8APM/MVLXE0+2VmHhwRxwCHAc/IzNua9rMSOBxYAPxdLV4A3A/cUR+/IzNXjHD8/wD8dX24Q23z+/p4v8y8LiKeCfwjsBNwT/13QmZ+o+7jJ8BjKedEAL+q7a/KzKW1zmbADcAvMvPlTc//VGBlZj6+XXyjiYhXAEcAc4HNKL/zIzLzxpH2GxFHAIsy89A2r/kMYAtgBfDmzHwgIpYBf8b613IT4PHAP2fmx+s+/xdYTXnNmx2WmT+JiEeA4zPzqKY4Xg0cnpl7juX1G+H4j2Fs59aewGcyc1H9+fvAn2fmd5vafAb4TWYeM9LzSZI03TkedjyM42Hoz/Fw63E2/DIzD25q96hzvOl5Rjz3MvOHI8WoqWdfbV+NfTX0UF9d9/Neyt/kDGBT4F+B/1f398Na7fHAk4Gsj78LXAhc3FS2aT3GD2fmJaM9Z7eYYN6wzwJPAF6amb+vnczZwBkR8XfAT4Ajgddl5iO1o/puRNzXnMgaxRuAbwIHRsQHMvPOpm23An8ZEY/NzPsAImIhsGOjQma+uvFz/aN4cWb+ZozHtiIzX9HU/i+Br0fEUzJzTS0+rB7vu4Gv1Of8XUS8FrggIr6bmddGxGxgOfD3mfmriNiP0jkdBHyu6Tn3o3R2I8bRxhbAFyLiz1vvNJ2ZXwC+UONfRumgTtjQgWfmR4GP1nY/pCQiz216LZ4NnA+8JTMvrGU7AedGxBMz87TMfEEtf2p93sVtnuqvgF8Au0bEzpn56w3FNpqIOJByvu2Tmf8dETOAfwB+EBF/Mo5dtf7uHwP8CDgEOK0Wf6r5tYyIBcCvI+JbmXlNLV6amVeM8jzvqefIZa0bxvj6jWSs51azB4HPR8QzxvE3oh7hgNkBMw6YoYcGzGNNbjSVj5S8+ASwG7BHZj7UFN/xwHMzs3E+qLscDzsedjxM346HN3RuQZtzvMmI5556jn21fbV9Nb3TV0fEa4B9gedn5v019nOBYzLz/wGLa709Kb/XxU1t9wSuaynbBfhORLwyM/9jLDFMJZfIGEU9eZYCb2h8wMnMe4G3At+gdGA/yswvNjqPzLwSeDVwW9udDt//JsBbgGXUD5QtVe6s5a9qKjsY+FLHBzW67wHbUj4sExHbA3tSkgZ/HBHPa1TMzEuBkyid5yaUD4K/yszTm/b3r8CfRMR2TWWHUDrz8VgOPAl4zzjbTcTxwIcaHTRA7ZgOAj5S35TG4m2UN+GvUJJjE/Uh4G8z879rTI9Q3myOBsYaUzt/BGxJOedGsh0lAfKHcez3A8DymgjbmDo5t/6b8g3g50apo971WeD5lAHzYuDZlGTYGRGxDWXA/D1gl8zchdKfnh4RfzbG/TcPmLdq2bZuwNwoaDdgzszFTQOAF9fHIyaXm6yodZ9Z23+UMmBu/hK4ecDceM7fAa8FPhoRO9a4hg2Ya9XGgLnZSAPmxS3/Dm7a3hgwz2g9gMz8QtPxf4syyGvso21yubb7aFO7K2rcjXbX1QHzt4HPZuYOtd4bgeMj4i11Hy+o5X8B3N/Uvjk5OmzAPFI8Y1UHzB8H3life1Hd/w/G8f4Aw1/zXYCdgadT+rOG5tfyGZT35aPrB4eGpW1+dz9p2v6eiNijXQBjfP1GMtZzC9qcw9X7gTXAJwAi4hnAycC+aXK5JzgedjzseHiYfh8PP8po53jVjXNP42RfbV9tXz1Mr/TV8ykzj+cAZOYDlMk53+hkZ/Vv9iQePZ7uCSaYR7eEMoPn7ubCzLwtM88DdgV+3NooMy9r+mA/mv+PMmvoEuDzwOEtCQUo33A1f3g7gEnopGvC4M2Ub2Ma3yK+FbgwM28HvsyjT+Kj6/9nAa+gvOE0ewj4KuWNrvEt0uaUWV7Ndo+IX7T8e13T9geAvwGOiohndXyQ4/MCoN03Vz+nzDJ8+oZ2EBFPpyTEvkb5/R4cEX/UaUC17VNpOecy85HMPLv1PN2Axmt+TUTcQfk9nZCZX2uq8+5a538i4jfAe4G9M/Pmpjpnt/zeWr9F+yLldfyXccQ2FmM9t1q9E9gxIg7fyPFoEjlgdsDsgHmYXhkwwxjPrQ2cw2soY5u/johDgPOAt+UEZ81oo3I87Hh4GMfDfTce3tC5taFzvBvnnsbPvtq+ehj76p7oqz8P3AXcFhH/HhH/BCzIzP+cwD6vBP50o0S3kblExujWMnoSfkPbN+RtwNmZuSYivkWZ3v8a4JymOt8GPhsRT6RcPnwNo3/wHI/dI+IXlE5ndt33frBuFtzrgNfXup8HfhzlEpQboXworLO4rgOel5ntPux+gdKJf4zyZvOFNnU2eNlWlktXjgS+FBFLxnmcndpshPJZlNdsQ94GXJCZvwV+GxHXU94IP9JhPGvr/xs6J9vZhHK5fsOKLJfFb0K5bOVAyptJs09l5glRLq36CuUS7B+21NnQZSZQkn+/iIg3UjrXjWUs59YwmXlvRPwNZZbhDzdiLJpcIw6YgfOiLDVwcWujbHN50wiaB8ybA5+KiBNy/eV2UM6vN7J+kHwAJcn81nEcxwZtaMAcEY0B8wFNzY4GXkr5e3gu8JyW3TYPmD/WMmBungXbeE9odmKuX/6gMWD+UUR8PzN/NoFDHasXsH7pjXUy8+dRLq18OvDz0XbQNGDeDxgCLo1yWedvOwlotAEzZYYu8ehZ8CNpvOaPoSSXr6X9gPm1lBnkW1AuCWw3YG5eImN1Zj636fEXKX9H/0IZZ2wsYz23Rj2HM/OWiDgY+A7wyazLn6hnOB52PNyO4+H1en08POK5NZZzHLp27ml87Kvtq9uxr15vyvvqOjnqZXWyxYspEy4ujIhTM/N9He72EeC+icY2GZzBPLr/AHaOiM2bCyPiyRFxIXA50HoJERHxlihrHI0oyuXVf0GZsfO/lIW7Z9LyTVtmPkiZzfPXlFlByzo8lnaaL8t+emb+VWZeW7ftT1m/6TM1vq9STuR3tMT3P/XH69o9QWb+FNg0IhYzwW8wM/NkyjIHJ3a6j3H4MeWPf5gol2s/RHlDG1Ht2A4CdouI/62v4XzKN70jdf6jynI5/LW0P+e+GmU9njuBOVHW9mn2ROBRyZTMXJuZxwH/ywjnVp0pehDwIjq4FKMmBQ8ETqAsabBRdHpu1aTY8ZTBUOvrpN40ZQNmyvIOj+XRSbhvA0si4okR8UImYcAcET8HrgL24NED5s/Xup8H/iointJoXOM+kPIecegoA+bX1p/AlGf7AAAgAElEQVRHGzC3LrMwbEmZOsOlMWB+XIfHO14bbcBc+43GgLlTG3vAvJiSKD+ZkmRuN2BeTJmpcDkjD5ibf2/P5dEOo5zDbxwl7k6Mem6N5Ryu9qIsR/NnETFnI8eoiXE87Hh4GMfD/T8ebjKmc7w+11Seexo/+2r76mHsq7vfV0fEeyPiBZn5P5l5ZmYeBLwcePsEdvts1t8zpaeYYB5FZt5CmY10VkRsAVD/P5Vywp8G7BkRS+usM+o3VMex4V/4WyiXdD85M5+amU+lzC56VkS8oKXuF4BDKUmHf90YxzYGb6NclrywKb63Am/qIKnwReBTwLU5/EYAnXgdsDfrb6Y1Wd4PvC8i/qJREGXdzmXAUVnWzhnNUso58qSm1297ys2ZJjJ77FjgxIjYoca0af12dDFwTWbeQ5ndtu4S8Cg3P3sNcNEo+3075Zu1V7bbWN8g3gMcW/c3Lpl5OfBPwFEbqjtOnZ5bJ1CWTnjthiqqJzhgdsA8jAPm7g+Ym/a7oXNrg+dwROxPmR3/LOA3lDXX1SMcDzsedjxcDOB4GMZ/jk/Vuadxsq+2r7avLnqsr34s5X45zVc3/inQ0ZWgEfEcyvnek1/0mWDesMOAq4GfRLkk4z/q4zfWDmdPykyzlRHxK+AUyjqhI96FNSJmUW4o9fHm8sz8L8qsytbExr8Dj6PMwGq+ZHtS1A/HiymzqZp9Afgd5Q1jPJZT3mCWjbC93TpGbS9dyMw7KMmdWeOMYVyyrFf0MuDNEZERcTVwBnB0Zp4yhl28jXKZ77qZapl5F8MXZH9cRNzT8m/UtXQy80vAh4Fz6vl4FWXm20syc3WtthR4dkRcVc/JC4APZuYPR9nvdZRLgT7VJiHSqHM25fLy5jvdtq5j1LicpJ0PUf5+NqYNnVttZbmU/WDGt4apusQBswNmB8xFjw2Ym412bo16Dtf3vdOA/bMse3Mg8OcR8aaNHKMmxvHweo6HHQ/323i47bnVyTk+VeeeOmZfvZ59tX11L/TV/0hZhvEnEfHriLgW2I0yAWMsntYU688ox31glvsN9ZwZjzwylqtLJUnqnig3ETmKMiheQ1l77RuUgdODNdH3ccrMzLXAvcDxmXnBKPucBdwIvD6bbiJXt32RsoTKKcBnMnNRLb8W+FZmHhHl5oMrM/PxLW0fAbbJ9Wsoj3ZchwKvzjZrudUB879TbgTxm6bymZQZtP/UPGhs97wRcQywdWYeHmVJgv8FXpmZFzQ/d/35RMryEc3WZOauzftp2vfLKIn2lzQPAiNiWX1dTmAcoqyL/pnMPLel/E8pg7OdKctL/I6ybERrvafS8vuIsuzIGa2D64j4R8ra26+px3xvSzjPzw3c8CYilgLvoizh8RjKTIT3ZuZNdft2wKdr3Gsp5+2Jmbmsbj+UNr/7iDiWMlP56cA/0+a1rK/VrZn5N1FmBa8GmtdghvJantF6XkRZv+4HwCOZuWfTPp9Km/N5lOM/hg2cW5SbC452Dp9J+bLipMw8qWn7npQPGLvXD02SJEmSepgJ5kkUESsoN7tpZ/dsv07mxnruzYEVI2z+Q2buPlnP3Ssi4lOUhdTbeXdm/mAq4xmLiPh76p1r2/hE/SZuoEVEUBbmbycz84ARtkmSpB7jeLi7HA/3J8fDmmr21d1lX92f7KuHM8EsSRpoDpi7ywFzf3LALEmSJGmsTDBLkiRJkiRJkjriTf4kSZIkSZIkSR0xwSxJkiRJkiRJ6ogJZkmSJEmSJElSR0wwS5IkSZIkSZI6YoJZkiRJkiRJktQRE8ySJEmSJEmSpI6YYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUkZndDmCyDQ0NzQaeDdwKPNzlcCQNlk2B+cBPlyxZsrrbwfQD+2RJk8g+eZzskyVNIvvkDtgvS5pEk9ovD3yCmdI5r+h2EJIG2u7Aj7odRJ+wT5Y02eyTx84+WdJks08eH/tlSZNtUvrl6ZBgvhVgxx13ZNasWR3vZOXKlSxatGijBbWxGd/E9HJ8vRwbTO/4HnzwQa699lqo/YzGpKM+udfPs2bGOjn6KVbor3gHJVb75I50PE7up/OmU9PhGGF6HKfHOPXskzvmWLnHGO/k6adYof/jnex+eTokmB8GmDVrFrNnz57QjibafrIZ38T0cny9HBsYH16+Nh4d98m9fp41M9bJ0U+xQn/FO2Cx2ieP3YTGyf103nRqOhwjTI/j9Bi7xj55fBwr9yDjnTz9FCsMTLyT0i97kz9JkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUERPMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1xASzJEmSJEmSJKkjJpglSZIkSZIkSR0xwSxJkiRJkiRJ6ogJZkmSJEmSJElSR2Z2OwANrj/c9yD3P7AGgJlz5nL7nfcx5zEz2fyxs7ocmaR+85jHlT6kmf2JJHXHH+57cN3YrsE+WZK6x7GypG4zwaxJc/8Da/hZ3g7AqhtuYuHvN+VZMc83OUnjtmYt6/qTBvsTSeqO+x9Yw+W/KmO7BvtkSeoex8qSus0lMiRJkiRJkiRJHTHBLEmSJEmSJEnqiEtkSJIkSZKkaSEiTgC2zsxDI2IxcAawBXAZ8NbMXNNSfy5wNrA9cAewf2beFhGzgDOBXYH7gQMz85qImAF8AngFsBZ4U2b+eIoOT5K6whnMkiRJkiRp4EXES4FDmoqWA4dn5o7ADOBNbZodD6zIzJ2B04ETa/k7gXtr+buAZbV8P2Bn4OnAq4BlEeHkPkkDzU5OkiRJkiQNtIjYCvgQ8GFgl4hYCMzJzMtrlWXAscBnW5ruDexRfz4HOCUiNqvlHwTIzMsiYpuIWFDLv5yZa4FrI+IG4AWUGdJjsnLlynEd28w5c1l1w6phZfO3fJgbr79rXPuZKkNDQ90OYVyMd/L0U6xgvKMxwSxJkiRJkgbdacAHgKfUx08Cbm3afiuwXZt26+pl5pqIuBvYZpT2Y93viBYtWsTs2bPHXP/Kq69j4YKFw8rmbzuPeVs9bTxPOyWGhoZYsmRJt8MYM+OdPP0UK/R/vKtXrx73l1fj4RIZkiRJkiRpYEXEG4EbM/N7TcWbAI80PZ5BWTO51Yw2j9eO0n6s+5WkgeEMZkmSJEmSNMgOAOZHxC+ArYDHU5LA85vqbAvc0qbtzXXbTXUt5c2B3wI31fbXtbRvlG9ov5I0MJzBLEmSJEmSBlZm/llmLsrMxZR1k7+Vma8DHoiIF9ZqBwEXt2l+EXBw/fkAyg3/Hmouj4jdgAcy84ZavjQiNo2IHYAdgZ9O1rFJUi9wBrMkSZIkSZqOlgKnR8QWwM+AkwAi4jjglsz8Z+AoYFlEXAXcVdsAnAycVstXUxLUAOcCzwV+WR+/ITPvn4qDkaRuMcEsSZIkSZKmhcxcBiyrP18JPKdNtW8Az6917gT2abOfB4BD2pQ/AhxR/0nStOASGZIkSZIkSevNB77U7SAkqV84g1mSJEmSJKnKzAu7HYMk9RNnMEuSJEmSJEmSOuIMZkkaEPVmJK8GHgHOzMxPRsTngN2Ae2u1YzPz/JZ2i4EzgC2Ay4C3ZuaaiFgALAfmAQkszcx7ImIucDawPXAHsH9m3jb5RyhJkiRJknqNM5glaQBExIuAlwDPAHYF3hERUX/eIzMX13/nt2m+HDg8M3cEZgBvquWnAqdm5k7AFZQ7aAMcD6zIzJ2B04ETJ+u4JEmSJElSbzPBLEkDIDMvBV6cmWsoM45nAvcDC4CzIuKXEXFsRAzr9yNiITAnMy+vRcuA10TEZsAewLnN5fXnvSkzmAHOAV5e60uSJEmSpGnGJTIkaUBk5kMRcSxwBPA1YDPg+8BhwO+BC4A3UGYdNzwJuLXp8a3AdsDWwN01Yd1cPqxNXUrjbmAb4Jaxxrpy5cpxHdvMOXNZdcOqYWXzt3yYG6+/a1z7mSpDQ0PdDmHMjHXy9FO8xipJkiSpUyaYJWmAZObREfEx4NvASzNz38a2iDgZOJjhCeZNKGs2N8wA1rYpp5Y36jSb0bRtTBYtWsTs2bPHXP/Kq69j4YKFw8rmbzuPeVs9bTxPOyWGhoZYsmRJt8MYE2OdPP0U76DEunr16nF/eSVJkiRp4lwiQ5IGQETsVG/WR2beB3wdOCAi9muqNgN4qKXpTcD8psfbUmYi3w5sGRGb1vL5rJ+hfHOtR0TMBDYHfrvxjkaSJEmSJPULE8ySNBi2B06PiNkRMQt4JXAp8OmIeEJdI/nNwLCb/GXmKuCBiHhhLToIuDgzHwJWAAfU8oOBi+vPF9XH1O0ran1JkiRJkjTNmGCWpAGQmRcBFwI/B4aAn2TmccBHgB8DVwO/yMxzACLioojYtTZfCnwqIq4BHg+cVMsPA94cEVcDuwNH1vKjgOdFxFW1ztsn+/gkSZIkSVJvcg1mSRoQmXkMcExL2anAqW2qXwLcX+tcCTynzf5WAXu2Kb8T2Gei8UqSJEmSpP7nDGZJmp5up8xqliRJkiRJ6pgzmCVpGsrM5d2OQZIkSZIk9T9nMEuSJEmSJEmSOmKCWZIkSZIkSZLUERPMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1xASzJEmSJEmSJKkjJpglSZIkSZIkSR0xwSxJkiRJkiRJ6ogJZkmSJEmSJElSR0wwS5IkSZIkSZI6YoJZkiRJkiRJktQRE8ySJEmSJEmSpI6YYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUkZkTaRwRrwXeXx9enJlHRMRi4AxgC+Ay4K2Zuaal3VzgbGB74A5g/8y8LSJmAWcCuwL3Awdm5jURMQP4BPAKYC3wpsz88URilyRJkiZbRJwAbJ2ZhzpOlqTuiYjjgFcDjwBnZuYnI+JzwG7AvbXasZl5fku7tn13RCwAlgPzgASWZuY9I/Xjk3+EktQ9Hc9gjojHAicBLwJ2AXaPiL0oHezhmbkjMAN4U5vmxwMrMnNn4HTgxFr+TuDeWv4uYFkt3w/YGXg68CpgWURMKDkuSZIkTaaIeClwSFOR42RJ6oKIeBHwEuAZlC/q3hERUX/eIzMX13/nt2k+Ut99KnBqZu4EXAEcVctH6sclaWBNZPC5KSVB/TjKt32bAQ8BczLz8lpnGXAs8NmWtnsDe9SfzwFOiYjNavkHATLzsojYpn4ruDfw5cxcC1wbETcAL6B8ezgmK1euHPcBthoaGprwPiZTr8U3c85cVt1w07rHq25YxfwtH+bG6+/qYlQj67XXr1kvxwbGJ0lSq4jYCvgQ8GFgl4hYSI+OkyVp0GXmpRHx4jrz+MmUXMj9wALgrFp2PmUG89pGu5H67og4g9JXv6qp/FLgfYzQj2fmQ5N5jJLUTR0nmDPzDxFxFHANcB+lM30QuLWp2q3Adm2aP6lRr3bwdwPbNJe3tB+pfMwWLVrE7Nmzx9NkmKGhIZYsWdJx+8nWi/Hdfud9LPz9pkBJLi9csJD5285j3lZP63Jkj9aLr19DL8cG0zu+1atXb5QvryRJA+k04APAU+rjsY5np3ycPN73splz5gJlfNfQy5MIJmK6fEk9HY7TY1RmPhQRxwJHAF+jTJL7PnAY8HvgAuANlFnHDSP1sVsDdzctc9Tc947Uj98y1lg76Zeb+2To7X65385V4508/RQrGO9oOk4wR8QzgNcDCymd8XLgZZT1jBpmUNaCazWjzeO1lBnR7dqPVC5JkiT1lIh4I3BjZn4vIg6txWMdz075OHm8EzFuv/M++NVNLFywcF1Zr04imIhe/xJ9Y5kOx+kxTr1enYiRmUdHxMeAbwMvzcx9G9si4mTgYIYnmMfa98L6vnekfnzMxtsvX3n1dcP6ZOjdfrnXztUNMd7J00+xQv/HO9n9csdrMAN/DnwvM2/PzNWUS0L2BOY31dmW9t/S3Vy3UdeI2xz4LXDTCO1HKpckSZJ6zQHAyyLiF8BxwD7AG3GcLEldERE71Zv1kZn3AV8HDoiI/ZqqzaAs+9lspD72dmDLiNi0ls9nfd87Uj8uSQNrIgnmK4G9IuJx9e7Vf0lZJuOBiHhhrXMQcHGbthdRvhmEMgBfUdcjWlceEbsBD2TmDbV8aURsGhE7ADsCP51A7JIkSdKkyMw/y8xFmbmYsm7ytzLzdThOlqRu2R44PSJmR8Qs4JWU/MWnI+IJda37N1PWYV4nM1fRpu+u/fIKSj8NpX9u9Okj9eOSNLA6TjBn5r9RFqwfAn5JWb/oo8BS4FMRcQ3weOAkgIg4LiLeWpsfBTwvIq6irHf09lp+MjC7lp9E6bwBzgWuqs/zTeANmXl/p7FLkiRJXeA4WZK6IDMvAi4Efk7JYfwkM48DPgL8GLga+EVmngMQERdFxK61edu+m9JHvzkirgZ2B46s5SP145I0sDpegxkgMz8GfKyl+ErgOW2qfwN4fm13J+VSwdb9PQAc0qb8EcpC/EdMJF5JkiRpKmXmMspScmSm42RJ6pLMPAY4pqXsVODUNtUvAe6vddr23XV2855tytv245I0yCayRMZ4zQe+NIXPJ0mSJPUDx8mS1Ftup8xqliSNwYRmMI9HZl44Vc8lSZIk9QvHyZLUWzJzebdjkKR+MpUzmCVJkiRJkiRJA8QEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUkZndDkCStHFExHHAq4FHgDMz85MRsRfwSWAO8JXMPLJNuwXAcmAekMDSzLwnIuYCZwPbA3cA+2fmbRExCzgT2BW4HzgwM6+Z/COUJEmSJEm9xhnMkjQAIuJFwEuAZ1ASv++IiF2As4BXAjsDz46Il7dpfipwambuBFwBHFXLjwdWZObOwOnAibX8ncC9tfxdwLJJOShJkiRJktTznMEsSQMgMy+NiBdn5pqIeDKlf58L/FdmXg8QEcuB1wAXN9pFxGbAHsCratEy4FLgfcDedRvAOcAptf7ewAfr814WEdtExILMvGGs8a5cuXJcxzdzzlxW3bBqWNn8LR/mxuvvGtd+psrQ0FC3QxgzY508/RSvsUqSJEnqlAlmSRoQmflQRBwLHAF8DXgScGtTlVuB7VqabQ3cnZlr2tRZ174mru8Gthllv2NOMC9atIjZs2ePtTpXXn0dCxcsHFY2f9t5zNvqaWPex1QZGhpiyZIl3Q5jTIx18vRTvIMS6+rVq8f95ZUkSZKkiXOJDEkaIJl5NCUJ/BRgR8p6zA0zgLUtTTZpqUNTnRkt5Y32rW3a7VeSJEmSJE0DJpglaQBExE4RsRggM+8Dvg7sCcxvqrYtcEtL09uBLSNi0/p4flOdm2sbImImsDnwW+CmMexXkiRJkiRNAyaYJWkwbA+cHhGzI2IW5cZ+pwERETvUBPKBNK2/DGVZDWAFcEAtOripzkX1MXX7ilp/XXlE7AY8MJ71lyVJkiRJ0uAwwSxJAyAzLwIuBH4ODAE/ycwvA4cC5wFXA9cA5wJExBkRsU9tfhjw5oi4GtgdOLKWHwU8LyKuqnXeXstPBmbX8pOAgyb36CRJkiRJUq/yJn+SNCAy8xjgmJay7wG7tKl+EfBwrbOKspxG6/7uBPZpU/4AcMhE45UkSZIkSf3PGcySND3NBC7pdhCSJEmSJKm/OYNZkqahzPxqt2OQJEmSJEn9zxnMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHTDBLkiRJkiRJkjpiglmSJEmSJEmS1BETzJIkSZIkSZKkjphgliRJkiRJkiR1xASzJEmSJEmSJKkjJpglSZIkSZIkSR0xwSxJkiRJkiRJ6ogJZkmSJEmSJElSR0wwS5IkSZIkSZI6YoJZkiRJkiRJktQRE8ySJEmSJEmSpI6YYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdmdntACRJkiRJkiZTRBwHvBp4BDgzMz8ZEXsBnwTmAF/JzCPbtFsALAfmAQkszcx7ImIucDawPXAHsH9m3hYRs4AzgV2B+4EDM/OayT9CSeoeZzBLkiRJkqSBFREvAl4CPIOS+H1HROwCnAW8EtgZeHZEvLxN81OBUzNzJ+AK4KhafjywIjN3Bk4HTqzl7wTureXvApZNykFJUg8xwSxJkiRJkgZWZl4KvDgz11BmIs8E5gL/lZnX1/LlwGua20XEZsAewLm1aFlTnb0pM5gBzgFeXuuvK8/My4Bt6ixoSRpYLpEhSZIkSZIGWmY+FBHHAkcAXwOeBNzaVOVWYLuWZlsDd9cEdGudde0zc01E3A1sM8p+bxhrrCtXrhxrVQBmzpnLqhtWDSubv+XD3Hj9XePaz1QZGhrqdgjjYryTp59iBeMdjQlmSZIkSZI08DLz6Ij4GPBtYEfKeswNM4C1LU02aalDU50ZLeWN9q1t2u13VIsWLWL27Nljrn/l1dexcMHCYWXzt53HvK2eNp6nnRJDQ0MsWbKk22GMmfFOnn6KFfo/3tWrV4/7y6vxcIkMSZIkSZI0sCJip4hYDJCZ9wFfB/YE5jdV2xa4paXp7cCWEbFpfTy/qc7NtQ0RMRPYHPgtcNMY9itJA8UEsyRJkiRJGmTbA6dHxOyImEW5sd9pQETEDjWBfCBwcXOjzHwIWAEcUIsObqpzUX1M3b6i1l9XHhG7AQ9k5piXx5CkfmSCWZIkSZIkDazMvAi4EPg5MAT8JDO/DBwKnAdcDVxDvZlfRJwREfvU5ocBb46Iq4HdgSNr+VHA8yLiqlrn7bX8ZGB2LT8JOGhyj06Sus81mCVJkiRJ0kDLzGOAY1rKvgfs0qb6RcDDtc4qynIarfu7E9inTfkDwCETjVeS+okzmCVJkiRJktabCVzS7SAkqV84g1mSJEmSJKnKzK92OwZJ6ifOYJYkSZIkSZIkdcQEsyRJkiRJkiSpIyaYJUmSJEmSJEkdMcEsSZIkSZIkSeqICWZJkiRJkiRJUkdMMEuSJEmSJEmSOmKCWZIkSZIkSZLUERPMkiRJkiRJkqSOmGCWJEmSJEmSJHXEBLMkSZIkSZIkqSMmmCVJkiRJkiRJHTHBLEmSJEmSJEnqiAlmSZIkSZIkSVJHZnY7AEnSxhERRwP714cXZuZ7I+JzwG7AvbX82Mw8v6XdYuAMYAvgMuCtmbkmIhYAy4F5QAJLM/OeiJgLnA1sD9wB7J+Zt03y4UmSJEmSpB7kDGZJGgARsRfwMuCZwGJgSUTsC+wK7JGZi+u/89s0Xw4cnpk7AjOAN9XyU4FTM3Mn4ArgqFp+PLAiM3cGTgdOnKzjkiRJkiRJvc0ZzJI0GG4F3pOZDwJExK+BBfXfWRHxZOB8ygzmtY1GEbEQmJOZl9eiZcCxEXEGsAfwqqbyS4H3AXvXbQDnAKdExGaZ+dBYg125cuW4Dm7mnLmsumHVsLL5Wz7MjdffNa79TJWhoaFuhzBmxjp5+ileY5UkSZLUKRPMkjQAMvOqxs8R8ceUpTJ2B/YEDgN+D1wAvIEy67jhSZTkdMOtwHbA1sDdmbmmpXxYm7qUxt3ANsAtY4130aJFzJ49e6zVufLq61i4YOGwsvnbzmPeVk8b8z6mytDQEEuWLOl2GGNirJOnn+IdlFhXr1497i+vJEmSJE2cCWZJGiAR8SfAhcDfZ2YC+zZtOxk4mOEJ5k2AR5oezwDWtimnljfqNJvRtE2SJEmSJE0jrsEsSQMiIl4IfA/4h8z8fET8aUTs11RlBtC6jMVNwPymx9tSZiLfDmwZEZvW8vmsn6F8c61HRMwENgd+uzGPRZIkSZIk9QcTzJI0ACLiKcA3gAMz88u1eAbw6Yh4QkRsBryZsg7zOpm5CnigJqcBDgIurusprwAOqOUHAxfXny+qj6nbV4xn/WVJkiRJkjQ4XCJDkgbDEcBjgE9GRKPsn4GPAD8GNgPOy8xzACLiIuCDmXkFsBQ4PSK2AH4GnFTbHwZ8PiKOBG4A/qaWHwUsi4irgLtqe0mSJEmSNA2ZYJakAZCZfwv87QibT21Tdglwf217JfCcNvtcRblJYGv5ncA+ncYqSZIkSZIGh0tkSNL0dDtwdbeDkCRJkiRJ/c0ZzJI0DWXm8m7HIEmSJEmS+p8zmCVJkiRJkiRJHTHBLEmSJEmSJEnqyISWyIiIvwSOBh4H/Ftm/m1E7AV8EpgDfCUzj2zTbgGwHJgHJLA0M++JiLnA2cD2wB3A/pl5W0TMAs4EdqXclOrAzLxmIrFLkiRJkiRJkiam4wRzRGwP/DPwXOD/gO9HxMuB04AXATcCF0bEyzPz4pbmpwKnZuaXI+Io4CjgfcDxwIrM3DsiDgJOBA4A3gncm5k7R8QewDLgeZ3GLkmSJE22iDgOeDXwCHBmZn7SyRiSJEkaNBNZImNfyqD4psx8iJIIvg/4r8y8PjPXUAbGr2luFBGbAXsA59aiZU119qYMmgHOAV5e668rz8zLgG3qwFuSJEnqORHxIuAlwDMoid93RMQuwFnAK4GdgWfXCRqtGpMxdgKuoEzGgPWTMXYGTnddUWgAACAASURBVKdMxoCmyRjAuyjja0mSJGlKTGSJjB2AByPiW8AC4ALgKuDWpjq3Atu1tNsauLsmoFvrPKnRPjPXRMTdwDbN5S1tbhhrsCtXrhxr1RENDQ1NeB+TqdfimzlnLqtuuGnd41U3rGL+lg9z4/V3dTGqkfXa69esl2MD45MkqVVmXhoRL65j2idTxt1zqZMxACKiMRlj3dV+TZMxXlWLlgGXUq7227tugzIZ45SmyRgfrM97WURsExELMnNMY+XxjpNnzpkLlLFdQy+P8SZiuowhpsNxeoySJE2eiSSYZ1IGuHsC9wDfolyS90hTnRnA2pZ2m7TUoanOjJbyRvvWNu32O6pFixYxe/bs8TQZZmhoiCVLlnTcfrL1Yny333kfC3+/KVA+gCxcsJD5285j3lZP63Jkj9aLr19DL8cG0zu+1atXb5QvryRJgykzH4qIY4EjgK8x8qSJZlM+GWO84+Tb77wPfnUTCxcsXFfWq2O8iej1Mc7GMh2O02Oceo6TJWl6mcgSGbcBl2TmHZl5P3A+sBcwv6nOtsAtLe1uB7aMiE3r4/lNdW6ubYiImcDmwG+Bm8awX0mSJKmnZObRlCTwU4Ad6dHJGJIkSVKnJpJgvgD484iYW5PFL6esqxwRsUMtO5CmS/6gzOQAVlDWbAY4uKnORfUxdfuKWn9deUTsBjww1kv+JEmSpKkWETtFxGKAzLwP+Drlyj8nY0iSJGmgdJxgzsz/AD4O/Ai4GlgFfBY4FDivll1DvZlfRJwREfvU5ocBb46Iq4Hdgcbds48CnhcRV9U6b6/lJwOza/lJwEGdxi1JkiRNge2B0yNidkTMotzY7zScjCFJkqQBM5E1mMnMsyh3wm72PWCXNtUvAh6u7VZRZnC07u9OYJ825Q8Ah0wkVkmSJGmqZOZFEfEc4OeUMfB5mfnliLiDMhnjMZTx8brJGMC3MvNblIkWn4+IIynrKP9N3e1RwLI66eIuYGktPxk4rZavxskYkiRJmkITSjB38FwXTuHzSZIkSV2TmccAx7SUORlDkiRJA2XKEsyZ+dWpei5JkiSpzzgZQ5IkSX1pKmcwS5IkSWrDyRiSJEnqVx3f5E+SJEmSJEmSNL05g1mSJEmSJA20iDga2L8+vDAz3xsRnwN2A+6t5cdm5vkt7RYDZwBbAJcBb83MNRGxAFgOzAMSWJqZ90TEXOBsYHvgDmD/zLxtkg9PkrrKGcySJEmSJGlgRcRewMuAZwKLgSURsS+wK7BHZi6u/85v03w5cHhm7gjMAN5Uy08FTs3MnYArgKNq+fHAiszcGTgdOHGyjkuSeoUzmCVJkiRJ0iC7FXhPZj4IEBG/BhbUf2dFxJOB8ykzmNc2GkXEQmBOZl5ei5YBx0bEGcAewKuayi8F3gfsXbcBnAOcEhGbZeZDYw125cqV4zq4mXPmsuqGVcPK5m/5MDdef9e49jNVhoaGuh3CuBjv5OmnWMF4R2OCWZIkSZIkDazMvKrxc0T8MWWpjN2BPYHDgN8DFwBvoMw6bngSJTndcCuwHbA1cHdmrmkpH9amLqVxN7ANcMtY4120aBGzZ88ea3WuvPo6Fi5YOKxs/rbzmLfV08a8j6kyNDTEkiVLuh3GmBnv5OmnWKH/4129evW4v7waDxPMkiRJkiRp4EXEnwAXAn+fmQns27TtZOBghieYN4H/n717D7OrLhN8/62kQigFEmhIJ4gJB5AXxnSDBtFRZDiPlx7EBi8tjDBcbIX2gC3O0Vb7mHQ3PfbpnmMPXmgzOlw6jKFRR0ZbJfRjg7bE6zSFQofIKyJWCMQOEDFAUpVUJeePtXbYVdkJVbtq195r1/fzPPWk1rt+v1Xvqtr7l7Xf/du/xe667R5gV4M4ZbzWpl5P3T5J6kquwSxJkiRJkrpaRLwKuAP4cGbeGBG/FRFvrWvSA4xdxmIjsKhueyHFTOTNwLyImF3GF/HsDOVHynZERC9wMPDEVJ6LJHUaC8ySJEmSJKlrRcQLga8A52fm58twD/CJiDg0IuYAl1Gsw7xHZg4Ag2VxGuBC4LZyPeW1wHll/CLgtvL7NeU25f61E1l/WZKqyCUyJEmSJElSN/sAcCBwdUTUYp8B/hL4LjAHuCUzbwaIiDXAn2TmXcAFwLURcQhwN/Cpsv/lwI0RsRzYALy9jK8AVkXEfcCTZX9J6moWmCVJkiRJUtfKzCuBK/exe2WD2O3A9rLvPcCpDY45QHGTwLHxLcDZzeYqSVXkEhmSJEmSJEnP2gysb3cSklQVzmCWJEmSJEkqZebqducgSVXiDGZJkiRJkiRJUlMsMEuSJEmSJEmSmmKBWZIkSZIkSZLUFAvMkiRJkiRJkqSmWGCWJEmSJEmSJDXFArMkSZIkSZIkqSkWmCVJkiRJkiRJTbHALEmSJEmSJElqigVmSZIkSZIkSVJTLDBLkiRJkiRJkppigVmSJEmSJEmS1BQLzJIkSZIkSZKkplhgliRJkiRJkiQ1xQKzJEmSJEmSJKkpFpglSZIkSZIkSU2xwCxJkiRJkiRJaooFZkmSJEmSJElSU3rbnYAkaWpExJ8C55abt2bmByPitcDVQB/whcxc3qDfYmA1sABI4ILMfDoi5gM3AccAjwHnZuYvI+IA4HrgFGA7cH5m3t/i05MkSZIkSR3IGcyS1AXKQvLrgZcAJwPLIuLtwA3AOcCJwMsi4swG3VcCKzPzBOAuYEUZ/yiwNjNPBK4FPlnG3ws8U8bfB6xqyUlJkiRJkqSOZ4FZkrrDJuD9mbkjM3cCPwGOBx7IzIcyc5hilvLb6jtFxBzgdOBLZWhVXZuzKGYwA9wMnFm23xPPzDuBI8pZ0JIkSZIkaYZxiQxJ6gKZeV/t+4h4EcVSGddQFJ5rNgFHjel6OLC1LECPbXNkrX9mDkfEVuCI+viYPhvGm++6devG2xSA3r75DGwYGBVbNG+Ehx96ckLHmS79/f3tTmHczLV1qpSvuUqSJElqlgVmSeoiEfFi4Fbgj4BhilnMNT3ArjFdZgG7x8RqbXrGxGv9x/ZpdNz9Wrp0KXPnzh13+3vWP8iSxUtGxRYtXMCCw46dyI+dFv39/SxbtqzdaYyLubZOlfLtllyHhoYm/OaVJEmSpMlziQxJ6hIR8SrgDuDDmXkjsBFYVNdkIfDomG6bgXkRMbvcXlTX5pGyDxHRCxwMPDHO40qSJEmSpBnAArMkdYGIeCHwFeD8zPx8Gf5hsSuOKwvI5wO31fcr12teC5xXhi6qa7Om3Kbcv7ZsvyceEacBg5k57uUxJEmSJElS93CJDEnqDh8ADgSujoha7DPAJcAt5b41lDfzi4jrgK9m5leBy4EbI2I5xTrKby/7rwBWRcR9wJPABWX8GuCzZXwIuLClZyZJkiRJkjqWBWZJ6gKZeSVw5T52n9QgtgYYKfsOAGc0OOYW4OwG8UHg4mZzlSRJkiRJ3cMlMiRpZuoFbm93EpIkSZIkqdqcwSxJM1BmfrHdOUiSJEmSpOpzBrMkSZIkSZIkqSkWmCVJkiRJkiRJTbHALEmSJEmSJElqigVmSZIkSZIkSVJTLDBLkiRJkiRJkppigVmSJEmSJEmS1BQLzJIkSZIkSZKkplhgliRJkiRJkiQ1xQKzJEmSJEmSJKkpFpglSZIkSZIkSU3pbXcCkiRJkiRJrRQRfwqcW27empkfjIjXAlcDfcAXMnN5g36LgdXAAiCBCzLz6YiYD9wEHAM8Bpybmb+MiAOA64FTgO3A+Zl5f4tPT5LayhnMkiRJkiSpa5WF5NcDLwFOBpZFxNuBG4BzgBOBl0XEmQ26rwRWZuYJwF3AijL+UWBtZp4IXAt8soy/F3imjL8PWNWSk5KkDmKBWZIkSZIkdbNNwPszc0dm7gR+AhwPPJCZD2XmMMUs5bfVd4qIOcDpwJfK0Kq6NmdRzGAGuBk4s2y/J56ZdwJHlLOgJalruUSGJEmSJEnqWpl5X+37iHgRxVIZ11AUnms2AUeN6Xo4sLUsQI9tc2Stf2YOR8RW4Ij6+Jg+G8ab77p168bbFIDevvkMbBgYFVs0b4SHH3pyQseZLv39/e1OYULMt3WqlCuY7/5YYJYkSZIkSV0vIl4M3Ar8ETBMMYu5pgfYNabLLGD3mFitTc+YeK3/2D6NjrtfS5cuZe7cueNuf8/6B1myeMmo2KKFC1hw2LET+bHTor+/n2XLlrU7jXEz39apUq5Q/XyHhoYm/ObVRLhEhiRJkiRJ6moR8SrgDuDDmXkjsBFYVNdkIfDomG6bgXkRMbvcXlTX5pGyDxHRCxwMPDHO40pSV7HALEmSJEmSulZEvBD4CnB+Zn6+DP+w2BXHlQXk84Hb6vuV6zWvBc4rQxfVtVlTblPuX1u23xOPiNOAwcwc9/IYklRFLpEhSZIkSZK62QeAA4GrI6IW+wxwCXBLuW8N5c38IuI64KuZ+VXgcuDGiFhOsY7y28v+K4BVEXEf8CRwQRm/BvhsGR8CLmzpmUlSB7DALEmSJEmSulZmXglcuY/dJzWIrQFGyr4DwBkNjrkFOLtBfBC4uNlcJamKXCJDkiRJkiTpWb3A7e1OQpKqwhnMkiRJkiRJpcz8YrtzkKQqcQazJEmSJEmSJKkpFpglSZIkSZIkSU2xwCxJkiRJkiRJaooFZkmSJEmSJElSUywwS5IkSZIkSZKaYoFZkiRJkiRJktQUC8ySJEmSJEmSpKZYYJYkSZIkSZIkNcUCsyRJkiRJkiSpKRaYJUmSJEmSJElNscAsSZIkSZIkSWqKBWZJkiRJkiRJUlMsMEuSJEmSJEmSmmKBWZIkSZIkSZLUlN7JHiAi/ho4PDMviYiTgeuAQ4A7gXdn5vCY9vOBm4BjgMeAczPzlxFxAHA9cAqwHTg/M++PiB7gY8AbgV3ApZn53cnmLUmSJLVKRPwpcG65eWtmfjAiXgtcDfQBX8jM5Q36LQZWAwuABC7IzKcneg3d4tOTJEmS9pjUDOaIeA1wcV1oNfCezDwe6AEubdDto8DazDwRuBb4ZBl/L/BMGX8fsKqMvxU4Efg3wJuAVREx6cK4JEmS1AplIfn1wEuAk4FlEfF24AbgHIpr25dFxJkNuq8EVmbmCcBdwIoyPtFraEmSJGlaNF2ojYjDgL8A/l/gpIhYAvRl5g/KJquAq4D/NqbrWcDp5fc3A5+OiDll/E8AMvPOiDiinMFxFvD5zNwF/DQiNgCvpJghPW7r1q2b4Bnurb+/f9LHaKVOy6+3bz4DGzbu2R7YMMCieSM8/NCTbcxq3zrt91evk3MD85MkaYxNwPszcwdARPwEOB54IDMfKmOrgbcBt9U6ldfEp1NMqoDievrbwIeY4DV0Zm5o6RlKkiRJpcnMBP4s8BHgheX2kRQX0zWbgKMa9NvTLjOHI2IrcMR++o/3uPu1dOlS5s6dO9Fue/T397Ns2bKm+7daJ+a3ecs2lvx6NlAUl5csXsKihQtYcNixbc5sb534+6vp5NxgZuc3NDQ0JW9eSZK6S2beV/s+Il5EsVTGNTz3Ne3hwNa6Jebq20z0GnrcBeaJ/l/W2zcfKK7vajp5EsFkzJQ3qWfCeXqOkiS1TlMF5oh4F/BwZt4REZeU4VnA7rpmPRRrJo/V02B71376j/e4kiRJUseIiBcDtwJ/BAxTzGKuaXRNO/a6l7o2E72GHreJTsTYvGUb/MtGlixesifWqZMIJqPT30SfKjPhPD3H6edEDEmaWZpdg/k84PUR8WPgz4GzgXcBi+raLAQebdD3kXIf5VrKBwNPABv30X9fcUmSJKkjRcSrgDuAD2fmjYzvmnYzMC8iZpfbi+raTPQaWpIkSZoWTRWYM/N1mbk0M0+mWPPtq5n5DmCwvJgGuJC6NeXqrAEuKr8/j+JmJTvr4xFxGjBYrh23BrggImZHxHEUMz/+uZm8JUmSpFaLiBcCXwHOz8zPl+EfFrviuLKAfD5jrpXLa+K1FNfIUFwb19pM9BpakiRJmhaTWYO5kQuAayPiEOBu4FMAEfHnwKOZ+RmKO2Gvioj7gCfLPlCsS/fZMj5EUaAG+BLwcuDecvudmbl9ivOWJEmSpsoHgAOBqyOiFvsMcAlwS7lvDcV1LhFxHcWEja8ClwM3RsRyinWU3172n+g1tCRJkjQtJl1gzsxVFHe4JjPvAU5t0OwrwL8t22yhWFJj7HEGgYsbxHdTXKR/YLK5SpIkSa2WmVcCV+5j90kNYmuAkbLvAHBGg2NO6BpakiRJmi5TPYN5XxYBfzdNP0uSZqzyEyTfA96Ymb+IiL8FTgOeKZtclZlfHtPnZOA64BDgTuDdmTkcEYuB1cACIIELMvPpiJgP3AQcAzwGnJuZv5yG05OkbtVLcTNASZIkqXKavcnfhGTmrZn5q+n4WZI0U0XEy4HvUKxVX3MKcHpmnlx+fblB19XAezLzeKAHuLSMrwRWZuYJwF0UH88G+CjF2p8nAtcCn5z6s5GkmSMzv5iZQ+3OQ5IkSWrGdM1gliS13qXAFcDnACLiecBi4IaIeAHwZYoZzLtqHSJiCdCXmT8oQ6uAq8r1QE8H3lQX/zbwIeCsch/AzcCnI2JOebOpcVm3bt2ETqy3bz4DGwZGxRbNG+Hhh56c0HGmS39/f7tTGDdzbZ0q5WuukiRJkpplgVmSukRmvgug7oZSC4FvUtww6tfA14F3Usw6rjkS2FS3vQk4Cjgc2JqZw2Pio/qUS2lsBY4AHh1vrkuXLmXu3Lnjbc496x9kyeIlo2KLFi5gwWHHjvsY06W/v59ly5a1O41xMdfWqVK+3ZLr0NDQhN+8kiRJkjR5FpglqUtl5s+BN9e2I+Ia4CJGF5hnAbvrtnuAXQ3ilPFam3o9dfskSZIkSdIMMi1rMEuSpl9E/FZEvLUu1AOMXcZiI8WNWGsWUsxE3gzMi4jZZXwRz85QfqRsR0T0AgcDT0xt9pIkSZIkqQosMEtS9+oBPhERh0bEHOAyinWY98jMAWAwIl5Vhi4EbivXU14LnFfGLwJuK79fU25T7l87kfWXJUmSJElS97DALEldKjPvBf4S+C6wHvhxZt4MEBFrIuKUsukFwMcj4n7gIOBTZfxy4LKIWA+8GlhexlcAr4iI+8o2V0zH+UiSJEmSpM7jGsyS1GUy8+i671cCKxs0ux3YXra5Bzi1wXEGgDMaxLcAZ09NtpIkSZIkqcqcwSxJM9NmilnNkiRJkiRJTXMGsyTNQJm5ut05SJIkSZKk6nMGsyRJkiRJkiSpKRaYJUmSJEmSJElNscAsSZIkSZIkSWqKBWZJkiRJkiRJUlMsMEuSJEmSJEmSmtLb7gQkSZIkSZJaLSIOAb4HvDEzfxERfwucBjxTNrkqM788ps/JwHXAIcCdwLszczgiFgOrgQVAAhdk5tMRMR+4CTgGeAw4NzN/OQ2nJ0lt4wxmSZIkSZLU1SLi5cB3gOPrwqcAp2fmyeXXlxt0XQ28JzOPB3qAS8v4SmBlZp4A3AWsKOMfBdZm5onAtcAnp/5sJKmzOINZkiRJkiR1u0uBK4DPAUTE84DFwA0R8QLgyxQzmHfVOkTEEqAvM39QhlYBV0XEdcDpwJvq4t8GPgScVe4DuBn4dETMycyd40103bp1Ezqx3r75DGwYGBVbNG+Ehx96ckLHmS79/f3tTmFCzLd1qpQrmO/+WGCWJEmSJEldLTPfBRARtdBC4JvA5cCvga8D76SYdVxzJLCpbnsTcBRwOLA1M4fHxEf1KZfS2AocATw63lyXLl3K3Llzx9uce9Y/yJLFS0bFFi1cwILDjh33MaZLf38/y5Yta3ca42a+rVOlXKH6+Q4NDU34zauJsMAsSZIkSZJmlMz8OfDm2nZEXANcxOgC8yxgd912D7CrQZwyXmtTr6dunyR1JddgliRJkiRJM0pE/FZEvLUu1AOMXcZiI7CobnshxUzkzcC8iJhdxhfx7AzlR8p2REQvcDDwxNRmL0mdxQKzJEmSJEmaaXqAT0TEoRExB7iMYh3mPTJzABiMiFeVoQuB28r1lNcC55Xxi4Dbyu/XlNuU+9dOZP1lSaoiC8ySJEmSJGlGycx7gb8EvgusB36cmTcDRMSaiDilbHoB8PGIuB84CPhUGb8cuCwi1gOvBpaX8RXAKyLivrLNFdNxPpLUTq7BLEmSJEmSZoTMPLru+5XAygbNbge2l23uAU5tcJwB4IwG8S3A2VOTrSRVgzOYJUmSJEmSnrWZYlazJGkcnMEsSZIkSZJUyszV7c5BkqrEGcySJEmSJEmSpKZYYJYkSZIkSZIkNcUCsyRJkiRJkiSpKRaYJUmSJEmSJElNscAsSZIkSZIkSWqKBWZJkiRJkiRJUlMsMEuSJEmSJEmSmmKBWZIkSZIkSZLUFAvMkiRJkiRJkqSmWGCWJEmSJEmSJDXFArMkSZIkSZIkqSkWmCVJkiRJkiRJTbHALEmSJEmSJElqigVmSZIkSZIkSVJTLDBLkiRJkiRJkppigVmSJEmSJEmS1BQLzJIkSZIkSZKkplhgliRJkiRJkiQ1xQKzJEmSJEmSJKkpFpglSZIkSZIkSU2xwCxJkiRJkiRJaooFZkmSJEmSJElSUywwS5IkSZIkSZKaYoFZkiRJkiRJktQUC8ySJEmSJEmSpKZYYJYkSZIkSZIkNcUCsyRJkiRJkiSpKRaYJUmSJEmSJElN6W13ApKkqRMRhwDfA96Ymb+IiNcCVwN9wBcyc3mDPouB1cACIIELMvPpiJgP3AQcAzwGnJuZv4yIA4DrgVOA7cD5mXn/NJyeJEmSJEnqMM5glqQuEREvB74DHF9u9wE3AOcAJwIvi4gzG3RdCazMzBOAu4AVZfyjwNrMPBG4FvhkGX8v8EwZfx+wqiUnJEmSJEmSOp4zmCWpe1wKXAF8rtw+FXggMx8CiIjVwNuA22odImIOcDrwpjK0Cvg28CHgrHIfwM3Ap8v2ZwF/ApCZd0bEERGxODM3jDfRdevWTejEevvmM7BhYFRs0bwRHn7oyQkdZ7r09/e3O4VxM9fWqVK+5ipJkiSpWRaYJalLZOa7ACKiFjoS2FTXZBNw1JhuhwNbM3O4QZs9/TNzOCK2Akfs57jjLjAvXbqUuXPnjrc596x/kCWLl4yKLVq4gAWHHTvuY0yX/v5+li1b1u40xsVcW6dK+XZLrkNDQxN+80qSJEnS5LlEhiR1r1nA7rrtHmDXc7Shrk3PmHit/3iOK0mSJEmSZgALzJLUvTYCi+q2FwKPjmmzGZgXEbPL7UV1bR4p+xARvcDBwBPjPK4kSZIkSZoBLDBLUvf6IRARcVxZQD6fuvWXATJzJ7AWOK8MXVTXZk25Tbl/bdl+TzwiTgMGJ7L+siRJkiRJ6h4WmCWpS2XmIHAJcAuwHrgf+BJARFwXEWeXTS8HLouI9cCrgeVlfAXwioi4r2xzRRm/Bphbxj8FXNj6s5EkSZIkSZ3Im/xJUpfJzKPrvr8DOKlBszXASNlmADijwXG2AGc3iA8CF09NtpIkSZIkqcqcwSxJM1MvcHu7k5AkSZIkSdXmDGZJmoEy84vtzqGdntq2g+2Dw6NifQf2cvDzDmhTRpIkSWq1iDgE+B7wxsz8RUS8Frga6AO+kJnLG/RZDKwGFgAJXJCZT0fEfOAm4BjgMeDczPxlRBwAXA+cAmwHzs/M+6fh9CSpbZzBLEmacbYPDnN3bh71NbbgLEmSpO4RES8HvgMcX273ATcA5wAnAi+LiDMbdF0JrMzME4C7KO5TAvBRiptgnwhcC3yyjL8XeKaMvw9Y1ZITkqQOYoFZkiRJkiR1u0spblr9aLl9KvBAZj6UmcMUs5TfVt8hIuYAp1PeKJuiWFxrcxbFDGaAm4Ezy/Z74pl5J3BEOQtakrqWS2RIkiRJkqSulpnvAoiIWuhIYFNdk03AUWO6HQ5sLQvQY9vs6Z+ZwxGxFThiP8fdMN5c161bN96mAPT2zWdgw8Co2KJ5Izz80JMTOs506e/vb3cKE2K+rVOlXMF898cCsyRJkiRJmmlmAbvrtnuAXc/Rhro2PWPitf7jOe5+LV26lLlz5467/T3rH2TJ4iWjYosWLmDBYcdO5MdOi/7+fpYtW9buNMbNfFunSrlC9fMdGhqa8JtXE+ESGZIkSZIkaabZCCyq217Is8tn1GwG5kXE7HJ7UV2bR8o+REQvcDDwxDiPK0ldxQKzJEmSJEmaaX4IREQcVxaQzwduq2+QmTuBtcB5ZeiiujZrym3K/WvL9nviEXEaMJiZ414eQ5KqyAKzJEmSJEmaUTJzELgEuAVYD9xPeTO/iLguIs4um14OXBYR64FXA8vL+ArgFRFxX9nmijJ+DTC3jH8KuLD1ZyNJ7eUazJIk7cNT23awfXB4VKzvwF4Oft4BbcpIkiRJk5GZR9d9fwdwUoNma4CRss0AcEaD42wBzm4QHwQunppsJakaLDBLkrQP2weHuTs3j4q9NBZYYJYkSepuvcCt7U5CkqrCArMkSZIkSVIpM7/Y7hwkqUosMEuSJEmSJHWR4ZFdbN6ybVTMpd4ktYoFZkmSJEmSpC4ytHOEe3/2+KiYS71JapVJFZgj4k+Bc8vNWzPzgxHxWuBqoA/4QmYub9BvMbAaWAAkcEFmPh0R84GbgGOAx4BzM/OXEXEAcD1wCrAdOD8z759M7pKkmaHRjfqGdo60KRtJM0lEHAJ8D3hjZv7C62RJkiR1o1nNdiwvkF8PvAQ4GVgWEW8HbgDOAU4EXhYRZzbovhJYmZknAHcBK8r4R4G1mXkicC3wyTL+XuCZMv4+YFWzeUuSZpbajfrqv4ZHdrU7LUldLiJeDnwHOL7c7sPrZEmSJHWhycxg3gS8PzN3AETETyguoB/IzIfK2GrgbcBttU4RMQc4HXhTGVoFfBv4EHBWuQ/gZuDTZfuzgD8ByMw7I+KIiFicmRvGm+y6deuaPM1n9ff3T/oYrdRp+fX2zWdgCWj5PgAAIABJREFUw8Y92wMbBlg0b4SHH3qyjVntW6f9/up1cm5gfpIkNXApcAXwuXL7VLrkOrm3bz5QXNvVdPI13mTMlGuImXCenqMkSa3TdIE5M++rfR8RL6JYKuMaisJzzSbgqDFdDwe2ZuZwgzZH1vpn5nBEbAWOqI+P6TPuC+elS5cyd+7c8TbfS39/P8uWLWu6f6t1Yn6bt2xjya9nA8ULkCWLl7Bo4QIWHHZsmzPbWyf+/mo6OTeY2fkNDQ1NyZtXkqTuk5nvAoiIWmhf17P1KnGdvHnLNviXjSxZvGRPrFOv8Saj069xpspMOE/Pcfp5ndyZvPGfpFaZ9E3+IuLFwK3AHwHDlB8DLPUAYz+HPAvYPSZWa9MzJl7rP7ZPo+NKkiRJnWo817NeJ0uSWsYb/0lqlabXYAaIiFcBdwAfzswbgY3AoromC4FHx3TbDMyLiNnl9qK6No+UfYiIXuBg4IlxHleSJEnqVF19nVybFVf/9dS2HdOdhiRJktpgMjf5eyHwFYo7VX++DP+w2BXHlRfG51O3rhxAZu4E1gLnlaGL6tqsKbcp968t2++JR8RpwOBE1pWTJEmS2qyrr5OHdo7sdUPV7YPDz91RkiRJlTeZJTI+ABwIXF23ttxngEuAW8p9a4AvAUTEdcBXM/OrwOXAjRGxnGJ9uLeX/VcAqyLiPuBJ4IIyfg3w2TI+BFw4ibwlSZKkaZWZgxFxCV4nS5I6iOsyS5oKk7nJ35XAlfvYfVKD2BpgpOw7AJzR4JhbgLMbxAeBi5vNVZIkSWqHzDy67vs78DpZktRBXJdZ0lSY1BrME9QL3D6NP0+SJEmqAq+TJUmSVFmTWSJjQjLzi9P1syRJkqSq8DpZkiRJVTZtBWZJklrtqW079rqp1NDOkTZlI0mSJElS97PALEnqGtsHh7k7N4+KxZJD25SNJEmSJEndzwKzJEmSJEmSABge2cXmLdtGxfoO7PXGf5L2yQKzJEmSJEmSgGKJuXt/9vio2EtjgQVmSfs0q90JSJIkSZIkSZKqyQKzJEmSJEmSJKkpFpglSZIkSZIkSU2xwCxJkiRJkiRJaooFZkmSJEmSJElSU3rbnYAkSZKk7jM8sovNW7aNivUd2MvBzzugTRlJkiSpFSwwS5IkSZpyQztHuPdnj4+KvTQWWGCWJEnqMi6RIUmSJEmSJElqigVmSZIkSZIkSVJTLDBLkiRJkiRJkpriGsySJEmSJEnaJ2/cKml/LDBLkiRJkiRpn7xxq6T9cYkMSZIkSZIkSVJTnMEsSaqkRh/TG9o50qZsJEmSJEmamSwwS5IqqdHH9GLJoW3KRpIkSZKkmcklMiRJkiRJkiRJTXEGsyR1uYj4FrAA2FmG/iAzf1i3/7XA1UAf8IXMXF7GTwauAw4B7gTenZnDEbEYWF0eM4ELMvPp6TofSZIkSZLUOZzBLEldLCJ6gOOBkzLz5PKrvrjcB9wAnAOcCLwsIs4sd68G3pOZxwM9wKVlfCWwMjNPAO4CVkzP2UiSJEmSpE5jgVmSuluU/34jIu6JiPeM2X8q8EBmPpSZwxRF5bdFxBKgLzN/ULZbVcbnAKcDX6qPt/IEpkvtpoH1X940UJIkSZKk/XOJDEnqbocCdwB/CMwB/ikiMjP/sdx/JLCprv0m4Kj9xA8HtpbF6Pr4hKxbt25C7Xv75jOwYWBU7AW/MWfKY9/70c9GxV75kuP2ardo3ggPP/TkfvPt7+/f7/5OYq6tU6V8zVWSJElSsywwS1IXy8zvA9+vbUfE9cAbgFqBeRawu65LD7BrAnHK+IQsXbqUuXPnjrv9PesfZMniJaNiBx10UFtiixYuYMFhx+4z1/7+fpYtW7b/E+oQ5to6Vcq3W3IdGhqa8JtXmn61T4vU6zuwl4Ofd0CbMpIkSdJkWWCWpC4WEacBczPzjjLUw7M3+wPYCCyq214IPLqf+GZgXkTMzsyRss2jLUpfktRlhnaOcO/PHh8Ve2kssMAsSZJUYRaYJam7zQf+PCJeSbFExsXAu+v2/xCIiDgOeAg4H7ghMwciYjAiXpWZ3wUuBG7LzJ0RsRY4D/g74CLgtmk8n7Zz9p0kSVL3iIhvAQt4dhLGH4y5KfZrgauBPuALmbm8jJ8MXAccAtwJvDszhyNiMcV9TRYACVyQmU9P1/lMJ6+LJdV4kz9J6mKZ+XXgVuBHQD9F8fj7EfHjiDgyMweBS4BbgPXA/Tx7A78LgI9HxP3AQcCnyvjlwGURsR54NbB8us6nEwztHOHu3Dzqa/vg8HN3lCRJUkeJiB7geOCkzDy5/KovLvcBNwDnACcCL4uIM8vdq4H3ZObxFJ8SvLSMrwRWZuYJwF3Aiuk5m+nndbGkGmcwS1KXy8wV7H1h+y3g6XL/HcBJDfrdA5zaID4AnDHliUqSJEnTK8p/vxERvwFcm5l/U7f/VOCBzHwIICJWA28rJ1r0ZeYPynargKsi4jrgdOBNdfFvAx+aSFKdekPs8cS67YbYYL6tVKVcwXz3xwKzJM0w5UyNuzJza7tzkSRJktroUOAO4A8plpP7p4jIzKzdEPtIYFNd+03AUfuJHw5szczhMfEJ8YbYncN8W6dKuUL18231DbEtMEvSDJOZu4Gb2p2HJEnQeA1PcB1PSa2Xmd8Hvl/bjojrgTcAtQLzLGB3XZceYNcE4pRxSepqFpglSZIktc3QzhHu/dnje8VfGgssMEtqqYg4DZhbLhkHRaF4Z12TjcCiuu2FwKP7iW8G5kXE7MwcKds82qL0JaljeJM/SZIkSZI0E80HPhYRB0bEwcDFwJfr9v8QiIg4LiJmA+cDt5X3JBmMiFeV7S4s4zuBtcB5Zfwi4LbpOBFJaicLzJIkSZIkacbJzK8DtwI/AvqBGzLz+xHx44g4MjMHgUuAW4D1wP3Al8ruFwAfj4j7gYOAT5Xxy4HLyhsBvhpYPl3nI0nt4hIZkiRJkiRpRsrMFcCKMeFvAU+X++8ATmrQ7x7g1AbxAeCMKU9UkjqYM5glSZIkSZKAiOgB7srMre3ORZKqwhnMkiR1mae27WD74PCoWN+Bvd4sS5Ik6Tlk5m7gpnbnIUlVYoFZkqQus31wmLtz86jYS2OBBWZJkiRJ0pRziQxJkiRJkiRJUlOcwSxJkiSp4wyP7GLzlm2jYi73I0mS1HksMEuSJEnqOEM7R7j3Z4+PirncjyRJUudxiQxJkiRJkiRJUlMsMEuSJEmSJEmSmuISGZIktchT23awfXB4VMz1QyVJktStXD9fmpksMEuS1CLbB4e5OzePirl+qCRJkrqV6+dLM5NLZEiSJEmSJEmSmuIMZkmSJEmV4EevJUmSOo8FZkmSJEmV4EevJUmSOo9LZEiSJEmSJEmSmmKBWZIkSZIkSZLUFAvMkiRJkiRJkqSmWGCWJEmSJEmSJDXFm/xJkiRJqqzhkV1s3rJtVKzvwF5v/CdJkjRNLDBLkiRJqqyhnSPc+7PHR8VeGgssMEtSh6h/I7C3bz6bt2zzjUCpy1hgliRJkiRJUkvUvxE4sGEjS3492zcCpS5jgVmSpElqNCsDiotpSZIkSZK6mQVmSZImqdGsDIBYcmg705KkGct1mSVJkqaPBWZJkiRJXcV1mSVJkqaPBWZJkiRJXc9ZzZIkSa1hgVmSpAp7atsOtg8Oj4q59rMk7c1ZzZIkSa1hgVmSpArbPjjM3bl5VMy1nyVJktTJ/FSJ1F0sMEuSJEmSJGna+KkSqbvMancCkiRJkiRJkqRqcgazJEmSpBnJj2hLUudoNCaD47JUBRaYJUmSJM1IfkRbkjpHozEZHJelKrDALEmSJEml2gy63r75e2bSOXtOkiRp3ywwa1r5MURJ2ttT23awfXB4VGzWLNi1a3Q7x0tJar3aDLqBDRtZ8uvZgLPnJKmdGtURvFaWOosFZk2rRh95+e3jDt+rsOJ/DJJmku2Dw9ydm0fFYsmh5MCvRsUajZdDO0danp8kzXROkpCk9mlUR2h0reybgVL7WGBW27n2naSZpFGRYrxF4n1dXEuSWsvrVUnqfM50ltrHArMkSdPIIvHE1JYPcS1USZ3GWc2S1Fmc6Sy1jwVmSZLUsWrLh7gWqqROM96l38DCsyR1Et8glKaeBWZJkiRJmgKNis7gG2OS1Ekmcm8oSePjs0WSJEmSWsjZcpLU2fa11r6k8bHArI7k4vyS1Dlq6yCP5RgsSeMz3tlyja53vQaWpPYYHtk16j4g4Pgr7UtlCswRcT6wHJgDfCIzP93mlNRC412cf18fY3HAl1rPcbk7NSomD+0c4b6fP7FX2/F+5LvRMTtprLaArm7gmFw9473eHe818HiL02NjvX3zeWrbDsc7aYo5Llff0M4RfvAvz94HBKxBSPtSiQJzRLwA+AtgGTAEfC8ivpWZ69ubmdptImsnOeBLU8dxuXoafTLkwOfP36td7aZ69WLJoeP+OeMtUDcqTu+rb6s1OmdwzVRVh2PyzDOZ4vTY2MCGjRxxxG96/SxNIcfl7mUNQmqsEgVm4LXANzNzC0BEfAn4PeDP25qVOtJE7uhdm8FR/7EX/yOQxsVxuWIajY1HL+jbq+g8kYJuo6J1o2JyowL1ZPqOV6OCdaPZfNNRxJZazDFZkzKZJTyg8fVzp396RWoxx+UZZLJjaLOfQGkU6+2bz+NPbnNpJU27qhSYjwQ21W1vAk4dZ9/ZADt27Jh0EkNDQ5M+Riu1M79ntu9kcGj04LljeBezKF60H9DbwyxGGBneuSdWMx2xbdsH+fkjv94r72NeMI+fP/JrHnn0EV5Q7j7h6MN46qnnXv95umKz5x7Mo//65H7bHTi3l+f3zdnr/KbLTH1u1I0rs/fXrks1Oy43NSbv3jXCrDGxdo0nzxWrjXedks/+Yjt27uTHuWlU7JgXzBtXX2g8to63/0T71v9eB4eGePRfRz+GGo2NO4Z38dMNo2fu1cb95/q5AMM7dzA01PzTu9PHxnrdkKtj8vSNycM7d4x6TsLUj0+tOOZEY1M1nnfCuewvdkBvz4TG6UbX1I2unxuNwe26zj7okCNGXU9PpO905TjeWKPr/me279zrNUO7Xx/M8DEZvFbeZ2yitYF2593s/3cTGUP3dX3aTOyRRx/h+Qft3a5d4+/+2o6n1tFp9Y8qXTPD6HxbPS737N69uxXHnVIR8RHgwMxcUW5fCizLzHc/V9/+/v7TgLUtTlHSzPbqZcuWfafdSUynZsdlx2RJ08Ax2TFZUueYcWMyOC5L6mgtGZerMoN5I/Dquu2FwKPj7PvPZd9N0OCtMElq3mxgEcU4M9M0Oy47JktqFcfkZzkmS2q3mTwmg+OypM7T0nG5KjOYXwB8h+IjJc8A3wMuy8z/3dbEJGmGclyWpM7hmCxJncVxWdJMM3aZno6UmY8AHwG+BfwY+DsHZklqH8dlSeocjsmS1FkclyXNNJWYwSxJkiRJkiRJ6jyVmMEsSZIkSZIkSeo8FpglSZIkSZIkSU2xwCxJkiRJkiRJaooFZkmSJEmSJElSUywwS5IkSZIkSZKaYoFZkiRJkiRJktQUC8wtEBE90/AzjomIkyNiTkTMbvXPmw7T8XubDPOTpk83jnH1qvZ8rVK+Vcq16qr0u65Srp2q28dlSaoSx2Spc83U604LzC2QmbsBIqIlv9+IeAtwK/AxYBXwvoiY14qfNV0iog84pN157Iv5SdOnG8e4elV7vlYp3yrlWmURMQdGXe907EV0lXLtZN0+Lk9GRBweEb/Z7jxaKSKOi4j/o915tJp/S1XFTBuTO72AXrWxo4L5VmrcqtLrkal+LPTs3r17qo4140XEVcBTwE7gusx8JiJmZ+bIFP6M5wOfA/5zZv4oIs4FTgO2A3+RmVun6mdNl4hYDcwFFgOfBv4uM4fbm9WzzG9qRcT8zHyybrun9sJf6sYxrl4Fn6+VybdKuTZSlbExIlYCBwA7gOuB+zJzsBPzrVKunazbx+XJiIj/CcwBXgx8ErgtMx9sb1ZTKyL+F8Xz6ATgb4HvZuY/tTWpFvBvqaqYKWNyRJxJMSHy9swcanc++1K1saOC+VZq3KrS65FWPBacwTxFIuK/AycDjwG/DfxzRBySmSNTPJN5N3AExQMW4EvA14ADgYs6/d29sSLiPwEHZ+bbgD8F/hNwZUTMb29mBfObWhHxWeC/R8R1EfHWiDgoM3e3ara/Kqmrxrh6FXy+VibfKuXaSFXGxohYARwN/BnFNeTvUzwv+zqtYFulXCuga8flyYiIi4C5mfkm4GLgdODiiHhxezObOhHxBmBOZr4ReDPwfODNEfH69mY2tfxbqmK6fkyOiM8BH6B4Pt4WEW+OiEPbnNZeqjZ2VDDfSo1bVXo90qrHQke9cKmq8uOWc4H/KzNvzMx3At8D7omIgzNz11R9JDMzt1HMwjkzIk7KzF3AN4G7KB4UB0zFz5lGzwD3AGTmPwB/APwu8B+hIz7Kan5TJCL+b+CFwGXAgxSP149M9XNE1daFY1y9yjxfS1XKt0q5jlKVsbEsdi8EVmXmRuC9FL/zkyku9jvmmrJKuVZBl4/Lk7EDeBIgM78HXEVR8HlTRMxtZ2JTqAc4OCLmZua/AJ8FfgW8JiKObmtmU8u/pSqj28fkiDgF+M3MfE1mngvcAvwe8IaIOKi92e2lamNH1fKt2rhVpdcjLXkseIE9NQ4EDgPeUAtk5ruAfwC+GBEHTPFsmVspHgz/ofxPZSQzP1fmcNwU/pzp8DDwotq6L5n5v4EPAR+OiNd3wCwj85s6hwJfLT8C/tcUj+ODgfeW/2l0Uq5qr24a4+pV6fkK1cq3SrmOVYmxsXwB+yPgdRFxbGbuAG4AfgK8DuiYGVNVyrVCunVcnowfAbsi4uUR0ZuZ9wH/FXgrxQvKbvBNiufNm8vZ/wMUH80/EXhNWzObWv4tVTXdPCZvAIYj4hUAmflp4FvA2cDx0FGFuqqNHVXLt2rjVpVej7TkseAazJMQEb8LDJRfxwH/CLwjM/++HPR+A/gE8MeZ+fAU/+wXAu8BDge+QfFRmY8Ar8vMzVP5s6ZaRPwV8DgwKzP/v4i4keLF3uXAtswcLmd0PZOZnzW/auW3L+Xz5XJgeWb2lzPIzgLeRLGG2C/amZ86S5XHuHpVe75WKd8q5bo/nT42RsQ7KZ5/P6B4Q/0dwHrg67Vrm4j4AfDRzPx62xKlWrlWUbeMy5MREZ8GtgLzgP8HWEFxI5+/AX6amdsj4h3A4sy8qn2ZNi8irqe4n8zhFOf3FuA3KQo8t2fmUxHxZuD/BN5XvqFTOf4tu+dvOVN125hcLiNwQGZujohPUnyq64uZ+cty/18Br8zM09ucZ6XGjgrmW6lxq0qvR6bjseAM5iZFxE3AlRTvSKym+HjrW4CPR8Q5mbk7Mx+nWP9vyu/QWb5Q+hhwB3AhxbsMF3f6fyYR8TcUi4j/BHhtRKyheHAfAlwDvCKKu26+juLFoflVKL+xIuK9EfHhiDiN4o2YtcBbI+K3M3NXZn4NWAC8qq2JquNUdYyrV8Hna2XyrVKujVRlbIyIa4G3U1zL/A+K3/kAsIziI3Qnl023UHzUrm2qlGtVdcO4PBkR8V8orvc/R3Ftfy3FR7drLyTPi4jfoHg9UMnHWEQsp1jb9Y8p7ivzfuDnFDcPOx34YBQfS34H8GS7X9g3y79l9/wtZ7JuGpPL2sqNwK0R8fvA3wNvBH4vImprTS8HNkQbl3Ko2thRwXwrNW5V6fXIdD0WnMHchIh4CfBfMvP15R/hpRR3XfwY8FPgKxR3uHwJsCGLNZlbmc8BwO7M3NnKnzNZ5ays1RR3t72vjH2e4s6VF1Ms5H8cxbqJD2bmH5hfdfIbK4obXy6hmNn/GuBOYAiYTzHA/kNmfjMivgbclJmfb1uy6mhVGePqVfD5Wpl8q5RrI1UZGyPiGOC/ZebvlNtnAucD36ZYE28JxUzrh4Edmfl77cizarl2iyqOy5NVzqr6QmZ+o9z+a4o3gv4KeGX5tRB4KDOvaFuik1DOGvxxZv5tuf0+ICg+jt8D/A7FOW/KzCvblugk+bfsnr+lClUekyPiCuDfZ+bvRsTLgJUUtZTHKNau/Xn59e8oZoRe1MZcKzV2VDDfyoxbVXs9Ml2PBWcwN2c20AeQmU9k5j9SfDzlcooXif8WuJ3i5jLvhNauE5SZOyryn8ksinefXlILZOZ/AHqBz2XmnwGXApfVnoAxvTfiMb8pEhELKN59PDsz/xr4M4qPYhxM8QL/F8C1EfFlYMjisvanQmNcvco8X0tVyrdKuY5SsbFxA/DrKO7c3puZt1HMDP4d4NHMXE4xY/g/1wq2bfw9VynXrlDRcXmyHgZ+uzZ7LjM/ADwNfCwzr8vM36dYKu8KqOxj7B7g30Tx0Xsy8xMUnwS4FLgtM98DXFp7YV/RcwT/lt30txSVH5N/BSRAZv4zRVH5LRTrSb8H6Kd4o7i/VlxuZW3lOVRt7KhavlUat6r2emRaHgvOYJ6AiFiYz64BdDMwkpm1O0IeALwLODozPzim36x2T99vp4h4C8UaSv8KHEvxkZdzMvO7dW2+Brw/M39aF+vJaVgI3fxaIyL+J8U6mJ/IzJGIWEYxo+z+zLy2/I9jTmb+vGw/o58n6g5Ve75WKd8q5bo/nT42RsSLADLzgYj4Y4oC+PWZ+UC5/z9S3Gn6lMz8VV2/djwmKpOrqimKtQgHgM0Ua0J+HvizzPz7uja3A1dl5tq6WGUeYxHxhxRLx2wsv/4r8DWKm48+Vrb5BvCZzPxfdf0qc47g37Kb/pbqLvH/s3fnYXJU1f/H34GQsIMoyCabygcwKhJQXEAEd1xAUDbZZN9UFH/IKiAgCsoim+yyiAiIoqAIKLKJShQwIAe/qOwCguxJICS/P85tUml6MjOdzHRXz+f1PHkyU13Vc6q6+nTXrXvPldYB9ibr6d5flomsK7139Vwtjw3396Ja5Y4axlurvFWn65FOnAudvkNRG5J+AJwh6WxJuwOHA89KOgXyriFwB7C8pJlmJx/JjWaSzgL2Iu/eXElOPrAtcG35MGlYGFiguu0wNd46vjlI0uqS3ll+/RlZ32f9Es8Esmf/vpKWiogHKg0oo0by+8R6Qw3fr7WJt06xtlKX3CjpfOAU4ExJJ5DH+s3AjpLeUuI9H7itedsOnBO1idXqSVnOZhuy7uO15Pn1TeBoSZ8pIxIaZjqn6nKOleuYT5MTk59LDpG9FNicmWuXTyN7ar2iLvsIfi3podfSeoOk70n6hqTDgZvJkUgnSVpCORIpyBvEyzVvO8zfi2qVO2oYb63yVp2uRzp1LrgH8wCUuyobApuSs7qvRQ5xPQXYjhyy8VVyqOt9EfHljgTaZSStCRwTEeuV3zcELiMvqhcAjiEvqlcj6+hs5/jqE18zSRcBryn/JpC1kj5IFon/XURcWdb7JbBXRPyrU7GazWk1fL/WJt46xdpKXXKjpC3JyYE+opyQ5CJyXolfAF8o8T4PLAtMi4jPdSLOusVq9SRpVeBUYP0y0mAd8uL3i8CzwNeAp8lZ7h+NiK07FmybJC0PnAVsFBHPllx7NDnR1uPktc+byAv7JyNiy44FOxv8WvbOa2m9QVlndwXgOGAXYEVgE+AIsmHuZOAv5Pv0hog4qkNx1ip31DDeWuWtOl2PdPJccA/mgRlL1nx5DvgJcBrwX7Ke31eBu8i7LK80LqtzdYG6yXNkd3wAIuIK4FNk761HgY3Lz+c23oAa3ro0jm8OkfRhYOGI+DDwTuAFciKGP5LDMTaRdImkn5J1Rd24bL2mNu/Xok7x1inWmdQsN94PPChpgYiYRF7sLUXeWP8S+cX032Sj+Oego9916hSr1dMTZL3CJQHK0NFtyQvfuclrgKOAExoXZt2SdwbhUfJ9Ml7SPBFxK3nR+UVg/ojYneyl9c3GhX0N9xH8WvbSa2m9YUHg8Ij4XWTN2lvJz+29gOuArYAfkW0rHWlcLuqWO+oWb93yVp2uRzp2LrgH8wBI2oCsBbN7RNxcDv7qZNH5EyPiL03ru5ZsIelm4J7qHRxJO5MX2jtXj1MnjpvjmzMkvQ34NrBrRNynLBPzTWAM8ANy8ssNgElRJq2S671Zj6nL+7USQ23irVOsVXXKjcpa0IeQs2Hf0oiFrBd9VUQc3LR+Jz9zahOr1ZeyXvrLpQGksewzwK7AZ0rHk8byWn6nkXQ0WbLnixHxVFn2QeBE4P0R8Whl3VruI/i1pIdeS6uv8jk9F/B9YGJEnFx57AxgZfIm/Ghg8Yh4uDzWye8btcodNYy3VnmrTtcjnToXfOeyHyUR/h44D9hN0loRMa00Kr8MrNm8jS9iQNLo8uNHgJUlnVp5+M/AfM3HaTiPm+Ob4xqF+deStHBEvAwcRNb62Tsi7o+IsysNKHN1+gPCbE6p2/u1TvHWKdY+1CY3RtaC/j1wsqQ1lDUQp5MjtV71fbGTx7lOsVp9NHq5N/JORHyWnM3+sspqvweeAaZWt63Ld5rKPs4NEBFfI8v3/EDS68uya4C7yVIzr6jLPoJfy156La13RMT08j3oYuCbkjaqPLYj2Tt0XES8VGlcHu65KGqVO2ocb63yVh2uR7rlXHAP5lmotuRLWhn4HPB24OyIuFLSz4BfR8Sps3qekaJc4E2t/D5PRLwk6Q3k7Jr/Bk4gh788GjnswfHVJL7+SNoG2JKsTX5TRPxX0pvIC/49fIFvvaRu79c6xVunWAeiDrlR0pjIyYqRdBDwMbJ22x1kT+F7I+KrnYtwhjrFavUhab7IciuN38dGxJTy8y1kWZargI8Dz0TE9p2JtH2SFgEmV/aruo8/IS/m7wdWKevVsk6vX8veeS2tt5QGsFERMa30pPwxsFlEXFYevx7YPyJu7FB8tcodNYy3VnmrTtcj3XQuuIG5SUl285KzQk6OiMmVx5Yjh7IeCvwJTxzzCkm3VohUAAAgAElEQVTfIoc33A5ERPy6LJ87srD4XMCxZDHxBRoXf8M11MHxDZ2mi/2dycQ1gawxuitZ5H6PDoZoNkfV7f1ap3jrFGt/ujk3SvoG8BRZB/r08oW5+mV0W+Bt5CTGD0TE3p2Is26xWj1JOpacEPIfwD8i4uyyvHqefQUYBSwYEYeWZV2Xd/oi6RTgDcAjwL8j4oiyvLqPnwFeS+bW48qy2uwj+LXspdfSeoOktYB/AVMj4qnSu3JaaWT+FFk27EZA5Gd4RxpB65Y7ahhvrfJWna5Huu1ccANzhaQfkTMpPkE2Ml8HXBoRDzZOprLeEmRi/G/5fUTX9pP0PfJO03eBdwNrkBPrfL+f7YbluEn6LrBqF8fX1cevxd/9HnmxvyBwcERMbnp/fITs6f9W8ovC/mW5v9ha7dXw/drV+a/pb9bq2LaIoxa5UdLp5Jfmy8lah28F3hURUyTNHxEvVNZdICKeLz934pyoTaxWT5KOJOdV2Y88v3YGboiIA/rZrjbnmKT9gXWBLwArAmcAN0fEDv1sV5t9BL+W/WxXm3203iHpHGA54GGyfNV3IuK20sg8qtwwXpX83rRcRFxathvW87VuuaOG8dYqb9Xs2qnrzgXXYC4kvZky03tEbEHOXLoysJWk11cuEMdFxGOVxuVhrQvUpeYG9omIa4GTgTOBj0rasbGCpG0lvbu60TA13o7q5viKbo/vFZKOB94I3AAsDfxF0krlTt7YEtdVEfEdYIdKA4prLluvqNP7tQ75r6pOsc6kLrmxXNQtAOwYEWdEzhx9F3CHssf1C5JGSdpY0vKVBtth/65TYp2/DrFarb1ANnrcDlwE7AF8SNKBjRUk7SBpi+pGNTvHHgd+FBEPR8RNwNrABySd2FhB0i6S9q1uVLN9BL+WQM+8llZzkj4JvCEi1id7Kf8Z+JGkNSJiakS8VFZ9LCL+3KnG5aJuuaNu8dYmb9Xw2qnrzgU3MM/wGPAa5VANIuJi4DfkkMs1ASR9HDhH0gqNjUZyo5mk1cuP04CjJc0bEU8C1wOnA2tLWkHSYmRj/RtUCroPl/L6TAO+223x1eH4tbAgcHhE/C4iPk++R34i6XWlR9koSTtLenPMGBrui32rvTq+X7s5/1XV8di20PW5UdKKkbXkFgXWbyyPrHH3B+DiclzHk70gtpE0pqzTie86Y8iJXz5Yg1itvqYBxyqHkr4UEX8jS9i8U9K7JS1U1hst6TWdC3O2TAEOkjQvQEQ8DbwLGF9u0MxLDq19QtKKHYxzdvm17J3X0upvGnAfZH0B4Diy5+opyrmtkLQ78CVlL2bKup24Zqxb7qhbvLXJW3W5dqrounNhxDcwSzpT0ieAZ4HLgDUkvQ0gIhrFu/9fuRC8EvgasL6y7sqIJemH5KSHkHcl7wMOLW/EZ8m7lMsAry9vzCOAl8kLxuGI73OStlGWMzmZnPznsC6Kr6uPXyvlnJ9C3nUEICK+DNwKXKXsbbY82Xixs6QFyjq+2Ldaq9v7tdvzX1OstTq2rdQhN0o6Cdis/Ho6cLKyZEfDvsBzwGsj4taIOIycafolhpmkj5WLzbmAw4ETuzVWqydJu0raU9I7yRx5FXCupPnLKn8HHgUWKnnoHHKI9+RWz9eNJO0n6QBJm5MTaV0MXC9pQYCIeBz4FTAmIiZHxG/JGvGPdizoNvi17J3X0nqDpPnKjzcBaylrvza+85wK/JackwLgFuAa8nvdcMdZq9xRw3hrlbdqdu3U1efCSG8kPQUYGxG/LHfLLicLZG+oLEhPGc76BFmbmYj4HfDjkdwjszQITIqI/SUtS/bcupq8g/KdcgflIbKQ+BIAkXUSfx6V2S2HML6fANsBnwSOAnYC/gZMB77dBfGdTxcfvxbxbqUcArIS8H3gEEmbNB6PiF2B/wMUEf8u75mfkjPBmtVat+e7FvF2df5rirVWubBZXXKjpLPJWodHlbguA7YBTm003EbEo2Qj+LKVTW8b7huE5Zz4KnAQWapsYWDzEuuHuylWqyflfCsbkiVtdgBOIvPOvWTP+EVLfnkDeTFJZJm867oh7wyEsu7p2sDzwHvIBpzzyJEVf5S0rHIY8Lsp+1jcEZW65t3Or2XvvJbWGyQdA5wp6RDgncD2wAeVPZUb3+HuId+TRMRfgIfItpbhjLNWuaOG8Z5DjfJWza6duv5cGLGT/En6PlkXaCNJ3yYLjt9cHl4BWAh4kJyZ/IWI2KojgXaZ0tt7/4h4j6TzyBP3OeB/wK/JciIfA/5JNhx8dpjjewNwXERsUn7/CPABsubkNeRQ2/XJ2Ww7Ed8WZP3ND3bj8WtWGiaWA24jj9thwP3kEOUtI+KSst71wAHAjRExXU2TL5nVUbfnu2bdnv+aYq1VLmxWl9woaRvgS+QEeceQX4wXBc4nhyNeBpxGHu8Hop8JV4ZS6YlxRER8SNLi5MXpd8lj+yhZW64rYrV6Kr17zoqIzcvvqwJbAePIERRbkHnyIeDpyJIstSPpXGCnyPI8C5CjLz9Z/u0MrEPe6PpPRGzfuUjbN4Jey7OB3SNiUq++ltYbNGOysYOB9cjP6nuBa4FvkO0sRwFnAXdHP5OQDWGctcod5X1/VkRsVn7v6nihXp9BNbt2qsW5O5J7ME8Elpd0AVnI+zRytsiFyUR4flnvt43G5XKnZcSS9HrgdmCspN8C90QW7j8KuBtYMyK+CuwIHNR4Aw7XcZO0C9nT/C2SNoacVIm8W/YcsGhE7EUmtk7E902yp9u8kv6U4XXP8WsR72rAChGxQYlrZ+CCsg/vAg6WdIqka4B7I+KGRg8yNy5b3XV7vmsRb1fnv6ZYa5ULm9UsN95HDus7AXga+ArwbbKxeX6y98iNwAWNBtsOnRNzkSUu5oIcOhkRVwBfJns0P0bOQN7xWK2eJC1HXjCuVW68EBF/J4eO/g34RETsA2wJfKlxYaYalcST1CjT80Zgb4DIyS+PIEdpHhERhwCfJyfP3L5sV5t9BFDOhTMfWdbwC9CTr+WKkhYmGw72gN58La2njCbPy1vJUlw/AASsQfZkXpv87vF0o3F5uD/D6/Y5IOm15Peit0rauQbx1uozqGbXTitQk8+9EdeDWVmU+5mImFqGb3wU+HBEPCNpSeB7wB8j4vim7Toxo2nXkHQq8CayYf5/5N2SAyPiJ5LmIXtH7QlsFhFTKtuNimEYtirpdLIe42ckbQ+sBlwSEX8sSWBP4IMR8emm7YYrvpOA3YADyZlIrwe+HhGXdcPx6yPmlYDjgY0jJ4ZC0jvI3oVbAneSwy+WjRxyPeLfJ9Ybuj3ftYi3q/Nf09+sXS5sVofcqJw48ZGIeFTSl8kJPz4WEf8qj3+aLD2xZfW4diKHS9oPuD4ibpJ0NfDviNipPDamxL5kROzftJ0/b2xASk5fibyB9TywCnBaRPyqXHx9nBxqukVETK5s1zV5pz/KETeHAbuQs8qfBZwUEeeWfVyV7Fm4V0Q8VtmuNvsIIOkHZC/JG8l6nZ8he3Rd2UOv5alkA83fgevIuvMnRsR5vfRaWm+QtEhEPC3pILL35Gci4onS2/J95Peir1DaXyrbDff3olp9DihLuS4JPAD8nCzbcF5EXNGl8dbqM6hm1061+twbUXc5JZ1JFpe/SdLbgUvIouMvSxoTEf8BzgXepKYZIUfyRYykbwCvJeu9PEze6dkA+GU5bi9FxDXkHcFqTcRhmcSoJODnS4L4NJnAXgK2lfSWEsNJwNySlu5AfKeTx2YNssHhUWBr4NpuOH4t4l1R0jwR8U9y8ssrK/H8lexJsS3w34j4sxuXrZd0e75rEW9X57+mWGuVC5vVJTeWRvxjgeMlHRsRx5EN4o9XVvsnOXqro991yjmxCllaBLIxeYykE0o8L5I9M5Zv7jHizxsbiEpO/yRZxmYV4I/AlpI+GRHTIuKX5AjGFarbdkPeGYSnybI9XyV7Ch4IfF7SlmUf7wSWosb7WHqbLUUOrz6NfB2vAraQ9KFeeC2VE6ItS34HWYZsEPsmsKOkTXvltbTeIOlzwG+Uo/6+B/yFHMW1WOSIrT+T+fcdTY3Lo4b5e1GtPgdKJ8jXk9+R303mvGuBzSV9sNviLWrzGVSza6fafe6NmB7Mko4CVoyIzSR9lxyC+/7y2OLkm/dW4ESyLtD+fT/byCLpLOCKiLi09DC7gxza8BDwRTKhvAd4KiK2HebYXgP8jnzd3krWzl6A7D22Njmz/DXksOUnI2K7YY7v82Svsa2Uk1jdWH7/eznv9iaP39rknd1hPX7NJJ1Gfpl9oPw7mrwpM39EbFzWEfAtYPNy8W/WM7o53zXr9vxXVbdc2KwuuVHSV8nzcwtyDon9gP0i4h7l0NDtgQtLnI9ExJ6diLPE+l3ye9lnJO1Nnrsvko3NXyAvrvYBDgfui4i9OxWr1VdTTh9NXpx9G1iEvKFxLVmG4LFO5sjZUW6+LElOovRDsn7kdWQO2BL4GZm/Hoka1+mVdADwYkQcLWkP8oJ7Kpk73kJ2GhoPPF7j1/JQsuHjO5IOJ2vZ/o3s0fxO8nPnHcDDdX4trTdI+gCZQ39NljVblmwUHQMcHDmK6krg7Ii4uINx1upzQDnh8aWRo/tOAd4M/IeMd2XgYjIPdEWuq9NnUJ2unaCen3sjqQfz68kTHrLQ+NzKWiYAbwc2IWso/seNy6/yJ+A1ZajLy+Xf/KXH9x/I2dyvaTQINPcyGkoR8T/yQvQAYPmI+EJkEfy9gEvJWk/TgKsbb7rhjA/4ZZQa3hHxIDlJ0fvKYy+RH3BLkRNADfvxqyp3yFYEPkEOXV+K/AD7OtnL/wZJG5J1Uh9z47L1qK7Nd81qkP+qapMLm9UsNy5OXkS9GFkHcXFyWB3kxcnbgP3J7zp7QsdqyS0IjAWuUU66vBo5W3djCOU+5IQq2wMPNhqXu+WcsFqp5nTI8+7BiDidvHn4MFnXezuo5zkWEdMj4hFyZMIN5IzyB5CfV28nR1ucHTPqXdZuH4s7gfdK2hr4FHnz6TrgEfIa72Hgp3V+LcnX7ihJF5NlBXYDriC/f5xF9gjthdfSesNrybkSHgXOBh4kay8/D9ws6XLghU42Lhd1+xz4HfCQcgK6Jci2q9+SHRyOI49z1+S6On0G1ezaCWr4uTe60wEMNWVdkrnIC6tR5fcFgKXJoUf/johrJP0RGBsR/21s5+GXrziPbGB5AUDSc+TEQZB30y+IiJvKY8N+3CLiL8q6T2+XNDoipkbEBOWspUTEtxrrDnd8EfFU09+9F/gscHp57OflX0fiazKFbDibLOkW4DZyWPXREbGppP3JO313R8R+JV7Xe7Ne09X5rlk357+mOOuUC5vVKTfeAoyXtHBEPENOUjIGXik3sUl15U4d54h4rvQougj4e0R8qsQzhmzEXzci9uiGWK32WuX0B8tjm5Hv7RvLY7U8x8q1zShgUfKa5x3AJPKmzfsj4pLqunXcx+L3ZMmq95M30iYCE5UldR6PiNMaK9Z1PyPiRklvInsA/jUi/gb8TdJbgP9FxKWNdeu6j9ZTJgIvR8QJki4gG5m3jYivSDoXmBI5EVmnz9e6fQ6c3YhB0rYR8RzwV0mNEZQXNlbshnjr9hlUl2unonafez3fgzmyLslU4BRgYjnok4AnySLvSPoOsHSlcXlY6wJ1u4h4PiIeB5A0lrwrOUXSecByjcaWsm6njttPyF5ZoyW9sSybBsxfXamDjSvTyv+nAZMknTyr9TrkXuCLktYrifY5cmKRlyRtFBFHRsRRlQaUudy4bL2mJvmuWVfnv1YxdHkubFaL3Fi+u/wM+F5pXIb8nvdYefxcSVs0rd+R41z+9l/I3nn/KQ3LjUbwf9FUg7s81k3nhNVEPzl9hUajQlm3ludYudZ5mRzmfSE5Se3Hgd+Qvd9mWnf4I5wzSs+z75NDmT8o6Z3loeXIzkPVdeu8n/8keyqupZxAFnII9LxN69V2H603RMTdUeabiByl9ihwoaSlI+K2SuNyR9tW6vY5EBHTKj1Rp5WezJANuPM1rzuswbVQ08+gWlw71fFzr+cbmBsi4v6IaPRCW4qc7OZ5ST8kG5ejsq4bzfo2F1kH7CYqdTI73R2/XJTOBWwKXCzpN8Ck6PyQnFeUu3uQQ3+XK0Oqu0L54L8BOAQ4RNI6AOWmyz/IIS4z6ZYkZjaEujLfNatD/qvq5lzYrNtzo6RFKn93evn/f5VVJpMXUWeSPYkubF5/uDTHWo7tNWQj8yLKyZchS3rMM5yx2YjRnNO3g+7L6bPhRvKG2Oci4mGyhmfLm3h1FRH3kDnjbuCHkn5O5rZjOxvZHHcr+RlztqRfA9Mi4qgOx2TWkqS5ASJiG7LxdqZ5NLqsbaUWnwPle9JospzcpZKuAqZGxFkdDm1WavMZVKdrp7p97o2ISf6q3cUlfRH4P+BI8k7w9RGxc3nMw/0HQNKPgSeiDF/tlu74AGVog4AFI+L6sqxr4gOQNC+wWum91ck4FomIp5uXkV8KtgO+GTm5wGXAn6rDRcxGim7Od83qkP+quiUXNqtLblTO3r43sHFkjfDqY3OTPTFuICeEuSAqdYw70Lg8q1jHAusD55L1RZ+PiM8OZ3w2ctQpp7ej8f5uDPvtdDxDpTS8LAfM0+gk1IOv5Xxk/f+FIuKPZVlP7aP1jjqdm3X6HFDWjV4VmC+6q4xHS3X7DKrTtVNdPvdGRANzg6RvkXeBPk7OdnpHROxWHuu6F6dbSXp9RDxafu7q49btNw06FV8/F/ujyTqdB5MzV0+NiM8Pd4xm3aBO+a5Zt+e/qm6JtU65UTNmb78K2L4Rr6S5y1BFJH0DWKnS+74j5/AsYq12AHgjeUzv62Ss1tvqnNOtb93yGTKURsI+Wr1Vz9FuPl/r/DnQzce1F9Tp+HZrrCOmgVnSa8mLxkMj4iVJb4uIO8pjtUos3aJbT2rr3wAv9hcBXooZEyL4fWIjlvPdyFCn3ChpU3LC4tWBFYAtq43iktYAnoyIf3cyzvK3+4t1LeD2MmTR7zcbcj7HzMxGNn8OmM15I6kG8xMRcWBpXB7txuXZ54Rca68Fvgw8AvxI0pIwo3ZoudivNqB44ksb0ZzvRow65caJwAMR8QXgoWq8kj4EHEjuT6fjhFnH+kHgAGBcY2W/32yo+RwzMxvZ/DlgNueNmB7MZjaDpFWAVUsd0fOAZSg9yiRtAOwFHNZttVHNzIZSnXOjctLiZYGtI+Lh0hi+KnBet11E1SlWMzMzMzPrnxuYzcwX+2ZmLdQhNzbVXP4l8IeIOKL8vmBEPNfRACvqFKuZmZmZmQ2cG5jNRjBf7JuZvVrdcmOdyn3VKVYzMzMzMxsYNzCbjXC+2Dcze7W65ca6zN4O9YrV2iNpbuBLwJbAaGAM8Avg4IiYImkZ4AhgDWA6MBk4MiJ+PsDnfx3wAHBOROxWWb4e8Dvg3IjYtmmb64A1I2JBSZcAbyoPvZ2sE/4y8L+I+MAs/u56wK+AqCxeCLgL2C4inpB0CLAHWW+86tcR8fXyPKsChwNvLvv/FHBARNxYHv83MAWY1PQcu0fEzWVfTgQWAPaLiFWa4nw98E9gpYh4tCz7LlnmZ6WIeLDpuCwPPA2MIl+rCyPisMrjJ0bEJS2Ox3RmHLuqjRoTjLbSdIymA3MDj5X9u6fFMRwFLAxcBnw1IqZLOgeYGBHHlJ/XBsZHxPOVv/McMK4y2em2wK7AfGU/bwT+X0Q8JWmF8nwLlp/vBf5WCXsUcHxEnFV5/lmdhydGxDgGoRzP+4AVq3mxHI9vAGtFxK39nR+V7W4F5gfe0vR804HDI+KgyrJNgT0jYr3BxGz15lztXO1c3VauXgX4LvCGsuh/lPNC0teBzcvyNwGPk68ZwCbAmcx4HQHmAa4AvhkRzw4mjm40utMBmFlnRcQ0X+ybmc2sbrmxGls3xwn1itXadgrwGmCDiHha0gLABcAZkr4C3ExORLl9uQB9O3C1pBci4uoBPP8OwM+BLSUdEBFPVh57BPikpPkrE3IuD6zcWCEiNm38XC68PxAR/x3gvt0bEatXtp8buBTYB9ivLL4oIvZstbEkAdeS+35VWbYB8EtJ742IO8uqW0XErf3EchHw3bLdTZXlXwB+XmmwmBfYBrgE2BP4etPzfK3RKCFpUeAuSdc2PWdfBnPsZoq9eowk7QX8CFizj8dfA9wBXFX+NVsBOB7YsdUfk7Q/8DGyQeVRSfMAx5GNaeu02GRS0+u8DDBR0q1RJotn1udhu0aVeK4vf3cU8DmyAaNqlueHpHcB8wIvAh8Bft20ylclXR0R18+BmK2+nKudq/vjXP1qlwIHRsRl5W+uC1whacWIOAo4qiy/jqZG/zytZnod5wFOII/pJ2czro6bq9MBmFnn+WLfzOzVnBvNBq/0KNoK2CEingYoPZV2BX4G7A7cGBGv1DKPiNuBTYH/DOD55wJ2Ac4BbgB2blrlybJ8o8qybciLt6GwMLB4+bsD8XXg7EaDBUBEXAtswat7wc1SREwGziIbKYBXGiR3JHvNNWxO9vL6HrCzpPln8bQLlf/baYiYHdcCq8zi8deTvXGbG1objgc2lLRJ8wOl0Ww/4AuNhpyIeAn4GnCqpDH9BRcRDwH/oDR+DeA8bNf5wOcrv7+P7HX5zCCfZzfgl+X5vtzi8QOA80tjkI1AztX9cq5uzbkaliJ7pTf+5vXkjcDmHuL9Kvv3FWDd0jO61tyD2czMzMzM5pTxwJ0RMVODWET8B7hU0nbk0GWaHh9oT8qPkhev15AX2MdKOiYiplbWOZe8cG80VGxGNlzsOoj96MsbJd1GDmtdHHiQ7J12XGWdzSS9r2m7fUtDxZrAvs1PGhHNx+QCSdVGjCkR8a4W8ZwC3CbpS5H14T8IPBOVUglkQ9G5keUVHgG2Lds1HC3pwLJPbwZ+DNzTaudb+J2k6kX1vyJi4wFuC4Ck0WQPs99VFjeO4QLAYsBfgF0i4k99PM3j5H5dKOlPEfFA5bFVyF5u/6huUHpNXlBi6C/Gd5PDnf9YFg3kPGzHj4DrJO0VEVPKPp3DjN6CDX2eH5IWI8/5tcjGp29JWi0i7qqsfx75Xj0N+Oxsxmz15FztXO1c3Z49gJMlfYcs33E98KPGjZrBiohJku4B3grcPRtxdZwbmM3MzMzMbE6ZxqxHSfb3eH92Ay6IiKmSLgd+QDaQXVhZ5xfAKcr6lm8iL9jmRPkCqAy7lrQ9cCRwcemF1NDnsGsGvv8DGXZNRPxL0o1k76mzyN5Zr/SIk7QGWbu0cXx+CHxJ0qmVkRnV4bqLk/Ugvw58awBxtjvsutqwMwaYAOxUefyiiNiz9Fg7EViNfF37FBG/Udb4PF9StT5rO+fcfKVxCvKa+b/ka9JoDBnIediOR4E/AZ+QdCU5JLxVY9uszo/tgbsiYiKApKvJOru7NK23O9ngtSNZW9ZGFudq5+qBcK5+dfwXSrqMHGGyLtkz/UBJa8csalr3YzrwQrsxdQuXyDAzMzMzsznlj8CqkhaqLpS0jKQrgFvISX5oenyXUvOzT6U+58eBzZWTKwV5Qbl3db2IeJGskbg5M3qAznERcTZwOXBx6dk1EH3t/8GStmozlJOBHUqDwzrMPMR8D2AqMKEcsy+SQ4c/1uqJIuLxsv26bcYyUBdFxOrl32oRsXXpOdkcz4tkLdJFgKMH8Lz7kb3U9q8suwuYR9KbqytKmlfSlZKWbvE8kyrxjYuI9Ro9Fwd6Hs6Gc8kyGRsDvxhMT7sy7H5XYAVJ/y7xrQlsLem11XVLz9UtgWOAWXcLtF7kXD1rztXJuXrmWFaRdFRETI6IayLi4IhYg5xEcdP+tu/jOecHVgXu7G/dbucGZjMzMzMzmyMi4mFyKOtZkhYGKP+fDDxB9h5aT9JWpTEMSeOBw5h5JvhWdiFrgi4TEStExArkMO81JL2nad1zge3Ii+/mCc7mpH3JmeT3GOD6RwM7SfpwY4Gkj5I9TG9vM4ZfAUtS6upGxKTyvIuSDTefaByviFiWvuvyNiYc+jDZi7YrlIaL3YDdJb1jAOtuQU7kNV9ZNgX4NnBm6SmJpLHAscAC5ZwdjMGch+34OfAesrHmnEFu+yFgCWClSmxLkxOqNfdgJiJuAb4LHDQb8VoNOVf3y7l6kEZIrn6UrI9dnYByMWAZsjzIoEiajyzb8qvZ6P3cNVwiYw5Tzk76JfJu8GhyGMEvgIMjYopyVssjgDXIbvCTgSMj4ucDfP7XAQ8A50TEbpXl65G1cM6NiG2btrkOWDMiFpR0CTn8BHIIxkSyGPn/IqI6PKH5765HJsSoLF6IvMu0XUQ8IekQMmE/1LT5ryPi6+V5VgUOJ2sGTSeHYx0QETeWx/8NTOHVhfN3j4iby76cSNb42S8iZiqEXhLRP8kvVY3ZWL8L7FWWPdh0XJYHniZnbB4DXBgRh1Uen2nWz8q205lx7Ko2mlViaDpG04G5gcfK/t3T4hiOIickuAz4auTsvecAEyPimPLz2sD4yEkZGn/nOWBcIxZJ25K9GeYr+3kj8P8i4inlBA8Ty/mxAjmxQPVLwyjg+Ig4q/L8szoPT4yIcX0dgz6Oy3TgPmDFyhCgxvH6BrBWZC2q68rzX1J+Blg/IqZV4no8IkYN5u9b73Eudi52Lh66XFxZfitZ1+4tjfUlLUcOn9whIi4vy+YlJ1Y5MyJOHUxMVlu7kw1WN0uaCowlJ436RkS8WM7R7wD7S5oGPE+eM1f39YTK4bc7UJkkCSAi/iHpQrJH0kmV5X9QThh0eeTQ2Dm6g5W/85Skfcm6jj8ui1vV9bw/Ij4VEf8n6RPAEZKOYUb++WSUkgZFc11PyPf1GS1imCbpVHKYdHVHtyVLJfyuaZPDgbskNXJEo67ndDKvX0t+RjacV/Jcw0kR0ahN2lzXE2D/iLiyOc7ZERE3SroAOEnSe/tZNyTtA+5sm70AACAASURBVJxeWXakpOeBq8q5MC9wHfDpwcQxiPNw1fIZULVMDKBGZ0RMVg7lfkfTOVHV8vwANgROq/6dcv4fCRwmqVXPwiPIerA28jhXO1c7Vw8iV0fE/yStT9a2P4Z8T0whryN/O8DwGq/jNPI69RryurX2Rk2f7knR5yRJpwGvAXaMiKdLsrwAeJacHfJW4EDyjtV0SW8HribrxPSZqCvPvy/wDnKoxIoR8WRZvh45RGJeYNnIQuiNYQF/ABaOiAWbnms6sHgMoBZPq4vV0oBzKfD3iNivXIC+LvqoY6TMEL8Dto8yG6ukDcpzvDci7iyNGptGH3WMKo0avyQL9X86Im6qPL4f8NaI2LL8Pi958X01+WHx9ebnihl1jBYlG2k+GxE3DaBRY0DHrmm7Q2g6RpL2AraNiDX7ePw1wB3kOXVVi0aNzcnzacfKNq80akjanzxfNo2IR5V3O48D3hYR67Ro1JhYPVdKQ9xE4P0RcUdZNqvzsN1GjfuBraNMHKG8U34neZf3w300MK8NHB4Rh5dt3MBsgHMxzsWz5Fzc53EZUC4uy98FnEkO5/x6RPy68jwfJd9va0bWHDwXeLF6bMzMzMzMrHe4B/McVC4ItwKWijIba0Q8L2lX4L3kHcIbI+K8xjYRcbuye/3/BvD8c5Hd/HcHFiQLwx9VWeVJssfTRsyo57NN+XlOzMTabGFyRtab+lux+DpwdqNBAyAirpW0Ba/uJTdL5c7+WeQdqZvglYvgHYGtK6tuTh6T7wG/kXRYo8GnhUb9qXaK38+Oa5l1Yf7Xkz3E+jpHjge2kbRJRFxafaA0qu0HrBGlF2FEvCTpa8DG5c7eLEXEQ5L+QdaAumMA52G7zifrzTVmJn4f2cg0/yy2+SbwNUnXRA7xM3Mu7p9zcWvOxWmguXg38gbDf8nhm680MEfEryWdAlxUeomsDLx/DsRmI4CkG5iRB5qtExHPDuHfXojsbd/KsxGxzlD97V5SbmRe1MfDERGbDWc83ULSsUBfo5T2btF70axrOVfXn3N1a87V7XMD85w1Hriz0aDREFkE/VJJ25FDm2l6/PrmZX34KHmBdw2ZzI+VdEzMPPHDueSFfaNRYzOyYWNONGq8UTlD5zxkY8aDZEI6rrJOq2Em+5aGjDXJ2kcziVKEvaJ5mMmUiHhXi3hOIWc+/lJEPEcO7XomIm6urLM7OVT9VkmPkMNPTqk83hieMA85VPzHwD2tdr6F5mEm/4qIjQe4LQDKSQZ2IHsTNjSO4QLAYmQtn10ioq/6So+T+3WhpD/FjBlTAVYhC9//o7pBadi5oMTQX4zvJofy/7EsGsh52I4fAddJ2iuy/lJjooc1Z7FNAF8jz5lZ1nmyEcW52LnYubh9/eZiZa25zYC1yAbmb0laLSLuqjzPwWSj8qHAKuW5zPrVyYaB0iCyeqf+fq+IiMDH8VUiYk5NAmjWcc7V9edc3ZpzdfvcwDxnTWPWEyf293h/dgMuiKxNdDlZeP+zwIWVdX4BnKKsf/km4G6yN92ccG9ErA4gaXvgSODiiHipss5FfQ3LZuD7v1Vfw7KryrDbG4HPAWeRvbdObDwuaQ2ytmnj+PwQ+JKkU2NGbcmvVYZlLw5cQfbum1UvtoYPDHZYdlFt+BlD1qrcqfL4RRGxZ+nRdiKwGvm69ikiflOGaJ8vqXq3rZ1zbr7SeAWZI/5LviaNxpKBnIfteJScpOATkq4kZ9bttzEuIk6X9BFyQoqWkyDYiONc7Fw8EM7FrQ0kF29P1gqcCCDparJ2XHUCqWWBN5L1zdcne0abmZmZmVkPmp0LbHu1P5JFwmcaKiJpGUlXALeQNWNpenwXSV+Z1RMr63d+HNhcWRszyAvOme6uRM7GeSk5HLnR62iOi4izgcuBi0vPr4Hoa/8PlrRVm6GcDOxQGiTWYUZvQcgJmqYCE8ox+yI5TPdjrZ4oIh4v26/bZiwDdVFErF7+rRYRW5eelc3xvEjOHr0IOYttf/Yje7HtX1l2FzCPpDdXV5Q0r6QrJS3d4nkmVeIbFxHrNXo2DvQ8nA3nkkOzNwZ+MYieeDuRPeU+P4fisHpzLp415+LkXNy3PnNxKYGyK7CCpH+Xv78msLWk1zb2C/gpcAI5Q/jJkt4yh2IzMzMzM7Mu4wbmOSgiHiaHup4laWGA8v/JwBNk76L1JG1VLtCQNB44jJlnim9lF7Jm6DIRsUJErEAOA19D0nua1j0X2I68OP81Q2df4A1k48FAHA3sJOnDjQXKiYC+BNzeZgy/IiceOoCcXGlSed5FyYadTzSOV0QsS/agatnLVTnh0ofJnltdoTRs7Abs3l8JiLLuFsA+wHxl2RTg28CZpSclksYCxwILlHN2MAZzHrbj58B7yMaccwa6UUT8j2wMOXIOxGA151zcL+fiQXIunsmHgCWAlSp/e2ngEWb0YP4B8DDw7Yi4lqy9famkBTEzMzMzs57jEhlz3u7AQcDNkqYCY4GfAd+IiBeVM7t/B9hf0jTgeWCHiLi6rycsw3N3ICdRekVE/EM5ec7ewEmV5X9QTih0eRk6O0d3sPJ3nlLOYH+spB+Xxa3qft4fEZ+KiP+T9AngCEnHAHMDjwGfbAyzLZrrfgKcGBFntIhhmqRTyWHU1R3dlhy+21yA/XDgLknjyu+Nup/TyTqb1wJHVNY/rwx3bjgpIhq1S5vrfgLsHxFXNsc5OyLiRkkXACdJem8/64akfYDTK8uOlPQ8cFU5F+YFrgM+PZg4BnEerirpuabNl4mIp/v7G5EThl0OvKPpnOhXRPxe0vfIBi4z52LnYufiocnFuwGnVZ+nnN9HAoeVfVyHnNCwUQLlMLLB+gzyhoOZmZmZmfWQUdOnT+9/LTMzMzMzMzMzMzOzJu7B3EUk3UDWbWxlncjZUofqby8E3NDHw89GB2eJrRNlt7SL+ng4ImKz4YynW0g6FvhAHw/v3aJ3o1nHOBfXn3Nxa87FZmZmZmY2FNyD2czMzMzMzMzMzMza4kn+zMzMzMzMzMzMzKwtbmA2MzMzMzMzMzMzs7a4gdnMzMzMzMzMzMzM2uIGZjMzMzMzMzMzMzNrixuYzczMzMzMzMzMzKwtbmA2MzMzMzMzMzMzs7a4gdnMzMzMzMzMzMzM2uIGZjMzMzMzMzMzMzNrixuYzczMzMzMzMzMzKwtbmA2MzMzMzMzMzMzs7a4gdnMzMzMzMzMzMzM2uIGZjMzMzMzMzMzMzNrixuYzczMzMzMzMzMzKwtozsdwFCbMGHCWGAt4BHg5Q6HY2a9ZW5gKeDP48ePn9LpYOrAOdnMhpBz8iA5J5vZEHJOboPzspkNoSHNyz3fwEwm5xs6HYSZ9bR1gBs7HURNOCeb2VBzTh4452QzG2rOyYPjvGxmQ21I8vJIaGB+BGDllVdmzJgxbT3BxIkTGTdu3BwNak5yfLPH8c2ekRzfiy++yD333AMlz9iAtJWTu/08a6hLnOBYh0Jd4oT6xDqYOJ2T29L29+S6nEPt6uX96+V9g97evzrtm3Ny23r6uzI41qFUp3jrFCvUK96+Yh3qvDwSGphfBhgzZgxjx45t+0lmZ9vh4Phmj+ObPY7Pw9cGoe2c3O3nWUNd4gTHOhTqEifUJ9Y24nROHrjZ+p5cl3OoXb28f728b9Db+1fDfXNOHpye/64MjnUo1SneOsUK9Yq3n1iHJC97kj8zMzMzMzMzMzMza4sbmM3MzMzMzMzMzMysLW5gNjMzMzMzMzMzM7O2uIHZzMzMzMzMzMzMzNriBmYzMzMzMzMzMzMza4sbmM3MzMzMzMzMzMysLW5gNjMzMzMzMzMzM7O2uIHZzMzMzMzMzMzMzNriBmYzMzMzMzMzMzMza4sbmM3MzMzMzMzMzMysLW5gNjMzMzMzMzMzM7O2uIHZzMzMzMzMzMzMzNriBmYzMzMzMzMzMzMza4sbmM3MzMzMzMzMzMysLW5gNjMzMzMzMzMzM7O2uIHZzMzMzMzMzMzMzNriBmYzMzMzMzMzMzMza8voTgdgvevZF15k0uSpjJ5vUR578gUA5pt3NAvNP6bDkZlZ3cy7wIw80uB8YmbWGc++8OJM3+/AOdnMrJP8XdnMOs0NzDZkJk2eyl/iMe67/0GWf3puANbQEv6QM7NBmzoN/hKPzbTM+cTMrDMmTZ7KLX+b8f0OnJPNrD4kHQO8LiK2k7Q6cAawMHA9sGtETG1af1HgAmAl4HHgcxHxH0ljgDOBNYFJwJYRcbekUcDRwCeAacBOEXHTUO6TvyubWae5RIaZmZmZmZmZ9TxJGwDbVhadD+wZESsDo4CdWmx2OHBDRKwKnA4cX5Z/EXi+LP8ycE5ZvgmwKrAasBFwjiR37jOznuYkZ2ZmZmZmZmY9TdJiwBHAkcDbJS0PzBcRt5RVzgEOBU5p2nRDYN3y84XASZLmKcsPBoiI6yUtLmm5svzHETENuEfS/cB7yB7SAzJx4sRB7dvo+Rblvvvvm2nZUou8zAP/empQzzNcJkyY0OkQBqxOsUK94q1TrFCveDsRqxuYzczMzMzMzKzX/QA4AHhD+X1p4JHK448Ay7bY7pX1ImKqpGeAxWex/UCft0/jxo1j7NixA17/9rvuZfnllp9p2VJLLsESi71xMH92WEyYMIHx48d3OowBqVOsUK946xQr1CvevmKdMmXKoG9eDYZLZJiZmZmZmZlZz5K0I/BARFxbWTwXML3y+yiyZnKzUS1+nzaL7Qf6vGZmPcM9mM3MzMzMzMysl20GLCXpNmAxYEGyEXipyjpLAg+32Pah8tiDpZbyQsATwINl+3ubtm8s7+95zcx6hnswm5mZmZmZmVnPiogPRcS4iFidrJt8eURsD0yW9N6y2tbAr1psfiWwTfl5M3LCv5eqyyW9D5gcEfeX5VtJmlvSm4CVgT8P1b6ZmXUD92A2MzMzMzMzs5FoK+B0SQsDfwFOAJB0GPBwRJwKHAScI+lO4KmyDcD3gR+U5VPIBmqAS4B3AXeU33eIiEnDsTNmZp3iBmYzMzMzMzMzGxEi4hzgnPLz7cA7W6z2M+DdZZ0ngU+1eJ7JwLYtlk8H9in/zMxGBJfIMDMzMzMzMzObYSngR50OwsysLtyD2czMzMzMzMysiIgrOh2DmVmduAezmZmZmZmZmZmZmbXFDcxmZmZmZmZmZmZm1hY3MJuZmZmZmZmZmZlZW9zAbGZmZmZmZmZmZmZt8SR/ZmY9QtJhwKbAdODMiPiepLOB9wHPl9UOjYjLmrZbHTgDWBi4Htg1IqZKWg44H1gCCGCriHhO0qLABcBKwOPA5yLiP0O/h2ZmZmZmZmbWbdyD2cysB0h6P7A+8DZgTWAvSSo/rxsRq5d/l7XY/Hxgz4hYGRgF7FSWnwycHBGrALcCB5XlhwM3RMSqwOnA8UO1X2ZmZmZmZmbW3dyD2cysB0TE7yV9oPQ8XobM75OA5YCzyrLLyB7M0xrbSVoemC8ibimLzgEOlXQGsC6wUWX574F9gQ3LYwAXAidJmiciXhpovBMnThzU/o2eb1Huu/++mZYttcjLPPCvpwb1PMNhwoQJnQ5hwBzrnFeXOKE+sdYlTjMzMzOzkcoNzGZmPSIiXpJ0KLAPcDEwD/BbYHfgaeCXwA5kr+OGpYFHKr8/AiwLvA54JiKmNi2faZvSoP0MsDjw8EBjHTduHGPHjh3wvt1+170sv9zyMy1basklWGKxNw74OYbDhAkTGD9+fKfDGBDHOufVJU6oT6yDiXPKlCmDvnllZmZmZmazzyUyzMx6SER8g2zsfQOwQURsHBGPRMQLwPeBjzdtMhdZs7lhFDCtxXLK8sY6VaMqj5mZmZmZmZnZCOIGZjOzHiBplTJZH6Ux+afAZpI2qaw2CmguY/EgsFTl9yXJnsiPAYtImrssX4oZPZQfKushaTSwEPDEnNsbMzMzMzMzM6sLNzCbmfWGlYDTJY2VNAb4NFkz+ThJr5E0D7AzWYf5FRFxHzBZ0nvLoq2BX5V6yjcAm5Xl2wC/Kj9fWX6nPH7DYOovm5mZmZmZmVnvcAOzmVkPiIgrgSuAvwITgJsj4jDgW8BNwF3AbRFxIYCkKyWtWTbfCjhW0t3AgsAJZfnuwM6S7gLWAQ4syw8C1pZ0Z1lnj6HePzMzMzMzMzPrTp7kz8ysR0TEIcAhTctOBk5usfo1wKSyzu3AO1s8333Aei2WPwl8anbjNTMzMzMzM7P6cw9mM7OR6TGyV7OZmZmZmZmZWdvcg9nMbASKiPM7HYOZmZmZmZmZ1Z97MJuZmZmZmZmZmZlZW9zAbGZmZmZmZmZmZmZtcQOzmZmZmZmZmZmZmbXFDcxmZmZmZmZmZmZm1hY3MJuZmZmZmZmZmZlZW9zAbGZmZmZmZmZmZmZtcQOzmZmZmZmZmZmZmbXFDcxmZmZmZmZmZmZm1hY3MJuZmZmZmZmZmZlZW9zAbGZmZmZmZmZmZmZtcQOzmZmZmZmZmZmZmbXFDcxmZmZmZmZmZmZm1hY3MJuZmZmZmZmZmZlZW9zAbGZmZmZmZmZmZmZtcQOzmZmZmZmZmZmZmbXFDcxmZmZmZmZmZmZm1hY3MJuZmZmZmZmZmZlZW9zAbGZmZmZmZmZmZmZtcQOzmZmZmZmZmZmZmbXFDcxmZmZmZmZmZmZm1hY3MJuZmZmZmZmZmZlZW9zAbGZmZmZmZmZmZmZtcQOzmZmZmZmZmZmZmbXFDcxmZmZmZmZmZmZm1pbRnQ7AzMzMzMzMzGwoSToM2BSYDpwZEd+TdDbwPuD5stqhEXFZ03arA2cACwPXA7tGxFRJywHnA0sAAWwVEc9JWhS4AFgJeBz4XET8Z+j30Mysc9yD2czMzMzMzMx6lqT3A+sDbwPWBPaSpPLzuhGxevl3WYvNzwf2jIiVgVHATmX5ycDJEbEKcCtwUFl+OHBDRKwKnA4cP1T7ZWbWLWarB7OkzwP7lV9/FRH79HV3r2m7lnf0JI0BziST/CRgy4i4W9Io4GjgE8A0YKeIuGl2YjczMzMzMzOz3hcRv5f0gdLzeBmyLWQSsBxwVll2GdmDeVpjO0nLA/NFxC1l0TnAoZLOANYFNqos/z2wL7BheQzgQuAkSfNExEsDjXfixImD2r/R8y3KffffN9OypRZ5mQf+9dSgnme4TJgwodMhDFidYoV6xVunWKFe8XYi1rYbmCXND5wArAw8Bdwk6YPAccCOEXGLpDPJu3unNG3euKO3oaStyTt6mwFfBJ6PiFUlrUsm6bWBTYBVgdWANwFXSFq1ueHazMzMzKybSDoGeF1EbOeOGGZmnRMRL0k6FNgHuBiYB/gtsDvwNPBLYAey13HD0sAjld8fAZYFXgc8U8nhjeUzbVMatJ8BFgceHmis48aNY+zYsQPet9vvupfll1t+pmVLLbkESyz2xgE/x3CZMGEC48eP73QYA1KnWKFe8dYpVqhXvH3FOmXKlEHfvBqM2SmRMXfZfgEyMc8DvMSr7+59tsW2G5JfnCHv6H1M0jzV5RFxPbB4qWu0IfDjiJgWEfcA9wPvmY3YzczMzMyGlKQNgG0ri/oaZl3V19DqVzpiAF8mv2fDzB0xNgLOkeR5VszMWoiIb5CNvW8ANoiIjSPikYh4Afg+8PGmTeYiazY3jCJv5jUvpyxvrFM1qvKYmVlPavvLZ0Q8K+kg4G7gBXI4yIu0vrvXrK87en3dHexr+YDNbit9t3eF78b4cpjOgwCvDNfp1mE63Xj8qhzf7On2+MzMrPdIWgw4AjgSeHtfw6x59Ui/lkOry/KDITtiSHpVRwzgHkmNjhjXDzTWdoZiAzMNx+7W73izo5e/P/TyvkFv718v79tQkrQKMG9E3BYRL0j6KbCZpCci4tKy2iiy01zVg8BSld+XJHsiPwYsImnuiHi5rNPoofxQWe/BcsNvIeCJIdkxM7MuMTslMt4GfAFYnhxOcj7wYVrf3WvW1x29gd4dHPQdwMEOManq9q7w3RrfY0++wPJPz81999/3ynCdbhym063Hr8HxzZ6hjG+oh5iYmVmt/QA4gOwlBwPvMDHsHTEG+z35sSdfgL89ONNw7G78jjc7uv37zezo5X2D3t6/Ou1bF35PXomsnfw+sm3h02QnueMk/RZ4DtgZ+GF1o4i4T9JkSe8t5Ye2JuefeknSDWSpzx8B2wC/KptdWX4/sjx+w2DqL5uZ1dHslMj4CHBtRDwWEVPIXhjr0fruXrPGHT2a7uj1dXewr+VmZmZmZl1F0o7AAxFxbWXxQDtMDHtHDDOzXhcRVwJXAH8FJgA3R8RhwLeAm4C7gNsi4kIASVdKWrNsvhVwrKS7gQXJuaggazfvLOkuYB3gwLL8IGBtSXeWdfYY6v0zM+u02anPdjvwHUkLkCUyPkneAdy0+e5ei21b3tGT1Fh+Y7mzODki7i/LvyDpQmBFcmLBP89G7GZmZmZmQ2UzYClJtwGLkQ0S0xlcR4zmodWNDhf3Nm3vjhhmZgMQEYcAhzQtOxk4ucXq15ATqhIRtwPvbPF895Gd7JqXPwl8anbjNTOrk7Z7MEfEb8i6cBOAO8hJ/o6ij7t7kg6TtGvZvK87et8HxpblJ5AN1ACXAHeWv/NzYIeImNRu7GZmZmZmQyUiPhQR4yJidbJu8uURsT0wWfr/7N1tjF3llej5f+GCojIX7CBcctHEjoCw8KS6cVLkpSeEpnuYjJAzJFEaI2zxMkpAEaQDUsiLNHYIETOtnhlxG1A8RAbaqM1A0tBEmWCkEVwpOIkSDSfdpMsOa9Jcp4zByDQexwHswmWYD+cpc+rcY/rULtfLOfX/SZbOXmetXWv7Azxa9fjZ8YmS9u9txIDJ/7T6aLxxI0aJr4uIRRFxDm7EkKTjYS/1Xc2SpDZM6w3Tmfk3wN80hVv+dg/4IfCnpa7lb/Qy8xCT37Q9EX8buKX8kSRJkjrROmBTRJwK/IqGjRjAS5l5D/WNGJvLhov9pQbqGzG+V+JjTN6I8THqGzHAjRiSNG2ZuWWue5CkTjKtAfMUDVI//F6SJElaEDJzM/V3lRzzn1njRgxJkiR1sFkbMGfm47P1syRJkqQO4kYMSZIkdazZ3MEsSZIkqYkbMSRJktTJKr/kT5IkSZIkSZK0sDlgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV0jvXDUiSjo+I+A7wl8DbwH2ZeUdEXALcAfQD38/M9S3qlgNbgAEggXWZ+VpELAEeBM4CXgHWZObLEXEScB9wAXAQWJuZz838E0qSJEmSpPnGHcyS1AUi4s+AvwD+hPrg968i4nzgfuAzwErgIxFxaYvyjcDGzDwPeAbYUOK3A9sycyWwCbizxL8CvF7iNwObZ+ShJEmSJEnSvOcOZknqApn5k4j488wcj4g/ov7f9yXAbzNzJ0BEbAEuB56YqIuIE4GLgM+W0GbgJ8A3gNXlO4CHgO+W/NXAt8rPfToilkbE8szc1W6/IyMjU3q+3v4ljO4anRQbXHyEF3bun9J9ZkOtVpvrFtpmr8dfp/QJndNrp/QpSZIkLVQOmCWpS2Tm4Yi4DbgF+AfgDGBPQ8oe4MymstOBA5k53iLnaH0ZXB8Alr7LfdseMA8NDdHX19duOs/ueJ4Vy1dMig0uG2DgtLPbvsdsqNVqDA8Pz3UbbbHX469T+oTO6XUqfY6NjU35l1eSJEmSps8jMiSpi2TmrdSHwO8DzqV+HvOEHuCtppITmnJoyOlpik/UN9e0uq8kSZIkSVoAHDBLUheIiPMiYhVAZr4B/CNwMTDYkLYMeKmpdC+wOCIWlevBhpwXSw0R0QucArwK7G7jvpIkSZIkaQFwwCxJ3eEsYFNE9EXESdRf7Pc9ICLinDJAXkvD+ctQP1YD2AZcUUJXN+RsLdeU77eV/KPxiLgQODSV85clSZIkSVL3cMAsSV0gM7cCjwP/BNSAn2fmw8C1wKPADuA54BGAiLg3Ii4r5TcA10fEDuCTwPoS3wB8PCK2l5wbS/xuoK/E7wKumtmnkyRJkiRJ85Uv+ZOkLpGZ3wa+3RR7Cji/RfpW4EjJGaV+nEbz/fYBl7WIHwKumW6/kiRJkiSp87mDWZIWpl7gybluQpIkSZIkdTZ3MEvSApSZP5jrHiRJkiRJUudzB7MkSZIkSZIkqRIHzJIkSZIkSZKkShwwS5IkSZIkSZIqccAsSZIkSZIkSarEAbMkSZIkSZIkqRIHzJIkSZIkSZKkShwwS5IkSZIkSZIqccAsSZIkSZIkSarEAbMkSZIkSZIkqRIHzJIkSZIkSZKkShwwS5IkSZIkSZIqccAsSZIkSZIkSarEAbMkSZIkSZIkqRIHzJIkSZIkSZKkShwwS5IkSZIkSZIqccAsSZIkSZIkSarEAbMkSZIkSZIkqRIHzJIkSZIkSZKkSnrnugFJkiRJkqSZFBHfAf4SeBu4LzPviIhLgDuAfuD7mbm+Rd1yYAswACSwLjNfi4glwIPAWcArwJrMfDkiTgLuAy4ADgJrM/O5mX9CSZo77mCWJEmSJEldKyL+DPgL4E+oD37/KiLOB+4HPgOsBD4SEZe2KN8IbMzM84BngA0lfjuwLTNXApuAO0v8K8DrJX4zsHlGHkqS5hEHzJIkSZIkqWtl5k+AP8/Mceo7kXuBJcBvM3NniW8BLm+si4gTgYuAR0poc0POauo7mAEeAi4t+Ufjmfk0sLTsgpakruURGZIkSZIkqatl5uGIuA24BfgH4AxgT0PKHuDMprLTgQNlAN2cc7Q+M8cj4gCw9F3uu6vdXkdGRtpNBaC3fwmju0YnxQYXH+GFnfundJ/ZUqvV5rqFtnVSr9BZ/XZSr9BZ/c5Frw6YJUmSJElS18vMWyPib4D/CziX+nnME3qAt5pKTmjKoSGnpyk+Ud9c0+q+72poaIi+vr6285/d8Twrlq+YzK6LmgAAIABJREFUFBtcNsDAaWdP5cfOilqtxvDw8Fy30ZZO6hU6q99O6hU6q99j9To2NjblX15NhUdkSJIkSZKkrhUR50XEKoDMfAP4R+BiYLAhbRnwUlPpXmBxRCwq14MNOS+WGiKiFzgFeBXY3cZ9JamrOGCWJEmSJEnd7CxgU0T0RcRJ1F/s9z0gIuKcMkBeCzzRWJSZh4FtwBUldHVDztZyTfl+W8k/Go+IC4FDmdn28RiS1IkcMEuSJEmSpK6VmVuBx4F/AmrAzzPzYeBa4FFgB/Ac5WV+EXFvRFxWym8Aro+IHcAngfUlvgH4eERsLzk3lvjdQF+J3wVcNbNPJ0lzzzOYJUmSJElSV8vMbwPfboo9BZzfIn0rcKTkjFI/TqP5fvuAy1rEDwHXTLdfSeok7mCWJEmSJEl6Ry/w5Fw3IUmdwh3MkiRJkiRJRWb+YK57kKRO4g5mSZIkSZIkSVIlDpglSZIkSZIkSZU4YJYkSZIkSZIkVeKAWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZU4YJYkSZIkSZIkVeKAWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZU4YJYkSZIkSZIkVeKAWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZX0znUDkqTjIyJuBdaUy8cz8+sR8XfAhcDrJX5bZj7WVLcKuBc4FXga+FJmjkfEcmALMAAksC4zX4uIJcCDwFnAK8CazHx5hh9PkiRJkiTNQ+5glqQuEBGXAJ8CPgSsAoYj4nPABcBFmbmq/HmsRfkW4MuZeS7QA1xX4huBjZl5HvAMsKHEbwe2ZeZKYBNw50w9lyRJkiRJmt8cMEtSd9gDfDUz38zMw8BvgOXlz/0R8euIuC0iJv13PyJWAP2Z+YsS2gxcHhEnAhcBjzTGy+fV1HcwAzwEXFryJUmSJEnSAuMRGZLUBTJz+8TniPgA9aMyPglcDNwA/B74MfAF6ruOJ5xBfTg9YQ9wJnA6cCAzx5vik2rKURoHgKXAS+32OzIy0m4qAL39SxjdNTopNrj4CC/s3D+l+8yGWq021y20zV6Pv07pEzqn107pU5IkSVqoHDBLUheJiA8CjwNfy8wEPtfw3d3A1UweMJ8AvN1w3QO81SJOiU/kNOpp+K4tQ0ND9PX1tZ3/7I7nWbF8xaTY4LIBBk47eyo/dsbVajWGh4fnuo222Ovx1yl9Quf0OpU+x8bGpvzLK0mSJEnT5xEZktQlIuITwFPANzPzgYj444j4fENKD3C4qWw3MNhwvYz6TuS9wOKIWFTig7yzQ/nFkkdE9AKnAK8ez2eRJEmSJEmdwQGzJHWBiHgf8ENgbWY+XMI9wN9GxHvLGcnXA5Ne8peZo8ChMpwGuAp4opzjvA24osSvBp4on7eWa8r320q+JEmSJElaYDwiQ5K6wy3AycAdETERuwf4a+BnwInAo5n5EEBEbAW+lZnPAOuATRFxKvAr4K5SfwPwQESsB3YBV5b4BmBzRGwH9pd6SZIkSZK0ADlglqQukJk3ATcd4+uNLWJPAgdL7bPAR1vcc5T6SwKb4/uAy6r2KkmSJEmSuodHZEjSwrQX2DHXTUiSJEmSpM7mDmZJWoAyc8tc9yBJkiRJkjqfO5glSZIkSZIkSZU4YJYkSZIkSZIkVeKAWZIkSZIkSZJUiQNmSZIkSZIkSVIl03rJX0T8D8CtwH8F/N+ZeVNEXALcAfQD38/M9S3qlgNbgAEggXWZ+VpELAEeBM4CXgHWZObLEXEScB9wAXAQWJuZz02nd0mSJGkmRcR3gL8E3gbuy8w7XCtLkiSp21TewRwRZwH3AJ8F/gT4cERcCtwPfAZYCXykxJptBDZm5nnAM8CGEr8d2JaZK4FNwJ0l/hXg9RK/GdhctW9JkiRppkXEnwF/QX2dfAHwVxFxPq6VJUmS1GWms4P5c9R3XewGiIgrgA8Av83MnSW2BbgceGKiKCJOBC6iPpiG+gL4J8A3gNXlO4CHgO+W/NXAtwAy8+mIWBoRyzNzV7vNjoyMVHzMulqtNq36mTYf++vtX8Lort0AjO4aBWBw8RFe2Ll/LttqaT7+/TWyv+mZ7/1JkrpPZv4kIv48M8cj4o+or7uXMA/XylNdJ/f2LwHeWd/B/F3jTUc3rx+6+dmgu5+vm59NktS5pjNgPgd4MyJ+BCwHfgxsB/Y05OwBzmyqOx04kJnjLXLOmKgvi/EDwNLGeFNN2wPmoaEh+vr62k2fpFarMTw8XKl2NszX/vbue4MVv1/E6K5RVixfAcDgsgEGTjt7jjubbL7+/U2wv+mZyf7Gxsam/csrSVL3yszDEXEbcAvwDxx7Tdto1tfKU10n7933BvzL7qPrO5ifa7zpmO/rm+no5meD7n6+Tno218mStLBM5yV/vcAlwBeAPwU+Rv08uLcbcnqAt1r8zLebYhM5PU3xifrmmlb3lSRJkuaVzLyV+hD4fcC5uFaWJElSl5nOgPll4MnMfCUzDwKPUR84DzbkLANeaqrbCyyOiEXlerAh58VSQ0T0AqcArwK727ivJEmSNC9ExHkRsQogM98A/hG4GNfKkiRJ6jLTGTD/GPjvI2JJWQBfCjwCREScU2JraThTDur/VBDYBlxRQlc35Gwt15Tvt5X8o/GIuBA4NJXzlyVJkqRZdhawKSL6IuIk6i/2+x6ulSVJktRlKg+YM/OXwP8K/BTYAYwC/wdwLfBoiT1HfehMRNwbEZeV8huA6yNiB/BJYH2JbwA+HhHbS86NJX430FfidwFXVe1bkiRJmmmZuRV4HPgnoAb8PDMfxrWyJEmSusx0XvJHZt4P3N8Ufgo4v0X6VuBIqRul/k8Em++3D7isRfwQcM10epUkSZJmU2Z+G/h2U8y1siRJkrrKdI7ImKpe4MlZ/HmSJElSp3CtLEmSpI40rR3MU5GZP5itnyVJkiR1EtfKkjSzIuJWYE25fDwzvx4RfwdcCLxe4rdl5mNNdauAe4FTgaeBL2XmeEQsB7YAA0AC6zLztYhYAjxI/Sz+V4A1mfnyDD+eJM2p2dzBLEmSJEmSNKsi4hLgU8CHgFXAcER8DrgAuCgzV5U/j7Uo3wJ8OTPPBXqA60p8I7AxM88DnqF+Tj7A7dRfwroS2ATcOVPPJUnzhQNmSZIkSZLUzfYAX83MNzPzMPAbYHn5c39E/DoibouISTOSiFgB9GfmL0poM3B5RJwIXER5UetEvHxeTX0HM8BDwKUlX5K61qwdkSFJkiRJkjTbMnP7xOeI+AD1ozI+Sf2FqjcAvwd+DHyB+q7jCWdQH05P2AOcCZwOHMjM8ab4pJpylMYBYCnwUrv9joyMtJsKQG//EkZ3jU6KDS4+wgs790/pPrOlVqvNdQtt66ReobP67aReobP6nYteHTBLkiRJkqSuFxEfBB4HvpaZCXyu4bu7gauZPGA+AXi74boHeKtFnBKfyGnU0/BdW4aGhujr62s7/9kdz7Ni+YpJscFlAwycdvZUfuysqNVqDA8Pz3UbbemkXqGz+u2kXqGz+j1Wr2NjY1P+5dVUeESGJEmSJEnqahHxCeAp4JuZ+UBE/HFEfL4hpQc43FS2GxhsuF5GfSfyXmBxRCwq8UHe2aH8YskjInqBU4BXj+ezSNJ844BZkiRJkiR1rYh4H/BDYG1mPlzCPcDfRsR7yxnJ1wOTXvKXmaPAoTKcBrgKeKKc47wNuKLErwaeKJ+3lmvK99tKviR1LY/IkCRJkiRJ3ewW4GTgjoiYiN0D/DXwM+BE4NHMfAggIrYC38rMZ4B1wKaIOBX4FXBXqb8BeCAi1gO7gCtLfAOwOSK2A/tLvSR1NQfMkiRJkiSpa2XmTcBNx/h6Y4vYk8DBUvss8NEW9xyl/pLA5vg+4LKqvUpSJ/KIDEmSJEmSpHfsBXbMdROS1CncwSxJkiRJklRk5pa57kGSOok7mCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklRJ71w3IEk6PiLiVmBNuXw8M78eEZcAdwD9wPczc32LuuXAFmAASGBdZr4WEUuAB4GzgFeANZn5ckScBNwHXAAcBNZm5nMz/HiSJEmSJGkecgezJHWBMkj+FPAhYBUwHBFXAvcDnwFWAh+JiEtblG8ENmbmecAzwIYSvx3YlpkrgU3AnSX+FeD1Er8Z2DwjDyVJkiRJkuY9B8yS1B32AF/NzDcz8zDwG+Bc4LeZuTMzx6nvUr68sSgiTgQuAh4poc0NOaup72AGeAi4tOQfjWfm08DSsgtakiRJkiQtMB6RIUldIDO3T3yOiA9QPyrjbuqD5wl7gDObSk8HDpQBdHPOGRP1mTkeEQeApY3xpppd7fY7MjLSbioAvf1LGN01Oik2uPgIL+zcP6X7zIZarTbXLbTNXo+/TukTOqfXTulTkiRJWqgcMEtSF4mIDwKPA18DxqnvYp7QA7zVVHIC8HZTbCKnpyk+Ud9c0+q+72poaIi+vr6285/d8Twrlq+YFBtcNsDAaWdP5cfOuFqtxvDw8Fy30RZ7Pf46pU/onF6n0ufY2NiUf3klSZIkafo8IkOSukREfAJ4CvhmZj4A7AYGG1KWAS81le0FFkfEonI92JDzYqkhInqBU4BX27yvJEmSJElaABwwS1IXiIj3AT8E1mbmwyX8y/pXcU4ZIK8FnmisK+c1bwOuKKGrG3K2lmvK99tK/tF4RFwIHMrMto/HkCRJkiRJ3cMjMiSpO9wCnAzcERETsXuAa4FHy3dbKS/zi4h7gR9l5o+AG4AHImI99XOUryz1G4DNEbEd2A+sK/G7ge+V+Bhw1Yw+mSRJkiRJmrccMEtSF8jMm4CbjvH1+S1iW4EjpXYUuLjFPfcBl7WIHwKuqdqrJEmSJEnqHh6RIUkLUy/w5Fw3IUmSJEmSOps7mCVpAcrMH8x1D5IkSZIkqfO5g1mSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVEnvXDcgSZIkSZI0kyLiVmBNuXw8M78eEZcAdwD9wPczc32LuuXAFmAASGBdZr4WEUuAB4GzgFeANZn5ckScBNwHXAAcBNZm5nMz/HiSNKfcwSxJkiRJkrpWGSR/CvgQsAoYjogrgfuBzwArgY9ExKUtyjcCGzPzPOAZYEOJ3w5sy8yVwCbgzhL/CvB6id8MbJ6Rh5KkecQBsyRJkiRJ6mZ7gK9m5puZeRj4DXAu8NvM3JmZ49R3KV/eWBQRJwIXAY+U0OaGnNXUdzADPARcWvKPxjPzaWBp2QUtSV3LIzIkSZIkSVLXysztE58j4gPUj8q4m/rgecIe4Mym0tOBA2UA3ZxzxkR9Zo5HxAFgaWO8qWZXu/2OjIy0mwpAb/8SRneNTooNLj7CCzv3T+k+s6VWq811C23rpF6hs/rtpF6hs/qdi14dMEuSJEmSpK4XER8EHge+BoxT38U8oQd4q6nkBODtpthETk9TfKK+uabVfd/V0NAQfX19bec/u+N5VixfMSk2uGyAgdPOnsqPnRW1Wo3h4eG5bqMtndQrdFa/ndQrdFa/x+p1bGxsyr+8mgqPyJAkSZIkSV0tIj4BPAV8MzMfAHYDgw0py4CXmsr2AosjYlG5HmzIebHUEBG9wCnAq23eV5K6igNmSZIkSZLUtSLifcAPgbWZ+XAJ/7L+VZxTBshrgSca68p5zduAK0ro6oacreWa8v22kn80HhEXAocys+3jMSSpE3lEhiRJkiRJ6ma3ACcDd0TEROwe4Frg0fLdVsrL/CLiXuBHmfkj4AbggYhYT/0c5StL/QZgc0RsB/YD60r8buB7JT4GXDWjTyZJ84ADZkmSJEmS1LUy8ybgpmN8fX6L2FbgSKkdBS5ucc99wGUt4oeAa6r2KkmdyCMyJEmSJEmS3tELPDnXTUhSp3AHsyRJkiRJUpGZP5jrHiSpk7iDWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZU4YJYkSZIkSZIkVeKAWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZU4YJYkSZIkSZIkVeKAWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZU4YJYkSZIkSZIkVeKAWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZX0TvcGEfG/A6dn5rURsQq4FzgVeBr4UmaON+UvAR4EzgJeAdZk5ssRcRJwH3ABcBBYm5nPRUQP8L8BnwbeAq7LzJ9Nt29JkiRppkTErcCacvl4Zn49Ii4B7gD6ge9n5voWdcuBLcAAkMC6zHxtqmvoGX48SZIk6ahp7WCOiP8WuKYhtAX4cmaeC/QA17Uoux3YlpkrgU3AnSX+FeD1Er8Z2FzinwdWAv818Flgc0RMezAuSZIkzYQySP4U8CFgFTAcEVcC9wOfob62/UhEXNqifCOwMTPPA54BNpT4VNfQkiRJ0qyoPGCOiNOA/xn4X8r1CqA/M39RUjYDl7coXU199wXAQ8ClEXFiYzwznwaWlh0cq4GHM/OtzPx/gV3Af1O1b0mSJGmG7QG+mplvZuZh4DfAucBvM3Nn+Rd+W2haK5c18UXAIyW0uSFnqmtoSZIkaVZMZyfw94D/CXhfuT6D+mJ6wh7gzBZ1R/MyczwiDgBL36W+3fu+q5GRkamWTFKr1aZVP9PmY3+9/UsY3bUbgNFdowAMLj7CCzv3z2VbLc3Hv79G9jc9870/SVJ3ycztE58j4gPUj8q4m39/TXs6cKDhiLnGnKmuoXe12+9U18m9/UuAd9Z3MH/XeNPRzeuHbn426O7n6+ZnkyR1rkoD5oj4IvBCZj4VEdeW8AnA2w1pPdTPTG7W0+L6rXepb/e+72poaIi+vr6plgH1/4kPDw9Xqp0N87W/vfveYMXvFzG6a5QVy1cAMLhsgIHTzp7jziabr39/E+xvemayv7GxsWn/8kqS1L0i4oPA48DXgHHqu5gntFrTNq97aciZ6hq6bVNdJ+/d9wb8y+6j6zuYn2u86Zjv65vp6OZng+5+vk56NtfJkrSwVD0i4wrgUxHxz8B3gMuALwKDDTnLgJda1L5YvqOcpXwK8Cqw+xj1x4pLkiRJ81JEfAJ4CvhmZj5Ae2vavcDiiFhUrgcbcqa6hpYkSZJmRaUBc2b+d5k5lJmrgG8BP8rM/xE4VBbTAFcBT7Qo3wpcXT5fQf1lJYcb4xFxIXAoM3eV+LqIWBQR51Df+fH/VOlbkiRJmmkR8T7gh8DazHy4hH9Z/yrOKQPktTStlcuaeBv1NTLU18YTOVNdQ0uSJEmzYjpnMLeyDtgUEacCvwLuAoiI7wAvZeY91N+EvTkitgP7Sw3Uz6X7XomPUR9QQ/0lJx8Dfl2uv5CZB49z35IkSdLxcgtwMnBHREzE7gGuBR4t322lvMwvIu6lvmHjR8ANwAMRsZ76OcpXlvqprqElSZKkWTHtAXNmbqb+hmsy81ngoy3Sfgj8acnZR/1Ijeb7HAKuaRF/m/oi/Zbp9ipJkiTNtMy8CbjpGF+f3yK2FThSakeBi1vcc0praEmSJGm2HO8dzMcyCPyfs/SzJGnBKv+C5OfApzPzdxHxd8CFwOsl5bbMfKypZhVwL3Aq8DTwpcwcj4jlwBZgAEhgXWa+FhFLgAeBs4BXgDWZ+fIsPJ4kdate6i8DlCRJkjpO1Zf8TUlmPp6Z/99s/CxJWqgi4mPAT6mfVT/hAuCizFxV/jzWonQL8OXMPBfoAa4r8Y3Axsw8D3iG+j/PBrid+tmfK4FNwJ3H/2kkaeHIzB9k5thc9yFJkiRVMSsDZknSrLgOuBF4CSAi3gMsB+6PiF9HxG0RMem/+xGxAujPzF+U0Gbg8og4EbiIcj7oRLx8Xk19BzPAQ8ClJV+SJEmSJC0ws3VEhiRphmXmFwEaXii1DPhP1F8Y9Xvgx8AXqO86nnAGsKfheg9wJnA6cCAzx5vik2rKURoHgKWUwXY7RkZG2k0FoLd/CaO7RifFBhcf4YWd+6d0n9lQq9XmuoW22evx1yl9Quf02il9SpIkSQuVA2ZJ6lKZ+Z+Bz01cR8TdwNVMHjCfALzdcN0DvNUiTolP5DTqafiuLUNDQ/T19bWd/+yO51mxfMWk2OCyAQZOO3sqP3bG1Wo1hoeH57qNttjr8dcpfULn9DqVPsfGxqb8yytJkiRJ0+cRGZLUpSLijyPi8w2hHuBwU9pu6i9inbCM+k7kvcDiiFhU4oO8s0P5xZJHRPQCpwCvHt/uJUmSJElSJ3DALEndqwf424h4bzkj+Xpg0kv+MnMUOBQRnyihq4AnMvMwsA24osSvBp4on7eWa8r320q+JEmSJElaYBwwS1KXysxfA38N/AzYAfxzZj4EEBFbI+KCkroO+I8R8RzwH4C7SvwG4PqI2AF8Elhf4huAj0fE9pJz42w8jyRJkiRJmn88g1mSukxmvr/h80ZgY4u0J4GDJedZ4KMt7jMKXNwivg+47Ph0K0mSJEmSOpk7mCVpYdpLfVezJEmSJElSZe5glqQFKDO3zHUPkiRJkiSp87mDWZIkSZIkSZJUiQNmSZIkSZIkSVIlDpglSZIkSZIkSZU4YJYkSZIkSZIkVeJL/iRJkiRJUteLiFOBnwOfzszfRcTfARcCr5eU2zLzsaaaVcC9wKnA08CXMnM8IpYDW4ABIIF1mflaRCwBHgTOAl4B1mTmy7PweJI0Z9zBLEmSJEmSulpEfAz4KXBuQ/gC4KLMXFX+PNaidAvw5cw8F+gBrivxjcDGzDwPeAbYUOK3A9sycyWwCbjz+D+NJM0v7mCWJEmSJEnd7jrgRuDvASLiPcBy4P6I+CPgMeo7mN+aKIiIFUB/Zv6ihDYDt0XEvcBFwGcb4j8BvgGsLt8BPAR8NyJOzMzD7TY6MjIypQfr7V/C6K7RSbHBxUd4Yef+Kd1nttRqtbluoW2d1Ct0Vr+d1Ct0Vr9z0asDZkmSJEmS1NUy84sAETERWgb8J+AG4PfAj4EvUN91POEMYE/D9R7gTOB04EBmjjfFJ9WUozQOAEuBl9rtdWhoiL6+vnbTeXbH86xYvmJSbHDZAAOnnd32PWZLrVZjeHh4rttoSyf1Cp3Vbyf1Cp3V77F6HRsbm/Ivr6bCAbMkSZIkSVpQMvM/A5+buI6Iu4GrmTxgPgF4u+G6B3irRZwSn8hp1NPwnSR1Jc9gliRJkiRJC0pE/HFEfL4h1AM0H2OxGxhsuF5GfSfyXmBxRCwq8UHe2aH8YskjInqBU4BXj2/3kjS/OGCWJEmSJEkLTQ/wtxHx3og4Ebie+jnMR2XmKHAoIj5RQlcBT5TzlLcBV5T41cAT5fPWck35fttUzl+WpE7kgFmSJEmSJC0omflr4K+BnwE7gH/OzIcAImJrRFxQUtcB/zEingP+A3BXid8AXB8RO4BPAutLfAPw8YjYXnJunI3nkaS55BnMkiRJkiRpQcjM9zd83ghsbJH2JHCw5DwLfLTFfUaBi1vE9wGXHZ9uJakzuINZkiRJkiTpHXup72qWJLXBHcySJEmSJElFZm6Z6x4kqZO4g1mSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVEnvXDcgSTp+IuJU4OfApzPzdxFxCXAH0A98PzPXt6hZDmwBBoAE1mXmaxGxBHgQOAt4BViTmS9HxEnAfcAFwEFgbWY+NwuPJ0mSJEmS5hl3MEtSl4iIjwE/Bc4t1/3A/cBngJXARyLi0halG4GNmXke8AywocRvB7Zl5kpgE3BniX8FeL3EbwY2z8gDSZIkSZKkec8dzJLUPa4DbgT+vlx/FPhtZu4EiIgtwOXAExMFEXEicBHw2RLaDPwE+AawunwH8BDw3ZK/GvgWQGY+HRFLI2J5Zu5qt9GRkZEpPVhv/xJGd41Oig0uPsILO/dP6T6zoVarzXULbbPX469T+oTO6bVT+pQkSZIWKgfMktQlMvOLABExEToD2NOQsgc4s6nsdOBAZo63yDlan5njEXEAWPou9217wDw0NERfX1+76Ty743lWLF8xKTa4bICB085u+x6zoVarMTw8PNdttMVej79O6RM6p9ep9Dk2NjblX15JkiRJmj4HzJLUvU4A3m647gHe+ndyaMjpaYpP1Ldz33ntD2+8ycFD45Ni/Sf3csp7TpqjjiRJkiRJ6kwOmCWpe+0GBhuulwEvNeXsBRZHxKLMPFLyJ3JeLDVFhutcAAAgAElEQVS7I6IXOAV4teG+z7/Lfee1g4fG+VXunRT7cAw4YJYkSZIkaYp8yZ8kda9fAhER50TEImAtDecvA2TmYWAbcEUJXd2Qs7VcU77fVvKPxiPiQuDQVM5fliRJkiRJ3cMBsyR1qcw8BFwLPArsAJ4DHgGIiHsj4rKSegNwfUTsAD4JrC/xDcDHI2J7ybmxxO8G+kr8LuCqmX8aSZIkSZI0H3lEhiR1mcx8f8Pnp4DzW6RtBY6UnFHg4hb32Qdc1iJ+CLjm+HQrSZIkSZI6mTuYJWlh6gWenOsmJEmSJElSZ3MHsyQtQJn5g7nuQZIkSZpNEXEq8HPg05n5u4i4BLgD6Ae+n5nrW9QsB7YAA0AC6zLztYhYAjwInAW8AqzJzJcj4iTgPuAC4CCwNjOfm4XHk6Q54w5mSZIkSZLU1SLiY8BPgXPLdT9wP/AZYCXwkYi4tEXpRmBjZp4HPEP9PSUAt1N/CfZKYBNwZ4l/BXi9xG8GNs/IA0nSPOIOZkmSjuEPb7zJwUPjk2L9J/dyyntOmqOOJEmSVNF11F9a/ffl+qPAbzNzJ0BEbAEuB56YKIiIE4GLgM+W0GbgJ8A3gNXlO4CHgO+W/NXAtwAy8+mIWBoRyzNzV7uNjoyMTOnBevuXMLprdFJscPERXti5f0r3mS21Wm2uW2hbJ/UKndVvJ/UKndXvXPTqgFmSpGM4eGicX+XeSbEPx4ADZkmSpA6TmV8EiIiJ0BnAnoaUPcCZTWWnAwcyc7xFztH6zByPiAPA0ne5b9sD5qGhIfr6+tpN59kdz7Ni+YpJscFlAwycdnbb95gttVqN4eHhuW6jLZ3UK3RWv53UK3RWv8fqdWxsbMq/vJoKj8iQJEmSJEkLzQnA2w3XPcBb/04ODTk9TfGJ+nbuK0ldxQGzJEmSJElaaHYDgw3Xy4CXmnL2AosjYlG5HmzIebHUEBG9wCnAq23eV5K6igNmSZIkSZK00PwSiIg4pwyQ19Jw/jJAZh4GtgFXlNDVDTlbyzXl+20l/2g8Ii4EDk3l/GVJ6kQOmCVJkiRJ0oKSmYeAa4FHgR3Ac8AjABFxb0RcVlJvAK6PiB3AJ4H1Jb4B+HhEbC85N5b43UBfid8FXDXzTyNJc8uX/EmSJEmSpAUhM9/f8Pkp4PwWaVuBIyVnFLi4xX32AZe1iB8Crjk+3UpSZ3AHsyRJkiRJ0jt6gSfnuglJ6hTuYJYkSZIkSSoy8wdz3YMkdRJ3MEuSJEmSJEmSKnHALEmSJEmSJEmqZFpHZETErcCacvl4Zn49Ii4B7gD6ge9n5voWdcuBLcAAkMC6zHwtIpYADwJnAa8AazLz5Yg4CbgPuAA4CKzNzOem07skSZI0kyLiVODnwKcz83eukyVJktSNKu9gLgvkTwEfAlYBwxFxJXA/8BlgJfCRiLi0RflGYGNmngc8A2wo8duBbZm5EtgE3FniXwFeL/Gbgc1V+5YkSZJmWkR8DPgpcG657sd1siRplowfeYu9+96Y9OcPb7w5121J6lLT2cG8B/hqZr4JEBG/ob6A/m1m7iyxLcDlwBMTRRFxInAR8NkS2gz8BPgGsLp8B/AQ8N2Svxr4FkBmPh0RSyNieWbuarfZkZGRio9ZV6vVplU/0+Zjf739SxjdtRuA0V2jAAwuPsILO/fPZVstzce/v0b2Nz3zvT9JUle6DrgR+Pty/VG6ZJ3c278EeGd9B/N3jTcd3bx+6OZng+5+vm5+Nh1fY4eP8Ot//bdJsQ/HAKe856Q56khSN6s8YM7M7ROfI+ID1I/KuJv64HnCHuDMptLTgQOZOd4i54yJ+swcj4gDwNLGeFNN2wvnoaEh+vr62k2fpFarMTw8XKl2NszX/vbue4MVv1/E6K5RVixfAcDgsgEGTjt7jjubbL7+/U2wv+mZyf7Gxsam/csrSVJ3yswvAkTEROhY69lGHbFO3rvvDfiX3UfXdzA/13jTMd/XN9PRzc8G3f18nfRsrpMlaWGZ1hnMABHxQeBx4GvAOOWfARY9wFtNJScAbzfFJnJ6muIT9c01re4rSZIkzVftrGddJ0uSZszEsRmN+k/udVezpGmb7kv+PgE8CtycmQ9HxJ8Bgw0py4CXmsr2AosjYlFmHin5EzkvlprdEdELnAK8Cuwuec+/y30lSfov/OGNNzl4aHxSbOzwkTnqRtICNrGendBV62SHFpI0/3lshqSZMp2X/L0P+CH1N1U/XMK/rH8V50TEImAtDefKAWTmYWAbcEUJXd2Qs7VcU77fVvKPxiPiQuDQVM6VkyQtXAcPjfOr3Dvpz/gRN/dJmnVdvU4eO3zkv/hvbfMv9yRJktSdprOD+RbgZOCOhrPl7gGupb6r+WTqC95HACLiXuBHmfkj4AbggYhYT/18uCtL/QZgc0RsB/YD60r8buB7JT4GXDWNviVJkqRZlZmHIuJaXCdLkiSpy0znJX83ATcd4+vzW8S2AkdK7ShwcYt77gMuaxE/BFxTtVdJkiRpLmTm+xs+P4XrZEnSPOIRR5KOh2m/5G+KP+vxWfx5kiRJUidwnSxJmhOeyyzpeJi1AXNm/mC2fpYkSZLUKVwnS5IkqZNVfsmfJEmSJEmSJGlhc8AsSZIkSZIkSarEAbMkSZIkSZIkqZLZfMmfJEmSJEmS5rHxI2+xd98bk2L9J/f64j9Jx+SAWZLUNf7wxpscPDQ+KTZ2+MgcdSNJkiR1nrHDR/j1v/7bpNiHY8ABs6RjcsAsSeoaBw+N86vcOykWK947R91IkiRJktT9PINZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4kv+JEmSJB1340feYu++NybF+k/u5ZT3nDRHHUmSJGkmOGCWJEmSdNyNHT7Cr//13ybFPhwDDpglSZK6jEdkSJIkSZIkSZIqccAsSZIkSZIkSarEIzIkSZIkSZJ0TJ6rL+ndOGCWJEmSJEnSMXmuvqR34xEZkvT/s3ffYZJUVR/HvxvYZclJgoRFRH7ii4AgigoKgqgICihZWXKSqL4vOQqKAoJKlJxBQAEBQUBQsuQoB8lRlhw3775/3NtLzdCzMzs7M923+/d5nn1gqqu7T3V1n6q6de+5ZmZmZmZmZmbWK25gNjMzMzMzMzMzM7NecQOzmZmZmZmZmZmZmfWKazCbmVmR6k00Mm7CpAZFY2ZmZmZmZtae3MBsZmZFqjfRiEbO3aBozMzMzMzMzNqTG5jNzFqcpBuB+YEJedEOEXFn5fE1gd8AI4CLImL/vHx54FRgDuCfwI4RMVHSYsC5+TUD2Dwi3huo7TEzMzMzMzOz5uEazGZmLUzSIGApYLmIWD7/qzYujwBOB74HLA2sJOnb+eFzgV0iYilgELBdXn4CcEJEfBq4GzhgYLbGzMzMzMzMzJqNezCbmbU25f/+TdK8wCkRcVzl8S8A/4mIpwEknQtsKOlRYERE3JHXOxM4RNKpwFeB9SrL/wHsNT1BPfzww9O1EUNHzMWzzz3bYdnC887Up8sWmnMSzz/9Vp33faHb9aruueeeaW9ME3Gsfa+UOKGcWEuJ08zMzMysXbmB2cystc0N3ADsCswE3CQpIuK6/PjHgZcr678MLDKN5fMB70TExE7Lp8syyyzD8OHDe7z+A48+ycjFRnZYNttss/XpsoUWnJ/55/lkh2Wj3/iAkW8P6Xa9mnvuuYcVV1yx+w1qAo6175USJ5QT6/TEOW7cuOm+eWUDr94ErSNmHsrsswxrUERmZmZmNqPcwGxm1sIi4nbg9trfkk4D1gZqDcyDgSmVpwwCJk/HcvJyMzOzbtWboHUFze8GZjNrGM9X0nu+aWhmNa7BbGbWwiStImmNyqJBfHjyDPACsFDl7wWBl6axfDQwp6Rat96F8nIzMzMzs6J4vpIZM27CJO6N0R3+jRk7sfsnmlnLcQOzmVlrmws4UtLMkmYHRgF/rjx+JyBJS+ZG482Av0bEs8BYSV/J6/0oL58A3AxsnJdvAfx1IDbEzMzMzKyPVecreUDSLp0enzpfSS4RV5uvZCQfna9kQ0kzkeYruaS6vD83wMysGbhEhplZC4uIKyV9EbgPGAIcHxG3S7ofWDsiXpK0JXApMDNwNR+eEG8OnCJpDuBe4Hd5+c7AWZL2B54DNh2wDWoCHgpoZmZm1jKacr6SZpwQe0Ymzu6spAl8S4oVyoq3pFihrHgbEasbmM3MWlxEHMBHh+bdCLyXH78BWK7O8x4g9drovPxZYLU+D7TB6jUcj5sw6SPruX6omZmZWWto1vlKmnFC7BmZOLuqlImGoaxYoax4S4oVyoq3q1j7e0JsNzCbmbWZXGvu7oh4p9GxNJN6DccaOXeDojEzax/1bvCBR4eYWf+TtAowPHe4gD6cryQiJuH5SsysTbiB2cyszUTEFOC8RsdhZmYG9W/wgUeHmNmAmAs4VNKXSSUyRgE7Vh6fOl8J8DRpvpLTI+JZSWMlfSUibqUyX4mk2nwl5+P5SsysTXiSPzMzMzMzMzNrOxFxJXAVab6Se0iNx7dLul/SxyNiLLAlab6SR4HH6DhfyTGSHgNmo+N8JdtLehRYFdh/oLbHzKxR3IPZzMzMzMzMzNqS5ysxM5txbmA2MzNrMe9+MJ4xYyd2WOZapmZmZmbd83wlZmbTzw3MZmZmLWbM2IncG6M7LHMtUzMzM7Pueb4SM7Pp5xrMZmZmZmZmZmZmZtYrbmA2MzMzMzMzMzMzs15xA7OZmZmZmZmZmZmZ9YprMJuZmZmZWdOZOGkyo9/4oMMyT1hqZtbcnLvN2pMbmM3MzMzMrOmMmzCJB594rcMyT1hqZtbcnLvN2pMbmM3MzPrJux+MZ8zYiR2WuQeHmZmZmZmZtRI3MJuZmfWTMWMncm+M7rDMPTjMzMzMzMyslXiSPzMzMzMzMzMzMzPrFTcwm5mZmZmZmZmZmVmvuIHZzMzMzMzMzMzMzHrFNZjNzMzMzKwIEydNZvQbH3RY5slTzczMzBrLDcxmZmZmZlaEcRMm8eATr3VY5slTzczMzBrLJTLMzMzMzMzMzMzMrFfcwGxmZmZmZmZmZmZmveIGZjMzMzMzMzMzMzPrFTcwm5mZmZmZmZmZmVmveJI/MzMzMzMr1sRJkxn9xgcdlo2Yeagn/jMzMzMbIG5gNjMzm0G1xo2hI+bq0MgxbsKkBkZlZtYexk2YxINPvNZh2Qqa3w3MZmZNonojsHa+7BuBZq3FDcxmZmYzqNa48exzLzDy7SFTl2vk3A2MyszMzMys8ao3Amvny74RaNZaXIPZzMzMzMzMzMzMzHrFPZjNzMzMzKyluC6zmZmZ2cBxA7OZmZmZmbUU12U2MzMzGzhuYDYzMzMzs5bnXs1mZmZm/cMNzGZmZmZm1vLcq9nMrHn4pp9Za3EDs5mZmZmZmZmZDRjf9DNrLYMbHYCZmZmZmZmZmZmZlckNzGZmZmZmZmZmZmbWKy6RYWZmVrB3PxjPmLETOywbN2FSg6IxMytLVzVAzcxs4NXLyeDazGYl8NmTmZlZwcaMnci9MbrDMo2cu0HRmJmVpasaoGZmNvDq5WRwbWazEriB2czMzMzMLJs4aTJDR8zVoRede8+ZmZmZdc0NzGZmZg1Wr8zF4MEweXLH9dzAYWbW/8ZNmMQdD73AyLeHTF3m3nNmZo1Tr3SGz5XNmosbmG1AdVXnzgcBM2sX9fLguAmTeOSp1zss08i5iWff7LDMDRxmZo3hc1gzs8apVzrD58pmzcUNzDag6h0Yll1yvo/03PMJu5m1qq5OkHuiq8ZpMzPrX13Vavb5qplZ8/DNQLPGcQOzNZxP2M3MemZGGqfNzKxvuSHDzKy5uEObWeO4gdnMzMzMzGw6uZOEmVnzc6Oz2cBwA7OZmZmZmVkfqNerGdxwYWbWTHra6DzzrHMNZFhmRXMDszUlDzk0M+tbnfPq0BFz8e4H44vMq+9+MN69TsysKdVrtAD3ljMza3b18vfi849wu4RZD7mB2ZqShxyamfWtznn12edeYKEFFyoyr44ZO5F7Y3SHZT5GmFkz62lvucGDYfJkul3mBg4zs/43YdIUn3Oa9ZAbmK0Y9Xo1+4TbzKxvTU/v4IHoSfzuB+MZOmKuDvl/3IRJffb6ZmaN0tXErfHsm90u62njtM+Lzcz6lkdbm9VXTAOzpM2A/YGZgGMj4vgGh2QDrKcn4R6CaDYwnJfLV+8EedyESTzy1OsdltXLq12t29NeHfUap+s1joybMIk7HnqBkW8PmbpMI+fu9vWnR71YwMcOK4tzcnuZkfPiOeZeyJ02zAaA83Jr8qSBZvUV0cAsaWHgcGBFYBxwm6QbI+LRxkZmzainCR9S0jez6ee83Bq6aqDoyXpdrdvT0Sb1Gqe76rnXl+o1JteLBXyxYOVwTrau1MvfC887E092GvLtThtmfct5ub3MSBmkrpb3Zllt1J9vGlojlNK6tibw94h4A0DSJcAPgEN78NwhAOPHj5+hAMaNGzdDz+9vjY7v/TETGDuuY/IcP3Eyg5nEsKGDGEwazjxp4oSp/18zEMs+GDOWp158+yNxf3rxeRgyfHZeeuWtqcv6KrnXzDx8KLOOmOkj7z09Gr1/u9Ou8VXyypBprdeiepuXe5WTp0yexOBOyxqVT6a1rJrvmiGeaS0bNnTQDL1eV8vr5dslFp6z7rKevndPPtex48bx0isdv1f1cvL4iZN5/LmOjSj1YulqW5ZZYl6GDZnykXVrmj0fVpUSa0/jdE4euJw8ccL4fs93/fGa07OsL7ev0dvSedmUyYN6tF69HPjpxefh3Xc73kSEvj9/npFls83xsQ7n9jP6ejP6/L64FqgqJXe3eU4Gnyt3uayWX0vIoT3NlzNyTtzV8t4se/GlF1n47frr1cvfA5GToes8WEo+qykp3nqx9ndeHjRlStcXSc1C0j7ArBGxf/57W+ALEbF9d8+95557VgFu7ucQzay9rbriiive0uggBlJv87JzspkNAOdk52Qzax5tl5PBednMmlq/5OVSejAPBqot4YOAOvdF6roLWBV4GercCjMz670hwEKkPNNuepuXnZPNrL84J3/IOdnMGq2dczI4L5tZ8+nXvFxKA/MLpCRbsyDwUk+euOKKK44D2u6OqZkNmCcbHUCD9CovOyebWT9zTk6ck82sGbRrTgbnZTNrTv2Wl0tpYL4eOFjSx4D3ge8D3ZbHMDOzfuO8bGbWPJyTzcyai/OymbWVznXgm1JEvAjsB9wI3A+cHxH/amxUZmbty3nZzKx5OCebmTUX52UzazdFTPJnZmZmZmZmZmZmZs2niB7MZmZmZmZmZmZmZtZ83MBsZmZmZmZmZmZmZr3iBmYzMzMzMzMzMzMz6xU3MJuZmZmZmZmZmZlZr7iB2czMzMzMzMzMzMx6xQ3M/UDSoAF4jyUkLS9pJklD+vv9BsJAfG4zwvGZDZxWzHFVJf1eS4m1lDjNStXqednMrCTOyWbNp92vR9zA3A8iYgqApH75fCVtAFwFHAmcCewhac7+eK+BImkEMEej4+iK4zMbOK2Y46pK+r2WEmspcbaCkk6cS4q12bV6Xu4NSfNJWqDRcfQHSUtK+kSj4+gvrbzvoPX3n7VXTi6h8byknFJYrEXlstKuR/rjuzBoypQpffl6bU3SIcC7wATg1Ih4X9KQiJjUh+8xK3AO8POIuE/SRsAqwBjg8Ih4p6/ea6BIOhcYDiwGHA+cHxETGxvVhxxf35I0V0S8Vfl7UO2mjFkr5riqkn6vpcRaSpz1lJQPJc0UERMqfzvWNtHqebk3JF0MzAT8D/Bb4K8R8WRjo+obkv4EDAM+DZwB3BoRNzU0qD7UyvsOWn//WXvkZEnfJnWGvD4ixjU6nmkpKacUFmtRuay065H++i64B3MfkfQHYHngVWBZ4C5Jc0TEpD7uyTwF+BjpiwtwCfAXYGZgixLu8FVJ2hOYPSI2BA4C9gR2lzRXYyNLHF/fknQy8AdJp0r6vqTZImJKf/X2tyK1VI6rKun3WkqspcRZT0n5UNIJwImSTpC0oqSZc6xN10O4pFgL0rJ5uTckbQEMj4j1gFHAV4FRkv6nsZHNOElrAzNFxDrA+sCswPqS1mpsZH2jlfcdtP7+s6laOidLOgf4Gek3+ldJ60uau8Fh1VVSTiks1qJyWWnXI/35XWi6i5gS5YuW4cBOEXFWRGwD3AY8IGn2iJjcVxc2EfEBcBrwbUnLRcRk4O/A3aQvxrC+eJ8B9D7wAEBEXAPsAKwL/BCaYnir4+sjkn4CLApsDzxJ+r7u19e/EStbC+a4qmJ+r5QTaylxdlBSPpR0ALA4cDDpvHFr0gXsiGbrFVxSrCVp8bzcG+OBtwAi4jbgEFJDz3qShjcysD4wCJhd0vCIeAg4GXgTWEPS4g2NrG+08r6D1t9/RmvnZEmfBxaIiDUiYiPgUuAHwNqSZmtsdHWVlFNKirW0XFba9Ui/fRfcwNw3ZgbmAdauLYiIbYFrgD9KGtbHFzZXkb4Qm+SDyqSIOCfHsGQfvs9AeB74lHLtl4j4F7AXsLektZrggtDx9Z25gSvycPCjSN/j2YHd8sGjmWK1xmqlHFdV0u+1lFhLibOzIvJh7k29IHBmRLwA7EY6gV6e1JOkac4jS4q1UK2al3vjPmCypC9KGhoRjwBHA98nXVCW7O/Av0m/mRER8SxpKP7SwBoNjaxvtPK+g9bff/ahVs3JzwETJa0MEBHHAzcC3wWWgqZrrCspp5QUa2m5rLTrkX77LrgG8wyQtC7wbP63JHAdsFVEXJ4T37zAscA+EfF8H7/3osAuwHzA30hDZfYDvhERo/vyvfqapCOA14DBEfFrSWcBQ4CdgQ8iYmLu3fV+RJzs+MqKryv597IzsH9E3JMv9r8DrEeqIfZMI+Oz5lJyjqsq6fdaSqylxDktJeVDSdsCXwSOiIgnJQ0FdgJWALaPSq3jRisp1hK1Sl7uDUnHA+8AcwL7AgeQJvI5Dng8IsZI2gpYLCIOaVyk00/SaaT5Y+YjbdcGwAKkRp3rI+JdSesDqwN75N6SxWjlfQetv/+sa62Uk3MpgWERMVrSb0mju/4YEf/Njx8BfDkivtrIOHMsxeSUwmItKpeVdj0yUN8F9+boJUnnAbuT7kycSxrqugFwjKTvRcSUiHiNNFSzz2fpzA3WRwI3AD8i3WkY1ewHE0nHkQqJ/xtYU9LVpC/4HMDvgZWVZt/8BqlnuOMrKL7OJO0maW9Jq5BuxNwMfF/SshExOSL+AswPfKWhgVrTKTXHVZX0ey0l1lLirKekfChpG0lbS/oMcC8wFlhL0qIRMTEifk/qRfLNhgZKWbGWrhXycm9I+hXpPP8c0jn9KaRh27ULyY0lzUu6DhjfqDh7Q9L+pFqu+5Dmkfkp8BRpsrCvAv+nNBx5K+CtRl/QT69W3nfQ+vvPpq1VcnJuVzkLuErS1sDlwDrADyTV6kzvDzynBpdyKCmnFBZrUbmstOuRgfwuuAdzL0j6HPCriFgr74gVSDMvHgk8DlxGmunyc8BzkWoy92c8w4Apzd4zJ/fQOpc0u+0jedmFpNkrR5GK+S9JGuL6ZETs4PjKia8zpYkvR5J69q8B/BMYB8xFSrTXRMTfJf0FOC8iLmxYsNbUSslxVSX9XkuJtZQ46ykpH0o6BfgEaS6JtUnnNwuQZvF+ALg5Iu7PJ9PHRsTfHGv7KTEv91buVXVR7fsj6SjSzaAjgC/nfwsCT0fEjxsWaC/knoL3R8QZ+e89AJGG3w8i3ZiZH3g5InZvWKC91Mr7Dlp//1nPlZqTJf0Y+FZErCtpJeAEUjvKq6T6tU/lf18j9QrdomHBUlZOKSzWYnJZidcjA/ldcA/m3hkCjACIiNcj4jrS8JSdSReMXwKuJ9UB3Ab6t1ZQRIwv5GAymHQX6nO1BRGxCTAUOCciDga2Iw1j3QGm/oAdXxnxTSVpftJdyO9GxFGkCZfmJNUYfR54BjhF0p+BcW5ctmkpKMdVFfN7pZxYS4mzg5LyoaQlSEPj1oyIA0nD59Yi1Xm8k9R4e4akK0gXeo1sXC4m1lZUaF7ureeBZWs95yLiZ8B7wJERcWpEbE0qkfdjaI68Mx0eAD6jNNSeiDiWNMJiO+CvEbELsF3tgr6wbYPW3nfQ+vvPeqjgnPwmEAARcRepUXkDUi3pXYB7SDfo76k1Lvdnu0oPlJRTSoq1pFxW4vXIgH0X3IN5OkhaMD6sA3QBMCkiajNDDgO2BRaPiP/r9LzBje7G30iSNiDVUXoF+CRp2Mv3IuLWyjp/AX4aEY9Xlg2KASiI7vj6h6SLgTtIvcYmSVoR2Ax4LCJOyQeQmSLiqbx+W/9OrDWU9HstJdZS4pyWUvKhUs3i84ELgL9Eqh/3DWB70k3zqyR9Gpg9Xwg6VmtJSnUInwVGk2pCXggcHBGXV9a5HjgkIm6uLGuavNMVSbsCbwAv5H9HA38hTTz6al7nb8BJEfGnyvOaftugtfcdtP7+s/YiaVVgT1JN3efyMpFqSu9Z/Q7nxwb8OF5STiks1qJyWWnXI436LjS6Jb0Ykk4GTpV0hqSdgcOAdyWdCOmuIfAgMFLSkOpz2/liRtLpwK6kuzhXkyYfGAXckA8oNXMAs1afO0CNt46vD0laXtIX8p+XkXqQfT3Hcw+pZ/9ekhaKiOcrjSmD2vl3Yq2hpN9rKbGWEmc9JeVDSZ+S9KmImEiaWfqLpNITRBqldTnwO0lzR8RjlQZbx2otR6mkzRakuo83AJ8Cfg4cKWmDPCqhpkOeaXTe6U6+bvkeaSLys0nDYi8FNgHWk7R8XnUyqYfWVM2+bdDa+w5af/9Ze5D0G0kHSTqMVOLqOeB4SfNLGhoRARwCLNb5uQ045ygmpxQWa1G5rLTrkUZ+F9yDuQfy3ZXvAD8gzfC+Emm464nAlqRhGz8lDXt9NreaX1IAACAASURBVCL2aEigTUbS54GjImK1/Pd3gD+TLrBnBY4iXWB/hlRPZ0vHV058nUm6CJg7/7uHVDNpTVKh+Bsj4uq83pXArhHxdKNiNetrJf1eS4m1lDjrKSkfSjqXVHdtGHA/cBpwIPAEcHZ8WF/uUmDbiHjTsVqrkrQ0cBLw9TzaYFXSxe9uwLvA/wJvk2a5fyUiftSwYKeTpJHA6cB6EfFuzrFHkibXepV0rbMk6YL+jYjYrGHB9kIr7zto/f1n7UGp1u7iwLHADqQbxN8HDic1zp1AmrD3bNI8Ckc0JtKyckphsRaVy0q7Hmn0d8E9mHtmOKn2y3vAH4E/AK8Bm5Ialh8l3W2Z2risxtYGahbvkbrkAxARVwHfJfXkegVYP///2bUfoga2Po3j6yOS1gLmiIi1gC8AH5AmY7iTNCTj+5IukfQnUo1RNy5bqynm90o5sZYSZwcl5UNJmwEfi4g1SROoLE6aif53pIbcPSQdK+kSUlmwRjYuFxOrFe11Uq3CBQHysNFRpAvfIaRz/yOA39Uuypoh7/TQK6Sa7ytKmiki7iZdaO4GzBIRO5N6Z/28dkFf0LZBa+87aP39Z+1hNuCwiLgxUt3au0mNX7sCNwGbk8pfPdvIxuWspJxSUqyl5bLSrkca+l1wD+YekLQGqSbMzhFxW94By5MKzx8XEfd2Wt81/jJJtwGPV+/kSNqedNG9ffVzasTn5vj6hqRlgV8BO0bEs0plYn5O6mV2MmnyyzWAMZEnsJJrwVmLKeX3mt+/iFhLibOqpHwoaRVgK2C3iHhf0kzAmaQT6UOAzwIrAhMi4njHau1AqWb6pNz4UVu2AbAjsEHucFJbXtR3TNKRpHI9u0XEW3nZmsBxwNci4pXKukVtG7T2voPW33/WunLnu8HA74GHI+KEymOnAkuRbsYPJd1Mfik/1ujz5WJySmGxFpXLSrseaeR3wXc1u5GT4T+Ac4CdJK0UEZNzo/Ik4POdn9PoL1QzUJp8B1Ivo6UknVR5+C5gROfPaSA/N8fX52oF+leSNEdETAIOINX72TMinouIMyqNKYMbfaAw6ysl/V5LibWUOLtQUj4cA8xPapwl0gz0PyTVwvtJRNwcEcdWGmwdq7Wc2qjDWt6JiA1Js9n/ubLaP4B3gInV5zb7d6yybUMAIuJ/SaV7Tpa0QF52PfAYqYTPVM2+bdDa+w5af/9Z+4iIKfl86GLg55LWqzy2Lelm8TIRMaHSuNyIeR6KySmFxlpULivleqSZvgvuwTwN1dZ8SUsBGwHLAWdExNWSLgOuiYiTpvU67UKpKP/Eyt8zRcQESYuSJt15hjSUdVdSvZedHV858XVH0hbAZqTa5LdGxGuSliSVkflxEzX+mM2wkn6vpcRaSpw9UVI+lPQzUqzbAg9GxMTcW/hbEbF/Y6PrqKRYrQySRkTEmMrfwyNiXP7/O0iTT10LrA28ExFbNSbS6SdpTmBsZXuq2/ZH0kX8c8Cn83pF1ext5X0Hrb//rL3kBrBBETE596S8ENg4Iv6cH/8nsG9E3NLAGIvJKYXFWlQuK+16pNm+C25g7iQnvJlJs0OOjYixlccWIw1rPQT4FzA5IjZqSKBNRtIvScMcHgAiIq7Jy4dEKi4+GDiGVFB81oj4aX58QIY8OL7+I2lYRIzP/789KXndQ6o3uiOp2P2PGxiiWZ8q6fdaSqylxNmdkvJhp1gPAL5NmhTkQdKkxU/WPudGKylWK4ekY4BFgP8A/4mIM/Ly6sXZT4BBwGwRcUhe1lR5px5JJwKLAi8Dz0TE4Xl5dds2AOYl5dRj87Km3zZo7X0Hrb//rD1IWgl4GpgYEW/l3pWTcyPzd0nlw24BBDzf4EbQYnJKYbEWlctKux5pxu+CG5grJJ1Pmk3xdVIj803ApRHxQu1Lldebn5QcX8t/N7zOSiNJ+g3pjtPRwJeAFYAbI+L33TxvQD43SUcDSzdxfE39+dV5398Ab5EmaTgwIsZ2+n18k9TT/7Okk4V983Kf9FrxSvq9Nnvuq7xfMZ9pnRiKyYeSDsqxTgBOyb0xqiego4BlgZE51j0HMr5SY7UySfoFaT6VfUi/z+2BmyNiv26e1/C80x1J+wJfBbYGPgGcCtwWEdt087ym3zZo7X0Hrb//rD1IOhNYDHiJVJb11xFxf25kHpSP60uTzp8Wi4hL8/Macb5cTE4pLNaiclkp102V923K74JrMGeSPkWe9T0iNiXNXroUsLmkBSoXi8tExOhK4/KA1wZqQkOAn0XEDcAJwGnAtyRtW1tB0ihJX6o+aYAabwc1c3xZs8c3laTfAp8EbgY+DtwraYl8R294juvaiPg1sE2lMcW1MK1VFPF7LST31ZQSZwcl5UNJp5AmwHufdNJ8V63BVtIsOdazck+MUbUGWzVgFuySYrWifUBq8HgAuAj4MfANSVNLrUjaRtKm1Sc1Ou/00KvA+RHxUkTcCqwMrC7puNoKknaQtFf1SYVsG7T2voPW33/W4iStCywaEV8n9VK+Czhf0goRMTHSHAoAoyPirkY2Lmcl5ZSSYi0mlxV23VTTlN8Fn4x/aDQwt9JwDSLiYuBvpN4xnweQtDZwpqTFa09q50YzScvn/50MHClp5oh4A/gncAqwsqTFJc1DaqxfVLmw+0DJ+2cycHSzxVfC51fHbMBhEXFjRPyQ9Bv5o6T58sX/IEnbS/pUfDic2TdhrHil/V6bOffVlPaZ1lFEPsy9hWYFto2IUyPiR8CjwINKpSc+yLGuL2lkRLzf4FhnKSFWK95k4Jh882JCRDxEKmPzBUlfkjR7Xm+opLkbF2avjAMOkDQzQES8DXwRWDH/dmYmDad9XdInGhhnb7XyvoPW33/W+iYDz0KqMQAcS+q9eqLSvFZI2hnYXakXM3ndRh3HS8opJcVaTC4r4bqpjqb8LrR9A7Ok0yStA7wL/BlYQdKyABFRK+L9f/ni5Wrgf4Gvq817ykg6izTpIaQ7k88Ch+Qf5LukO5ULAwvkH+jhwCRg2ADFt5GkLZTKmZxAqtN4aBPF19SfXz35Oz+OdPcRgIjYA7gbuDY3DIwE5gK2lzRrXqdtb8JYayjp99rsua8SZzGfaT2l5ENJn4g0UclcwNcrsW4G3A5cnE+SVyQNr9tC0rBGxJoNI80qvmYBsVphJO0oaRdJXyDlx2uBs5V7xgP/Bl4BZs956EzS8O6x9V6vmUjaR9J+kjYhTZ51MfBPSbMBRMSrwF+BYRExNiL+TqoP/0rDgp4OrbzvoPX3n7UHSSPy/94KrKRU+7V2jD4J+DtpbgqAO4DrSed2A66knFJYrEXlslKumyrxNv13od0bSU8EhkfElfmO2RWkItnfUSpKTx7a+jqpNjMRcSNwYTv3lMkNA2MiYl9Ji5B6cV1Huovy63wX5UVSMfH5ASLiA+DyqMxw2Y/x/RHYElgXOALYDngImAL8qgniO5cm/vzqxLu50lCQJYDfAwdL+n7t8YjYEXgCUEQ8k38zfyLNCGtWtGbPd51ibercV4mzqBxYVVI+lHQ8sHH+8xTgBKWa0DV7Ae8B80bE3RFxKPAPUt3jASXp27kX02DgMOC4Zo3VyqQ0z8p3SGVttgGOJ+WdJ0k3L+bK+WVR0sUkkcrj3dTovNMdpVqnK5PKynyZ1GhzDmlUxZ2SFlEa/vsl8rZlD+bc2tRaed9B6+8/aw+SjgJOk3Qw8AVgK2BNpZ7KtfO4x0m/UyLiXuBFUjvLQMdaTE4pLNYzKSiXlXLdVIm3iO9C207yJ+n3pNpA60n6Fanw+G354cWB2YEXSJPIfBARmzck0CaTe3vvGxFflnQO6cv7HvAmcA2pnMi3gadIDQgbDnB8iwLHRsT389/fBFYnDQ++ntQr6uukGW0bEd+mpFqcazbj59eZpDNIEzTcT/rcDgWeI/Um2ywiLsnr/RPYD7glIqZImsUnvVa6Zs93nWJt6txXibOoHFhVUj7MsY6JiJ0ry9YhNYrvGBHX5mW3ALvlCz0kzRER7wxwrOcCC5JKlc1G6pExGTgZ2CEi/tYssVqZcs+e0yNik/z30sDmwDKkERSbknLki8Dbudd8MSSdDWwXqTTPrKTRluvmf9sDq5Jucv03IrZqXKTTr9X3HUzN1ztHxJhW23/WHvThZGMHAquRzuWeBG4ADiK1sRwBnA48Ft1MQtafSsopOR+cHhEbN3usUNaxqJTrppqSvrft3MC8A6lGyaPAy6QL2w1JO+U+0gXvasBrkWeOVANmfW8mkhYgDQe4DHibNKvmzyV9GfgaMF9E/DT/PSYi7svPG5DPLe/TfwEXAPtExJ/z8q8D3yAd0M6S9BXSTYOBju/npOEJ3yZ9jldExGHN8vnVifczwPERsXr+eyVSj7FRpB56Z5GGQH0KeL7RBwqzvtTs+a5TrE2d+ypxFpUDq0rKh5K2AHYnfaZHkXpdzAWcS6p192fgD6QLwOejm9m8+5PSEL/DI+Ibkj5G6vV0NKnx/hXSpCVNEauVSdJiwBjScOxDIuLsvHxJ0u93YkQckn/j4yPiifx4oyab6jFJK0fEHZJuBf4SEUfk5TMB+wKLR8RWkhYCBueeWEVsG4DSnDfvkm7iHRERp+flxe87SCWMSL03bwAuioij8vKW2H/WPiT9mtSr81ZJcwIrkCYcu4M0ius00rnSkIjYOj+nEefLxRwPJM1Laoy9k9QQ+ocmjrWoY1Ep102VeBenoGNh25XIkDSPpKERcTJwOamL+aERcT3pDtungSUiTdpzUKVxecBnfW8mkk4CzgN+yoelRCI/fFf+98k8lOC2BjTengJ8M7/vr4AvS/pifvhGUu2ZDQAi4tYGxHc8qUfbFOD7wJzAI/nhhn9+XRgLvKdUS5SIuAv4CnAcMA+wFulO9PG1xhS1eW1yaw3Nnu86xdrUua8SZ4k5sKqkfPgs6fP8HenmyE9I342jSBPofQm4BTiv1mCrNGRxQOXPZwL5XDQiXo2Iq4A9SL+90cBXmyFWK1PO5acCBwB/BNaX9O388FOkC/fllWotPlq5KGv6SSOVRiSckG92bU/ati3yw5OAS4BZJM0fES9XLuibftsAJJ1MusG0L3AwsLbSZOtQ+L6Dqd/NP5BKAv0S2FDSj/LDxe8/aw+5MRlS49cvJM0baSK3O0nf72WAt4BvRMR2lcblAW9XKel4oFTG9VRSvd9dSfN/fadJYy3qWFTKdVMl3uKOhW3VGCTpNFKB+VslLUf6wl8ITFKanfy/wNnAkuo0M2Q7H8wlHQTMS6r58hKpHvUawJX5c5uQG+hnJTXETDVAjbcnAu9HxAaSvgcsTbpoHSXpf3IMxwNDJH28AfGdQvpsVgAWiYhXgB8BNzTD51cn3k9ImikiniKdMFxdiec+0h3pUaTe/XdV7vq5R4UVr9nzXadYmzr3VeIsKgdWlZQPJS0vaYGI+AfwGKn+3UmRakFfS6qHuCXwRERcHRFnVWId6O/uPsCX8mc4OX9Hav5O6hG+aT5ZbmisVqZKLl+XVMrm06QLsc0krRsRkyPiSmAOUmm8qQr5jr1NKtnzU1LNy/2BH0raLG/bI8BCFLhtuXfZQqTh1H8g7bdrgU0lfaP0fac08dkipPOMhUk1/X8ObCvpB6XvP2sPkjYC/qY04u83wL3AgZLmiVQW7C5SDv5cpMmGa89rRCNoMccDpRrWC5DOk79EyoM3AJtIWrOZYs2KORaVct1UibfIY+HQRr3xQJN0BDBbRGwk6WjgdxHxNeBhpWGZX5J0N+nOy2ORCmJbMpI0seE4SceQZtc8k/SD3E3S26QL2Zci4smBDEzS3KTke5yk35JqZ89KKm6+MrC0pOuBL5IaAF4a4Ph+CMwSEZsrTWa1tqSlI+Jf+Xu3d/78VqYBn1+deP9AOtF9XtLzwA7ASZL+HBHr59UeAjaj0w0qNy5bi2jafFfV7LmvEmdRObCqpHyo1EP8M8Arkl6OiD0ljQNeraz2FDAk/5t6sdeAWE8hlUj5VV60I+mi9HcRsVtEjJf0EPDFzj1GfJyx6VDN5ceS6hNeQCpJcLCkVUm9656PiMcaGOd0U+rF/wSpHvxVpLqRE0jHq6MkrULKXU9GxL8aFmjvzQfcnHPBmqSL64mkY9zxki4EVqTAfZfNCfwzb9+/gfVIx5JxwKmSPg98jnL3n7WHV4GVgDOAbUn59UfALyUdGBGv5A5781Sf1KCGr5KOB0sC50TEe7ltahXgv6S8cbyki0n5oeGxlnQsKuW6qZMij4Xt1IN5AVKPGEgFx4co1TMBWI40ZPc8UtHxfQc+vKb2L2BupeLik/K/WXKP79tJSfv6iBgFAzt8NSLeBLYmDb0eGRFbRyqEvytwKWlI8GTguojYcqDjA66MPEFkRLxAGuKwSn5sAulO1EKkyaAG/POrynfJPgGsQ6qVtRBwMbA3qZf/zUrDc44ARkfE+EbEadbPmjbfVRWQ+2qKyYFVJeVDST8lTZL3TdJ+X0zSUhFxIjCPpIMkLUUaWje62pOoAbEeDcyb9/XukvYnnX+dCswu6WqlGnK75ljdW896q5rLAYYDL0TEKcAPSSNUzmtwfuyViJgSES+TbhrdTJpFfj/S8Wk50kiLM+LDcj3FbFv2CPAVpZIR3yWVkbiJNGfOWaR996cS9112HXBEbij6CbATqXHmdlKppbsoe/9Ze5iXVNLqFVIj8wukyXnfB26TdAWpfu3FjQtxqpKOBzcCLypNQjc/qd3q78DzwLGkz7kp8l9Jx6KCrpuqijwWtnwPZqUaf4NJd34G5b9nBT5OGpb0TERcL+lOYHhEvFZ7nnvKTHUOqYHlAwBJ75FqPEKakOe8iLg1Pzbgn1tE3CvpAGA5pfraEyPiHqXZS4mIX9bWHej4IuKtTu/7JGkyyVPyY5fnfw2Jr5NxpIazsZLuIN2N/C1wZET8QNK+wGdJPfz3yfE2S31Us77S1PmuqplzXyXGknJgVUn58GPAVbmR++7cM3x54HHSuc+ypMby/0bELo2KVdJspIu66yX9HpgZeIY0RPEbwCakyf22Il347dmoWK0l1MvlL+THNib9vm/JjzVL3umRfC0ziDR552BSb7YxpBr3X4uIS6rrlrRt2T9Ipam+RsptD5NGnP4OeDXyZFdQ5vZFxC1KkzOtDtwXEQ8BD0n6H+DNiLi0tm6J22dt42FgUkT8TtJ5pEbmURHxE0lnA+Mi4t/QFN/jko4HZ9TeX9KoiHgPuE9pAuy3IuKC2oqNjrW0Y1EJ102dFHksHDRlSnucsyvNGjooIp5VmqTnDlKB79eVZj49LSIir+uLmS5IGk66G7UZ+U5PrddZI0kaRkpmQ4CFI+JJSVcCZzXJndOpJF0OvBgROzc6lqo8POhCYPOIuCkvmw84Brg0Ii7rtH7TJDKz/tCs+a6qpNxX06w5sKqkfChpPdIQuSMj4h1JVwPnR8S5XazfyFhXIPVi/3dEfDcvG0bqJf6nyDWsK+v7OGMzrE4un1Tr8VOyPNJia+BFYBdgbWBYRJzQ0MD6QB518XvSzb7DIpVVugz4R0Qc09jo+oaktUi9lw+NiPsk/RG4NyKOaHBoZtMtNyovSjpveqmyvKnaVUo4HtQ+s9zjet6IeF7SJcDVEXF6o+PrrKRjUWnXTSUeC9umREZEPBcRtV5oC5HqBr0v6Szg47XG5bxu0yTBJjQY+CRwK/BONMmQ5txzazDwA+BiSX8DxjRTosh3+QB+RhrC/J1prT+Q8oHsZtIQ6lotKnKP/v+Qhrp04It+awNNme+qSsh9Nc2cA6tKyoc51suA30TEO3nxYGB0fvxsSZt2Wr+Rsd5LalD5bz7Jr32Hn6bTBI/5MR9nrC90zuVbQnPl8l66hTQqZKPcoHNpM17Q90ZEPE7KFY8BZ+Ubk+Oa9YK6l+4mHVPOkHQN6Sa2G5etKEp1lomILUjlMTp0xGjCdpWmPx7kxuWhpJJyl0q6FpjYjI3LWTHHopKum6DMY2Fb9GCu9oCRtBupGPkvSMMz/xkR2+fHmuoOW7NSKij+ekT8OP/dND2M8hAHkSZ0/Gde1jTxAUiaGfhMvtBuZBxzRsTbnZeRTgy2BH4eEX+W9GfgX9VhI2btopnzXVUJua+mWXJgVUn5sF6snR6/jNTTegtSg8V2AxbcR2PpEGulV05t4p+PR8QDSrUab4qI3zQqVmttpeTy6VX5TQ2NBtZX7y+5kWUxYKbKSNOW2HcAkkaQShjNHhF35mUts33WHkr7zpZyPMg9mJcGRkTzlPCoq7RjUUnXTVDWsbAtGphrJP2SdCdobeAa4MGI2Ck/1pQ7qBlJWiAiXsn/39SfW7PfNGhUfJI2AvYE1o80eVn1saGkSZcOJM1qPTEifjjQMZo1g5LyXVWz576aZoizpHzYTaxDSBOU3AwsRaoX3rA6xt3EOhz4OnA2aUKr9yNiw4GMz9pLqbncOmqGY0Z/avXts9ZV/e42+/e41ONBs3+uJSvts23meNumgVnSvKQLnUMiYoKkZSPiwfxYMYmlmTTzF9umTdLqwA3AtcBWtYv/Tr395wQmxIcTIvh3Ym3L+a51lZQPpxHrkIiYlP//IGCJSkmXZou1+rl+ktRo/2wjY7X24VxuZmbg44FZf2ibBuaqatd9X8xYO5L0A+DjwPLA4sBm1R5mklYCHqk0pvgAbGYtqaR82INYVwDeiIhn8t+NnNCvJ5/rA7keno8zZmZmZmYFa5tJ/qqqdWHcuGxt6mHg+Yiozfh6vqQFASStAewHfLq2si/6zayFlZQPpxXrN4D9gXnz3w2b0C+bVqxrkj7XZWor+zhjZmZmZlautuzBbGYdSToLWAT4UUS8lHuWLQ2c44t+M2snJeVDx2pmZmZmZs2gLXswm1mSJ4Ui1+ocA2yV/74L+JMv+s2sXZSUDx2rmZmZmZk1E/dgNmtzrkNuZpaUlA8dq1nv5JseuwObAUOBYcBfgAMjYpykhYHDgRWAKcBY4BcRcXkPX38+4HngzIjYqbJ8NeBG4OzaJJyVx24CPh8Rs0m6BFgyP7QcqdzMJODNiFh9Gu+7GvBXICqLZwceBbaMiNclHQz8mFS2puqaiNg7v87SwGHAp/L2vwXsFxG3VGI9DpgV2CciPl19IUkLAE+RJht9JS87Gtg1L3uh03aPBN4GBpH2xQURcWj1vSLikjrbO6Xy2VStV6tD38XndDBwELB1RJxRWT4r8ApwU0SsI2lL4LfA051e4sGI2KLyvHWBK4BNIuKiTu+zM7Bsp/rzDwO7RMRNXcVoZs7VtHmuzs/9P9L+HwQMAa4B9gVmAW7Kq80GLMyHn+d1wFV0/IyHAK+Svh/XT+s9bcYMbXQAZtZYETG5OrmSJ1oys3ZVUj50rGa9diIwN7BGRLydGxbPA06V9BPgNlI9860iYoqk5YDrJH0QEdf14PW3AS4HNpO0X0S8UXnsZWBdSbNUJg4dCSxVWyEiflD7/3xhvnpEvNbDbXsyIpavPH8IcCnwM2CfvPiiiNil3pMlCbiBtO3X5mVrAFdK+kpEPFJZ/SLg6Lz81sryrYHLKw0WMwNbAJcAuwB7d3rb/601SkiaC3hU0g2dXrMr0/PZVD0H/Ag4o7Ls+8B7nda7OSLW6ea1diZ9f/YkfSZVcwBnS/qmc57ZdHOubuNcLWlDYH3gSxExJsd3CXBwROxLmkS61mB/XKfPczU++hkvB1wr6XsRcef0xGI95xIZZtZhciWfAJtZOyspHzpWs+kjaXFgc2CbiHgbICLeB3YELiM1Ft4SEVNrg0fEA8APgP/WfdGOrz8Y2AE4E7gZ2L7TKm/k5etVlm0BnN/rjZq2OYCP5fftib2BM2oNFgARcQOwKanEDZXlY4HTSY0UQLp5BGxL6jVXswnwJPAbYHtJs0zj/WfP/+1No/H0uAb4H0mLVJaNAs6dnheRtASwGvAT4FOSVu60yrnAx4Gf9j5Us/bjXN2tdsjVC5F6Ho+AqduxC2n/T7f8/fgd6Wag9RP3YDYzMzMzs3awIvBIRLxTXZhLGFyayyL8tfOTIuKfPXz9b5GG7l5PugA/RtJRETGxss7ZpAv7WkPFxqSGix2nYzu68klJ9wMzkRorXiD1Xju2ss7Gklbp9Ly9ckPF54G9Or9oRHzkM8lOBO6XtHtEvAesCbwTEbdV1tmZNNT8bkkvkxpyT6w8fqSk/XPMnwIuBB7v2eZyo6TqsOunI2L9HjxvAvBHUgPWryQtRtpfDwPVYeSr5s+z6reV0ho7AldFxGhJF5IaLjaurDuW1OBzi6S/R8S9Pdwus3bnXO1cfRawDvBfSfeQeqxfPh37uJ4HSHnf+okbmM3MzMzMrB1MZtojOLt7vDs7AedFxERJVwAnAxsCF1TW+QtwYq5/uSTwGD3vtdadqUOCJW0F/AK4OCImVNbpctg107n9EfG0pFuAjUg95Lan0iNO0gqk2qS17T8L2F3SSZWRDNVh1x8j1c7cG/hlD0LobYkMSI1HpwO/IpXLOLvOOl2WyJA0nDRpaa1X4FnArZIWjYjna+tFxEO5UeZ8SSv2MlazduNc3ea5OvdcXyuPFFmdNFrkKkknRMRHGtd7aArwQS+faz3gEhlmZmZmZtYO7gSWljR7daGkhSVdBdwBdC5zgKQdcs3PLuX6nGsDm0h6hjS50FA6DceNiPGkWpubkHqIndnLbZmm3Mv2CuBiST3tVNTV9h8oqateXycA2+QGh1XpOIT8x8BE4J78mexGqmH67S5ifjU//6s9jLfXIuIuYIik5Uk9E6d36PtGpPqwx+Vt+yOp8WLXOu/1e+AJ0qSBZtY95+ppa/lcLen/JH05Ip6KiNMi4kc5nh/PwMuuBDzUNxFaPW5gNjMzMzOzlhcRL5EmiTpd0hwA+b8nAK+TerGtJmnzXKOS3Ov0ULq/KN2BVBN04YhYPCIWJw3zXkHSlzutezawJeni/Jq+2LYu7AUsJBCCVQAAIABJREFUSs8vyI8EtpO0Vm2BpG8Bu5OGFtfzV2BBYD/g3IgYk583F6lhZp3a5xERi5DqEu9R74UkzQSsBfyrh/HOqHOAY4DHO03w1RM7AYdHxMjK/t6R9PnNWmf9rYDvkHpCmtk0OFd3qx1y9SzAEZLmqSz7LNCrUkOSvkDK277R149cIqNN5JlJdwc2I+33YaRhHwdGxDhJCwOHAyuQ7r6PBX4REZf38PXnA54HzoyInSrLVwNuJNXzGdXpOTcBn4+I2SRdwocnXMuRaqBNAt6MiNWn8b6rkZJlVBbPDjwKbBkRr0s6mJSsX+z09GsiYu/8OksDh5HqCU0B3gL2i4hbKrEeB8wK7BMR1fps5KEzTwFLVGZiPZrUi2GJiHih03aPBN4GBpH2xQURcWj1vWpDUDq9z5TKZ1O1XkQ8M43P6WDgIGDrSt048gnwK8BNEbFOZRbWZfL//x34ZlRm4pV0HPBaRBzc1fuZWdecj52P6UE+rixfl9SzZZOIuKiy/EhgFeCrtSGVkn6QP7sv1ibFMbOP2Bk4ALhN0kRgOGnSoIMiYnzOZb8G9pU0GXifNNHUdV29oKRhwDZUJlECiIj/SLqA1DPu+Mry2/Nv/oo8RLtPN7DyPm9J2otUX/TCvLheXc/nIuK7EfGEpHWAwyUdRZpgaTSwbkQ83MV7TJZ0EmmYdHVDRgGPRsSNnZ5yGPCopGXy37W6nlNIef0G0jGw5hxJZ1b+Pr4yPLpzXU+AfSPi6nqx1nFujud7XTxerwbzRNK+Xh74bqfHzgb2JzVIdRARr0oaRf82Upm1Eufq9s7VPyeVArktn3MPAe4ijR7piU9W8vdk0rn+ZpEm+7N+MmjKFE/k3Q4k/YE0jGvbiHg7J8rzgHdJMx/fTTohOjcipkhaDrgO2HxaSbry+nsBnyMNW/hErRdATvznAzMDi0TEB3n5SOB2YI6ImK3Ta00BPtaTOj3VBtHKsiGk4Sz/joh98sX8fF3VMFI6UtwIbBV5JlZJa+TX+EpEPFJp0LiSVIT/exFxa+U19gE+GxGb5b9nJjXwXEc6EOxdWfcmKg0W+a7ho8CGEXFrDxo0evTZdHrewaSeE09GxNcry7cgHZjv7qKB+RpSralla+/pBmazGeN87HxMD/JxZflfSb11loyIlSvLh+bP6p6I2EPSssC1wNcj4t/TE5OZmZmZmdmMcA/mNiBpcdJsmQtFnok1It6XtCPwFdLdwVsi4pzacyLigdwT6s0evP5g0lCTnYHZSEXjj6is8gbwJLAeH9b62SL/f1/MwtrZHKTZWG/tbsVsb+CMWmMGQETcIGlTYEx1xYgYK+l00l3PWwGUhuVsS5ogpGYT0jb/BvibpENrjTl11GpL9XaSkp66BlhP0iKVHnyjSL03Pt3Fc54g1cA6A1i3n+Mza3nOx91yPq7kY6WJTVYj9bL+t6SVI+IOgNyTZmPgXkn3kW5K7OTGZbP+I+lmPswTna0aEe/243vPDtzcxcPvRsSq/fXeJck3Ki/q4uGIiI0HMh4zG3jO1c3Pubo1uYG5PawIPFJrzKiJiP8Cl0rakjSsmU6P/7OHr/8tUo2c60mJ/BhJR0XExMo6Z5Mu+msNGhuTGjX6okGjNvxhJlJDxgukZHVsZZ16Q0z2yo0YnyfVPeogIj7ymWQnAvdL2j0i3gPWBN6JiNsq6+xMGoZ+t6SXSQ0HJ1Yerw0xmYk0DPxC4PGebe5Hhpg8HRHr9+B5E0gTkGwO/ErSYqT99TBdNzBDKvJ/r6RdIuK4aaxnZt1zPnY+hp7n4x2BqyJidB4yuSdpfwGpRmHu+Xwt8JuIuKyHcZtZLzSyYSA3iCzfqPcvRUQE/pzM2ppzdfNzrm5NbmBuD5OZ9oSO3T3enZ2A83JvqitIRfc3BC6orPMX4ESl2phLAo+RetL1hScjYnkASVsBvwAujlyTMruoqyHZTOf2R8TTkm4h1f85ndRDcGrDq6QVSHVLa9t/FrC7pJMiolaT5n8rQ7I/BlxF6rn3yx6EsPr0DsmuODvH/CtSD7+zu3tC7l25Kakh5aZevq+ZJc7Hzsc108zHkoaTSmnU6gSeBdwqadGIeL6y6prAy8A3JI2IPGmLmZmZmZnZQJmRi1grx53A0nm4xlSSFpZ0FXAHsHLnJ0naQdJPpvXCuXbn2sAmkp4hTe40lNTLaqqIGE+qobkJqffYmb3clmmKNGHSFcDFuT5lT3S1/QdK2ryL55wAbJMbI1blw56AkCawmgjckz+T3YClSPVQ68X8an7+V3sYb69FxF3AEEnLk3rBnd/NU2rPu5dU6P8CUv1WM+sd5+Npcz7+0EakWt3H5dj/SJpYZdfaCpI2AjYlTQj5Gh17ZpuZmZmZmQ0INzC3gYh4iTSB1OmS5gDI/z2BNHHQycBqkjbP9SuRtCJwKPBQNy+/A6le6MIRsXhELE4aAr6CpC93Wvds0qzKX6V/Z1DeC1iU1LDQE0cC20laq7ZA0reA3YGuZhn9K7AgsB9pIq4x+XlzkRpt1ql9HhGxCKmu5h71XkjSTMBawL96GO+MOgc4Bni8NvlXDx0F/Bf4Yb9EZdYGnI+75Xz8oZ2AwyNiZGV/7kj6fGaV9FnS92WjXGJlM+CbkrYboNjNzMzMzMwAl8hoJzsDBwC3SZoIDAcuAw6KiPGSViPNXr+vpMnA+8A2EXFdVy8oaRiwDR8O3wUgIv4j6QJSr7njK8tvlzQrcEUevt2nG1h5n7ck7UWqPXphXlyv5udzEfHdiHhC0jrA4ZKOAoYAo4F1I+LhLt5jsqSTSEOoqxsyCng0Im7s9JTDgEclLZP/rtX8nALMCtwAHF5Z/xxJZ1b+Pj4ianVJO9f8BNg3Iq6uF2sd5+Z4vtfD9QGIiCm51ueD0/M8M/sI52Pn45q6+VjScqS6dN/ttP7ZpMn89iCVzzgoIm6HVMc7lzO6UtLdEXFfD2MwMzMzMzObIYOmTJnS/VpmZmZmZmZmZmZmZp24B7N1S9LNpNnt61k1z5TaX+89O3BzFw+/28gZYpuJUvfDi7p4OCJi44GMx8z6h/Nx83M+NjMzMzOzduMezGZmZmZmZmZmZmbWK57kz8zMzMzMzMzMzMx6xQ3MZmZmZmZmZmZmZtYrbmA2MzMzMzMzMzMzs15xA7OZmZmZmZmZmZmZ9YobmM3MzMzMzMzMzMysV9zAbGZmZmZmZmZmZma94gZmMzMzMzMzMzMzM+sVNzCbmZmZmZmZmZmZWa+4gdnMzMzMzMzMzMzMesUNzGZmZmZmZmZmZmbWK25gNjMzMzMzMzMzM7NecQOzmZmZmZnZ/7N39zF2Vveh77+DByZuC3YRHnko2FdA/MPNNDhnyEsLOCShOeKQQxIlAcW+QHoSUEReiBTyclUcXkSb29uKBlDcIAMxkinklYgTjHQuVAI3UXrKTkI6OPwScThjDEZG+DouYA9+4f6x15g9W9t0zzOe2bO3vx9ppP38nrWe/VsWelj67fWsR5IkSZVYYJYkSZIkSZIkVdLf6QRmWq1WGwDeDmwD9nc4HUm9ZR4wBPzryMjIeKeT6QbekyXNIO/JU+Q9WdIM8p5cgfdlSTNoRu/LPV9gpn5z3tTpJCT1tHOAf+50El3Ce7KkmeY9uX3ekyXNNO/JU+N9WdJMm5H78pFQYN4GsGzZMo455phKFxgdHWV4ePiwJnU4md/0mN/0HMn5vfrqq/zmN7+Bcp9RWyrdk+f6f2cTuiVPMNeZ0C15QvfkOpU8vSdXUnme3C3/DVXVy+Pr5bFBb4+vm8bmPbmynp4rg7nOpG7Kt5tyhe7K91C5zvR9+UgoMO8HOOaYYxgYGKh8ken0nQ3mNz3mNz3m5+NrU1D5njzX/zub0C15grnOhG7JE7on1wp5ek9u37Tmyd3y31BVvTy+Xh4b9Pb4unBs3pOnpufnymCuM6mb8u2mXKG78v0Pcp2R+7Iv+ZMkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVdLf6QTUu/79lVfZvWcf/fMXsn3HKwDMf1M/x/7eMR3OTFK3edPvv34fmeD9RJI6499feXXS/A68J0tSJzlXltRpFpg1Y3bv2cfPcztjW7ay9HfzAPhPMej/5CRN2b4D8PPcPinm/USSOmP3nn387N9en9+B92RJ3SMi/g44ITM/ERErgNuB44BHgU9n5r6m9guBu4FTgBeAizLz+Yg4BrgDOBPYDazKzCcjog/4W+ADwAHg8sz8yUyOybmypE5ziwxJkiRJktTzIuJ9wGUNoQ3AZzNzGdAHXN6i243ApsxcDqwDbi7xzwMvl/gXgPUl/hFgOfDHwIeA9RHh4j5JPc2bnCRJkiRJ6mkRcTzwV8BfA2dExFJgfmb+rDRZD1wP/ENT1wuAleXzPcA3I+LoEv8aQGY+GhGLImJJid+bmQeA30TEFuDPqK+Qbsvo6OiUxtY/fyFjW8YmxYYW7OeZp3dO6TqzpVardTqFtnVTrtBd+XZTrtBd+XYiVwvMkiRJkiSp190G/CVwcjk+EdjWcH4bcFKLfgfbZea+iNgFLHqD/u1e95CGh4cZGBhou/3jm59i6ZKlk2JDiwcZPP7UqXztrKjVaoyMjHQ6jbZ0U67QXfl2U67QXfkeKtfx8fEp/3g1FW6RIUmSJEmSelZEfAp4JjMfbggfBbzWcNxHfc/kZn0tjg+8Qf92rytJPcMVzJIkSZIkqZddDAxFxC+B44E/oF4EHmposxh4rkXfZ8u5rWUv5WOBF4Gtpf9TTf0n4v/RdSWpZ7iCWZIkSZIk9azM/PPMHM7MFdT3Tb4/M/8C2BMRZ5VmlwAPtui+Ebi0fL6Y+gv/9jbGI+JsYE9mbinx1RExLyJOA5YB/zpTY5OkucAVzJIkSZIk6Ui0GlgXEccBPwduAYiIG4DnMvNbwBpgfUQ8AewsfQBuBW4r8XHqBWqA7wPvBH5Vjj+ZmbtnYzCS1CkWmCVJkiRJ0hEhM9cD68vnx4F3tGj2I+BPS5sdwIUtrrMHuKxF/DXg6vInSUcEt8iQJEmSJEl63RDwj51OQpK6hSuYJUmSJEmSisx8oNM5SFI3cQWzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxJf8SVKPiIgbgI8CrwF3ZOZNEfFt4Gzg5dLs+sy8r6nfCuB24DjgUeDTmbkvIpYAG4BBIIHVmflSRCwE7gZOAV4ALsrM52d+hJIkSZIkaa5xBbMk9YCIeDfwXuCtwJnA5yIiyueVmbmi/N3XovsG4LOZuQzoAy4v8bXA2sw8HXgMWFPiNwKbMnM5sA64eabGJUmSJEmS5jYLzJLUAzLzEeA9mbmP+orjfmA3sAS4MyJ+FRHXR8Sk+35ELAXmZ+bPSmg98LGIOBpYCXy/MV4+X0B9BTPAPcD5pb0kSZIkSTrCuEWGJPWIzNwbEdcDVwPfA44G/gm4Evgd8GPgk9RXHU84EdjWcLwNOAk4AdhVCtaN8Ul9ylYau4BFwHPt5jo6OjqlsfXPX8jYlrFJsaEF+3nm6Z1Tus5sqNVqnU6hbeZ6+HVLntA9uXZLnpIkSdKRygKzJPWQzLw2Iv4G+O/A+zLzwxPnIuJW4FImF5iPor5n84Q+4ECLOCU+0aZRX8O5tgwPDzMwMNB2+8c3P8XSJUsnxYYWDzJ4/KlT+doZV6vVGBkZ6XQabTHXw69b8oTuyXUqeY6Pj0/5xytJkiRJ0+cWGZLUAyLi9PKyPjLzFeCHwMUR8ZGGZn3A3qauW4GhhuPF1FcibwcWRMS8Eh/i9RXKz5Z2REQ/cCzw4uEbjSRJkiRJ6hYWmCWpN5wCrIuIgYg4Bvgg8AjwjYj4w7JH8hXApJf8ZeYYsCciziqhS4AHM3MvsAm4uMQvBR4snzeWY8r5TaW9JEmSJEk6wlhglqQekJkbgQeAXwA14KeZeQPwdeAnwGbgl5l5D0BEbIyIM0v31cDfR8STwB8At5T4lcAVEbEZOAe4psTXAO+KiCdKm8/M9PgkSZIkSdLc5B7MktQjMvM64Lqm2FpgbYvmDwG7S5vHgXe0uN4YcG6L+A7gwunmK0mSJEmSup8rmCXpyLSd+qpmSZIkSZKkylzBLElHoMzc0OkcJEmSJElS93MFsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqqS/0wlIkiRJkiTNpIi4Afgo8BpwR2beFBHfBs4GXi7Nrs/M+5r6rQBuB44DHgU+nZn7ImIJsAEYBBJYnZkvRcRC4G7gFOAF4KLMfH7mRyhJneMKZkmSJEmS1LMi4t3Ae4G3AmcCn4uIKJ9XZuaK8ndfi+4bgM9m5jKgD7i8xNcCazPzdOAxYE2J3whsyszlwDrg5pkalyTNFa5gliRJkiRJPSszH4mI95SVx39EvRayG1gC3Fli91FfwXxgol9ELAXmZ+bPSmg9cH1E3A6sBD7UEH8E+ApwQTkHcA/wzYg4OjP3tpvv6OjolMbXP38hY1vGJsWGFuznmad3Tuk6s6VWq3U6hbZ1U67QXfl2U67QXfl2ItdpFZgj4v8E/q9y+GBmXn2ox0ea+rV8ZCQijgHuoP4r4m5gVWY+GRF9wN8CHwAOAJdn5k+mk7skSZI00yLi74ATMvMTzpMlqXMyc29EXA9cDXwPOBr4J+BK4HfAj4FPUl91POFEYFvD8TbgJOAEYFfDPXwiPqlPKWjvAhYBz7Wb6/DwMAMDA22P7fHNT7F0ydJJsaHFgwwef2rb15gttVqNkZGRTqfRlm7KFbor327KFbor30PlOj4+PuUfr6ai8hYZEfF7wC3Au4EzgHMi4jwO/fhIo0M9MvJ54OUS/wL1XwEBPgIsB/6Y+i+E6yPC1deSJEmasyLifcBlDSHnyZLUQZl5LfVi78nA+zLzw5m5LTNfAW4F/ktTl6Oo79k8oY/6j3nNcUp8ok2jvoZzktSTpjP5nEf9pvr71DfEPxrYS4vHR4B/aOrb8pGREv8aQGY+GhGLysb5FwD3lkdVfhMRW4A/o77yoy3TrdLP9aXwczG/+mM6WwEOPq4zVx/TmYv/fo3Mb3rmen6SpN4TEccDfwX8NXDGoR6zpgvnyf3zFwJMehx7rs7xpqOX5w+9PDbo7fH18thmUkScDrwpM3+Zma9ExA+BiyPixcz8QWnWR72m0WgrMNRwvJj6SuTtwIKImJeZ+0ubiRXKz5Z2W8sPfscCL87IwCRpjqhcYM7Mf4+INcCTwCvU9xt6ldaPjzQ71CMjh3r85FDxtk31EZNGc30p/FzNb/uOV1j6u3mMbRk7+LjOXHxMZ67++00wv+mZyfxm+hETSVJXuw34S+qr5KD9+eycnydv3/EK/NvWSY9jz8U53nTM9fnNdPTy2KC3x9dNY5uD8+RTqO+dfDb1lccfpF7D+EZE/BPwEnAFcFdjp8wci4g9EXFW2X7oEurbg+6NiE3AxcA/ApcCD5ZuG8vxX5fzm6ay/7IkdaPpbJHxVuC/AUupT2z3A++n9eMjzQ71yEi7j5/4iIkkSZLmpIj4FPBMZj7cEG53Pus8WZIOs8zcCDwA/AKoAT/NzBuArwM/ATYDv8zMewAiYmNEnFm6rwb+PiKeBP6A+lahUN+7+YqI2AycA1xT4muAd0XEE6XNZ2Z6fJLUadPZIuM/Aw9n5naAiFhPfbP8Vo+PNDvUIyMTj5881dT/UI+lSJIkSXPNxcBQRPwSOJ56QeI1nCdLUsdk5nXAdU2xtcDaFs0fov5CVTLzceAdLa43BpzbIr4DuHC6+UpSN6m8ghl4HDgvIn6/vL36v1J/xGRPRJxV2lzC64+JNJp4ZAQmPzJyMF4eXdmTmVtKfHVEzIuI04BlwL9OI3dJkiRpRmTmn2fmcGauoL5v8v2Z+Rc4T5akbrGd+qpmSVIbprMH8/+IiLdRf7xkL/A/gf8buA9YFxHHAT+nPD4SETcAz2Xmt6g/MrK+PDKyk/ojJ1B/a+ttJT5OfeIN8H3gncCvyvEnM3N31dwlSZKkDliN82RJmvMyc0Onc5CkbjKdLTLIzL8B/qYp3PLxEeBHwJ+Wfi0fGcnMPcBlLeKvUd9+4+rp5CtJkiTNpsxcD6wvn50nS5IkqedMZ4uMqRqi/nZVSZIkSa9znixJkqSuNa0VzFORmQ/M1ndJkiRJ3cJ5siRJkrrZbK5gliRJkiRJkiT1EAvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRK+judgCTp8IiIG4CPAq8Bd2TmTRFxHnATMB/4TmZe06LfEmADMAgksDozX4qIhcDdwCnAC8BFmfl8RBwD3AGcCewGVmXmkzM/QkmSJEmSNNe4glmSekBEvBt4L/BW6oXfz0XEGcCdwAeB5cDbI+L8Ft3XAmsz83TgMWBNid8IbMrM5cA64OYS/zzwcol/AVg/I4OSJEmSJElzniuYJakHZOYjEfGezNwXEX9E/f6+EPhtZj4NEBEbgI8BD070i4ijgZXAh0poPfAI8BXggnIO4B7gm6X9BcDXyvc+GhGLImJJZm5pN9/R0dEpja9//kLGtoxNig0t2M8zT++c0nVmQ61W63QKbTPXw69b8oTuybVb8pQkSZKOVBaYJalHZObeiLgeuBr4HnAisK2hyTbgpKZuJwC7MnNfizYH+5fC9S5g0Rtct+0C8/DwMAMDA+025/HNT7F0ydJJsaHFgwwef2rb15gNtVqNkZGRTqfRFnM9/LolT+ieXKeS5/j4+JR/vJIkSZI0fW6RIUk9JDOvpV4EPhlYRn0/5gl9wIGmLkc1taGhTV9TfKJ/c59W15UkSZIkSUcAC8yS1AMi4vSIWAGQma8APwTOBYYami0Gnmvquh1YEBHzyvFQQ5tnSx8ioh84FngR2NrGdSVJkiRJ0hHAArMk9YZTgHURMRARx1B/sd9tQETEaaWAvIqG/Zehvq0GsAm4uIQubWizsRxTzm8q7Q/GI+JsYM9U9l+WJEmSJEm9wwKzJPWAzNwIPAD8AqgBP83Me4FPAD8ANgNPAt8HiIjbI+LC0v1K4IqI2AycA1xT4muAd0XEE6XNZ0r8VmCgxG8BLpnZ0UmSJEmSpLnKl/xJUo/IzOuA65piDwNntGi+Edhf2oxR306j+Xo7gAtbxPcAl003X0mSJEmS1P1cwSxJR6Z+4KFOJyFJkiRJkrqbK5gl6QiUmd/tdA6SJEmSJKn7uYJZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlfR3OgFJkiRJkqSZFBE3AB8FXgPuyMybIuI84CZgPvCdzLymRb8lwAZgEEhgdWa+FBELgbuBU4AXgIsy8/mIOAa4AzgT2A2syswnZ36EktQ5rmCWJEmSJEk9KyLeDbwXeCv1wu/nIuIM4E7gg8By4O0RcX6L7muBtZl5OvAYsKbEbwQ2ZeZyYB1wc4l/Hni5xL8ArJ+RQUnSHOIKZkmSJEmS1LMy85GIeE9m7ouIP6JeC1kI/DYznwaIiA3Ax4AHJ/pFxNHASuBDJbQeeAT4CnBBOQdwD/DN0v4C4Gvlex+NiEURsSQzt7Sb7+jo6JTG1z9/IWNbxibFhhbs55mnd07pOrOlVqt1OoW2dVOu0F35dlOu0F35diJXC8ySJEmSJKmnZebeiLgeuBr4HnAisK2hyTbgpKZuJwC7MnNfizYH+5fC9S5g0Rtct+0C8/DwMAMDA+025/HNT7F0ydJJsaHFgwwef2rb15gttVqNkZGRTqfRlm7KFbor327KFbor30PlOj4+PuUfr6bCLTIkSZIkSVLPy8xrqReBTwaWUd+PeUIfcKCpy1FNbWho09cUn+jf3KfVdSWpp1hgliRJkiRJPSsiTo+IFQCZ+QrwQ+BcYKih2WLguaau24EFETGvHA81tHm29CEi+oFjgReBrW1cV5J6igVmSZIkSZLUy04B1kXEQEQcQ/3FfrcBERGnlQLyKhr2X4b6thrAJuDiErq0oc3Gckw5v6m0PxiPiLOBPVPZf1mSupEFZkmSJEmS1LMycyPwAPALoAb8NDPvBT4B/ADYDDwJfB8gIm6PiAtL9yuBKyJiM3AOcE2JrwHeFRFPlDafKfFbgYESvwW4ZGZHJ0md50v+JEmSJElST8vM64DrmmIPA2e0aL4R2F/IPO5SAAAgAElEQVTajFHfTqP5ejuAC1vE9wCXTTdfSeomrmCWJEmSJEl6XT/wUKeTkKRu4QpmSZIkSZKkIjO/2+kcJKmbuIJZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiX9nU5AknR4RMS1wEXl8IHM/HJEfBs4G3i5xK/PzPua+q0AbgeOAx4FPp2Z+yJiCbABGAQSWJ2ZL0XEQuBu4BTgBeCizHx+hocnSZIkSZLmIFcwS1IPiIjzgPcDbwNWACMR8WHgTGBlZq4of/e16L4B+GxmLgP6gMtLfC2wNjNPBx4D1pT4jcCmzFwOrANunqlxSZIkSZKkuc0VzJLUG7YBX8zMVwEi4tfAkvJ3Z0T8EXAf9RXMByY6RcRSYH5m/qyE1gPXR8TtwErgQw3xR4CvABeUcwD3AN+MiKMzc2+7yY6Ojk5pcP3zFzK2ZWxSbGjBfp55eueUrjMbarVap1Nom7keft2SJ3RPrt2SpyRJknSkssAsST0gM5+Y+BwRb6a+VcY5wLnAlcDvgB8Dn6S+6njCidSL0xO2AScBJwC7MnNfU3xSn7KVxi5gEfBcu/kODw8zMDDQbnMe3/wUS5csnRQbWjzI4PGntn2N2VCr1RgZGel0Gm0x18OvW/KE7sl1KnmOj49P+ccrSZIkSdNngVmSekhEvAV4APhSZibw4YZztwKXMrnAfBTwWsNxH3CgRZwSn2jTqK/hnCRJkiRJOoK4B7Mk9YiIOAt4GPhqZt4VEX8SER9paNIHNG9jsRUYajheTH0l8nZgQUTMK/EhXl+h/GxpR0T0A8cCLx7OsUiSJEmSpO5ggVmSekBEnAz8CFiVmfeWcB/wjYj4w4g4GriC+j7MB2XmGLCnFKcBLgEeLPspbwIuLvFLgQfL543lmHJ+01T2X5YkSZIkSb3DLTIkqTdcDbwJuCkiJmLfAr4O/AQ4GvhBZt4DEBEbga9l5mPAamBdRBwH/By4pfS/ErgrIq4BtgAfL/E1wPqIeALYWfpLkiRJkqQjkAVmSeoBmXkVcNUhTq9tEXsI2F36Pg68o8U1x6i/JLA5vgO4sGqukiRJkiSpd7hFhiQdmbYDmzudhCRJkiRJ6m6uYJakI1Bmbuh0DpIkSZIkqfu5glmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVTGsP5oj4r8C1wO8D/yMzr4qI84CbgPnAdzLzmhb9lgAbgEEggdWZ+VJELATuBk4BXgAuysznI+IY4A7gTGA3sCozn5xO7pIkSdJMiogbgI8CrwF3ZOZNzpUlSZLUayqvYI6IU4BvAR8C3gr8p4g4H7gT+CCwHHh7iTVbC6zNzNOBx4A1JX4jsCkzlwPrgJtL/PPAyyX+BWB91bwlSZKkmRYR7wbeS32efCbwuYg4A+fKkiRJ6jHT2SLjw9RXXWzNzL3AxcArwG8z8+nM3Ed95cXHGjtFxNHASuD7JbS+oc0F1FdlANwDnF/aH4xn5qPAorKyQ5IkSZpzMvMR4D1lTjxI/cnBhThXliRJUo+ZzhYZpwGvRsT9wBLgx8ATwLaGNtuAk5r6nQDsKpPq5jYnTvTPzH0RsQtY1Bhv6rOl3WRHR0fbbdpSrVabVv+ZNhfz65+/kLEtWwEY2zIGwNCC/Tzz9M5OptXSXPz3a2R+0zPX85Mk9abM3BsR1wNXA9/j0HPaRrM+V57qPLl//kLg9fkdzN053nT08vyhl8cGvT2+Xh6bJKl7TafA3E99dcW5wEvA/dT3fHutoU0fcKCp31FNbWho09cUn+jf3KfVdd/Q8PAwAwMDU+lyUK1WY2RkpFLf2TBX89u+4xWW/m4eY1vGWLpkKQBDiwcZPP7UDmc22Vz995tgftMzk/mNj49P+8crSVJvy8xrI+JvgP8OLGMOzpWnOk/evuMV+LetB+d3MDfneNMx1+c309HLY4PeHl83jc15siQdWaazRcbzwEOZ+UJm7gbuA84DhhraLAaea+q3HVgQEfPK8VBDm2dLHyKiHzgWeBHY2sZ1JUmSpDkhIk6PiBUAmfkK8EPqCzOcK0uSJKmnTKfA/GPgP0fEwjIBPp/6XnEREaeV2CrgwcZOZb/mTdT3bAa4tKHNxnJMOb+ptD8Yj4izgT2Z2fb2GJIkSdIsOwVYFxEDEXEM9Rf73YZzZUmSJPWYygXmzPwX4P8B/hnYDIwB/wB8AvhBiT1JeUFJRNweEReW7lcCV0TEZuAc4JoSXwO8KyKeKG0+U+K3AgMlfgtwSdW8JUmSpJmWmRuBB4BfADXgp5l5L86VJUmS1GOmswczmXkncGdT+GHgjBbNNwL7S78x6o8INl9vB3Bhi/ge4LLp5CpJkiTNpsy8DriuKeZcWZIkST1lOltkTFU/8NAsfp8kSZLULZwrS5IkqStNawXzVGTmd2fruyRJkqRu4lxZkmZWRFwLXFQOH8jML0fEt4GzgZdL/PrMvK+p3wrgduA44FHg05m5LyKWABuAQSCB1Zn5UkQsBO6mvhf/C8BFmfn8DA9PkjpqNlcwS5IkSZIkzaqIOA94P/A2YAUwEhEfBs4EVmbmivJ3X4vuG4DPZuYyoA+4vMTXAmsz83TgMer75APcSP0lrMuBdcDNMzUuSZorLDBLkiRJkqRetg34Yma+mpl7gV8DS8rfnRHxq4i4PiIm1UgiYikwPzN/VkLrgY9FxNHASsqLWifi5fMF1FcwA9wDnF/aS1LPmrUtMiRJkiRJkmZbZj4x8Tki3kx9q4xzqL9Q9Urgd8CPgU9SX3U84UTqxekJ24CTgBOAXZm5ryk+qU/ZSmMXsAh4rt18R0dH220KQP/8hYxtGZsUG1qwn2ee3jml68yWWq3W6RTa1k25Qnfl2025Qnfl24lcLTBLkiRJkqSeFxFvAR4AvpSZCXy44dytwKVMLjAfBbzWcNwHHGgRp8Qn2jTqazjXluHhYQYGBtpu//jmp1i6ZOmk2NDiQQaPP3UqXzsrarUaIyMjnU6jLd2UK3RXvt2UK3RXvofKdXx8fMo/Xk2FW2RIkiRJkqSeFhFnAQ8DX83MuyLiTyLiIw1N+oC9Td22AkMNx4upr0TeDiyIiHklPsTrK5SfLe2IiH7gWODFwzkWSZprLDBLkiRJkqSeFREnAz8CVmXmvSXcB3wjIv6w7JF8BTDpJX+ZOQbsKcVpgEuAB8s+zpuAi0v8UuDB8nljOaac31TaS1LPcosMSZIkSZLUy64G3gTcFBETsW8BXwd+AhwN/CAz7wGIiI3A1zLzMWA1sC4ijgN+DtxS+l8J3BUR1wBbgI+X+BpgfUQ8Aews/SWpp1lgliRJkiRJPSszrwKuOsTptS1iDwG7S9/HgXe0uOYY9ZcENsd3ABdWzVWSupFbZEiSJEmSJL1uO7C500lIUrdwBbMkSZIkSVKRmRs6nYMkdRNXMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKmS/k4nIEk6PCLiWuCicvhAZn45Is4DbgLmA9/JzGta9FsCbAAGgQRWZ+ZLEbEQuBs4BXgBuCgzn4+IY4A7gDOB3cCqzHxyhocnSZIkSZLmIFcwS1IPKIXk9wNvA1YAIxHxceBO4IPAcuDtEXF+i+5rgbWZeTrwGLCmxG8ENmXmcmAdcHOJfx54ucS/AKyfkUFJkiRJkqQ5zwKzJPWGbcAXM/PVzNwL/BpYBvw2M5/OzH3UVyl/rLFTRBwNrAS+X0LrG9pcQH0FM8A9wPml/cF4Zj4KLCqroCVJkiRJ0hHGLTIkqQdk5hMTnyPizdS3yriVeuF5wjbgpKauJwC7SgG6uc2JE/0zc19E7AIWNcab+mxpN9/R0dF2mwLQP38hY1vGJsWGFuznmad3Tuk6s6FWq3U6hbaZ6+HXLXlC9+TaLXlKkiRJRyoLzJLUQyLiLcADwJeAfdRXMU/oAw40dTkKeK0pNtGmryk+0b+5T6vrvqHh4WEGBgbabv/45qdYumTppNjQ4kEGjz91Kl8742q1GiMjI51Ooy3mevh1S57QPblOJc/x8fEp/3glSZIkafrcIkOSekREnAU8DHw1M+8CtgJDDU0WA881ddsOLIiIeeV4qKHNs6UPEdEPHAu82OZ1JUmSJEnSEcACsyT1gIg4GfgRsCoz7y3hf6mfitNKAXkV8GBjv7Jf8ybg4hK6tKHNxnJMOb+ptD8Yj4izgT2Z2fb2GJIkSZIkqXe4RYYk9YargTcBN0XEROxbwCeAH5RzGykv84uI24H7M/N+4Ergroi4hvo+yh8v/dcA6yPiCWAnsLrEbwVuK/Fx4JIZHZkkSZIkSZqzLDBLUg/IzKuAqw5x+owWsY3A/tJ3DDi3xTV3ABe2iO8BLquaqyRJkiRJ6h1ukSFJR6Z+4KFOJyFJkiRJkrqbK5gl6QiUmd/tdA6SJEmSJKn7uYJZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklRJf6cTkCRJkiRJmkkRcS1wUTl8IDO/HBHnATcB84HvZOY1LfotATYAg0ACqzPzpYhYCNwNnAK8AFyUmc9HxDHAHcCZwG5gVWY+OcPDk6SOcgWzJEmSJEnqWaWQ/H7gbcAKYCQiPg7cCXwQWA68PSLOb9F9LbA2M08HHgPWlPiNwKbMXA6sA24u8c8DL5f4F4D1MzIoSZpDLDBLkiRJkqRetg34Yma+mpl7gV8Dy4DfZubTmbmP+irljzV2ioijgZXA90tofUObC6ivYAa4Bzi/tD8Yz8xHgUVlFbQk9Sy3yJAkSZIkST0rM5+Y+BwRb6a+Vcat1AvPE7YBJzV1PQHYVQrQzW1OnOifmfsiYhewqDHe1GdLu/mOjo622xSA/vkLGdsyNik2tGA/zzy9c0rXmS21Wq3TKbStm3KF7sq3m3KF7sq3E7laYJYkSZIkST0vIt4CPAB8CdhHfRXzhD7gQFOXo4DXmmITbfqa4hP9m/u0uu4bGh4eZmBgoO32j29+iqVLlk6KDS0eZPD4U6fytbOiVqsxMjLS6TTa0k25Qnfl2025Qnfle6hcx8fHp/zj1VS4RYYkSZIkSeppEXEW8DDw1cy8C9gKDDU0WQw819RtO7AgIuaV46GGNs+WPkREP3As8GKb15WknmKBWZIkSZIk9ayIOBn4EbAqM+8t4X+pn4rTSgF5FfBgY7+yX/Mm4OISurShzcZyTDm/qbQ/GI+Is4E9mdn29hiS1I3cIkOSJEmSJPWyq4E3ATdFxETsW8AngB+UcxspL/OLiNuB+zPzfuBK4K6IuIb6PsofL/3XAOsj4glgJ7C6xG8FbivxceCSGR2ZJM0BFpglSZIkSVLPysyrgKsOcfqMFrGNwP7Sdww4t8U1dwAXtojvAS6rmqskdSO3yJAkSZIkSXpdP/BQp5OQpG7hCmZJkiRJkqQiM7/b6RwkqZu4glmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFVigVmSJEmSJEmSVIkFZkmSJEmSJElSJRaYJUmSJEmSJEmVWGCWJEmSJEmSJFXSP90LRMTfASdk5iciYgVwO3Ac8Cjw6czc19R+IXA3cArwAnBRZj4fEccAdwBnAruBVZn5ZET0AX8LfAA4AFyemT+Zbt6SJEnSTImIa4GLyuEDmfnliDgPuAmYD3wnM69p0W8JsAEYBBJYnZkvTXUOPcPDkyRJkg6a1grmiHgfcFlDaAPw2cxcBvQBl7fodiOwKTOXA+uAm0v888DLJf4FYH2JfwRYDvwx8CFgfURMuzAuSZIkzYRSSH4/8DZgBTASER8H7gQ+SH1u+/aIOL9F97XA2sw8HXgMWFPiU51DS5IkSbOicqE2Io4H/gr4a+CMiFgKzM/Mn5Um64HrgX9o6noBsLJ8vgf4ZkQcXeJfA8jMRyNiUVnBcQFwb2YeAH4TEVuAP6O+Qrpto6OjUxzhZLVabVr9Z9pczK9//kLGtmwFYGzLGABDC/bzzNM7O5lWS3Px36+R+U3PXM9PktRztgFfzMxXASLi18Ay4LeZ+XSJbQA+Bjw40anMiVdSX1QB9fn0I8BXmOIcOjO3tJvsVOfJ/fMXAq/P72DuzvGmo5fnD708Nujt8fXy2CRJ3Ws6K4FvA/4SOLkcn0h9Mj1hG3BSi34H22XmvojYBSx6g/7tXvcNDQ8PMzAwMNVuQP1/4iMjI5X6zoa5mt/2Ha+w9HfzGNsyxtIlSwEYWjzI4PGndjizyebqv98E85uemcxvfHx82j9eSZJ6T2Y+MfE5It5MfauMW/mP57QnALsatphrbDPVOXTbBeapzpO373gF/m3rwfkdzM053nTM9fnNdPTy2KC3x9dNY3OeLElHlkpbZETEp4BnMvPhpmu91nDcR33P5GZ9LY4PvEH/dq8rSZIkzRkR8Rbg/wW+BPwv/uM5bfO8l4Y2U51DS5IkSbOi6h7MFwPvj4hfAjcAFwKfAoYa2iwGnmvR99lyjrKX8rHAi8DWQ/Q/VFySJEmakyLiLOBh4KuZeRftzWm3AwsiYl45HmpoM9U5tCRJkjQrKhWYM/PPM3M4M1dQ3/Pt/sz8C2BPmUwDXELDnnINNgKXls8XU39Zyd7GeEScDewpe8dtBFZHxLyIOI36/nX/WiVvSZIkaaZFxMnAj4BVmXlvCf9L/VScVgrIq2iaK5c58Sbqc2Soz40n2kx1Di1JkiTNiunswdzKamBdRBwH/By4BSAibgCey8xvUX8T9vqIeALYWfpAfV+620p8nHqBGuD7wDuBX5XjT2bm7sOctyRJknS4XA28CbgpIiZi3wI+AfygnNtIfZ5LRNxOfcHG/cCVwF0RcQ31fZQ/XvpPdQ4tSZIkzYppF5gzcz31N1yTmY8D72jR7EfAn5Y2O6hvqdF8nT3AZS3ir1GfpF893VwlqdeVH/h+CnwgM/93RHwbOBt4uTS5PjPva+qzArgdOA54FPh0eYHUEmADMAgksDozX4qIhcDdwCnAC8BFmfn8LAxPkrpCZl4FXHWI02e0iG0E9pe+Y8C5La45pTm0JEmSNFuq7sE8VUPAP87Sd0nSESki3gn8M/WthCacCazMzBXl774WXTcAn83MZdRfDnV5ia8F1mbm6cBj1FfPAdxI/dHs5cA64ObDPxpJOqL0Aw91OglJkiSpilkpMGfmA5n5/83Gd0nSEexy4DOUlztFxO8BS4A7I+JXEXF9REy670fEUmB+Zv6shNYDH4uIo4GVlMe3J+Ll8wXUVzAD3AOcX9pLkirIzO9m5nin85AkSZKqONx7MEuSOiQzPwXQsN/nYuCfqO/n+Tvgx8Anqa86nnAisK3heBtwEnACsCsz9zXFJ/UpW2nsAhZRCtvtGB0dbbcpAP3zFzK2ZWxSbGjBfp55eueUrjMbarVap1Nom7keft2SJ3RPrt2SpyRJknSkssAsST0qM/8X8OGJ44i4FbiUyQXmo4DXGo77gAMt4pT4RJtGfQ3n2jI8PMzAwEDb7R/f/BRLlyydFBtaPMjg8adO5WtnXK1WY2RkpNNptMVcD79uyRO6J9ep5Dk+Pj7lH68kSZIkTd9s7cEsSZplEfEnEfGRhlAfsLep2Vbq++RPWEx9JfJ2YEFEzCvxIV5fofxsaUdE9APHAi8e3uwlSZIkSVI3sMAsSb2rD/hGRPxh2SP5CmDSS/4ycwzYExFnldAlwIOZuRfYBFxc4pcCD5bPG8sx5fym0l6SJEmSJB1hLDBLUo/KzF8BXwd+AmwGfpmZ9wBExMaIOLM0XQ38fUQ8CfwBcEuJXwlcERGbgXOAa0p8DfCuiHiitPnMbIxHkiRJkiTNPe7BLEk9JjP/j4bPa4G1LZo9BOwubR4H3tHiOmPAuS3iO4ALD0+2kiRJkiSpm7mCWZKOTNupr2qWJEmSJEmqzBXMknQEyswNnc5BkiRJkiR1P1cwS5IkSZIkSZIqscAsSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSnzJnyRJkiRJ6nkRcRzwU+ADmfm/I+LbwNnAy6XJ9Zl5X1OfFcDtwHHAo8CnM3NfRCwBNgCDQAKrM/OliFgI3A2cArwAXJSZz8/C8CSpY1zBLEmSJEmSelpEvBP4Z2BZQ/hMYGVmrih/97XougH4bGYuA/qAy0t8LbA2M08HHgPWlPiNwKbMXA6sA24+/KORpLnFArMkSZIkSep1lwOfAZ4D/n/27jxMrqpM/Pg3JBDCvkbiQhCVF2YYQSK4O46i/nBBUXEBBVREB0fcxnVAZcRxVwTBhUVQFMV9AVxAVBQ3ghsgrwoYiCBBkDVJJ+nk98e5FaqbDnQq3V11qr6f5+Ehdererrfq1n3r3veeew4RsRGwPXBqRPw+Io6OiBE1koiYC8zKzF80TacB+0fE+sDjga+0tzf/fjqlBzPAmcA+zfKS1LccIkOSJEmSJPW1zDwUICJaTdsBPwQOB24FvgO8nNLruOW+wPVtj68H7g9sA9yWmStGtY9YpxlK4zZgW5rC9nhceuml410UgBmztmDBNQtGtM3ZfJhrr75lrf7OVJk/f363Qxi3mmKFuuKtKVaoK95uxGqBWZIkSZIkDZTMvArYr/U4Io4HDmJkgXk9YFXb42nAyjHaadpby7Sb1vbcuOy6667MnDlz3Mv/7vIrmbv93BFtc7abzeytHrQ2Lzsl5s+fz7x587odxrjUFCvUFW9NsUJd8a4p1qGhobW+eLU2HCJDkiRJkiQNlIj4t4h4blvTNGD5qMUWAnPaHm9H6Ym8CNg8IqY37XO4q4fy35rliIgZwKbATRMbvST1FgvMkiRJkiRp0EwDjo2ILZsxkg8DRkzyl5kLgKUR8Zim6SXAuZm5HLgQeEHTfhBwbvPvc5rHNM9f2CwvSX3LArMkSZIkSRoomfl74L3Az4DLgd9m5pkAEXFORDy8WfRA4KMRcQWwCXBc0344cFhEXA48DjiyaT8KeGREXNYs8+qpeD+S1E2OwSxJkiRJkgZCZu7Q9u8TgRPHWOw8YEmzzO+Avcb4OwuAJ4zRfjOw78REK0l1sAezJEmSJEnSXRZRejVLksbBHsySJEmSJEmNzDyj2zFIUk3swSxJkiRJkiRJ6ogFZkmSJEmSJElSRywwS5IkSZIkSZI6YoFZkiRJkiRJktQRC8ySJEmSJEmSpI5YYJYkSZIkSZIkdcQCsyRJkiRJkiSpIxaYJUmSJEmSJEkdscAsSZIkSZIkSeqIBWZJkiRJkiRJUkcsMEuSJEmSJEmSOmKBWZIkSZIkSZLUEQvMkiRJkiRJkqSOWGCWJEmSJEmSJHXEArMkSZIkSZIkqSMWmCVJkiRJkiRJHbHALEmSJEmSJEnqiAVmSZIkSZIkSVJHLDBLkiRJkiRJkjpigVmSJEmSJEmS1BELzJIkSZIkSZKkjlhgliRJkiRJkiR1xAKzJEmSJEmSJKkjFpglSZIkSZIkSR2xwCxJkiRJkiRJ6ogFZkmSJEmSJElSRywwS5IkSZIkSZI6YoFZkiRJkiRJktQRC8ySJEmSJEmSpI7M6HYAkqSJExGbARcBz8jMv0bE3sBHgFnAlzLzyDHW2R44A5gNJHBgZt4REVsAnwd2BG4Enp+Zf4+IDYBTgIcDS4ADMvOKKXh7kiRJkiSpx9iDWZL6REQ8AvgpsFPzeBZwKvAsYBdgz4jYZ4xVTwROzMydgYuBo5r2Y4ALM3MX4CTgY037EcCdTfvrgNMm5Q1JkiRJkqSeZ4FZkvrHK4BXA9c1j/cC/pyZV2fmCkov5f3bV4iI9YHHA19pmk5rW+bplB7MAGcC+zTLr27PzJ8A2za9oCVJkiRJ0oBxiAxJ6hOZeShARLSa7gtc37bI9cD9R622DXBbU4Aevczq9TNzRUTcBmx7D3/3mvHGeumll453UQBmzNqCBdcsGNE2Z/Nhrr36lrX6O1Nh/vz53Q5h3Ix14tUSJ9QTay1xSpIkSYPKArMk9a/1gFVtj6cBK+9lGdqWmTaqvbX+eP7uPdp1112ZOXPmuJf/3eVXMnf7uSPa5mw3m9lbPWhtXna12xcvY8nSFSPaZm04g0032qCjv9cyf/585s2bt05/Y6oY68SrJU6oJ9a1iXNoaGitL15JkiRJWncWmCWpfy0E5rQ93o67hs9oWQRsHhHTM3O4Wb61zN+adRZGxAxgU+Cmtr975T383Z62ZOkKLslFI9r2iNnrXGCWJEmSJGnQOAazJPWvXwIREQ+OiOnAAcC57Qtk5nLgQuAFTdNBbcuc0zymef7CZvnV7RHxWGBpZo57eAxJkiRJktQ/LDBLUp/KzKXAIcBXgcuBK2gm84uIkyNi32bRw4HDIuJy4HHAkU37Uf+hquQAACAASURBVMAjI+KyZplXN+3HAzOb9uOAl0z+u5EkSZIkSb3IITIkqc9k5g5t/z4f2G2Mxc4BhptlFgBPGOPv3AzsO0b7UuDgiYlWkiRJkiTVzB7MkjSYZgDndTsISZIkSZJUN3swS9IAysyzuh2DJEmSNJUiYjPgIuAZmfnXiNgb+AgwC/hSZh45xjrbA2cAs4EEDszMOyJiC+DzwI7AjcDzM/PvEbEBcArwcGAJcEBmXjEFb0+SusYezJIkSZIkqa9FxCOAnwI7NY9nAacCzwJ2AfaMiH3GWPVE4MTM3Bm4mDJPCcAxlEmwdwFOAj7WtB8B3Nm0vw44bVLekCT1EHswS5K0BrcvXsaSpStGtM3acAabbrRBlyKSJElSh15BmbT6c83jvYA/Z+bVABFxBrA/cG5rhYhYH3g88Oym6TTgx8BbgKc3zwGcCZzQLP904B0AmfmTiNg2IrbPzGvGG+ill166Vm9sxqwtWHDNghFtczYf5tqrb1mrvzNV5s+f3+0Qxq2mWKGueGuKFeqKtxuxWmCWJGkNlixdwSW5aETbHjHbArMkSVJlMvNQgIhoNd0XuL5tkeuB+49abRvgtsxcMcYyq9fPzBURcRuw7T383XEXmHfddVdmzpw53sX53eVXMnf7uSPa5mw3m9lbPWjcf2OqzJ8/n3nz5nU7jHGpKVaoK96aYoW64l1TrENDQ2t98WptOESGJEmSJEkaNOsBq9oeTwNW3ssytC0zbVR7a/3x/F1J6isWmCVJkiRJ0qBZCMxpe7wdcN2oZRYBm0fE9ObxnLZl/tasQ0TMADYFbhrn35WkvmKBWZIkSZIkDZpfAhERD24KyAfQNv4yQGYuBy4EXtA0HdS2zDnNY5rnL2yWX90eEY8Flq7N+MuSVCMLzJIkSZIkaaBk5lLgEOCrwOXAFcBXACLi5IjYt1n0cOCwiLgceBxwZNN+FPDIiLisWebVTfvxwMym/TjgJZP/biSpu5zkT5IkSZIkDYTM3KHt3+cDu42x2DnAcLPMAuAJY/ydm4F9x2hfChw8MdFKUh3swSxJkiRJknSXGcB53Q5CkmphD2ZJkiRJkqRGZp7V7RgkqSb2YJYkSZIkSZIkdcQCsyRJkiRJkiSpI+s0REZEvBN4fvPw7Mx8c0TsDXwEmAV8KTOPHGO97YEzgNlAAgdm5h0RsQXweWBH4Ebg+Zn594jYADgFeDiwBDggM69Yl9glSZKkyRQRmwEXAc/IzL96nCxJkqR+1HEP5uYA+SnAw4DdgXkR8SLgVOBZwC7AnhGxzxirnwicmJk7AxcDRzXtxwAXZuYuwEnAx5r2I4A7m/bXAad1GrckSZI02SLiEcBPgZ2ax7PwOFmSNEVWDK9k0c2LR/x3++Jl3Q5LUp9alyEyrgfemJnLMnM58EfKAfSfM/PqzFxB6X2xf/tKEbE+8HjgK03TaW3LPJ3SMwPgTGCfZvnV7Zn5E2DbpneHJEmS1IteAbwauK55vBceJ0uSpsjQ8mEuyUUj/luydEW3w5LUpzoeIiMzL2v9OyIeQhkq43hK4bnleuD+o1bdBritObAevcx9W+tn5oqIuA3Ytr191DrXjDfeSy+9dLyLjmn+/PnrtP5k68X4ZszaggXXLARgwTULAJiz+TDXXn1LN8MaUy9+fu2Mb930enySpP6TmYcCRESraU3Hs+2qOE6eMWsL4K7jO+jdY7x10c/HD/383qC/318/vzdJUr3WaQxmgIj4V+Bs4E3ACprbABvTgJWjVlkPWDWqrbXMtFHtrfVHrzPW371Hu+66KzNnzlybVVabP38+8+bN62jdqdCr8S26eTFzb53OgmsWMHf7uQDM2W42s7d6UJcjG6lXP78W41s3kxnf0NDQOl+8kiQNjPEcz1ZxnLzo5sXwh4Wrj++gN4/x1kWvH9+si35+b9Df76+m9+Zxcm9qDZvRbtaGM9h0ow26FJGkfrEuQ2QQEY8BzgfempmnAwuBOW2LbMddtwW2LAI2j4jpzeM5bcv8rVmHiJgBbArcNM6/K0nS3dy+eNndxp8bWj7c7bAkDR6PkyVJXeWwGZImy7pM8vcA4BuUmaq/2DT/sjwVD24OjA8Azm1frxmv+ULgBU3TQW3LnNM8pnn+wmb51e0R8VhgaWaO+7Y/SdLgWrJ0xd0OpFcMr1XnPkmaCH19nOxkUpIkSYNrXYbI+G9gQ+AjbWPLfRI4BPhq89w5NJOURMTJwLcy81vA4cDpEXEkZXy4FzXrHwWcFhGXAbcABzbtxwOfatqHgJesQ9ySJEnSlMrMpRFxCH16nDy0fJjf/+UfI9r2iNnedi1JkjQA1mWSv9cCr13D07uN0XYOMNysuwB4whh/82Zg3zHalwIHdxqrJEmS1A2ZuUPbv8/H42RJkiT1mXWe5G8tX+vsKXw9SZIkqQYeJ0uSusKJ/yRNhCkrMGfmWVP1WpIkSVItPE6WJHWLQxxJmggdT/InSZIkSZIkSRpsFpglSZIkSZIkSR2xwCxJkiRJkiRJ6shUTvInSZIkSZKkHubEf5LWlgVmSZIkSZIkAU78J2ntWWCWJPWN2xcvY8nSFSPahpYPdykaSZIkSZL6nwVmSVLfWLJ0BZfkohFtMXfLLkUjSZIkSVL/c5I/SZIkSZIkSVJHLDBLkiRJkiRJkjpigVmSJEmSJEmS1BHHYJYkSZI04VYMr2TRzYtHtM3acAabbrRBlyKSJEnSZLDALEmSJGnCDS0f5vd/+ceItj1itgVmSZKkPuMQGZIkSZIkSZKkjlhgliRJkiRJkiR1xCEyJEmSJEmStEaOqy/pnlhgliRJkiRJ0ho5rr6ke+IQGZIkSZIkSZKkjlhgliRJkiRJkiR1xAKzJEmSJEmSJKkjjsEsSarSWBONDC0f7lI0kiRJkiQNJgvMkqQqjTXRSMzdskvRSJIkSZI0mCwwS1Kfi4gLgNnA8qbplZn5y7bn9wY+AswCvpSZRzbtuwMnA5sBPwFelZkrImJ74IzmbyZwYGbeMVXvR5IkSZIk9Q7HYJakPhYR04CdgN0yc/fmv/bi8izgVOBZwC7AnhGxT/P0GcB/ZeZOwDTgFU37icCJmbkzcDFw1NS8G0mSJEmS1GvswSxJ/S2a/38/IrYGTsrMj7c9vxfw58y8GiAizgD2j4jLgVmZ+YtmudOAoyPiZODxwLPb2n8MvGVtgrr00kvX6k3MmLUFC65ZMKLtfluvP6FtczYf5tqrbxnjdRfe63Lt5s+ff89vpocY68SrJU6oJ9Za4pQkSZIGlQVmSepvWwLnA68B1gd+FBGZmT9onr8vcH3b8tcD97+H9m2A2zJzxaj2tbLrrrsyc+bMcS//u8uvZO72c0e0bbLJJhPaNme72cze6kEj2hbdvJi5t06/1+Va5s+fz7x58+79DfUAY514tcQJ9cS6NnEODQ2t9cUrTb2xJmidteEMNt1ogy5FJEmSpHVlgVmS+lhm/hz4eetxRJwCPA1oFZjXA1a1rTINWLkW7TTtkiTdq7EmaN0jZltglqQKedFQUosFZknqYxHxWGBmZp7fNE3jrsn+ABYCc9oebwdcdw/ti4DNI2J6Zg43y1w3SeFLkiRJk8oJsTvnRUNJLU7yJ0n9bQvggxGxYURsChwMfL3t+V8CEREPjojpwAHAuZm5AFgaEY9plntJ074cuBB4QdN+EHDuVLwRSZIkaSI5IbYkTQx7MEtSH8vM70TEI4DfANOBEzLz5xHxW+BpmXldRBwCfBXYEDgH+Eqz+oHASRGxGXAJcFzTfjhwekQcCVwDvGjK3lAP8FZASZKkvuGE2FMwcfZoNU3gW1OsUFe8NcUKdcXbjVgtMEtSn8vMo7h7z4kLgDua588Hdhtjvd9RDqpHty8AnjDhgXbZWIXjoeXDd1vOWwElSZL6hhNiT8HE2e1qmWgY6ooV6oq3plihrnjXFOtkT4htgVmSBkxzK+DFmXlbt2PpJWMVjmPull2KRpIkSZPNCbElaWJYYJakAZOZq4DPdzsOSZJg7DtIwOGHJE0+J8SWpInhJH+SJEmSumZo+TCX5KK7/bdk6Yp7X1mS1o0TYkvSBLDALEmSJEmSBk5mfgc4mzIh9nzg1NaE2BFx38xcChxCmRD7cuAKRk6I/dGIuALYhJETYh/WTAT4OODIqXo/ktQtDpEhSVKfuX3xsrv1/PNWc0mSpLtzQmxJWncWmCVJ6jNLlq7gklw0om2PmG2BWZIk6V44IbYkrT0LzJIkSZIkSTghtiR1wjGYJUmSJEmSJEkdscAsSZIkSZIkSeqIQ2RIkiRJ6jkrhley6ObFI9qcsFSSJKn3WGCWJEmS1HOGlg/z+7/8Y0SbE5ZKUm/z4qA0mCwwS5I0SW5fvIwlS1eMaPMAW5IkSf3Ki4PSYLLALEnSJFmydAWX5KIRbR5gS5IkSZL6iZP8SZIkSZIkSZI6YoFZkiRJkiRJktQRC8ySJEmSJEmSpI5YYJYkSZIkSZIkdcRJ/iRJkiRVYcXwShbdvHhE26wNZzh5qiRJUhdZYJYkSZJUhaHlw/z+L/8Y0bZHzLbALEmS1EUOkSFJkiRJkiRJ6ogFZkmSJEmSJElSRywwS5IkSZIkSZI6YoFZkiRJkiRJktQRJ/mTJGkdrRheyaKbFzNj1hYsunnx6vah5cNdjEqSBkMrB7ebteEMJ/6TpB7Rnqdbx8vmaam/WGCWJGkdDS0f5vd/+QcLrlnI3Funr26PuVt2MSpJGgytHNxuj5ht4UKSekR7nm4dL5unpf7iEBmSJEmSJEmSpI7Yg1mSJElSX3HYDEmSpKljgVmSJElSX3HYDEmSpKljgVmSJElS37NXsyRJ0uSwwCxJkiSp79mrWZJ6hxf9pP5igVmSJEmSJElTxot+Un9Zr9sBSJIkSZIkSZLqZIFZkiRJkiRJktQRh8iQJKlity9expKlK0a0DS0f7lI0klSXNY0BKkmaemPlZHBsZqkGHj1JklSxJUtXcEkuGtEWc7fsUjSSVJc1jQEqSZp6Y+VkcGxmqQYOkSFJkiRJkiRJ6og9mCVJ6rKxhrnwVkBJ6o4VwyuZMWuLEbdpm5MlqXvGGjpjvfVg5cqRy5mrpe6xwKwptaZx7vwRkDQoxsqDQ8uHueyqm0a0PfTB21h0lqQuGFo+zC/+sJC5t05f3WZOlqTuGWvojJi7JbngnyPaHEpD6h4LzJpSY/0weMAuaZCs6QB5PMuNlS+d0E+SJt+axmr2eFWSJMkCs3qAB+ySND7jLU5Lkiafd+ZJUm9xKA2peywwS5IkSdJaspOEJPWW8Q6l4V3U0sSzwCxJkiRJE2Cs3nNg4UKSesl4h6LbcOMtpjIsqWoWmCVJGgCjix4zZm3B7YuXVVnwuH3xMnudSOpJYxUtwN5yktTrxsrfO8ye5VBI0jhZYFZPckw7SZpYow+aF1yzkDnbzakyry5ZuoJLctGINm9Ll9TLxttbzrFCJal3LB9e5TGnNE4WmNWTPAiXJElSP1uXsUI9Bpak7rAznDS2agrMEXEAcCSwPnBsZp7Q5ZA0xcZ7EO4VRWlqmJf701jDT4xVyFhT+3gPsMc7zMXti5cxY9YWIw7kh5YP3+vflwaNObl/TXQherMt51gckaaAebk/jbcznHlVg6aKAnNE3A94DzAPGAIuiogLMvPy7kamXjTWFcU1FUdmbVjFLiD1HPNyfxgrXw4tH+ayq24a0TZWIWNN7eMtcIz1OmOtO7R8mF/8YSFzb50+4nUn0ljFbrCHoOphThaMvxB9v63X58pRt3zbS1qaWOblwbIud2Cvqd0crNrUUl3bG/hhZt4MEBFfAZ4H/O841p0OsGzZsnUKYGhoaJ3Wn2zdju/OJctZOjQyeS5bsZL1GGaDGdNYj9LbbHjF8tX/bpnotsVLlnLV324d0bbj/Ta/WxvAzjtsxfSZm3LdDbesbhtvch+rbcOZM9h41vp3e5111e3te28GNb62vDL9npbrU53m5Y5y8qqVw6w3qm0q8snatrXnu16I557aNpgxbY35cjx/b03t483BY73OmtYdz+e6dGiI624Y+b0ab+5etmIlf7rm7gX0seLedcet2WD6qrst29Lr+bBdLbGON05z8tTl5BXLl016vpuMv7k2bRP5/rr9Xka3rVo5rePcvfMOW3H77SMvTMK6HT9PdNsmm2074th+TctN1nH7ZKsldw94TgaPldfY1sqvNeTQsfLlZNQl1nSsPJ4c3J7fWrWNbuXftc2rteSzlpriHSvWyc7L01atWvNJUq+IiLcBG2fmkc3jQ4G9MvOwe1t3/vz5jwUunOQQJQ22x82bN++n3Q5iKnWal83JkqaAOdmcLKl3DFxOBvOypJ42KXm5lh7M6wHtlfBpwBg3Fozp18DjgOthjEthktS56cAcSp4ZNJ3mZXOypMliTr6LOVlStw1yTgbzsqTeM6l5uZYC80JKkm3ZDrhuPCvOmzdvCBi4K6aSpsyV3Q6gSzrKy+ZkSZPMnFyYkyX1gkHNyWBeltSbJi0v11JgPg94V0RsC9wJPBe41+ExJEmTxrwsSb3DnCxJvcW8LGmgjB4Hvidl5t+A/wEuAH4LfCEzf9XdqCRpcJmXJal3mJMlqbeYlyUNmiom+ZMkSZIkSZIk9Z4qejBLkiRJkiRJknqPBWZJkiRJkiRJUkcsMEuSJEmSJEmSOmKBWZIkSZIkSZLUEQvMkiRJkiRJkqSOWGCeBBExbQpeY8eI2D0i1o+I6ZP9elNhKj63dWF80tTpxxzXrqb9tZZYa4lTqlW/52VJqok5Weo9g34+YoF5EmTmKoCImJTPNyKeA5wNfBA4DXhdRGw+Ga81VSJiFrBZt+NYE+OTpk4/5rh2Ne2vtcRaS5z9oKYD55pi7XX9npc7ERHbRMR9uh2H1p7bTrUbpJxcQ/G8ppxSU6y1qe18ZDK+C9NWrVo1kX9voEXE0cDtwHLg5My8MyKmZ+bwBL7GxsDngHdn5m8i4vnAY4ElwHsy87aJeq2pEhFnADOB7YETgC9k5oruRnUX45tYEbFFZt7S9nha66KM1I85rl1N+2stsdYS51hqyocRsX5mLm97bKwDot/zcici4svA+sC/Ah8Dzs3MK7sb1cSJiAcDw5l5dbdjmWj9vu2gv7efBiMnR8Q+lM6Q52XmULfjuSc15ZSaYoW6cllt5yOT9V2wB/MEiYhPA7sDNwIPBX4dEZtl5vAE92ReBWxL+eICfAX4NrAhcFANV/jaRcTrgU0zc3/gncDrgddGxBbdjawwvokVEZ8CPh0RJ0fEcyNik8xcNVm9/VWlvspx7WraX2uJtZY4x1JTPoyIE4FPRMSJETEvIjZsYu25HsI1xVqRvs3LnYiIg4CZmfls4GDg8cDBEfGv3Y1sYkTE14BjgR9ExP9ExBO6HNKE6fdtB/29/bRaX+fkiPgc8N+UffTciNgvIrbsclhjqimn1BQr1JXLajsfmczvQs+dxNSoOWmZCfxnZp6emS8HLgJ+FxGbZubKiTqxyczFwCnAPhGxW2auBH4IXEz5YmwwEa8zhe4EfgeQmd8FXgk8E3gx9MTtrcY3QSLiDcADgMOAKynf1/+Z6H1EdevDHNeumv2VemKtJc4RasqHEXEUsAPwLspx48soJ7Czeq1XcE2x1qTP83InlgG3AGTmRcDRlELPsyNiZjcDW1cR8TRg/cx8BrAfsDGwX0Q8pbuRTZi+3XYwENtP9HdOjoiHA/fJzCdl5vOBrwLPA54WEZt0N7ox1ZRTqom1wlxW2/nIpH0XLDBPjA2BrYCntRoy81Dgu8BZEbHBBJ/YnE35Qryw+VEZzszPNTE8eAJfZypcCzwkmrFfMvNXwFuAt0bEU3rghND4Js6WwLea28E/RPkebwocEREzeyxWdVc/5bh2Ne2vtcRaS5yjVZEPm97U2wGnZeZC4AjKAfTulAP9njmOrCnWSvVrXu7Eb4CVEfGIiJiRmZcBHwaeSzmhrNk0YNMmD/0B+BTwT+BJEbFDVyObGP287aD/t5/u0q85+RpgRUQ8EiAzTwAuAPYFdoKeK9bVlFNqirW2XFbb+cikfRc82F4HEfHMiHgo5Srhu4APRMSzmuemAUcBNwETOnB2Zt5IGddlPcrJ6AuijL20LXDDRL7WZIiI90XEf0fEmzPzXMoVlA9HxGbNF/yXwEeABxpfffHdg18Bz4qIec3YmOcB3wN2BOZ0NTL1lNpzXLua9tdaYq0lzntRRT5sekX9BnhyRDwoM5cBpwJ/BJ4M9MxtuDXFWqN+ysudiIgTIuK9UYZguYFyfH8o8K9ND/k/AMdTxjKs2Q8p+8x+zftaQBnrdRfgSV2NrEMDtO2gD7efxtZvOTkitoiI2Zm5CPgzsFdEbAeQmScDV1OGS6DbxbqackpNsY7S87mstvORqfouWGDuUER8Hngt5crEGZRbXZ8DfDQinpWZqzLzH5RbNSd8ls7MvJYya+z5wEsoVxoObpJyz4qIj1O+tH8E9o6Ic4C3U2bbPB54ZJTZN59M6RlufBXFN1pEHBERb42IxwILgAuB50bEQzNzZWZ+G5gNPKargarn1Jrj2tW0v9YSay1xjqWmfBgRL4+Il0XEvwCXAEuBp0TEAzJzRWYeTznIf2pXA6WuWGvXD3m5ExHxfspx/ucox/QnUW7bng4cDrwgIramnAcs61acnYqIUyLikxHxFcp5y0Lg0cD/izJsz5XAZ4DdorI7Afp920F/bz/ds37JyU1d5XTg7Ih4GfBN4BnA8yKiNc70kcA10eWhHGrKKTXFCnXlstrOR6byuzBt1ape663d+yLiYcD7M/MpzYbYgzLz4geBPwHfoHz5HwZc04zJPJnxbACsyrYZ03tRkwjOoMxue1nT9kXK7JUHUwbzfzDlFtcrM/OVxldPfKNFmfhyLvADypXGnwBDwBaURPvdzPxhRHwb+HxmfrFrwaqn1ZLj2tW0v9YSay1xjqWmfBgRJ1F6W1xEGfrrY5SD0Z0pQ05cmJm/bQ6mj83M7xvr4KkxL3cqIk4BvtT6/kTEhygXg95HOfl9NCXvXJ2Zr+5aoB2IiCOBvSg59P8o+fR8ytAyGwB3UMZ6PQ74bWa+o0uhdqSftx30//bT+NWakyPi1cD/y8xnRsSewImUOsqNlPFrr2r++3dgcWYe1LVgqSunVBZrNbmsxvORqfwueBWzM9OBWQCZeVNm/gD4L0r1fwh4FOV219NaxeWYxLGCMnNZJT8m6wFLKIV3ADLzhcAM4HOZ+S7gFcBhrR1xiq9OGd8EiYjZlFu09s3MD1GGkNmcMsbotcBfgZMi4uvAkMVl3ZOKcly7avZX6om1ljhHqCkfRsSOwPaZuXdz8H4U8BTKOI+/pBRvPxMR36Kc6HWzuFxNrP2o0rzcqWuBh7Z6zmXmf1NOdj+YmSdn5suAl7ZOynoh76yFbYGvZ+Y/M/M/gUspk4RdSLlFeUvgA5STzhqLk/287aD/t5/GqeKc/E8gATLz15Si8nMoY0n/FzCfcoF+fqu4PJl1lXGoKafUFGtNuazG85Ep+y7Yg3ktRMR2mfn35t9nAsOZ2ZoZcgPKGCY7ZOabR623XpaxAQdSRDwHuJIy1suDKLe9PCszf9a2zLeBN2bmn9rapuUUjLFkfJMjIr4M/ILSa2w4IuYBBwBXZOZJEfEAyuywVzXLD/R+ov5Q0/5aS6y1xHlPasmHETED+AJwJvDtzFwREU8GDqNcND87InYGNm1OBI1VfSkiXkoZymYRsBz4IvCuzPxm2zLnAUdn5oVtbT2Td8ajuR19F+C4LLfbExFvpXSWeW6zX22embc2z/X8PjQo2w76c/tpsETE44DXA6/LzGuatgC+D7w+M782avkp/w7XlFNqirVdDbmstvORbn0Xul1Jr0ZEfAo4OSI+ExGHA8cAt0fEJ6BcNQR+D8yNiBETyQzyD3lEnAq8hnIV5xxgFeXWgfObH5SWzYCN29edouKt8U2giNg9IvZqHn6D0oPsiU088yk9+98SEXMy89q2Ysq0Qd5P1B9q2l9ribWWOMdSUz6MiIdExEMycwVlorxH0ExKkuUurW8Cx0XElpl5RVvB1ljVd6IMaXMQpffU+cBDgHcDH4yI5zR3JbSMyDPdzjvjERGviYgDI+LfgR9T3t9TImJbgMx8H+VOzX2bx60T+p7fh/p920F/bz8Nhoj4SES8MyKOoQxxdQ1wQkTMjjI5WgJHA9uPXrcLxxzV5JSaYoW6cllt5yPd/C7Yg3kcIuI1wNOB5wHPBvakdOP/BHAI5baNN1Jue12Qma/rSqA9JiIeDnwoM5/QPH468HXKCfbGwIcoJ9j/AlyfmYcYXz3xjRYRX6LcvrIl5Xams4G9KQPFX5CZ5zTLfQd4TWZe3a1YpYlW0/5aS6y1xDmWmvJhRJxBGXdtA+C3lDHu3gH8Bfhs3jW+3FeBQzPzn8aqfhURuwCfBJ7Y3G3wOOCzwBHA7cCbgFuBbYAbMvMlXQu2A03HmIcA36KcuxzZPHUQcBbw6yzjln8X+FhmntudSNdev2876O/tp8EQER+jTOB2LPBKygXi5wLvoRTnTqRM2PtZyjwK7+tOpHXllJpihbpyWW3nI93+LtiDeXxmAudm5h2UL/yngX8AL6LsEJcDL6StuBzdHRuoV9xB6ZIPQGaeTbkC9Q3KrQX7Nf/+bGtHjKkdn8b4JkhEPAXYLDOfQhmgfzFlMoZfUm7JeG5EfCUivkYZY9TisvpNNfsr9cRaS5wj1JQPI+IAYNvM3Bt4KuWk7yWUSVS2A14XEcdGmdF7uMvF5WpiVdVuooxVuB1Ac9vowcDplDlYXkSZFOe41klZL+Sd8YiIucBOwH6ZeRylqPMyyvs6ljKe5AeaE/qbKyxO9u22g4HYfhoMmwDHZOYFWcatvZhS/HoN8CPgQMrwVwu6WVxu1JRTqom1wlxW2/lIV78L9mAeh4h4EvBh4PDMgEm0ZgAAIABJREFUvKjZALtTBp7/eGZeMmp5x7dqRMRFwJ/ar+RExGGUk+7D2j+nbnxuxjcxIuKhwPuBV2XmgijDxLyb0svsU5TJL58ELMlmAquocKw76Z7Usr82r19FrLXE2a6mfBgRjwVeChyRmXdGxPrAaZQD6aOBfwPmAcsz8wRj1SCIMmb6cFP8aLU9B3gV8Jymw0mrvZrvWERsCJwAfA74WWYub3pmfRp4b2Z+uTnxv382Y0r2Sl4dr37ddjAY20/9q+l8tx5wPHBpZp7Y9tzJlILjv1MmSts2M69rnuv28XI1OaWWWGvMZbWdj3Tzu1DNVdtuaZLhjyk7wH9GxJ6ZubIpKg8DDx+9Tre/UL0gyuQ7UHoZ7RQRn2x7+tfArNGf01R+bsY34W4GFgJ7RsRmmTkMHEW59eX1mXlNZn6mrZiyXk0H9dI9qWl/rSXWWuJcg5ry4RJgNqU4S5YZ6F8MPBp4Q2ZemJnHthVsjVV9p3XXYSvvZOb+wL9ExNfbFvsxcBuwon3dmr5jmbmUkp9eRjNGZGZeDLwZeHdE3CczF7Sd0Pf8mL2Dsu2gP7efBkdmrmqOh75M+b4+u+25QykXi3fNzOVtxeVujLVbTU6pKdZRr11NLqvlfKSXvgsWmO9Bq5qfZSKZbwMJvDkintYssi1+hqu17YBkmelz/cy8HXgBsFdEfC0inkAZY+dW46srvnuSmQuBC4FDgf+IiG2ag4g3AtNG33bhAa9qV9P+WkustcR5b2rKh1kmG/wxcGJE7BFlcp1VlFjvdnxjrOo3ETGrdXLV5J2Zzb8fCsyJiLMi4uWUnlW3NyfG1Wg76ZwOkJlvoowN/6mIuE/Tdh5wBWWM+NV6vQDb79sO+nv7abBExLTmwu8FlInSzoqI/doWmQ1s3r5OFwq21eSUmmKFunJZbecjvfZdcIiMUZqu4xtSZodc2r4BImJ7ym2tRwO/AlZm5vO7EmiPiYj3AvcBfgdkZn63aZ+eZXDx9YCPUnbCjTPzjc3zU3J7hvFNnojYIDOXNf8+DHgaZVKrX1Juw7g+M1/dxRClCVXT/lpLrLXEeW9qyoejYj0K2IcyKcjvKZMWX9n6nLutplhVj4j4KHB/4M/AnzPzM037zMwcav79BmAasElmHt209VTeWZOI2JxyLtN6L+3v6yzKSfw1wM7Ncgd0Ldi11O/bDvp7+2kwRMSewNXAisy8pSncrczMlRGxL2X4sJ8CAVybmS/tYqzV5JSaYm1et5pcVtv5SC9+Fywwt4mIL1BmU7yJUmT+EfDVzFzY+lI1y82mJMd/NI+7Ps5KN0XERygJ4cPAo4A9gAsy8/h7WW9KPreI+DCwSw/H19Of3xiv+xHgFsokDe/IzKWj9o+nArtRbmO+NjPf3rRXc1AvrUlN+2uv576216vmMx0jhmryYUS8s4l1OXBSljHv2g9ADwYeCsxtYn39VMZXa6yqU0T8H2U+lbdR9s/DgAsz83/uZb2u553xiIhPAA8Argf+mpnvadrb96PnAFtTTpKPbdp6/lit37cd9Pf202CIiNOA7YHrKHcZfSAzf9sUmac1v+u7UI6fts/MrzbrdeN4uZqcUlOszetWk8tqOW9qe92e/C5YYG5ExEOAj2bmM5rH+wNPoFxNOS0zb2jad83MS9vWG/gf8oj4GPCpzLw8Irai7JCHA1/PzJObZQ6mDIz+8ymObRrlKtOnezG+5rV79vMbrYl1B8oMry+nJN5nZOZV7T8UzbLtPc6qOaiX7kkt+2sNua8t1io+09FqyocRcRKlR8a3KJPo/BvwiMwcioiNMnNx27IbZ+adxqp+FhFHAj/NzB9FmTByZ+AU4FuZeUyzzMuBxZl5ZhdDXWsR8Xbg8ZTxLR8InAxclJkvv5f1qtiH+nnbQf9vP/W/iHgm8LrMfFJEBOVurlcAL84yj1Vrua0z86a2x90q1FWTUyqLtZpcVtN5U0uvfhccP/gui4Ato9yuQWZ+Gfg+pXfMwwGijL18WkTs0FppkIvLEbF788+VwAcjYsPMvBn4CXAS8MiI2KHZQXcCHhDNuDtTpdk+K4EP91p8NXx+Y9gEOCYzL8jMF1P2kbOijDE6FGV8rcMi4iFtxRQnGVH1attfezn3tdT2mY6hinzY9BbaGDg0M0/OzJcAlwO/bwrfi5tY94uIuW0F227FulENsap6K4GPNheDlmfmHyjD2OwVEY+KiE2b5WZExJbdC7MjNwJfyMzrskyS9EjKePAfby0QEa+MiLe0r1TRPtTP2w76f/up/60EFkAZY4ByIf5k4BMRsRNARBwOvDZKL2aaZbv1Ha4pp9QUazW5rIbzpjH05Hdh4AvMEXFKRDwDuB34OrBHRDwUIDO/CfyVMrHftMw8B3gT8MQYNUnPoImI04HW+NPvpvyIHN3skLdTZtW8H3CfZgd9DzAMbDBF8T0/Ig6KMpzJiZRxGv+3h+Lr6c9vLM13fojy4wBAZr4OuBj4XlMYmAtsARwWEa1ZYQf2Ioz6Q037a6/nvrY4q/lMx1JLPoyIB2aZqHgL4IltsR4A/Bz4cnOQPI/SU/igiNigG7E2NqBM+rJ3BbGqMhHxqoj4r4jYi5Ifvwd8NiI2ahb5I3ADsGmTh06j3N5d2+RwQ8BREbEhQGbeCjwCmNdcnNmQMl7jTRHxwC7GOW4DtO2gD7efBkNEzGr++TNgzyhjv7Z+oz8J/JDSmxngF8B5lGO7KVdTTqkp1lF6PpfVct7UFm/PfxcGvUj6CWBmZn6nuVLyLcog2U+PMig9mfkBypjM2zSPLwC+OMhXiZvCwJLMfHtE3J/Si+sHlKsoH2iuovyNMpj4bIDmltZvZuaSKYjvLOAQ4JnA+yi35PwBWAW8vwfiO4Me/vzGiPfAiHgUsCNwPPCuiHhu6/nMfBXwFyAy86/NPvM1Rs0AK9Wo1/PdqFh7Ove1xVlVDmxXUz6MiBMoM15D6YFxYpQxoVveAtwBbJ2ZF2fm/wI/pox7PKUiYp+mF9N6wDHAx3s1VtUpyjwrTwceRBnS5gRK3rmScvFiiya/PIByMkmWsdR/1O28Mx4R8baI+J+IeCHwReDLwE8iYhOAzLwROBfYIDOXZuYPKROQ3tC1oMep37cd9Pf202CIiA8Bp0TEu4C9gJcCe0fpqdw6jvsTZT8ly1AZf6PUWaY61mpySk2xNvFWk8tqOW9qi7eK78LAjsEcEccDD8jMZ0fE+ynjwlzUPL0DsCmwkDKJzOLMPLArgfaYprf32zPz0RHxOcqX9w7gn8B3KcOJ7ANcRSkg7D/F8T0AODYzn9s8firwH5Tbg8+j9Ip6ImVG227E9yLg5Zm5dy9+fqNFxGcoEzT8lvK5/S9lXPKfAwdk5lea5X4C/A9lHKBVMWqcTKlGvZ7vRsXa07mvLc6qcmC7mvJhE+uSzDy8re0ZlKL4qzLze03bT4EjmhM9ImKzzLxtimM9A9iOMlTZJpQeGSuBTwGvzMzv90qsqlPTs+fUzHxh83gX4EBgV8odFC+i5Mi/AbdmF2ew70SUybS2BC6gXPzaHXgl5T3uBzyV8t7OAX6QmR9p1ls9IWmv6vdtB/29/TQY4q7Jxt5BmcPq4ZSi1/nAOyk1lvcBpwJX5L1MQjaZasopUe5+OzUzX9DrsUJduayW86aWmr63g1xgfiVljJLLKbNafhfYn7JRfkM54X0C8I9sZo6MAZ/QLyLuQ7kd4BvArZRZNd8dEY+mTMSzTWa+sXm8JDN/06w3JZ9bs01/BZwJvC0zv960PxF4MuUH7fSIeAzlosFUx/duyu0J+1A+x29l5jG98vmNEe+/ACdk5n80j/ek9Bg7mNJD73TKLVAPAa7NzJdOdYzSZOn1fDcq1p7OfW1xVpUD29WUDyPiIOC1lM/0Q5ReF1sAZ1BuRfw68GnKCeC1eS+TrUymKLf4vScznxwR21J6PX2YUry/AfhSr8SqOkXE9sASyu3YR2fmZ5v2B1P23xWZeXSzjy/LzL80z1czYVpEfBZ4RZax3zemDOf3zOa/w4DHUe6i+HtNx2pR5ry5nXIR732ZeWrT3jfbDlZfEDw8M5f00/bT4IiID1B6df4sIjanTHr8akre/Rpl4rG/ANMz82XNOt04Xq7m9yAitqbs97+kFEI/3auxtsVcxW9RLedNbfHuQEW/hQM3REZEbBURMzLzU8A3KV3M/zczz6NcYdsZ2DHLpD3vbCsur9ftE9xuiohPAp8H3shdQ4lk8/Svm/8e1NxKcFEXircnAU9tXvf9wKMj4hHN0xdQxp55DkBm/qwL8Z1A6dG2CngusDlwWfN01z+/NVgK3BFlLFEy89fAY4CPA1sBT6FciT6h9SMRAz42ufpDr+e7UbH2dO5ri7PGHNiupny4gPJ5Hke5OPIGynfjQ5QJ9B4F/BT4fKtgG2X27CnVfD7LaY5FM/PGzDwbeB1l31tEmX2867GqTk0uPxk4CjgL2C8i9mmevopy4r57lLEWL287Kati0siIaI0B/yDg9QBZJr58D+W36z2Z+S7gxZSJM7udm8YtIj5FucD0duBdwNOiTLYOfbDtACLigRGxGaUH2quhf7afBkNTTIZS/Pq/iNg6yzi7v6RcHN4VuAV4cma+oq24POV1lZp+D6IM43oyJRe8hjL/19N7Mdbmdav5LarlvKkt3up+CwfqByoiTqEMMP+ziNgN+AplbJjhKLOT/x34LPDgGDUzZC0HK5MhIt4JbE0Z8+U6ynjUTwK+03xuy5sC/caUQsxqU1S8/QRwZ2Y+JyKeBexCOWk9OCL+tYnhBGB6RNy3C/GdRPls9gDun5k3AC8Bzu+Fz2+MeB8YEetn5lWUA4Zz2uL5DeUg+GBK7/5ft131q6rHiDSWXs93o2Lt6dzXFmdVObBdTfkwInaPiPtk5o+BK4BHA5/MMhb09yjjIR4C/CUzz8nM09tinerv7tuARzWf4crmO9LyQ0qP8Bc1B8tdjVV1asvlz6QMZbMz5UTsgIh4ZmauzMzvAJtRhsZbrYbvWJQhb06McjfFYZRiyUHN08OUc5yNImJ2Zl6fZRzJKgqwTe+yOZTebp+mbLfvAS+KiCfXvu1gdbHr05Qx598L7B8RL2mernr7aTBExPOB70e54+8jwCXAOyJiqyzDgv2akoMflmWy4dZ63SjYVvN7EGUM6/tQjpMfRcmD5wMvjIi9eylWqOu3qJbzprZ4q/wtnNGtF55qEfE+YJPMfH5EfBg4LjP/Hbg0ym2Zj4qIiyk7xhXpmFbt5lImNhyKiI9SZtc8jbJDHhERt1JOZK/LzCunMrCI2JKSfD8eER+jjJ29MWVw80cCu0TEeZQZS/+RmddNcXwvBjbKzAOjTGb1tIjYJTN/1Xzv3tp8fo+kC5/fGPF+mjJm0rURcS1l3KRPRsTXM3O/ZrE/AAcw6gKVB7zqEz2b79r1eu5ri7OqHNiupnwYpYf4vwA3RMT1mfn6iBgCbmxb7CpgevPf6pO9LsR6EmWIlPc3Ta+inJQel5lHZOayiPgD8IjRPUb8ndFaaM/lx1LGJzyTMqHUuyLicZTedddm5hVdjLNTt1LGhH8jZZKfI4E3RcSKzPwCcFlEzKGcdC5qrVRJAXYb4MImF+xNObleQfmNOyEivgjMo9JtFxFvoJlUnvKd3JEyhuabImJJlvH8a95+Ggw3AnsCnwEOpXyXXwK8NyLekZk3NB32tmpfqUvf4Zp+Dx4MfC4z72hqU48F/k658++EiPgy8DB6I1ao5LeolvOmUar8LRykHsz3ofSIgTIezPQo45kA7Ea5ZffzlDFh3j714fW0XwFbRhlcfLj5b6Omx/fPKUn7vMw8GKb29tXM/CfwMsqt13Mz82VZBsJ/DfBVyi3BKykDyR8y1fEB38lmgsjMXEi5xeGxzXPLKVei5lAmg5ryz69dc5XsgcAzKGNlzaHM/PpWSi//C6PcnvM+YFFmLutGnNIk69l8166C3NdSTQ5sV1M+jIg3UibJeyplu28fETtl5ieArSLinRGxE+XWukXtPYm6EOuHga2bbf3aiDiScvx1MrBpRJwTZQy51zSxWkxRp9pzOcBMYGFmnkS5Tfc6ytArh0Bv5J3xamL9C2XC0bMpw/XMoVwQ/VBEnBgR3wWuzMxfdS/Sjl0GPKbp0bsvpZfvjyhz5pxO2XZfq3HbNTYHftL8bvwReDal2DwEnBwR74uI71Hv9tNg2JoypNUNlCLzQsrkvHcCF0XEtyjj1365eyGuVtPvwQXA36JMQjebUrf6IXAtcCzlc+6J/FfTb1FF503tqvwt7PsezFHGdlmPcuVnWvN4Y+C+lNnr/5qZ50XEL4GZmfmP1nr2lFntc5QCy2KAiLiDMsYjlAl5Pp+ZP2uem/LPLTMviYijgN2ijK+9IjPnRxlcnsx8b2vZqY4vM28Z9bpXUiaTPKl57pvNf12Jb5QhSuFsaUT8gvJj8THgg5n5vIh4O/BvlB7+b2vi7ZXxUaWJ0tP5rl0v5762GGvKge1qyofbAmc3xYqLm57huwN/ohz7PJRSLP97Zv5Xt2KNiE0oJ3XnRcTxwIbAXym3KD4ZeCFlcr+XUk78Xt+tWNUXxsrlC5vnXkDZv3/aPNcreWdcmv3h+oi4CriQ0qPpXZST+t0oPbA2zswvQZX70I8pQ1P9OyW3XUq54/Q44MZsJruC+rZd4wfAT6LcUv50yvaaS+kNeillaIHfZuYXocrtp8FwKTCcmcdFxOcpReaDM/MNUSZ7G8rMP0JP7Kc1/R58pvX6EXFwZt4B/CbKBNi3ZOaZrQW7HWttv0U1nDeNUuVv4bRVqwbj9yrKrKHTMnNBlEl6fkEZ4PumKDOfnpKZ2SzrD/kaRMRMyhiUB9Bc6Wn1OuumiNiAMnnUdOB+mXllRHwHOL1HrpyuFhHfBP6WmYd3O5Z2ze1BXwQOzMwfNW3bAB8FvpqZ3xi1fM8kMmky9Gq+a1dT7mvp1RzYrqZ8GBHPptwi98HMvC0izgG+kJlnrGH5bsa6B6UX+x8zc9+mbQNKL/GvZTOGddvy/s5onY2Ry4dbPX5q1HSWmUa5xfutlGFmnkK5qHRWliEWVi9b4z7U3HVxPOVi3zFZhlX6BvDjzPxod6NbdxGxI/AfwH0y8/+atrdQinLHti1X5fbT4GmKyg+gHDdd19beU3WVGn4PWp9Z0+N668y8NiK+ApyTmad2O76WGn+LajtvqvG3cGCGyMjMazKz1QttDmXcoDsj4nTgvq3icrNszyTBHrQeZYbQnwG3ZY/c0tz03FoPeB7w5Yj4PrCklxJF3DVT6n9TbmF++j0tP5WaH7ILKVcdW2NR0fTo/zOlZ8UIvfAjIU2ynsx37WrIfS29nAPb1ZQPm1i/AXwkM29rmtejGecuIj4bES8atXw3Y70E+E/g781Bfus7fDWjJnhsnvN3RhNhdC4/BHorl6+NLBP7DFMmfjqTMmbn04DvU26pHrHs1Ee47jLzT5RccQVwenNhcqhXT6jXVpaJY68F9oyIhzXN8yh3drQvV+X20+CIMs4ymXkQZXiMER0xerCu0vO/B01xeQZlSLmvRhkyZ0UvFZehzt+ims6boM7fwoEoMLed1BIRR1Bua51DueV1KDNf3DzXM4mlV2XmEkrv7+9l5quhd2Z1z8wh4OuUiQaOycz9YeT276a2xHot8I7MPLub8UTE5q1/t22/s4CvAR+LiNYkVg8DNkIaML2c79r1eu5r6bUc2K6mfDhWrFnGlmtZCgxFxCmUY5wzRy8/VUbH2hSZz6McLG8eEbs1T+8OrD+VsWlw1JLLO/BTyrBDz296DH41M0/sckwTpinCvp0yjMSbs4yX2XO/bevgYspFy89EGad0ZWa+r8sxSWslM4db+2RmPiPbhhnoRbX8HmSZL+OnlOOld2fmC6Fn819Vv0W1nDe11PZbODBDZABExHspV4KeBnwX+H1m/mfzXE90269BRNwnM29o/t3Tn1uv3ZYzWrfii4jnA68H9ssyeVn7czMoky79f/buPUrOqkz0/zcQaIICGcZk0oiJB5g84umRHIN3UBzweDgoMqPADOHmBUTEy5xxxuORoLJwZhwdHHBAXVxO1HBTnEEU4jjghajgpdVgiHnwx8GES1gwMAyCSUMuvz/e3VBdqU5XVXenqivfz1osup7a+63nrersrnpqv3ufA/yS6hvTE7d3jlI3mErjXa1uH/uGdUOeU2k8HCPXnak2KFkOzKdaL7xj6xiPkWsf8MfAF6nWG31i+A2+NBmm6lg+lppLqadnBzfw3F664W/GRIqIGVRr5O+RmT8qsZ75/dSOo/bfZrf/O52qfw+6+Xmd6n+Luvm5baSb891hCswR8ftUH3Q+lplPRcSLMvP2ct+UGVi6STf/YmvbIuK1VJez/Cvw1uEP/7X/FsrMs6fymQ0R/HeiHZbjXe+aSuPhNnLduVymSER8BNgvn1nSpdtyrX1e96cq2q/pZK7acTiWq5v5+yltP/57kybeDlNgrlX7zYofZrQjioi3APtQXZb8fOCE2hlmUe1sfUdNMcU/wJJ60lQaD5vI9cXAI5n5m3K7kxv6NfO8rijr4fl3RpIkSZrCunLdjslWO23f4rJ2UCuBezLzbcB9wJURMQcgIg4HPgy8YLixH/ol9bCpNB5uK9fXAWcDv19ud2xDv2JbuR5B9bwODDf274wkSZI0de2QM5gljRQRXwD2BU7KzPvLzLIDgS/5oV/SjmQqjYfmKkmSJKkb7JAzmCVVyqZQlLU61wNvLbd/AvyzH/ol7Sim0nhorpIkSZK6iTOYpR2c65BLUmUqjYfmKkmSJKlbWGCWNGJzJTdakrQjm0rjobmqV5SZ7u8DTgCmA7sCXwfOycyhiHgu8HHgxcAWYAPwN5n5tSaP/xzgHmBJZr6rJn4Y8B3gi2WWfW2f7wIHZ+azI+Ja4IBy10FUa4xvAv4jM1+7jcf9IbB7OZ8AflnuuiMzF5U2ZwDvAnYp5/Yz4MOZubasV/6p0mcOsDPVmuYAf5uZ15RjvBG4Hviz4ViJfxR4Tmae1cTTNNzn+cBdNbkCPBu4F3hbZv6/iDgVuAC4u6777Zl5cjnONl+z8vzOA/6z7hjnZea1EbGE6nn+CXAdsE9mrq/Js688F6/LzJ+X2HuAC4FXZOZtNW2XAK8DHgKmAX3AvwF/kZkbhx8rM4ef69rn4zfAENUVGLXOzMwf1rev6Xcq8H+BczPzIzXxaVTP7+8yc6D8Di4Dsu4Q/56ZR9T0+yPgduB/Z+Yn6h7ns8BLMnNlTfwbwLWZuWS0HKVWOVY7VtfoibG69D0VeA/V7/R04FbgLzPzP7f1u0G1n0jta7AT8Djwj5n55W09Zq+a3ukEJHVe7Qd9P/RL2pFNpfHQXNVDPgv8HnB4+UD3LOAK4NKI+F/AD6k2sXxrZm6JiIOAf4uI32XmvzVx/LcDXwNOiIgPZ+YjNfetA94YEbtn5u8AImIeMH+4QWa+ZfjniNgCvDYz/32sB83MV5Y+z6f6ULyg9v6I+BRVEeQNmXlPROwEnAjcGhEvy8ybgAWl7UcZvQBxJtXz9RfANQ3ub9X62lxLUfRCqiLEn5fw8sx8Q6POETGL5l6zv8rMa7eVSGZ+LyLuA/6U6hyH/Slw53DBojijtHk/8Gd1h/r0cFEiInYr+R1fd8zRLMrMnzbRrt5aqtfzIzWxQ6mKFb+rid1V/7vRwPBrfFZE/EPtpvVUhZirIuIlmbmhjTylZjlWO1Y3NFXH6rInyDlUX1I8Ur5EuYjqd/2Ebf1ulFj9azAPuDkiNmXmV1vJpRe4BrMkSZKkjigf0BYBb8/M/wTIzCeoPoBeR/WB/PuZ+fSGkJm5AngL8EATx98JeCewBFgOnF7X5JESP6YmdjJwZdsn1YSI2JfqHI/LzHsAMnNzZn4RuBb4UJPH2Q84DPhfwB9GxMsnId3dgH2onqtmjOs1a+Bi4G11sdOBfxq+UWY47g38NfCmiHjeNo73LKqZce3k0opfAo9HxCtrYqcAS1s5SETsQfVv5ONUswjfUtfkZqpz2WpWnzRRHKsdq5swFcfqfqq66O4AmbmJquB8STsHy8w1pf9fTVSCU4kzmCVJkiR1ykKqy5Afqw1m5gPAV8ulq8vqO2XmLU0e/39QfXC8CdgD+HREfKpuBugXgXfwTKHieKrCxRktnEerXgb8KjP/o8F9NwHnNXmcM4AbMvPBiLiaambc8ePMbUZE/ILqMu/ZVMWKfwb+tqbNoaVNrQsy8/8CB9Pca/bJiDi7LnZ4Zj5cF/sS8LcR8V8y8+6I+EPgBVTFnWFnAldk5v0R8W3gLOCDNff/RUScWM5pf6pZcd9vdPINXBERtZddD2Xmy5rs+0XgJOCHEbE71QzmM6l+L4ft3+C5/Epmfrz8fBLVDMBfRcQXqF7jq2vabqH6fV0REd/MzG80mZvUCsfqrTlWjzQVx+plwA+A30TE7eXxlgE3NvmYjawA/mgc/acsC8ySJEmSOmUz276qcqz7x/Iuqg+zGyPieuDzwLHAVTVtvg58NiL+gGr9ztU0PwNsPHYZJd5HVTTcprK25Vt5ZsbYF4AfRMTzhmfatenpS34j4vVUM26/npmP17QZ9bJrmn/NxrzsGiAzfxsRS6nO9RyqGXGXZuaTJcc5VLMaF5YuXwA+FxHnlhmWMPKy62dRXZ5+IdWMybG0u0QGVJd1r4iI9wF/QrX+6sa6NmMtkXEGz8ymW0pVwHlFZt463CAz10XE24HLI+JFbeYqbYtj9dYcq2tMxbE6M58CFkXEXwGvBV5T8rqZ9r8A2MLIZZB2GC6RIUmSJKlTfgQcWJYBeFpEPDcibgBuA7a6lDgi3lnW/BxVWQvxfwJ/FtUGQEk1weYvatuVD79fpVoL8hSqS7Qn221Ul0nPaXDfa6lmUY3lOKr1UP+pnN+XqT7YvmeCciQz/xU4H/hKROzZZLe2X7OiEV1+AAAgAElEQVRtuBg4tazJuYiq+DTsNKrz/np5Hj4F7En1Wm6lFDIuBV7dZi5NK7M7fwYcSRu/WxFxKDAA/HU5t1uBJ6n7HS6P9XXgK1SzPKeNI22pEcfqrTlWb21KjdUR8baIODoz78/MKzLzdKoND4+NatPJdryEkZsv7jCcwdxh4U6s7sT6jJ7YiTWa3zX7+eWxn11+vht4R2ZeVtPnA8BAZp462uNJE8Gx2LG4xg41FtfE/wi4HfjfmfmJmvi7qdYLXJiZj5bYK6k+HL0yM9eOloPUjHKZ7BVUMy/fnpmPlQ/HFwMPU304vT0iFgFXZrUJ0ULgXKpNlrblnVTrS75mOFAu2f1VjFwXF6qi3MXADKpLePediPMbTWbeFxEXUm3OdmJm3lfyeyvwZqrLssfyLuDjdf/G3wb8Q0R8bALT/RTVMg0fo0Fhs4HxvGYNZeYdEfH/qC79/mFm3gtP//0+DTijXPJNiZ8LvC8iPlt/rKjWej0S+HE7ubThi8BfAn2ZubL87W/Wu4Av1b5HiIg/Br4VEXMbtP9L4KdU7xm+0n7K0kiO1Y7VzZiCY/Vm4BMR8bPhXIH/CqwBGi2Lsk0RMR9YTPW5codjgbnz3InVnVgbyim6E2vR7K7ZtTZT/ZH9fmZmG48pjYdjsWNxQzvQWDz8Gp4VEf+QZc3DzLwoIg6hKlb/SSncXwOcaHFZE+hMqg9kP4yIjVRfwlwHfCQznywFub8H/k9EbAaeoNpoatTxNyJ2pRp7R2w4lJm/joirqMari2rit5ax//ryxc+EnmAjmfmhqJY1+FoZF/qoPki/IquNgkZVxrQFwNF1d32Rauw7tdw+vXzhNOz24b8NLeT5VEScBfxrRAxPBGi0rufGzDw4Mx9p8jVrtK7nP2fmuaOkchHV+HN4TewNVFfl1o+ln6b6gP8/y+3hdT23UI2BP6P6vRv28fJ3btjXM3P47039up4A/5SZl46SZ73rgM8BHx7l/kZrMAO8nupvzcG1wcz8dkTcSjX78Y66+zZExJ+z/Yrn2rE4VjtWD+uJsTozl0S1Pv6NUU0e2QLcCbw+qw3/xjKj5vndTDWh5UOZeUMTfXuOBeYOimd2Yu3Pslh+Zj4R1WyyV1Gzq+dwn8xcERFvoYlvU+KZnVjPpJr9dTrwdzVNHqGaxXQMzyyUP7wT66QtlB/P7MT6vCyL5WfmZuCL5RuzDwHvbuI4wzuxzqP6dvPltTPGJsjwTqzN7lw6rtesgeGdWGsH4m3txHpXbHstp+25a/bzIuKVNTPshnfN/h+j9FkP/ANwZVTryj05yTlKgGMxjsXN6OmxOKrLXRdRzcJZQLV7eO0GUqcBP4nqqpI3A5/MzO9Ocu7agZQvND7CyC9Dau///6gKba0c80ngD0a576SamwM18dov9n5DNWbX92156YHRjlXuuwy4rNF9de0+Wnd7BWXX+7r4RmC/mtBH69uM8Ti/ofF5f5tn1iFdyRiXpo/1mmXmYWP0P7VB7CvUzcrN6qqUra4mKn/X9io3t/lBvzzWVo9X7nv+tvpu45hLKM9RVle/7FVz33cpv3fl5xnbONRuoxz/0JqbS+ru++UYx5Ta4ljtWN3g/lMbxKbMWF36Xkz1Xn9bbX5D3fNdYju3+7i9yAJzZ7kT69bciXWkqbgT67Bmds2u93HgCOBvgA80+TjSeDkWb82xeKReH4tPopqN/auI+ALVa/h0gTkzHy/F+Z9TzRS5sMnHliZdRCynGlsbOTQzfzuJj70HsHyUu39bVwTsGp18znrFVH3tpU5xrG6dY/X4TdXXfqqywNxZ7sS6NXdirZFTcCfWGs3smj1CZm4uBZhfRMS/tvm4Uqsci7fmWFxjBxiLzwAuKT8vpSqmvyIzb61p8xrg34GXR8TszHywzXykCdXJD4flw/2CMRt2GT9Qj99Ufe2lTnGsbp1j9fhN1dd+qhrPB2aNnzuxbs2dWLc2pXZirXmstnbNLkWpd1IVaNrduVVqhWPx1hyLt9aTY3FEHEp12elfl9xvBZ6k5nc0Il5FteHLYVSz26+KarMWSZIkSbLA3EmZeT/VzKLLhz80x9Y7sR4WEYui2uCIeGZXz1+OcfjhnVifm5nPL2vSLAReHI13Yj2V6oPuNyfi3LYlq51Xh3dife5wPJ7ZifUTo/WtMbwT67ya8zsDOK3MDJsonwJ+S7UTazPG85o1lJl3AGPtxPr88t9cquUl3jf8+LWic7tm75WZK5vtVGYULqPaKEuaVI7FjsXN6OGx+F3AlzLzeTWv4RuAP42IuRGxD9U6emdk5p2l/R9QPZeSJEmS5BIZXcCdWN2JdVhP7MRaZ6xds7flvcAhbfST2uFY7Fg8bIcZiyNiFtXGLgfXxjPz2xFxK9Xv6MuBq4eXEsnM30XEscCPIuKHuYPuki1JkiTpGdO2bBlziUVJkiRJkiRJkrbiDOYpLNyJtWWdfM56xVR97aXJ4ljcOsfi8Zuqr70kSZKk3uMMZkmSJEmSJElSW9zkT5IkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS0WmCVJkiRJkiRJbbHALEmSJEmSJElqiwVmSZIkSZIkSVJbLDBLkiRJkiRJktpigVmSJEmSJEmS1BYLzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2Z3ukEJtvg4GAf8BJgHbCpw+lI6i07A/3ATxYuXDjU6WSmAsdkSZPIMblFjsmSJpFjchsclyVNokkdl3u+wEw1OC/vdBKSetqhwPc7ncQU4ZgsabI5JjfPMVnSZHNMbo3jsqTJNinj8o5QYF4HMH/+fHbdddemOqxcuZKBgYFJTapV3ZaT+Yyt23Lqtnyg+3JqNZ8nn3ySO++8E8o4o6a0PCZD9/2utMvz6B69cA7gedRyTG5Lz4zJ3ZaT+Yyt23Iyn7G1kpNjctt6ZlyeLJ5rb/JcJ99kj8s7QoF5E8Cuu+5KX19f051aabu9dFtO5jO2bsup2/KB7supzXy8fK15bY3J0H2/K+3yPLpHL5wDeB4NOCY3r6fG5G7LyXzG1m05mc/Y2sjJMbk1PTUuTxbPtTd5rtvNpIzLbvInSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS0WmCVJkiRJkiRJbbHALEmSJEmSJElqiwVmSZIkSZIkSVJbLDBLkiRJkiRJktpigVmSJEmSJEmS1BYLzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKkt0zudgCRpYkTEd4DZwFMl9E5gf+BsYBfgHzPzogb9FgCXAnsCtwBnZObGiJgLLC3HTGBRZj4eETOBK4D9gIeA4zLzgUk9OUmSJEmS1JWcwSxJPSAipgHzgYMyc0FmLgDuBT4OHAIsAE6PiBc26L4UOCsz5wPTgNNK/GLg4sx8AfBTYHGJnwcsz8wDgUuACybptCRJkiRJUpdzBnMDuz1rJg8+8rsRsRm7TWeP3XftUEaSNKYo//9WRPw+VeH3t8C3M/MRgIi4FngLcO7TnSLmATMy87YSWgJ8LCIuBV4NHFMT/x7wQeCoch/AVcBFEbFLZg7PnB7TypUrWzq53Z41kxWr7hoRm74TbHji0ZaO0w0GBwc7ncKE6IXz6IVzAM9D25/vlSWpuzguS+o0C8wNbNwMP8sHR8ReHLMdnCV1s98DbgbeQ7UcxneBa4B1NW3WAS+t67dPgzb7As8BHsvMjXXxEX3KUhqPAbOA+5tNdmBggL6+vmabs2LVXaz7z51HxF4cs5m99/5NH6MbDA4OsnDhwk6nMW69cB69cA7gedQaGhpq+csrtcf3ypLUXRyXJXWaBWZJ6gGZeStw6/DtiLgMOJ9qOYth04DNdV13ArY0aFMfp6bvtLp4o+NKkiRJkqQdgGswS1IPiIhDIuLwmtA04DdAf01sDlvPMr53lDYPAntFxPC04f6avveVdkTEdGAP4OHxn4UkSZIkSZpqLDBLUm+YCXwyInaLiD2AU4ATgcMjYlZE7A68GfhmbafMXANsiIhXldBJwLKynvJy4PgSPxlYVn6+sdym3L+8lfWXJUmSJElS77DALEk9IDO/AdwA/BwYBC7PzB8AHwa+A/wCuDIzfwwQETdGxMGl+yLg0xGxGng2cGGJnwmcHhGrgEOBs0t8MfDyiLijtHn3ZJ+fJEmSJEnqTq7BLEk9IjMXUxV/a2NXAlc2aH4TsL60WcHWm/8Nz24+rEH8EeDo8WcsSZIkSZKmOmcwS9KO6UFgVaeTkCRJkiRJU1tTM5gjYk/gh8AbMvM3EXEEcD4wA7gmM88u7RYAlwJ7ArcAZ2TmxrpjzQSuAPYDHgKOy8wHImJX4DLgYKpZdSdk5uqImAZ8EngDsBk4rVz2LUlqU2Yu7XQOkiRJkiRp6htzBnNEvAz4PjC/3J4BXA68CTgQeElEHFmaLwXOysz5wDTgtAaHPI9qQ6gDgUuAC0r8vcATJf5+YEmJv7k8zguBY4AlEeHSHpIkSZIkSZLUYc0skXEa1QZO95fbLwV+nZl3l9nJS4FjI2IeMCMzbyvtlgDHNjjeUVQzmAGuAo6MiF1q45l5CzArIuaW+NWZuTkz7wTWAq9s7TQlSZIkSZIkSRNtzJnAmfkOgIgYDu0DrKtpsg7Ydxvxek+3y8yNEfEYMGsCjrtNK1eubLrt9BkzWbN2zYhY/16buOfuR1t92Ak1ODjY0cevZz5j67acui0f6L6cui0fSZIkSZKkbtbOUhM7AVtqbk+jWht5tHi9aQ1ub6t/s8fdpoGBAfr6+ppqu2LVXcybO29ErH/ObGbvvX+rDzthBgcHWbhwYccev575jK3bcuq2fKD7cmo1n6GhoZa+vJIkSZIkSeo1zSyRUe9eoL/m9hyq5TNGi9e7r9xHWUt5D+DhCTiuJEmSJEmSJGk7aqfA/CMgIuKAiNgZOAFYlplrgA0R8arS7iRgWYP+NwInl5+Pp9rw76naeEQcAmzIzLUlvigido6IA6g2G/xJG3lLkiRJkiRJkiZQywXmzNwAnAp8FVgFrAauLXcvAj4dEauBZwMXAkTEuRFxRmmzGHh5RNwBnEm1gSDAZ4C+Er+QqkBNOfYdwO3A14C3Z+b6VvOWJEmSJEmSJE2sptdgzszn1/x8M3BQgzYrgJc26H4d8IrS5hHg6AZ9NwCnNIhvAT5Q/pMkSZIkSZIkdYl2lshoRz9w5XZ6LEmSJEmSJEnSdtD0DObxyMwbtsfjSJIkSZIkSZK2n+01g1mSJEmSJEmS1GMsMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2bJdN/iRJkqQdTUScCHyo3FyWmR+IiAXApcCewC3AGZm5sa7fTOAKYD/gIeC4zHwgInYFLgMOBtYDJ2Tm6oiYBnwSeAOwGTgtM38w+WcoSZIkOYNZkiRJmnARsTtwIfAa4CDg0Ig4AlgKnJWZ84FpwGkNup8HLM/MA4FLgAtK/L3AEyX+fmBJib8ZOBB4IXAMsCQinEgiSZKk7cI3npIkSdLE25lqMsezgCeAXYCngBmZeVtpswT4GPDZur5HAa8uP18FXBQRu5T4OQCZeUtEzIqIuSV+dWZuBu6MiLXAK6lmSI9p5cqVLZ3Y9BkzWbN2zYhY/16buOfuR1s6zkQbHBzs6OPXM5+xdVtO5jO2bsxJktR5FpglSZKkCZaZv42IxcBq4HfA94AngXU1zdYB+zbovs9wu8zcGBGPAbNq43X9R4s3ZWBggL6+vmabs2LVXcybO29ErH/ObGbvvX/Tx5hog4ODLFy4sGOPX898xtZtOZnP2FrJaWhoqOUvryRJU5dLZEiSJEkTLCJeBLwNmEdVAN4E/HdgS02zaVRrJteb1uD2Zqr37o36jxaXJEmSJp0FZkmSJGnivR64OTMfzMwhquUwDgP6a9rMAe5v0Pe+ch9lLeU9gIeBe0fpP1pckiRJmnQWmCVJkqSJtwI4IiKeFRHTgDdSLZOxISJeVdqcBCxr0PdG4OTy8/FUG/49VRuPiEOADZm5tsQXRcTOEXEAMB/4ySSdlyRJkjSCazBLkiRJEywzvxUR/w0YpNrc78fA3wH/AlwSEXsCPwMuBIiIc4H7M/NzwGJgSUTcATwKLCqH/Qzw+RIfoipQA1wLvAy4vdx+e2aun+RTlKQpJSK+A8ymGpMB3gnsD5xNtRHrP2bmRQ36LQAuBfak2jz1jLI+/lxgaTlmAosy8/GImAlcAewHPAQcl5kPTOrJSVKHWWCWJEmSJkFmfgL4RF14BfDSBs2vA15R+j0CHN3geBuAUxrEtwAfKP9JkuqUK0nmA/Myc2OJPRe4GlhI9aXdDyPiO5m5qq77UuAdmXlbRFwGnAZ8FrgYuDgzry6bui4GPgicR3XlyVERcRJwAdXVKJLUsywwS5IkSZ3XD1zZ6SQkqUdF+f+3IuL3gUuA3wLfLl/qERHXAm8Bzn26U8Q8YEZm3lZCS4CPRcSlwKuBY2ri36MqMB9V7gO4CrgoInYpSx01ZeXKlS2d3PQZM1mzds2IWP9em7jn7kdbOs5UMTg42OkUthvPtTf14rlaYJYkSZI6LDNv6HQOktTDfg+4GXgP1XIY3wWuAdbVtFnH1leY7NOgzb7Ac4DHhmdD18RH9ClLaTwGzKKFzVcHBgbo6+trtjkrVt3FvLnzRsT658xm9t77N32MqWJwcJCFCxd2Oo3twnPtTZ0616GhoZa/vGqFBWZJkiRJktSzMvNW4Nbh22Wpi/OplrMYNg3YXNd1J2BLgzb1cWr6TquLNzquJPWUnTqdgCRJkiRJ0mSJiEMi4vCa0DTgN1TLEw2bw9azjO8dpc2DwF4RsXOJ99f0va+0IyKmA3sAD4//LCSpe1lgliRJkiRJvWwm8MmI2C0i9qDaMPVE4PCImBURuwNvBr5Z2ykz1wAbIuJVJXQSsKysp7ycZzbvOxlYVn6+sdym3L+8lfWXJWkqssAsSZIkSZJ6VmZ+A7gB+DkwCFyemT8APgx8B/gFcGVm/hggIm6MiINL90XApyNiNfBs4MISPxM4PSJWAYcCZ5f4YuDlEXFHafPuyT4/Seo012CWJEmSJEk9LTMXUxV/a2NXAlc2aH4TsL60WcHWm/8Nz24+rEH8EeDo8WcsSVOHM5glSZIkSZKe8SCwqtNJSNJU4QxmSZIkSZKkIjOXdjoHSZpKnMEsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS0WmCVJkiRJkiRJbbHALEmSJEmSJElqiwVmSZIkSZIkSVJbLDBLkiRJkiRJktpigVmSJEmSJEmS1BYLzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLZYYJYkSZIkSZIktcUCsyRJkiRJkiSpLRaYJUmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2TO90ApIkSVKviYh3AGfVhP4L8CXgOuB8YAZwTWae3aDvXGApMBtIYFFmPh4RM4ErgP2Ah4DjMvOBiNgVuAw4GFgPnJCZqyft5CRJkqQazmCWJEmSJlhmXpqZCzJzAbAIeBD4BHA58CbgQOAlEXFkg+4XAxdn5guAnwKLS/w8YHlmHghcAlxQ4u8Fnijx9wNLJuesJEmSpK05g1mSJEmaXJ8F/g/VzONfZ+bdABGxFDgWWDbcMCJ2AV4NHFNCS4DvAR8Ejir3AVwFXFTaHwWcA5CZt0TErIiYm5lrm0lu5cqVLZ3M9BkzWbN2zYhY/16buOfuR1s6zkQbHBzs6OPXM5+xdVtO5jO2bsxJktR5FpglSZKkSRIRRwAzMvMrEfHnwLqau9cB+9Z1eQ7wWGZubNBmn+H+mbkxIh4DZtXG6/o0VWAeGBigr6+v6XNaseou5s2dNyLWP2c2s/fev+ljTLTBwUEWLlzYscevZz5j67aczGdsreQ0NDTU8pdXkqSpyyUyJEmSpMnzTqo1l6F6772l5r5pwOa69vVtqGkzrS4+3L+Z40qSJEmTwgKzJEmSNAnK5nuvAa4voXuB/pomc4D767o9COwVETuX2/01be4rfYiI6cAewMNNHleSJEmaFBaYJUmSpMnxIuDOzHyi3P4REBFxQCkgn0DN+ssAmfkUsBw4voROrmlzY7lNuX95af90PCIOATY0u/6yJEmSNF4WmCVJkqTJsR/V7GIAMnMDcCrwVWAVsBq4FiAiLo2Io0vTM4HTI2IVcChwdokvBl4eEXeUNu8u8c8AfSV+IXDSJJ6TJEmSNIKb/ElSj4mITwHPycxTI2IBcCmwJ3ALcEbNxlHD7WcCV1AVQh4CjsvMB8ql3ZcBBwPrgRMyc3VETAM+CbyBao3P0zLzB9vp9CRpysjMLwNfrovdDBzUoPmNwKbSZg1wWIPjPQIc3SC+AThl/BlLkiRJrXMGsyT1kIg4nJFFhqXAWZk5n2rTp9MadDuP6jLrA4FLgAtK/L3AEyX+fmBJib8ZOBB4IXAMsKSsBSpJat904KZOJyFJkiS1ygKzJPWIiNgb+DjwN+X2PGBGZt5WmiwBjm3Q9SiqGcwAVwFHRsQutfHMvAWYFRFzS/zqzNycmXcCa4FXTspJSdIOIjO/nJlDnc5DkiRJapUzziSpd3we+DDwvHJ7H2Bdzf3rgH0b9Hu6XWZujIjHgFnb6N/scUe1cuXKVpozfcZM1qxdMyLWv9cm7rn70ZaO0w0GBwc7ncKE6IXz6IVzAM9DkiRJUmdZYJakHhAR7wDuycybI+LUEt4J2FLTbBrVmsn1pjW4vXkb/Zs97qgGBgbo6+truv2KVXcxb+68EbH+ObOZvff+rTxsxw0ODrJw4cJOpzFuvXAevXAO4HnUGhoaavnLK0mSJEnjZ4FZknrD8UB/RPwC2Bt4NlURuL+mzRzg/gZ97yv33VvWUt4DeBi4t/S/q67/cHys40qSJEmSpB7nGsyS1AMy83WZOZCZC4BzgOsz863Ahoh4VWl2ErCsQfcbgZPLz8dTbfj3VG08Ig4BNmTm2hJfFBE7R8QBwHzgJ5N1bpIkSZIkqXs5g1mSetsi4JKI2BP4GXAhQEScC9yfmZ8DFgNLIuIO4NHSB+AzwOdLfIiqQA1wLfAy4PZy++2ZuX57nIwkSZIkSeou4yowR8SJwIfKzWWZ+YGIWABcCuwJ3AKckZkb6/rNBK4A9gMeAo7LzAciYlfgMuBgYD1wQmaujohpwCeBN1Ct83laZv5gPLlLUq/KzCXAkvLzCuClDZpdB7yitHkEOLrBcTYApzSIbwE+UP6TJEmSJEk7sLaXyIiI3almwr0GOAg4NCKOAJYCZ2XmfKqNn05r0P08qkuwDwQuAS4o8fcCT5T4+ykFEuDNwIHAC4FjqGbaOftaktrXD1zZ6SQkSZIkSdLUNp41mHcu/Z8F7FL+ewqYkZm3lTZLgGMb9D2KagYzwFXAkRGxS208M28BZkXE3BK/OjM3Z+adwFrglePIXZJ2aJl5Q2b+R6fzkCRJkiRJU1vbs4Az87cRsRhYDfwO+B7wJLCuptk6YN8G3fcZbpeZGyPiMWBWbbyu/2jxpq1cubLpttNnzGTN2jUjYv17beKeux9t5SEn3ODgYEcfv575jK3bcuq2fKD7cuq2fCRJkiRJkrpZ2wXmiHgR8DZgHvCfVEtj/HdgS02zaVRrJteb1uD2ZqoZ0Y36jxZv2sDAAH19fU21XbHqLubNnTci1j9nNrP33r+Vh5xQg4ODLFy4sGOPX898xtZtOXVbPtB9ObWaz9DQUEtfXkmSJEmSJPWa8SyR8Xrg5sx8MDOHqJbDOIxqXc9hc4D7G/S9r9xHWUt5D+Bh4N5R+o8WlyRJkiRJkiR1yHgKzCuAIyLiWRExDXgj1TIZGyLiVaXNScCyBn1vBE4uPx9PteHfU7XxiDgE2JCZa0t8UUTsHBEHAPOBn4wjd0mSJEmSJEnSOI1nDeZvRcR/AwapNvf7MfB3wL8Al0TEnsDPgAsBIuJc4P7M/BywGFgSEXcAjwKLymE/A3y+xIeoCtQA1wIvA24vt9+emevbzV2SJEmSJEmSNH5tF5gBMvMTwCfqwiuAlzZofh3witLvEeDoBsfbAJzSIL4F+ED5T5IkSZIkSZLUBcazREar+oErt+PjSZIkSZIkSZIm0bhmMLciM2/YXo8lSZIkSZIkSZp823MGsyRJkiRJkiSph1hgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaMr3TCUiSJEmSJG0PEfEp4DmZeWpELAAuBfYEbgHOyMyNde1nAlcA+wEPAcdl5gMRsStwGXAwsB44ITNXR8Q04JPAG4DNwGmZ+YPtdHqS1BHOYJYkSZIkST0vIg4HTqkJLQXOysz5wDTgtAbdzgOWZ+aBwCXABSX+XuCJEn8/sKTE3wwcCLwQOAZYEhFO7pPU0xzkJEmSJElST4uIvYGPA38DHBQR84AZmXlbabIE+Bjw2bquRwGvLj9fBVwUEbuU+DkAmXlLRMyKiLklfnVmbgbujIi1wCupZkg3ZeXKlS2d2/QZM1mzds2IWP9em7jn7kdbOs5UMTg42OkUthvPtTf14rlaYJYkSZIkSb3u88CHgeeV2/sA62ruX1Xt3SgAACAASURBVAfs26Df0+0yc2NEPAbM2kb/Zo87qoGBAfr6+ppuv2LVXcybO29ErH/ObGbvvX8rDzslDA4OsnDhwk6nsV14rr2pU+c6NDTU8pdXrXCJDEmSJEmS1LMi4h3APZl5c014J2BLze1pVGsm15vW4PbmbfRv9riS1DOcwSxJkiRJknrZ8UB/RPwC2Bt4NlURuL+mzRzg/gZ97yv33VvWUt4DeBi4t/S/q67/cHys40pSz3AGsyRJkiRJ6lmZ+brMHMjMBVTrJl+fmW8FNkTEq0qzk4BlDbrfCJxcfj6easO/p2rjEXEIsCEz15b4oojYOSIOAOYDP5msc5OkbuAMZkmSJEmStCNaBFwSEXsCPwMuBIiIc4H7M/NzwGJgSUTcATxa+gB8Bvh8iQ9RFagBrgVeBtxebr89M9dvj5ORpE6xwCxJkiRJknYImbkEWFJ+XgG8tEGz64BXlDaPAEc3OM4G4JQG8S3AB8p/krRDcIkMSZIkSZKkZ/QDV3Y6CUmaKpzBLEmSJEmSVGTmDZ3OQZKmEmcwS5IkSZIkSZLaYoFZkiRJkiRJktQWl8iQJEmSJkFEvBH4CPAs4FuZ+b6IOAI4H5gBXJOZZzfoNxdYCswGEliUmY9HxEzgCmA/4CHguMx8ICJ2BS4DDgbWAydk5urJP0NJkiTJGcySJEnShIuI/YDPAccALwJeHBFHApcDbwIOBF5SYvUuBi7OzBcAPwUWl/h5wPLMPBC4BLigxN8LPFHi7weWTMpJSZIkSQ04g1mSJEmaeH9CNUP5XoCIOB74Q+DXmXl3iS0FjgWWDXeKiF2AV1MVpqEqFn8P+CBwVLkP4CrgotL+KOAcgMy8JSJmRcTczFzbTKIrV65s6cSmz5jJmrVrRsT699rEPXc/2tJxJtrg4GBHH7+e+Yyt23Iyn7F1Y06SpM6zwCxJkiRNvAOAJyPiemAu8A3gDmBdTZt1wL51/Z4DPJaZGxu02We4f2ZujIjHgFm18bo+TRWYBwYG6Ovra/K0YMWqu5g3d96IWP+c2czee/+mjzHRBgcHWbhwYccev575jK3bcjKfsbWS09DQUMtfXkmSpi4LzJIkSdLEm0412/gw4HHgeqr1kbfUtJkGbK7rt1NdG2raTKuLD/ev79PouJIkSdKkcA1mSZIkaeI9ANyUmQ9l5nrgX4AjgP6aNnOA++v6PQjsFRE7l9v9NW3uK32IiOnAHsDDwL1NHFeSJEmaFBaYJUmSpIn3DeD1ETGzFIuPBK4FIiIOKLETqFl/GSAznwKWA8eX0Mk1bW4styn3Ly/tn45HxCHAhmbXX5YkSZLGywKzJEmSNMEy80fA3wPfB1YBa4DPAqcCXy2x1VRFZyLi0og4unQ/Ezg9IlYBhwJnl/hi4OURcUdp8+4S/wzQV+IXAidN6slJkiRJNVyDWZIkSZoEmXk5cHld+GbgoAbNbwQ2lX5rqNZurj/eI8DRDeIbgFPGma4kSZLUFmcwS5IkSZ03Hbip00lIkiRJrXIGsyRJktRhmfnlTucgSZIktcMZzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaYoFZkiRJkiRJktQWC8ySJEmSJEmSpLZYYJYkSZIkSZIktcUCsyRJkiRJkiSpLRaYJUmSJEmSJEltscAsSZIkSZIkSWqLBWZJkiRJkiRJUlssMEuSJEmSJEmS2mKBWZIkSZIkSZLUFgvMkiRJkiRJkqS2WGCWJEmSJEmSJLXFArMkSZIkSZIkqS0WmCVJkiRJkiRJbbHALEmSJEmSJElqiwVmSZIkSZIkSVJbLDBLkiRJkiRJktpigVmSJEmSJEmS1BYLzJIkSZIkSZKktlhgliRJkiRJkiS1xQKzJEmSJEmSJKktFpglSZIkSZIkSW2xwCxJkiRJkiRJaosFZkmSJEmSJElSWywwS5IkSZIkSZLaMr3TCUiSJkZEnAu8BdgCXJaZ50fEEcD5wAzgmsw8u0G/ucBSYDaQwKLMfDwiZgJXAPsBDwHHZeYDEbErcBlwMLAeOCEzV0/+GUqSJEmSpG7jDGZJ6gER8Rrgj4EXURV+3xMRBwGXA28CDgReEhFHNuh+MXBxZr4A+CmwuMTPA5Zn5oHAJcAFJf5e4IkSfz+wZFJOSpIkSZIkdT1nMEtSD8jM70XEazNzY0Q8l2p8nwn8OjPvBoiIpcCxwLLhfhGxC/Bq4JgSWgJ8D/ggcFS5D+Aq4KLS/ijgnPK4t0TErIiYm5lrm8135cqVLZ3f9BkzWbN2zYhY/16buOfuR1s6TjcYHBzsdAoTohfOoxfOATwPSZIkSZ1lgVmSekRmPhURHwM+AHwF2AdYV9NkHbBvXbfnAI9l5sYGbZ7uXwrXjwGztnHcpgvMAwMD9PX1NducFavuYt7ceSNi/XNmM3vv/Zs+RjcYHBxk4cKFnU5j3HrhPHrhHMDzqDU0NNTyl1eSJEmSxs8lMiSph2TmR6iKwM8D5lOtxzxsGrC5rstOdW2oaTOtLj7cv75Po+NKkiRJkqQdgDOYJakHRMQLgN0y8xeZ+buI+GeqDf821TSbA9xf1/VBYK+I2DkzNwH9NW3uK33ujYjpwB7Aw8C9pd1d2ziuJO3wIuI7VBuoPlVC7wT2B84GdgH+MTMvatBvAXApsCdwC3BGuZKkpU1ZJ/XkJEmSpGJcM5gj4o0R8dOI+FVEXFBiR0TE7RHx64g4b5R+cyPilohYHRFfi4hnl/jMiLihHO+WiJhT4rtGxJdK/GelkCJJesZ+wCUR0RcRu1Jt7Pd5ICLigIjYGTiBmvWXoVpWA1gOHF9CJ9e0ubHcpty/vLR/Oh4RhwAbWll/WZJ2BBExjepKkoMyc0FmLqD6gu7jwCHAAuD0iHhhg+5LgbMycz7VVSKnlXirm7JKkiRJk67tAnNE7Ad8jmpjqBcBL46II4HLqQobBwIvKbF6rb45fi/wRIm/n2oTKklSkZk3AjcAPwcGgR9m5tXAqcBXgVXAauBagIi4NCKOLt3PpCpyrAIOpZpZB9XY/PKIuKO0eXeJfwboK/ELgZMm9+wkaUqK8v9vRcSKiDgLOAL4dmY+kplPUI3JbxnRKWIeMCMzbyuhJcCxNZuyXlsbLz8fRTWDGapNWY8s7SVJkqRJN54lMv4EuCYz7wWIiOOBPwR+nZl3l9hSqje+T8+Yq3lzfEwJLQG+B3yQ6s3xq0v8KuCi0v4o4ByAzLwlImZFxNxWZsy1sunL9BkzWbN2zYhY/16buOfuR5s+xmTott3VzWds3ZZTt+UD3ZdTt+XTisz8KPDRutjNwEENmt9IWT4jM9cAhzU43iPA0Q3iG4BTxpuvJPW43wNuBt5DtRzGd4Fr2HqT1JfW9RttI9V2NmVtavmiVjdH9L1yc8xnbN2Wk/mMrRtzkiR13ngKzAcAT0bE9cBc4BvAHTR+Q1yrnTfHo73RbrrAPDAwQF9fX1NtV6y6i3lz542I9c+Zzey992/24SZct+0Sbz5j67acui0f6L6cWs1naGio5Q/lXWQ61YxnSdIkyMxbgVuHb0fEZcD5VFfsDWtm89XRNliFsTdlbUor75PB98rNMJ+xdVtO5jO2VnKa4u+TJUktGk+BeTrVbOPDgMeB64H1NH5DXKudN8ejvdGWJLUhM7/c6RwkqZeVNer7ypUkUL1//Q3VJqnDGm2Seu8obdrZlFWSJEmadOPZ5O8B4KbMfCgz1wP/QrWu3Fhvmp9+c1xuN3pzTN2b49HeaEuSJEndaCbwyYjYLSL2oFpa6ETg8LLc2+7Am4Fv1nYqyxZtiIhXldBJwLI2N2WVJEmSJt14CszfAF4fETNLsfhIqk1HIiIOKLETqFl/GaDNN8dPx8tskA2trL8sSZIkbU+Z+Q1Gbr56eWb+APgw8B3gF8CVmfljgIi4MSIOLt0XAZ+OiNXAs6k2VIXWN2WVJEmSJl3bS2Rk5o8i4u+B71NtXPJvwGeB1cBXgd2oCsPXAkTEpcD1mXk91RvfL0TE2VTrKP95OexiYEl5c/wo1ZtrgM8Any/xIaqZHJIkSVLXyszFVO9va2NXAlc2aH4T1XJzZOYKtt78r+VNWSVJkqTtYTxrMJOZlwOX14VvBg5q0PxGYFPp19Kb48zcQHVZoSRJktSLHgRWdToJSZIkqVXjKjC38Vg3bMfHkyRJkqaEzFza6RwkSZKkdmy3AnNmfnl7PZYkSZIkSZIkafKNZ5M/SZIkSZIkSdIOzAKzJEmSJEmSJKkt23MNZkmSJEmSpO0uIs4F3gJsAS7LzPMj4gjgfGAGcE1mnt2g31xgKTD7/2fv7uPsKstD7/+SDAlBkIgkzSAmHkQuUvMIElRaEfG15QSRUwU0lJdW5PSABapWPMcEPT7o01blFKgceXhpqLwIhh5rJdijYCHUUytjxQbKVcQY3kIDpLwnQzLJ+WOtgT27O5mZldmz1+z5fT8fPsy+932vfd3zcq2da937XkACJ2bmsxExC7gG2A94DDg+Mx+NiOnAFcChwEZgSWbe2/4ZSlLnuIJZkiRJkiR1rYh4O/BO4A0Uhd/fj4iDgCuB9wMLgDdFxFEthl8CXJKZBwJ3AsvK9vOBVZm5ALgMuLBsPwt4rmw/B1jelklJUo24glmSJEmSJHWtzLwtIt6RmVsi4lUUtZBZwH2ZuQYgIq4GjgNuHhwXEbsARwDHlk3LgduAc4HF5XMA1wFfLfsvBs4rX/f2iJgdEfMy84GRxrt69epRza9n5izWPrB2SFvvngM8uObJUR1noujr6+t0COPGuXanbpyrBWZJkiRJktTVMnNzRPx34JPAN4F9gHUNXdYB+zYN2xt4OjO3tOjz4viycP00MHsHxx1xgXnhwoXMmDFjpN256577mT9v/pC23rlzmLPXa0d8jImir6+PRYsWdTqMceFcu1On5trf3z/qi1ej4RYZkiRJkiSp62XmZymKwK8GDqDYj3nQFGBr05CpTX1o6DOlqX1wfPOYVseVpK5igVmSJEmSJHWtiDgwIg4GyMzngb8EjgR6G7rNBR5pGroe2DMippWPexv6PFyOISJ6gD2AJ4CHRnBcSeoqFpglSZIkSVI32w+4LCJmRMR0ihv7XQpEROxfFpCX0LD/MhTbagCrgBPKppMb+qwsH1M+v6rs/2J7RBwObBrN/suSNBFZYJYkSZIkSV0rM1cCNwH/CPQBP8zMbwCnAjcC9wD3AisAIuLyiDimHH4GcHpE3AO8DVhati8DDouIu8s+Z5btFwMzyvaLgJPaOztJ6jxv8idJkiRJkrpaZn4O+FxT2y3AQS26rwQGyj5rKbbTaD7eBuCYFu2bgFN2Nl5JmkhcwSxJkiRJkvSSHuD7nQ5CkiYKVzBLkiRJkiSVMvOGTscgSROJK5glSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVWKBWZIkSZIkSZJUiQVmSZIkSZIkSVIlFpglSZIkSZIkSZVYYJYkSZIkSZIkVdLT6QAkSZKkbhURXwb2zsxTI+Jg4HLg5cDtwO9l5pam/rOAa4D9gMeA4zPz0YiYDlwBHApsBJZk5r0RMQX4EnA0sBX4aGb+3ThNT5IkSXIFsyRJktQOEfEu4JSGpquBj2XmAcAU4KMthp0PrMrMBcBlwIVl+1nAc2X7OcDysv0DwALgV4FjgeUR4SISSZIkjRsLzJIkSdIYi4i9gC8AXywfzwdmZubfl12WA8e1GLqYYgUzwHXAURGxS2N7Zt4OzI6IeWX7NzJza2b+C/AA8OttmZQkSZLUgqsbJEmSpLF3KfAZ4NXl432AdQ3PrwP2bTHuxX6ZuSUingZm72D8SI+7XatXrx5Nd3pmzmLtA2uHtPXuOcCDa54c1XHGWl9fX0dfv5nxDK9uMRnP8OoYkySp8ywwS5IkSWMoIk4DHszMWyLi1LJ5KrCtodsUij2Tm01p8XjrDsaP9LjbtXDhQmbMmDHi/nfdcz/z580f0tY7dw5z9nrtaF52TPX19bFo0aKOvX4z4xle3WIynuGNJqb+/v5RX7ySJE1cFpglSZKksXUC0BsRPwX2AnanKAL3NvSZCzzSYuzD5XMPlXsp7wE8ATxUjr+/afxg+3DHlSRJktrCPZglSZKkMZSZ78nMhZl5MHAe8O3M/B1gU0S8tex2EnBzi+ErgZPLr0+guOHf5sb2iDgc2JSZD5TtJ0bEtIjYHzgA+HG75iZJkiQ1cwWzJEmSND5OBC6LiJcDPwEuAoiIzwOPZObXgGXA8oi4G3iyHANwMXBp2d5PUaAGWAG8BfhZ+fgjmblxPCYjSZIkgQVmSZIkqW0yczmwvPz6LuDNLbp9C/i1ss8G4JgWx9kEnNKifRvwyfI/SZIkady5RYYkSZLUWb3AtZ0OQpIkSarCFcySJElSB2XmTZ2OQZIkSarKFcySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEp6Oh2AJGlsRMRngePLhzdl5qci4t3ABcBM4PrMXNpi3DzgamAOkMCJmflsRMwCrgH2Ax4Djs/MRyNiOnAFcCiwEViSmfe2eXqSJEmSJKmGXMEsSV2gLCS/F3gjcDCwKCI+DFwJvB9YALwpIo5qMfwS4JLMPBC4E1hWtp8PrMrMBcBlwIVl+1nAc2X7OcDytkxKkiRJkiTVniuYJak7rAM+kZkvAETEPwMHAPdl5pqy7WrgOODmwUERsQtwBHBs2bQcuA04F1hcPgdwHfDVsv9i4DyAzLw9ImZHxLzMfGCkwa5evXpUk+uZOYu1D6wd0ta75wAPrnlyVMepg76+vk6HMCa6YR7dMAdwHpIkSZI6ywKzJHWBzLx78OuIeB3FVhkXUxSeB60D9m0aujfwdGZuadFnn8HxmbklIp4GZje2N40ZcYF54cKFzJgxY6Tdueue+5k/b/6Qtt65c5iz12tHfIw66OvrY9GiRZ0OY6d1wzy6YQ7gPBr19/eP+uKVJEmSpJ230wXmiPgysHdmnhoRBwOXAy8Hbgd+r6FoMdh/VHt6RsQU4EvA0cBW4KOZ+Xc7G7ckdaOIeD1wE/CHwBaKVcyDplDk0UZTgW1NbYN9pjS1D45vHtPquJIkSZIkaRLYqT2YI+JdwCkNTVcDH8vMAygKDh9tMWy0e3p+gGLv0F+l+Aj38ohw5bUkNYmItwK3AJ/OzKuAh4Dehi5zgUeahq0H9oyIaeXj3oY+D5djKPPuHsATIzyuJEmSJEmaBCoXmCNiL+ALwBfLx/OBmZn592WX5RR7fTZbTLGCGYo9PY9q2NPzGij29ARmR8S8sv0bmbk1M/+F4iPYv141bknqRhHxauBbFJ/++EbZ/KPiqdi/LCAvoWH/ZYDM3AysAk4om05u6LOyfEz5/Kqy/4vtEXE4sGk0+y9LkiRJkqTusTMrgS8FPgO8uny8vT05m412T8+RHneHRrMnX11vJlW3m98Yz/DqFlPd4oH6xVS3eEbhk8CuwAURMdj2NeBU4MbyuZXACoCIuBz4dmZ+GzgDuCoillJcxPtwOX4ZxadG7gaeBE4s2y8GLi3b+4GT2jozSZIkSZJUW5UKzBFxGvBgZt4SEaeWzSPdk3O0e3qOyV6fo7mhVB1vJlW3m/gYz/DqFlPd4oH6xTTaeOp0Q6nMPBs4eztPH9SibSUwUI5dCxzZ4pgbgGNatG9i6PZIkiRJkiRpkqq6gvkEoDcifgrsBexOUQQeyZ6cg3t6PrSdPT3vbxrvXp+SNPZ6KG4GKEmSJEmSVFmlPZgz8z2ZuTAzDwbOo/iY9e8Am8qbTEHxkembWwwf7Z6eK4ETI2JaROwPHAD8uErckqRCZt6Qmf2djkOSJEmSJE1sO7MHcysnApdFxMuBnwAXAUTE54FHMvNrjH5PzxXAW4CflY8/kpkbxzhuSZIkSZIkSdIo7XSBOTOXA8vLr+8C3tyi27eAXyv7jGpPz8zcRnHzqk/ubKySJEmSJEmSpLEz1iuYt6cXuHacXkuSJEmSJOlFEfFZ4Pjy4U2Z+amIeDdwATATuD4zl7YYNw+4GpgDJHBiZj4bEbOAa4D9gMeA4zPz0YiYDlwBHApsBJZk5r1tnp4kdVSlPZhHKzNvysx/G4/XkiRJkiRJGlQWkt8LvBE4GFgUER8GrgTeDywA3hQRR7UYfglwSWYeCNxJse0nwPkU95RaAFwGXFi2nwU8V7afQ/mJb0nqZuO1glmSJEmSJKkT1gGfyMwXACLin4EDgPsyc03ZdjVwHHDz4KCI2AU4Aji2bFoO3AacCywunwO4Dvhq2X8xcB5AZt4eEbMjYl5mPjDSYFevXj2qyfXMnMXaB9YOaevdc4AH1zw5quNMFH19fZ0OYdw41+7UjXO1wCxJkiRJkrpWZt49+HVEvI5iq4yLKQrPg9YB+zYN3Rt4OjO3tOizz+D4zNwSEU8Dsxvbm8aMuMC8cOFCZsyYMdLu3HXP/cyfN39IW+/cOczZ67UjPsZE0dfXx6JFizodxrhwrt2pU3Pt7+8f9cWr0RiXLTIkSZIkSZI6KSJeD3wP+EPgF8C2hqenAFubhkxt6kNDnylN7YPjm8e0Oq4kdRULzJIkSZIkqatFxFuBW4BPZ+ZVwENAb0OXucAjTcPWA3tGxLTycW9Dn4fLMURED7AH8MQIjytJXcUtMiRJkqQ2iIjPAx+kWMl2RWZeUN5o6gJgJnB9Zi5tMW4ecDUwB0jgxMx8NiJmAdcA+wGPAcdn5qMRMR24AjgU2Agsycx72z9DSZoYIuLVwLeAEzLz1rL5R8VTsT+wBlhCcdO/F2Xm5ohYBZwAXAuczEt7NK8sH3+xfH5V2X+w/Y6IOBzYNJr9lyVpInIFsyRJkjTGIuLtwDuBN1AUfn8/Ig6iKF68H1gAvCkijmox/BLgksw8ELgTWFa2n09RwFgAXAZcWLafBTxXtp9DcRMqSdJLPgnsClwQET+NiJ8Cp5b/3QjcA9wLrACIiMsj4phy7BnA6RFxD/A2YPDC4DLgsIi4u+xzZtl+MTCjbL8IOKm9U5OkznMFsyRJkjTGMvO2iHhHeeOnV1G8754F3JeZawAi4mrgOF5aDUdE7AIcARxbNi0HbgPOBRaXzwFcB3y17L8YOK983dsjYnZEzHPFnCQVMvNs4OztPH1Qi7aVwEA5di1wZItjbgCOadG+CTilaqySNBFZYJYkSZLaoPyo9H+nWDn3TWAfYF1Dl3XAvk3D9gaezswtLfq8OL4sXD8NzN7BcUdUYB7tHcV7Zs5i7QNrh7T17jnAg2ueHNVxxlpfX19HX7+Z8QyvbjEZz/DqGFOb9AA3dToISZooLDBLkiRJbZKZn42IPwb+GjiAYj/mQVOArU1Dpjb1oaHPlKb2wfHNY1odd7sWLlzIjBkzRtqdu+65n/nz5g9p6507hzl7vXbExxhrfX19LFq0qGOv38x4hle3mIxneKOJqb+/f9QXr+okM2/odAw7a8vAVtZveH5I28xde9hjt+kdikhSN3MPZkmSJGmMRcSBEXEwQGY+D/wlxUesexu6zQUeaRq6HtgzIqaVj3sb+jxcjiEieoA9gCeAh0ZwXEnSJNK/eYCf5Poh/23ctGX4gZJUgQVmSZIkaeztB1wWETMiYjrFjf0uBSIi9i8LyEto2H8Zim01gFXACWXTyQ19VpaPKZ9fVfZ/sT0iDgc2uf+yJEmSxosFZkmSJGmMZeZKiv07/xHoA36Ymd8ATgVuBO4B7gVWAETE5RExeLOoM4DTI+Ie4G3A0rJ9GXBYRNxd9jmzbL8YmFG2XwSc1N7ZSZIkSS9xD2ZJkiSpDTLzc8DnmtpuAQ5q0X0lMFD2WUuxnUbz8TYAx7Ro3wScsrPxSpIkSVW4glmSJEnqvB7g+50OQpIkSRotVzBLkiRJHZaZN3Q6BkmSJKkKVzBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKLDBLkiRJkiRJkiqxwCxJkiRJkiRJqsQCsyRJkiRJkiSpEgvMkiRJkiRJkqRKejodgCRJktRtIuKzwPHlw5sypMMF4AAAIABJREFU81MR8W7gAmAmcH1mLm0xbh5wNTAHSODEzHw2ImYB1wD7AY8Bx2fmoxExHbgCOBTYCCzJzHvbPD1JkiTpRa5gliRJksZQWUh+L/BG4GBgUUR8GLgSeD+wAHhTRBzVYvglwCWZeSBwJ7CsbD8fWJWZC4DLgAvL9rOA58r2c4DlbZmUJEmStB0WmCVJkqSxtQ74RGa+kJmbgX8GDgDuy8w1mbmFYpXycY2DImIX4AhgRdm0vKHPYooVzADXAUeV/V9sz8zbgdnlKmhJkiRpXLhFhiRJkjSGMvPuwa8j4nUUW2VcTFF4HrQO2Ldp6N7A02UBurnPPoPjM3NLRDwNzG5sbxrzwEjjXb169Ui7AtAzcxZrH1g7pK13zwEeXPPkqI4z1vr6+jr6+s2MZ3h1i8l4hlfHmCRJnWeBWZIkSWqDiHg9cBPwh8AWilXMg6YAW5uGTAW2NbUN9pnS1D44vnlMq+Pu0MKFC5kxY8aI+991z/3Mnzd/SFvv3DnM2eu1o3nZMdXX18eiRYs69vrNjGd4dYvJeIY3mpj6+/tHffFKkjRxuUWGJEmSNMYi4q3ALcCnM/Mq4CGgt6HLXOCRpmHrgT0jYlr5uLehz8PlGCKiB9gDeGKEx5UkiS0DW1m/4fkh/z3z/AudDktSF7DALEmSJI2hiHg18C1gSWZ+o2z+UfFU7F8WkJcANzeOK/drXgWcUDad3NBnZfmY8vlVZf8X2yPicGBTZo54ewxJ0uTRv3mAn+T6If9t3LRl+IGSNAy3yJAkSZLG1ieBXYELImKw7WvAqcCN5XMrKW/mFxGXA9/OzG8DZwBXRcRSin2UP1yOXwYsj4i7gSeBE8v2i4FLy/Z+4KS2zkySJElqYoFZkiRJGkOZeTZw9naePqhF20pgoBy7FjiyxTE3AMe0aN8EnFI1VkmSJGlnuUWGJEmS1Fk9wPc7HYQkSZJUhSuYJUmSpA7KzBs6HYMkSZJUlSuYJUmSJEmSJEmVWGCWJEmSJEmSJFXiFhmSpK7xzPMvsHHTliFtM3ftYY/dpncoIkmSJEmSupsFZknqIhHxcuCHwNGZ+cuIeDdwATATuD4zl7YYMw+4GpgDJHBiZj4bEbOAa4D9gMeA4zPz0YiYDlwBHApsBJZk5r3jML1hbdy0hZ/k+iFth8QcC8ySJEmSJLWJW2RIUpeIiLcAdwAHlI9nAlcC7wcWAG+KiKNaDL0EuCQzDwTuBJaV7ecDqzJzAXAZcGHZfhbwXNl+DrC8LROSJEmSJEm1t1MrmCPis8Dx5cObMvNTk221nCTVyEeBM4Gvl4/fDNyXmWsAIuJq4Djg5sEBEbELcARwbNm0HLgNOBdYXD4HcB3w1bL/YuA8gMy8PSJmR8S8zHygfVOTJEmSJEl1VLnAXBaS3wu8EdgGfDciPgz8MfB24EHgpog4KjNvbho+uFruGxGxjGK13Lm8tFpucUScRLFa7gQaVstFxBEUBZDDqsYuSd0oM08DiIjBpn2AdQ1d1gH7Ng3bG3g6M7e06PPi+MzcEhFPA7N3cNwRF5hXr1490q4A9MycxdoH1g5p691zgAfXPNmi30PD9uukvr6+TocwJrphHt0wB3AekiRJkjprZ1YwrwM+kZkvAETEP1N8LNvVcpJUD1MpLgAOmgJsHaYPDX2mNLUPjh/JcXdo4cKFzJgxY8T977rnfubPmz+krXfuHObs9dohbes3PM/8p6YN269T+vr6WLRoUafD2GndMI9umAM4j0b9/f2jvnglSZIkaedVLjBn5t2DX0fE6yi2yriYLlgtN9KVcuOtbit7jGd4dYupbvFA/WKqWzw76SGgt+HxXOCRpj7rgT0jYlpmDpT9B/s8XI55KCJ6gD2AJxqOe/8OjitJkiRJkiaBndqDGSAiXg/cBPwhsIXy5lKlCblabqQr5cZT3VYoGc/w6hZT3eKB+sU02ngmwGq5HwEREfsDa4AlFDf9e1Fmbo6IVRTbEV0LnMxLnzpZWT7+Yvn8qrL/YPsdEXE4sMlPlEiSJEmSNDnt7E3+3grcCJxT7qf8dlwtJ0m1kJmbIuJUijy9K0XBeAVARFwOfDszvw2cAVwVEUspPhny4fIQy4DlEXE38CRwYtl+MXBp2d4PnDQ+M5IkSZKqi4iXAz8Ejs7MX5b3lroAmAlcn5lLW4yZB1wNzAESODEzn42IWcA1wH7AY8DxmfloREwHrgAOBTYCSzLz3nGYniR1zM7c5O/VwLeAEzLz1rLZ1XKS1GGZ+ZqGr28BDmrRbSUwUPZZCxzZ4jgbgGNatG8CThmbaKvbMrCV9RueH9LWv3lgRP1m7trDHrtNb2t8kiRJqo+IeAtwGeWnriNiJkW94u3Ag8BNEXFUZt7cNPQS4JJyUd0yikUY5wLnU9QsFkfEScCFFHWMs4DnMnNBRBxBcd+pw9o+QUnqoJ1ZwfxJihVxF0TEYNvXgFNxtZwk1V0PxfZGE1b/5gF+9vPHh7TF/FeMqN8hMccCsyRJ0uTyUeBM4Ovl4zcD92XmGoCIuBo4jpcWwBERuwBHAMeWTcuB2ygKzIvL5wCuA75a9l8MnAeQmbdHxOyImDeaRXKj3Yav1X2kXvXKXUbUVof7TY1Wl903Z4eca3fqxrnuzE3+zgbO3s7TXblaTpK6RWbe0OkYJEmSpPGSmacBNCyQ2wdY19BlHbBv07C9gaczc0uLPi+Oz8wtEfE0MHsHxx1xgXk095CC1veR2n333UfU1un7TY1W3e7j007OtTt1aq7tvofU1LYd+d/rAb4/jq8nSZIkSZLUylRgW8PjKcDWYfrQ0GdKU/vg+JEcV5K6yrgVmDPzhszsH6/XkyRJkiRJ2o6HgN6Gx3OBR5r6rAf2jIhp5ePehj4Pl2OIiB5gD+CJER5XkrrKeK5gliRJkiRJqoMfARER+5cF5CU07L8MkJmbgVUUN+8DOLmhz8ryMeXzq8r+L7ZHxOHAptHsvyxJE5EFZkmSJEmSNKmU93o6FbgRuAe4F1gBEBGXR8Tg/aHOAE6PiHuAtwFLy/ZlwGERcXfZ58yy/WJgRtl+EXBS+2cjSZ1V+SZ/kiRJkiRJE0lmvqbh61uAg1p0WwkMlH3WAke2OM4G4JgW7ZuAU8YmWkmaGFzBLEmSJEmS9JIe4PudDkKSJgpXMEuSJEmSJJUy84ZOxyBJE4krmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhgliRJkiRJkiRV0tPpACRJGm9bBrayfsPzQ9pm7trDHrtN71BEkiRJkiRNTBaYJUmTTv/mAX7288eHtB0ScywwS5IkSZI0Sm6RIUmSJEmSJEmqxAKzJEmSJEmSJKkSt8iQJEmStFPc216SJGnyssAsSZIkaae4t70kTUxeIJQ0FiwwS5IkSW0QES8HfggcnZm/jIh3AxcAM4HrM3NpizHzgKuBOUACJ2bmsxExC7gG2A94DDg+Mx+NiOnAFcChwEZgSWbeOw7TkyR1AS8QShoL7sEsSZIkjbGIeAtwB3BA+XgmcCXwfmAB8KaIOKrF0EuASzLzQOBOYFnZfj6wKjMXAJcBF5btZwHPle3nAMvbMiFJkiRpO1zBLEmSJI29jwJnAl8vH78ZuC8z1wBExNXAccDNgwMiYhfgCODYsmk5cBtwLrC4fA7gOuCrZf/FwHkAmXl7RMyOiHmZ+cBIA129evWoJtYzcxZrH1g7pO1Vr9zl37X17jnAg2ueHNWxd0ZfX9+4vdZIGM/w6haT8QyvjjFJkjrPArMkSZI0xjLzNICIGGzaB1jX0GUdsG/TsL2BpzNzS4s+L47PzC0R8TQwewfHHXGBeeHChcyYMWOk3bnrnvuZP2/+kLbdd9/937X1zp3DnL1eO+Lj7oy+vj4WLVo0Lq81EsYzvLrFZDzDG01M/f39o754JUmauNwiQ5IkSWq/qcC2hsdTgK3D9KGhz5Sm9sHxIzmuJEmS1DYWmCVJkqT2ewjobXg8F3ikqc96YM+ImFY+7m3o83A5hojoAfYAnhjhcSVJkqS2scAsSZIktd+PgIiI/csC8hIa9l8GyMzNwCrghLLp5IY+K8vHlM+vKvu/2B4RhwObRrP/siRJkrSzLDBLkiRJbZaZm4BTgRuBe4B7gRUAEXF5RBxTdj0DOD0i7gHeBiwt25cBh0XE3WWfM8v2i4EZZftFwEntn40kSZL0Em/yJ0mSJLVJZr6m4etbgINadFsJDJR91gJHtjjOBuCYFu2bgFPGJlpJkiRp9FzBLEmSJHVWD/D9TgchSZIkVeEKZkmSgC0DW1m/4fkhbTN37WGP3aZ3KCJJk0Vm3tDpGCRJkqSqLDBLkgT0bx7gZz9/fEjbITHHArMkSZIkSTvgFhmSJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqxAKzJEmSJEmSJKmSnk4HIEmSJEmSpHrYMrCV9RueH9I2c9ce9thteociklR3FpglSZIkSZIEQP/mAX7288eHtB0ScywwS9ouC8ySJG2HqzckSZIkSdoxC8ySJG2HqzckSZIkSdoxb/InSZIkSZIkSarEArMkSZIkSZIkqRILzJIkSZIkSZKkSiwwS5IkSZIkSZIqscAsSZIkSZIkSaqkp9MBSJI0kWwZ2Mr6Dc8PaZu5aw977Da9QxFJkiRJktQ5FpglSRqF/s0D/Oznjw9pOyTmWGCWpCZekJMkSZocLDBLkiRJGnNekJMkSZocLDBLkiRJkiRpu/xUiqQdscAsSZIkSZKk7fJTKZJ2ZGqnA5AkSZIkSZIkTUwWmCVJkiRJkiRJlbhFhiRJO6nVnnTgvnSSJEmSpO5ngVmSpJ3Uak86cF86SZIkSVL3s8AsSVKbNK9s7pk5i2eef8GisyRJkia8Vp/i8xN80uRkgVmSpDZpXtm89oGH6J3b65tuSZIkTXitPsXnJ/ikycmb/EmSJEmSJEmSKrHALEmSJEmSJEmqxC0yJEkaR+5VJ2kyMwdKUnczz0uTkwVmSZLGkXvVSZrMzIGS1N3M89LkZIFZkqQOc6WHJEmSupXvdaXuZ4FZkqQOa7XS4w37783GTVuGtPlGXFI3alV4AHOeJHULVzVL3W/CFJgjYgmwFNgF+NPM/GqHQ5KkSc283F4WnSWNxkTOya3yHVh8kDSxTeS8PB5c1Sx1lwlRYI6IVwFfABYB/cAPI+IHmXnPeMVg8pOkl9QhL09GFp0ltdKtOdn335Imqm7Ny2NppO9rwdwvTQQTosAMvBu4NTM3AETECuCDwOdHMHYawAsvvDDiF9u2dYCpTW3Pb9zELx5+akjbwv1eyfRp20Z83J3V398/bq81EsYzvLrFVLd4oH4xjSaehrwyrS3B1FvVvDzqnAyt8/LAls1MZaC2ba3ap/dMGfPXaXV+OvA1e/HMM0OLMlOnwtatVGrbdUYPL5u5y5C2uv3tVtENcwDnMcic3F05GUae33adUfyTpm5/C8YzvLrFZDzDG2lMkzwnQxfm5fFoa5X3YWjunzZjDx751yd36n3sRFLHPNAuzrW92p2Xp2zbNn4F0qoi4r8CL8vMpeXj04A3Z+bpw43t6+s7HFjV5hAlTW5vW7Ro0R2dDmI8Vc3L5mRJ48CcbE6WVB+TLieDeVlSrbUlL0+UFcxTgcZK+BRg63b6Nvsx8DZgHbRYGiFJ1U0DeinyzGRTNS+bkyW1izn5JeZkSZ02mXMymJcl1U9b8/JEKTA/RJFkB80FHhnJwEWLFvUDk+6KqaRxc3+nA+iQSnnZnCypzczJBXOypDqYrDkZzMuS6qlteXmiFJi/D3wuImYDzwEfAIbdHkOS1DbmZUmqD3OyJNWLeVnSpNK8D3wtZebDwGeAHwA/Ba7NzH/obFSSNHmZlyWpPszJklQv5mVJk82EuMmfJEmSJEmSJKl+JsQKZkmSJEmSJElS/VhgliRJkiRJkiRVYoFZkiRJkiRJklSJBWZJkiRJkiRJUiUWmCVJkiRJkiRJlVhg1qhExJTG/9dB3WKqWzySNFa6Jb91wzy6YQ7Numkumrzq9rdZt3ignjFJqreIeFmnY5B2Vref/ywwlyJiv4g4OCJ2iYhpnY6nxl4GkJnbACKiDr9DdYtpr/L/PVCLeKQJx5xcW3XLt1V1wzy65lwTEdNhyM+jK990T3Tm5RGrW36pWzzQRflL6pTJlJMj4hjgfIvM3WsS/WzreE4eM1O2bdvW6Rg6LiJ+C/gC8BCwHvgJcHlmPtXRwICIeA2wFXg8M58v26YM/kKOcyyLgZOBJ4A+4ObMfCQipmbm1vGOp44xlfGcA/wC2AD8/5m5ppPfI2miqXNOrqpOubyquuXbqrphHt10rinnchQwAPwl8E+ZuWGi/X10u7rm5brl1rrll7rF0xBTV+QvqVPqmpPbISKOBj4P/OfM/HGn4xkvdTu/tVNEHAUcAlyYmc92Op52qeM5eax1VbW8ivJKyW8DSzLzPcBfAfOB/xYRL+9wbL8F3ABcAfxRRJwJxdWO8V7dExELga8BlwL/BLwO+LOImJeZWzux2igiXl+nmCLiAODPgPOBFUA/8JcRcUAZz6T/e5OGU+ecXFWdcnlVdTwHVFG380YV3XSuiYiDgcuA71DM4z8Bn4mIX5lIfx/drq55uW65tW55so75rpvyl9Qpdc3J7RARbwD+FHgH8CsRsTwi/iIiToqIPTscXtvU7fzWTuUFhD8GVjYXl7tprnV7j9AunsRhGzAbmFc+XgH8NbArcHKnPm5SJsw/AE4HlgA/AN4VEcvgpSX142g68J3MvDUz/yfFPwgT+HJEzO3QlbRdKa761CWmTcBtmXkb8H2Kq8rfAq6JiNd0y1Upqc1qmZOrqmEur6qO54Aq6nbeqKIrzjXlP5D3BW7MzO9m5qco/pE8Ffh4RLxigvw8JoPa5eWa5ta65ck65ruuyF9Sh9UuJ7fR0xTvCz4LnE1RoPsF8EbgjC6bK1Db81tblAsNvgwcDewdEZdExPkRsQS6a67U7z1CW0z6AnP5cYMrgKMi4qDyjc2twJ3AERS/CJ0wjeLn81hmPgb8b+Ai4A0Rcfp4BRERb4iId1KcxI6OiGMBMvN+4EpgLfAfy77jctUlIl4XEYcAG4G3R8SHOhlTRBwUEcdRfDzp8Ig4IzO3ZeZm4I+A7wKnR0RPt1yZktqlxjm5qlrk8qrqeA6oom7njSq66VwTxV6K5wH/CrwtIt4NkJk/oPhH8m7AG8q+tZ7LZFDTvFyb3Fq3PFnHfNdN+UvqtJrm5LbIzF9SbCmwGFiRmX9P8QmIVRRbKnTNXBvU5vw2Dl4BPAW8B/gUcBvFBZT/FBHndDKwsVK39wjtNukLzKWbgCeBD5VJeiAzv05xA4r9xzOQiHhjRPRm5gbgR8CfRMRemfkcxUnjRuCgGIdN0CPi/cDVFPuk/UfgGuCEKPbIITPvo9j36Y3l47ZfdSn/IFcAFwCfAc4C3teJmCJiSkT0AKdRXFV9E3AicHxEnFy+fj/w98ArM3NLt1yZktqsNjm5qjrl8qrqeA6ook7njSq67VxTfhTyc8D/KvdSvAx4Z0QcBJCZt1LsOfi+8nFt5zLJ1CIv1y231i1P1i3fdVv+kmqkFjl5nPwQ+H+BuwHKPPG/KOY6v5OBjaW6nd/aKSIOKVft/gD4JsXWSV/JzOuBLwJXAb8aEbt3Ms6dVbf3COPBAjNQXhn6KsX346yIOCEijqe4yvCv4xFDw9WKTwArIuJXgIuBx4FlZXJ5luIjEgHManM8cyn+EI7PzGPKON5OkexOiYgTyq5PAa+IiF3bfcWlIaYTMvNIipPn/sD/AX43ik3Txy2mcuXFFuCnwGMUV1cPBpYC/zkiTi27vhKYHxG7d8NVKand6pCTq6pbLq+qjueAKup23qiim8418dJeiu+k+Cjk14DfBN5K8bd+WNn1bmBaWZhSDXQ6L9cxt9YtT9Yx33VT/pLqpNM5eTyVK7SvBX4YEUdGxK+Xhbu9KfLuhFbH81u7NMz148CNETEnM79MsSr9GYDM3EhRUP8PwIQtMNftPcJ48Y17KTMfjIgvAe8FTgL+DTglM9eP0+sPXq3YCiwA/pziav91wIeBr0XEf6X4KMhMiptitNNmio+cDH7s5DLgcOBvKN4g/nFE/CZwJPC+zNzU5ngGY3oZ8EyZePenuPP8C8A+wJUR8d0yzvePU0xQ3AX0KYqrq4eVsTwAnBcR76H4mR2XXXxHVGmsdTonV1XDXF5VHc8BVdT1vFFFN5xrBvdSPI9iC4ylFDfueQ/wG8BbI+JHFG/Ajy4LU6qJTublmubWuuXJOue7bshfUq1M1PfKVWRxE7Q9gEXAb1G8nzglMyd8gbmm57e2aDHXayPitzPzCwDl+eAfgDdTzHVzRwIdG3V7jzAuXMHcIDMfz8xrKZLW72bmTzsQxlrg1yjeiF1J8ebrS8AvKa5SfhQ4cxyS6VMUd7h8IYo7Os8BXg2sycxrKD7e9j+AwzJzdZtjaYzp3Mx8GDgQ+FhmHg1cDvwjxSqozwOHj2NMUFyFuisz/5zixP5x4O8ycz/gY8DbxzkeqSvUJCdXVZdcXlUdzwFV1PW8UcWEP9fk0L0Uv5nFXop/QvG38X2KQvPXmBg/j0mpBnm5Trm1bnmyzvluwucvqY5qkJPHTWY+Q/EpqN+g+KRGt821Tue3dhuc68MURebeiJhDcbO/W4FzKc5hT3Qwxp1Vt/cI42LKtm0TfpuPrhIRrwd+npn9EXENxS/ib2fmv0bEbsDW8bq6ERG7ApszcyCKm4V8PTNfHxG/S/Hx1jMz86nxiGU4EbESWJqZP+nAa/8KxV5B36XY7+5vgX0p/vF8/XjHI6nz6pTLq5pI54AqOnneqKJbzjXlm+wlwC8z846G9tuAj2TmzzsWnGqvbrl1ouTJTue7bslfktQudTu/tVPTXL8OzAVOysxHI2Jf4Jk6nDt31kR5jzCWLDDXXEQsp9ir7L2d/LhLRCyguLPntyneGJ7aySstEbELxeqMmRTJ97MUHy14tAOxTKO4k+9bKJLErVHcuOSWchWJpEmuLrm8qrqdA6qo03mjim4615RFZijudv8CxZ6Rnwfe1SUrczRO6pRb65Qn65bvuil/SdJ4qNP5rd0i4irg/wF+s1vnWqf3CO3kFhk1NfiPr8w8leLOyjM7GhBsAU4BvkBxdanTfwzTKG4KdAFwBnBap940Z+bAYByZeWvZfK1vmCXVMJdXVbdzQBW1OW9U0U3nmixu2PMyir0UvwT8Hl2yl6LGR01za53yZK3yXTflL0lqp5qe39qiYa6nUOy93LVzpV7vEdrGFcw1FhFTy3+EdVz5sYwrgfMy8186HQ9AeXf5GcDUck+mjouIKfnS5vWSVKtcXlUdzwFV1PG8UUW3nGvKVY0zKX4eT3c6Hk0sdcutdcuTdc133ZK/JKld6nZ+a6fJMte6vUdoFwvMGrGImJ6ZL3Q6DknS+PMcIEk7Zp6UJEmtTIb3CBaYJUmSJEmSJEmVuAezJEmSJEmSJKkSC8ySJEmSJEmSpEosMEuSJEmSJEmSKrHALEmSJEmSJEmqpKfTAUwkETENOBtYQvG9mw78NXBeZvZHxKuALwCHANuATcAXM/OvRnDsXYHPAEcDU4BpwNXAn2TmtohYDhwGLMrM5xrGPQssBD5U/gewP/AY8FT5+AOZef92Xvc1wP3AP5VNU4FngT/NzBvKPqcCFwJryj5TgJcDq4DTM3NTw/G+Avw+sF9mPlS2fQg4NzPf2NDv/wDzgH0zc1vZtpLi+3kzsDozdy/jWwOclplXNIz/JLAwM08tH78S+BzwXmAzMBP4LvDpzHym7HMY8P8Bryzn+SDwycy8u9X3psX36n3At4EPZeb1Zdss4G/LLrsDrwKyfPw94CbgB8BfZOYpTcf7W+DQzNx9BK+9ADgfeB3F79aTwGcy847y+V8CH8zMOxvGHAqsyMzXtPg5D8b7EPC7mfmLkfycy9/D91D8fjW6MjMvKucE8M7M3FrGsTfwWGZOiYiLgCPKPr9avtbG8vGvZeZGWoiIIxnh9zEitgGzM/Px8uvzM3NZQ/8PAh/LzCNbvZbqz1xsLsZcvJya5+KG13wQWJ6Z/6Wh/WhgOcXf0dqybX/gNuB9mfmTVq+vejAHm4MxBy+nxjl4O/Mc9ObMfKEhplY5+kjgVuA3MvN7De1/BjyemZ9rFZ/qxVxtrsZcvZwO5OryOIuBpcBuFH9/dwMfz8yHImIFxe89wEHAamAA+LfMfEdZwxhsmwJsAa7IzEu293p1YYF5dP4n8ArgXZn5VES8DLgGuDwiPg78kOKX6HfKxHoQ8L2IeL7x5NwsIqYA3wL+heIXdVOZdG6i+EMaLI69huKP6LTmY2TmHwF/VB7vb4E/y8wVI5zXxsw8uCGe+cAtETGQmTeWzasy8+iGPrsCdwCnAJc2tJ0MrAA+Bny67P6/gb+IiL0yc0NEzAb2AdYDhwI/joge4HDgv1D8ETXaCnwlIu7IzGx6jojYg+J7fw1F4t4cEdOBr5Rtx0TEDOA7wHsH/+EaEb8N3BwR/yEzB0bwfTqjPN4fANcDZOaTwMHl8Y6k+L43fi+PBNYB74uI3TLz+Ybv8QEjeE0iIoBbKH6v/qZsexfwnYh460hPMvz7n/MU4CKKNxYfLpuH/TkD/yMzv7yD1zkM+G8UJ5UhMvOshmP/Ejix8cQyjKrfx09ExPcy8/YRvo7qz1z8Uh9zMebi7ahDLv4I8FfAkoj4TGZuKF//OxFxGfDNiDgcmFH2O9fi8oRgDn6pjzkYc/B2dDoHD5ntTtFtAAAgAElEQVTndrTM0aUXgKsi4g2Z+fgIY1O9mKtf6mOuxly9HWOeqyNiH+Aqhi6k+AxwA/DrmfnBhr7bgHe0yLMvtkVR9P5ORMzMzK8M9/qd5BYZIxTFVZQTgY9k5lMAWVyN+z2KBHsGcEdmfj3Lq1qZeRfwQeDRYQ5/BLAA+IMsr6hl5hPASUBjUexCYHFEfGCs5tVK+UdwHvCHO+j2SmBPoPGNyIcorjRdAJweEbuVx9sA3MlLV38WA39DkTSPKdveAqwd/ANsspEi4V5bJt9mpwP3ZebnM3Nz+ZovlPH/Q0RMpbhyNIvipDfoGoqTybQdzBOAiNgPOBL4OPC6KK4ojtQGiitpxza0nQxcO8Lxnwb+/P+yd+9xdlXXged/BYKybAMKjRQVwVIPEC2LqTbEhd+ASUzsprExaQdII/NwbGwChDgzdPuTMXLaDPbEwR8coMFmeLSSiIcdaLtpkNweEwdkYvy4tuUpNFoQBks8xMBAGAyWCvSYP84u+epyS7p1qm7dUun3/XzqQ9119z53nVOlXYd19tlndIAGyMx7qAbWMa+adeA1VH8sn9tJm3Y/5135X4GLx3mMOlH3OH4aWB4RvzbJ+agHHItfxbG4c47Fk6Oj41h+3p+gmqm8iur3o9klwC+BLwD/Gfjvmbl8knPVJHMMfhXH4M45Bk+OiR5HoKMx+p+oZmb+57qJqnccq1/FsbpzjtUTdxDVHQPNP7+/Aj5fZ2Ol0Pw/UeXZekFjWnEGc+eGgAcz84XmYGY+BdwR1RT9la2dsrNZk0cD32+9EpWZDwMPN4Weoboac2tE/CAzHxvfLozLauBfNb0+NiJ+SvUP+19QXbH8Ymb+XVOb86lup/hRRGwouX65vLeSapD7BvABqis6T1NdWVoKvIfqqudYPgecQPWP8uKW946lGvR3UP7gjV6J+ueI+A/ANyPiKeB+qts/bisD+q6cB9ydmU9HxG1UVwJP76DfqL+huno7OjCfTjVQn9dB36OBT7UGM/NVv2+7MLv8DPcG5lENvP+F6tabUZ38nP+0XEFtdmZmjt7CklR/IG+OiN9ictU5jn9L9e/3fwdOneR8NPUcix2LHYsr030s/tdU/4P0bWA/4EsR8cXM3AyQmVuiug31QapCxh+g3YFjsGOwY3Bluo/Bo/vZ7P7MvKB8v9MxurgI+HFEXJiZ/2mS90Hd5VjtWO1YXZnysTozfxbVnXo/iYh/ovr53UM1W76u1cB8quJ165If04YzmDu3lZ0fr129P5Ftb5eZ36K60ry8XN3qlm1UM4tGrcrqFoUjgKup/gFv/4cbEW+mWj/m1hL6a+BPmq6wrASOL1fxjqU6mfkBMD8ifh34HXYySGe1Js6HgY9ExO+2vN1X8h3NZUlE/LR8PRHV7T5k5hXAr1OdLG2gGvh+EhEH7OxAlFtUPlL2aXTf/m1EvGFn/Vr8N2AoIn49It4FrKXzK2ud/H5sbRPbi2rdnlEbM/OozPxXVH8gDgL+W2a+2NRmpz/n4ktlO81fO6zxlpnXAz8BJnudoLrH8fzS71W3aGm341jsWOxYXJnuY/EfATeXYsWdVIWM1ot8Q1S3YQe/WotO05tjsGOwY3Bluo/BG9vkd0HT+7sco8uM138HfC4iBid5H9RdjtWO1Y7VlZ6M1Zn5PwMDVBckNgKXA/dGtTZ6HaO/MxOZBd51Fpg7931gcVRr5mwXEb8REXcDD1Ct30LL+5+Iao2jnXkAeEvrL1tEvCUi/rZN+z+jutL8v4xnB8bpLbR5MERmbs3MS4GfU/2xGHUB1eLjjajWp7mIap2eE8v7DaoB8hTgR5n5yzLwfpNq4fUAvrezhMpVz09QDZIHNb31j1RXGEfb3Tw6eFAtmr9PRLwrIv59Zv4iM+/KzP8A/I9U/1BbB/1Wp1GtX/Wfyr59rfT74130a879ZeAOqhlaZ7PjsduVsX63PhMRS8rL/5dqQG3268CzY+Tz36luB/q7iNi/zftj/ZzH41zg3VR/XCdF3eNYrt6fAXyR6ndNuy/HYhyLHYvHZcrH4qjW6vs3wB+Un1VS3TX3p01tfrP0O43qNto7olofUtObYzCOwY7B4zJtzodHdTJGN33Wj6lmVd5KNUtQuwfHahyrHavHZdLG6og4OSI+kpnPZuYdWa3lvJjqZ1h3lvRbgEdbCuzTjgXmDmXmk1Tr3tw0+ktd/nst1T+E66iuci0ZvfIVEUPApbR/gm/ztr9HdVXoiqgWJqdcGbuaXz0Vs7n9y1RXky+meuLopIqIRVRXWna2gPgFwHsj4oNRPY30D4D3Z+a/LF+HUD1J9pMl521UTyb9NNX6RaPuKvvxD7njLVltZbX4/8rR7RZfBo6IiH9frtgREXtFxHuBA6muhD0DXBLVw4RGDVCt0bPTnw/VFf7PZebC0f2juj3k3HH+z/DfAOdQref0zXH0u7x81ntHAxHxr6meCry6hFYCf9S0/6+l+oO2Yifb/SLwC+CzO2mz/ec8jnwByMx/phqga601tBO1jmNmPkD1O710V201fTkWv4pjsWPxTvVoLP4E1dqOv9H0sxoC3hwR74yI1wNfB/4iM1dR7ftT/OqBLJqmHINfxTHYMXinptv5cLHTMbpN+y9SjdGTViRXdzlWv4pjtWP1Tk3yWP0L4H+LiCOaYodSXdR4ZLwbi+qhgV+gOgbTmgXm8TkfWAP8Y1RrvXy/vP5YVovBHw98CBiOiP8TuIZqYf0xn8La5ENUt0s0ImI11RotdwB/3q5xZibV4DYZP8PZ8avbMn5MddXnzzJzZ7d9PEL1S/4lqqtaazLzOy3NLgN+J351S9VK4E3sOEh/i+qWhp0NJq0uArYvqF9mp76T6qrXD8rx+znVAHNqZv4kMx+iugL5+Yj4vyNiDdXVvI+UY9lWVLeoHEX1B7PZ3wD/TDXodqT8MX4dcFcnf5Ca+v0T8H6qRd1/FhEPUt0i84HMHC7NPk81WP247P+PqP74jDlAZvVQgQuBC2OM296af86jJxBU6xj9tOXrK2P0v5fqauOkqXsci89R/bvV7s2x+Fef71jsWDytxuKobif9KPCXLe0fppoB96dUv9sPZXkSdpkVdAbV7+kfTWae6grH4F99vmOwY/C0GoObzG6T308j4q3seoxu/axtVLeo/2Iy90Fd51j9q893rHasnrKxuvxuXQj8dUQ8HBH/F9VD/v5NKWR34jsl1wbVMkZ/k5mTvdzSpOvbtm3brltJkiRJkiRJktRiVq8T2FNExCqqtYfaOTYzu3ZFOCK+ytjrzp6+s6tge4KICOCrY7ydmTmeJ67W+fzfprqa2s53MvNVMwlmol7+G9Gew7F4+nIsnh4ci9VNjsHTl2Pw9OAYrOnAsXr6cqyeHhyr23MGsyRJkiRJkiSpFtdgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi2zep1AtzUajX7gLcAGYEuP05E0s+wNDAA/HBoaGul1MrsDx2RJXeSYPE6OyZK6yDG5BsdlSV3U1XF5xheYqQbnVb1OQtKMdizw3V4nsZtwTJbUbY7JnXNMltRtjsnj47gsqdu6Mi7vCQXmDQCLFi1i33337ajD8PAwg4ODXU1qd+Bx8BiAxwDGPgYvv/wyDz30EJRxRh0Z95gM0/f3cLrmBdM3t+maF5hbHdMpL8fkWmbUmNyOuXaHuXbHTMrVMbm2GT0u7y55grl2i7l2Rye5dntc3hMKzFsA9t13X/r7+zvuNJ62M5nHwWMAHgPY5THw9rXO1RqTYfr+Hk7XvGD65jZd8wJzq2Ma5uWY3LkZNya3Y67dYa7dMQNzdUwenxk/Lu8ueYK5dou5dsc4cu3KuOxD/iRJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVYoFZkiRJkiRJklSLBWZJkiRJkiRJUi0WmCVJkiRJkiRJtVhgliRJkiRJkiTVMqvXCUxHr3ndHJ5+7pc7xGa/Zhb7vXbfHmUkSXs2x2VJmj4ckyVpenFcltRrFpjb2LwVfpxP7xB7c8xzcJakHnFclqTpwzFZkqYXx2VJveYSGZIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSaqlozWYI2J/4B+B92fmzyPiBOAKYDbw1cy8pLQ7CrgB2B+4DzgvMze3bGsOcDNwKPAMcFpmPhUR+wI3AkcDG4EzMnNtRPQBlwPvB7YC52bm/RPcb0mSJEmSJEnSBO1yBnNEvA34LrCovJ4N3AR8EFgMvCUiTizNlwMXZuYioA84t80mLwNWZeZi4HrgyhK/CHipxD8JLCvxD5XPOQI4BVgWET6cUJIkSZIkSZJ6rJNC7bnABcDfltdvBR7OzEcBImI5cGpErAFmZ+YDpd0y4LPAl1u2dxJwXPn+VuCaiNinxD8DkJn3RcTciFhQ4rdl5lbgoYhYD7yTaoZ0x4aHhztuO2v2HNatX7dDbOCALTz26PPj+cgZodFo9DqFnvMYeAzAYyBJkiRJktTOLgvMmfkxgIgYDR0MbGhqsgE4ZCfxVtvbZebmiHgBmDsJ292pwcFB+vv7O2q7es0jLFywcIfYwPx5zDvwsPF+7G6t0WgwNDTU6zR6ymPgMYCxj8HIyMi4Ll5JkiRJkiTNNHUe8rcXsK3pdR/V2shjxVv1tXm9s/6dbleSJEmSJEmSNIXqFJgfBwaaXs8HntxJvNUT5T3KWsr7Ac9OwnYlSZIkSZIkSVOoToH5+0BExOERsTdwBrAyM9cBmyLiXaXdmcDKNv1XAGeV70+neuDfK83xiDgG2JSZ60t8SUTsHRGHUz1s8Ic18pYkSZIkSZIkTaJxF5gzcxNwDnAHsAZYC9xe3l4CfCki1gKvB64CiIhLI+K80mYp8PaIeBA4n+oBggBXA/0lfhVVgZqy7QeBnwH/FfhoZm4cb96SJEmSJEmSpMm1y4f8jcrMf9n0/T3AkW3arAbe2qb7N4B3lDbPASe36bsJOLtNfBtwcfmSJEmSJEmSJE0TdZbIqGMAuGWKPkuSJEmSJEmSNAU6nsE8EZl591R8jiRJkiRJkiRp6kzVDGZJkiRJkiRJ0gwzJTOYJUndFxHfAeYBr5TQJ4DDgEuAfYC/ysxr2vQ7CrgB2B+4DzgvMzdHxAJgedlmAksy88WImAPcDBwKPAOclplPdXXnJEmSJEnStOQMZkmaASKiD1gEHJmZR2XmUcDjwOeAY4CjgI9HxBFtui8HLszMRUAfcG6JXwtcm5lvBH4ELC3xy4BVmbkYuB64sku7JUmSJEmSpjkLzJI0M0T577ciYnVEXAicAPx9Zj6XmS8BtwO/v0OniIXA7Mx8oISWAadGxD7AcaXP9nj5/iSqGcwAtwInlvaSJEmSJGkP4xIZkjQz/BpwD/DHVMth/APwVWBDU5sNwFtb+h3cps0hwEHAC5m5uSW+Q5+ylMYLwFzgyU6THR4e7rQpALNmz2Hd+nU7xAYO2MJjjz4/ru10Q6PR6HUKY5quuU3XvMDc6piueUmSJEmaGhaYJWkGyMzvAd8bfR0RNwJXUC1nMaoP2NrSdS9gW5s2rXGa+va1xNttd6cGBwfp7+/vuP3qNY+wcMHCHWID8+cx78DDxvOxk67RaDA0NNTTHMYyXXObrnmBudUxnfIaGRkZ98UrSZIkSRPnEhmSNANExDER8Z6mUB/wc2CgKTafV88yfnyMNk8DB0TE3iU+0NT3idKOiJgF7Ac8O/G9kCRJkiRJuxsLzJI0M8wBLo+I10TEfsDZwIeB90TE3Ih4LfAh4JvNnTJzHbApIt5VQmcCKzPzFWAVcHqJnwWsLN+vKK8p768q7SVJkiRJ0h7GArMkzQCZeRdwN/AToAHclJn3A58GvgP8FLglM38AEBErIuLo0n0J8KWIWAu8HriqxM8HPh4Ra4BjgUtKfCnw9oh4sLS5oNv7J0mSJEmSpifXYJakGSIzl1IVf5tjtwC3tGn+bWBjabOaVz/8b3R28/Ft4s8BJ088Y0ma2SLiw8CflZcrM/PiiDgKuAHYH7gPOK/pgaqj/eYANwOHAs8Ap2XmUxGxL3AjcDTVGH5GZq6NiD7gcuD9VGvin1suMkqSJEld5wxmSdozPQ2s6XUSkjRTlaWJrgLeDRwJHBsRJwDLgQszcxHVevnntul+GdXyQ4uB64ErS/wi4KUS/ySwrMQ/BCwGjgBOAZaVNfIlSZKkrrPALEl7oMxcnpnbep2HJM1ge1Oda78O2Kd8vQLMzswHSptlwKlt+p5ENYMZ4FbgxIjYpzmemfcBcyNiQYnflplbM/MhYD3wzm7slCRJktTKmQ2SJEnSJMvMX0TEUmAt8EvgXuBlYENTsw3AIW26HzzaLjM3R8QLwNzmeEv/seIdGR4e7rQpALNmz2Hd+nU7xAYO2MJjjz4/ru1MlUaj0esUOmau3WGu3bE75SpJ6i4LzJIkSdIki4g3AX8ILAT+P6qlMd4LNN890ke1ZnKrvjavt1LNiG7Xf6x4RwYHB+nv7++0OavXPMLCBQt3iA3Mn8e8Aw/reBtTpdFoMDQ01Os0OmKu3WGu3bGrXEdGRsZ98UqStPtyiQxJkiRp8r0PuCczn87MEarlMI4HBprazAeebNP3ifIeZS3l/YBngcfH6D9WXJIkSeo6C8ySJEnS5FsNnBARr4uIPuADVMtkbIqId5U2ZwIr2/RdAZxVvj+d6oF/rzTHI+IYYFNmri/xJRGxd0QcDiwCftil/ZIkSZJ24BIZkiRJ0iTLzG9FxG8BDaqH+/0A+Avg68D1EbE/8GPgKoCIuBR4MjO/AiwFlkXEg8DzwJKy2auB60p8hKpADXA78DbgZ+X1RzNzY5d3UZJ2KxHxAeDPqR6++q3M/JOIOAG4ApgNfDUzL2nTbwHVMkfzgASWZOaLETGH6sGrhwLPAKdl5lMRsS9wI3A0sBE4IzPXdn8PJal3LDBLkiRJXZCZXwC+0BJeDby1TfNvAO8o/Z4DTm6zvU3A2W3i24CLy5ckqUVEHAp8hepi3P8D/H1EnAhcB7wbeAy4OyJOzMzWO0uuBa7NzNvKw1uXAp8CLqO6w+SkiDgTuJLqrpOLgJcyc3FEHEe1RNLbu76TktRDLpEhSZIk9d4AcEuvk5CkGer3qGYoP16WHDod+CXwcGY+mpmbqWYpn9rcKSL2AY6julMEqmLxaJuTqGYwA9wKnFjab49n5n3A3DILWpJmLGcwS5IkST2WmXf3OgdJmsEOB16OiDuBBcBdwIPAhqY2G4BDWvodBLxQCtCtbQ4e7Z+ZmyPiBWBuc7ylz/pOkx0eHu60KQCzZs9h3fp1O8QGDtjCY48+P67tTIVGo9HrFDpmrt1hrt3R61wtMEuSJEmSpJlsFtVM5OOBF4E7qdZH3tbUpg/Y2tJvr5Y2NLXpa4mP9m/t0267OzU4OEh/f3/H7VeveYSFCxbuEBuYP495Bx42no/tukajwdDQUK/T6Ii5doe5dkcnuY6MjIz74tV4uESGJEmSJEmayZ4Cvp2Zz5SHoH4dOIFqeaJR84EnW/o9DRwQEXuX1wNNbZ4ofYiIWcB+wLPA4x1sV5JmFAvMkiRJkiRpJrsLeF9EzCnF4hOp1lWOiDi8xM4AdnjAX1mveRXVms0AZzW1WVFeU95fVdpvj0fEMcCmzOx4eQxJ2h1ZYJYkSZIkSTNWZn4f+Evgu8AaYB3wZeAc4I4SW0t5mF9E3BARJ5fu5wMfj4g1wLHAJSW+FHh7RDxY2lxQ4lcD/SV+FXBmV3dOkqYB12CWJEmSJEkzWmbeBNzUEr4HOLJN8xXAltJvHdXaza3bew44uU18E3D2BNOVpN2KM5glSZIkSZJ+ZRbw7V4nIUm7C2cwS5IkSZIkFZn5tV7nIEm7E2cwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqmTWRzhHxYeDPysuVmXlxRBwF3ADsD9wHnJeZm1v6zQFuBg4FngFOy8ynImJf4EbgaGAjcEZmro2IPuBy4P3AVuDczLx/IrlLkiRJkiRJkiam9gzmiHgtcBXwbuBI4NiIOAFYDlyYmYuAPuDcNt0vA1Zl5mLgeuDKEr8IeKnEPwksK/EPAYuBI4BTgGURMaHiuCRJkiRJkiRpYiZSpN2bqkD9OuAlYB/gFWB2Zj5Q2iwDPgt8uaXvScBx5ftbgWsiYp8S/wxAZt4XEXMjYkGJ35aZW4GHImI98E6qGdIdGR4e7njHZs2ew7r163aIDRywhccefb7jbcwUjUaj1yn0nMfAYwAeA0mSJEmSpHZqF5gz8xcRsRRYC/wSuBd4GdjQ1GwDcEib7gePtsvMzRHxAjC3Od7Sf6x4xwYHB+nv7++o7eo1j7BwwcIdYgPz5zHvwMPG85G7vUajwdDQUK/T6CmPgccAxj4GIyMj47p4JUmSJEmSNNNMZImMNwF/CCykKgBvAd4LbGtq1ke1ZnKrvjavt5Z82vUfKy5JkiRJkiRJ6pHaBWbgfcA9mfl0Zo5QLYdxPDDQ1GY+8GSbvk+U9yhrKe8HPAs8Pkb/seKSJEmSJEmSpB6ZSIF5NXBCRLwuIvqAD1Atk7EpIt5V2pwJrGzTdwVwVvn+dKoH/r3SHI+IY4BNmbm+xJdExN4RcTiwCPjhBHKXJEmSJEmSJE3QRNZg/lZE/BbQoHq43w+AvwC+DlwfEfsDPwauAoiIS4EnM/MrwFJgWUQ8CDwPLCmbvRq4rsRHqArUALcDbwN+Vl5/NDM31s1dkiRJkiRJkjRxtQvMAJn5BeALLeHVwFvbNP8G8I7S7zng5Dbb2wSc3Sa+Dbi4fEmSJEmSJEmSpoEJFZjHaQC4ZQo/T5L2SBHxReCgzDwnIo4CbgD2B+4DzsvMzS3t5wA3A4cCzwCnZeZTEbEvcCNwNLAROCMz15ZlkS4H3k/1wNVzM/P+Kdo9SZIkadwi4jvAPKo7sAE+ARwGXALsA/xVZl7Tpl/b8+mIWAAsL9tMYElmvjjWuXVXd06SemwiazCPS2benZn/PFWfJ0l7ooh4DzveCbIcuDAzFwF9wLltul1GtRb+YuB64MoSvwh4qcQ/SfUwV4APAYuBI4BTqJY8msoLlpIkSVLHygSJRcCRmXlUZh4FPA58DjgGOAr4eEQc0ab7WOfT1wLXZuYbgR9RLQUKY59bS9KMNWUFZklSd0XEgVQnyZ8vrxcCszPzgdJkGXBqm64nUc2yALgVODEi9mmOZ+Z9wNwyU+Mk4LbM3JqZDwHrgXd2ZackSZKkiYvy329FxOqIuBA4Afj7zHwuM1+ievbT7+/QaYzz6XKufFzpsz1evh/r3FqSZixnnEnSzHEd8GngDeX1wcCGpvc3AIe06be9Xbnd7wVg7k76d7rdMQ0PD4+nObNmz2Hd+nU7xAYO2MJjjz4/ru10Q6PR6HUKY5quuU3XvMDc6piueUmS1OTXgHuAP6ZaDuMfgK/y6nPa1udJjXXeexDwQtPSc83nw2OdWz/ZabIz6Vy51e503mCu3WGu3dHrXC0wS9IMEBEfAx7LzHsi4pwS3gvY1tSsj2rN5FZ9bV5v3Un/Trc7psHBQfr7+ztuv3rNIyxcsHCH2MD8ecw78LDxfOykazQaDA0N9TSHsUzX3KZrXmBudUynvEZGRsb9P+SSpD1DZn4P+N7o64i4EbiCajmLUe3OaTs9H4pxVroAACAASURBVKap71jn1h2bKefKrabTecOumGt3mGt3dJJrt8+VLTBL0sxwOjAQET8FDgReT3XSO9DUZj7tZ048Ud57vKylvB/wLNW6dAPAIy39R+O72q4kSZLUcxFxDNCfmfeUUB/wc3Z9TjvWee/TwAERsXdmbiltRvuOdW4tSTOWazBL0gyQmb+bmYPlgSWfAe7MzI8AmyLiXaXZmcDKNt1XAGeV70+neijJK83xclK+KTPXl/iSiNg7Ig6nemDKD7u1b5IkSdIEzQEuj4jXRMR+VA/F/jDwnoiYGxGvpXqQ9TebO2XmOtqcT5dz5VVU585QnTOPnmePdW4tSTOWBWZJmtmWAF+KiLVUs5qvAoiISyPivNJmKfD2iHgQOB+4oMSvBvpL/CqqE2qoHmbyIPAz4L8CH83MjVOxM5IkSdJ4ZeZdwN3AT4AGcFNm3k/1/JLvAD8FbsnMHwBExIqIOLp0b3s+TXXe/PGIWAMcC1xS4mOdW0vSjOUSGZI0w2TmMqonWZOZq3n1w0oAvgG8o7R5Dji5zXY2Uc3uaI1vAy4uX5IkSdK0l5lLqYq/zbFbgFvaNP82sLG0aXs+XWY3H98m3vbcWpJmMmcwS9KeaYD2J9OSJEnSnu5pYE2vk5Ck3YUzmCVpD5SZd/c6B0mSJGk6yszlvc5BknYnzmCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLRaYJUmSJEmSJEm1WGCWJEmSJEmSJNVigVmSJEmSJEmSVIsFZkmSJEmSJElSLbN6nYAkSZI0E0XEB4A/B14HfCsz/yQiTgCuAGYDX83MS9r0WwAsB+YBCSzJzBcjYg5wM3Ao8AxwWmY+FRH7AjcCRwMbgTMyc23391CSJElyBrMkSZI06SLiUOArwCnAm4A3R8SJwE3AB4HFwFtKrNW1wLWZ+UbgR8DSEr8MWJWZi4HrgStL/CLgpRL/JLCsKzslSZIkteEMZkmSJGny/R7VDOXHASLidOA3gYcz89ESWw6cCqwc7RQR+wDHURWmoSoW3wt8CjipvAdwK3BNaX8S8BmAzLwvIuZGxILMXN9JosPDw+PasVmz57Bu/bodYgMHbOGxR58f13amSqPR6HUKHTPX7jDX7tidcpUkdZcFZkmSJGnyHQ68HBF3AguAu4AHgQ1NbTYAh7T0Owh4ITM3t2lz8Gj/zNwcES8Ac5vjLX06KjAPDg7S39/f4W7B6jWPsHDBwh1iA/PnMe/AwzrexlRpNBoMDQ31Oo2OmGt3mGt37CrXkZGRcV+8kiTtviwwS5IkSZNvFtVs4+OBF4E7qdZH3tbUpg/Y2tJvr5Y2NLXpa4mP9m/t0267kiRJUle4BrMkSZI0+Z4Cvp2Zz2TmRuDrwAnAQFOb+cCTLf2eBg6IiL3L64GmNk+UPkTELGA/4Fng8Q62K0mSJHWFBWZJkiRp8t0FvC8i5pRi8YnA7UBExOEldgZN6y8DZOYrwCrg9BI6q6nNivKa8v6q0n57PCKOATZ1uv6yJEmSNFEWmCVJkqRJlpnfB/4S+C6wBlgHfBk4B7ijxNZSFZ2JiBsi4uTS/Xzg4xGxBjgWuKTElwJvj4gHS5sLSvxqoL/ErwLO7OrOSZIkSU1cg1mSJEnqgsy8CbipJXwPcGSb5iuALaXfOqq1m1u39xxwcpv4JuDsCaYrSZIk1eIMZkmSJKn3ZgHf7nUSkiRJ0ng5g1mSJEnqscz8Wq9zkCRJkupwBrMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqRYLzJIkSZIkSZKkWiwwS5IkSZIkSZJqscAsSZIkSZIkSarFArMkSZIkSZIkqZZZvU5AkiRJkiRpKkTEF4GDMvOciDgKuAHYH7gPOC8zN7e0nwPcDBwKPAOclplPRcS+wI3A0cBG4IzMXBsRfcDlwPuBrcC5mXn/FO2eJPWEM5glSZIkSdKMFxHvAc5uCi0HLszMRUAfcG6bbpcBqzJzMXA9cGWJXwS8VOKfBJaV+IeAxcARwCnAsohwcp+kGc1BTpIkSZIkzWgRcSDwOeDzwJERsRCYnZkPlCbLgM8CX27pehJwXPn+VuCaiNinxD8DkJn3RcTciFhQ4rdl5lbgoYhYD7yTaoZ0R4aHh8e1b7Nmz2Hd+nU7xAYO2MJjjz4/ru1MhUaj0esUOmau3WGu3dHrXC0wS5IkSZKkme464NPAG8rrg4ENTe9vAA5p0297u8zcHBEvAHN30r/T7Y5pcHCQ/v7+jtuvXvMICxcs3CE2MH8e8w48bDwf23WNRoOhoaFep9ERc+0Oc+2OTnIdGRkZ98Wr8XCJDEmSJEmSNGNFxMeAxzLznqbwXsC2ptd9VGsmt+pr83rrTvp3ul1JmjGcwSxJkiRJkmay04GBiPgpcCDweqoi8EBTm/nAk236PlHee7yspbwf8CzweOn/SEv/0fiutitJM4YzmCVJkiRJ0oyVmb+bmYOZeRTVusl3ZuZHgE0R8a7S7ExgZZvuK4CzyvenUz3w75XmeEQcA2zKzPUlviQi9o6Iw4FFwA+7tW+SNB04g1mSJEmSJO2JlgDXR8T+wI+BqwAi4lLgycz8CrAUWBYRDwLPlz4AVwPXlfgIVYEa4HbgbcDPyuuPZubGqdgZSeqVCRWYI+IDwJ8DrwO+lZl/EhEnAFcAs4GvZuYlbfotAJYD84AElmTmixExB7gZOBR4BjgtM5+KiH2BG4GjgY3AGZm5diK5S5IkSZKkPUtmLgOWle9XA29t0+wbwDtKm+eAk9tsZxNwdpv4NuDi8iVJe4TaS2RExKHAV4BTgDcBb46IE4GbgA8Ci4G3lFira4FrM/ONwI+orggCXEZ1u8li4HrgyhK/CHipxD9J+WMgSZIkSZI0yQaAW3qdhCTtLiYyg/n3qGYoPw4QEacDvwk8nJmPlthy4FSa1jGKiH2A46gK01AVi+8FPgWcVN4DuBW4prQ/iWqdJDLzvoiYGxELyvpGHRkeHu54x2bNnsO69et2iA0csIXHHn2+423MFI1Go9cp9JzHwGMAHgNJkiRpT5GZd/c6B0nanUykwHw48HJE3AksAO4CHgQ2NLXZABzS0u8g4IXM3NymzcGj/TNzc0S8AMxtjrf06bjAPDg4SH9/f0dtV695hIULFu4QG5g/j3kHHtbpx80IjUaDoaGhXqfRUx4DjwGMfQxGRkbGdfFKkiRJkiRppplIgXkW1Wzj44EXgTup1kfe1tSmD9ja0m+vljY0telriY/2b+3TbruSJEmSJEmSpClUew1m4Cng25n5THki6teBE6jWKho1H3iypd/TwAERsXd5PdDU5onSh4iYBewHPAs83sF2JUmSJEmSJElTaCIF5ruA90XEnFIsPhG4HYiIOLzEzqBp/WWAzHwFWAWcXkJnNbVZUV5T3l9V2m+PR8QxwKbxrL8sSZIkSZIkSZp8tZfIyMzvR8RfAt8F9gH+D+DLwFrgDuA1VIXh2wEi4gbgzsy8Ezgf+OuIuIRqHeV/Vza7FFgWEQ8CzwNLSvxq4LoSHwHOrJu3JM1UEXEp8PtUSwrdmJlXRMQJwBXAbKoHs17Spt8CYDkwD0hgSWa+GBFzgJuBQ4FngNMy86mI2Be4ETiaammkMzJzbff3UJIkSZIkTTcTWYOZzLwJuKklfA9wZJvmK4Atpd86qrWbW7f3HHBym/gm4OyJ5CpJM1lEvBv4HeBNVBf91kTEPVRj9LuBx4C7I+LEzFzZ0v1a4NrMvC0illJd7PsUcBnVnSQnRcSZwJVUd5dcBLyUmYsj4jhgGfD2ru+kJEmSJEmadiZUYK7xWXdP4edJ0h4jM++NiN/OzM0R8RtUY+4c4OHMfBQgIpYDp9K0dFFE7EP1wNZTSmgZcC9Vgfmk8h7ArcA1pf1JwGfK594XEXMjYsF4li4aHh4e1/7Nmj2HdevX7RAbOGALjz36/Li20w2NRqPXKYxpuuY2XfMCc6tjuuYlSZIkaWpMWYE5M782VZ8lSXuizHwlIj4LXAz8HXAwsKGpyQbgkJZuBwEvZObmNm229y+F6xeAuTvZbscF5sHBQfr7+zttzuo1j7BwwcIdYgPz5zHvwMM63kY3NBoNhoaGeprDWKZrbtM1LzC3OqZTXiMjI+O+eCVJkiRp4ibykD9J0jSTmX9OVQR+A7CIaj3mUX3A1pYue7W0oalNX0t8tH9rn3bblSRJkiRJewALzJI0A0TEGyPiKIDM/CXwX6jWuh9oajYfeLKl69PAARGxd3k90NTmidKHiJgF7Ac8CzzewXYlSZIkSdIewAKzJM0MhwLXR0R/ROwLfBC4DoiIOLwUkM+gaf1lqJbVAFZRPbwP4KymNivKa8r7q0r77fGIOAbYNJ71lyVJkiRJ0sxhgVmSZoDMXEH1INWfAA3gHzPzNuAc4A5gDbAWuB0gIm6IiJNL9/OBj0fEGuBY4JISXwq8PSIeLG0uKPGrgf4Svwo4s7t7J0mSJEmSpqspe8ifJKm7MvM/Av+xJXYPcGSb5iuALaXNOqrlNFq39xxwcpv4JuDsieYrSZIkSZJ2f85glqQ90yzg271OQpIkSZIk7d6cwSxJe6DM/Fqvc5AkSZIkSbs/ZzBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpFgvMkiRJkiRJkqRaLDBLkiRJkiRJkmqxwCxJkiRJkiRJqsUCsyRJkiRJkiSpllm9TkCSJEmaqSLii8BBmXlORBwF3ADsD9wHnJeZm1vazwFuBg4FngFOy8ynImJf4EbgaGAjcEZmro2IPuBy4P3AVuDczLx/inZPkiRJcgazJEmS1A0R8R7g7KbQcuDCzFwE9AHntul2GbAqMxcD1wNXlvhFwEsl/klgWYl/CFgMHAGcAiyLCCeRSJIkacpYYJYkSZImWUQcCHwO+Hx5vRCYnZkPlCbLgFPbdD2JagYzwK3AiRGxT3M8M+8D5kbEghK/LTO3ZuZDwHrgnV3ZKUmSJKkNZzdIkiRJk+864NPAG8rrg4ENTe9vAA5p0297u8zcHBEvAHN30r/T7Y5peHh4PM2ZNXsO69av2yE2cMAWHnv0+XFtZ6o0Go1ep9Axc+0Oc+2O3SlXSVJ3WWCWJEmSJlFEfAx4LDPviYhzSngvYFtTsz6qNZNb9bV5vXUn/Tvd7pgGBwfp7+/vuP3qNY+wcMHCHWID8+cx78DDxvOxU6LRaDA0NNTrNDpirt1hrt2xq1xHRkbGffGq2yLiUuD3qcbMGzPziog4AbgCmA18NTMvadNvAdUSR/OABJZk5ovjXTO/+3soSb3jEhmSJEnS5DodeG9E/BS4FDgZ+Bgw0NRmPvBkm75PlPcoaynvBzwLPD5G/7HikqQiIt4N/A7wJqrC7x9HxJHATcAHqdayf0tEnNim+7XAtZn5RuBHwNISH++a+ZI0YzmDWZIkSZpEmfm7o9+XGczHZ+ZHImI4It6VmfcDZwIr23RfAZxFtXbz6VTFi1ciYjT+3Yg4BtiUmetL/A8j4lbgfwAWAT/s5v5J0u4mM++NiN8uSw/9BlUtZA7wcGY+ChARy6nWxt8+Npc18I+jeogqVMXie4FPUa2Bf1yJ3wpc07Rm/mfK594XEXMjYkFmru8035m8dNHutLSKuXaHuXZHr3O1wCxJkiRNjSXA9RGxP/Bj4CrYftv2k5n5FaqZccsi4kHg+dIH4GrguhIfoSpQA9wOvA34WXn90czcOBU7I0m7k3Kx7rPAxcDf0dka9gcB/z97dx4nWVUefPw3C7MgCCKMjCIQJTwi88oy4hIRcU0QRI0BdAiCxhUMkIjiAuJr1GhUEkVRIuqgIIuQ16CAO1HcwygQQB4RYdjDMgIKzDDb+8c5NVNdU93TXTPdtfTv+/nwYerUuVWnbt0+99Rzz33OA5m5ok2dsebMH3WAeVBTFw1SGpheYlvHx6C1dbxTFxlgliRJksZJZi6k3h6dmVcCz2hT7evAs2udJZSUGq2vsxQ4vE35akqw5LiN1WZJGlSZeVJEfBT4BuWOj/XlsG/Nc09TnbHmzJekgWUOZkmSJKm75gJf7XYjJGlQRcRTImJ3gMx8CPgPYF/Wn8P+LmCLiJhWH89tqjPWnPmSNLAMMEuSJEldlJkXZeYfut0OSRpgT6KkKJoZETMoC/udBkRE7FQDyAtoyY2fmcuByyg58aHkwm/UaeTGh6ac+c3lzTnzx+2TSVIPMMAsSZIkSZIGVmZeDFwE/BpYBPw0M88BjgAuAK4FrqPktSciTo+IRrqiI4E3RcS1wHOBE2r5icCzam78I4GjavkpwMxa/inW5syXpIFlDmZJkiRJkjTQMvP9wPtbyr4P7Nam+sXAylpnMSWdRuvrjSlnviQNMmcwS5IkSZIkrTUd+F63GyFJ/cIZzJIkSZIkSVVmntftNkhSP3EGsyRJkiRJkiSpIwaYJUmSJEmSJEkdMcAsSZIkSZIkSeqIAWZJkiRJkiRJUkcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHTHALEmSJEmSJEnqiAFmSZIkSZIkSVJHDDBLkiRJkiRJkjpigFmSJEmSJEmS1JHpG/oCEfFxYOvMPCIidgdOBx4N/Ah4S2auaKm/JXAW8CTgbuDgzLwzImYAXwCeDjwMLMjM6yJiCvAx4ABgFfDGzPzJhrZbkiRJkiRJkrRhNmgGc0S8EDi8qehM4G2ZuTMwBXhjm80+CFyWmbsAnwc+WcuPBh6s5ccCC2v5q4BdgKcCrwAWRsQGB8YlSZIkSZIkSRum4wBzRGwFfAj4cH28AzA7M39eqywEDmqz6f6UGcwAZwP7RcQmzeWZ+SNgm4jYvpafk5mrMvO3wM3AX3TabkmSJEmSJEnSxrEhM4FPA94LPLE+fjxwR9PzdwDbtdluTb3MXBERDwDbjLD9aF93RFdfffWo606fvSWLb148pGzuFiu55cb7xvq2fW/RokXdbkLXuQ/cB+A+kCRJkiRJaqejAHNEvAG4JTO/HxFH1OKpwOqmalMoOZNbTWnzeNUI24/2dUc0b948Zs6cOaq6V157Aztsv8OQsrnbzmHOVk8e69v2tUWLFjF//vxuN6Or3AfuAxh+HyxbtmxMF68kSZIkSZIGTaczmA8B5kbEFcBWwGaUIPDcpjrbAre32fa2+tytNZfy5sC9wK11+xtatm+Ur+91JWlSi4iTgIPrw4sy850R8SLgZGA2cG5mntBmu+0pOfTnAAkcmpl/GuuirOP88SRJkiRJUg/qKAdzZr44M+dl5u7A+4ALM/N1wNKIeE6tdhhwSZvNLwZeW/99CGXBv+XN5RGxN7A0M2+u5YdGxLSI2AnYGfjvTtotSYOqBpJfAuwB7A7Mj4jXAF8EXk5ZLHWviNivzeanAqdm5lOAy4ETa/lYF2WVJEmSJEmTTMeL/A3jUOBfI+I6yqzmTwFExAci4i21zonAsyLiGuBI4Khafgows5Z/ihKgBjgfuAa4CvhP4O8y8+GN3G5J6nd3AG/PzEfqRbvfUC7IXZ+ZN2bmCsos5SGLr9ZFVveh9LUwdIHWsS7KKkmSJEmSJpkNWeQPgMxcSJ29lplXAs9oU+3rwLNrnSXAgW1eZylweJvy1cBx9T9JUhuZeU3j3xHx55RUGaew/kVStwYeqAHo1jpjXZT15tG2d6y5q3t58dVeXgCyV9vWq+0C29aJXm2XJEmSpImxwQHmUZoLfHWC3kuSJq2I2BW4CHgHsIIyi7mh3SKprQup0lRnrIuyjtpYFl6F3l18tZcXwezVtvVqu8C2daKX2uXCq5IkSVJ3bOwUGW1l5kWZ+YeJeC9JmqxqDvzvA+/KzDMY3SKpdwFbRMS0+nhuU53GoqwMsyjrSK8rSZIkSZImgQkJMEuSxldEPJGSjmhBZp5Ti39RnoqdagB5AS2Lr9Z8zZdRFl2Fsthqo85YF2WVJEmSJEmTzESlyJAkja/jgFnAyRHRKPsccARwQX3uYupifhFxOnBhZl5IWXD1jIg4gZJH+TV1+xOBhXXx1fsoC7lCye18Wi1fxtpFWSVJkiRJ0iRjgFmSBkBmHgMcM8zTu7UpuxhYWbddDOzb5jXHtCirJEmSJEmafEyRIUmT03Tge91uhCRJkiRJ6m/OYJakSSgzz+t2GyRJkiRJUv8zwCxJ6ksrVq7iriUPDSmbPWs6m286o0stkiRJkiRp8jHALEnqS8uWr+Sq390zpGzPmGOAWZIkSZKkCWQOZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI4YYJYkSZIkSZIkdcQAsyRJkiRJkiSpIwaYJUmSJEmSJEkdMcAsSZIkSZIkSeqIAWZJkiRJkiRJUkcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHTHALEmSJEmSJEnqiAFmSZIkSZIkSVJHDDBLkiRJkiRJkjoyvdsNkCRJkiRJGk8RcRJwcH14UWa+MyJeBJwMzAbOzcwT2my3PXAmMAdI4NDM/FNEbAmcBTwJuBs4ODPvjIgZwBeApwMPAwsy87px/niS1FXOYJYkSZIkSQOrBpJfAuwB7A7Mj4jXAF8EXg7sAuwVEfu12fxU4NTMfApwOXBiLf8gcFlm7gJ8HvhkLT8aeLCWHwssHJcPJUk9xBnMkiRJkiRpkN0BvD0zHwGIiN8AOwPXZ+aNtexM4CDgksZGEbEJsA/wilq0EPghcDywf30O4GzgM7X+/sD7ADLzRxGxTURsn5k3j7axV1999Zg+3PTZW7L45sVDyuZusZJbbrxvTK8zERYtWtTtJoyabR0ftnV8dLutBpglSZIkSdLAysxrGv+OiD+npMo4hRJ4brgD2K5l062BBzJzRZs6j29sn5krIuIBYJvm8pZtRh1gnjdvHjNnzhxtda689gZ22H6HIWVzt53DnK2ePOrXmAiLFi1i/vz53W7GqNjW8WFbx8do2rps2bIxX7waC1NkSJIkSZKkgRcRuwLfBd4B/B5Y3fT0FGBVyyZTW+rQVGdKS3lj+9Zt2r2uJA0UA8ySJEmSJGmgRcRzgO8D78rMM4BbgblNVbYFbm/Z7C5gi4iYVh/PbapzW92GiJgObA7cO8rXlaSBYoBZkiRJkiQNrIh4IvB1YEFmnlOLf1Geip1qAHkBTfmXATJzOXAZcEgtem1TnYvrY+rzl9X6a8ojYm9g6VjyL0tSPzIHsyRJkiRJGmTHAbOAkyOiUfY54AjggvrcxcD5ABFxOnBhZl4IHAmcEREnUPIov6ZufyKwMCKuAe4DDq3lpwCn1fJlwGHj+skkqQcYYJYkSZIkSQMrM48Bjhnm6d3alF0MrKzbLgb2bfOaS4AD25QvBQ7vtK2S1I9MkSFJkiRJkrTWdOB73W6EJPULZzBLkiRJkiRVmXlet9sgSf3EGcySJEmSJEmSpI4YYJYkSZIkSZIkdcQAsyRJkiRJkiSpIwaYJUmSJEmSJEkdMcAsSZIkSZIkSeqIAWZJkiRJkiRJUkcMMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHTHALEmSJEmSJEnqiAFmSZIkSZIkSVJHDDBLkiRJkiRJkjpigFmSJEmSJEmS1BEDzJIkSZIkSZKkjhhgliRJkiRJkiR1ZHq3GyBJkiQNmog4CTi4PrwoM98ZES8CTgZmA+dm5gltttseOBOYAyRwaGb+KSK2BM4CngTcDRycmXdGxAzgC8DTgYeBBZl53Th/PEmSJGkNZzBLkiRJG1ENJL8E2APYHZgfEa8Bvgi8HNgF2Csi9muz+anAqZn5FOBy4MRa/kHgsszcBfg88MlafjTwYC0/Flg4Lh9KkiRJGoYzmCVJkqSN6w7g7Zn5CEBE/AbYGbg+M2+sZWcCBwGXNDaKiE2AfYBX1KKFwA+B44H963MAZwOfqfX3B94HkJk/iohtImL7zLx5tI29+uqrx/Thps/eksU3Lx5SNneLldxy431jep2JsmjRom43YdRs6/iwreOjn9oqSRpfBpglSZKkjSgzr2n8OyL+nJIq4xRKnxhcFQAAIABJREFU4LnhDmC7lk23Bh7IzBVt6jy+sX1mroiIB4Btmstbthl1gHnevHnMnDlztNW58tob2GH7HYaUzd12DnO2evKoX2OiLFq0iPnz53e7GaNiW8eHbR0f62vrsmXLxnzxSpLUv0yRIUmSJI2DiNgV+C7wDuD3wOqmp6cAq1o2mdpSh6Y6U1rKG9u3btPudSVJkqRxY4BZkiRJ2sgi4jnA94F3ZeYZwK3A3KYq2wK3t2x2F7BFREyrj+c21bmtbkNETAc2B+4d5etKkiRJ48YAsyRJkrQRRcQTga8DCzLznFr8i/JU7FQDyAtoyr8MkJnLgcuAQ2rRa5vqXFwfU5+/rNZfUx4RewNLx5J/WZIkSdpQ5mCWJEmSNq7jgFnAyRHRKPsccARwQX3uYuB8gIg4HbgwMy8EjgTOiIgTKHmUX1O3PxFYGBHXAPcBh9byU4DTavky4LBx/WSSJElSCwPMkiRJ0kaUmccAxwzz9G5tyi4GVtZtFwP7tnnNJcCBbcqXAod32lZJ0mBasXIVdy15aEjZ7FnT2XzTGV1qkaRBZoBZkiRJ6q7pwEXdboQkaXAsW76Sq353z5CyPWOOAWZJ48IAsyRJktRFmXlet9sgSZIkdcpF/iRJkiRJkiRJHTHALEmSJEmSJEnqiAFmSZIkSZIkSVJHNigHc0ScBBxcH16Ume+MiBcBJwOzgXMz84Q2220PnAnMARI4NDP/FBFbAmcBTwLuBg7OzDsjYgbwBeDpwMPAgsy8bkPaLkmSJEmSJEnaMB3PYK6B5JcAewC7A/Mj4jXAF4GXA7sAe0XEfm02PxU4NTOfAlwOnFjLPwhclpm7AJ8HPlnLjwYerOXHAgs7bbckSZIkSZIkaePYkBQZdwBvz8xHMnM58BtgZ+D6zLwxM1dQZikf1LxRRGwC7AOcX4sWNtXZnzKDGeBsYL9af015Zv4I2KbOgpYkSZIkSZIkdUnHKTIy85rGvyPizympMk6hBJ4b7gC2a9l0a+CBGoBurfP4xvaZuSIiHgC2aS5v2ebm0bb36quvHm1Vps/eksU3Lx5SNneLldxy432jfo1BsWjRom43oevcB+4D6J99EBGPBn4KHJCZN5m2SJIkSZIkjacNysEMEBG7AhcB7wBWUGYxN0wBVrVsMhVY3VLWqDOlpbyxfes27V53RPPmzWPmzJmjqnvltTeww/Y7DCmbu+0c5mz15LG8Zd9btGgR8+fP73Yzusp94D6A4ffBsmXLxnTxarxFxDMp6YV2ro9nU9IWPQ+4BbgoIvbLzEtaNm2kLTonIk6kpC06nrVpi/aPiMMoaYsOoSltUUTsQ7kT5Vnj/gElSZIkSVLP2dBF/p4DXAAcWwMTzwPmNlXZFri9ZbO7gC0iYlpmrqz1G3Vuq9vcGhHTgc2Be4Fba70bRnhdSZrs3ggcBXylPn4GNW0RQEQ00hatCTA3pS16RS1aCPyQEmDevz4HJW3RZ5rSFr0PStqiiNgmIrbPzHG5qwTa31nyhMdu0hN3m/Ty7PZebVuvtgtsWyd6tV2SJEmSJkbHAeaIeCLwdeCQzPxBLf5FeSp2Am4EFlBmz62Rmcsj4jLKLLivAq9lbbDj4vr4w/X5y2r9RvmPI2JvYOlYAhmSNBlk5hsAIqJRNFx6oWZdSVs0lrtKoP2dJZtttlnX7zbp5Rn+vdq2Xm0X2LZO9FK7eu2uEkmSJGmy2JAZzMcBs4CTm4IZnwOOoMxqnkUJGJ8PEBGnAxdm5oXAkcAZEXECJSDxmrr9icDCiLgGuA84tJafApxWy5cBh21AuyVpshhNeqGupC0aLytWruKuJQ8NKZs9azqbbzqjSy2SJEmSJGmwbcgif8cAxwzz9G5tyi4GVtZtFwP7tnnNJcCBbcqXAod32lZJmqQa6YUaBj5t0bLlK7nqd/cMKdsz5hhgliRJkiRpnEydwPeaDnxvAt9Pkia7NWmLImIaJW3RkAX+MnM50EhbBO3TFkFT2qLmctMWSZIkSZI0uU1YgDkzz8vMZRP1fpI02dW7P46gpC26FriOprRFEdG4Y+RI4E0RcS3wXOCEWn4i8KyanuhIygKCUNIWzazln8K0RZIkSZIkTVobkoNZktSDMnPHpn9/H9MWSZIkSZKkcTKRKTIkSb3DtEWSJEmSJGmDOYNZkiahzDyv222QJEmSJEn9zxnMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHXGRP0mSJEmSNPAi4tHAT4EDMvOmiHgRcDIwGzg3M09os832wJnAHCCBQzPzTxGxJXAW8CTgbuDgzLwzImYAXwCeDjwMLMjM6ybg40lS1ziDWZIkSZIkDbSIeCbwY2Dn+ng28EXg5cAuwF4RsV+bTU8FTs3MpwCXAyfW8g8Cl2XmLsDngU/W8qOBB2v5scDCcflAktRDnMEsSZIkSZIG3RuBo4Cv1MfPAK7PzBsBIuJM4CDgksYGEbEJsA/wilq0EPghcDywf30O4GzgM7X+/sD7ADLzRxGxTURsn5k3j7ahV1999Zg+2PTZW7L45sVDyp7w2E3WKZu7xUpuufG+Mb32xrZo0aKuvv9Y2NbxYVvHR7fbaoBZkiRJkiQNtMx8A0BENIoeD9zRVOUOYLuWzbYGHsjMFW3qrNk+M1dExAPANiO87qgDzPPmzWPmzJmjrc6V197ADtvvMKRss802W6ds7rZzmLPVk0f9uhvbokWLmD9/ftfefyxs6/iwreNjNG1dtmzZmC9ejYUpMiRJkiRJ0mQzFVjd9HgKsGo9dWiqM6WlvLH9aF5XkgaKAWZJkiRJkjTZ3ArMbXq8LXB7S527gC0iYlp9PLepzm11GyJiOrA5cO8oX1eSBooBZkmSJEmSNNn8AoiI2KkGkBfQlH8ZIDOXA5cBh9Si1zbVubg+pj5/Wa2/pjwi9gaWjiX/siT1IwPMkiRJkiRpUsnMpcARwAXAtcB1wPkAEXF6RBxYqx4JvCkirgWeC5xQy08EnhUR19Q6R9XyU4CZtfxTwGHj/2kkqbtc5E+SJEmSJE0Kmblj07+/D+zWptrFwMpaZzGwb5vXWQIc2KZ8KXD4xmmtJPUHA8ySpIG2YuUq7lry0JCy2bOms/mmM7rUIkmSJPW46cBF3W6EJPULA8ySpIG2bPlKrvrdPUPK9ow5BpglSZLUVmae1+02SFI/MQezJEmSJEmSJKkjBpglSZIkSZIkSR0xwCxJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI4YYJYkSZIkSZIkdcQAsyRJkiRJkiSpI9O73QBJkiRJkiSNrxUrV3HXkoeGlM2eNZ3NN53RpRZJGhQGmCVJkiRJkgbcsuUruep39wwp2zPmGGCWtMFMkSFJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6Yg5mSZIkSRvEhaMkSZImLwPMkiRJkjaIC0dJkiRNXqbIkCRJkiRJkiR1xACzJEmSJEmSJKkjBpglSZIkSZIkSR0xwCxJkiRJkiRJ6ogBZkmSJEmSJElSRwwwS5IkSZIkSZI6YoBZkiRJkiRJktQRA8ySJEmSJEmSpI4YYJYkSZIkSZIkdWR6txsgSZIkSZKkibdi5SruWvLQkLLZs6az+aYzutQiSf3IALMkadJxIC1JkiTBsuUruep39wwp2zPmOC6WNCYGmCVJk44DaUmSJEmSNg5zMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALMkSZIkSZIkqSMGmCVJkiRJkiRJHZne7QZIktQLVqxcxV1LHhpSNnUqrFo1tN7sWdPZfNMZE9gySZIkaeK0Gxc7BpY0EgPMkiQBy5av5Krf3TOkLHZ4DLn4D0PK9ow5Dq4laRQMUEhSf2o3LnYMLGkkBpglSZIkbXQGKCRJkiYHczBLkiRJkiRJkjpigFmSJEmSJEmS1BFTZEiSJEmSJGlY5tWXNBIDzJIkSZIkSRqWefUljcQUGZIkSZIkSZKkjjiDWZKkMWi+PXD67C25a8lD3h4oSZIkSZq0DDBLkjQGzbcHLr75Vna4f5q3B0rSKJnDU5IGh326pAYDzJIkbaB2g2twgC1JrczhKUmDwz5dUoMBZkmSNlC7wTU4wJYkSdLk4qxmaXIywCxJ0jhpN8CeOhVWrRpaz0G3JEmSBoGzmqXJyQCzJEnjpN0AO3Z4DLn4D0PKHHRLmsxMMyRJg63RzzcWyAb7eGnQGGCWJEmS1DWmGZKkwdbo5xsLZAM8baeteXjpiiH1DDpL/atvAswRsQA4AdgE+LfM/MxEvr95hCRpqG73y4NktKk0TK8haTiD2Cc7/pbUzwaxX96Y2l1cbBd0Bvt+qR/0RYA5Ip4AfAiYDywDfhoRl2bmtRPVBvMISdJavdAvD5LRptJoVzbc7A9Jk8eg9smjDT4YeJDUawa1Xx5vw93R0q7vd+KF1Fv65Rfoi4AfZOYSgIg4H/gb4AOj2HYawCOPPDLqN1u9aiVTW8pWrljOVFYOKVux/BGWLZs26tftR8uWLet2E7rOfeA+gPb7oKlfGeyOoL1O++Ux98kw+n55ostmTJ/CVFa2rTdR7Xno4aX8/rb7h5Q9ZcetmDZzc27/3/vWlI12RvSsmdN51OxN1vksG1Mv9ym2bex6pV32yYPVJw9XPlyf98c/tr8LpLkvnIj+bUP1yt/TaNjW8TEobZ3kfTIMYL+8McoaY+exbAvt+/4nPWGLMZ0P1lfW7hwxKH+Pvca2jo/1tXW8++Upq1evHo/X3agi4t3AozLzhPr4DcAzMvNN69t20aJFewOXjXMTJU1uz50/f/6Pu92IidRpv2yfLGkC2CfbJ0vqHZOuTwb7ZUk9bVz65X6ZwTwVaI6ETwFWDVO31X8DzwXugDaXwiSpc9OAuZR+ZrLptF+2T5Y0XuyT17JPltRtk7lPBvtlSb1nXPvlfgkw30rpZBu2BW4fzYbz589fBky6K6aSJswN3W5Al3TUL9snSxpn9smFfbKkXjBZ+2SwX5bUm8atX+6XAPP3gPdHxDbAg8CrgPWmx5AkjRv7ZUnqHfbJktRb7JclTSqteeB7UmbeBrwXuBS4AvhqZv6yu62SpMnLflmSeod9siT1FvtlSZNNXyzyJ0mSJEmSJEnqPX0xg1mSJEmSJEmS1HsMMEuSJEmSJEmSOmKAWZIkSZIkSZLUEQPMkiRJkiRJkqSOGGCWJEmSJEmSJHXEALPWERFTmv8/GbkP3AcN7getj8eGJPWefjp/29bx02/tldR9/dRv2Nbx1Q9t7aX9aoC5iognRcTuEbFJREzrdnu67FEAmbkaICIm43GyVf3/dJi0+8DjoPBY6IJ+6JMjYgYM+Rvp+kldG4ffpbSufuiXW/TTOKafxhr9tF+hv/atNGp92Cf3k37q5/qprX3TH/fZ77yeOQamrF69ulvv3TMi4q+BDwG3AncBvwJOz8z7u9qwLoiI/YHXAvcCi4BLMvP2iJiamau627qJUffBscDvgSXAv2fmjZNwH0zq4wA8FrqlH/rkemzsB6wE/gP4n8xcEhFTGif3XtMrbYuIPYAdgN8Ad/fSfouInYFHgGWZeUct64m2Sd3UD/1ys34ax/TTWKOf9iv0174dTj+dg/qprf2u3/pkgIjYEVgF3JOZD9Wynjtm+qmf68O29kV/3E+/83rtGJj0AeaIeBTwFeCfMvPXEXEwsDfwMPChzHygqw2cQBExD7gEOBwISgBgZ+DYzLy5F/+gNrYaXPg2cAQwA3gO8HLgkMz8bS92gBubx0EREQF8i0l8LHRDP/TJEbE7cDHweuAFlONjJfAvmfm/vfI3EhHPBnYFbgCuz8xbu33cRsSBwMnATyizF5YDH8nM67q93yLi5cBJwE3AnyiDyY/V53riO5W6oR/65Wb9NI7pp3FnP+1X6N9xXC+eu4fTT20dJP3WJ8OagPi7gPspEwwyMz9Tn+uZvqOf+rmI2JXSx/VDW/vpXNcXv/OgN4/Xnp2SPoFWA9sA29fH5wPfAGYBr51kt5vMAL6ZmT/IzM8CnwcS+HhEbNsrf0jjbCnww8z8IfA9ypXhrwNnRcSOvdLxjbMZwEWT/DiAcix8d5IfC93Q031yHdRvB1yQmd/KzHcC/0k5n/5jRDymF/5GIuKlwBnAPOAQ4MyI2DMzV3X5drS/BN6YmYcDH6XMYvhERESXg8ubA+8AjqIMfv8d+JuI+BCsveVMmqR6ul9uo5/Gs/007uy38WHfjeN6+Ny9jn5q6wDqqz45IrYA/gF4E7AAuBR4YUScCD03xuqn88csymzVfmhrX5zr+uV3XpOeOy9P+s6/3p7xBWC/iNitHtw/AC4H9qF8aQMtIp4WES+gnKgOiIhXAGTmDcAXgcXAS2vdXs4907GI2C0iDqLcYrR3RByZmaszcznwEcrVwTdFxPQB3gdPi4iXAJsDf1n3x6Q6DmDNfngxMJeyH94y2Y6FburlPrnOvn0f8L/AcyPiRQCZeSllYL8p8LRat9vHxnOAd2fmscB7KIOjMyNij/rjb0LbFxGb1X8+DngeQGZeBXwJ+Dl10DaRbWqxGrgPWJyZD2Tmj4E3APtGxD90sV1S1/Vyv9ysn8az/TTu7LfxYZ+P43rq3L0e/dTWgdIvfXKTaZS4092ZeTfwHeBTwNMi4k1dbVnVZ+ePP4+IPSkz1p8XEa+Gnm1rP53r+uZ3Xi+flyd9gLm6iPLD8tW1k16ZmV+hJCHfqbtNG19Rbgk+k5IP56XAWcAhEbEfQGZeT8nttEd93EtXbDZYREyJiOmUQMJJwF7AocDBEfFagMxcRgmAPDYzVwzaPgCIiJcBZ1M61T8DjgdeOVmOg4Y6mGj8PbwBeDOlX1gAk+NY6BE91ydHxAHA+4H/l5n/TblC/IKI2A0gM39AySv3svq4m7NxpwCPYW0gdwnwb5Q2fzQitpvI9tV+5Nj68KPAXk0DoVsot3ZtBcyZqDY1tW2z2o4/AdcBX42I2fXpqyl94p4R8bhuDyalLuu5frlZv4xn+23c2W/jw34ex/XauXskta1bAPtCb7d1gPV0nwxlzY2ImFuPj18A/xIRW2Xmg5Rg+AXAbnXWaDfb2RfnD1jTx51PSTf3XuBo4GW91tY+PNf10++8nj4vG2AG6pW0z1D2x9ERcUiUXEbbUK5gDKSI2JbSkR6cmQcC91AGNb8ADo+IQ2rV+4HHRMSsQfuBXa+grQCuAO6mJEjfHTgBeHNEHFGrPhbYISI2G7R9EGWF1IOB12Xm3pQriQ8BPwZeHyVxPAzwcQBrbok5Ajg8M/cHngA8HvgycFzjxwkDfCz0il7rkyPiaZQfTi8Ato6IzwF/RZm9c3REPKtWvQaYVgdUEy4idoyIHepA4kPAMyPi72HN4OJsyoDjSRPYpgMoQeWLatFVlIHxSxvnmMy8vD6380S1q7Ztf+ALEXFaHez+O/DTWjar7rNFwJbAJv5Y1mTWa/1ys34az/bTuLPfxof9Oo7rxXP3cCJi1xpweSxr23oU9F5bB12P98mNv6u3A+dHxOOAUyh984k1yPwnSqqMoIyzuqKfzh9NbT0kM/elXEjYCfgZPdYn99m5ri9+50F/nJe7tnN6TWbeEhEfA14CHAb8gTJAuau7LRtXyym30DRuo/k8ZYGAb1M6go9GxF9Rrk6/LDOXdqORE+Reyh/iT4FnUQakNwPvi3Kb3Z7AQfVkOGimAE+mdEKPBr5GuSL+MCUH0RkR8Q3KLVcvH+DjYDVlBuWzIuI24KnAKyiDtCnAKRHxfMrfyKAeCz2jx/rkBygD+PdRbo06AXg+8GJKTuHnRMQvKAPSA+qAakJF0+IpEfFb4ErKwP74iCAzT8nMO+sg48nAjyagTbsDH6d8h0+JiFOBOyh52L4DLIiI+ZRcYfNqmydElEUxPsfaRTEaf++fowwwvxsRrwOeSUnrMeHfqdRreqxfbtaP49l+GHf22/iw78ZxvXjuHqGtjdvHb6EENM6mzKA8PiJWZeZne6Wtk0Wv9slNF+RXAbtQ0qG9gXLMvAb4XES8m9LPzQaWdaOdVT+dP5YDjwL+WIP2OwH7AY9QziFfjIhvUdrfC30y9Me5rud/5zXp+fPylNWrnZDTql4ZaOSGGVj16ssC4JfAbyk/8M8B9szMpRHxHOCPwP9m5sDO5AaIiLnAWzLzpIj4CGWhp3dn5qej5AXdpNsn6/EUEW8Dnkg5yV+emV+uV8BeTrlN6Fbgocy8o4vNHHcR8ZfAvwIPUhZ4+L81SHYY8F/AT4Dpg3ws9KJe6JMjYm9KvruTM/O0KAuovISysM2JlJP6LZl5axfatgXwTeDvgdsoA8tDgespM4dPBn5VH78eOLDm6Brvdj2fkl/t34FXU/bfrsCOlKDyecBxlNki52TJyTwhouSue2NmvrU+3oky821nyq1mb6rtfCxw3ES2TeoHvdAvN7Wl78az/TLu7LfxYT+N43r13D1MWx9PWZDrMOB24BjKMXEiJQDzEcoMut93u62TVS/1yQ0R8U+U1BMnUGZWv54645oSyJsKvDMzr+hiG/vm/FHbuk9m/iAingc8PjPPjrLg5sso4+0H6K0+uV/OdT37O69Vr5+XTZHRRmY+0kud83ipV1/OA67PsjjAdMqJaWlEvB54K2XBo54YjI+zVcB2UfKC/hWlg9k3Ig7JzD/0Qsc3zv6TEkjZkxLsITMvonReZOYNvXKiGk+Z+W3KjMVFwK9r2RWUk8rKzFwyCY6FntMjffJPgX+i3B5Fllx3l1ByX83MzJ91cdDRbvGUT1NuUX0yZdB5F6WPP3i8f/RFxJ5RVi6+lHJl/dPAJzLzHOCfgXOBHTPzt5RB53smKoAbwy/i8jvKbdSLgb0z892U2/leZnBZWleP9MtA345n+2Xc2Vfjwz4bx/XUuXs9Nq3tuCkz/0gJJv8FJTh0CXAA5fiYQffbOin1Up/c5BzKMXMYZSbrGcDyzHwn8NeUCxFdCy5Df50/suQp/kH99w8z8+z674uBHYApvdYn0z/nul7+ndeqp8/LpsiY5FqmzT8M/DIiXgkcCRyRmfd3p2UT7h7KQO8DwFH1yuBrKQOogZflFquPAJ+kLBQAMIuSv+733WzbRMvMP0bElcCLIuIBSl6wnagnHE1OWVZE/ypAROxLuR1tG8rxcV832hQRewB3ZuYd9datf4mIv8/MJRGxCPh/wL6ZeQbltq/xbs+ULLdF/iPwZxHxysz8eETMpMz+IDMfqm07JsrCLxM2AIqyiMs/ATcBN7J2EZdlmXlJZv42Im4Fng18pQd/qEkaRh+OZ/ti3NmP48NeH8f12rl7FG29IzN/FxFfA3aOiGspgfFZlFv2AR7IzJO61U71psy8punfh0bEQuDbEfGSHgos9uP5g4jYBHgKZRbrHMpvktu72qj2+uVc13O/84bT6+dlZzCr2QpKPsoPAYdl5tVdbs+EycyVlFvRjmxcGQS+mpm3dbFZE6rO4DuS0jH9PXAQ5Ti4pasN647/BJZQbul6I/D6zFzc3Sap2+rMhkcB84GPAW+h5Lq7ZyLbEaNbPOWPlMVTdoqI7SaiXbluzr2v1pnMH8rMn0TEi+stwXtRBsSPTES7YMyLuDw6BnQxU2mS6PnxbD+NO/t0fNhz47hePXe309LWr9Vz6KeAa+uxuxJ4uAZlDgM+VfOBSuuIiKkAmXkE8HPKGLBX9fz5o5pGWYTuZEr//IbMvLO7TVpXn53reuJ33mj08nnZHMxaIyI2Bb4IvK/eujwpNc3Cm7RqHq8pmdnNRRe6qg6uZwNTswcWglHvqHm5GsfGA11sx5cpt6X+nLJ4yvaUxVPmAo3FU46lLPIwYYOjppx776HcrnUo5cfoeyk5JpdSZjFM2G2REfFY4ELgrZl5Vf2xfAZl/+xJ+SFxKWsXcenVHxSS1qPfxrP9NO7sp/Fhr47jevXc3U5TW39Jmcl5Zy3fl7KA4mWU/KQLMvPabrVTvS8iptYAXk/rp/NHzck8k9LH/bHb7VmffjnX9crvvNHqtfOyAWYNEREzMnPCZpVJkjrTq4unRMSuwO8yc1lEfAXYlnJV/c46I+uPE327YT8t4iJpwzmeVa/q1XN3O20uGC+o5/K/Ai6m5Ln+28z8TRebKW1Unj+kzhlgliSpD7UEcs+i5GD728z83zoDY1VLXrmuiIgzgP8D/FU3c+5FxCzK4jIrI2JPSp7lXesiLi+gzKruuTx7kqTB0S/nbmh7wfgJwKspKa6+DBxvcFmS1GCAWZKkAVAXT9kd6InFU5pvh4yIzwH/3O0cmA0RsQvwTkrajPdSbv01LYYkaUL12rl7JBHxJcoF45cBD/bD7eOSpInjIn+SJPWxXl08pS7+02jbW3oluFz1yyIukqQB1Kvn7naa2vo64FfAdIPLkqRWzmCWJKnP9cviKb2inxZxkSQNpn46d/dTWyVJ3WGAWZIkTTou4iJJkiRJG4cBZkmSJEmSJElSR6Z3uwGTSURMA44BFlD2/QzgG5RbdJdFxBMo+SD3BFYDS4EPZ+Z/juK1Z1EWKjoAmAJMA84E/iUzV9cFJJ4FzM/MB5u2+xMwj7Ii8Ktr8U7A3cD99fGrMvOGYd53R+AG4H9q0VTgT8C/ZeZ5tc4RwCeBG2udKcCjgcuANzWvlBwRnwD+HnhSZt5ay15NWaV4j6Z6PwO2B7bLzNW17GLK/rwEuDozN6vtuxF4Q2Z+oWn744B5Ne8ZEfFY4P3AS4DllDxo3wLelZl/rHWeBfwz8Nj6OW8BjsvMa9rtm5b9NOJ3GxH/BXw6M89v2mZr4O7MnFIfrwauBlbW19gUeAB4a2ZeHhH71s+eTW+9OXAtZQGreyPi/cBRwG0tTfxWZr5rnI+TG4EfZebzWp5bSMna+EIhAAAgAElEQVSFuk1m3hMRNwF/Uz/TTcBlmXlYU/2nA+dn5o7t3kuSJEmS1DljF8YumKSxi/oaw+6/iPgUsE+t+lTKd/Zwffxs4DfAslo2pf53LvDRzFwx3HsOAgPME+uzwGOAF2bm/RHxKOAs4PSI+Efgp8AJwOtqx7ob8N2IeCgzvzvci0bEFODrwG+BZ2fm0trpXARsBpxYq+5I6Szf0PoamfkR4CP19f6Llg5jPR7OzN2b2rMD8P2IWJmZF9TiyzLzgKY6s4AfUwKLpzWVvRY4H3gb8K5a/TvAlyNiq8xcEhHbAI8H7gKeDvx3REwH9gbeSvkDbrYK+ERE/Dgzs+U5ImJzyr4/i9JxL4+IGcAnatmBETET+CZlhedf1e3+FrgkIv4sM1cOt3Nqezv6btt4fmbe0/TaxwGnUDoygBtavotpwAXAccC7a/G5mfm2Ed5jR8bnOFlaNosdGot91b+B56xnu4Mi4tuZeeYo30eSJEmS1DljF2vrGLuYRLGLUey/o5vq3gQcmpmXN5XRXNb0t/OvlAsSA2tqtxswWdSrUYcCf5eZ9wPUqyxvoXSwRwI/zsyvNK5qZeaVwN8Ad67n5fcBdgH+oXFFLTPvBQ4DftRU75PA/hHxqo31udqpwcP3Ae8YodpjgS2AJU1lr6ZcUTwZeFNdhInMXAJcztqrRPsD36b80R9Yy54JLG4ELls8TOlwv1o731ZvAq7PzA9k5vL6no/U9v+yrpy8KbAl5aTXcBblZDJthM8JG/bdDquemLZn6D5s9Whgm/XUaTVex8lKypW7Q5vK/hpY31Xu9wKnRMSfbeT2SJIkSZKaGLtYh7GLyRW72JD9t476t/M2ynHy6I3Swh7lDOaJMx+4JjMfaC7MzDuBC+qtGJe0bpSZP2ota+PpwC9ar0Rl5vXA9U1Fd1Ouup0dEb/MzFvG9hHG5Erg/zQ9fm5EXAHMonTQvwU+nplfa6pzJPDlesvEHbWtn63PXQLsSzmhvQw4g3IV8DTKVc4XUq56DudDwIuAD1OuiDV7LqXTH6Ke8D5YH/4hIt4JfCsi7gR+AlwKnJPrXyTq6XT+3ba6tN5usjVlRvA3gdc1Pf/kup83oXTOt1KCuv/WVOeQiNi75XWPz8zGPhjP4+TLlNufPlwfHw4cC7x9hG1+CGxFOck+dyO2RZIkSZI0lLELYxetrz9pYheZuSH7b7jXvDUiHgAC+O8NbWOvMsA8cVYx8ozx9T2/Ia+9RmZ+p+aqOTMint/h+43GauChpseXZeYB9YraCZRcTms66IjYE9gNOLsWnQEcExGfq1fOLqHcjjOD0qkeRumkto2IxwEvYO3tNOvIzFX1toYrIqK1Q55S29toy6GsvYK5DfDSzLwyM0+OiM8Dz6NckTweOD4intG4sjuM0Xw/q9qUTW1T/vwseYr3BC4GLs3Mu5qeX3ObSUS8jnJS+lrj6ma1vttMxu04ycxFEbEyIuZTTrKbZ+bV9TaSkZxEORG/n3KiljoW5pQzp9wkzSkXY8iHX8s2AW4GrsjM/Zrq7kkZaL+w6fa/rYFfAEdn5kg/mjTJ2QfbB2MfPJo1SZo/Z7NXZOZNdZvh+ujG+4z4fUsjMHZh7GIkAx+72ID9N5LW42zgmCJj4vwC2CVKzpw1IuIJEXER8HPKQIaW598cJcfRSH4O7FUH7M3b7hURX2lT/92UgdZ7xvIBxmgv1g6y18jMVZn5AeAmYGHTU0cBK4BFUfLYHA3sDDQGS4uAxwGvAC7PzIcycxVl0PtiypWgn43UoHo1682UE8DWTU/9lHKFsVHvrMzcvXZ2y4FNIuI5EfGOzPxjZn4zM98J7ErpJF68nn0xmu/2HspAvdnjgHuH+Sy/Av4BWFgHke3qfAm4EPhalFtSxmq8jpOvAH9LOdG2Oz7XkSUZ/gLKcbLPeqpL6/NZSu6vF9a/870ofcjpsTbv2PeB3TJzN8qtaJ+PiBH/1mNtTrktKDnldqf0La8EPtBUdUdKkGEdmfmRpv7ncuAdjcfD/WBt8nBT3acBrwE+HENvGbusqc5ulFsUn0r5Udv4HK055Rq+A+waEVvVeq055Rq3v+1NGUS2auSUa3tFKdbmlLub8gN4Xm3fKsptac050d6emU+rdc6i5EQb8Za1Dflu23h+3Yd7ZGZQZluc0vT8DU37eXfK+WwlQ2ehnNtcp/73rqbnd2R8jpM1+fAbBTF8Pvy/Bq4Anh4RuzS9/6+Ad1LOL4+p3/t5wBcNLmsU7IPtg+2DR9cHP79NG29qer5tH12N+H1L62HsAmMXzSZT7GID999wr7kDJeXG+s4Rfc0A8wTJzNspA7AvRs27Uv9/KuUP8TRg34g4tA6QiTLL8wO06exaXvtnwHXAyXVQSr0ydgprZ0k013+EMug9jjIzYaOKiJ0pV+Q+MUK1o4CXRMTLI2JLyiyAAzJzx/rfdpQZJ8fWNq8GvkuZlfLNptf5Zv0c/5WjWJEzy4yISxqvW30WeGpEvKMOnImIqRHxEkpqhpWUwfYJMfT2jLmUHzEjfj+M7ru9BHhdRGxRn59O+VHR7gdC47OcDfySkix+OMcDT6Ts7zEZx+PkTOAg4BDgq2Noz+8pJ+8Pr6+uNJwwp1wrc8pNrpxyMLZ8+G+t5edSZpyukZmnURa8+SJlAZX7sH/WetgHr8M+2D4YRrcmSTvD9tGs//uWhmXsYh3GLiZX7GJD9t866jFzCuUOnaXrq9/PTJExsY6kdF4/jYgVwEzKYPqkzHwkyi1d/wK8JyJWAQ9SBuCjWanzVZQfdovqa0+jXO36eLvKmZlRbpP6/AZ+JoDZUXLnQLlavhR490izmDLzhoj4KKWD+SRwbWZe2lLtg8C1ETEvM6+mdGSHMbST/g7l5DfSCaHV0ZTZHY22PBARf0G5/eWX9UL/Y4BfAwdl5q8BIuIVlJko29XPeD9lZdV1Vndt+axLRvHdLqTMQvlJ/f5mU24/PnrdVxzibcBVEfGXwLI2731fRBwP/GtEnFOL2+UxujkzD2wp29jHSeM1b4uI3wD31x9LY9n2K/WztrZfGi1zyplTrvX1J01OuSbrzYcfEU+lzDJ9FWUmzg8j4r01YNfwFsrsuT0oMx5XI43MPtg+uPX17YOHX5Pk0ohoPp5vzMxXwqj76JG+b2l9jF2sfX9jF5ModpGZv+10/zU5KyIepgT8pwEXMAkmYhhgnkD1KtVJ9b92z/+OcgW7k9f+EyP8QWebXFuZeTpwepvyfcfwvjexnhkLmbmQobeUNMqb98U6t6Bl5m9pOkbrVa+zW+rcT8nd19qmzVr/3fT8g5TbUprL7mM9A696Emk9kYzK+r7b+qP8Q/W/4epMaVOWlJN9w7w2db4EfKk+fH/9b7j3OKJN2cY6TjZrevziluenNP17x3b/bir729G+r9SGOeXMKTeSgc8pV193NPnw3wp8swYr7o2IGykzHP+5qU5QbkecRQkc/nBjtVEDyz7YPngk9sFDPT9rTvw21ttHr+f7lkZk7GKdcmMXa58f6NhFrT+q/TdMvGKdssnCAHOfiIjLKD/i2nlu1oU3xum9z6WlU2tyyBiu4gykKKPBc4d5OjPzkIlsT7d4nKhPrMkp19xvRll46N8pt/w/C/h080YR8WbgUZl58giv/XPg2IiYlk0z6CJiL8rCZ4e11H933aYrOeWAD9QZEAtZe3t1c045KOOEx1Nyyl1Mm5xyABExppxydX+eQZnF1dDIKffpWu8s1ub9vImaUw74i8z8GGVGyDcj4j2UhZBeTMlZOpxGTrmRvtsx55SLiEZOuV/n0NyYjTpfirIo1tci4pk5ilsiW4zXcdLIh383Lfnwo+QDPQxYVvc9lFvM3xYRH8/M5VEW3voPSk69WcA5EbFHlpmo0nDsg7EPbi60D163D16f9fXRzXVH+L6lcWPsoncZuyg8TsaHAeY+kZnP7eJ7T4pOplO189m92+3oNo8T9YPMvD0iGjnl/i7LbWatOeWuqjO3vpqZq2Nt3rERZ89n5s8iopFT7vjMXBprc8p9p039RyLiNZSAy3jmlGvNy9jsKOCaiHg5ZfZpI6fcmiv2EfFlyq27F9f90cgpd1rT63yzlo06p1xE7Fdft3EL3GeBwyPiHcCnMnNZneX3ItbNKfezzPxx3W4sOeXW991eArw5Is7JzPtjlDnlIuL1lNsmXzlMteMpt8IfxTCLRo3w+uN1nJxZX/NeoHVm3qG1fOdGoC5K/rjFwEF1UH4u8I06Q4eI2Ac4NyJekC0pCqQG++B12AfbB7frg9dnxD6acrFgjWG+b2ncGLvoXcYuCo+T8eEif5KkyeZI4FpKTrkrKD/wrgXekCUv+L6U3HBXR8T/AJ9hbDnlplBmn10JfJ+Sc2u42wuTcovbxjgfz46IK+p/v6LMint3rienHNDIKXc4w+eUe0FENG5juwR4GuvmlHsqIwQB2jia8mO40ZYHgL+gzFb7Zd1/N1ECAgdl5q/r7YeNnGi/j4hrgfMYZU451v/dLgS+QckpdwVwDeWW8dHklHtplJxy7d77PkqA4//WgBeUnHJXtPx34TDbb8zjpPGatwG/oSzq1ZoP/63Ayc2B4voZPkWZsfwx4FEMzRd6FCUINfD55bTB7IPXvr99sH1wuz644dI2bXwp6++j2xnyfUuStLFNWb3a9VgkSZIkSZIkSWNnigxJkv4/e3cfY2d53w3+62CYuhSwUGx5EGtXwMOvzo5C+pi8vzTSso0QCUkVBfTgkmSb8gglEY207D6qFlIlYldNs0oFKG/iRV4thKQiShoVWGXDSoWkSppOtI4M64sIURuC2SBYREPwgDH7x7kdjafHeM7teTkz8/lIlub85rru87sk6/j2d+65rnmyp9z4sqfcgL8nrGY+g8eXz+ABf08AWKs8wQwAAAAAQC/2YAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6GX9cjew2KanpyeSvDnJgSSvLHM7wOpyUpLJJD/dsWPHzHI3sxL4TAYWkc/kEflMBhaRz+QefC4Di2hRP5dXfcCcwYfzg8vdBLCqvTvJD5e7iRXCZzKw2Hwmz5/PZGCx+Uwejc9lYLEtyufyWgiYDyTJ+eefn1NOOWVeE/bs2ZOpqalFbWqcWf/aXf9aXnsy+vpfeumlPPLII0n3OcO8jPyZnKycv5srpc9k5fSqz4W3Unr1mbwkVvVn8mJZy+tfy2tPrH+U9ftM7m1VfC7r5/jGrSf9HN+49TRu98prIWB+JUlOOeWUTExMzHvSKGNXI+tfu+tfy2tPeq/fr6/NX6/P5GTl/N1cKX0mK6dXfS68ldKrz+RFt+o/kxfLWl7/Wl57Yv091u8zeTSr5nNZP8c3bj3p5/jGradxuld2yB8AAAAAAL0ImAEAAAAA6GUtbJEBsOpU1elJ/inJ+1tr/1pVFyX5UpINSb7VWruuG/emJLcmOT3JA0mubq0dmnOtjUnuTHJOkqeTXNZae6qqTklyW5ILk7yY5IrW2t6qWpfki0nen+Rwkqtaaz9a9EUDAMA8uFcGWFqeYAZYYarqrRmc+np+93pDktuTfDDJ9iRvrqqLu+F3JPl0a+38JOuSXDXkkjckebC1tj3JLUlu7OrXJHmhq38mya6u/uHufd6Q5ENJdlWVH1gCALDs3CsDLD0BM8DKc1WSTyV5snv9liS/aK091j1xcUeSj1TVtiQbWms/7sbtSvKRIde7JIOnMpLkriQXV9XJs+uttQeSbKqqrV39m621w621R5LsT/KOBV4jAAD04V4ZYIn5KRrACtNa+/MkqaojpbOSHJg15ECSs1+jPtdvx7XWDlXV80k2LcB1j2nPnj2jDE+STE9PjzxnOayUPpOV06s+F95K6XWl9AnA+HCvPB70c3zj1pN+jm/cehqnfgTMACvf65K8Ouv1ugz2eztWfa51Q16/1vz5XveYpqamMjExMe/x09PT2bFjxyhvsSxWSp/JyulVnwtvpfQ6ap8zMzO9/kMOwKrnXnmJ6ef4xq0n/RzfuPU0bvfKtsgAWPmeSDI56/WWDH4l8Fj1uX7ZfS/d/nCnJXlmAa4LAADLzb0ywCITMAOsfD9JUlV1XlWdlOSKJPe11vYlOVhV7+zGXZnkviHz703y0e7ryzM4xOTl2fWqeleSg621/V19Z1WdVFXnZXCAyk8XaW0AAHAi3CsDLDIBM8AK11o7mOTjSb6d5OEke5Pc3X17Z5K/raq9SX4vyU1JUlWfr6qruzHXJ3lbVT2U5JMZHIqSJDcnmejqN2Vw053u2g8l+XmSv0/yidbai4u2QAAA6Mm9MsDiswczwArVWvv9WV/fn+SCIWN2Z3By9lzfTfL2bsyzSS4dMvdgko8Nqb+a5NruDwAAjB33ygBLxxPMAGvTZJJvLHcTAAAwhtwrA4zAE8wAa1Br7Z7l7gEAAMaRe2WA0XiCGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL045G+I3zl1Y3717G+Oqm34nfU57XdPWaaOANY2n8vAOKuq05P8U5L3t9b+taouSvKlJBuSfKu1dl037k1Jbk1yepIHklzdWjs051obk9yZ5JwkTye5rLX2VFWdkuS2JBcmeTHJFa21vVW1LskXk7w/yeEkV7XWfrSY6/WZDDBefC4Dy80TzEMcOpz8rP3qqD8vHjx0/IkALAqfy8C4qqq3JvlhkvO71xuS3J7kg0m2J3lzVV3cDb8jyadba+cnWZfkqiGXvCHJg6217UluSXJjV78myQtd/TNJdnX1D3fv84YkH0qyq6oW9SESn8kA48XnMrDcPMEMAAD9XZXkU0n+9+71W5L8orX2WJJU1R1JPlJVDyfZ0Fr7cTduV5LPJfnqnOtdkuQ93dd3JflyVZ3c1T+bJK21B6pqU1Vt7erfbK0dTvJIVe1P8o4MnpCelz179oyw3GT9ho3Zt3/fUbXJM17J4489N9J1VrLp6enlbmHZrOW1J9a/1tcPwHACZgAA6Km19udJUlVHSmclOTBryIEkZ79Gfa7fjmutHaqq55NsWoDrHtPU1FQmJibmPX73w49m29ZtR9Umt2zO5jPPHeVtV6zp6ens2LFjudtYFmt57Yn1j7L+mZmZkX94BcDKZYsMAABYOK9L8uqs1+sy2Bv5WPW51g15/Vrz53tdAABYFAJmAABYOE8kmZz1ekuSJ1+jPtcvu++l20v5tCTPLMB1AQBgUQiYAQBg4fwkSVXVeVV1UpIrktzXWtuX5GBVvbMbd2WS+4bMvzfJR7uvL8/gwL+XZ9er6l1JDrbW9nf1nVV1UlWdl8Fhgz9dpLUBAMC/I2AGAIAF0lo7mOTjSb6d5OEke5Pc3X17Z5K/raq9SX4vyU1JUlWfr6qruzHXJ3lbVT2U5JMZHCCYJDcnmejqN2UQUKe79kNJfp7k75N8orX24qItEAAA5nDIHwAAnKDW2u/P+vr+JBcMGbM7yVuGTP9ukrd3Y55NcumQuQeTfGxI/dUk13Z/AABgyXmCGQAAltdkkm8sdxMAANCHJ5gBAGAZtdbuWe4eAACgr3kFzFV1epJ/SvL+1tq/VtVFSb6UZEOSb7XWruvGvSnJrUlOT/JAkqtba4fmXGtjkjuTnJPk6SSXtdaeqqpTktyW5MIkLya5orW2t6rWJflikvcnOZzkqtbaj05w3QAAAAAAnKDjbpFRVW9N8sMMTqROVW1IcnuSDybZnuTNVXVxN/yOJJ9urZ2fZF2Sq4Zc8oYMTsPenuSWJDd29WuSvNDVP5NkV1f/cPc+b0jyoSS7qsqT1wAAAAAAy2w+ezBflcHp1U92r9+S5Bettce6p5PvSPKRqtqWZENr7cfduF1JPjLkepdk8ARzktyV5OKqOnl2vbX2QJJNVbW1q3+ztXa4tfZIkv1J3jHaMgEAAAAAWGjHfRK4tfbnSVJVR0pnJTkwa8iBJGe/Rn2u345rrR2qqueTbFqA676mPXv2zHvs+g0bs2//vqNqk2e8kscfe27Ut12xpqenl7uFZbWW17+W155YPwAAAMAo+mw18bokr856vS6DvZGPVZ9r3ZDXrzV/vtd9TVNTU5mYmJjX2N0PP5ptW7cdVZvcsjmbzzx31Lddkaanp7Njx47lbmPZrOX1r+W1J6Ovf2ZmZqQfXgEAAACsNvPZImOuJ5JMznq9JYPtM45Vn+uX3ffS7aV8WpJnFuC6AAAAAAAsoT4B80+SVFWdV1UnJbkiyX2ttX1JDlbVO7txVya5b8j8e5N8tPv68gwO/Ht5dr2q3pXkYGttf1ffWVUnVdV5GRw2+NMefQMAAAAAsIBGDphbaweTfDzJt5M8nGRvkru7b+9M8rdVtTfJ7yW5KUmq6vNVdXU35vokb6uqh5J8MoMDBJPk5iQTXf2mDALqdNd+KMnPk/x9kk+01l4ctW8AAAAAABbWvPdgbq39/qyv709ywZAxu5O8Zcj07yZ5ezfm2SSXDpl7MMnHhtRfTXJt9wcAAAAAgDHRZ4uMPiaTfGOJ3gsAAAAAgCUw7yeYT0Rr7Z6leB8AAAAAAJbOUj3BDAAAAADAKiNgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6Wb/cDQCwMKrqT5P8ZffyvtbatVX1piS3Jjk9yQNJrm6tHZozb2OSO5Ock+TpJJe11p6qqlOS3JbkwiQvJrmitba3qtYl+WKS9yc5nOSq1tqPFn+FAADQj3tlgMXjCWaAVaCqfjfJTUn+KMkFSd5dVRcluSPJp1tr5ydZl+SqIdNvSPJga217kluS3NjVr0nyQlf/TJJdXf3DSbYneUOSDyXZVVV+YAkAwFhyrwywuHzIAawOJ2XwQ8NTk7yQ5OQkLyfZ0Fr7cTdmV5LPJfnqnLmXJHlP9/VdSb5cVSd39c8mSWvtgaraVFVbu/o3W2uHkzxSVfuTvCODpz7mZc+ePSMtbv2Gjdm3f99RtckzXsnjjz030nWWwvT09HK3MG8rpVd9LryV0utK6ROAsedeeYmN27/h49ZPMn496ef4xq2ncepHwAywCrTW/q2qrk+yN8lvkvxjkpeSHJg17ECSs4dMP+vIuNbaoap6Psmm2fU5849Vn7epqalMTEzMe/zuhx/Ntq3bjqpNbtmczWeeO8rbLrrp6ens2LFjuduYl5XSqz4X3krpddQ+Z2ZmRv4POQBrg3vlpTVu9xrj1k8yfj3p5/jGradxu1e2RQbAKlBVb0zyZ0m2ZXBT+0qSP07y6qxh6zLYB26udUNeH87g34hh849VBwCAseNeGWBxCZgBVof3Jbm/tfar1tpMBr/i994kk7PGbEny5JC5v+y+l25/uNOSPJPkiWPMP1YdAADGkXtlgEUkYAZYHXYnuaiqTu1Orv5ABr/6d7Cq3tmNuTLJfUPm3pvko93Xl2dwiMnLs+tV9a4kB1tr+7v6zqo6qarOS3J+kp8u0roAAOBEuVcGWET2YAZYBVpr36+qP0wyncGBJf+c5K+TfCfJLVV1epKfZXB6dqrq80mebK19Lcn1GZxu/VCS55Ls7C57c5Kvd/WZDG66k+TuJG9N8vPu9Sdaay8u8hIBAKAX98oAi0vADLBKtNa+kOQLc8q7k7xlyPDvJnl7N+/ZJJcOud7BJB8bUn81ybXdHwAAGHvulQEWjy0yANamySTfWO4mAABgDLlXBhiBJ5gB1qDW2j3L3QMAAIwj98oAo/EEMwAAAAAAvXiCGQAAFkFV/WmSv+xe3tdau7aq3pTk1iSnJ3kgydWttUNz5m1McmeSc5I8neSy1tpTVXVKktuSXJjkxSRXtNb2VtW6JF9M8v4kh5Nc1Vr70eKvEAAAPMEMAAALrqp+N8lNSf4oyQVJ3l1VFyW5I8mnW2vnJ1mX5Koh029I8mBrbXuSW5Lc2NWvSfJCV/9Mkl1d/cNJtid5Q5IPJdlVVR4kAQBgSbjxBACAhXdSBg9znJrkhSQnJ3k5yYbW2o+7MbuSfC7JV+fMvSTJe7qv70ry5ao6uat/Nklaaw9U1aaq2trVv9laO5zkkaran+QdGTwhfVx79uwZaWHrN2zMvv37jqpNnvFKHn/suZGus5JNT08vdwvLZi2vPbH+tb5+AIYTMAMAwAJrrf1bVV2fZG+S3yT5xyQvJTCzQxcAACAASURBVDkwa9iBJGcPmX7WkXGttUNV9XySTbPrc+Yfqz4vU1NTmZiYmO/w7H740Wzbuu2o2uSWzdl85rnzvsZKNj09nR07dix3G8tiLa89sf5R1j8zMzPyD68AWLlskQEAAAusqt6Y5M+SbMsgAH4lyR8neXXWsHUZ7Jk817ohrw9ncO8+bP6x6gAAsOgEzAAAsPDel+T+1tqvWmszGWyH8d4kk7PGbEny5JC5v+y+l24v5dOSPJPkiWPMP1YdAAAWnYAZAAAW3u4kF1XVqVW1LskHMtgm42BVvbMbc2WS+4bMvTfJR7uvL8/gwL+XZ9er6l1JDrbW9nf1nVV1UlWdl+T8JD9dpHUBAMBR7MEMAAALrLX2/ar6wyTTGRzu989J/jrJd5LcUlWnJ/lZkpuSpKo+n+TJ1trXklyfZFdVPZTkuSQ7u8venOTrXX0mg4A6Se5O8tYkP+9ef6K19uIiLxEAAJIImAEAYFG01r6Q5AtzyruTvGXI8O8meXs379kklw653sEkHxtSfzXJtd0fAABYUicUMFfVnyb5y+7lfa21a6vqTUluTXJ6kgeSXN1aOzRn3sYkdyY5J8nTSS5rrT1VVackuS3JhUleTHJFa21v92uFX0zy/gwOLLmqtfajE+kdAADGyGSSbyx3EwAAMKreezBX1e9m8Ct9f5TkgiTvrqqLktyR5NOttfMzOMH6qiHTb8hgL7ntSW5JcmNXvybJC139MxkchpIkH06yPckbknwog18Z9PQ1AACrQmvtntba/7fcfQAAwKhOJKQ9KYOA+tQkLyQ5OYP95Ta01n7cjdmV5HNJvjpn7iVJ3tN9fVeSL1fVyV39s0nSWnugqjZV1dau/s3W2uEkj1TV/iTvyOAJ6XnZs2fPvBe2fsPG7Nu/76ja5Bmv5PHHnpv3NVa66enp5W5hWa3l9a/ltSfWDwAAADCK3gFza+3fqur6JHuT/CaDU7FfSnJg1rADSc4eMv2sI+Naa4eq6vkkm2bX58w/Vn3epqamMjExMa+xux9+NNu2bjuqNrllczafee4ob7liTU9PZ8eOHcvdxrJZy+tfy2tPRl//zMzMSD+8AgAAAFhtTmSLjDcm+bMk2zIIgF9J8sdJXp01bF0GeybPtW7I68NdP8PmH6sOAAAAAMAy6R0wJ3lfkvtba79qrc1ksB3GezM4oOSILUmeHDL3l9330u2lfFqSZ5I8cYz5x6oDAAAAALBMTiRg3p3koqo6tarWJflABttkHKyqd3Zjrkxy35C59yb5aPf15Rkc+Pfy7HpVvSvJwdba/q6+s6pOqqrzkpyf5Kcn0DsAAAAAACfoRPZg/n5V/WGS6QwO9/vnJH+d5DtJbqmq05P8LMlNSVJVn0/yZGvta0muT7Krqh5K8lySnd1lb07y9a4+k0FAnSR3J3lrkp93rz/RWnuxb+8AAAAAAJy43gFzkrTWvpDkC3PKu5O8Zcjw7yZ5ezfv2SSXDrnewSQfG1J/Ncm13R8AAAAAAMbAiWyRMarJJN9YwvcDAAAAAGARndATzKNord2zVO8FAAAAAMDiW8onmAEAAAAAWEUEzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgl/XL3QAAC6OqPpDkr5KcmuT7rbW/qKqLknwpyYYk32qtXTdk3tYkdyTZnKQl2dla+3VVbUxyZ5Jzkjyd5LLW2lNVdUqS25JcmOTFJFe01vYu/goBAKAf98oAi8cTzACrQFWdk+RrST6U5I1J/mNVXZzk9iQfTLI9yZu72lxfSfKV1tofJPmXJNd39RuSPNha257kliQ3dvVrkrzQ1T+TZNeiLAoAABaAe2WAxeUJZoDV4U8yeOriiSSpqsuT/Ickv2itPdbV7kjykST3HZlUVScneU8GN9vJ4Ab4H5P8lySXdN9LkruSfLkbf0mSzyZJa+2BqtpUVVtba/vn2+yePXtGWtz6DRuzb/++o2qTZ7ySxx97bqTrLIXp6enlbmHeVkqv+lx4K6XXldInAGPPvfISG7d/w8etn2T8etLP8Y1bT+PUj4AZYHU4L8lLVfW9JFuT/EOSh5IcmDXmQJKz58x7fZLnW2uHhow568j81tqhqno+yabZ9Tlz5n3TPDU1lYmJifkOz+6HH822rduOqk1u2ZzNZ54772sshenp6ezYsWO525iXldKrPhfeSul11D5nZmZG/g85AGuGe+UlNG73GuPWTzJ+Penn+Matp3G7VxYwA6wO6zN4guK9SX6d5HsZ7Pn26qwx65IcnjPvdXPGZNaYdXPqR+bPnTPsugAAMC7cKwMsInswA6wOTyX5QWvt6dbai0m+k+SiJJOzxmxJ8uSceb9KckZVndS9npw15pfdnFTV+iSnJXkmyRPzuC4AAIwL98oAi0jADLA6/EOS91XVxu4G+OIkdyepqjqvq12RWXvKJUlr7eUkDya5vCt9dNaYe7vX6b7/YDf+t/WqeleSg6PsKQcAAEvMvTLAIhIwA6wCrbWfJPmbJD9M8nCSfUm+muTjSb7d1fZmcCOdqrq1qi7tpn8yyX+uqoeTvDvJdV39+iRvq6qHujGf6uo3J5no6jcluXJRFwcAACfAvTLA4rIHM8Aq0Vq7Pcntc8r3J7lgyPB7k7zSzduXwX50c6/3bJJLh9QPJvnYCbYLsOpV1QeS/FWSU5N8v7X2F1V1UZIvJdmQ5FutteuGzNua5I4km5O0JDtba7+uqo1J7kxyTpKnk1zWWnuqqk5JcluSCzPYU/SK1trexV8hwMrhXhlg8XiCGWBtWp/kB8vdBMBqVVXnJPlakg8leWOS/1hVF2cQbnwwyfYkb+5qc30lyVdaa3+Q5F8yeEouSW7I4Fewtye5JcmNXf2aJC909c8k2bUoiwJYO9wrA4xAwAywBrXW/q61NrPcfQCsYn+SwRPKT3R7cl6e5DdJftFae6y1diiDp5Q/MntSVZ2c5D3pfk07g7D4yJhLMniCOUnuSnJxN/639dbaA0k2dU9BA9CDe2WA0dgiAwAAFt55SV6qqu8l2ZrBAVMPJTkwa8yBJGfPmff6JM93AfTcMWcdmd9aO1RVzyfZNLs+Z868DpXas2fPPJc0sH7Dxuzbv++o2uQZr+Txx54b6Tor2fT09HK3sGzW8toT61/r6wdgOAEzAAAsvPUZPIn83iS/TvK9DPZHfnXWmHVJDs+Z97o5YzJrzLo59SPz584Zdt1jmpqaysTExHyHZ/fDj2bb1m1H1Sa3bM7mM8+d9zVWsunp6ezYsWO521gWa3ntifWPsv6ZmZmRf3gFwMpliwwAAFh4TyX5QWvt6dbai0m+k+SiJJOzxmxJ8uSceb9KckZVndS9npw15pfdnFTV+iSnJXkmyRPzuC4AACwKATMAACy8f0jyvqra2IXFF2ewr3JV1Xld7Yok982e1O3X/GAGezYnyUdnjbm3e53u+w92439br6p3JTnYWpvX9hgAAHCiTmiLjKr6QJK/SnJqku+31v6iqi5K8qUkGzI42OS6IfO2ZnCoyeYkLcnO1tqvq2pjBgeUnJPk6SSXtdaeqqpTktyW5MIMfrXwitba3hPpHQAAFktr7SdV9TdJfpjk5CT/Z5KvJtmb5NtJfieDYPjuJKmqW5N8r7X2vSSfTPK/VdV1Geyj/J+6y16fZFdVPZTkuSQ7u/rNSb7e1WeSXLn4KwQAgIHeAXNVnZPka0nemuT/TfJ/VdXFSb6e5I+SPJ7knqq6uLV235zpX0nyldbaN6vq+gxulv9LkhsyeBLjkqq6MsmNGTydcU2SF1pr26vqPRmcpv22vr0DAMBia63dnuT2OeX7k1wwZPi9SV7p5u3LYO/mudd7NsmlQ+oHk3zsBNsFAIBeTmSLjD/J4AnlJ7pfzbs8yW+S/KK19lh38vUdST4ye1JVnZzBgSd3d6Vds8ZcksETzElyV5KLu/G/rbfWHkiyqXsKGgAAVoP1SX6w3E0AAMCoTmSLjPOSvFRV30uyNYN95h5KcmDWmANJzp4z7/VJnu8C6Lljzjoyv7V2qKqeT7Jpdn3OnHnvLTfKCbbrN2zMvv37jqpNnvFKHn/suXlfY6Wbnp5e7haW1Vpe/1pee2L9ACyP1trfLXcPAADQx4kEzOszeBL5vUl+neR7GeyP/OqsMeuSHJ4z73VzxmTWmHVz6kfmz50z7LqvaWpqKhMTE/Mau/vhR7Nt67ajapNbNmfzmeeO8pYr1vT0dHbs2LHcbSybtbz+tbz2ZPT1z8zMjPTDKwAAAIDV5kS2yHgqyQ9aa0+31l5M8p0kFyWZnDVmS5In58z7VZIzupOz040/MuaX3ZxU1fokpyV5JskT87guAAAAAABL6EQC5n9I8r6q2tiFxRdnsK9yVdV5Xe2KJEcd8Nft1/xgBns2J8lHZ425t3ud7vsPduN/W6+qdyU52Fqb9/YYAAAAAAAsvN4Bc2vtJ0n+JskPkzycZF+Sryb5eJJvd7W96Q7zq6pbq+rIqdefTPKfq+rhJO9Ocl1Xvz7J26rqoW7Mp7r6zUkmuvpNSa7s2zcAAAAAAAvjRPZgTmvt9iS3zynfn+SCIcPvTfJKN29fBns3z73es0kuHVI/mORjJ9IrAAAAAAAL60S2yBjV+iQ/WML3AwAAAABgEZ3QE8yjaK393VK9FwAAAAAAi28pn2AGAAAAAGAVETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAelm/3A0AsLCq6n9N8vrW2ser6k1Jbk1yepIHklzdWjs0Z/zGJHcmOSfJ00kua609VVWnJLktyYVJXkxyRWttb1WtS/LFJO9PcjjJVa21Hy3R8gAAoDf3ygALzxPMAKtIVf03ST42q3RHkk+31s5Psi7JVUOm3ZDkwdba9iS3JLmxq1+T5IWu/pkku7r6h5NsT/KGJB9Ksquq/MASAICx5l4ZYHH4kANYJarqzCT/c5L/JckFVbUtyYbW2o+7IbuSfC7JV+dMvSTJe7qv70ry5ao6uat/Nklaaw9U1aaq2trVv9laO5zkkaran+QdGTz1MS979uwZaW3rN2zMvv37jqpNnvFKHn/suZGusxSmp6eXu4V5Wym96nPhrZReV0qfAIw/98pLa9z+DR+3fpLx60k/xzduPY1TPwJmgNXj60n+pyT/Vff6rCQHZn3/QJKzh8z77bjW2qGqej7JpteYP9/rHtPU1FQmJibmPX73w49m29ZtR9Umt2zO5jPPHeVtF9309HR27Nix3G3My0rpVZ8Lb6X0OmqfMzMzI/+HHIA1xb3yEhm3e41x6ycZv570c3zj1tO43SvbIgNgFaiqP0/yeGvt/lnl1yV5ddbrdRnsAzfXuiGvD7/G/PleFwAAlp17ZYDF5QlmgNXh8iSTVfV/Jzkzye9lcGM7OWvMliRPDpn7y+57T3T7w52W5JkkT3TzH50z/0j9eNcFWPMcJgUwFtwrAywiTzADrAKttf+2tTbVWntTBnvBfa+19t8lOVhV7+yGXZnkviHT703y0e7ryzM4xOTl2fWqeleSg621/V19Z1WdVFXnJTk/yU8Xa20AK5XDpADGg3tlgMUlYAZY3XYm+duq2pvBkxo3JUlVfb6qru7GXJ/kbVX1UJJPJvlUV785yURXvymDm+4kuTvJQ0l+nuTvk3yitfbiUiwGYKWYc5hUjnGY1EeGTL0kgyeYk8FhUhfPOkzqzmRwmFSSf3eYVGvtkSRHDpMC4PjcKwMsAE83AKwyrbVd6Z5sa63tTvKWIcO+m+Tt3Zhnk1w65DoHc/STd0fqrya5tvsDwHAr5jCpUQ98Wb9hY/bt33dUbfKMV/L4Y8+NdJ2VbJxObV9qa3ntifWvhvW7VwZYeAJmgLVpMsk3lrsJgNVo9mFSVfXxrjy2h0lNTU1lYmJi3uN3P/xotm3ddlRtcsvmbD7z3FHedsUat1Pkl9JaXnti/aOsf2ZmZuQfXo0Z98oAIzjhgNnBJQArT2vtnuXuAWAVc5gUwArmXhlgNCe0B7ODSwAA4GgOkwIAYC3pHdTOObjkgmMcXPK5JF+dM/WSJO/pvr4ryZdnHVzy2WRwcElV/buDS5I8UlVHDi55YJR+R/n1HPvKrY69tU7EWl7/Wl57Yv0ALKqdSW6pqtOT/CyzDpNK8mRr7WsZHCa1qzs06rluTjI4TOrrXX0mRx8m9dYMDpNKHCYFAMASO5EngVfMwSXJaHvL2VfO3mJrdf1ree3J6OtfBXvLAbDIHCYFAMBq12uLjNkHl8y51lgeXAIAAGPMYVIAAKxYfZ9gdnAJAAAsAIdJAQCwkvV6gtnBJQAAAAAAnMgezMM4uAQAAAAAYI044YDZwSUAAAAAAGtTry0yenBwCQAAAADAKrPQW2QM5eASAAAAAIDVZ6meYAYAAAAAYJURMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgFwEzAAAAAAC9CJgBAAAAAOhFwAwAAAAAQC8CZgAAAAAAehEwAwAAAADQi4AZAAAAAIBeBMwAAAAAAPQiYAYAAAAAoBcBMwAAAAAAvQiYAQAAAADoRcAMAAAAAEAvAmYAAAAAAHoRMAMAAAAA0IuAGQAAAACAXgTMAAAAAAD0ImAGAAAAAKAXATMAAAAAAL0ImAEAAAAA6EXADAAAAABALwJmAAAAAAB6ETADAAAAANCLgBkAAAAAgF4EzAAAAAAA9CJgBgAAAACgl/XL3QAAC6Oq/irJZd3Le1pr/2NVXZTkS0k2JPlWa+26IfO2JrkjyeYkLcnO1tqvq2pjkjuTnJPk6SSXtdaeqqpTktyW5MIkLya5orW2d5GXBwAAvblXBlg8nmAGWAW6m+M/TvKHSd6UZEdV/acktyf5YJLtSd5cVRcPmf6VJF9prf1Bkn9Jcn1XvyHJg6217UluSXJjV78myQtd/TNJdi3KogAAYAG4VwZYXAJmgNXhQJL/vrX2Umvt5ST/T5Lzk/yitfZYa+1QBk9efGT2pKo6Ocl7ktzdlXbNGnNJBk9lJMldSS7uxv+23lp7IMmm7skOAAAYR+6VARaRLTIAVoHW2kNHvq6q/5DBr//dnMHN9BEHkpw9Z+rrkzzf3VTPHXPWkfmttUNV9XySTbPrc+bsn2+/e/bsme/QJMn6DRuzb/++o2qTZ7ySxx97bqTrLIXp6enlbmHeVkqv+lx4K6XXldLnMH4VG2B8uFdeeuP2b/i49ZOMX0/6Ob5x62mc+hEwA6wiVfVfJ7knyf+Q5FAGT2YcsS7J4TlTXpfk1Tm1I2PWzakfmT93zrDrvqapqalMTEzMe/zuhx/Ntq3bjqpNbtmczWeeO8rbLrrp6ens2LFjuduYl5XSqz4X3krpddQ+Z2ZmRv4P+WKZ86vYryb5P7pfxf5Ckj9K8niSe6rq4tbafXOmH/lV7G9W1fX/P3t3Hi5ZVR5q/G266aZBEEEIrQhECZ+tLaDtrCBxvAZEvQgoyKCCUeQiiSRO4EDQiBgUUJELaCOjCFc0AsYEB6YoeIiYBvlQRJApoAgi9Nx9/1j70HWq65w+Z/epU9P7ex4eulbtvetbdXatWvXttdei3Ir9QVbfir17RBxAuRV7XxpuxY6IXSmj617c9kpKUg+yrzw1uq2v0W3xQPfFZDxr120xdVtf2SkyJKlPRMTLgCuAD2XmWcBdwJyGTbYC7mna7X7giRExvXo8p2Gbu6t9iIgZwMbAH8Z5XEkaZN6KLUldxr6yJLXPOo1g9tY/SeoOEfE04BJg38z8QVX80/JUbA/cDuxHWcjkcZm5LCKuooyCOw84EBgeTXdZ9fjT1fNXVdsPl18dES8HFmfmuG/5k6R+563Y/a+bbkmdaoNcd7D+vVp/+8qS1F61E8ze+idJXeUoYAPgxIgYLvsKcDBwcfXcZVSj4iLiDOA7mfkd4DDgrIg4mpKQeFu1/zHAgoi4CXgI2L8qPwU4rSpfAhzQ1ppJUo/yVuz+1G23yE6lQa47WP+J1L+bpi2q2FeWpDZalxHMj9/6BxARI279q8qGb/17PMHccOvfm6qiBcCPKQnm3avnoNz696WGW/8+BuXWv4jYIiK2mchVwIl8uTkqo3evTE+WQa7/INcderf+mfl+4P2jPL1Ti7LLgBXVvncAu7U45oPAni3KFwMH1Y1VkgZBdSv2xcCR1aCKVzCBW7EzcwWtb8W+a5RbsW8b47iSNNDsK0tSe9VOMPfarX8TGZnhqAyvzA9q/Qe57tB9k+S32QzKqDpJ0iTzVmxJ6nn2lSVpAtZpDmbonVv/JEmrZeaFnY5BkvqYt2JLUg+zryxJE7Oui/x5658kSZLUwFuxJUmSNEjWq7tjw61/+2XmBVXx47f+RcR0yq1/Ixb4y8xlwPCtf9D61j9ouPWvsdxb/yRJktRnZgD/0ekgJEmSpDrWZQSzt/5JkiRJ68hbsSVJktTL1mWRP2/9kyRJkiRJkqQBVnuKjBq89U+SJEmSJEmS+sg6LfI3Ed76J0mSJEmSJEn9ZSpHMEuSJEmSJEmS+ogJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLSaYJUmSJEmSJEm1mGCWJEmSJEmSJNViglmSJEmSJEmSVIsJZkmSJEmSJElSLTM6HYAkSVPtkceWsmjx8hFlszeYwcYbzuxQRJIkSZIk9SYTzJKkgbNo8XJuyPtHlD0vtjTBLEmSJEnSBDlFhiRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqsUEsyRJkiRJkiSpFhPMkiRJkiRJkqRaTDBLkiRJkiRJkmoxwSxJkiRJkiRJqmVGpwOQJEmSJEnS5Fm+YiX3P/jYiLLZG8xg4w1ndigiRbLhfQAAIABJREFUSf3MBLMkSZIkSVIfWbJsBb/49e9HlD0vtjTBLKktTDBLkiRJkiT1OUc1S2oXE8ySJEmSJEl9zlHNktrFBLMkSZKkdeKoOEmSpMFlglmSJEnSOnFUnCT1Ji8QSpoMPZNgjoj9gKOB9YEvZOaXOhySJA002+XVHnlsKYsWL2fG7E1HdNDtnEuaKt3YJpu0kDTIurFdbqXVBcIdt38yixYvH1Fm+y1pLD2RYI6IpwKfAuYDS4BrI+KHmXlzZyOTpMFkuzzSosXLuSHv544772Lbh6c/Xu7oPUlToVvbZJMWkgZVt7bL42X7LWmieiLBDLwa+EFmPggQERcBbwGOHce+0wGWLl067hdbtXIF6zWVLV+2lCVLprfcvh8tWbKk0yF01CDXf5DrDhOrf0O7MjiNw2p12+UJt8kw+e3y8mVLWY8Vk368mTOmjTjuuhzz0UXLWLxkZCd+g1kz2Gj2+pNyvOmzNubBh/5c+3hTqVfapV6JE3onVtvkcet4m7xi+bI12tVWZY8tWsxv7n54RNkzt9uMRx4ZOdIZYL31YOXKemXr0l6OR698htphkOsO1n+89R/wNhl6qF2e7PZ7vfVKP/Oe/3loRFnd9ny08om289342e22mIxn7botpm7qK/dKgvkpwL0Nj+8FXjjOfecA3HrrrRN6wc2bLsLde9dD3HvXhA7R0xYuXNjpEDpqkOs/yHWH2vWfA9w2yaF0u7rtcq02GSa/XW7H8TbfbiNgdWe62787br8tOx3CuPRKu9QrcULvxGqbPG4db5MffuCh2mUP3PMQvaZXPkPtMMh1B+tfo/6D2CZDj7fLk9F+33vXI+OIeup042e322IynrXrtpi6qa/cKwnm9YBVDY+nAS2ua7V0PbALpUFfsZZtJWkiplMa5+s7HUgH1G2XbZMltYtt8mq2yZI6bZDbZLBdltR92tou90qC+S5KIztsK+Ce8ew4f/78JcDV7QhKkhjMERlQs122TZbUZrbJhW2ypG4wqG0y2C5L6k5ta5d7JcH8H8AnImIL4FFgL+DdnQ1Jkgaa7bIkdQ/bZEnqLrbLkgZK8zzwXSkz7wY+CvwQ+DlwXmZe19moJGlw2S5LUvewTZak7mK7LGnQTFu1atXat5IkSZIkSZIkqUlPjGCWJEmSJEmSJHUfE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKmWGZ0OoFtExNOBTYCbgJWZuaLDIU2ZQa67ICJ2BLYCbgfuzMwlHQ5pygxy3btdr7RLvXQORcROwDMz8xudjmUs1Xu6NfBr4NeZubLDIY2qinUOcAvwu26OVVpXvdIut8Mg133Q9dL3fDsMev27me3S2nXb+RsRfwU8CViYmY91MpYqnp74baDeYYIZiIj/DXwKuAu4H7ghIs7IzIc7G1n7DXLdh0XEc4F7M/O+Tscy1SLijcA/AbcBi4GLgYs6GtQUGeS6d7teaZd65RyKiGnAdOAQYJeIWJqZ3xp+LjNXdTTABhHxBuCfgd8D3wFOAboyaRsRbwKOBX4LzATeBdzdyZjWJiK2o7yfvx/+YdNt5wBARDybcs4uysxfdToe9U673A6DXPdhg9pX7pXv+XYZ9Pp3s25sl7qtnei287fqN36S0sddCry+g7H0zG8D9ZaBnyIjIjYC3g7sl5mvAb4NbAt8JCI26WhwbTbIdYfHG1aADwAXRsRfdDKeqRYRWwFHAvtk5puBm4H9OhvV1Bjkune7XmmXeukcysxVmbkc+DnwR+BvIuLg4ec6GVujiJgJ7AO8MzN3Ay4A5kbE0yJidkeDa1KdpwcDB2XmnsByYLeIeEZEbNzR4EZR/Ri9EDgT+ExEvA/KOdDwfdhxEbEncBblR9gxEfHmDoc08HqlXW6HQa47DHZfuZe+59th0OvfzbqtXerGdqLbzt+GePbNzFcBT46IPSNiu070cXvlt4F6z8AnmIFVwBbANtXji4B/BTYADoyI6Z0KbAoMct0bG8+VwDzg7G74QpxCyyij7mZWj08HNu/W5MgkG+S6d7teaZd68Rz6A/AwcC1ltMIxEXEUjPhx0EnTgGcAT6p+IF0IHA+cTPnRtGEng2uyCtgSeHFEbAk8B3gr8DngyxHxxE4G16yK5++Ad1N+YP0QeFVEHAPd82MiIp4CHA3sDxwA3Aq8qKNBCXqnXW6HQa77oPeVe/F7fjINev27WVe1S13aTnTb+bsM2Ah4pOo3PgN4L+VOvQ9HxAYdiqvbfxuoxwx8grm6RfRM4PURsVM1f+IPgJ8Bu7K6Ueo7g1z3JncALwHuBc7vgi/EqfIwcBqwNCLWo3RUtqR0WqhG4vXrOTDIde9qPdQu9eI59FPgxsz8GvAAcBRlHriuSDBW8+KdB7wSOA44LTNfTzkfdqDMy9wVqvP0k8D/AS4FzszMNwAfo/Stnt3B8FqZTonrgcx8APg+JXG/Y0S8u6ORjbQhZfq232bmn4GrgBdFxIb+0OmcHmqXJ90g173JIPaVe/F7fjINev27Vhe3S93UTnTb+fsw8MHMvBuYCxxW9XFPo/Rxt5zCWBp19W8D9Z6BTzBXLgUeAt5aNdIrMvNsYDNg+86G1naDXPdhF1B+zB5EmT+z01+IU6K6LeZC4FdVx2R9YEVm/jkiDqIkeLppxOCkGeS694iub5d69BxaCWwdEXsD/wv4KrB9ROzb2bBG+DawOfA8yqgKMvO7lFEfT+1gXGvIzH+jjK4dotxiSGb+d/X0kzoVV6OIeG5EzMnMByk/Ij4bEZtl5qOUH6IXAztVt9t2Os6tMvPXwDeBHaoRWNOBWcDiaiqPbcY8kNqp69vlNhrkug8buL5yj37PT5pBr38P6MZ2qWvaiW47fzNzeWb+oPr3jzPzgurf363i6FSCuRd+G6iHTFu1ygsTABHxNOBw4MmUkT2rgI8Cr8nM+zsZW7sNct1biYivATsCrx+k+kfEXOAfKQtrfRQ4ODMXdjaqqTHIde9WvdYu9cI5VCXszqQkRd+XmT+IiAOBK6oRFV0hIrYHTgLuZPUtn58Ads/M33UwtJYi4r2U0Sj/D9iUMsXDXpl5RwdjmlYlZM8B/hL435QfMEdSfkz8U2Y+WP3wO5cyl/SUnwNNcW4L7A08Qkkor4iIVwAfz8xXRsQBwKuAIzLzT1Mdq3qvXZ5Mg1z3Vgaxr9wL3/PtNOj170bd3i51UzvRTedvRKwPPBOYTUksfxx4QycWR+yV3wbqHY5grlQ/Wk8ArqDM+/cGyg+ujjfO7TbIdW9U3T5DZr4DuJ7S6A+S5cBBlBWJDxiwTuMg170r9WC71PXnUGauAE6k3Jb3g6r4vG7rQFajWA8DfkOZgmJvynvadcnlyreBBymJ5UOBd3UyuQxrzIc4F/gasAQ4n9L3+0pEPINyK+3s6rlOx/lsYAGwcXWuQpmX+xcRsRdl8aDPmlzunB5slyfNINe90YD3lbv+e77NBr3+Xadb26UubSe66fydDryMqk8OHNKJ5DL0zm8D9Q5HMLdQzcezKjOXdTqWqTbIdYfyhVjdRjNwqgW0vgp8LDNv7XQ8U2mQ694LeqFd6rVzaHjkaKfjWJvqbz8ty/zMXauaH3g2sF6WuYO7QkT8E3AOJfm9BfBOSoL5CMqoovWAf8zMn3csSEbE+RHgacB+mXlfRPwv4DLgv4C3Z+YvOximGvRCu9wug1x3GNy+cq99z0+2Qa9/t+u2dqnb2oluO38jYgZlCrD1MvORTscDvfPbQN3NBLOkx0XEzMxc2uk4OmGQ667J4TmkbhMRzwZ+nZlLIuJcyq2Yb8/M/6l+bK3MzMWdjXKNOM+mzLf9VmAp8HXKwjgmlyV11KB/zw96/dXbPH+l9jPBLEmSNAAiYgGwM/DaTt9CO5Zq3sbnUG73fdRpMSRJkqTu5hzMkiRJfaxhPsSDgZ/QHfMhrqFp3sYbgBkmlyVJkqTu5whmSZKkPtdt8yGOplfilCRJkrSaCWZJkiRJkiRJUi1OkSFJkiRJkiRJqmVGpwPoFhExHXg/sB/lfZkJ/CvwsWpV86cCnwKeB6wCFgOfzsxvj+PYGwAfBfYApgHTgXOAz2bmqmrRnRcD8zPz0Yb9/gzMo6yk/taqeHvgAeDh6vFemXnbKK+7HXAb8N9V0XrAn4EvZOaF1TYHAycBt1fbTAM2Aa4C3t24unxE/Avwf4CnZ+ZdVdlbKau7P7dhu/8EtgG2zsxVVdlllPfzcmBhZj6hiu924JDMPLNh/6OAedVckUTE5sAngNcCyyhzR34P+FBmPlJt82Lgn4HNq3r+DjgqM29q9d40vU9bAJ8G/hp4FFgJnAecmJkrIuJkYNdq82dVMS+qHr+kqtMXM/OihmNu11TPxr9DoxcCT2nx/BOAu4B3ZuZvxlGHPYCjgE2B9YGFVf1/1xhL0z6Pv8/jOQ+q8/Q1lPMPyvv8BOArmfnZ6pi/BZY0vD/DDsvMayNiFXBcZh7TEMdbgMMzc7eIuBbYkPL5i4b35KbM3H+M+n8C+Djl/fpaQ/lGwP8AP8rMPSJiN8rfal717x8Ar8vMf2/Y54vA7zPzE6O9niRJ/co+sX1i7BMPQp+4uZ7DfpGZBzbs9wbgO8BbM/MbTa9zGLBjZt7XUL6wqsOPRotRk8O22rYa2+qebaur4/wj5fM7/Bn7HvCR6ng/qjZ7AvBUIKvH/w5cSvkbDpdNr+r46cz8j7Fes91MMK92KvAk4FWZ+XD1JXwucEZE/D1wLXA08I6qUd0J+PeIeKwxOdUsIqYBlwC3Ai+pTvTNKSfFE4DhE3U7ygfkkOZjZOZngM9Ux/sRTY3BWizKzJ0b4tkWuCIiVmTmxVXxVZm5R8M2GwBXAwcBpzWUHQhcBBwOfKja/PvA1yNis8x8sGrsngLcDzwfuD4iZgAvB95L+fA0Wgn8S0RcnZnZ9BwRsTHlvT+X0pgsi4iZwL9UZXtGxCzgu8BrM/OGar+3A5dHxF9m5orR3pyI2BS4BjgdeG9mLo+IJ1X1PhvYLzOPaNj+t8D+mfmzhrLRDt9oxN+hKYY1nq/Om5MpnYK3jXXgiNiPcm7umZm/rvb9EPDDiHj2eIKrrPU8AD6fmZ9r2GYb4JcR8Z3MvKUqHvH+tPCBiPj3zLyy+YnMfGl13O0oXyot37NR3AkcAHytoWwvSqdkNEuBsyJix8z8/QReS5KkfmWfePU29ontE/dzn3hEPUdxGOX8+jvgG03PbUI55183nJTTlLKtXr2NbbVtdU+11RGxN/BmymdsURX7RcAnMvMjwM7VdrtRPj+N7/VuwG1NZTsB/xYRb8zMn44nhnZwigwePxn2B96VmQ8DVFfi3kNpXA8Drs7Ms4e/PDPzRuAtwH0tD7rarsBc4O+Gr6Zl5h8oX/qNJ+hJwO4Rsddk1auVzLwD+BjwD2NstjnwRODBhrK3Uq5SnQi8OyI2rI73IPAzVl8h2x34N0qDuWdV9iLgjuq1my2iNLbnVQ1vs3cDv8rMYzNzWfWaS6v4r4uy4vyGlCtfjVe4zqV8kUwfo55QvjT+KzNPyMzl1fH/SPkyelVEvGAt+7fLBpQvugfXtiGlEX9/Zv4aoDpHP0MZvTBrHWJodR4025rypfvIBI77UeCc6otwMn0PeHZEbN1QdhDlavtofk25+ve1MbaRJGkg2Cdeg31i+8QwGH3iNUTE04HdgL8H/irKiMtG51D+Nh+oH6rqsK1eg221bTX0Vls9h/K3ng1QfdYOp3x+J6z6fJ9MuRjYMY5gLuZThrD/qbEwy+0+F0cZfn95806trmC08Hzgp81XoTLzV8CvGooeoHzxnx8R12Xm7yZWhQm5EXhOw+NdIuLnlEZhc8rVys9l5jcbtjkM+Hpm/iwi7q1iPbV67nJK5+MS4A3AWZQrgKdRrnC+inLFczSfAl5Nuc3jqKbndqE0+CNUH8Djqod/jHJ7wfci4j7KFb0fAhdUjflYXkrphK1x/Ii4mnLl8vq1HAPghIg4uuFx85fN7Oo9bnRNZr6v6fnpwJaURvH/UW6bGVV1NXk7Sp0b419F+ZIiIjYbR/wwvvPg76qrq5tU/10N7J6Zdzdsc25ENN5isiQzX9Tw+GzKZ+7/AnuPM7bxWAZcSOlsHV9dndyYcrvNM8fY7wjghog4PDO/OInxSJLUa+wT2yde4/j2ifu2T7xLi7/FSbl6ao33AJdm5v0RcQElcbFvw7aLKSMVr46IHwyPxNSUsK22rV7j+LbVPdVWn0WZgua+iBiijHr/9jg/o6O5kdLud4wJ5mIlY4/mXtvz63Lsx2Xm96PME3NORPx1zdcbj1XAYw2Pr8oyF9d6lFsV9gMe/1BGxPOAnYDzq6KzgPdHxFeqhuByyq04MykN6gGUDsdWEfEXwCtZfSvNGjJzZfWh/3lENDfG06p4h2PZn9VXL7cA/iYzb8zMEyPidOAVlKuRHwQ+GBEvHL6qO4b1Rymf1fjaa/EP2WIOo4bnR73FpPn5iHgdZUTAv2bmWNM7QDm/YO3nbyvrAY0dhzHPg8rnM/NzUW7B+gZlvqIfNW2ztltMoHzh/zwiDgEeWsu2E/F14KvA8ZTz8Otr2yEzH42It1FuyfnRJMYiSVKvsU9sn7gV+8T92ScedYqMKLfwvwN4Z1V0FnBNRDytMZGYmf9dJanOi4j5kxi/xmZbbVvdim11j7TV1d/4tdWdIn9NueBxaUR8OTM/WPOwzZ+TKWeCufgpMDciNs5q0nWAKBPj/1/KVY4XAyNGN0bE3wIbZeaJYxz7J8CRETG98SpgdevCEZl5QNP2H672+ci6VGgtXkCLCdszcyVwbES8FFjA6ltE3gcsB4aizLczg3L7w+uBy4Ah4C+ANwE/y8zHACLie5RJ1QP4z7ECyjKZ+99SGv/GDtC1lA/bF6vtzmX1la3fAutHxMuAl2bmCZRbW74bER+hNJCvocxlM5prquN/obEwIp5AeZ+OHSvudsjMf4uIE4FvRsSzm69MN237x4i4lXJ+jpjQPSIupFxdvY1yhXGDbFj0gPI3+0OLY452HjRu82hEHAD8kjKaYazPQKu4/xRl7qXvASdMZN+1HPf6iJgeETtTRljsRov4W+x3Q0QcR+mEdGzOIhXhoiUuWuKiJT27aEmMc4GphvLRFpA6gTIKZ9esbjGt4jsOeNE4fnypHvvE2CduLLRPPFh94gb7UOb3/WJEnFKVraL0Pf6x6bVOqRJMJ61z4Bov22psqxsLbat7q62OMoL96sy8FvgNcGZEvLw6ft0Ec8vPyVRyDmYgM++hfOi/GhGbAFT//zLlBD4N2C0i9o8yATlRrtAey1r+gJn5n8AtwIlVYoPqqtgprLlq7/D8PG+j/DidPSkVbBARO1Cuxv3LGJu9j3I15Y1RJpF/K7BHZm5X/bc1JSFzZBXzKspqlh+lNJDDvlvV40dZzQ80liohcPnwcSunAs+KiH+IciWdiFgvIl4LbEa5gvUAcHT1gRw2hzL/zto+YF+mfDl/qEpqEWVunbOAKzPzurXF3Safo8wL9MlxbPtJ4KSI2B5Kci7KSIKdgVuqq4hXUxJ2VNs8lXJ7x2VjHPfx86DVk1nmevoA8MnqeBOSmT+hnIejXh2u6Wzg88CtWebYGq/PUeYke/skx6OJO5WSLHxVdWX8BZSO3hlVAvJa4Apgp8zciTLX2ekR8ZqxDhqrFy15ImVBhZ0pHbQ3M7Izth2j/EjKzM9k5s7Vvj+jXP3fufqvZXK5waKGbXektPWfjpFz113VsM1OlDnwnkW5rW+4Hs2Llgz7PmXOxc2q7ZoXLSFWL1rS6rM/vGhJy5U/YvWiJQ9QkqHzqvhWsrrjPLxoyQcyc8dqm3Mpi5aMOadcrF605FbgmVX9X0n5+58NkJlHNLz/91BGHAy/X82J1NE0/h0a/1va6nngryjfJZ9a24GrjudnKYn6nSkXJX5OuUNiInPKrfU8oIzIaDyfdgM+HhGNtz/v36Ke1zY8/4GI2JUWMvOlVR3+hpHvyXhuvRteYKrRaIuuNi4g1ejDlB+HJwBExI6UvtObTS63j33iNdgntk8Mg9cnhjLP66cyc9vh850yZcah1QXDZu+gzGW7/boErPGxrV6DbbVtNfRWW70h8JkYOR3Ic4BaUw1FxAsp7XZHL/SZYF7tMOBm4Noo87j8tHp8SPWFvBvlx9HCiPhv4EuUSfVHXYG1wV6UEUhDEXEjJTFyMWWEzxoyMykN22T8fWZHxM+r/26gXNH5cGaOOqdQlSQ5ntIhOQi4OTN/2LTZccArI2Je9fhyYEdGNtDfp/wgHqsRaHYE8Phk+tXVr5dSrlZdV71/v6U0Hntn5n9l5q2Uq4+fjojfRMTNlHnH3lG9l6Oqjv8S4GnAzRGxkLJ4wc8ooycnS+PfofG/lredZBmtdThweMN7PFodzqOM+Du/Ondvorzvr8zMJdVm+wMviIibqvP3u5TRoD8a47iPnwfDnYsW25xLuQL8uYbic1vUc43VhSufYvJHDJ9DGeG4YCI7VR2NA5nYhP+aZOGiJc1ctMRFS6C3Fi2BcS4wFWMsIFWdA/sCb42Igyj9pvdm5i8nOVatyT7x6te3T2yfuJ/7xLu0iO9nEbETJdFzStP2Xwf+CBzcfKDMHJ6Pt1X/Qe1hW7369W2rbat7ra3+J8oI7msj4pdRRnW/nHL3yHg8o+lzcjywX/W7uGOmrVo13ilaJElqryqp+8HMfOEoz/8rcHlmfrnGsT9AubV+1C/uKFMPLAR+QZkyZecst8D9mTJq97cN2/6IpukYxjjudrSeGuHZwHWZuVGMnBqhcbGKr2fmaQ37XFeVfTEibqpiOLV67hhg88w8MiIupmHRkszcKSI+BmyYmR+KNaeOWEiZiuGHwPWZeVSMnLrhEuCKzGz+wdlc17+ndOKbFy0Zc06w6m/7vcz8UovnLqZcWPh8Q9lvgbdkw5xp1d9kW1ZPWwLlx+42OfYUGddk5vuanl9j0ZIcY165KNOH/J5y62nLuo5xHow2RUbL8yBGTpHRuGjJScM/qKL1FBlLslq0JMoUGVtQbrGclZl7R8MUGWuLeYz34RPAkym3Ut+VmcMLTF1EGXXzlqymyIiIz1KmeXlLRHwJeHJm7tt0vNdSLpScmJkfGE8MkiRJkqaWczBPgoi4irIybyu7ZMO8SG147W9Qbh1vZd+1XQHrdxERlMncW8nmH7LdKCL+gdFXAz2hugrX1/rh76hxc9ESFy1pxUVLemTRkgZjLjAV41xAirJK+73AayJido5/KhR1gH3i7tUPfSn7xP3xd1Tn2VZ3r374jNtW98ffsQ4TzJMgM3fp4Gv35Yk5WaovqLESCV0vy+T/k7boRy/qh7+jxs1FS3DRksbCcNGSnlq0pOG4a1tgaq0LSEXEPpR5HZ9HWezxVFrcmq3uYZ+4e/VDX8o+cX/8HdV5ttXdqx8+47bV/fF3rMM5mCVJXSNdtKSZi5a4aAn01qIljcZaYGrMBaQi4jmUz/s+mXkfZRT36yLi0EmOUZIkSdI6MsEsSeo2Llqy+vVdtMRFS3pt0ZJGLReYirUvIHUk8C3g49WFIaok89so78FzJzlOSZIkSevARf4kSZIkSZIkSbU4B7MkqW+4aEn36ofFLly0pD/+jpIkSZImlyOYJUmSJEmSJEm1OAezJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSajHBLEmSJEmSJEmqxQSzJEmSJEmSJKkWE8ySJEmSJEmSpFpMMEuSJEmSJEmSapnR6QDabWhoaBbwAuBeYEWHw5HUX6YDc4Dr58+fv6TTwfQC22RJbWSbPEG2yZLayDa5BttlSW3U1na57xPMlMb5qk4HIamv7QJc3ekgeoRtsqR2s00eP9tkSe1mmzwxtsuS2q0t7fIgJJjvBdhhhx2YOXPmuHZYuHAh8+bNa2tQvcD3wfcAfA9g9Pdg6dKl3HrrrVC1M50WEW8HPlw9vDwzj4qInYEzgE2AK4H3ZObypv02Bc4Fng48AOyTmfdFxEzgTOD5wCJgv8y8JSKmAScAewArgUMz85pxhjnhNhm69zzs1rige2Pr1rjA2Oropri6rU3uEX3VJrdirO1hrO3RT7HaJtfW1+1yr8QJxtouxtoe44m13e3yICSYVwDMnDmTWbNmjXuniWzbz3wffA/A9wDW+h50/Pa1iNgQOBnYAXgIuCYiXg18ATgkM38SEWcChwKnNu1+HHBVZu4eEQcAJwH7AkcAj2bm3IjYFVgAvBjYC5gLPAvYHrg0IuY2J65HUatNhu49D7s1Luje2Lo1LjC2Orowro63yT2k79rkVoy1PYy1PfowVtvkien7drlX4gRjbRdjbY8JxNqWdnkQEsySNAimUxZu3Qh4FFgfWAbMzsyfVNssAD7Jmgnm3YFdq3+fD3wpItavyj8GkJlXRsQWEbFNVX5BZq4Ebo2IO4GXUkZIj8tvZGt0AAAgAElEQVTChQsnXMGhoaEJ7zMVujUu6N7YujUuMLY6ujUuSZIkSVPDBLMk9YHMfCQijgFuAR4DfgwsZeTtL/cCW7fY/SnD22Xm8oj4E7BFY3nT/qOVj9u8efMmdDV4aGiI+fPnT+QlpkS3xgXdG1u3xgXGVkc3xbVkyZJaF68kSZIkrZv1Oh2AJGndRcSOwDuBbSkJ4BXAa4FVDZtNo8yZ3Gxai8crKd8RrfYfrVySJEmSJA0YE8yS1B9eB1yRmfdn5hLKdBi7AXMattkKuKfFvndXzxERM4CNgT8Ad42y/2jlkiRJkiRpwJhglqT+cCPw6ojYKCKmAW+gTJOxOCJeVm1zAHB5i30vAw6s/r0vZcG/ZY3lEfFyYHFm3lmV7x8R0yNie8rCgte3qV6SJEmSJKmLOQezJPWBzPx+RDwXGKIs7ncd8BngW8DpEbEJcANwMkBEHAvck5lfAY4BFkTETcBDwP7VYU8BTqvKl1AS1AAXAS8CflE9fldmLmpzFSVJkiRJUhcywSxJfSIzjweObyq+EXhhi80vAV5S7fcgsGeL4y0GDmpRvgo4qvpPkiRJkiQNMKfIkKTBNAc4r9NBSJIkSZKk3uYIZkkaQJl5aadjkCRJkiRJvc8RzJIkSZIkSZKkWhzBLEmSJEmS+lpEvB34cPXw8sw8KiJ2Bs4ANgGuBN6Tmcub9tsUOBd4OvAAsE9m3hcRM4EzgecDi4D9MvOWiJgGnADsAawEDs3Ma9pfQ0nqHEcwS5IkSZKkvhURGwInA68AdgJ2iYhXA+cAh2fmDsA04NAWux8HXJWZc4HTgZOq8iOAR6vyI4EFVflewFzgWcCbgAUR4eA+SX3NRk6SJEmSJPWz6ZQBdhsBjwLrA8uA2Zn5k2qbBcAngVOb9t0d2LX69/nAlyJi/ar8YwCZeWVEbBER21TlF2TmSuDWiLgTeCllhPS4LFy4cMIVHBoamvA+ndArcYKxtouxtkenYzXBLEmSJEmS+lZmPhIRxwC3AI8BPwaWAvc2bHYvsHWL3Z8yvF1mLo+IPwFbNJY37T9a+bjNmzePWbNmjXv7oaEh5s+fP5GX6IheiROMtV2MtT3GE+uSJUtqXbwaL6fIkCRJkiRJfSsidgTeCWxLSQCvAF4LrGrYbBplzuRm01o8XknJp7Taf7RySepbJpglSZIkSVI/ex1wRWben5lLKNNh7AbMadhmK+CeFvveXT1HNZfyxsAfgLtG2X+0cknqWyaYJUmSJElSP7sReHVEbBQR04A3UKbJWBwRL6u2OQC4vMW+lwEHVv/el7Lg37LG8oh4ObA4M++syvePiOkRsT2wA3B9m+olSV3BOZhb2GCjTbn/wcdGlM3eYAYbbzizQxFJ0mCzXZak7mGbLKnXZOb3I+K5wBBlcb/rgM8A3wJOj4hNgBuAkwEi4ljgnsz8CnAMsCAibgIeAvavDnsKcFpVvoSSoAa4CHgR8Ivq8bsyc1E762e7LKnTTDC3sHwl3JD3jyh7Xmxp4yxJHWK7LEndwzZZUi/KzOOB45uKbwRe2GLzS4CXVPs9COzZ4niLgYNalK8Cjqr+mxK2y5I6zSkyJEmSJEmSVpsDnNfpICSpVziCWZIkSZIkqZKZl3Y6BknqJeNKMFfzEV0L7JGZv42IVwMnArOBb2Tm0dV2OwNnAJsAVwLvyczlTcfaFDgXeDrwALBPZt4XETOBM4HnA4uA/TLzlmoC/hOAPYCVwKGZec061luSJEmSJEmStI7WOkVGRLwIuJqy8ikRMRv4KvBGYC7wgoh4fbX5OcDhmbkDMA04tMUhj6OsujoXOB04qSo/Ani0Kj8SWFCV71W9zrOAN1Em13fktSRJkiRJkiR12HjmYD4UeB9wT/X4hcCvMvP2anTyOcDeEbEtMDszf1JttwDYu8XxdqeMYAY4H3h9RKzfWJ6ZVwJbRMQ2VfkFmbkyM28F7gReOrFqSpIkSZIkSZIm21pHAmfmIQARMVz0FODehk3uBbYeo7zZ49tl5vKI+BOwxSQcd0wLFy4c97YzZm/KHXfeMaJszhNX8LvbH5roy/a8oaGhTofQcb4HvgfgeyBJkiRJktRKnakm1gNWNTyeRpkbebTyZtNaPB5r//Eed0zz5s1j1qxZ49r2xptvY9ttth1RNmerLdlys2dM9GV72tDQEPPnz+90GB3le+B7AKO/B0uWLJnQxStJkiRJkqR+M54pMprdBcxpeLwVZfqM0cqb3V09RzWX8sbAHybhuJIkSZIkSZKkKVQnwfxTICJi+4iYDuwHXJ6ZdwCLI+Jl1XYHAJe32P8y4MDq3/tSFvxb1lgeES8HFmfmnVX5/hExPSK2pyw2eH2NuCVJkiRJkiRJk2jCCebMXAwcDFwM3AzcAlxUPb0/8PmIuAV4AnAyQEQcGxHvqbY5BnhxRNwEHEZZQBDgFGBWVX4yJUFNdeybgF8A3wbelZmLJhq3JEmSJEmSJGlyjXsO5szcruHfVwA7tdjmRuCFLXa/BHhJtc2DwJ4t9l0MHNSifBVwVPWfJEmSJEmSJKlL1Jkio445wHlT9FqSJEmSJEmSpCkw7hHM6yIzL52K15EkSZIkSZIkTZ2pGsEsSZIkSZIkSeozJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbXM6HQAkqR1FxGHAIc3FP0lcDZwCXAiMBv4RmYe3WLfbYBzgC2BBPbPzD9HxKbAucDTgQeAfTLzvoiYCZwJPB9YBOyXmbe0rXKSJEmSJKlrOYJZkvpAZp6RmTtn5s7A/sD9wPHAV4E3AnOBF0TE61vs/mXgy5n5TOBnwDFV+XHAVZk5FzgdOKkqPwJ4tCo/EljQnlpJkiRJkqRu5whmSeo/pwIfoYw8/lVm3g4QEecAewOXD28YEesDuwJvqooWAD8GPgjsXj0HcD7wpWr73YGPAWTmlRGxRURsk5l3jjfAhQsXTqhCM2Zvyh133jGibM4TV/C72x+a0HHaYWhoqNMhjKpbY+vWuMDY6ujWuCRJkiRNDRPMktRHIuLVwOzM/GZEvA24t+Hpe4Gtm3Z5MvCnzFzeYpunDO+fmcsj4k/AFo3lTfuMO8E8b948Zs2aNd7NufHm29h2m21HlM3Zaku23OwZ4z5GOwwNDTF//vyOxjCabo2tW+MCY6ujm+JasmTJhC9eSZIkSVp3TpEhSf3lbylzLkNp41c1PDcNWNm0ffM2NGwzral8eP/xHFeSJEmSJA0AE8yS1CeqxfdeAXynKroLmNOwyVbAPU273Q88MSKmV4/nNGxzd7UPETED2Bj4wziPK0mSJEmSBoAJZknqHzsCt2bmo9XjnwIREdtXCeT9aJh/GSAzlwFXAftWRQc2bHNZ9Zjq+auq7R8vj4iXA4snMv+yJEmSJEnqH87BLEn94+mU0cUAZObiiDgYuBjYgJIYvgggIs4AvpOZ3wEOA86KiKMp8yi/rTrEMcCCiLgJeAjYvyo/BTitKl8CHNDmeklST4qItwMfrh5enplHRcTOwBnAJsCVwHsa5sEf3m9T4FxKu/4AsE9m3lfdqXIm8HxgEbBfZt4SEdOAE4A9KFMWHZqZ17S/hpIkSZIJZknqG5l5IXBhU9kVwE4tNr8MWFFtcwewW4vjPQjs2aJ8MXDQukcsSf0rIjYETgZ2oFyku6ZaiPULwCGZ+ZOIOBM4FDi1affjKHeN7B4RBwAnUe4kOQJ4NDPnRsSuwALgxcBewFzgWcD2wKURMbc5cS1JkiS1gwlmSRpMM4BLOx2EJPWx6ZTp6DYCHgXWB5YBszPzJ9U2C4BPsmaCeXdg1+rf5wNfioj1q/KPAWTmlRGxRURsU5VfkJkrgVsj4k7gpZQR0mu1cOHCCVVsxuxNuePOO0aUzXniCn53+0MTOs5UGRoa6nQI42as7WGs7dFLsUqS2ssEsyQNoGq0sySpTTLzkYg4BrgFeAz4MbAUuLdhs3uBrVvs/pTh7TJzeUT8Cdiisbxp/9HKx2XevHnMmjVrvJtz4823se02244om7PVlmy52TPGfYypMjQ0xPz58zsdxrgYa3sYa3usLdYlS5ZM+OKVJKl3mWCWJEmSJllE7Ai8E9gWeBg4B3gtsKphs2mUOZObTWvxeCVlRHSr/UcrlyQBEXEIcHhD0V8CZwOXACcCs4FvZObRLfbdhtKGbwkksH9m/nmi8+W3rXKS1AXW63QAkiRJUh96HXBFZt6fmUso02HsBsxp2GYr4J4W+95dPUdEzAA2Bv5AWci11f6jlUuSgMw8IzN3zsydKQtX3w8cD3wVeCNlHvsXRMTrW+z+ZeDLmflM4GeUhbBh9Xz5c4HTKfPlQ8N8+cCRlPZfkvqaI5glSZKkyXcj8NmI2IgyRcYbKNNkvCUiXpaZ1wAHAJe32Pcy4EDg05TF/a7KzGURMVx+dUS8HFicmXdW5e+MiPMpo/J2AK5vc/0kqVedCnyEMvL4V5l5O0BEnAPsTUO7XM1/vyvwpqpoAaUt/yATnC8/M+8cb4D9PDd+L83dbaztYazt0elYTTBLkiRJkywzvx8RzwWGKIv7XQd8BvgWcHpEbALcAJwMEBHHAvdk5lcoo+MWRMRNwEOU0XYApwCnVeVLKAlqgIuAFwG/qB6/KzMXtbmKktRzIuLVlMVWvxkRb2Pt89c/GfhTZi5vsc1E58sfd4K5X+fG76d5xruJsbZHv8Xa7rnxTTBLkiRJbZCZx1NuwW50I/DCFptfAryk2u9BYM8Wx1sMHNSifBVwVPWfJGl0f0uZcxnGN3998zY0bDPR+fIlqW85B7MkSZLUeXOA8zodhCT1q2rxvVcA36mKxjN//f3AEyNievV4TsM2E50vX5L6lglmSZIkqcMy89LM/GOn45CkPrYjcGtmPlo9/ikQEbF9lUDej6Z58TNzGXAVZT58KPPgD28zPC8+NMyX31jeOF9+e6okSd3BBLMkSZIkSep3T6eMLgYen3boYOBi4GbgFsqc9kTEGRExPFXRYcC7I+JmYBfg6Kr8GODF1bz4hwHvq8pPAWZV5Sezer58SepbzsEsSZIkSZL6WmZeCFzYVHYFsFOLzS8DVlTb3AHs1uJ4E5ovX5L6mSOYJUmSJEmSVpsB/Eeng5CkXuEIZkmSJEmSpEo12lmSNE6OYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbWYYJYkSZIkSZIk1WKCWZIkSZIkSZJUiwlmSZIkSZIkSVItJpglSZIkSZIkSbXMWJedI+LtwIerh5dn5lERsTNwBrAJcCXwnsxc3rTfpsC5wNOBB4B9MvO+iJgJnAk8H1gE7JeZt0TENOAEYA9gJXBoZl6zLrFLkiRJkiRJktZN7RHMEbEhcDLwCmAnYJeIeDVwDnB4Zu4ATAMObbH7ccBVmTkXOB04qSo/Ani0Kj8SWFCV7wXMBZ4FvAlYEBHrlByXJEmSJEmSJK2bdUnS/n/27j/Grvo+8P7bMDDxJmCvF488LBmrQPjgdBRohyQkEMqzoa0sJ4QqBSv28qNNyEYkBaTSUik22UQketpUdAHhBPFDEz3mVx6yTVkwqyw0C07aZMNt42js+pPI645tMA8IHj8u1J7gH88f5wxc31ybO2fmzr2+fr8kxJzP/XzOfM79wxp9zvd8z/EUA+p3Aq8DJwBvAHMz80dlzijwZeAbDbXLgIvKnx8C7oqIE8r4LQCZ+WxELIyIoTL+cGYeAH4eEduAD1OskJYkARHxceBLFP8ufy8zbyhv/N0GzAUeycxVTeqGKG4ODgAJrMzM16b6tEn7r1CSJEmSJHWbygPmzPyXiFgNbAb+FXgG+CWwsy5tJ3Bak/JTJ/Myc19E7AYW1scb6g8Xb9nY2FjLuX1z5zO+bfyQ2OC8/Wzfumsqv7In1Gq1TrfQcX4HfgfQ/d9BRJwOfBP4IPD/AH8bEUuBuymeNNkOPBERSzPzyYbyNcCazHy4/Hd9NXAzbz1tsiwirqR42mQ5dU+bRMRFFDcTz2/7RUqSJEmSpK5TecAcEe8D/hBYDPx/FKvffgc4WJc2h2LP5EZzmhwfoFgR3az+cPGWDQ8P09/f31Luhk1bWDy0+JDY4KIBBhacMZVfedSr1WqMjIx0uo2O8jvwO4DDfwcTExNTunnVZr9HsUJ5B0BELAfeA/wiM7eWsbXA5cCbA+by6ZGLKLYfgmJY/AzFgHlKT5tk5ra2XqEkSZIkSeo609ki43eBpzPzJYCIGAVuAgbrchYBLzSpfb78bEe5l/JJwCvAjrJ+S0P9ZPztzitJx6ozgV9GxGPAEPA4sJG3f/rjFGB33ctY63Om+rRJywPmqQ7mu/nJkm5e3d6tvXVrX2BvVXRrX5IkSZJmx3QGzBuAv4iId1JskfFxilVvvx8RF2TmD4ErqVspV2cdcBXwNYrHrddn5hsRMRn/QURcCOzNzG1l/A8j4iHg14CzgJ9Mo3dJ6jV9FKuNLwZeAx6j2B/57Z7+aHxChLqcqT5t0rKpPFUC3ftkSTev8O/W3rq1L7C3Krqpry57qkSSJEk6ZhxXtTAzv0fxyHQN+BnFS/7+T2Al8FcRsRl4F3AHQER8JSI+V5avBs6PiI3AdcDny/idQH8Zv4NiQA3wKMVKvJ8BfwN8OjP3VO1dknrQi8BTmfly+e/jXwOX8PZPf7wEzIuI48vjwbqcyadNOMzTJkc6ryRJkiRJOgZMZwUzmfnnwJ83hDcAH2iS/l3gQ2Xdq8ClTc63F7i6SfwgxfYbN02nX0nqYY8D34qI+cC/AEspbs79WUScCWwFVgD31xeVT4+sp3ia5EGKp0gmnzyZ0tMm7b5ASZIkSZLUfSqvYK5gkGJ4IUmaYZn5Y+AvgB8Am4Bx4BvANcB3ythmiqEzEXFvREze6LsO+GxEbAI+Aqwq41N92kSSJEmSJB1jprWCeSoy84nZ+l2SdCzKzPtpWKEMPA2c0yR9HbC/rBun2Lu58XxTetpEkiRJkiQde2ZzBbMkqXv0AU91uglJkiRJknR0m7UVzJKk7pGZ3+50D5IkSdJsiYiPA18C3gl8LzNviIhLgNuAucAjmbmqSd0QsBYYABJYmZmvle8+eQA4HXgZuCIzX4yIE4H7gPOAPcCKzNzc/iuUpM5xBbMkSZIkSepZEXE68E3gMuB9wG9GxFKK7eU+ASwB3l/GGq0B1mTm2cBzFO8pAbiV4iXYS4B7gNvL+PXA62X8RmC0LRclSV3EFcySJEmSJKmX/R7FCuUdABGxHHgP8IvM3FrG1gKXA09OFkXECcBFFINpKIbFzwA3A8vKzwAeAu4q85cBtwBk5rMRsTAihjJzW6vNjo2NTeni+ubOZ3zb+CGxwXn72b5115TOMxtqtVqnW2iZvbaHvbZHp3t1wCxJkiRJknrZmcAvI+IxYAh4HNgI7KzL2Qmc1lB3CrA7M/c1yTl1sj4z90XEbmBhfbyhpuUB8/DwMP39/a2ms2HTFhYPLT4kNrhogIEFZ7R8jtlQq9UYGRnpdBstsdf2sNf2aKXXiYmJKd+8mgoHzJIkSZIkqZf1Uaw2vhh4DXiMYn/kg3U5c4ADDXXHNeRQlzOnIT5Z31jT7LyS1FPcg1mSJEmSJPWyF4GnMvPlzNwD/DVwCTBYl7MIeKGh7iVgXkQcXx4P1uU8X9YQEX3AScArwI4WzitJPcUBsyRJkiRJ6mWPA78bEfPLYfFS4FEgIuLMMraCuv2XATLzDWA9sLwMXVWXs648pvx8fZn/ZjwiLgT2TmX/ZUk6GjlgliRJkiRJPSszfwz8BfADYBMwDnwDuAb4ThnbTDF0JiLujYhLy/LrgM9GxCbgI8CqMr4aOD8iNpY5ny/jdwL9ZfwO4Mq2XpwkdQH3YJYkSZIkST0tM+8H7m8IPw2c0yR9HbC/rBun2Lu58XyvApc2ie8Frp5mu5J0VHEFsyRJkiRJ0lv6gKc63YQkHS1cwSxJkiRJklTKzG93ugdJOpq4glmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXigFmSJEmSJEmSVIkDZkmSJEmSJElSJQ6YJUmSJEmSJEmVOGCWJEmSJEmSJFXS1+kGJEmSpF4UER8HvgS8E/heZt4QEZcAtwFzgUcyc1WTuiFgLTAAJLAyM1+LiPnAA8DpwMvAFZn5YkScCNwHnAfsAVZk5ub2X6EkSZLkCmZJkiRpxkXE6cA3gcuA9wG/GRFLgfuBTwBLgPeXsUZrgDWZeTbwHLC6jN8KrM/MJcA9wO1l/Hrg9TJ+IzDalouSJEmSmnAFsyRJkjTzfo9ihfIOgIhYDrwH+EVmbi1ja4HLgScniyLiBOAiisE0FMPiZ4CbgWXlZwAPAXeV+cuAWwAy89mIWBgRQ5m5rZVGx8bGpnRhfXPnM75t/JDY4Lz9bN+6a0rnmS21Wq3TLbTMXtvDXtvjaOpVktReDpglSZKkmXcm8MuIeAwYAh4HNgI763J2Aqc11J0C7M7MfU1yTp2sz8x9EbEbWFgfb6hpacA8PDxMf39/i5cFGzZtYfHQ4kNig4sGGFhwRsvnmC21Wo2RkZFOt9ESe20Pe22Pt+t1YmJiyjevJElHLwfMkiRJ0szro1htfDHwGvAYxf7IB+ty5gAHGuqOa8ihLmdOQ3yyvrGm2XklSZKktnAPZkmSJGnmvQg8lZkvZ+Ye4K+BS4DBupxFwAsNdS8B8yLi+PJ4sC7n+bKGiOgDTgJeAXa0cF5JkiSpLRwwS5IkSTPvceB3I2J+OSxeCjwKREScWcZWULf/MkBmvgGsB5aXoavqctaVx5Sfry/z34xHxIXA3lb3X5YkSZKmywGzJEmSNMMy88fAXwA/ADYB48A3gGuA75SxzRRDZyLi3oi4tCy/DvhsRGwCPgKsKuOrgfMjYmOZ8/kyfifQX8bvAK5s68VJkiRJddyDWZJ6RER8HxgA3ihD/wk4g2IwcQLwXzLzriZ15wL3AicDzwKfK18eNQSsLc+ZwMrMfC0i5gMPAKcDLwNXZOaLbb04SToKZeb9wP0N4aeBc5qkrwP2l3XjFHs3N57vVeDSJvG9wNXTbFeSJEmqxBXMktQDImIOcBZwTmaem5nnUuzJ+VXgQuBcitVw721Svhb4QmaeRfFiqGvL+BpgTWaeDTxHsXIO4FaKx7KXAPcAt7fpsiTpWNIHPNXpJiRJkqSpcgWzJPWGKP//vYj4dxSD338B/rZc8UZEPAr8PvCVN4siFgNzM/NHZWgU+HJE3AtcBFxWF38GuBlYVn4G8BBwV0ScUO4D2pKxsbEpXVzf3PmMbxs/JDY4bz/bt+6a0nnaoVardbqFw+rW3rq1L7C3Krq1r6NNZn670z1IkiRJVThglqTe8G8pHrv+I4rtMP4n8Aiwsy5nJ/CBhrpTm+ScBpwC7M7MfQ3xQ2rKrTR2AwuBF1ptdnh4mP7+/lbT2bBpC4uHFh8SG1w0wMCCM1o+RzvUajVGRkY62sPhdGtv3doX2FsV3dTXxMTElG9eSZIkSZo+B8yS1AMy8++Bv588joj7gNsotrOYNAc40FB6HHCwSU5jnLraOQ3xZueVJEmSJEnHAPdglqQeEBEXRsRH60JzgH8GButii/jVVcY7DpPzEjAvIo4v44N1tc+XeUREH3AS8Mr0r0KSJEmSJB1tHDBLUm+YD3w9It4REScBVwP/EfhoRCyMiH8DfBL47/VFmTkO7I2IC8rQlcCT5X7K64HlZfwq4Mny53XlMeXn66ey/7IkSZIkSeodbpEhST0gMx+PiA8C/wgcD9yVmT+MiC8C3wdOBO7NzP8FEBHrgFsy8zlgJXBPRJwM/ANwR3na64BvRcQqYBvwqTK+GhiNiI3ArrJekiRJ6loR8X1gAJhcGPGfgDOAVRTvMPkvmXlXk7pzgXuBk4Fngc+V7yEZAtaW50xgZWa+FhHzgQeA04GXgSsy88W2XpwkdZgDZknqEZm5mmL4Wx97EHiwSfpTwJ4yZwO/+vK/ydXNFzeJvwpcOv2OJUmSpPaLiDnAWcDiyZdYR8S/Bx4GRoAJ4O8i4vuZuamhfC3wmcz8Ufmek2uBbwBrgDWZ+XBETP4dfjPFO1DWZ+ayiLgSuJ23ngqUpJ7kFhmSdGx6CWj841mSJEnqRVH+/3sRsSEivgBcAvxtZr6ama8DjwK/f0hRxGJgbmb+qAyNAo15vvkAACAASURBVJdHxAnARWXNm/Hy52UUK5gBHgKWlvmS1LNcwSxJx6DMXNvpHiRJkqRZ8m+Bp4E/otgO438CjwA763J28qtP9Z3aJOc04BRg9+Rq6Lr4ITXlVhq7gYX86su2D2tsbKzVVAD65s5nfNv4IbHBefvZvnXXlM4zG2q1WqdbaJm9toe9tkene3XALEmSJEmSelZm/j3w95PH5VYXt1FsZzFpDnCgofQ44GCTnMY4dbVzGuLNzntEw8PD9Pf3t5y/YdMWFg8tPiQ2uGiAgQVnTOXXtl2tVmNkZKTTbbTEXtvDXtujlV4nJiamfPNqKtwiQ5IkSZIk9ayIuDAiPloXmgP8MzBYF1vEr64y3nGYnJeAeRFxfBkfrKt9vswjIvqAk4BXpn8VktS9HDBLkiRJkqReNh/4ekS8IyJOAq4G/iPw0YhYGBH/Bvgk8N/ri8qXXu+NiAvK0JXAk5n5BrCet17edxXwZPnzuvKY8vP1Zb4k9SwHzJIkSZIkqWdl5uPAE8A/AjXg/sz8IfBF4PvAT4EHM/N/AUTEuog4ryxfCfxVRGwG3gXcUcavAz4bEZuAjwCryvhq4PyI2FjmfL7d1ydJneYezJIkSZIkqadl5mqK4W997EHgwSbpTwF7ypwN/OrL/yZXN1/cJP4qcOn0O5ako4crmCVJkiRJkt7yErCp001I0tHCFcySJEmSJEmlzFzb6R4k6WjiCmZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlfRNpzgiPg58CXgn8L3MvCEiLgFuA+YCj2TmqiZ1Q8BaYABIYGVmvhYR84EHgNOBl4ErMvPFiDgRuA84D9gDrMjMzdPpXZIkSZIkSZI0PZVXMEfE6cA3gcuA9wG/GRFLgfuBTwBLgPeXsUZrgDWZeTbwHLC6jN8KrM/MJcA9wO1l/Hrg9TJ+IzBatW9JkiRJkiRJ0syYzhYZv0exQnlHZr4BLAf+FfhFZm7NzH0Uq5Qvry+KiBOAi4BHy9BoXc4yihXMAA8BS8v8N+OZ+SywsFwFLUmSJEmSJEnqkOlskXEm8MuIeAwYAh4HNgI763J2Aqc11J0C7C4H0I05p07WZ+a+iNgNLKyPN9Rsa7XZsbGxVlPpmzuf8W3jh8QG5+1n+9ZdLZ+jV9RqtU630HF+B34H4HcgSZIkSZLUzHQGzH0UK5EvBl4DHqPYH/lgXc4c4EBD3XENOdTlzGmIT9Y31jQ77xENDw/T39/fUu6GTVtYPLT4kNjgogEGFpwxlV951KvVaoyMjHS6jY7yO/A7gMN/BxMTE1O6eSVJkiRJktRrprNFxovAU5n5cmbuAf4auAQYrMtZBLzQUPcSMC8iji+PB+tyni9riIg+4CTgFWBHC+eVJEmSJEmSJM2i6QyYHwd+NyLml8PipRT7KkdEnFnGVgBP1heV+zWvp9izGeCqupx15THl5+vL/DfjEXEhsDczW94eQ5IkSZIkSZI08yoPmDPzx8BfAD8ANgHjwDeAa4DvlLHNlC/zi4h7I+LSsvw64LMRsQn4CLCqjK8Gzo+IjWXO58v4nUB/Gb8DuLJq35IkSZIkSZKkmTGdPZjJzPuB+xvCTwPnNElfB+wv68Yp9m5uPN+rwKVN4nuBq6fTqyRJkiRJkiRpZk1ni4yp6gOemsXfJ0mSJEmSJElqo2mtYJ6KzPz2bP0uSZIkSZIkSVL7zeYKZkmSJEmSJElSD3HALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKunrdAOSpJkVEX8JnJKZ10TEucC9wMnAs8DnMnNfQ/584AHgdOBl4IrMfDEiTgTuA84D9gArMnNzRMwBvg58DDgAXJuZP5yly5MkSZIkSV3EFcyS1EMi4qPA1XWhtcAXMvMsYA5wbZOyW4H1mbkEuAe4vYxfD7xexm8ERsv4J4ElwHuBy4DRiPCGpSRJkiRJxyAHzJLUIyJiAfBV4Gvl8WJgbmb+qEwZBS5vUrqMYgUzwEPA0og4oT6emc8CCyNiqIw/nJkHMvPnwDbgw225KEmSJEmS1NVccSZJveNu4IvAu8vjU4GddZ/vBE5rUvdmXmbui4jdwMIj1Ld63sMaGxubSjp9c+czvm38kNjgvP1s37prSudph1qt1ukWDqtbe+vWvsDequjWviRJkiTNDgfMktQDIuIzwPbMfDoirinDxwEH69LmUOyZ3GhOk+MDR6hv9byHNTw8TH9/f8v5GzZtYfHQ4kNig4sGGFhwxlR+7Yyr1WqMjIx0tIfD6dbeurUvsLcquqmviYmJKd+8kiRJkjR9DpglqTcsBwYj4qfAAuBdFEPgwbqcRcALTWqfLz/bUe6lfBLwCrCjrN/SUD8Zf7vzSpIkSZKkHueAWZJ6QGb+9uTP5QrmizPzDyJiLCIuyMwfAlcCTzYpXwdcRbF383KKF/69ERGT8R9ExIXA3szcVsb/MCIeAn4NOAv4STuvT5IkSZoJEfGXwCmZeU1EnAvcC5wMPAt8LjP3NeTPp3gvyenAy8AVmfliRJwI3AecB+wBVmTm5oiYA3wd+BjFU37Xln+LS1LP8iV/ktTbVgJ/FRGbKVY13wEQEV+JiM+VOauB8yNiI3Ad8PkyfifQX8bvoBhQAzwKbAR+BvwN8OnM3DMbFyNJkiRVFREfBa6uC60FvpCZZ1Fs+3Ztk7JbKRZgLAHuAW4v49cDr5fxGyleqA3wSWAJ8F7gMmC0fEpQknqW/8hJUo/JzFHKP3AzcwPwgSZp3wU+VOa8Clza5Dx7OfQP8Mn4QeCm8j9JkiSp60XEAuCrFE/tnRMRi4G5mfmjMmUU+DLwjYbSZcBF5c8PAXdFxAll/BaAzHw2IhZGxFAZfzgzDwA/j4htwIcpVkhLUk9ywCxJx6ZB4MFONyFJkiTNkruBLwLvLo9PBXbWfb4TOK1J3Zt5mbkvInYDC49Q3+p5D2uqL63tmzuf8W3jh8QG5+1n+9ZdUzrPbKjVap1uoWX22h722h6d7tUBsyQdgzLziU73IEmSJM2GiPgMsD0zny7fVwLFlqEH69LmUOyZ3GhOk+MDR6hv9byHNTw8TH9/f8v5GzZtYfHQ4kNig4sGGFhwxlR+bdvVajVGRkY63UZL7LU97LU9Wul1YmJiyjevpsIBsyRJkiRJ6mXLgcGI+CmwgOLdJAcpnuqbtAh4oUnt8+VnO8q9lE8CXgF2lPVbGuon4293XknqGb7kT5IkSZIk9azM/O3MHM7Mcyn2TX4sM/8A2BsRF5RpVwJPNilfB1xV/ryc4oV/b9THI+JCYG9mbivjKyPi+Ig4EzgL+Em7rk2SuoErmCVJkiRJ0rFoJXBPRJwM/ANwB0BEfAV4ITO/CawGRiNiI7CrrAG4E7i7jE9QDKgBHgU+CPysPP50Zu6ZjYuRpE5xwCxJkiRJko4JmTkKjJY/bwA+0CTtu8CHypxXgUubnGcvcHWT+EHgpvI/STomuEWGJEmSJEnSWwaBBzvdhCQdLVzBLEmSJEmSVMrMJzrdgyQdTVzBLEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqpK/TDUiSJEm9KiL+EjglM6+JiHOBe4GTgWeBz2Xmvob8+cADwOnAy8AVmfliRJwI3AecB+wBVmTm5oiYA3wd+BhwALg2M384S5cnSZIkuYJZkiRJaoeI+ChwdV1oLfCFzDwLmANc26TsVmB9Zi4B7gFuL+PXA6+X8RuB0TL+SWAJ8F7gMmA0IlxEIkmSpFnjH5+SJEnSDIuIBcBXga8B50TEYmBuZv6oTBkFvgx8o6F0GXBR+fNDwF0RcUIZvwUgM5+NiIURMVTGH87MA8DPI2Ib8GGKFdItGRsbm9K19c2dz/i28UNig/P2s33rrimdZ7bUarVOt9Aye20Pe22Po6lXSVJ7OWCWJEmSZt7dwBeBd5fHpwI76z7fCZzWpO7NvMzcFxG7gYVHqG/1vIc1PDxMf39/y/kbNm1h8dDiQ2KDiwYYWHDGVH7trKjVaoyMjHS6jZbYa3vYa3u8Xa8TExNTvnklSTp6uUWGJEmSNIMi4jPA9sx8ui58HHCw7ngOxZ7JjeY0OT5whPpWzytJkiS1hSuYJUmSpJm1HBiMiJ8CC4B3UQyBB+tyFgEvNKl9vvxsR7mX8knAK8COsn5LQ/1k/O3OK0mSJLWFK5glSZKkGZSZv52Zw5l5LsW+yY9l5h8AeyPigjLtSuDJJuXrgKvKn5dTvPDvjfp4RFwI7M3MbWV8ZUQcHxFnAmcBP2nXtUmSJEmNXMEsSZIkzY6VwD0RcTLwD8AdABHxFeCFzPwmsBoYjYiNwK6yBuBO4O4yPkExoAZ4FPgg8LPy+NOZuWc2LkaSJEkCB8ySJElS22TmKDBa/rwB+ECTtO8CHypzXgUubXKevcDVTeIHgZvK/yRJkqRZ5xYZkiRJUmcNAg92uglJkiSpClcwS5IkSR2UmU90ugdJkiSpKlcwS5IkSZIkSZIqccAsSZIkSZIkSarEAbMkSZIkSZIkqRIHzJIkSZIkSZKkShwwS5IkSZIkSZIqccAsSZIkSZIkSarEAbMkSZIkSZIkqRIHzJIkSZIkSZKkShwwS5IkSZIkSZIqccAsSZIkSZIkSaqkb7oniIi/BE7JzGsi4lzgXuBk4Fngc5m5ryF/PvAAcDrwMnBFZr4YEScC9wHnAXuAFZm5OSLmAF8HPgYcAK7NzB9Ot29JkiRJkiRJ0vRMa8AcER8FrgaeKENrgc9k5o8i4j7gWuAbDWW3Auszc1lEXAncDiwHrgdez8wlEXERMAqcD3wSWAK8FzgTeCIiljQOriXpWBcRXwF+HzgI3JeZt0XEJcBtwFzgkcxc1aRuiOLf7wEggZWZ+dpUbwi2/wolSZIkSVK3qbxFRkQsAL4KfK08XgzMzcwflSmjwOVNSpdRDCwAHgKWRsQJ9fHMfBZYWA49lgEPZ+aBzPw5sA34cNW+JakXRcRvAf8BeB/F4PePIuIc4H7gExQ36t4fEUublK8B1mTm2cBzwOoyPnlDcAlwD8UNQai7IQjcSPHvvSRJkiRJOgZNZwXz3cAXgXeXx6cCO+s+3wmc1qTuzbzM3BcRu4GFR6hv9bxHNDY21nJu39z5jG8bPyQ2OG8/27fumuqvPerVarVOt9Bxfgd+B9D930FmPhMR/0f57+q/p/j3fT7wi8zcChARaylu/D05WVfe4LsIuKwMjQLPADdT3OC7qIw/BNxVd0PwlvL3PhsRCyNiKDO3tfkyJUmSJElSl6k0YI6IzwDbM/PpiLimDB9H8Vj2pDkUeyY3mtPk+MAR6ls97xENDw/T39/fUu6GTVtYPLT4kNjgogEGFpwx1V97VKvVaoyMjHS6jY7yO/A7gMN/BxMTE1O6edVumflGRHwZuAn4v2ntBt0pwO66bYfqc6Z6Q7DlAfNUv7duvvHXzTcfurW3bu0L7K2Kbu1LkiRJ0uyouoJ5OTAYET8FFgDvohgCD9blLAJeaFL7fPnZjojoA04CXgF2lPVbGuon4293Xkk65mXmlyLiz4H/BpzF29+ga7yJR13OVG8ItmwqN/2ge2/8dfMNmG7trVv7Anuropv66rabfpIkSdKxotKAOTN/e/LncgXzxZn5BxExFhEXZOYPgSupewy7zjrgKoq9m5dT7O/5RkRMxn8QERcCezNzWxn/w4h4CPg1ioHJT6r0LUm9KiLOBt6RmT/NzH+NiP9K8cK//XVpzW7QvQTMi4jjM3M/xQ29yZyp3hCUJEmSupIvxJak9qn8kr/DWAn8VURspljVfAcU/5BHxOfKnNXA+RGxEbgO+HwZvxPoL+N3UAyoAR4FNgI/A/4G+HRm7pnhviXpaHc6cE9E9Jd/1H6CYq/8iIgzI+J4YAUNN/4y8w1gPcUNPyhu9E3mTN74g7obgvXx+huCbbsySZIkaRp8IbYktdd0XvIHQGaOUv6DmZkbgA80Sfsu8KEy51Xg0ibn2Qtc3SR+kGI/0Zum26sk9arMXBcRHwD+kWLV8ncy8+GIeBn4DvAOisHwowARcS/wWGY+RnGz71sRsYpiH+VPladdDYyWN/52UdxEhOKG4N1lfIK3bghKkiRJXedoeyF2L72vpNHR9O4Ge20Pe22PTvc67QFziwaBB2fpd0nSMSkz/zPwnxtiTwPnNElfR7l9RmaOAxc3Od+UbghKkiRJ3epoeiF2r7yvpFE3vbvh7dhre9hre7TSa7vfVzLTW2Q0lZlPZOb/Oxu/S5LUkj7gqU43IUmSJM2WzPwSxRD43XTxC7El6WgzKwNmSVJ3ycxvZ+ZEp/uQJEmS2i0izo6IcwEy81+B/0rxBN9gXdoRX4hdHjd7ITaHeSH2kc4rST3FAbMkSZIkSeplvhBbktrIAbMkSZIkSepZmbkOeILihdg14O8y82HgGooXYm8CNlP3QuyImHwXyXXAZyNiE/ARYFUZXw2cX774+jrg82X8TqC/jN+BL8SWdAyYrZf8SZIkSZIkdYQvxJak9nEFsyRJkiRJ0lt8IbYkTYErmCVJkiRJkkqZ+e1O9yBJRxNXMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKnHALEmSJEmSJEmqxAGzJEmSJEmSJKkSB8ySJEmSJEmSpEocMEuSJEmSJEmSKunrdAOSpJkREV8CrigPn8jMP42IS4DbgLnAI5m5qkndELAWGAASWJmZr0XEfOAB4HTgZeCKzHwxIk4E7gPOA/YAKzJzc5svT5IkSZIkdSFXMEtSDygHyb8D/AZwLjASEZ8C7gc+ASwB3h8RS5uUrwHWZObZwHPA6jJ+K7A+M5cA9wC3l/HrgdfL+I3AaFsuSpIkSZIkdT1XMEtSb9gJ/HFm/hIgIv4JOAv4RWZuLWNrgcuBJyeLIuIE4CLgsjI0CjwD3AwsKz8DeAi4q8xfBtwCkJnPRsTCiBjKzG2tNjs2Njali+ubO5/xbeOHxAbn7Wf71l1TOk871Gq1TrdwWN3aW7f2BfZWRbf2JUmSJGl2OGCWpB6QmRsnf46I91BslXEnxeB50k7gtIbSU4DdmbmvSc6pk/WZuS8idgML6+MNNS0PmIeHh+nv7281nQ2btrB4aPEhscFFAwwsOKPlc7RDrVZjZGSkoz0cTrf21q19gb1V0U19TUxMTPnmlSTp2OF2cpLUPm6RIUk9JCJ+HfgfwJ8A/xs4WPfxHOBAQ8lxDTnU5cxpiE/WN9Y0O68kSZLUFdxOTpLayxXMktQjIuIC4DvAjZn5cET8FjBYl7IIeKGh7CVgXkQcn5n7y/zJnOfLmh0R0QecBLwC7CjzthzhvJIkSVK3cDu5LnE0ba1lr+1hr+3R6V4dMEtSD4iIdwPfBZZn5t+W4R8XH8WZwFZgBcUqjTdl5hsRsR5YDjwIXMVbf1SvK4+/Vn6+vsyfjP8gIi4E9k7lD2ZJkiRpNrmdXHfopq213o69toe9tkcrvbZ7OzkHzJLUG24C3gHcFhGTsW8C11Csan4HxcD4UYCIuBd4LDMfA64DvhURqyj+8P1UWb8aGI2IjcAuYGUZvxO4u4xPAFe29cokSZKkGVBuJ/cExXZy+yhWMU9yOzlJqsgBsyT1gMy8AbjhMB+f0yS2Dthf1o4DFzc556vApU3ie4Grq/YqSZIkzTa3k5Ok9vElf5J0bOoDnup0E5IkSVK71W0ntyIzHy7Db24nFxHHU2wn92R9XWa+AUxuJwfNt5ODuu3k6uNuJyfpWOEKZkk6BmXmtzvdgyRJkjRL3E5OktrIAbMkSZIkSepZbicnSe3lFhmSJEmSJElvcTs5SZoCVzBLkiRJkiSV3E5OkqbGFcySJEmSJEmSpEpcwSxJkiTNsIj4EnBFefhEZv5pRFwC3AbMBR7JzFVN6oaAtcAAkMDKzHwtIuYDDwCnAy8DV2TmixFxInAfcB6wB1iRmZvbfHmSJEnSm1zBLEmSJM2gcpD8O8BvAOcCIxHxKeB+4BPAEuD9EbG0SfkaYE1mng08B6wu47cC6zNzCXAPcHsZvx54vYzfCIy25aIkSZKkw3AFsyRJkjSzdgJ/nJm/BIiIfwLOAn6RmVvL2FrgcuDJyaKIOAG4CLisDI0CzwA3A8vKzwAeAu4q85cBtwBk5rMRsTAihjJzW6vNjo2NTeni+ubOZ3zb+CGxwXn72b5115TOM1tqtVqnW2iZvbaHvbbH0dSrJKm9HDBLkiRJMygzN07+HBHvodgq406KwfOkncBpDaWnALszc1+TnFMn6zNzX0TsBhbWxxtqWh4wDw8P09/f32o6GzZtYfHQ4kNig4sGGFhwRsvnmC21Wo2RkZFOt9ESe20Pe22Pt+t1YmJiyjevJElHL7fIkCRJktogIn4d+B/AnwD/GzhY9/Ec4EBDyXENOdTlzGmIT9Y31jQ7ryRJktQ2DpglSZKkGRYRFwBPA3+Wmd8CdgCDdSmLgBcayl4C5kXE8eXxYF3O82UNEdEHnAS80uJ5JUmSpLZxwCxJkiTNoIh4N/BdYEVmPlyGf1x8FGeWA+QV1O2/DJCZbwDrgeVl6Kq6nHXlMeXn68v8N+MRcSGwdyr7L0uSJEnT5R7MkiRJ0sy6CXgHcFtETMa+CVwDfKf8bB3wKEBE3As8lpmPAdcB34qIVRT7KH+qrF8NjEbERmAXsLKM3wncXcYngCvbemWSJElSAwfMkiRJ0gzKzBuAGw7z8TlNYuuA/WXtOHBxk3O+ClzaJL4XuLpqr5IkSdJ0uUWGJEmS1Fl9wFOdbkKSJEmqYlormCPiS8AV5eETmfmnEXEJcBswF3gkM1c1qRsC1gIDQAIrM/O1iJgPPACcDrwMXJGZL0bEicB9wHnAHor97DZPp3dJkiSpG2TmtzvdgyRJklRV5RXM5SD5d4DfAM4FRiLiU8D9wCeAJcD7I2Jpk/I1wJrMPBt4jmJPOYBbKV5YsgS4B7i9jF8PvF7GbwRGq/YtSZIkSZIkSZoZ09kiYyfwx5n5y/IN1v8EnAX8IjO3ZuY+ilXKl9cXRcQJwEWULzWhGBZP5iyjWMEM8BCwtMx/M56ZzwILy1XQkiRJkiRJkqQOqbxFRmZunPw5It5DsVXGnRSD50k7gdMaSk8BdpcD6MacUyfrM3NfROwGFtbHG2q2tdrv2NhYq6n0zZ3P+LbxQ2KD8/azfeuuls/RK2q1Wqdb6Di/A78D8DuQJEmSJElqZlp7MANExK8DTwB/AuyjWMU8aQ5woKHkOOBgQ2wyZ05DfLK+sabZeY9oeHiY/v7+lnI3bNrC4qHFh8QGFw0wsOCMqfzKo16tVmNkZKTTbXSU34HfARz+O5iYmJjSzStJkiRJkqReM50tMoiIC4CngT/LzG8BO4DBupRFwAsNZS8B8yLi+PJ4sC7n+bKGiOgDTgJeafG8kiRJkiRJkqRZNJ2X/L0b+C6wIjMfLsM/Lj6KM8sB8grgyfq6cr/m9cDyMnRVXc668pjy8/Vl/pvxiLgQ2JuZLW+PIUmSJEmSJEmaedPZIuMm4B3AbRExGfsmcA3wnfKzdZQv84uIe4HHMvMx4DrgWxGximIf5U+V9auB0YjYCOwCVpbxO4G7y/gEcOU0+pYkSZIkSZIkzYDpvOTvBuCGw3x8TpPYOmB/WTsOXNzknK8ClzaJ7wWurtqrJEmSJEmSJGnmTWsP5inqA56axd8nSZIkSZIkSWqj6WyRMSWZ+e3Z+l2SJEmSJEmSpPabzRXMkiRJkiRJkqQe4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlThgliRJkiRJkiRV4oBZkiRJkiRJklSJA2ZJkiRJkiRJUiUOmCVJkiRJkiRJlfR1ugFJ0syJiJOBvwM+lpn/HBGXALcBc4FHMnNVk5ohYC0wACSwMjNfi4j5wAPA6cDLwBWZ+WJEnAjcB5wH7AFWZObmWbg8SZIkSZLUZVzBLEk9IiI+CPwAOKs8ngvcD3wCWAK8PyKWNilddXAd4AAAIABJREFUA6zJzLOB54DVZfxWYH1mLgHuAW4v49cDr5fxG4HRtlyQJEmSJEnqeq5glqTecS3weeD/Ko8/APwiM7cCRMRa4HLgycmCiDgBuAi4rAyNAs8ANwPLys8AHgLuKvOXAbcAZOazEbEwIoYyc1v7Lk2SJEmaHp/2k6T2cMAsST0iMz8DEBGToVOBnXUpO4HTGspOAXZn5r4mOW/WZ+a+iNgNLDzCeVseMI+NjbWaCkDf3PmMbxs/JDY4bz/bt+6a0nnaoVardbqFw+rW3rq1L7C3Krq1L0mS6pVP+93Drz7t91vAduCJiFiamU82lE4+7fdwRKymeNrvZt562m9ZRFxJ8bTfcuqe9ouIiygWcJzf9guUpA5ywCxJves44GDd8RzgwNvkUJczpyE+Wd/KeY9oeHiY/v7+lvM3bNrC4qHFh8QGFw0wsOCMqfzaGVer1RgZGeloD4fTrb11a19gb1V0U18TExNTvnklSTqmHDVP+/XSYoxGR9ONaXttD3ttj0736oBZknrXDmCw7ngR8EJDzkvAvIg4PjP3l/mTOc+XNTsiog84CXil7rxbjnBeSdL/z96dh8lVlYkf/4aEhKgILiAoAw4yvCAMIAF/qIC4jsiijgIKAzKjogLiLoMCKoOOjoqKiguLoCyjgo6KwR0xuOAQBQyMr4oQZJNN2RPI8vvjnEqqO9Xp7kp3163u7+d5eEifurfqrVu3zj313nPfK0lqjH662m+yTMYYrEknpodjrOPDWMfHSGId78kY3uRPkiavy4CIiC0iYjpwIG0zMgAy82FgHuVyPoBD2paZW/+mPj6vLr+iPSJ2BRZZf1mSJEl9prFX+0lSvzHBLEmTVGYuAg4FLgCuAX4HnA8QEadFxL510cOBwyLiGmA3oHVzk+OAXSLi6rrMEbX9U8Cs2n4ycPD4vxtJkiRpTI3qar/6d6er/Rjiar/VPa8kTSqWyJCkSSYzn9z27x8B23dYbC6wtC6zENijw/PcBezboX0R8OqxiVaSJEnqiRVX+wHXUa72O6N9gcx8OCJaV/udS+er/T5I29V+EdFqv9Sr/SRNFc5glqSpaQbww14HIUmSJPWCV/tJ0thxBrMkTUGZ+dVexyBJkiRNNK/2k6Sx5wxmSZIkSZKklbzaT5JGwRnMkiRJkiRJlVf7SdLoOINZkiRJkiRJktQVE8ySJEmSJEmSpK6YYJYkSZIkSZIkdcUEsyRJkiRJkiSpKyaYJUmSJEmSJEldMcEsSZIkSZIkSeqKCWZJkiRJkiRJUldm9DoASZIkSZIkjZ0lS5dx210PDGibvc4M1n3EzB5FJGkyM8EsSZIkSZI0iSx+eClX/fGOAW07xoYmmCWNCxPMkqS+5KwMSZIkSZJ6zwSzJKkvOStDkiRJkqTe8yZ/kiRJkiRJkqSumGCWJEmSJEmSJHXFBLMkSZIkSZIkqSsmmCVJkiRJkiRJXTHBLEmSJEmSJEnqyoxeByBJkiSpvy1Zuozb7npgQNvsdWaw7iNm9igiSZIkTRQTzJIkSZLWyOKHl3LVH+8Y0LZjbGiCWZIkaQqwRIYkSZIkSZIkqSvOYJYkTRpeoi1JkiR15lhZ0ngxwSxJmjQ6XaK93RaP58FFSwa0OZCWJEnSVGM5I0njxQSzJGlScyAtSZIkSdL4sQazJEmSJEmSJKkrJpglSZIkSZIkSV0xwSxJkiRJkiRJ6ooJZkmSJEmSJElSV7zJnyRJkiRJ0hS0ZOkybrvrgQFts9eZ4Q2xJY2KCWZJkiRJkqQpaPHDS7nqj3cMaNsxNjTBLGlUTDBLkiRJGnPOipMkSZoaTDBLkiRJGnPOipMkSZoaTDBLkqYcZ9VJkiRJnTlWljRaJpglSVOOs+okSZKkzhwrSxotE8ySJA3h3gce4sFFSwa0OXtDkiRJkqSVTDBLkkTnSwEXP7yUq/9054A2Z29IkiRpqrFshqTVMcEsSRKdLwWMzR7To2gkaXIyQSFJ/cmyGZJWxwSzJEmSpAlhgkKSJGnyMcEsSdIotM++mzF7fW676wFn30mSJGnK8aoUSS0mmCVJGoX22XcLb7iRze6eznZbPH6VmwGCA2xJGolOCQqwD5Wkput0VUqncbH9uTT5mWAeIc/MSZKG0mlwDZ0H2GutBcuWDVzO44mkqWyoPtTSGZLUf1aXdG5d/QeOf6XJpm8SzBFxIHAssDbwicz8zES+vvXiJGmgXvfL/WCoGwfmwr8OaPN4ImlNTcY+2QkekvrZZOyXu9UaE7eu/oORT8QA+36pH/RFgjkingR8AJgDLAZ+HhEXZ+Y1vY1MkqYm++Wx1SmJ0mmA7exnSZ1M1j55pJde2zdKaprJ2i+PpZFOxAD7fqkf9EWCGXg+8OPMvAsgIs4HXgGcMIJ1pwM89NBDI36x5cuWstagtqVLHmYtlg5oW7R4MTf/ZdXn7dTRrTNrBo+cvfaIY2iKxYsX9zqEnnMbuA2g8zZo61emT2gwzdBtvzzqPhlG3i9PdNvMGdNYi6UdlxvNcz7w4CL+dNPdA9o2f9J6I2rb6smP5d57V01OT5+1Ljf/5W8D2kaSsB7NMez+Bx9m0eIlI1q2XZP7FGMbvabEZZ88ufrkodpH2l+2+sb2vnBN+7yJ0JTv00gY6/iYLLFO8T4ZJmG/PBZtrbHzaNaF0ff97bodA0+ftS53/e2+vsnjTJa+o2kmU6zj3S9PW758+Xg875iKiGOAR2bmsfXv1wJPz8zDhlt3/vz5uwLzxjlESVPbbnPmzLm010FMpG77ZftkSRPAPtk+WVJzTLk+GeyXJTXauPTL/TKDeS2gPRM+DehQmaej/wV2A26BDqfCJKl704GNKf3MVNNtv2yfLGm82CevZJ8sqdemcp8M9suSmmdc++V+STDfSOlkWzYCbh7JinPmzFkMTLkzppImzLW9DqBHuuqX7ZMljTP75MI+WVITTNU+GeyXJTXTuPXL/ZJg/iHwvojYALgfeDkwbHkMSdK4sV+WpOawT5akZrFfljSlDK4D30iZeRPwHuBi4Arg3Mz8VW+jkqSpy35ZkprDPlmSmsV+WdJU0xc3+ZMkSZIkSZIkNU9fzGCWJEmSJEmSJDWPCWZJkiRJkiRJUldMMEuSJEmSJEmSumKCWZIkSZIkSZLUFRPMkiRJkiRJkqSumGCuImLziNghItaOiOm9jqeXImJa+/+nIreB26DF7dAb/dQnu29MPn6m0qr6qV+G/jp+G+v46bd4pZHqtz65n/RTv2Gs46sfYm3SdjXBDETEPwPfAT4CnAm8JSLW62lQvfVIgMxcDhARU3E/eWz9/wyYstvA/aBwX5hg/dInR8RMGPAd6flBfXWaHl8TRMSWEfFkYKO2Nrebprx+6ZcH6adxTD+NNfppu0J/bdtV9NMxqJ9i7Xd92if3k37q5/op1r7pj/vsd15j9oFpy5cv79VrN0JEPBL4MvAfmfmbiNgf2BV4EPhAZt7T0wAnWETsBRwC3AnMBy7KzJsjYq3MXNbb6CZG3QZvAf4E3AV8ITOvm4LbYErvB+C+0Av90ifXfWNPYCnwdeC3mXlXRExrHdx7LSKeAWwDXAv8ITNvbMK+GxFPAzYD/g+4vSnbLSJeArwXuB64j/KZfqQ+1vP4pF7pl365XT+NY/pprNFP2xX6a9u2NPXY3Uk/xTqZ9GOfDFBP4C8D7sjMB2pb48ZX/dTP9WGsfdEf98PvvJam7QONPWMwgZYDGwCb1r/PB74NrAMcMpUuN4mIbYHPAZ8Hfgv8A/DpiNg0M5c1/KzNmIiILYFPAydS9oXFwNcjYsu6DSb9d8b9oIiIYIrvCz3S+D45InYATgUupOwXLwPeExFPyMzlTfiORMSLgbOAbYEDgLMjYsde77sRsS/wNco2Ox44KSK26vV2i4h1gXcCRwCHAl8AXhERH4CVMwKkKarx/XK7fhrH9NO4s5+2K/TnOK6px+5O+inWSaiv+mRYMeP6q8DpwIci4ggo46sm9R391M9FxDb0T6z9dKxr/O+8libur435IHulnj07HdgzIravWf4fA5cDuwMzexnfBJsJXJiZP87Mz1K+WAl8NCI2miI/sBcBl2TmJcAPgQ8A/wOcExFPbtrZtXEyE/jOFN8PoOwLP5ji+8KEa3qfXGeNbAJckJnfzcx3Ad+kHE/fFhGPach35FnAMZn5FuDdlBjPjoin9XjQ+U/A6zLz1cCHKbMYPhYR0ePtthz4G7AwM+/JzEuB1wJ7RMRbexiX1HNN75c76KfxbD+NO/ttfNiP47imHrs76adYJ5V+65OjlO54K3AYcCBwMfC8iDgOGncSv5+OH+tQZqv2Q6x9cazro995LY07Lk/5BHP1HcoPy1fWTnppZn6ZUiNmi96GNv4iYruIeC7lTOjeEfFSgMy8FjgDWAi8uC47KQcLEbF9ROwH3AbsGhGHZ+byzHwY+BDwXeCwiJgxibfBdhHxQmBd4J/q9phS+wGs2A4vADambIc3TLV9oQEa2SfX2bfHA38BdouI5wNk5sWUmSOPALary/ZyNu404DHAs2t8dwGfoAw6PhwRm0z0gCMiHlX/+YS2uK4Cvgj8kjpom8iY2uPKzPuA3wHnRsTs+vACyue9Y0Q8we+7prhG9svt+mk820/jzn4bH/brOK6Jx+6h1FjXA/aAZsc6iTW+T24znZJ3uj0zbwe+D5wMbBcRh/U0sqrPjh//EBE7UkqiPDsiXgmNjbWfjnV98Tuvvn5jj8smmIHa0X2Gsj2OiogDotQy2oCyg01aUWpOnk2ph/Ni4BzggIjYEyAz/wDcCDyt/j2pBgsRMS0iZlBmqr0X2Bk4CNg/Ig4ByMzFlATI4zJzyWTbBgARsQ9wHqVT/XvgaOBlU2U/aKmDidb34bXA6ykDtwNhauwLTdDEPjki9gbeB3wjM/+X8iPquRGxfY35x5S6cvvUvyd834iIJ0fEZvW1PwD8v4h4U1s851G+x5tPcFx7Ur5TUGYt79w2EPozcBHlB9GGExzXXsDpEfH52t9/Afh5bVunbrP5wPrA2n7fNZU1sV9u1y/j2X4bd/bb+LAfx3FNPXZ3EhHb1HHP41gZ64pSBzQo1smu6X0ylHtuRMTG9QTEZcB/RcRjM/N+ymzrC4Dto8wa7WWcfXH8gBV93PnAScB7gKOAfZoWax8e6xr/O6+l6cdlE8xV/ZH7EeBHwMGUnefVmXlbTwMbRxGxEaUj3T8z9wXuoJw1vwx4dUQcUBe9G3hMRKzT67M1Y62eQVsCXAHcTimQvgNwLPD6iDi0Lvo4YLOIeNRk2wZR7pC6P/Cvmbkr5UziA8ClwL/VJAxM4v0AVlwScyjle78X8CTgicCXgHe0fpwwifeFJmlSnxwR21Fm5jwXeHxEfA54EeXy0KMiYpe66NXA9DqgmugYW7XtTouIzwB7AW8HXtj2Q/VWYBrwlAmMa29KUvk7tekqysD4xa1jTGZeXh/bcgLjaq9ZdgXwVMpMip8ANwA/iIgtKNvxCcCSiYpNaqom9cvt+mk820/jzn4bH/bjOK6px+5O6uy+syhJmE8CcygJrpdFxBuhObFOFQ3uk1vfq7cD50fEE4BPUfrm42qS+T5KqYygnMjviX46frTFekBm7kGZqb4F8Asa1if32bGu8b/zWvrhuNyzjdNEmXkH5fLY84HW1P3J7GFK3ZZWnaZTKXeg/R6lI/hwRLyIcvnTPpm5qBdBTpA7KV/EnwO7UAakNwDHR7nMbkdgv3ownGxaA8HHRMSjKTfg+hvlsptNgLMi4tuUml4vmcT7wXLKDMpdIuImSsLppZRZANOAT0XEcyjfkcm6LzRKg/rkeygnZI+nXBp1LPAc4AWUmsLPiojLKAPSveuAasLEwNp2N1H20YMoZ7U/TLmR3jbAH4CnU26wMRFx7QB8FHghsFVEnALcQqnD9n3gwIiYQ6kVti1w5UTEVa2osQf8uCaTD6XMtDia0h/8B2Xg+9r6o1ma8hrUL7frx/FsP4w7+2182FfjuKYeuzuJiCdSxj4HATcDbwaeARxHySd8qJ64/RM9jnWqaWKf3DZjchmwNaUc2mspsy5fBXwuIo6h9HOzKTdS65V+On48DDwSuLcm7bcA9gQeohxDzoiI71Lib0KfDP1xrGv077xBGn9cdgZzB5n5UBM65wlwN2X21kNR7ty5IfB3wHWZeQ5lEPFxYJfMXNC7MCfEZcCVmflF4K/A24CfZebmwJHAsyfrNqiXp5xLOWt3InBqZu5DmaXwW+DltX3XyboNYMUNM94PvIky2/KMeib7M5QbZxxKSTxN2n2hqXrdJ2fm9ZQz73sBX8vMXwL/RZk18kPKAORz9O470qm23acpl6g+hTKj5TbKj8D9a32uifAYynHmBcA7gZ9SBvDb1bjeSZm18hTKbIwbxjugGLrG3h8ps9wWUj7HYyif+T5ZakVLatPrfnmQfhzPNn7c2W/jwz4cxzX12N3JI2oc12fmvZTZcs+klI+6CNibMvNzJr2PdUpqWJ/cspByIuJOSl3YGyhj5+sp38vXAUfUJHmv9NPx427g6My8CdgKODIz9wZOA35DmXV7Ag3pk6t+ONZdT7N/563QD8flacuX97z0lHooItYBHs7MpVGKxX85M7eJiH+j7LhHZObdvY1y/NWzgB+kXGbwHspl0ptQOpmv9DC0CRERf0epj7QV8MHMnFvbLwI+lOWOr1NCRKxLOaDMzcxv1bavAGe1toumnjroPJDy4+rStvZLgNfUBOVEx/Q04NbMvCUiTqKUcnhTZt5V9+O9gD0y8w0THNeOwM2ZeWtEvIMyE/hlmfndiHgE5djy0sx8bUSslRN05+goNfb+g/LD5jrK2f7NgC/VH8hExJuByMzDJyImSWOj38az/TLu7MfxYdPHcU09dndSY72lHs+PAS4ErqHM5PsA8KzMXBYR6zXp+6VmqDPw/5iZiyPiHEry9l8y8y91PLisCbNs++340UlEzAWOzcxf9zqWdn10rGvc77yhNP247AzmKS4zF2Xm0vrng8CvIuJlwOGUHbTRnekYuoMyk+AE4G2Z+RbgW5Qz9JNelhpeH6KcGd0nIl5c68I9iXK525RRZ2ZcCTw/IvaoMxy3oNRd0hRVk6DnAj+v+8Uza8JyfcqlSRNmhLXt7qXUttsiIjaZ4LjeBlwQERtm5kcpZ9LvhRUzzOZT6q1tPIHJ5dHU2Ht0L+vWSRq9PhzP9sW4sx/Hh00dxzX12N3JoFi/Vo+hJwPX1O/ZUuDBmlw+GDi5Xq4trZCZV9cZl2TmQZRSMN+r48MHmpBchr48fhARa0fEP0bE06Pc72QDSvmapumXY11jfucNp+nHZRPMarcEeDXljPTBvb4EYCLVg8pJwOFZanICnFsvQZkS6pm5wykd05uA/Sj7wZ97GlhvfBO4i1KD6XXAv2Xmwt6GpF6rg49HUm5s8xHgDZSbqUzopX3ZubbdYkptu7Uote2eQqm/NZtS87gXcZ0bERtl5gcy82cR8YJac3LnGtdDExFX1anG3j2UGnvfptTY+yJlRsCH6o8NL/GS+lPjx7P9NO7s0/Fh48ZxTT12dzIo1m2AM4F125Jw04CrIuLllCT0hzPzngkPVH2hzg4lMw8FfknZv5uq8cePajrlJnQnUfrnRt4vpM+OdY34nTcSTT4uWyJDK9RLVc4Ajs/M3/c6nl6JiGlTPbEQ5Q6l01pnnaeiOntjNrBWekM/tYmI6azcN3r2gyoi/gM4m/IDegPg3yg/Uo+i1DleC3hXZl7Ro7jeTaljdxBlttN7KDceWUS53HDC4opyx+cDgV8Bv6fcVPC/gR0zc1FEPIsyy/ovmfmXiYpL0tjrt/FsP407+2l82NRxXFOP3Z10OJ4fWMtlvAiYS6n7+i+Z+X89DFN9YCJLoq2Jfjp+1LHtLEofd2+v4xlOvxzrmvI7b6Sadlw2wawBImJmZk7krDJJUheaWttuUFxfBjainFW/tV7ye28vLjecDDX2JI2M41k1VVOP3Z10OJ4/CXgl5QqkL1FuOGZyWZOKxw+peyaYJUmaBCLiTGAH4IWZeVuPw1khIs4C/hF4UVPiioitgXdR6sC9Bzi0wZdBSpImqaYeuzuppaT+EdgHuL8fZvdJkiaONZglSepjTa1t1xbXqymlKRoRV9UvNfYkSZNQU4/dnbTF+q/Ar4EZJpclSYM5g1mSpD7X1Np2DY6rb2rsSZImp6YeIzvpp1glSb1hglmSJE051tiTJEmSpLFhglmSJEmSJEmS1JUZvQ6gn0TEdODNwIGUbTcT+DblEtvFEfEkSj3HHYHlwCLgg5n5zRE89zqUGw3tDUwDpgNnA/+VmcvrDSB2AeZk5v1t690HbEu5o+8ra/MWwO3A3fXvl2fmtUO87pOBa4Hf1qa1gPuAT2TmV+syhwKfBK6ry0wDHg3MAw5rv9NxRHwMeBOweWbeWNteSbnL8NPalvsFsCmwSWYur21zKdvzImBBZj6qxncd8NrMPL1t/XcA29a6ZUTE44D3AS8EHqbUMfsu8O+ZeW9dZhfgP4HH1ff5Z+AdmXl1p23T9lrvA44AbqJ8rtOB24DDW5dWR8TmwAeBnev2Wwx8LjPPaHuevYBjgUdQ9p+rgbe1ttMwMWwNnAj8Q43hb8B7MvPS+vj1wCsy8/K2dXYCzs/MJ3f4nAEeBdwI/Ftm/mkkn3PdD19A2b/anZGZJ0fET+rfz21dRhcRjwduz8xpEXEysHtd5qn1tR6sfz8jMx+kg4jYA7gY+FKt59r+2E+AnTLzUfXv5cAGmXlH/feJmXlc2/KvAI7MzD06vZYkSZIk9TNzF+YuMHdxJj3IXdTnGXL7RcT5lP0eYHtgAbAU+GtmPqfmMFpt0yj3jjk9M08Z6vWawgTz6HwWeAzwvMy8OyIeCZwDnBYRbwN+TtmJ/rV2rNsDP4iIBzLzB0M9aURMA/4H+D1lR11UO53vUL5IreTYkylfotcOfo7M/BDwofp8PwE+nZnnj/B9PZiZO7TFsxnwo4hYmpkX1OZ5mbl32zLrAJdSbpL0+ba2Q4DzgSOBf6+Lfx/4UkQ8NjPviogNgCdSOrqdgP+NiBnArsAbKV+idsuAj0XEpZmZg4OPiHUp2/4cSsf9cETMBD5W2/aNiFnAhZQ7NP+6rvcvwEUR8feZuXSYbfSVzDyy7TXfBJwL7FQ7wEson/2r6mf/JOCciPiHzDwmIp4InEU5yC6sz/Ee4KvAM1f3whERwI8o+9X3atvzgAsj4lnDHWTaDP6cpwEnUwYWr6rNw37OwMcz86OreZ1dgHdTDioDZOZRbc99PXBQ+4FlGLcA+0TEIzLzgfocmwFbDrPe2yPiB5n50xG+jiRJkiT1M3MXK5cxd2HuYihjnrsYbvtl5ivall0OPCcz7xj0NCvaatL7woiYnZkfG+71e2mtXgfQL+oX8SDgNZl5N0A9G/cGSgd7OHBpZn65dVYrM68EXgHcOszT7w5sDby1dUYtM+8EDgbak2KfBPaKiJeP1fvqpH4JjgfeuZrFHgesB9zV1vZKypmmk4DDotxEicy8C7iclWd/9gK+R+k0961t/w9Y2PoCDvIgpcM9t3a+gx0G/CEzT8jMh+trPlTj/1WUOx8/AlifctBrOYdyMJm+mvc5lB8BW9V/HwOcm5lntX32NwEHAG+OiI2Bx1POGre//icoZw6H8+/AF1sddH3+H1E61iHPmo3AOpSD5V2rWabT5zyc/wDeUc+6jqW7KGckX9rWdgjlYLk67wHOjojHjHE8kiRJktQo5i5WYe7C3MVQxiN3sSbbbxU10fw2SpyDT2g0ijOYR24OcHVm3tPemJm3AhfUKfoXDV5phLMmdwIuG3wmKjP/APyhrel2ytmY8yLiV5n559G9hVG5EvjHtr93i4grKF/sx1HOWH40M7/WtszhlBIGl0fELTXWz9bHLgL2oBzQ9qGc0bmNcmbpOOB5lLOeQ/kA8HzKl/Idgx7bjdLpD1APeK0zUX+NiHcB342IW4GfUUou/HeO8iZP9Yzla+r6UM7i/fvg5TLzLxHxf8AumfmNiDgV+E1E/LG+/o8oZ0yHsxNwdIfnX2V/G8bs+hlOBzakdLxfp1x60zKSz/mt9Qxqu4Mzs3UJS1IOkOdExNMYW1+inAVvJZUPoCSZ37Cadb5M+f5+AdhvjOORJEmSpCYxd2HuAjB3QQ9yF5l51Rpsv6FcCWxESV4PLvnRGCaYR24Zq5/xPdzja/LcK2Tm96PUkjk7Ip7T5euNxHLggba/52Xm3vWM2rGUWk4rvrgRsSOlfsx5teksyhmwz9UzYxdRLseZSelUD6bUedooIp4APJeVl9OsIjOX1Y7hiogY3CFPq/G2YjmIlWcwNwBenJlXZuZJ9Yv+bMoZyaOBoyPi6a0zu6txQETsWv89E5gPvK7t8bWHWG9WK7bMfHtEfJBysHo28BHgTRGx+zCXuYxk/1jWoW0tSt2elhWXmUTEP1HqZH07M+9rW2a1n3M13GUmZOap9TVOAd4yTOyj8W3gs3Wf2QL4HSM7Q3k4Zd95LaUGlPpYWFPOmnLWlDuThtfDb3vNPwNnZuYb29r3Bs5k4KWDW1Au2dwn6+Wgaib7YPtg7IPPpMF98BDvs+XprQTVavroPYAfA/+UbaUSIuLTwB2Z+b5O8alRzF2YuzB3UfQkd7EG228orX1mTWaBjztLZIzcZcDWUWrmrBART4qI7wC/pAx4GfT466PUOFqdXwI71wF7+7o7R8SXOyx/DLAupVbMeNmZDoOSzFyWmScA11N+HLYcQSk+Pr8O7o6i1Mbdsz4+H3gCpbzB5Zn5QB1wfZcyQAvgF6sLqJ71fD3lAPD4tod+TvnitpY7JzN3qB3Sw8DaEfGsiHhnZt6bmRdm5ruAbShf1BcMtzEodYx2qP89NTMPrmeAoZyR2mPwCvUH1t9TLnXZNyL+NTPvzMwDXsZqAAAgAElEQVQLstTz2brGMNyZsqH2rePrAQngDsoPhXZPAO7s9IRZLlk5CfhaRDy6w+NDfc6j8TpKZzr4jGHX6oD4AsqPx1czwtiynL0/EPgoZV9Tf/ss8AxKTbkdKP1VUAaCG1D6hB8B22fm9pRL0U6NiNV+12NlTbn1KD/wdqB8t18GnNC26JMpPz5XkZkfaut/Lgfe2dZ3dExstHmwbdntKJeSfTAGXlo4r22Z7Sn9yFMp34fW+xhcU67l+8A2EfHYutzgmnKtWQ67AnM7xNeqKdfxOxQra8rdTkl4bFvjW0a5rI9YWVPu7Zm5XV3mHEpNuZFc8tfqi59Wt9E3qVc0xMqachcBW9Tt8zLgkIj4z7pMqybaKzNz+8zchjIj4KvDvXB93z8CvlBj356yX1wYEduMIPaW9s95B0qi5LeUhFzLsJ8zZcC8w6D/Tm57vFVTbhWZeVTb699MqSnXeo7hBq4r6uG3GmLoevivoXxGB7b2u/r6FwKnUo5BM+u+801K8s3kcvPZB9sH2wc3vw9+sEN8O+TA2Y8d++jqIeCsmoRW/zF3gbkLcxejMma5izXcfkPZGbguBybYG8cE8whl5s2UAdgZrZ26/v8Uyhfh88AeEXFQHSATEXMoA59OZ4/bn/sXlJmYJ9VBKfXM2KdYefa8ffmHKIPed1BmJoypiNiSckZudQXEjwBeGBEviYj1KQm/vTPzyfW/TShnmd5SY14O/IAyK+XCtue5sL6Pn2TmkuFiy1L8/yIGnln6LPDUiHhnHTgTEWtFxAuBx1LOhN0OHNt2Jg9gY8qPmNV+PiPwAWD/iGj/cbEJ5YzoKXXfuRf4z4h4att6m1MObMP94PkI8Lr6flrP/yLK7KEra9NFwBvb3v8jKAe0Tj9QWj5a43r/apZZ8TkPE+MqMvOvlA66q1pDq/El4FDKmdzvjiKeX1L26SHPNqv5wppyg1lTzppyQ+lpPfz6eb+eMtCfR9k/2h1LmW30YeCLwPcy8+wxjlVjzD54FfbB9sFDado9SQYYQR/9R8rviy92G6h6x9zFKsxdrGTuooMxzl2syfZbRT05+2HKNmg0S2SMzuGUzuvnEbGEcgnB/wDvzcyHolxO9F/AuyNiGXA/ZQA+5F1Y27ycsjPPr889nXK2q+NOlJkZ5bK4U9fwPcHK+jZQZjksAo7JzCHrCmXmtRHxYeDjlIH+NZl58aDFTgSuiYhtM3MBpSM5mIGd9PcpB7/R3A3zKMrsjlYs90TEMyk/Vn9VJ3Y8BvgNsF9m/gYgIl5KmYmySX2Pd1PubrrK3V1HIzP/HBHPAE6MiHdTOo5FlJq/X6jLXBwRR1JmAqxfl7mFcgnMX4d5/j9GuZz4AxHxUVZekrhP3a5Q9p0PAr+u+8/alBkJQ3aQWe5YeyTwvYg4fYhlVnzOsfLynk51jH6ZmavUQc7MSyLiJMrBeUxk5i+i3AX5W5m5ZIiJPENp1cNS/7KmnDXlAGvK0fx6+C+iJLN+SJm59PGI+GjrB1lmLo1SMuBqSiLjlagf2AfbBwP2wTS/D27/fdfys8w8ov57tX10dRTlt8WRmfnpMX4PGn/mLla+vrmLla9v7mKccxdrsv3aXBwRSyknHJZTSjCdsiZxTQQTzKNQD7jvrf91evyPwD93+dz3UTqfoR4/tEPbacBpHdr3GMXrXs8wMxYy80w6XGqQme3bYpVLFbPUY5vR9vd5rKxz1Gq7mzKTYXBMjxr877bH72dQmYPM/BurDrQHx3MxKwfBI5YjqDNWZ5ocPMwy59NlYffM/F9KPb2hHl8MvL3+1+nx6xm0HWv7j1lZg2kBw3/Ohw4T5x4d2o6lHEAHtz95dc81aNmfUGortv7esu3f19P23jJzWqd/17+XUS59Uf+yppw15awpVzS9Hv4bgXPqicBvURJo+zFwHDCHchl2tD2Pms0+2D7YPrhoeh+84n0OYdg+OjPvj4hXURIdPxnD+DUBzF2s0m7uYuUy5i4Yv9xFXX5E229wvmKotn5hgnmCRMQ8ytnhTnbLeuONcXrtrzB03dkD1vQsWL+LctrwK0M8nJl5wDi//nMoZ1M7uTgz3zqer98UvfyOqK+sqCnXvk9EqRv2BeBSSt2vATNtIuL1wCMz86TVPPcvgbdExPT2H7kRsTNwVGYOHogdU9fpSU054IQ6A+JMVl5e3V5TDspx/omUmnJz6VBTDiAiRlVTrm7PsyizqFpaNeU+XZc7h5V1P6+n1pQDnpmZH6HMCLmwzp5YUF9/uIHYVzLzyCEea9WU+5/2xhhUUw54XGZ+kVLP/YL6+jdSaqJdztBaNeXaZ7IQEccD19b3O+qacnWmxNciYptcdVboUJ/zaLwOuIoxrocfEa16+NswaIAfpR7oi4EdY2UZgxnAW6k/1iLiH+p6/0yZkXlBTXDdj5rMPhj74CEesw/ubML74OGMpI9ue61fR8SJtf2yNQxdfcLcRXOZu2gGcxedmWCeIJm5Ww9fe1w7mX5XD1KrO8M/3q9/cS9fvyl6+R1R/8jMmyOiVVPuNVkuMxtcU+6qOnPr3MxcHitryq32x12W8iutmnJHZ7lTfKum3Pc7LP9QndlzGeNbU+7Nq1nsCODqKLXGLmFlTbkVMx4i4kuUmVNz6/Zo1ZT7fNvzXFjbfpIjrCkXEXvW5/3v2vxZ4NUR8U7g5MxcXGd/PZ9Va8r9IjMvreuNZU25yyLiN5l5FqyoKXcutaZcRNwLfCEiLsvMa+p6o6kp97OI+Glmfr8+f6umXOvKiFZNuZ/U9z/SmnIHU2rKDTUoX/E5Z+Y3h4lzgMz8a53xONrLyIfzJcr3bjblMtxN2h57PaUO74orRmpC+f9qouYq4BvAhzJzXkT8jHL56OcZwySMxp598Crsg1eyD+6gR33wcIbrowf7KGU24r8AH+o6YvUNcxfNZe6iGcxddOZN/iRJ/eZw4BpKTbkrKMmFa4DXZrmJ0h6U2nALIuK3wGcYXU25aZTZZ1dSakNewNCXFyblErexOJ7Ojogr6n+/psxIOiaHqSlHuenDxyl1PoeqKffciGiVmbkI2I5Va8o9ldX/CB/sKGDFjajqzK9nUmaL/apuv+spP8z3y8zfZLn8sFVT7k8RcQ3wVcaophzwDOD5EZERcTWlnts5wLvqMhdTbmZ1VkT8IUpd0E8wwppywN6UmzZdVZ//aFatKXctpabclZTZeL9lmJpyNaYj2z6jwcus+Jyj3lCHUlPuikH/fW6I9S+h3HBszGS5yc8jgQvbE2JRLv1/DaWuY/vyf6DMgHsrZd/+fWZ+rD62jHIJ+nMj4o1jGafGhX3wyte3D175+vbBDeiD28zuEN8VEfF0hu+jB7/WckqN5yk5I0+SNDLTli9fPvxSkiRJkiRJkiQNYokMSdKUYU255rKmXDNYU07jyT64ueyDm8E+WJLUr5zBLEmSJEmSJEnqijWYJUmSJEmSJEldMcEsSZIkSZIkSeqKCWZJkiRJkiRJUldMMEuSJEmSJEmSumKCWZIkSZIkSZLUFRPMkiRJkiRJkqSumGCWJEmSJEmSJHXFBLMkSZIkSZIkqSsmmCVJkiRJkiRJXTHBLEmSJEmSJEnqiglmSZIkSZIkSVJXTDBLkiRJkiRJkrpiglmSJEmSJEmS1BUTzJIkSZIkSZKkrphgliRJkiRJkiR1xQSzJEmSJEmSJKkrJpglSZIkSZIkSV0xwSxJkiRJkiRJ6ooJZkmSJEmSJElSV0wwS5IkSZIkSZK6YoJZkiRJkiRJktQVE8ySJEmSJEmSpK6YYJYkSZIkSZIkdcUEsyRJkiRJkiSpKyaYJUmSJEmSJEldMcEsSZIkSZIkSeqKCWZJkiRJkiRJUldMMEuSJEmSJEmSumKCWZIkSZIkSZLUFRPMkiRJkiRJkqSumGCWJEmSJEmSJHXFBLMkSZIkSZIkqSsmmCVJkiRJkiRJXTHBLEmSJEmSJEnqiglmSZIkSZIkSVJXZnS7YkS8FjiyrenvgS8D/wOcBMwGvpKZx3ZYd1PgbGBDIIGDMvO+iFgfOAfYHLgd2D8zb42ImcDpwE7Ag8CBmfm7kcQ5f/78WcDOwC3A0m7eqyQNYTqwMfC/c+bMWdzrYPqBfbKkcWSfPEr2yZLGkX1yF+yXJY2jce2Xu04wZ+ZpwGkAEbENJbH8YeBnwLOBPwPfiYg9M/OiQaufApySmf8dEccBxwFHAycC8zJzr4g4GPgkcABwFHB/Zm4dEbsDZwK7jDDUnYF53b5PSRqB3YBLex1En7BPljTe7JNHzj5Z0nizTx4d+2VJ421c+uWuE8yDfBZ4N2Xm8R8y8zqAiDgb2A9YkWCOiLWB3YGX1qYzgUsoCea96mMA5wGfqcvvBRwPkJk/jYgNImLTzLxhBLHdArDlllsyc+bMEb2ZBQsWsO22245o2SYw3vFlvOOrn+N96KGH+P3vfw+1n9GIjLpPhv7ZT/olTuifWI1z7PVLrKON0z65K5O6T55obpfO3C6rmgrbxD65a5OqX25qXGBs3WpqbE2NC5oT23j3y2ucYI6I5wOzM/NrEfEqBgZ6C7DJoFUeD9yTmUs6LPPE1vqZuSQi7gE2aG8ftM5IEsxLgdZGHLEFCxaMavleM97xZbzjaxLE6+VrI7cUYObMmcyaNWtUK452+V7plzihf2I1zrHXL7F2Gad98shN+j55orldOnO7rGoKbRP75NGZdP1yU+MCY+tWU2NralzQuNjGpV8eixnMr6fUXIZy08DlbY9NA5YNWn7wMrQtM21Qe2v9kTzvam277bYj/kDnz5/PnDlzRvP0PWW848t4x1c/x7t48eK+S45LkiRJkiSNpbXWZOV6871nA9+qTTdSCka3bATcPGi124D1ImJ6/XvjtmVuqusQETOAdYE7R/i8kiRJkiRJkqQJtEYJZmA74PeZeX/9+zIgImKLmkA+kLb6ywCZ+TClaP0BtemQtmXm1r+pj8+ry69oj4hdgUUjrL8sSZIkSZIkSRona5pg3pwyuxiAzFwEHApcAFwD/A44HyAiTouIfeuihwOHRcQ1lLsXHlvbjwN2iYir6zJH1PZPAbNq+8nAwWsYtyRJkiRJkiRpDa1RDebM/Crw1UFtPwK277D4XGoh6cxcCOzR4fnuAvbt0L4IePWaxCpJkiRJkiRJGltrOoN5NGYAP5zA15MkSZIkSZIkjaM1msE8GnW2syRJkiRJkiRpkpjIGcySJEmSJEmSpEnEBLMkSZIkSZIkqSsmmCVJkiRJkiRJXTHBLEmSJEmSJEnqiglmSZIkSZIkSVJXTDBLkiRJkiRJkrpiglmSJEmSJEmS1BUTzJIkSZIkSZKkrphgliRJkiRJkiR1xQSzJEmSJEmSJKkrM3odQBOt88j1ue2uBwa0zV5nBus+YmaPIpKkqc1+WZKawz5ZkprFfllSr5lg7mDJMvh13jagbcfY0M5ZknrEflmSmsM+WZKaxX5ZUq9ZIkOSJEmSJEmS1BUTzJIkSZIkSZKkrphgliRJkiRJkiR1xQSzJEmSJEmSJKkrJpglSZIkSZIkSV0xwSxJkiRJkiRJ6ooJZkmSJEmSJElSV0wwS5IkSZIkSZK6YoJZkiRJkiRJktQVE8ySJEmSJEmSpK7M6HUAkqSxEREnAK8AlgOnZ+ZJEfFFYFfg/rrY+zPzG4PW2wE4DXg08FPgDZm5JCI2Bc4GNgQSOCgz74uI9YFzgM2B24H9M/PW8X+HkiRJkiSpaZzBLEmTQEQ8G3gusB2wE/CmiIj6790zc4f63zc6rH42cGRmbglMA15X208BTsnMrYDLgeNq+4nAvMzcGjgV+OR4vS9JkiRJktRsJpglaRLIzEuA52TmEsqM4xnAg8CmwBkRcVVEvD8iBvT7EbEZMDszf1mbzgT2i4i1gd2B89vb67/3osxgBjgP2LMuL0mSJEmSphhLZEjSJJGZD0fE+4F3AF8D1gZ+DBwO3A1cCLyGMuu45YnALW1/3wJsAjweuKcmrNvbB6xTS2ncA2wA3DzSWBcsWDCq9zZj9vosvGHhgLaN11vKn6/726ieZyLMnz+/1yGMWL/Eapxjr19i7Zc4JUmSpKnMBLMkTSKZ+d6I+DDwbeB5mfmy1mMR8SngEAYmmNei1GxumQYs69BObW8t025a22Mjsu222zJr1qwRL3/lNdey2aabDWjbeKMN2fCxTxnNy467+fPnM2fOnF6HMSL9Eqtxjr1+iXW0cS5evHjUJ68kSVOH9yuRpPFjiQxJmgQiYqs6+CUzHwC+DhwQES9vW2wa8PCgVW8ENm77eyPKTOTbgPUiYnpt35iVM5RvqssRETOAdYE7x+7dSJIkSWPH+5VI0vgywSxJk8PmwKkRMSsiZgIvAS4BPhERj6k1kg8DBgyaM3MhsCginlWbDgYuysyHgXnAAbX9EOCi+u+59W/q4/Pq8pIkSVLjeL8SSRpflsiQpEkgM+dGxNOB3wBLgQsy84SIuAP4GaUe8wWZeR5ARMwFjs/My4GDKMnpRwO/Bk6uT3s4cFZEHAvcALyqth8HnBkRVwN/q+tLkiRJjeX9SnqjyfdTMLbuNDW2psYFzY5trJhglqRJIjPfB7xvUNsplMv3BvshZdYGmXkl8PQOz7cQ2KND+13AvmsaryRJkjSRvF/JxGryfR+MrTtNja2pcUFzYhvv+5VYIkOSpqbbgGt6HYQkSZI03rxfiSSNL2cwS9IUlJln9zoGSZrsIuIE4BWUWW6nZ+ZJEfFFYFfg/rrY+wffVKomQU4DHg38FHhDvcx6U8rNpjYEEjgoM++LiPUp9T43B24H9s/MW8f/HUpS39gceH9E7Erpk9vvV/Jj4D7K/UrOal8pMxdGxKKIeFZm/oy2+5VEROt+JefS+X4lH8T7lUiaIpzBLEmSJI2xiHg28FxgO2An4E0REfXfu2fmDvW/b3RY/WzgyMzckjKj7nW1/RTglMzcCricUhMf4ERKAmNryqXdnxyv9yVJ/Sgz5wLfodyvZD7w88w8AfhPyv1KrgGuaL9fSUTsVFc/CPh4RPwOeBQD71dyWERcA+wGHFvbjwN2qfcrORw4YrzfnyT1mjOYJUmSpDGWmZdExHPqzOMnUcbdDwKbAmfUtm9QZjCvqM0ZEZsBszPzl7XpTMqsu9OA3YGXtrVfAhwN7FUfAzgP+ExErD3SGXOT6WZSvTYVbuLTDbfLqtwmE8/7lUjS+DHBLEmSJI2Degn1+4F3AF8D1gZ+TJnRdjdwIfAaBt5Q6onALW1/3wJsAjweuCczlwxqH7BOTWjfA2zAynqgqzVZbibVa025iU/TuF1WNRW2yXjfTGoCeL8SSRoFS2RIkiRJ4yQz30tJ9v4d8LzMfFlm3lJvMvUp4MWDVlmLUh+0ZRqwrEM7tb21TLtpbY9JkkYpM8/OzMF9riRpCCaYJUmSpDEWEVvVm/VRk8lfBw6IiJe3LTYNGFzG4kZg47a/N6LMRL4NWC8iptf2jVk5Q/mmuhwRMQNYF7hz7N6NJEmSNDQTzJIkSdLY2xw4NSJmRcRM4CWUmsmfiIjHRMTawGGUOswr1JqeiyLiWbXpYOCiWk95HnBAbT8EuKj+e279m/r4vJHWX5YkSZLWlAlmSZIkaYxl5lzgO8BvgPnAzzPzBOA/gZ9RantekZnnAUTE3IjYqa5+EPDxiPgd8Cjg5Np+OHBYRFwD7AYcW9uPA3aJiKvrMkeM9/uTJEmSWrzJnyRJkjQOMvN9wPsGtZ0CnNJh8R8CD9ZlrgSe3uH5FgJ7dGi/C9h3TeOVJEmSuuEMZkmSJKn3bqPMapYkSZL6ijOYJUmSpB7LzLN7HYMkSZLUDWcwS5IkSZIkSZK6YoJZkiRJkiRJktQVE8ySJEmSJEmSpK6YYJYkSZIkSZIkdcUEsyRJkiRJkiSpKyaYJUmSJEmSJEldmbEmK0fEPsB7gUcC38/MN0fE84GTgNnAVzLz2A7rbQqcDWwIJHBQZt4XEesD5wCbA7cD+2fmrRExEzgd2Al4EDgwM3+3JrFLkiRJkiRJktZM1zOYI2Jz4HPAS4HtgB0jYk/gDOAlwNbAzrVtsFOAUzJzK+By4LjafiIwLzO3Bk4FPlnbjwLur+1vAc7sNm5JkiRJkiRJ0thYkxIZL6PMUL4xMx8GDgAeAP6Qmddl5hLKLOX92leKiLWB3YHza9OZbcvsRZnBDHAesGddfkV7Zv4U2KDOgpYkSZIkSZIk9cialMjYAngoIr4FbApcCFwN3NK2zC3AJoPWezxwT01AD17mia31M3NJRNwDbNDePmidG0Ya7IIFC0a6KDNmr8/CGxYOaNt4vaX8+bq/jfg5Jtr8+fN7HcKoGO/4Mt7x1W/xSpIkSZIkjZc1STDPoMxE3gO4D/gWpT7y8rZlpgHLBq231qBlaFtm2qD21vqD1+n0vKu17bbbMmvWrBEte+U117LZppsNaNt4ow3Z8LFPGc1LTpj58+czZ86cXocxYsY7vox3fLXHu3jx4lGdvJIkSZIkSZps1qRExq3ADzPz9sx8EPgG8Hxg47ZlNgJuHrTebcB6ETG9/r1x2zI31XWIiBnAusCdwI0jeF5JkiRJkiRJ0gRakwTzhcA/RcT6NVm8J6WuckTEFrXtQOCi9pVqveZ5lJrNAIe0LTO3/k19fF5dfkV7ROwKLMrMEZfHkCRJkiRJkiSNva4TzJl5GfBfwKXANcBC4LPAocAFte131Jv5RcRpEbFvXf1w4LCIuAbYDTi2th8H7BIRV9dljqjtnwJm1faTgYO7jVuSJEmSJEmSNDbWpAYzmXkGcMag5h8B23dYfC6wtK63kFK7efDz3QXs26F9EfDqNYlVkiRJkiRJkjS21qRExmjNAH44ga8nSZIkSZIkSRpHazSDeTQy86sT9VqSJEmSJEmSpPE3kTOYJUmSJEmSJEmTiAlmSZIkSZIkSVJXTDBLkiRJkiRJkrpiglmSJEmSJEmS1BUTzJIkSZIkSZKkrphgliRJkiRJkiR1xQSzJEmSJEmSJKkrJpglSZIkSZIkSV0xwSxJkiRJkiRJ6ooJZkmSJEmSJElSV0wwS5IkSZIkSZK6YoJZkiRJkiRJktQVE8ySJEmSJEmSpK6YYJYkSZIkSZIkdcUEsyRJkiRJkiSpKyaYJUmSJEmSJEldMcEsSZIkSZIkSeqKCWZJkiRJkiRJUldm9DoASdLYiIgTgFcAy4HTM/OkiHg+cBIwG/hKZh7bYb1NgbOBDYEEDsrM+yJifeAcYHPgdmD/zLw1ImYCpwM7AQ8CB2bm78b/HUqSJEmSpKZxBrMkTQIR8WzgucB2lMTvmyJie+AM4CXA1sDOEbFnh9VPAU7JzK2Ay4HjavuJwLzM3Bo4FfhkbT8KuL+2vwU4c1zelCRJkiRJajxnMEvSJJCZl0TEczJzSUQ8idK/rw/8ITOvA4iIs4H9gIta60XE2sDuwEtr05nAJcDRwF71MYDzgM/U5fcCjq+v+9OI2CAiNs3MG0Ya74IFC0b1/mbMXp+FNywc0Lbxekv583V/G9XzTIT58+f3OoQR65dYjXPs9Uus/RKnJEmSNJWZYJakSSIzH46I9wPvAL4GPBG4pW2RW4BNBq32eOCezFzSYZkV69fE9T3ABqt53hEnmLfddltmzZo10sW58ppr2WzTzQa0bbzRhmz42KeM+Dkmwvz585kzZ06vwxiRfonVOMdev8Q62jgXL1486pNXkqSpw3JykjR+LJEhSZNIZr6XkgT+O2BLygC6ZRqwbNAqaw1ahrZlpg1qb60/eJ1OzytJkiQ1guXkJGl8mWCWpEkgIraKiB0AMvMB4OvAHsDGbYttBNw8aNXbgPUiYnr9e+O2ZW6q6xARM4B1gTuBG0fwvJIkSVIjZOYlwHPqVXsbMqicXG1vlZNboa2c3Pm16cy2ZfaizGCGUk5uz7ZycufU1/0psEGdBS1Jk5YlMiRpctgceH9E7EqZXfwS4PPARyJiC+A64EDKLI0ValmNecABwLnAIays0Ty3/v3B+vi8unyr/dL6eotGU39ZkiRJmmj9VE5uMt2vpMn3UzC27jQ1tqbGBc2ObayYYJakSSAz50bE04Hf/H/27j9Y7rO+D/1b9rFlUYwFwboWECljiD+4UYqLSMIt4NCGmxnXGYdMCwz2NXAnQDMmTZhpWnqnFvkxNJ1O75CAL24YGyomAhwuLrk0tjsNkGKHhNzLoZjKqp8mjiNbYK4IrrHB1rF++P6x3yPvOVrJe/b82N1zXq8ZT7SffZ7vfnYzfLX67PN8niTHk9zaWrulqr6d5NYk56VXMP50klTVzUk+21r7bJLrknysqq5P74vvm7vL7kmyt6ruSfJIkmu6+A1JPtzF55JcuxbvEQAAlqO19qtV9a+T/IdMcDu59XJeySSf+yC30UxqbpOaVzI5ua32eSUKzADrRGvt15L82qLY55O8bMDw29MrRKe1djC9dhqLr/dwkqsGxI8keety8wVY7xwoBTAZquqlSc5rrX2ttfZ4Vf379O7Px/uGnbGdXGvteAa3kzt0mnZy953hugDrih7MABvTTJLPjTsJgPXKgVIAE+XiJDdV1ebuR7n5dnJVVS/pziO5Ok+3ikvSa6uRZL6dXDK4nVzS106uP66dHLBRWMEMsAG11j417hwA1rPW2her6u92fTlfmEUHSiVJVc0fKHWyoNF3oNTru9DeJF9M8p70Do66vIt/MsmH+g6Uem/3undW1YVVtWPYgsZ66vU5bhuhx+IofC6n8pmsLe3kAFaXAjMAAKyCaTlQar30+hy3SemxOGl8LqfaCJ/Javf6HIV2cgCrR4sMAABYJa21X02vCPyDmeADpQBYQDs5gCVQYAYAgBVWVS+tqsuSpLX2eJJ/n94KuO19w854oFT3eNCBUjnNgVJnui4AQ2qtfaq1NjfuPACmhQIzAACsPAdKAQCwISgwAwDACmut3Z7ktvQOlM57EYIAACAASURBVJpN8iettVuSvC29A6UOJLk3fQdKVdV8L8/rkryzqg4keU2S67v4niSv7A6Oui7Ju7r4DUk2d/EPxoFSAACsIYf8AQDAKnCgFAAAG4EVzAAAMH4OlAIAYCpZwQwAAGPWWvvUuHMAAIBRWMEMAAAAAMBIFJgBAAAAABiJAjMAAAAAACNRYAYAAAAAYCQKzAAAAAAAjESBGQAAAACAkSgwAwAAAAAwEgVmAAAAAABGosAMAAAAAMBIFJgBAAAAABiJAjMAAAAAACNRYAYAAAAAYCQzy5lcVX+UZFuSo13oHyV5cZLrk5yT5Ldbax8aMO+yJDcneU6SO5P8QmvtWFXtSLKvu2ZLck1r7XtVtTXJx5NcnOTbSd7YWvvWcnIHAAAAAGB5Rl7BXFWbklyS5GWttctaa5clOZTkXyZ5dZLLkryzqv7mgOn7kvxia+2SJJuSvKOL35jkxtbaS5N8JcmeLv6+JHe11i5NclOSD4yaNwAAAAAAK2M5LTKq+7//qarurqpfTPK6JF9orT3cWvt+kk8n+YcLJlXtTLKltfblLrQ3yRuq6pwkl3dzTsa7P1+Z3grmJPlkkiu68QAAAAAAjMlyWmQ8N8nnk/zj9Nph/Ockv5fkob4xDyX58UXzXjBgzIuSPD/Jo621Y4viC+Z0rTQeTXJhkm8Om+z+/fuHHZqZLVtz8IGDC2LbLzieB+9/ZOhrrLXZ2dlxp7Ak8l1d8l1d05YvAAAAwGoZucDcWvvTJH86/7iqPpLk/em1s5i3KcmJRVPPSvLUgDGL4+mbu2lRfNB1z2jXrl3ZvHnzUGPvPnBfdu7YuSC2/aJt2fa8Fy/lJdfM7Oxsdu/ePe40hibf1SXf1dWf79zc3JJ+vAIAAABYb5bTg/nVVfVTfaFNSf4qyfa+2EU5dZXxodOMOZzkgqo6u4tv75v7jW5cqmomyflJvjNq7gAAAAAALN9yejBvTfJvquq8qjo/yVuT/K9JfqqqLqyqZyX5B0n+Y/+k1trBJEeq6lVd6Nokd7TWjia5K8mbuvhbktzR/fn27nG65+/qxgMAAAAAMCYjF5hba3+Q5LYk/yXJbJKPtta+lORfJPmjJF9L8onW2v+TJFV1e1W9opt+TZLfqqp7kzw7yQe7+HVJ3llVB5K8Jsn1XXxPkldW1T3dmHeNmjcAAAAAACtjOYf8pbW2J73ib3/sE0k+MWD455I80Y25O6ce/je/uvm1A+IPJ7lqObkCAAAAALCyltMiY6kOJzmwhq8HAAAAAMAqWtYK5qVore1bq9cCAAAAAGD1reUKZgAAAAAA1hEFZgAAAAAARqLADAAAAADASBSYAQAAAAAYiQIzAAAAAAAjUWAGAAAAAGAkCswAAAAAAIxEgRkAAAAAgJEoMAMAAAAAMBIFZgAAAAAARqLADAAAAADASBSYAQAAAAAYiQIzAAAAAAAjmRl3AgCsjKr61SRv7B7e1lr7Z1X175K8Osn3u/ivt9Y+s2jeZUluTvKcJHcm+YXW2rGq2pFkX5JtSVqSa1pr36uqrUk+nuTiJN9O8sbW2rdW+e0BAAAAE8gKZoB1oKpel+Snk/ztJJcl2V1VP5fkFUkub61d1v33mQHT9yX5xdbaJUk2JXlHF78xyY2ttZcm+UqSPV38fUnuaq1dmuSmJB9YrfcFAAAATDYrmAHWh4eS/JPW2pNJUlX/LcmO7r+PVtULk3wmvRXMJ+YnVdXOJFtaa1/uQnuT/HpV3Zzk8iSv74t/Mcl7klzZPZckn0zyoao6p7V2dNhk9+/fv6Q3N7Nlaw4+cHBBbPsFx/Pg/Y8s6TprYXZ2dtwpDG1acpXnypuWXKclTwAA2MgUmAHWgdbaPfN/rqofTq9VxmuSvDbJdUm+m+QPkvx8equO570gveL0vIeSvCjJ85M82lo7tii+YE7XSuPRJBcm+eaw+e7atSubN28ednjuPnBfdu7YuSC2/aJt2fa8Fw99jbUwOzub3bt3jzuNoUxLrvJcedOS61LznJubW/KPVwBsHNrJAaweLTIA1pGq+pEkf5jkn7aen2utPdRaezzJDUn+/qIpZyV5qu/xpiQnBsTTxefH9NvU9xwAAEwU7eQAVpcVzADrRFW9KsmtSd7dWrulqn40ySWttVu7IZuSLG5jcSjJ9r7HF6W3Evlwkguq6uzW2vFuzPwK5W904w5V1UyS85N8ZzXeEwAArADt5MZkkttdyW00k5rbpOaVTHZuK0WBGWAdqKofTPL7Sd7UWvtCF96U5Ler6gtJvpfknUk+1j+vtXawqo5U1ataa19Kcm2SO1prR6vqriRvSvKJJG9Jckc37fbu8W92z9+1lC/MAACwlrSTG49Jbsslt9FMam6TmlcyObmtdjs5BWaA9eFXkpyX5P1VNR/7nST/KsmXkpyT5NbW2ieTpKpuT/Le1tpXklyT5Kaqek6Sryb5YDf/uiQfq6rrkzyQ5M1dfE+SvVV1T5JHuvkALKLfJ8Bk6drJ3ZaunVySn+t77ob0FlH0F5i1kwMYggIzwDrQWvvlJL98mqdvHBD7XJInurl3J/nxAdc8mN6qjsXxh5NcNWquABvBon6fTyX5j4v6fT50hun7kry9tfblqvpIev0+/22e7vd5S1XtSe8Hv/fk6X6fV1bVten1+3zTar03gGmknRzA6lFgBtiYDic5MO4kANaxqen3uZ56fY7bRuixOAqfy6l8JmtLOzmA1aXADLABtdb2jTsHgPVsmvp9rpden+M2KT0WJ43P5VQb4TNZ7V6fI9BODmAVKTADAMAq0e8TYPy0kwNYXWeNOwEAAFiPun6fn0/yz1trH6uqH62qf9A3ZKR+n118UL/P6PcJsCK0kwNYAgVmAABYYX39Pq9urd3Shef7fT63qs5Jr9/nZ/rndSvijnTF6aSv32eS+X6fyeB+n4l+nwDL1lrb11pbvGsEgNPQIgMAAFaefp8AAGwICswAALDC9PsEAGCj0CIDAADGT79PAACmkhXMAAAwZq21fePOAQAARmEFMwAAAAAAI1FgBgAAAABgJArMAAAAAACMRIEZAAAAAICRKDADAAAAADASBWYAAAAAAEaiwAwAAAAAwEgUmAEAAAAAGIkCMwAAAAAAI1FgBgAAAABgJArMAAAAAACMRIEZAAAAAICRKDADAAAAADASBWYAAAAAAEaiwAwAAAAAwEgUmAEAAAAAGIkCMwAAAAAAI1FgBgAAAABgJDPLvUBV/R9Jnt9ae1tVXZbk5iTPSXJnkl9orR1bNH5rko8nuTjJt5O8sbX2rao6N8lHkrwiyRNJrm6t3VtVm5L8myQ/k+REkne01r603LwBAAAAAFieZa1grqqfSvLWvtC+JL/YWrskyaYk7xgw7X1J7mqtXZrkpiQf6OK/lOT7XfzdSfZ28X+Q5NIkfzPJ65PsraplF8YBAAAAAFiekQvMVfW8JP8yyW92j3cm2dJa+3I3ZG+SNwyYemV6K5iT5JNJrqiqc/rjrbU7k1xYVTu6+C2ttROttf+e5IEkf2fUvAEAAAAAWBnLWQn84ST/IskPdo9fkOShvucfSvKiAfNOjmutHauqR5NceIb5w173jPbv3z/02JktW3PwgYMLYtsvOJ4H739kqS+7ZmZnZ8edwpLId3XJd3VNW74AAAAAq2WkAnNVvT3Jg621z1fV27rwWUme6hu2Kb2eyYttGvD4xBnmD3vdM9q1a1c2b9481Ni7D9yXnTt2Lohtv2hbtj3vxUt92TUxOzub3bt3jzuNocl3dcl3dfXnOzc3t6QfrwAAAADWm1FXML8pyfaq+lqS5yV5dnpF4O19Yy5K8s0Bc7/RPXeo66V8fpLvJDnUzb9v0fz5+DNdFwAAAACANTRSD+bW2v/SWtvVWrssyXuTfLa19r8lOVJVr+qGXZvkjgHTb0/ylu7Pb0rvwL+j/fGqenWSI621B7r4NVV1dlW9JMklSf7fUfIGAAAAAGDlLKcH8yDXJLmpqp6T5KtJPpgkVfUbSb7ZWvudJHuS7K2qe5I80s1JkhuSfLiLz6VXoE6STyf5iSRf7x7/fGvtiRXOGwAAAACAJVp2gbm1tjfJ3u7Pdyf58QHDfj/J/9yNeTjJVQOucyTJWwfEn0ryK91/AAAAAABMiJFaZIxge5JPrNFrAQAAAACwBla6RcZArbXb1uJ1AAAAAABYO2u1ghkAAAAAgHVGgRkAAAAAgJEoMAMAAAAAMBIFZgAAAAAARqLADAAAAADASBSYAQAAAAAYiQIzAAAAAAAjUWAGAAAAAGAkM+NOAICVUVW/muSN3cPbWmv/rKpel+T9SbYk+b3W2vUD5u1Isi/JtiQtyTWtte9V1dYkH09ycZJvJ3lja+1bVXVuko8keUWSJ5Jc3Vq7d5XfHgAAADCBrGAGWAe6QvJPJ/nbSS5Lsruq3pzko0l+NsmlSX6sqq4YMP3GJDe21l6a5CtJ9nTx9yW5q7V2aZKbknygi/9Sku938Xcn2bsqbwoAAACYeArMAOvDQ0n+SWvtydba0ST/LcklSf68tXZ/a+1YequU39A/qarOSXJ5kk93ob19Y65MbwVzknwyyRXd+JPx1tqdSS7sVkEDAAAAG4wWGQDrQGvtnvk/V9UPp9cq44b0Cs/zHkryokVTn5/k0a4AvXjMC+bnt9aOVdWjSS7sjy+a88Cw+e7fv3/YoUmSmS1bc/CBgwti2y84ngfvf2RJ11kLs7Oz405haNOSqzxX3rTkOi15AjD5tJMDWD0KzADrSFX9SJLbkvzTJMfSW8U8b1OSE4umnJXkqUWx+TGbFsXn5y+eM+i6Z7Rr165s3rx56PF3H7gvO3fsXBDbftG2bHvei5fysqtudnY2u3fvHncaQ5mWXOW58qYl16XmOTc3t+QfrwDYGBa1k3sqyX/s2sn96yQ/meTBJLdV1RWttTsWTZ9vJ3dLVe1Jr53ce/J0O7krq+ra9NrJvSl97eSq6vL0dgi+ctXfJMAYKTADrBNV9aoktyZ5d/cF+CeTbO8bclGSby6adjjJBVV1dmvteDd+fsw3ujmHqmomyflJvpPkUDfuvjNcFwAAJsXJdnJJUlUL2sl1sfl2cicLzH3t5F7fhfYm+WJ6BeYru+eSXju5D/W1k3tv0msnV1UXVtWO1tqG3O03ybuR5DaaSc1tUvNKJju3laLADLAOVNUPJvn9JG9qrX2hC/9Z76l6SZL7k1yd3qF/J7XWjlbVXemttvhEkrfk6S/Vt3ePf7N7/q5u/Hz8j6vq1UmOLOULM8BGYCs2wOSYtnZy62W33yTvmpLbaCY1t0nNK5mc3FZ7t59D/gDWh19Jcl6S91fV16rqa0ne1v13a5IDSe5Nd5hfVd1cVVd1c69L8s6qOpDkNUnmCx57kryyqu7pxryri9+QZHMX/2CSa1f3rQFMl0VbsS9Lsrvbiv3RJD+b5NIkP1ZVVwyYPr8V+6VJvpLevTh5eiv2pUluSm8rdtK3FTvJu9NbXQfAAF07uT9Mr53cX+aZ276NpZ0cwLSxghlgHWit/XKSXz7N0y8bELs9yfFu7sEkrx1wzYeTXDUgfiTJW0fNFWADsBV7g9oIW2BH4XM5lc9k7WknB7B6FJgBNqaZ9A4DBGCF2Yq9MU3KFthJ43M51Ub4TCbt4FXt5ABWlwIzwAbUWvvUuHMAWO+6rdi3pbcV+1h6q5jn2YoNsHb628nNx34nT7eTOy+9gvHJdnJJPtta+2x6reI+VlXXp/fj3Zu7+XuS7O3axj2S5JoufkOSD3fxuWgnB2wACswAALDCbMUGmBzayQGsLof8AQDACurbin11a+2WLnxyK3ZVnZ3eVuw7+ue11o4mmd+KnQzeip30bcXuj9uKDbBiZpJ8btxJAEwLK5gBAGBl2YoNMMW0kwNYGgVmAABYQbZiAwCwkWiRAQAA42UrNgAAU8sKZgAAGCNbsQEAmGZWMAMAAAAAMBIFZgAAAAAARqLADAAAAADASBSYAQAAAAAYiQIzAAAAAAAjUWAGAAAAAGAkCswAAAAAAIxEgRkAAAAAgJEoMAMAAAAAMBIFZgAAAAAARqLADAAAAADASBSYAQAAAAAYiQIzAAAAAAAjUWAGAAAAAGAkCswAAAAAAIxEgRkAAAAAgJEoMAMAAAAAMBIFZgAAAAAARqLADAAAAADASBSYAQAAAAAYiQIzAAAAAAAjUWAGAAAAAGAkCswAAAAAAIxEgRkAAAAAgJHMLGdyVf1Gkn+Y5KkkH2mtvb+qXpfk/Um2JPm91tr1A+btSLIvybYkLck1rbXvVdXWJB9PcnGSbyd5Y2vtW1V1bpKPJHlFkieSXN1au3c5uQMAAAAAsDwjr2Cuqp9M8veS/K30Cr//uKpeluSjSX42yaVJfqyqrhgw/cYkN7bWXprkK0n2dPH3JbmrtXZpkpuSfKCL/1KS73fxdyfZO2reAAAAAACsjJELzK21Lyb5u621Y+mtRJ5JsjXJn7fW7u/i+5K8oX9eVZ2T5PIkn+5Ce/vGXJneCuYk+WSSK7rxJ+OttTuTXNitggYAAAAAYEyW1SKjtXa0qn49ya8k+b+SvCDJQ31DHkryokXTnp/k0a4AvXjMyfmttWNV9WiSC89w3QeGzXX//v3DDs3Mlq05+MDBBbHtFxzPg/c/MvQ11trs7Oy4U1gS+a4u+a6uacsXAAAAYLUsq8CcJK21X62qf53kPyS5JL1+zPM2JTmxaMpZi8akb8ymRfH5+YvnDLruGe3atSubN28eauzdB+7Lzh07F8S2X7Qt25734qW85JqZnZ3N7t27x53G0OS7uuS7uvrznZubW9KPVwAAAADrzXJ6ML+0qi5Lktba40n+fZLXJtneN+yiJN9cNPVwkguq6uzu8fa+Md/o5qSqZpKcn+Q7SQ4NcV0AAAAAANbQyAXmJBcnuamqNlfVuekd7PfhJFVVL+kKyFcnuaN/UmvtaJK7krypC72lb8zt3eN0z9/VjT8Zr6pXJznSWhu6PQYAAAAAACtvOYf83Z7ktiT/Jclskj9prd2S5G1Jbk1yIMm96Q7zq6qbq+qqbvp1Sd5ZVQeSvCbJ9V18T5JXVtU93Zh3dfEbkmzu4h9Mcu2oeQMAAAAAsDKWe8jfryX5tUWxzyd52YDhtyc53o05mF47jcXXezjJVQPiR5K8dTm5AgAAAACwspbTImOpZpJ8bg1fDwAAAACAVbSsFcxL0Vr71Fq91mo4dvxEDj/8+ILYlvNmcv6zzh1TRgAAAAAA47VmBeZpN3f0eL7+F3+9IPby2qbADAAAAABsWGvZIgMAAAAAgHVEgRkAAAAAgJEoMAMAAAAAMBI9mAHWkap6TpI/SfIzrbW/qqp/l+TVSb7fDfn11tpnFs25LMnNSZ6T5M4kv9BaO1ZVO5LsS7ItSUtyTWvte1W1NcnHk1yc5NtJ3tha+9YavD0AAABgwigwA6wTVfUTSW5Kcklf+BVJLm+tPXSGqfuSvL219uWq+kiSdyT5t0luTHJja+2WqtqTZE+S9yR5X5K7WmtXVtW1ST6Q5E0r/44AAGDlWIwBsDoUmAHWj3ckeVeS302SqnpWkh1JPlpVL0zymfS+NJ+Yn1BVO5Nsaa19uQvtTfLrVXVzksuTvL4v/sX0CsxXds8lySeTfKiqzmmtHR020f379y/pjc1s2ZqDDxxcENt+wfE8eP8jS7rOWpidnR13CkObllzlufKmJddpyROAyWcxBsDqUWAGWCdaa29PkqqaD12U5AtJrkvy3SR/kOTn0/tiPe8FSfq/UD+U5EVJnp/k0dbasUXxBXO61RuPJrkwyTeHzXXXrl3ZvHnzsMNz94H7snPHzgWx7Rdty7bnvXjoa6yF2dnZ7N69e9xpDGVacpXnypuWXJea59zc3JJ/vAJgQ5maxRgA00aBGWCdaq39ZZKfm39cVTckeUsWFpjPSvJU3+NNSU4MiKeLz4/pt6nvOQA6tmIDTI5pWoyxnnb7TfJuJLmNZlJzm9S8ksnObaUoMAOsU1X1o0kuaa3d2oU2JVm8cuJQku19jy9K78vv4SQXVNXZrbXj3Zj5L8Xf6MYdqqqZJOcn+c7qvAuA6WQrNsBkm+TFGOtlt98k75qS22gmNbdJzSuZnNxWe7efAjPA+rUpyW9X1ReSfC/JO5N8rH9Aa+1gVR2pqle11r6U5Nokd7TWjlbVXekVKT6R3pftO7ppt3ePf7N7/i5b/gBOMTVbsdfTSrlx2wgrlEbhczmVz2T8LMYAWDkKzADrVGvt61X1r5J8Kck5SW5trX0ySarq9iTvba19Jck1SW7qtnJ/NckHu0tcl+RjVXV9kgeSvLmL70myt6ruSfJINx+APtO0FXu9rJQbt0lZoTRpfC6n2gifyZT0xbcYA2CFKDADrDOttR/q+/ON6W2rXuxzSZ7oxtyd5McHXOdgktcOiD+c5KqVyRZgY5jkrdgAG5HFGAArR4EZYGM6nOTAuJMA2ChsxQaYDBZjAKy8s8adAABrr7W2r7W2eDUcAKtnfiv2c6vqnPS2Yn+mf0BXrDhSVa/qQie3YieZ34qdDN6KndiKDbBSLMYAWAIFZgAAWGWtta8nmd+KfSDJ1/q3YlfVK7qh1yT5raq6N8mzs3Ar9jur6kCS1yS5vovvSfLKbiv2dekdLAjAMliMAbA0WmQAAMAqsRUbAID1zgpmAAAYL1uxAQCYWlYwAwDAGLXW9o07BwAAGJUVzAAAAAAAjESBGQAAAACAkSgwAwAAAAAwEgVmAAAAAABGosAMAAAAAMBIFJgBAAAAABiJAjMAAAAAACNRYAYAAAAAYCQKzAAAAAAAjESBGQAAAACAkSgwAwAAAAAwEgVmAAAAAABGosAMAAAAAMBIFJgBAAAAABiJAjMAAAAAACNRYAYAAAAAYCQKzAAAAAAAjESBGQAAAACAkSgwAwAAAAAwEgVmAAAAAABGosAMAAAAAMBIFJgBAAAAABiJAjMAAAAAACNRYAYAAAAAYCQKzAAAAAAAjESBGQAAAACAkSgwAwAAAAAwkplxJwAAK+Wxx5/ME0eOLYhtOW8m5z/r3DFlBAAAAOubAjMA68YTR47lq+3wgtjLa5sCMwAAAKwSLTIAAAAAABiJAjMAAAAAACNZVouMqvrVJG/sHt7WWvtnVfW6JO9PsiXJ77XWrh8wb0eSfUm2JWlJrmmtfa+qtib5eJKLk3w7yRtba9+qqnOTfCTJK5I8keTq1tq9y8kdAAAAAIDlGXkFc1dI/ukkfzvJZUl2V9Wbk3w0yc8muTTJj1XVFQOm35jkxtbaS5N8JcmeLv6+JHe11i5NclOSD3TxX0ry/S7+7iR7R80bAAAAAICVsZwVzA8l+SettSeTpKr+W5JLkvx5a+3+LrYvyRuS3DE/qarOSXJ5ktd3ob1JvpjkPUmu7J5Lkk8m+VA3/sok702S1tqdVXVhVe1orT0wbLL79+8f+o3NbNmagw8cXBB74Q+cc0ps+wXH8+D9jwx93dU0Ozs77hSWRL6rS76ra9ryBQAAAFgtIxeYW2v3zP+5qn44vVYZN6RXeJ73UJIXLZr6/CSPttaODRjzgvn5rbVjVfVokgv744vmDF1g3rVrVzZv3jzU2LsP3JedO3YuiD372c8+Jbb9om3Z9rwXD5vCqpmdnc3u3bvHncbQ5Lu65Lu6+vOdm5tb0o9XAAAAAOvNsg/5q6ofSfKHSf5pkr9M8lTf05uSnBjwmk8tis2P2bQoPj9/8ZxB1wUAAAAAYA0tq8BcVa9K8vkk/7y19rEkh5Js7xtyUZJvLpp2OMkFVXV293h735hvdHNSVTNJzk/ynSGvCwAAAADAGlrOIX8/mOT3k1zdWrulC/9Z76l6SVdAvjp9/ZeTpLV2NMldSd7Uhd7SN+b27nG65+/qxp+MV9WrkxxZSv9lAAAAAABW3nIO+fuVJOcleX9Vzcd+J8nbktzaPXd7kk8nSVXdnOSzrbXPJrkuyceq6vr0+ii/uZu/J8neqronySNJruniNyT5cBefS3LtMvIGAAAAAGAFLOeQv19O8sunefplA2K3JznezT2Y5LUDrvlwkqsGxI8keeuouQIAAAAAsPKWs4J5lNe6bQ1fD2DDqarnJPmTJD/TWvurqnpdkvcn2ZLk91pr1w+YsyPJviTbkrQk17TWvldVW5N8PMnFSb6d5I2ttW9V1blJPpLkFUmeSK9V0r1r8PYAAACACbNmBebW2qfW6rUANqKq+okkNyW5pHu8JclHk/xkkgeT3FZVV7TW7lg09cYkN7bWbqmqPem1K3pPkvel1wv/yqq6NskH0uuP/0tJvt9au7SqLk+yN8krV/0NAgDAMliMAbA61nIFMwCr6x1J3pXkd7vHP57kz1tr9ydJVe1L8ob0Hb5aVeckuTzJ67vQ3iRfTK/AfGX3XJJ8MsmHuvFXJnlvkrTW7qyqC6tqx1IOX92/f/+S3tjMlq05+MDBBbHtFxzPg/c/MmDcoWcct5pmZ2fX7LWWa1pylefKm5ZcpyVPACafxRgAq0eBGWCdaK29PUn6Dl59QZKH+oY8lORFi6Y9P8mjrbVjA8acnN9aO1ZVjya58AzXHbrAvGvXrmzevHnY4bn7wH3ZuWPngtj2i7Zl2/NevCB2+OHHs/O7Zz/juNUyOzub3bt3r8lrLde05CrPlTctuS41z7m5uSX/eLXarJQDmChTsxgDYNooMAOsX2clearv8aYkJ55hTPrGbFoUn58/zHUBNjQr5QAmyzQtxlit3X7jMMm7keQ2mknNbVLzSiY7t5WiwAywfh1Ksr3v8UVJvrlozOEkF1TV2a214934+THf6OYcqqqZJOcn+U7fde87w3UBNrqpWSm3ngoZ47YR/gE5Cp/LqXwmE2FiF2Os1m6/tTbJu6bkNppJzW1S80omJ7fV3u2nwAywfv1ZkqqqlyS5P8nV6a2eO6m1drSq7kpvFdwnkrwlTxc7wZOaeAAAIABJREFUbu8e/2b3/F3d+Pn4H1fVq5McseUPYKFpWim3XgoZ4zYp/4CcND6XU22Ez2QS2xYNYDEGwAo5a9wJALA6WmtHkrwtya1JDiS5N8mnk6Sqbq6qq7qh1yV5Z1UdSPKaJPM9QfckeWVV3dONeVcXvyHJ5i7+wSTXrv67AZh6E7tSDmCDOrkYo6rOTm8xxoK2Ra21o0nmF2MkgxdjJH2LMfrjFmMAG4UVzADrTGvth/r+/PkkLxsw7PYkx7sxB5O8dsB1Hk5y1YD4kSRvXZlsATYMK+UAJkhr7UhVvS29xRjnpff9+ORijCSfba19Nr2FFh+rquvT2x3y5u4Se5Ls7RZdPJLkmi5+Q5IPd/G5WIwBbAAKzAAb00yS28adBMAGom0RwASwGANg5WmRAbABtdY+1VqbG3ceABuFtkUAU2UmyefGnQTAtLCCGQAAVomVcgDTp7X2qXHnADBNrGAGAIDxslIOAICpZQUzAACMkZVyAABMMyuYAQAAAAAYiRXMAADAshw7fiKHH358QWzLeTM5/1nnjikjAADWigIzAACwLHNHj+frf/HXC2Ivr20KzAAAG4AWGQAAAAAAjESBGQAAAACAkSgwAwAAAAAwEgVmAAAAAABGosAMAAAAAMBIFJgBAAAAABiJAjMAAAAAACNRYAYAAAAAYCQz404AAABYf44dP5HDDz++ILblvJmc/6xzx5QRAACrQYEZAABYcXNHj+frf/HXC2Ivr20KzAAA64wWGQAAAAAAjESBGQAAAACAkSgwAwAAAAAwEgVmAAAAAABG4pA/AAAAgA3oscefzBNHji2IbTlvxoGswJIoMAMAAABsQE8cOZavtsMLYi+vbQrMwJJokQEAAAAAwEgUmAEAAAAAGIkWGQAAAADr3KB+y3NHj48pG2A9UWAGAAAAWOcG9Vuunc8dUzbAeqJFBgAAAAAAI1FgBgAAAABgJArMAAAAAACMRIEZAAAAAICRKDADAAAAADASBWYAAAAAAEaiwAwAAAAAwEgUmAEAAAAAGIkCMwAAAAAAI1FgBgAAAABgJDPjTgAAANgYjh0/kcMPP74gtuW8mZz/rHPHlBEAAMulwAzAuqaYATA55o4ez9f/4q8XxF5e29yTAQCmmAIzAOuaYgYAAAzPAg1gqRSYAQAAAEhigQawdMsuMFfVc5L8SZKfaa39VVW9Lsn7k2xJ8nuttesHzNmRZF+SbUlakmtaa9+rqq1JPp7k4iTfTvLG1tq3qurcJB9J8ookTyS5urV273JzBwAAAABgdGctZ3JV/USSP05ySfd4S5KPJvnZJJcm+bGqumLA1BuT3Nhae2mSryTZ08Xfl+Su1tqlSW5K8oEu/ktJvt/F351k73LyBgAAAABg+Za7gvkdSd6V5He7xz+e5M9ba/cnSVXtS/KGJHfMT6iqc5JcnuT1XWhvki8meU+SK7vnkuSTST7Ujb8yyXuTpLV2Z1VdWFU7WmsPDJvo/v37h35TM1u25uADBxfEXvgD55wS237B8Tx4/yNDX3c1zc7OjjuFJZHv6pLv6pq2fBnOY48/mSeOHFsQ02sOAAAAzmxZBebW2tuTpKrmQy9I8lDfkIeSvGjRtOcnebS1dmzAmJPzW2vHqurRJBee4bpDF5h37dqVzZs3DzX27gP3ZeeOnQtiz372s0+Jbb9oW7Y978XDprBqZmdns3v37nGnMTT5ri75rq7+fOfm5pb04xWT7Ykjx/LVdnhBTK85AAAAOLOVPuTvrCRP9T3elOTEM4xJ35hNi+Lz84e5LgADVNUfpdfz/mgX+kettT/re35g7/yquizJzUmek+TOJL/Q/fg3sI/+Wr0fAAAAYHKsdIH5UJLtfY8vSvLNRWMOJ7mgqs5urR3vxs+P+UY351BVzSQ5P8l3+q573xmuC8AiVbUpvT75O/t2jvQ/P987/yeTPJjktqq6orV2R3pF5Le31r5cVR9Jry3Sv83TffRvqao96fXRf8/avCMAAFg5FmMALN+yDvkb4M+SVFW9pKrOTnJ1+vovJ0lr7WiSu5K8qQu9pW/M7d3jdM/f1Y0/Ga+qVyc5spT+ywAb2HwPo/9UVXdX1S8uev5k7/yuAL0vyRuqameSLa21L3fj9nbx+T76n+6Pr+YbAFhvquqPquqeqvpa999PLHr+dVX19ar686p6X1/8sqr6SlX996q6uVuQkaraUVV3VtW9VfV/V9Wz1/o9AUyjvsUYL2utXdb9119cnl+M8bNJLk3yY1V1Rff0viS/2Fq7JL1d1u/o4vOLMV6a5CvpLcYAWNdWdAVza+1IVb0tya1JzkuvMPzpJKmqm5N8trX22STXJflYVV2fXh/lN3eX2JNkb1Xdk+SRJNd08RuSfLiLzyW5diXzBljHnpvk80n+cZJzkvznqmqttT/snj9dj/vTxc/UR39oS+1dPejw1UEHrfbGHVoQG/aQ1kFzRznMdZoOgZyWXOW58qYl12nJcynsLAGYKP2LMX4gyU2ttf+z7/mTizGSpKrmF2McyKmLMX69q3tcnuT1ffEvZon35HF/Vx4U+6Ft5+ahbz20IDZzVnLk+2f+rjzJf5fLbTSTmtuk5pVMdm4rZUUKzK21H+r78+eTvGzAsNuTHO/GHEzy2gHXeTjJVQPiR5K8dSVyBdhIWmt/muRP5x93BYm/n2S+wHy6HvfDxpMReuIv5eDVZPDhq4MOWj388OPZ+d2zF8SGPaR10NylHuY6TYdWTkuu8lx505LrUvOcooNXJ66YsRKFjGELFMP+6DetNsI/IEfhczmVz2RiTORijHF/Vx4U27zlb+SvDj+5IPbyOvN35Un+ziG30UxqbpOaVzI5ua32d+WV7sH8TK912xq+HsCG17UV2tz9+Jf0CsVH+4acrnf+6eJn6qMPwDObuGLGShQyhi1QDPuj3zSalH9AThqfy6k2wmcyLT/6TepiDIBps9I9mE+rtfap1trcWr0eAEmSrUn+TVWdV1Xnp7cb5DN9zw/snd/tNDlSVa/qxl3bxc/URx+AZ9Ba+9PW2ltaa99trf11kvlixjzFDIA1UlWvrqqf6gut2GKMLm4xBrAhrFmBGYC111r7g/R2j/yXJLNJPtpa+9PuUKkXdC2I3pZe7/wDSe7N0wf4XZPkt6rq3iTPTvLBLn5dknd227Vfk+T6tXo/K+XY8RM5/PDjC/6bO3p83GkBG4BiBsBEsRgDYAWsZYsMAMagtTZ/4FO/P0ryve75gb3zW2t3p9cLdHF8YB/9aTJ39Hi+/hd/vSBWO587pmyADWZrkt+oqr+TXouMtyb5hb7nTxYzktyfXjHjo621g1V1pKpe1Vr7UvqKGVU1X8z4RBQzAIbWWvuDqvqJ9BZjnJ3kQ/OLMZL8/dbaN6vqbektxjgvvbOl+hdj3FRVz0ny1SxcjPGxqro+yQNJ3rxmbwhgTBSYATaYqtqU5CuttUfHnQvARqOYATBZLMYAWD4FZoANprX2VJKPjzsPgI1KMQNgclmMAbB0CswAADBGihkAk8NiDIClU2AGYCrNH9TXz0F9wDTa6MWMQffzJNly3kzOf9a5Y8gIAIClUGAGYCo5qA9gfRh0P0+Sl9c2BWYAgClw1rgTAAAAAABgOikwAwAAAAAwEgVmAAAAAABGogczAAAAwDqyFgdiD3oNB7TCxqTADAAAALCOrMWB2INewwGtsDEpMAPAEjz2+JN54sixBTErNQAAANioFJgBYAmeOHIsX22HF8Ss1AAAAGCjcsgfAAAAAAAjsYIZAACYOA6PAgCYDgrMAADAxHF4FMD06f9xcGbL1hx++HE/DsIGoMAMAAAAwLL1/zh48IFD2fnds/04CBuAHswAAAAAAIzECmYAOI1B/T/njh4fUzYAAAAweRSYAeA0BvX/rJ3PHVM2AAAAMHm0yAAAAAAAYCRWMAPAGnrs8SfzxJFjC2JO1gYAAGBaKTADwBp64sixfLUdXhBzsjbAcAb1xvcjHcBkG3TvPuus5MSJhePcz2F6KTADAABTYVBvfD/SAUy2051r0g7+jwUx93OYXnowAwAAAAAwEiuYAQCAqaVtBgDAeCkwAwAAU2vQ1uu/9ZLnO1AVAGCNKDADwDLNr56b2bJ1wSq65RQzHnv8ScURgBHp1QwAsHYUmAFgmeYLGQcfOJSd3z37ZHzQCrq5o8eHuuYTR47lq+3wgpjiCAAA69WglkeJRRYwDRSYAWCVnO7EbAAAYKFB350TiyxgGigwA8A6o70GwKkcBggAsDoUmAFgndFeA+BUwx4GeNZZyYkTC+cqRAOMz6AfCN2rYbIoMAMAABvS6VoZtYP/Y0HMj3QA4+NeDZNPgRkAxmzQqoxhDwMEAACAcVJgBoAxG9dhgHo1AwxnmO3ZM1u25rHHn3QPBQA2HAVmAJgSw/afG3b1s17NAMMZZnv2wQcOZftF291DAYANR4EZAKbEsP3n1mL1MwAATJJBizEG7c577PEnM7Nl64KxDg2E5VFgBgAAWAGDihuJIgXAWhi0GONvveT5p7SEmzt6PF/+r4ey87tnn4w5NBCWR4EZAABgBQwqbiSTX6QY1JPfaj5gPRjXWSew0SgwA8AGsHhV3cyWrUP3aj4dhwQCDGfYbduDDFv8XU5s7ujx3POX31kQG7Sab9BKwNNd098HALBxKDADwAawePXGwQcO5adf8/xlXdMhgQDDGXbb9qCi7KB77en67y8nNur7ON01599ff59ThWhgmgx7wLZ7GygwAwB9lrPK7nSsdAY41VJ6hU6j+fd38IGn+5zqcQpMk6UcsO3exkanwAwAnDRswWN+7DCWs9L5vL+xdcUL3gCTaiP2Cl2NHzYBxs29jY1GgRkAOKMzbYlebNCX6eWsvjt2IkMVp5ezSnrQ3KXMB2B0y2kfAjCplrJoY3GLjZktW/PY408O9X13Ldpz9L/ufNsj92QWU2AGAFbMsKvvhu1pN3POeUmOPuPrLmeV9KC5p5t/ukI2ACtH0RlYj4btY3/wgUO58ML/aWDLpFEPZB10vxy2YN3/uvNtjwa9xqC5S3lt9/Tp5l9EAMCaG7an3Qt/4JxT5i5nlfSgL7NLWWF9ukI2AKtL0RnYSJbTMmkpPf6HKVgPet1hv8sv5bXd06ebAvMqGPaXmOVsb7BFAYCNajmrpE/3RXqQlW73YaUGwMoa9PeBg7UATjXOHv/DvvawhfFBdbPnPHf7yD2vx9V6ZL2ZmgJzVV2d5Pok5yT57dbah8ac0mkNu0130LhhTx/tnzu/RWE5PSmH/R/UUuafbtx8QfxM44DJN033ZTam5X6RXkohe/Hfbc+0vXDeSveTZuNyT4aeYVswua+y2tyXYfmWsuvxvkX1tWGL08Ou5PYD5plNRYG5ql6Y5F8m2Z1kLsmfVNUftdYOjDezybfSxe6lzD/duC//115BfN5y+gPp5QPj4b4MT5s7evyUv9uG3V447CrrYb8gK6JsTO7J8LRhixG2YrOa3Jdh/Ib9+2CtVnKvd1NRYE7yuiRfaK09nCRV9ekk/zDJbwwx9+wkefLJJ4d+sadOHM9Zi2LHjx3NWVm4LfbY0SczN3d2Fjt29Mmhxg4aN+zr9M89d2ZTzsrxoV9jObksZf7pxs3nO+/xJ47kL7/x3QXjdl38Azn37KcWxB577InsX/QP7uWMS5LvP3E0R+bO/A/2szefn4cf+V7+xpZznnHueZtnVn3cMObm5pY8Z5ymNd+++8qpN4L1b9T78pLvycnw9+Vxxxbf38adz5li585sWtb11irvp05sGsvntdT5o/7/ftDfgRe/8IKhxw0Te+kPPS+PPfZ0Efvszefnm//fI0MXqEf9u2glLOXvB/fk9XVPXo1rjuu+Okk5rkbsmcb23x8nKe9B99XF98t5w94vh42du+X8qfv+u1Qb/J6crMP78iix+f/9T+LfB5PyvX1QfLnf0yfp/6drleNa/JvhdDXAYUzCPX+178ubnnrq1KLbpKmq//3/Z+/O4yy5yvrxf0JCFnaRBIKYIEQeIxECAUHZoiIYA4hswYSwCYqIiOLyE9lU4AuCKAICsoUQgmgQQSAqCEIAURkEDMsBAiQEgmyyk5Dt98epTu50eqa7a6b71u15v1+vvDJdXVX3qeq6p049dZYkV22tPX74+WFJfry19iurbbtt27bbJzljg0ME9mx3OOqoo9417yA209hyWZkMbAJlsjIZmI49rkxOlMvApG1IubwoLZivlGQ2E75XkhVGB17RfyW5Q5LzkhVepQCMt3eSg9PLmT3N2HJZmQxsFGXy5ZTJwLztyWVyolwGpmdDy+VFSTCfm17ILrleks+vZcOjjjrqgiR73BtTYNOcNe8A5mRUuaxMBjaYMrlTJgNTsKeWyYlyGZimDSuXFyXB/NYkT66qA5N8O8m9k6w6PAYAG0a5DDAdymSAaVEuA3uU5ePAT1Jr7XNJ/jDJ25N8IMmprbX/nG9UAHsu5TLAdCiTAaZFuQzsaRZikj8AAAAAAKZnIVowAwAAAAAwPRLMAAAAAACMIsEMAAAAAMAoEswAAAAAAIwiwbzAquqq844BAAAAANhzSTAvqKq6R5KnSDKzpKr2mv3/IljEWBcpZjbPIl0fixLrosSZLFaswO6nDLgi52RlzgvM35S/h2JjkUkwD6rqRlV1ZFVduar2nnc8O1NVd0vy5CSntta+PedwtrQFS+BfNUlaa5cmSVVN+vtdVT+R5Keqaq8FuUkt1PlddItUJg8W6fq49vD/fZJJx+qcbpIFKYMXJs6tagHL5c20SOXVZlnocnEDuVbYLZTJu2TK38Mpx6ZcZ6f2uvTSS+cdw9xV1b2SPDXJuUm+mOT9SV7SWvv6XANbQVXdLMnfJzkqyR2S3Cf9RcFbkrxhijEvqaobJrkkyZdba98Zlu21VHhOTVUdk+SWSZ7TWvvWvOPZmao6NskDk3wlybYkp7fWPl9VV2qtXTLf6K6oqn4+ybOT3Ke1dubM8kleD4t2fhfdIpXJyWJdH0Osj0nyqSRfTfLXrbVPTy1W53RjDS/4bprkrCSfaK2dO8V4FyXOPcGilcubaZHKq82yiOXiZnCtsLssQpk81Wf/KX8PFyA25To7tce/cRhaqD4gyfGttZ9N8vokhyZ5XFVdY67Brewb6X+3JyX5zSQvTP+S3yLJI6f69nK4Cf5tkpcmeXpV/XrS38xNsUXS0Er8GUnevDy5PLV4q+qI9OvgRUn+J8kPJ3leVR3SWrtkgvH+dJI/S3K3JJdU1fFVdeequs5wPUyqXKqqm2aBzu+iW7QyeZG+f1V1kyTPS/KUJKcluSDJ31fVTYZYJ/HdW7BzWlmAczpreMH3iiRHJDkuySlVdcupxbsoce4JFq1c3kyLVF5tlkW512w21wq7yyKUyVN99p/y93DKz5zKddbKhZBcmuTAJIcMP5+W5B+T7J/kgVNL2LbWPpP+VuvYJKe11t6b/kU/I7217b7zi25lVXXNJL+V5FeSHJ/k7Ul+pqqekFze/WMqqurIJM9KT4Bep6r+qqqeUlXHJ9OLN/1v/sbW2ttaay9I8uIkLcmzqup6E4z3LknemOQHk5yc5JgkD0vywqr6gQm+Ad0//e3xopzfRbdQZXIW6/t3fpJ3tNbekeSt6S1f/iHJq6rqhhP67u2b5E0LdE7fsgDndNbtkvxBa+0xSR6X/mB6SlXdYt4PMMssSpx7gkUrlzfTIt0DNsui3Gs22yLd25i2SZfJE3/2n3KZPeVnTuU6a7LHJ5iH7hovTXJMVd18+HK8Lcn7ktwxE0zYJnlPkj9J8uEkaa1d1Fp7XfqYOIfOM7Ad2Dv9WvtSa+1LSf4lyV8muVlV/cpcI1vZ9yX5epKfTfJ7Sd6RfiP/xap6zDwDm1VVNxtaAx+Y5G5Vdc8kaa2dleRlSc5O8vPDunN/EB/ivW36cC73TvLcJD/XWjsx/Tx/Msk9hnWnEO8PV9Utk3w3yZ2q6v7JdM/vVrEoZfIiff+q6uZVdd/0LpS3r6pHttYuba1dmOTpSf4pya9U1T5zbh1xs6q6S5KrJ7nrEPNUz+nNqupnkxycHusjpnhOlxti+b4kd0qS1tpXk/xF+kPMM6rqBlNIcgxxXjPJ0cl049xTLEq5vJkW6R6wWRblXrPZFunexmJYgDJ5cs/+Uy6zp/zMqVxnvfb4BPPgTUm+luT+QyF9cWvtlekJ28PmG9oVDTeRU5O8p6qOrqqfrKpfSHKdJF+eb3SXq6pbVNXBw4PhfyT506q6dusTE74vyWuT3LwmMpFeVd1yeDv49iR/l94N5M9aa69J8rT0rro/WlVXm2ecSTL8vU9JHwfp55O8Kslx1ceNTmvtE+ljct1i+HneY10txfuH6S3DX5Ae3zWSpLV2TpLPJzl8+Hne8d4zvTXAs9NjfnSSu0/1/G5Bky6TF+X7V30CzX3Sewg8Kcmtk5yQ5H5V9cAhtguSvDfJ9w8vK+cV692TvDrJE5P8UJLfT3+pN6lzmlxWPiz9/R+W5FfTr9WlXi6TOKezquqGVXXoEMtTk9ymqn4juexcvjr9/N5ojmGmqm5aVTdP8v25PM7LutVmInHuoSZdLm+mRbkHbJZFutdstkW6t7FwJlcmT/XZf8pl9lSfOZXrjCXBnGR4s/b89PPx6Ko6rqrul/6G63/nGtwODEnmq6ZP9vfMJI9I8qDW2twTzDNvrx6b5LSqum56a9UvJ3nCcKP5Vnp3mUpyrflE2s3E+9tJXltVB7XWnpU+9Mg3k6S19t30G+MPJZlrgrmqrpd+g7xfa+0e6ef1Tuk38gdV1XHDql9P8n1Vtf+cWyXOxnv39HHEb5LkmNbap6pqKVHwrSRXr6r9JhLvca21o9MraYcl+fckD60+wUEykfO7FU25TF6k79/QwuCiJB9I8qX04ZWOTPL4JL9aVQ8eVv3+JIdW1dXmEWtV7Zvkfkke0lq7fXpriO8keVcm9p0bHooenH6/PTbJDyS5fvpwP7+zlGTOnM/prLp8HMSXVNXz04fYemySu8wkmb+QZK8kN55jnPdIf5H75CTPSa/f/GF6MubXkmnEuaeacrm8mRbpHrBZFuVes9kW6d7G4plSmTzlZ/8pl9lTfuZUrjPWPvMOYCpaa5+tqmemjw97YpL/S3+A/OJ8I9ux1to3q+ov0geCv1Jr7RvzjinZ7s3aJektUl+e/vbr1Ul+KX2s3T9IHzP6gPRB4udmhXhPraoHtNaemiTVu0H/Z5IfT4/3wrkEerkL07s+LXV/enGS2yf55/QbwDOq6ufSuxbfvbV2/jyCnLE83hektxC/dlXdOMlzq+pj6fEeO7wNnacL01/efHOoIB2WPk7099ITSS+rqn9KP+e/MIHzuyVNuExetO9f0mei/nr68Eq3Tb+Oz0nyxKF8u2WS+7ZlE5puoqWE4fdVn5zm79Jb5Xw3yQ2SvKKq/jG92+e8v3OXJjkoyW2r6nNJfjTJPdMf5vZKL89+Kv2amOc5TXKFcRA/N8R1QvrL0mckeXb1SWU+kX6Pe8qc4rx++kPLCem9WX4zyU8keUJ6XfXp1Sfm+dQ849zTTbhc3kyLeA/YLFO/12y2Rbq3sYCmUiZP/Nl/ymX2IjxzKtdZFy2YZ7TWvtxaOzXJvZI8tLX2gXnHtJqhO8y3ppJcXubs9AfEr6SPH3ROemvrz6S/cX14kl+fQqvrwVK8n0tPMh9cVQelD+nwtvRubY9qrX1ljjEmvZB/UZLvVZ+x9aD0CfM+3Vp7VfoD+p8nuW1r7cz5hXmZ5fEemP6289uttf9MH5PrH5LcbkLx/n5r7XNJfiT9b363JC9J8t9Jfi7JHye5/UTi3bImWiYv2vcv6a00Pthae3n6w8dvJ3l3a+1GSR6V5E7zjHV4qXRqkp9OTxy+eOjt8Ir0WbTvPSyf+3eu9XEP/yjJb6R3T33Z0CLm+en3iQen3yvmek5nrDQO4vPSh5i4cZK7p4+rt096656z5hTnVYYYPtNa+2Z6C7+fTHLl1trp6ffhL6c/IM4zzj3eRMvlzbSI94DNMul7zWZbpHsbi2tiZfIUn/2nXGYvwjOncp112evSSw2VwsYYWkV9srV2QVW9Kr1Af0Br7X+r6ipJLpnS2/pl8b4yyfWSnNha+0JV3SDJN1trX59vlF1V7Z/kwtbaxdUnBXhla+2mVfXQ9Irsr08l1mSn8T44vZvSY6YU745U1ZuTPL619v55x8L8LOD377rp48j/U/qQA/+W3nrq71ofY37uquoH08d4+5EkT2utvXlYfnqSp7c+a/VkVNXV0x+a3txae8Ow7DVJXrEU+zxV1S2SfKG1dl5VPTvJdZP8Rmvtq0PsxyY5urX2iAnEed5wn/2DJG9M8pH0+8JT0188XlJV15zSd4o926LdAzbLItxrNtui3dtgV0z12X8Ry+ypPHMq11kvCWY2TVWdlD52z10WoTtlVb0iyY8l+bkpx1tVhyf5vSRvSC/4HzzlN4krxPuQ1tr/zDeqlVXVldMfCg5IryQ9Kb371BfmGhiTsQjfv6raO3228dukV6LfVn2Cjn8dWk1MQlUdlj727jlJ/jHJ/unj8R7bWvvsHENb0TAu8OFJ/j59PMEnJLlXa+3sOca0V2vt0qo6JX0YjHultw5+THrX1T8ZkszXTZ/k5sGttXPnHOehSe6bPufB+cMD4J2SPKm19tNVdWKSO6cnyKfYW4s92CLcAzbLotxrNtui3dtgd5nis/9Uy+ypPnMq11kvQ2Sw4YbuKGmtPTh9ptED5hrQKmbifVD62MuTjjfJRUkelN7a68Qp3CRXsTzeSSaXB3snuV36zL6PTPKwed/omZzJf/9aaxdnuIZba28bFp86tYpha+2T6d+zT6UPQXHf9HM61Qfw1yf5avrYwQ9P75o6t+RyssNxEC9IHwfxSunjIN44fczPA5LMpRfRsjhvmuSkJFcfrtWkj136oar3PtuzAAAgAElEQVS6d/qkQc+QXGaiJn8P2CyLcq/ZbAt4b4NdMvFn/6mW2ZN85lSus15aMLMpqupKrbVL5h3HWi1SvEOXo5cleWJr7ePzjmc1CxjvPkn2S59I85vzjodpWcDrea+Z5N5kVdW+SfZq85/0c6eGGbMPSC8fJjPBSVX9SZJT0pPfByZ5aIaZ5pPcbPj37817/NyZOB+XPibi8cNwGT+X5M3pYxA+oLX20TmGCTu0aPeAzbIo95rNtij3NthVU32WnnKZPfVnTuU6ayHBDFtAVe3bWvvevONYq0WLF3bG9czUTHUcxOVWmPvgB5LcP30G9ZPTJ7+RXGbS3AMAFocyGzaOBDMAwBY2xXEQV1JVL0+f++DuSb5tWAwAAFgMxmAGANiCJj4O4mVm4nxIkvcn2UdyGQAAFocWzAAAW9RUx0FcblHiBAAArkiCGQAAAACAUQyRAQAAAADAKPvMO4BFUFV7J/nNJMenn7N9k/xjkicOM5//QJKnJrllkkuTnJ/kaa21169h3/sn+cMkd0uyV5K9k5yS5E9ba5cOE/PcNslRrbVvz2z3rSRHpM+2fv9h8WFJvpTk68PP926tnbWTz/5Mkvu01t43/PuM1tqJM7+/VZLTWms3HH4+Nsnjk1xlOA8fTvLbrbVzq+q04fOT5OZJzkxycZL/a6391Mw+3zdsf9PW2qUzyy9NcmBr7cvLYnxwkpcn+ePW2pNmlu+V5Kwk32mtHVFVRyc5PUlbdphfbq3dedjPC5LcurV25sx+3pjktCTnJnnWsPh66X+Hzw0//7/W2mtWOY8HJrlua+1bK8R+39baaTPLX5vkTkkOaa19Z1j2wCS/PaxySJLvpv8tk+Q3kvxMkuu01h617LPPTPKo1tq/VdW/JTk0l//9906yX5KntNZOHta/NJf/bWbds7X2mR0d47DtTq/z4fOft+xYr5PkS621varqhkk+neSdrbU7Ldv3SUkelBWugWXrPTnJk5I8tLX28pnlV03yv0n+rbV2t+F6eN7MtfG2JHdtrb1lZpvnpV8fT97ZcQMA6sPqw+rDw7aLVB9+cJLnDJ8360OttQfObHf3JG9Icv/Zv/HwOY9McrPW2hdmll92vncUI/OjrFZWK6unUVYP6/5e+ndx6fvyT0kel35d/duw2tWS/EAuvx7ekuRN2f4a2Tv9HD+ttfbWnX3mPEkwr80Lknxfkp9prX19uHm/KslLquq3k7wnvfB6yFCw3jzJW6rqO7MJreWGguYfknw8yU+01s6vqu9Pv5iuluQJw6o3TK8cPGz5PlprT0/y9GF//5ZlX5J1um9V/XNr7ZQVYr1+klek3yzOHpb9YZK/TfKTrbX7zKx7aZKfWqHAvU2S/ZN8L8ld079ca3FOkgekV6SW3CH9S/mdmWVntdaO3Ml+9kry6qq6dWvt/NlfDF/SI4c4n5wVCsRVfDnJvZKcPLPsgemVvMsM5/GO6ZMtPTDJC4fPP3lp26HAOrO19qyZ7X5mjXH87rJC8lZJ3l1Vr2utfXNYfIW/zWqq6sCMvM6XOb/vrg6duY6umuR26wjnnCQnpt8Al9w7ybdWXj1Jv+ZeUVU3W++xAwBJ1IfVh1enPrw2m1kfPqO1drdV9vXI9O/ybyVZnpi6RpKTq+quswk2Jk1ZraxejbJ6bXaprK6q+yb5xfTvy3eHFzSnJXlya+1xufxveHT6d+HImW2PzrJrZDiGf66qX2it/ccaj2FTGSJjFcObixOS/HJr7etJMryNe0R6AfvIJO9qrb1y6abbWvtgkvsk+cKKO73cHZMcnuS3lgqN1tpX0isL75xZ7zlJjq2qe++u49qBP0zy3Kr6oRV+d530t59Xm1n2F0meto79/1qSN6a/5XzMOrb7nyTfqqqfnFn2oGE/6/Gv6X+TZ6224ginpN9IkiRVdWj6ufrYsvV+ZYjjpCS/OdyoN9KNknw7yQW7uJ9duc5nXZxecT1hZtm9kqz6xnzGPyW5aVXdYGbZatfDJ9PfAL58J+sAACtQH76M+vDOqQ+vzbzqw1dQVTdKcnR6a8QfrqrbLlvllCTXT/LY9eyX+VBWX0ZZvXPK6rXZ1bL64PSWxwcMMZyf5FHp38V1G47hL9NfBk6SFsyrOyrJh1tr35hd2Ho3odcOXQlOX75Ra+2dy5et4FZJ/qO1tl2T/9baJ5J8YmbRl9ILpVdX1X+21j67vkNYs3ckuXaSU6vqDsti+lBVvTjJf1fVJ5O8O72wWdMbx6q6dpLjktw6/Y3Z/6uqH22tfWSNsZ2cfvN6T1VdJf0t4COT/NzMOjeuqg8s2+7vWmtPHf59afqbtw9W1T+11t64xs9eizcleVhVHdxaO2+I9eT0QixJUlX7JHl4kl9N7/bw10P8V7h+dsEzq+rx6W+t908fGuJnWmvfm1nn7VU1e819urX2i6vs91YrxbnG63y5k9Nvaks3+Ael37TXWnG9MP3t8wlJnlFVhyS5enr3mR/ZyXaPTvL+qnpUa+15I+IGgD2V+nDUh9dAfXjtNqs+fIcVrofntMuH1nhEkje11r5YVX+Tnrg4bmbd85P8UpJ3VdXbWmvvX2N8zIeyOsrqNVBWr92ulNWvSB9O5gtVtS29VfXrR8ax5IPZPuE9KVowr+6S7Pw8rfb7Xdn3ZVpr/5L+5uiUqtrIv9uT0rtjPHmFGB6b/hbmCenj7DwzyTuqj/O0mock+Uhr7czhBveW9LGh1upVSe5VVfumdzN4Q5KLlq1zVmvtyGX/PXV2haEA/eUkL6uq663j81fzvfQb1vHDz8clOXXZOr+QYdyd1toFSf4ma38beskOll8p249J9LtDN4pbpXfPObe19t/LtvmpZedotQJ66fNXu+5WivFKy5e31rYlubiqjqqqH0xy9TYzttQanZzL37ou3RB3anh7/0tJnlpVR6zz8wBgT6Y+fHkM6sM7pj48vfrwGStcDy9PkqraL/2afMWw7ivSr68fXBbr/6R3NT916B7OdCmrL49BWb1jyupNKKtba19vrd0l/aXfS5IclORNVfWMtWy/A5dm+6FWJkUL5tX9R5LDq+rq7fJxYJYGDf/rJO9KH8h+uxaRVfWrSa7aWnv2Tvb93iSPqaq9Z98EVtWtkzy6zQxaP/iDYZvH7coB7Uxr7aKqOj7JtiRfnYnpHkm+f6iQvDb9Dejj0geYv0WS9+1on0NXikckuXb1QeWTPgbR0VX1uKFrzWpxfaGq3p/kmPS3Rr+d3vVl3Vpr/1hVf5deCbtwzD524OQkL6yqf+8f075aVbO/f2R694hPDsv3TXJwVd20tfbhVfb95fQuSctdN8kVzl9r7UtVdVySM6vq31trf7/+w9nOe7P6df7lJN+/lviSvDK9Qvyl4d/r0lr7r6rau6qOTL8hHp3kHmvY7v1V9ZQkr07/brNAyqQlNxx+NmnJjs+jSUsmNMHUzPIdTSD1zCS3T3LH1tqFw7L7JHlKktu0oXsvk6A+HPXhNVIfnnh9eMb90lsOPq+qnjssuzT9fvd7yz7ruVV11/ThD5guZXWU1WukrN7gsrr6BH/vaq29J8mnkry0qm6fPsTR7691P8vcOn0YlknSgnkVrbXPp7+BellVXSNJhv//VfrF96L0wuaEoTBKVR2V5I+zyh++tfbv6ePcPHtIbqSqrpvkubnibL9pvavALyX5nQzjuGyE1tqn0ocTmB2j6JsZuobMLLtR+pu4HSZOBj+b/rbmRq21Gw5JkusnOS+9y8VanZzeFeGaI97wL/fYIYa1DkC/qtYHWj8g/bydNPu7qrpJeiLjqKVz0Fq7fvp4VWt5G/rWJD9TVZd1eRsSIV/PFcdKWornU+lJiOfshtYGa7nOT0/ykKq65vD7fdLHGHrzCvs7Jcl9s/Lb0rV6ZZI/T/Lx1tpXV1t5xrPSx156wGorMjkvSPIT6V2njky/wVb6pCVLkzn8a5Kbt9Zunj5u2Iur6md3ttO6fNKSa6ZPwnBk+kPaL6Zf40tumB08WLXWnr70Zj290vq7M2/aVysjl7tvVa14fdblk5bcv7V289baTdO7Sv3tEMd9ZuJILn/rP5tcXj5pyVotTVoya2nSklkrtci488zvlyYt2X/5B7TW3joT/wuTvGZmHztMLs9YmrRk1lomLVn6/JNnPv8NSf585vPPWMPnL5n9+/9Y+kuRF1fV1WfWWd4i48g1JJdHX+fLXDZpycy+x04wNWtHE67OTiA16w/S6xHPHGK4WXod6Bcll6dFffgy6sOrUB9emPpw0seYfWpr7dCZa/IRSR6+g3P1kCTH5vIX2UyMsvoyyupVKKs3pay+SpKnVx9yZcmPJRk11FBV/Xh6uT3ZF30SzGvzyCQfSR9D5wPpbwY/kuRhw4386PSHqjOr6n+SPD99YP21zE557/SH7W1V9cH0h8bXZvtZRy/TWmvphfSG/u1aa6/MzBhFrbW3p3/hXlFVn6iqj6YPlP/zrbX/W2V3v5bkr2cfFltrF6UXZr9eVVceFn+mqr4189/yGY//Ib1F3o7eGt24qj6wwn8HrXB8S+OJ7e7ZkF+ZnvBaPsvsryV5XWvtk8uW/3GSE6u3Ltuh1trH05MIrxyO6aPprSWPaa3tqAtK0pOp301v7bjk7Suco59f5fPXcp2flN6a9N3D9+TD6ef30Svs73NJPprkEyMqw0tOSU8QnbSejVpvrfnA9IoHC6JMWrLEpCU7Z9KStdm0CaZqJxNIDXWB45Lcv6oelF7/+bXW2kfXEQebR31YfXit1IenUx++wwrH+b6qunmSI9OTg7NOTvJ/SR68QrxLY+vuOzJWNoeyWlm9VsrqjS2r/yQ92f6eqvpoVX08vefe/da4/ew18v4kz0hy/FD3n6S9Lr10d1+jALB7DUnd32+t/fgOfv+PSU5vrf3ViH0/Nr07/g5v9tWHDjgzyYfSh1g5srX22RqGyJhteVorDFGwyud/JtsPkXGf9NbTP53eQvjIbD9Exp+ld1/dbtKSofI7u98rDHcxvEH/XC6ftOSz6S1hP7KjbYblDx7ienuSw1prv1Z90pIPpD/I/EXb+RAZf9dae+rMfh6e3vL6oa21N9YwREZr7aSZz3xyVhiOYpXzeHyS16X/fc6rPnHI14bPfF5r7bShhcLZuXzSkvOSnNBaO33Z/k5KcmZr7Vkzy1aMqXY8RMbspCV/2oZx5WrlITJWnbRkLdf5StdfXXGIjDPTW6ac0lo7fFjnrekvHP4naxsi4zrpFfFzW2tLE0ydlt5K6j5tGCKjqv40vRXQfarq+enn77hl+7tLkn9O8uzWx0wEAAAWiDGYN1hVnZE+o+9K7tBmxkbagM9+TfobqZUcN7xRZBVV9bvZ8Uydz2ytvWoz49kIVVXprdlW0pYnA7Z6HEzSZCYtGRKPp1TVT622/i54Uno3uCent4CYjeGxVfW09Dfzd0ofXuA3quqObdnM3iu4bNKSJKmqpUlL1trl71Xps1n/ZlaZtGRnOxmSv0uTltxsjZ+9FrOTlvxZeuvYO2VmVuxsP2nJRVW1NGnJWmbFXs+kJadVH9LizdnxpCU7TOLu5PN326QlVXVx9S6DX8wwaUnVjqoNKzo5ycvSW1RcYYKpunwCqYcOi16R3lLkB9v2s8rfOT3R/7NVdUBr7bvrCYLpUx9efOrD6sNsfcrqxaesVlbPkwTzBmut3WGOn73HXdAbobX2zAzjQ25Vww17pwmhPSkOJsmkJTFpyRqZtGQ6E0ytOoFUVd0vvdvnLdPHtXtBVuiazWJTH1586sN7XhzseZTVi09ZvefFMSXGYAZg8ppJS5aYtGQVzaQlU5pgaqcTSFXVjw3HdL/W2hfSW57ftaoePjIWAABgDiSYAVgUJi0xaclambRkzhNM1eoTSD0mfbzsJw0veTIkmX8pyZ9X1S1GxgMAAGwyk/wBAAAAADCKMZgB2PJMWrL4TFpi0hIAAGCatGAGAAAAAGAUYzADAAAAADCKBDMAAAAAAKNIMAMAAAAAMIoEMwAAAAAAo0gwAwAAAAAwigQzAAAAAACjSDADAAAAADCKBDMAAAAAAKNIMAMAAAAAMIoEMwAAAAAAo0gwAwAAAAAwigQzAAAAAACjSDADAAAAADCKBDMAAAAAAKNIMAMAAAAAMIoEMwAAAAAAo0gwAwAAAAAwigQzAAAAAACjSDADAAAAADCKBDMAAAAAAKNIMAMAAAAAMIoEMwAAAAAAo0gwAwAAAAAwigQzAAAAAACjSDADAAAAADCKBDMAAAAAAKNIMAMAAAAAMIoEMwAAAAAAo0gwAwAAAAAwigQzAAAAAACjSDADAAAAADCKBDMAAAAAAKNIMAMAAAAAMIoEMwAAAAAAo+wz7wA22rZt2/ZLcusk5yW5eM7hAFvL3kkOTvJfRx111AXzDmYRKJOBDaRMXidlMrCBlMkjKJeBDbSh5fKWTzCnF85nzDsIYEu7Q5J3zTuIBaFMBjaaMnntlMnARlMmr49yGdhoG1Iu7wkJ5vOS5CY3uUn23XffNW1w5pln5ogjjtjQoOZpKx/fVj62xPFNzfe+9718/OMfT4ZyhjVZd5mcTPvaENs4YhtHbDumTB5FmbyJxDaO2MaZd2zK5NG2XLm8qxzb4trKx7eIx7bR5fKekGC+OEn23Xff7LfffmveaD3rLqKtfHxb+dgSxzdRuq+t3agyOZn2tSG2ccQ2jthWpUxeO2XyJhPbOGIbZyKxKZPXZ0uWy7vKsS2urXx8C3xsG1Ium+QPAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUfaZdwBTtP9Vr5UvfvU72y07YP99cvWr7DuniAD2bMplgOlQJgNMi3IZmDcJ5hVcdEny/vbF7Zbdsg5SOAPMiXIZYDqUyQDTolwG5s0QGQAAAAAAjCLBDAAAAADAKBLMAAAAAACMYgxmgAVUVddI8p4kd2utfaaq7pzk2UkOSPKa1trjh/WOTPKSJNdI8s4kj2itXbRsX9dK8qokN0rypST3a619oar2TfLSJLdK8t0kx7fWPlZVeyV5ZpK7JbkkycNba+/e8IMGAIA1UFcG2FxaMAMsmKq6TZJ3JbnJ8PMBSV6W5BeSHJ7k1lV1zLD6KUke1Vq7SZK9kjx8hV0+JckZrbXDk7w4yXOG5Y9O8u1h+WOSnDQsv/fwOT+a5J5JTqoqLywBAJg7dWWAzaeQA1g8D0/y60leOfz840k+0Vr7dJJU1SlJ7ltVH0lyQGvtvcN6JyX5oyQvWLa/Y5Pccfj3q5M8v6quPCx/YpK01t5ZVQdW1SHD8r9prV2S5ONVdU6Sn0xv9bEmZ5555joON9nngGvl7HPO3m7Zwde8OJ/99NfWtZ+Nsm3btnmHsENiG0ds40w5to2kpRzApCx8XRlg0UgwAyyY1trDkqSqlhZdP8l5M6ucl+QGO1m+3GXrtdYuqqpvJDlwN+x3h4444ojst99+a17/gx85K4cecuh2yw6+3kE56No3Xs/Hboht27blqKOOmncYKxLbOGIbZ96xXXDBBet+ebU7DC3lXpwrtpS7U5LPJnlTVR3TWjs9vaXcw1pr762ql6YnQZYnMpZayh1bVSemt5Q7LjMt5arqjumJkNtm+5Zyhw2fd/jyxDXAnmIr1JW3WmOMXbWVX2Bv5WNLtvbxbeVjG0OCGWDxXSnJpTM/75Xeim1Hy5fba4Wfd7b9WvcLsCdY+JZyWy2RMeUHPrGNI7ZxphzbJlu4uvJWaoyxq+b9AnsjbeVjS7b28S3isW10YwwJZoDFd26Sg2d+vl6Sz+9k+XKfG3537jA+3NWTfGVm+7NG7hdgy9sKLeW2UiJjyg98YhtHbOPMO7Z59SrZAXVlgA1mkj+AxfcfSaqqDquqvZMcn+T01trZSc6vqtsN652Y5PQVtn9zkgcO/z4uvWv2hbPLq+r2Sc5vrZ0zLD+hqvauqsPSu4X/1wYdG8CiWbiWcgBbnLoywAZbUwtmE5cATFdr7fyqenCS1ybZP71Se9rw6xOSvHgox9+f5C+TpKr+OMnnW2svTPKE9NmtP5zka8M2SfLcJC8all+QXunOsO/bJPnQ8PMvt9a+u3FHCLBQtJQDmBB1ZYCNt2qC2cQlANPUWrvhzL//NcnNV1jng+njgS73D0l+Yljnq0nuscK25yd50ArLL03yO8N/AGzvspZyST6d3lLuZa21s6vq/Kq63dBYYrWWck/LTEu5qlpa/q7ZlnLD8odW1auT/FC0lANIoq4MsJnW0oJ54ScuSdY3ecnUJy7ZHbbyhA9b+dgSx8duc3CSU+cdBMBWo6UcwJagrgywDqsmmLfCxCXJ+iYvmfLEJbvDvCd82Ehb+dgSxzc1E5u8ZF1aa2+adwwAW4mWcgBbh7oywPqMmeTPxCUAALD7aCkHAMDCWtMkf8uYuAQAAHYTLeUAAFhkY1owXzZxSVXtnT5xyemttbOTnF9VtxvWW23ikmRm4pLZ5bMTlwzLT6iqvYfJUkxcAgAAAAAwAetOMA/jvz04feKSjyT5WLafuOTPq+pjSa6WmYlLquoRwzpPSHLbYYKSR6ZPIJj0iUv2G5b/ZbafuOTD6ROXvD4mLgEAAAAAmIQ1D5Fh4hIAAAAAAGaNGSJjDBOXAAAAAABsMWMm+Vs3E5cAAAAAAGw9m9WCGQAAAACALUaCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGGWfeQcAwO5RVQ9I8gfDj6e31n6nqo5M8pIk10jyziSPaK1dtGy7ayV5VZIbJflSkvu11r5QVfsmeWmSWyX5bpLjW2sfq6q9kjwzyd2SXJLk4a21d2/8EQIAwDjqygAbRwtmgC2gqq6S5C+T3CnJzZPcoarunOSUJI9qrd0kyV5JHr7C5k9JckZr7fAkL07ynGH5o5N8e1j+mCQnDcvvneTwJD+a5J5JTqoqLywBAJgkdWWAjaWQA9ga9k5/aXjVJN9OcuUkFyY5oLX23mGdk5L8UZIXLNv22CR3HP796iTPr6orD8ufmCSttXdW1YFVdciw/G9aa5ck+XhVnZPkJ9NbfazJmWeeua6D2+eAa+Xsc87ebtnB17w4n/3019a1n42ybdu2eYewQ2IbR2zjTDm2edBaDmAyFqquDLBoJJgBtoDW2jer6glJPpbkO0nekeR7Sc6bWe28JDdYYfPrL63XWruoqr6R5MDZ5cu239HyNTviiCOy3377rXn9D37krBx6yKHbLTv4egfloGvfeD0fuyG2bduWo446at5hrEhs44htnHnHdsEFF6z75dVGmmktd5MkX0vy7qG13F8keVhr7b1V9dL01nLLkxlLreWOraoT01vLHZeZ1nJVdcf0ZMhts31rucOSvKmqDl+euAbYUy1aXXmrNcbYVVv5BfZWPrZkax/fVj62MSSYAbaAqrpZkocmOTTJ19O7+90lyaUzq+2V3rJtub1W+PmS9FYeK22/o+UAXG5hWstttUTGlB/4xDaO2MaZcmybbdHqylupMcaumvcL7I20lY8t2drHt4jHttGNMXYpwazbH8Bk3DXJv7bWvpgkVXVSkt9JcvDMOtdL8vkVtv3c8Ltzh/Hhrp7kK0nOHbY/a9n2S8tX2y/AHmuRWsttpUTGlB/4xDaO2MaZd2xT61USdWWADTV6kj+D5ANMygeT3Lmqrjq8lLt7ejLj/Kq63bDOiUlOX2HbNyd54PDv49LL5wtnl1fV7ZOc31o7Z1h+QlXtXVWHpXf//q8NOi6AhbSstdz1k1ycCbeWA9ji1JUBNtDoBHO27/Z35ey42999V9j22PQWzEnv9nfMTLe/VyW921+SK3T7a619PMlStz8AkrTW/iW9PN2W5EPpZfLTk5yQ5M+r6mNJrpb+YjBV9cdV9Yhh8yckuW1VfTjJI5P8+rD8uUn2G5b/ZXqlO0lOS/Lh4XNen+SXW2vf3dgjBFg4l7WWa61dkF4vPjrray2XHbSWW7691nIAO6GuDLCxRrcCXqRuf8n6xpab+rhyu8NWHo9rKx9b4vjYsdbaM5I8Y9niDyb58RVW/4ckPzFs99Uk91hhf+cnedAKyy9N71L4O7sYMsBW9sEkf1pVV02vKy+1lrtPVd1uGO5ttdZyT8tMa7mqWlr+rtnWcsPyh1bVq5P8ULSWA7gCdWWAjTM6wbyVB8mf8lXW6roAACAASURBVLhyu8O8x+PaSFv52BLHNzUTHFtuPQ5Ocuq8gwDYqlpr/1JVt0hvLXdhkv9Mby33uiQvrqprJHl/ZlrLJfl8a+2F6a3lThpaxX0tvYVd0lvLvWhYfkG2by13m/TWconWcgC7Sl0ZYB12ZRxjg+QDLKjW2pvmHQPAVqe1HMBiUlcGWJ9dGYPZIPkAALB7aC0HAMBC2pUxmHX7AwCA3UBrOQAAFtWuDJGh2x8AAAAAwB5sV4bIWC/d/gAAAAAAtpBdasG8Hrr9AQAAAABsLZvZghkAAAAAgC1EghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGEWCGQAAAACAUSSYAQAAAAAYRYIZAAAAAIBRJJgBAAAAABhFghkAAAAAgFEkmAEAAAAAGGWfeQcAwO5RVXdP8qQkV03yL62136yqOyd5dpIDkrymtfb4FbY7JMkpSQ5K0pKc0Fr7VlVdK8mrktwoyZeS3K+19oWq2jfJS5PcKsl3kxzfWvvYxh8hAACMo64MsHG0YAbYAqrqRklemOSeSW6W5JZVdUySlyX5hSSHJ7n1sGy5v0ryV621H0nyviRPGJY/JckZrbXDk7w4yXOG5Y9O8u1h+WOSnLQhBwWw4Krq7lX1vqr6aFU9Z1h256r6UFV9oqqesoPtDqmqd1bVx6rq9VV1tWH5tarqTcP+3llV1xuW71tVrxyWv7+qfmTzjhJg+tSVATaWFswAW8Mvpre6ODdJquq4JD+c5BOttU8Py05Jct8kpy9tVFVXTnLH9Mp20ivA70jy+0mOHX6XJK9O8vxh/WOTPDFJWmvvrKoDq+qQ1to5aw32zDPPXNfB7XPAtXL2OWdvt+zga16cz376a+vaz0bZtm3bvEPYIbGNI7ZxphzbZptJZtwmyf8meduQuHhRkjsl+WySN1XVMa2105dtvpTM+JuqekJ6MuP3c3ky49iqOjE9mXFcZpIZVXXH9LL8tht+kACLY6HqygCLRoIZYGs4LMn3quoNSQ5J8sYkH05y3sw65yW5wbLtrpPkG621i1ZY5/pL27fWLqqqbyQ5cHb5sm3WXGk+4ogjst9++6119XzwI2fl0EMO3W7Zwdc7KAdd+8Zr3sdG2bZtW4466qh5h7EisY0jtnHmHdsFF1yw7pdXG0wyA2A6FqquvNUaY+yqrfwCeysfW7K1j28rH9sYu5RgNoYRwGTsk550ODrJt5K8Ib28vHRmnb2SXLJsuystWycz6+y1bPnS9su3WWm/AHu6hUlmbLVExpQf+MQ2jtjGmXJsc7BQdeWt1BhjV837BfZG2srHlmzt41vEY9voxhijE8y6/QFMyheSvLW19qUkqarXpbeKu3hmnesl+fyy7b6Y5JpVtXdr7eIkB8+s87lhm3Orap8kV0/ylSTnDuudtZP9AuzpFiaZsZUSGVN+4BPbOGIbZ96xTbBXiboywAbalUn+Luv211q7MD0R/J0M3f6GVhdL3f4uM9Pt77Rh0Ukz6xyb3oI56d3+jpnp9veqpHf7S3Lg0AoagO6NSe46TAC1d5Jj0svZqqrDhmXHZ6YbdpIM5fcZ6WV4kjxwZp03Dz9n+P0Zw/qXLa+q2yc5XzdsgCu4LJnRWvtuktcluXN60mHJTpMZw88rJTOyg2TGzvYLsCdTVwbYQLsyRMbCdPtL1tf1b+rd/naHrdxdaisfW+L4WFlr7T+q6k+TvCvJlZO8JckLknwsyWuT7J9e2T0tSarqJUne0Fp7Q5JHJnlFVT0+vVz9pWG3T0hyUlV9OMnXkpwwLH9ukhcNyy9IcuLGHyHAwnljetl6rSTfzOXJjP+vqg5L8un0ZMbLZjdqrV1YVUvJjFOzcjLjaZlJZlTV0vJ3SWYAXJG6MsDG2pUE88J0+0vW1/Vvyt3+dod5d5faSFv52BLHNzVT6/rXWntZliUqkvxrkpuvsPqbM3QJbK2dnV6WL9/fV5PcY4Xl5yd50C6GC7ClSWYATIu6MsDG2ZUEszGMABbXPkneNO8gALYyyQyAhaWuDLAOuzIGszGMABZUa+1vW2sXzDsOAC6zT5K3zjsIANSVAdZrdAtm3f4AAGD3aK397bxjAACAMXZliAzd/gAAAAAA9mC7MkTGeun2BwAAAACwhexSC+b10O0PAAAAAGBr2cwWzAAAAAAAbCESzAAAAAAAjCLBDAAAAADAKBLMAAAAAACMIsEMAAAAAMAoEswAAAAAAIwiwQwAAAAAwCgSzAAAAAAAjCLBDAAAAADAKBLMAAAAAACMIsEMAAAAAMAoEswAAAAAAIwiwQwAAAAAwCgSzAAAAAAAjCLBDAAAAADAKBLMAAAAAACMIsEMAAAAAMAoEswAAAAAAIwiwQwAAAAAwCgSzAAAAAAAjCLBDAAAAADAKBLMAAAAAACMIsEMAAAAAMAoEswAAAAAAIwiwQwAAAAAwCgSzAAAAAAAjCLBDAAAAADAKBLMAAAAAACMIsEMAAAAAMAoEswAAAAAAIwiwQwAAAAAwCgSzAAAAAAAjCLBDAAAAADAKBLMAAAAAACMIsEMAAAAAMAoEswAAAAAAIwiwQwAAAAAwCgSzAAAwP/P3p2HyVVWiR//BkJCZBFBlDAKigxHMCNowOUHIio6o7groiDI5jIqitvMqAiIgOOguCCKshgWARVHcQBxV8AFNQgYkAMisigIiogiBLL8/njfgkrbSbpvuqtuVX8/z8ND+q17q85Ndc6999x3kSRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpEQvMkiRJkiRJkqRGLDBLkiRJkiRJkhqxwCxJkiRJkiRJasQCsyRJkiRJkiSpken9DkCSNLEi4sPAQzNz74jYBjgBWBe4AHhDZi4asf16wOeBzYDbgFdk5i0RMQM4EdgWuBvYPTOviohpwFHA84ElwGsz84c9OjxJkiSpMa+VJWni2YNZkoZIRDwLeE1X02nAmzNzC2Aa8NpRdjscuDAztwSOBz5e298C3FXbDwTm1faXAVsCWwEvBuZFhA8sJWkUEfHhiJhX/7xNRPw8Iq6OiBNGy50RsV5EnBsRv4qICyJio9o+IyJOre2XRMRja/u0+hlXRcSVEbF9Tw9QkgaI18qSNDlMcpI0JCJifeAI4Ehg64jYFJiVmT+pm8wD3g98esSuuwA71j+fARwbEWvU9oMBMvOCiNgwIjap7Wdm5hLg6oi4Afh/lF4fY7JgwYJxHdv0Wetx/Q3XL9M2+8GLufG6O8b1PpNl/vz5/Q5huYytGWNrps2x9UNXIePc2nQasH9m/iQiTqQUMkbm5E4hY5eI2JNSyNiNrkJGROxIyelPYdlCxubAuRGx5cgeeJI01Q3StbIkDZpVLjA7vESSWuMzwHuBR9afNwZu7nr9ZuARo+x3/3aZuSgi7gQ2XMH+Y33f5ZozZw4zZ84c8/aXXXktm26y6TJtszd6GA9b/zHj+dhJMX/+fObOndvvMEZlbM0YWzP9jm3hwoXjfng1mQapkOFDv94xtmaMrZk2x9YnA3OtPGx5eVUN8+/yMB8bDPfxDfOxNbFKBWZ7ZUhSO0TE/sCNmfmdiNi7Nq8GLO3abBrlQd1I00b5eckK9h/r+0rSVDYwhQwf+vWGsTVjbM30O7YWPvQbqGvlYcrLq6rfv8uTaZiPDYb7+Abx2CY7LzcuMA9SrwwY3xPAYX/6B8P9pGWYjw08Pi3XbsDsiLgUWB9Ym3JhO7trm42A34+y7+/qazfV+eHWAf4E3FT3v3bE/p32lb2vJE1Jg1bIkKQpwGtlSZpEq9KDeWB6ZcD4ngAO89M/GMwnLWM1zMcGHl/btKlnRmY+u/PnWszYKTP3iYgFEbF9nVpoT+Dro+x+HrAX5YHhbpRRJvdFRKf9oojYAbgnM2+o7ftGxBnAo4EtgJ9N5vFJ0oCxkCFJLeK1siRNrtWa7NTdK2PEe9krQ5LaZQ/goxFxFaXA8QmAiDgsIt5Qt3kf8JSIuAJ4I/Cm2n4MMLO2f4Jy0Q1wFnAFcDlwNrBfZt7di4ORpEGQmc/OzDmZuQ1lhN7XMnMf4J6I2L5utrJCBnQVMrrbuwsZtX2PiFg9IjbHQoYkjYfXypI0AZr2YLZXhiS1VGbOo0xTRGZeBjxplM2+Cjy1bnM78MJR3uceyjz7I9uXAu+s/0mSxm4P4PiIWBe4hK5CBvD7zDyOUsiYVwsWd9R9oBQyPlPbF7JsIePJlEIGWMiQpBXyWlmSJl6jArPDSyRp4M0GTu93EJI07CxkSNJA8lpZksZhVeZgHo29MiRpAGTmuf2OQZJ0PwsZktQiXitL0viscoHZXhmSJElScxYyJEmSNMgaLfLXgL0yJEmSJEmSJGnITPQUGaOyV4YkSZIkSZIkDZ9e9WCWJEmSJEmSJA0ZC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKkRC8ySJEmSJEmSpEYsMEuSJEmSJEmSGrHALEmSJEmSJElqxAKzJEmSJEmSJKmR6f0OQJI0MSLiEOAV9cdzM/M/ImJn4GhgFvCFzDxolP02AU4DHgYksEdm/i0i1gM+D2wG3Aa8IjNviYgZwInAtsDdwO6ZedUkH54kDRRzsiS1i3lZkibPKvVgjohDIuKK+t//1LadI+LyiLgmIg5fzn6bRMQFEXFVRJwdEWvX9vUi4tyI+FV9faPaPiMiTq3tl0TEY1clbkkaNvXi+DnAE4BtgLkR8SrgJOBFwJbAdhHx3FF2/xTwqcx8LPBz4H21/XDgwszcEjge+HhtfwtwV20/EJg3KQclSQPKnCxJ7WJelqTJ1bgH84gEvRQ4vyboDwFPB24Ezo2I52bm10fs3knQZ0bE+ygJ+j95IEHvEhF7UhL0bnQl6IjYkZKgn9I0dkkaQjcD78jMewEi4lfAFsA1mXldbTsN2BW4PydHxBrAjsCLa9M84AeUnLxLfQ3gDODYuv0uwMEAmXlBRGwYEZtk5g1jDXbBggXjOrjps9bj+huuX6Zt9oMXc+N1d4zrfSbL/Pnz+x3CchlbM8bWTJtj67GBysmSNAUMVF4etmvlVTXM1xfDfGww3Mc3zMfWxKpMkTFQCVqShllmXtH5c0T8M2X43zGUXN1xM/CIEbs+FLgzMxeNss3Gnf0zc1FE3Als2N0+Yp8x5+Q5c+Ywc+bMsW7OZVdey6abbLpM2+yNHsbD1n/MmN9jssyfP5+5c+f2O4xRGVszxtZMv2NbuHDhuG/IJ8ug5eRhK2S0+YbP2JoxtmbaHFuvDVpeHqZr5VXV7+uLyTTMxwbDfXyDeGyTfa3cuMA8aAl6PH+Jbb9ongjDfLExzMcGHp9WLCIeB5wLvAtYRHnw1zENWDJil9Uoo1C6dbaZNqK9s//IfUZ7X0ma8gYlJw9TIaPNN3zG1oyxNdPv2Nr00K/boORlSRo0q7zI36Ak6PFcOLf5onki9PtiYzIN87GBx9c2bbtwjojtgS8DB9YpiJ4OzO7aZCPg9yN2uxV4cESsnpmL6/adbX5X97kpIqYD6wB/Am6q2127gveVpCnNnCxJ7WJelqTJs6qL/G0PfAf4r8w8mQcSaccKE3T9ebQEzXIS9IreV5KmrIh4JPBVyirVZ9bmi8tLsXnNubvTNWURQGbeB1xIme8eYK+ubc6rP1Nfv7Buf397ROwA3OOURZL0AHOyJLWLeVmSJteqLPLXSdC7ZeZ3a/P9CRq4jpKgT+reLzPvi4hOgj6d0RP0kXQl6IjotF9kgpakUb0TWBM4OiI6bccBe1N6aqxJybFnAUTECcDXMvNrwBuBkyPiIMrUQ6+q+78PmBcRVwB3AHvU9mOAz9T2hcCek3pkkjR4zMmS1C7mZUmaRKsyRYYJWpJaIjPfCrx1OS9vPUrbecDiuu/1wE6jvOftwAtHab8HeE3TWCVp2JmTJaldzMuSNLlWZZE/E7QkDa7plPnzJUn9Z06WpHYxL0vSOKzyIn/j/CwTtCS1QGZ+sd8xSJIKc7IktYt5WZLGp2cFZhO0JEmSJEmSJA2X1fodgCRJkiRJkiRpMFlgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1YoFZkiRJkiRJktSIBWZJkiRJkiRJUiMWmCVJkiRJkiRJjVhgliRJkiRJkiQ1Mr3fAYxVROwOHASsAXwsM4/tc0iSNKWZlyWpPczJktQu5mVJU8lA9GCOiH8CjgB2ALYBXhcRW/U3KkmauszLktQe5mRJahfzsqSpZlB6MO8MfDczbweIiLOAlwOHjWHf1QHuvffeMX/Y0iWL/6Hyvui+e1m4cPUxv0fbLVy4sN8hTJphPjbw+NqkK68MT3IYu6Z5edw5GUbPy/csXMjv/7Ds+6w5czprzVpjXO89Edr8e2tszRhbM/2MzZzc35zcpmtl/400Y2zNGNvopnhOBvPyhGrzv7NVNczHBsN9fIN2bJOdlwelwLwxcHPXzzcDTxrjvrMBrr766nF94AYzlv355pvu4OabxvUWrbZgwYJ+hzBphvnYwONrqdnAtf0Oosea5uVGORn+MS/f9vs7xv0ek6XNv7fG1oyxNdOS2MzJfcjJbbpWbsnv4aiMrRlja6YlsU3FnAzm5QnVkt/lSTHMxwbDfXwDfGyTkpcHpcC8GrC06+dpwJIx7vsz4GmUhL54guOSNLWtTknOP+t3IH3QNC+bkyVNFnPyA8zJkvptKudkMC9Lap9JzcuDUmC+iZJkOzYCfj+WHefOnbsQuGgygpIkpmaPDGiYl83JkiaZObkwJ0tqg6mak8G8LKmdJi0vD0qB+dvAoRGxIXAX8DLgdf0NSZKmNPOyJLWHOVmS2sW8LGlKGTkPfCtl5u+A9wLfAy4FTs/Mn/Y3KkmauszLktQe5mRJahfzsqSpZtrSpUtXvpUkSZIkSZIkSSMMRA9mSZIkSZIkSVL7WGCWJEmSJEmSJDVigVmSJEmSJEmS1IgFZkmSJEmSJElSIxaYJUmSJEmSJEmNWGDWUIqIaf2OYTIN+/FJkiStCq+VJGm4mNcHl9/d1DC93wG0RURsBqwLXAEsyczFfQ6pZyJiWmYu7XccEyEitgDuBRYCN9c2j28ADetxaWymck6WpDYalLwcEY+gXCv9hXK95DWFpKEzKDl5IngPPLj87qaWaUuXTunjByAiXgocAdwE3ApcApyQmX/pa2CTJCKeCjwOuBa4JjNviojVMnNJn0NbJRHxIuAQ4LfA34BfZuZR9bWB/8c+BY5vG2ARQGYuqG0Df1wav2HKyW3LrRGxD3A9cFdmXtzveLq1PLYDgNuB2zLzm/2OR+q1QcnLEfES4F2U66TLgMsz89T6WuuvKdp2zujWptjafL6QemFQcvJE8B54cPndTT1TvsAcEWsBpwIfyMxfRMQrgB2Au4EjMvPOvgY4wSLiecDHgPOANYHHAm/PzEvadOE4XhGxDvB1yk3FFcDjgY8A387M9/YztokwBY5vF+B/gIuB2cCVmfmO+tqUTtJTzaDn5Ig4GrgDWBs4ODPv6XNI94uIzwL/DHwf+HfgfZl5fF+Dqloe26cpsZ0NvJNyDj0lM//U18CkHhmUvBwRGwDnA68F/go8Gdgd+EZmHtPP2Jan5eeMQyix3Qccn5n3RcTq/e4l2ebzhdQLg5KTJ4L3wIN7D+x3N7jf3apwDmZYCmwIbFJ/Pgv4P0rxda+IWL1fgU2S7YF3Z+aBwHsoN8ynRcQTMnPJAM+Ns5RyEXx9Zt6ZmRcB+wM7RcTb+hvahBja44uIWcBbgXdk5r7AG4AXR8SJAJm5dIB/LzV+A5uTI+LjwGOAC4GNgUvq8MW+zzsWEVsCAeycme8HXga8OyLe0M+4oPWxbQpsAbykFqheArwA2C8i1uhrcFLvDEpeXoNSYMnMvBY4B/g0sHNEvKqvkY2i5eeM44G5wF3AU4GfRcTMzFzcz++7zecLqYcGJSdPBO+BB5ff3RQ05QvMmfl34ETguRGxde3B+13g58COwIx+xjeR6i/5Q4CnA2Tm7ZSeWMcDH4qIRwzak5aIWBsgM/8GXAWcXv/BAywADgaeGBEPH8R/5MN8fF3xLqQMc7wVIDOvB54APC0iPlTbBur3Us0NeE5eGzg8M7+Xma8Gvgl8MSIe2oILjT8CvwM2AsjMHwJ7AUdExCv7GBe0O7abKcNP50bEGpl5CaUX827A3v0MTOqVtufliJgBkJm3AL8CPlmLoXcCPwS+CmwbEWu27FqpleeMiJgOPAjYPzNPyMw9gSuByyNiRi0y9+vvsc3nC6kn2p6TJ4L3wIN7D+x3N7jf3USY8gXm6lzK05VX1iS9uM7Xtj6weX9DW3UR8aiIQVqWEQAAIABJREFU2LT+kh8BPLnOJ9n5xT+DcgO9WR/DHLc6LOHEiPhMROwFfBb4UW1bsx7bfGA9YI1B+0c+7MdH+fdFvSj6NfCFiHhQbbsT2AXYJiIe278Q1ScDl5MjYjXKxcZTOm11pMjPgW9ExPR+/BuNiMdExLqZeRulZ98nuuK7CNgP2Dci1un1RV7LY3t8RGySmfcCV1OG3HcumC+hDPd7R0Q8rJdxSX3Uyrxcr5WOjohPRsQOwJnAbcChtch8B6XIPAd4UFuuldp6zqhmUDqk7NwV2+7Aj4Ev1Wkyehpbm88XUp+0MidPBO+BB/ce2O9ucL+7iWKBGagXK8dS/j7eEhG7RZnLaEPgD30NbhVFWQDgi8AJEXEs5Zf+HcBzuorMtwDTKMP0BkJEzAGOAz4DXApsBfw3ZT62G4BvRcTmlON9OHXy9UEREY9juI9vF+DMiDg+Ig6jHOcXgO90nnBm5jWUCydNMYOUkyNijygLp24GHEMparys83pmvoFyAbJVH2L7LHACpTffJzNzP2CDiDina7MLgb8A9/XyIq/lsZ0IfBI4KiL+j1LImAF8JiIeDpCZ36X0yrivV3FJ/dTGvBxlcZ3jKVNh3A28uP53ZY3zsxGxHmXex5n9iHGklp8znhtlCorVgMMp+flfuzb5T8oiTRv1OK7Wni+kfmljTp4IU+Aef2jvgf3uBve7m0jT+x1AW2TmjRFxFPAcYE/gz8BrMvPW/kbWXEQ8GHgb8DrKcLIdgD2ARwMfovT4eBxwDfAkysXkoJgBnFNv8r9bk9XelHl9/pMy588HgA0oQ/xu6VegDa0JfH0Yjy8itqAUb/amfI87At8C9qFcJF0eEfsBnXn27upPpOqnQcjJEfE5yvx3lwLPBA6jxPvjiNg9M8+qm84G1u1xbK+lPDT8N0ox4JMR8e3M3Ckivh4RX6EUZZ4H3Jk9XFiq5bG9Enh0Zu5Yf/4ScDrlPHo48ImIuJayQO7fM/PPvYpN6rc25eUoi1w9AvhyZp4PnB8Rz6yxbQ38b43xTGAt4IA6NVzftPyccRolH99KGa3xKeCVlAdrr8/Mb2bmH6LMS78h5b6iF3G19nwh9VubcvIEGtp7/ClwDzwDOHdIv7tguL+7CTNt6VIf8o4UZS63pZk50D2TImJ9yoT/r8jM39WL8e0oKy6fR1lp+02UfwDnZOYVfQt2jCLi8cBDKQu5nEC5YfhqfW0LyjDmyzPz1CgLMK2WmQv7FvA4RcQ/A+sA9wBfAQ7JzDPrawN/fAARsQlwWGbuXYcxTgfeC/wr5QJpP2DT+t/Bmbmgb8GqFdqYkyNiK+DYzHxG/Xk74AfAayi9z06mDMv+Z+DGzNynx/G9ANg6Mw/vajsfWJiZL4qyINJawNpZFkrq2YrHLY/tqcBudah6p+0UYOPM3DkinkPJTWtl5sd6GZvUJv3MyxHxQsqi1WdRejC/MzO/XV/bmdI76qzM/GHtbHFfnbO0b9p8zoiIJwFHZOazI2JDSqeTj1AK4H+g9ND6LLBtjW2/HsbW2vOF1CZtvFYej2G/x4fhvQeu391GlGmf5gH/kZlfqq8Ny3e3KfDezHzdMH13k8EC8xCKiCcAt2TmzRFxNGUIwgGZeXtErEO58N6pDsMbGBHxIspTr98C11GGQ24KnJKZX6/bvBWIzHxjv+JsKiJeDLyf8vT5d8AplIVLThuS49sa2ILy0GMBcHRmfqq+tiZlwv/7MvOQ2jY9Mwdq6IymjojYDPg48JLO72nNvecDuwNXAI8EHpGZX6mvr1bn7OpFfE+iPEjcJTMv7mo/m/JA8fgR2xtb+axHA18D3p6Z3+pqPw+4NDPf06/YJEFEPJ9S+HxjZv4kIt4E/BPwhcy8rG7zcWBJZrZmlfq2njOizAW9NfDhzHxWV/u/UdZt2RtYDDwK2DAzT66v9+qhX2vPF5ImxhS4xx/ae+D6EPC/KfWLE4C/U6aqOnVIvrvHU2ppf6U8bP1gZh5XXxvo726yOAfzEIkHFrV4B3BWlLkij6GsuPy+iFg/M/8KfA/YPCIe0adQxy0iNgIOpPTGfiHlmJ4OXAy8JiJ2q5v+BVg32rdS+Ap1Hd9umbkTZXGGzSkLquwbZc4fGMDji4hpUVYk3x84hNKLfg/gFVEm/6cOafwhsHFnv6menNVOEfHoiFgjM39Dudg4r/NaZv6CMirkNcAfM/NnPS4UHBERn4qId1AWudofOCMintK12bmUURLLmOKxfTwiTq5FqQ2ANwP/FxHP6trsI4wyV5yFDKl36o3exyjTSzw0Io6jTJ2wPWUO0k4+uaJu3/epAFt+zng38NQax5KI6C7WfpfSq/pVmXllZp7XVVxebTKLy20+X0iaWMN8jz/s98C11/wrgH0ycwfKA9O/Axcx4PULuL/z32mU38/9gddTFtXcHQb7u5tMFpiHSNfF3hLK/C+fowxVOIPyXR8XEY+hzBkzizINw6C4jzLfzYz68/HAncA3KE8DPxRlbrtDgP/OzHsGbHjcfZQhfn+tDwY2B55LuYl6JHBSRJwMvI8BO77MXFqT7aWUG4W9gG2Ag4DXR8TeddMNgEdGxNqDdPLR1BFloaHjKQtHHUa50LgtyhyQHb+kzF+5zPm1B4WCT1EWsvomJU9+hdLr7D+AcyJil4h4CGWeyodMZiwDFttRlHUJPkHJUZ0Ynw98KSL2qUWtNzFKMUNST91Jya0HU2745lFWp19MGaY6r14rvQc4sd83ei0/ZxxPmUv+x7XpDcCMiPhE/fx7a2ybjrwmm8zY2ny+kDQphvYefwrcA0+jzJH/kIhYF/gS5Ty3E2WNhJPrdzdw9YsoU8vuTZnTfBfKSKmNKSPM39kpMjO4392kcYqMIRQRH6A8bTmIshDHvtQVZikXbatR5sa5tG9BjlN9+rc78FPgamAOZeGWJ2bmPRGxPaVnyB8yc+BWzq3Ht2Nmfjcink6Z7/OMiHge8ALK3Hd3UhaVurmfsTZVnwLuDZwNPAW4hTJc6MmUG5wnArtO5TmL1F4R8Xrg5ZR/j9tSepw9kjKv2Ecpw6f+m/KE+w+9noIoynRIn8jM39YeBS+kLEq3P6Uw+g7gT8Dfejl/5gDEdhDwoywLkhARzwC+TukVeRe16ALckZkH9DI2Sf8oInYATqQMMf5MRKxOmf9wN8pN7CMo8wTf1McwW33OiIiPUBYzfWlEvI3SweFe6qi5Gts7KXn6+l5ONdLm84WkiTfs9/gw3PfAEfFmyrltFvDzzDyl9lx+EfB54CYGsH4REQ8Cvg2cCnwZ+BlwGWVdgm0pC/b+L7ADA/rdTRZ7MA+nM4HfZuaelIuwkylzw/wH8FLghYNUXIb7hxt8Ebim9pyYTlnI4J6I2JeycOH1g3riycxFnQJHZv4gM8+ofz6PMgfVtMy8dtCS8wgXA5dl5uco8zS9HfhhZm5GGZL+dJOzWmwh8O06HOonwNsoc6UflZkvpxQl/wW4qlMo6PGT7H8CjoTS8ywzz6L09vgv4ELgJcDenRvyKPNuGhs8mPJdUuP7HmWdgs70Uq+j9F44oA+xSfpHP6LM1XkFQGYurvM8PhqYmZk/7ndxuWrlOSMi1gZmAt+OiGOArYCllJGPB1MKy9cB+wA3dYrLPTyftfl8IWmCDfs9fjXM98BnU3rxPpFy3UxmnkspOjOo9YssCwO/HziAMiXTSXUKl2MpU0jtDfwng/3dTQp7ME8BETGPMhzjOZl5a5/DmRARsSVluNzXKCt47j0s/7ijrK76WMqTwIdRLqxfkJm39DWwVVSn/jiSMj/Te4HvU3oafSkzv9DH0KSVioinUR7e7ZGZ369tD6X0RPty1pWuu7bvyUJDnc+JiPUpi0/8JDPfV1+bDRwNHJ6ZV3Tt06vFmdoc2+qZubj++afAgszct+v1TwBfzMyLeh2bpBXrKiruSOl5uyFl4b9nZeYf+xZYl7aeM+pnPZGSk39Vb5g7c2meCPxv1nmgexlbm88XknpnGO/xh/0eOCI2pyxiewNlWpM1gUMpi7Pe2MfQVllErAMcBZyXmV+rbV8ATq4dATWCT32HWOcCPDP3pvSemNXXgCbWIspwwyOAPQf9xDPC6pQFa44G3gjsP+jF5eqPlGM7DHh7Zh5IuXi4aIV7SX1Wb2IvpFwsHVoLB9RCxjWUUQbL6MHN+Kb1YdS0+nm3U4aHbx0RH65tNwMbUXr2dcc2qTfkEbFB/Zwl9e+uTbE9uX7O4lpQgTIEe/OIOL1r0znAo3oZm6Sxqfl1LWAu5cbvDZSRBm0pLrfunDEitksovQJv6eTBLHMuX0cpevQstjafyyT1xTDe4w/1PXBm/ppSs/gNpcfvrpTvbqCLywCZ+VfK1Bg7R8ROdbqTzamjqPSP7ME85HrZI6KX6rw4JwEHZ+bV/Y5notX5qGYCq9XENhTqYlkb1GHoRMT0dLVVtVBEPDgz/zKyjXLRuzfwgcz8Sl2s6aeZ+cEexnYcpfj5Z8ow69Mzc1HNGwEcR5mvbnXgtsx8dQ9j+zRl5MW9wOs6+asWELboc2zPpxZ8MvOc2rZ6LTavRfm7/COwHmU45j69ik3S+NX5l2dRrpXu7HMsbT5nLBNbp+dv/ftbn7Lux2UR8TXg+5l5dI/iau25TFJ/DOs9/lS5B64PLadl5sJ+xzJRImJjypR5O1Cmv3pPZl7W36jaywKzBlZEzKg9LjRgHNaoNouIV1Dmy3zJyNED9cb3ZZS5Kn8JLOpxkfQQSu/aV1N6CzyF0kvg3hHb7UC5wLuw/tyLIc6HUhaS3Qv4DnBGZn5s5EV0P2Krn/M0yoIc36LMjXrSKNtsAaybmT/vZWySBlfLzxkrim0m8EzgFMoCRndl5q49iqu15zJJ/TXM9/jeAw+mug5B54H23/odT5tZYJYkqUtEPINSIP0GsE/nprz7xrb2TLuvLgLRyyLpScC5mfnlWri4FNg3M39aX58GzOrE1ePYTqPMLfqV2pN5DnA9ZRjZ/9SewmtmWfSq17FNowyxPpWy8O3OlIVJ7s7Mr9cppWZn5u+69/EmQNLKtPycMZbYHkMpfF/fq9jafC6TJEnNOAezJEnL2gA4ELgZOD0iNoIH5qGMiO1YtlAwrYc3vT8FHlKHEHY+80Fdr38AOLAzDzL0bm5P4HvA7yLikcBDgbdQVlreDHhGRBwEvLsfsWXm0jqP52+ACyjFlg8C/1U32Q94c0Rs071PL2KTNPDafM4YS2w3dhWXexVbm89lkiSpAQvMkiQtawHlhntf4Hd03ZRHxLMoK0A/trNxjwuRpwJnZ+bf6832XylFU2oB93LgVuAxPYyp43OZ+dO6qMc+mfmLOg3FYkqR4+PATZSCc09FxGp1vtH1KPN5bgPcTSmIvxg4k1IMn9nr2CQNvDafM1YU2841tjl9iK3N5zJJktSAU2RIkrQCEXEy8AjK/JC/rz2+tgRO7Wcv1zp/5nnA7sCHATJzz9ojbK3MvK0PMXUWj3oQZTGTGyPiLOAbmXl8HSY+ox+x1fheD3QKLW8GnkcZhn1MRKxd/9yX2CQNh7aeM9oaWxvPZZIkafwsMEuSNIqIWD0zF9c/nwP8ODOPqD+v3e9FHiJiFvArYBGlgPumfsbTUefTfCZwOPBn4M+Z+cr+RlVExOMoPfb2ysxFEfGQzPxzv+OSNPjafM5oeWytPJdJkqTxscAsSdJytH1RoYg4E/hT54a8LfHWnmdbUnoEX1Tb2hJbp5f19Mxc1N3W79gkDba25LnRtDy2Vp7LJEnS2Flg1oSqc1y+lTLMbTowA/g/4ODMXBgR/wQcATwRWArcAxyZmWeP4b13AQ6iLAIyHbgCeHtm3hQROwGfzMw5Xdu/HXg78LzMvHwF7zsPeDbQGYI3g7II1KFdq20vpcxjt7jGvQbw+cz8YEQ8CrgW+GXdfzXgb8DHMvOLYziu3wIbAg/v7kESEXsDnwN2zcyzapwLMvPD9c9PAeZm5l1d+/wNmJOZv13Z50oam+7iY9sKkRHx8Mz8Q/1za2/I2/b3JkmTpeXnjFbGNijnMknDxdoFMP7axWzgY8BW9b3vpv6dRMRe9RgANqmvdeI8gLKo9gpj12BzkT9NtE8DTwWelZnbANsBAZwQERsCPwK+A2ydmVsDrwOOj4hnr+hNI2Jj4GTglZm5dWY+DrgMGDUJRsThwGuB7VeUoLt8NDO3qTE/DrgBOL+edDqeUbd5AvD/gNdGxPPra3d39s/MxwOvAo6MiJeN4bMB/gi8dETbXsAfVrDPoyiLZkmaRN034G25Ge/ouiGf1uYb8rb9vUnSZGn5OaOVsQ3KuUzS0LF2Mf7axQnATzLzX+q++wDzImLLzDylK66vdceZmReOI3YNKAvMmjD1adgewH6Z+ReA2rv2DcBXgTcCF2Xm/QuJZOZlwMuBlT2xeijlCdfaXW0fA44cEcNqEfEpyvyfO2Tm9eM9jsxcmplHUp42jnryyMw7gZ/TtSr4iNevBw4G3jXGjz0NeHXnh4jYlHKsV61gn48Du4yjiC1pSLWpUCBJUhOeyyT1irWLZV4fT+1iNjArIlar+14JvJCy7sqEx67BYoFZE2kucEVNYPfLzFsy88vAtsAPR+6UmRdk5i9Hto/Y5nLgeOAXEXFlRBwPvAA4v2uz6cCpwL8Dh2fmn1bpaMpTxn8Z7YWICODpwA+a7D+Kc4Gt65ATgD2BU1ayz23Aa4DPRsQjx/g5kiRJkiRNZdYuxrj/CO8E3gzcGhFnR8S7gN+s4hQX46mbqMUsMGsiLWHFv1Mre32FMvMdlCdm76PM53MU8IOu4RQBLKQUXedNQNF1KfD3rp+/FxGXRsQvKUNe3pmZPxvH/ityL3AWZf4ngN2A01e2U2Z+E5gHnNZ5iihJkiRJkpbL2sWK9x9VZn6XMr/yi4GLKYXzqyJiu8aRj69uohab3u8ANFQuBraMiHUy86+dxjo5/meBiygL032ye6eIeD2wVmYevbw3jogXAhtk5ueALwNfjoj3ADcBT6ibXZOZ+9btt6/bPC0zF473QCJiGuWpZnesz8jMP47jbbbjgcnzx+IU4LiI+DGQmXl7edi4Uu8GfgK8ZxyfJUmSJEnSVGTtYlkrrV1ExMOAQ4EDMvMiyt/RkRFxAqVQvqIC9vLec7TYNaAsMGvCZObvI+LzwEkRsV9m3hkR6wKfAv4EfAa4PCL2AE7PzKURMRc4jK75h5fjr5SpIC6u8/wAbAYsoqyCujWlF3DHWymT8h8L7D+e46hPFQ8C/piZF4xn36732ILytPKtY90nMy+OiFmUuZk+PI797o2IV1FOkrPGG6uk4eTK2MD4V8b+LbAh8PDM/FtX+97A54BdM/OsrvYvU4YcbpKZf69tD6bMc/eJzDymtk0DzgauzMz/WlkckgafORiYpBwcEd8HNgX+MuItDl9Zju76nAszc8+utm2BszLzUSuLU9Lgs3axzHuMtXZxO+Uc8daI+Gj9O3kQ8BjKdB/j/dxVjl3t4pB6TbQ3AlcCP4qISylFzyuB/TPzdmAn4GXAgjpc41jKxPrfWtGbZub3KHP9nBwR10TErygT5T8vM/9hQvnMvAfYFdg1Il43hrjfVoeQ/AL4BWXYx/PGdMTFrLr/pRFxCWXaindn5rnjeA8oiTlYdn6mlcrMpMyH5L9pSR2ujD3+lbEB/gi8dETbXsAfRhzXxsCOlBEke3Xa60IxLwcOj4gn1ebDgJk40kSaSszBk5iDgXd1fU7nv+7i8qg5usuuEbGyIpGk4WbtYhy1i8xcBDyHcm67LiIWUP7OzsnMk8b42asau1ps2tKlLtYrSdIwqb3IrgBmdy9eEhEbAdsDc4AtMnOPEfvtCPx5RYuXRMTjKUPinpqZV9S2tSgFh3M6veeAx9f/bwO8YCyLl9Tecwsy88Mj2q8G3pKZ59fecxt2D/uLiC8CP6XMZb8gM9cesf/udf+nrOTzfwt8HtguM59T2zYFvkSZG+6TnQJGRBxKWY37LOADwFZZVxmvr+9P6ZVxEGU44Xaj3VRIGj7m4MnNwbUH8/35eDnvdSjLydH1c46h5OcnZuZ19mCWJGnVOEWGWiMiLgTWWc7LT8uuuZHG+b7PAD66nJe/l5lva/K+4/j8dwF7LOflozLz85P5+ZKmpOWujE2Z421v4OsjdxrL8LTMvDzKati/iIhfU1bY/g7lJr6jszL27sAuYylsrERndel/GN0Rcf/K2EeNYf+xOBfYPyJmZ+bNwJ6UOfJf3vWZ0yk9Al8PfIsyV9+/0fV3mpknRMQzKT0Nn2hxWZpSzMGj7z8WK83B1VERcdCItmdl5p/GkqOBHwDrA6dHxNPGGJskAdYupNFYYFZrZOakXNzVISrbTMZ7j/Hzj2LFF92SNNEmfWXsiDiSMnSwU1g4oPa+gzIM/Ec8sDL23My8sennMfrK2IuB1YG7qCtj116DY9l/Re6lFGp2Bz4C7EY5xu7ixovqZ5+fmYsi4kzgQLqKF1HmYp5LGdb9AkqBRdLUYA5e8f4rMpYcDGWKjOX1YF5pjq4OAZ5FGWXy1THGJ0nWLqRRWGCWJGn4uDL2sla6MvYIpwDHRcSPKdPc31466d3vjZRFVX9d22cAsyPicZl5RY35NOB7lGHYP46IH2fmd8YRg6TBZQ5e1kTn4JVZYY7ubFSLz7sD8ymLV0mSpIZcEEySpCGTmb+nzGN5UpQVsYl/XBl7p4jYoxYPiAdWxl5ZEeCvwAcjYquutu6VseEfV8aeTlkYZVzqolIHMzErY39krPtk5sWU4sSRlIVPRr7f04G5mfmo+t/GwAU8sPr2+4HZwFtrMeMAyjDsjZscg6TBYg5e5j0mNAeP8fNWlqO7P+s3wFvqZ0mSpIbswSxJ0nB6I+Wm/kcRsQiYSRkCfEhm3lsXgvof4D0RsYQyzHlMK2NHRGdl7PUoRY2bqStjj+xllpn3RMSuwCUR8dPM/OxK4n5bRLyaMqR6deBnNFgZu/55CXAPY1gZexSnUlYAHznn6L8DX8nMX49oPww4JyJ+SPm737bTWzAzT65D178YETvVVbglDTdz8OTk4I7R5mD+X+AhrDhHv2fkG2XmqRHxr8AO44xRkiRV05YuXbryrSRJkiRJkiRJGsEezJIkaRmujC1J/WMOliRJg8YezJIkSZIkSZKkRlzkT5IkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUiAVmSZIkSZIkSVIjFpglSZIkSZIkSY1YYJYkSZIkSZIkNWKBWZIkSZIkSZLUyPR+BzDZ5s+fPxPYDrgZWNzncCQNl9WB2cDP5s6du7DfwQwCc7KkSWROHidzsqRJZE5uwLwsaRJNal4e+gIzJTlf2O8gJA21pwEX9TuIAWFOljTZzMljZ06WNNnMyeNjXpY02SYlL0+FAvPNAFtssQUzZswY0w4LFixgzpw5kxpUPw3z8Q3zsYHH1zb33nsvV199NdQ8ozEZd06Gdv9uGFszxtaMsS2fObkRc3IPGVszxtZMv2MzJzc2dHl5VXlsg2uYj28Qj22y8/JUKDAvBpgxYwYzZ84c807j2XYQDfPxDfOxgcfXUg5fG7tGORna/bthbM0YWzPGtlLm5LEzJ/eYsTVjbM20JDZz8vgMZV5eVR7b4Brm4xvgY5uUvOwif5IkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRqb3O4A2WnOt9bj19r8v0zZrzems86AZfYpIkqY287IktYc5WZLaxbwsqd8sMI9i0RK4JG9dpu2J8TCTsyT1iXlZktrDnCxJ7WJeltRvTpEhSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWrEArMkSZIkSZIkqRELzJIkSZIkSZKkRiwwS5IkSZIkSZIascAsSZIkSZIkSWpk+lg2ioh1gR8Bz8/M30bEzsDRwCzgC5l5UN1uG+AEYF3gAuANmbloxHutB3we2Ay4DXhFZt4SETOAE4FtgbuB3TPzqoiYBhwFPB9YArw2M3+4isctSQPNvCxJ7WFOlqR2MS9LUm+ttAdzRDwZuAjYov48CzgJeBGwJbBdRDy3bn4a8ObM3AKYBrx2lLc8HLgwM7cEjgc+XtvfAtxV2w8E5tX2l9XP2Qp4MTAvIsZUGJekYWRelqT2MCdLUruYlyWp98aS5F4LvAk4tf78JOCazLwOICJOA3aNiCuBWZn5k7rdPOD9wKdHvN8uwI71z2cAx0bEGrX9YIDMvCAiNoyITWr7mZm5BLg6Im4A/h/l6eKYLViwYMzbTp+1HtffcP0ybbMfvJgbr7tjPB/ZavPnz+93CJNmmI8NPD4BQ5CXx5OTof15uc2/t8bWjLE10+bYJpE5GXPyWBlbM8bWTJtjm2TmZdqVl1e8iTX1AAAgAElEQVTVMP8uD/Ox/X/27jzcsrK8E/avZCiNE0EhlEFwID7B0KIpY/ATjVFimsaxoxIhqHGK7ZzWpNuO6Ket+dq22wE6RoManGPEdmgF45iIdrRNGTFA82rzKQgW0WgQRSim6j/WKnKoFFDnPXXOXnvXfV9XXVftd6+1z/NeZ59nr/3ba78rWez5LfLcetxswNxae1qSVNW2oTsl2bxkk81JDryJ8e1dv11r7ZqquizJfrvgcW/SYYcdlvXr1+/Utmede34OPujgG4xtOGD/7L/v3Zf7Yydp06ZN2bhx46zLWBWLPLfE/KZmy5Ytyz742xUWoS8vpycn0+7LU37eqq2P2vrMujY9+WYf90bpyWtDbX3U1mfWtc2qJyf68jZT6csrNevn8mpa5Lkliz2/eZzbavflnov83SLJ1iW312VYV+jGxre3bge3b2r/nX1cgN2VvgwwHXoywLToywCrrCdgvijJhiW3D0jynZsY397F430Z1yG6bZLv74LHBdhd6csA06EnA0yLvgywynoC5i8lqao6pKr2SHJckjNaaxckubKqHjBud0KSM3aw/+lJnjj+/9gMi+VfvXS8qo5McmVr7cJx/Piq2qOqDsmwUP+XO+oGWFT6MsB06MkA06IvA6yyZQfMrbUrkzw5yQeSnJvkvCSnjXcfn+R1VXVektskOSlJquoVVfXMcZsTkxxRVeckeVaGxfeT5OQk68fxkzI094yPfU6SryX5cJKnttauWG7dAItKXwaYDj0ZYFr0ZYDVd7MX+dumtXaXJf//dJLDd7DNWRmu0Lq9DyW5/7jND5I8cgf7XpnkSTsY35rkReM/AEb6MsB06MkA06IvA6ydniUyemxI8p41+lkA3Dx9GWA69GSAadGXAZZhp89gXonW2sfW4ucAsHP0ZYDp0JMBpkVfBlietTqDGQAAAACABSNgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgy56zLgCAXaOqfivJi8ebZ7TWXlRV907yliS3S/K5JM9srV2z3X77JHl3krsl+V6Sx7fWLqmqvZO8Ncl9k1yR5LjW2nlVtS7Ja5I8PMl1SZ7eWvvC6s8QAAD6OFYGWD0rCpg1aIBpqKqfSnJSknskuTTJF6rqqCSvT/K01toXq+qtSZ6e5I+32/2VSc5srR1TVSckeUOSY5M8L8nlrbVDq+pBSU5NckSS30hyaJJ7Jjkkyceq6tDtez3A7s6xMsA0OFYGWF3dS2QsadC/kuTwJA8cG/S7kjyntXaPJOsyNOjtbWvQhyY5JUODTpY06CQvyNCgkxs26EcnObWqnH0N8E/2yNDTb51kr/Hf1Ulu1Vr74rjNqUket4N9j8kQZCTJe5McXVV7LR1vrX0uyX5VddA4/mettetaa19PcmGS/2c1JgUwrxwrA0yKY2WAVbSSA8+lDfry3HiDfnn++SeAxyR50Pj/9yb5oyUN+qXJ0KCr6p816CRfr6ptDfpzO1vs2WefvdMT2/NW++SCCy+4wdiG21+bb3/z0p1+jKnbtGnTrEtYNYs8t8T82LHW2o+q6sQk5yX5SZK/SnJVks1LNtuc5MAd7H6nbdu11q6pqsuS7Ld0fLv9b2x8py2nJyfT78tTft6qrY/a+ky5thmYm2NlPXntqK2P2vpMuba15lh5vi3yc3mR55Ys9vwWeW49ugPmeWvQhx12WNavX79T25517vk5+KCDbzC24YD9s/++d1/Oj5ysTZs2ZePGjbMuY1Us8twS85uaLVu2LPvgb7VU1b2SPCXJwUl+mOEMuYcl2bpks3UZvjq9vXU7uH1dhmBkR/vf2PhOW05PTqbdl6f8vFVbH7X1mXVtU+rJyXwdK+vJa0NtfdTWZ9a1Ta0nO1aeX7N+Lq+mRZ5bstjzm8e5rXZfXskSGUsb9J2SXJsJN2iABffrST7dWvtua21LhrPiHpxkw5JtDkjynR3se/F4X8avVN82yfeTXHQj+9/YOAAjx8oAk+JYGWAVdQfM0aABpuSsJEdV1a3Hiz09IsPZcldW1QPGbU5IcsYO9j09yRPH/x+bYd3Pq5eOV9WRSa5srV04jh9fVXtU1SEZLpby5VWaF8C8cqwMMB2OlQFW0UoCZg0aYCJaa5/IsE7npiRfy7DW539KcnyS11XVeUluk+GCU6mqV1TVM8fdT0xyRFWdk+RZSZ49jp+cZP04flKGnp4kpyU5Z/w5H07y1NbaFas7Q4C541gZYCIcKwOsrpWswfyJqrpPhgZ9dZL/laFBfzDJKVV1uyRfyZIGneQ7rbU3ZWjQp46N+NIMTT0ZGvSbx/EtuWGD/uUMDTrRoAH+mdbaq5O8ervhs5LcbwebfyjJ/cf9fpDkkTt4vCuTPGkH41uTvGj8B8AOOFYGmBbHygCrpztgTjRogDm2Icl7Zl0EwCJzrAwwtxwrAyzDigLmZdKgASaitfaxWdcAwA04VgaYCMfKAMuzZgGzBg0AADvmWBkAgHm1kov8AQAAAACwGxMwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQZc+V7FxVj0jysiS3TvKJ1trzq+qoJK9Ncqsk72utvWQH+x2U5F1J9k/SkhzfWvtxVe2T5N1J7pbke0ke31q7pKr2TvLWJPdNckWS41pr562kdoBFoycDTIu+DDAdejLA6uk+g7mq7pbkTUkeneReSX6xqo5O8rYkj0pyaJJfGse298Ykb2yt/XySv0ly4jj+yiRnttYOTXJKkjeM489Lcvk4/oIkp/bWDbCI9GSAadGXAaZDTwZYXStZIuMxGT7hu6i1dnWSY5P8JMk3WmvfbK1dk+FTvsct3amq9kryoCSnjUOnLtnmmAyfACbJe5McPW5//Xhr7XNJ9hs/RQRgoCcDTIu+DDAdejLAKlrJEhmHJLmqqj6S5KAkH01yTpLNS7bZnOTA7fa7Y5LLxga+/TZ32rZ/a+2aqrosyX5Lx7fb58KdLfbss8/e2U2z5632yQUXXnCDsQ23vzbf/ualO/0YU7dp06ZZl7BqFnluiflxoxa2JyfT78tTft6qrY/a+ky5thmYm76sJ68dtfVRW58p1zYDc9OTk8Xryyu1yM/lRZ5bstjzW+S59VhJwLxnhk/yHpzkx0k+kmF9oa1LtlmX5Lrt9rvFdttkyTbrthvftv/2++zocW/SYYcdlvXr1+/Utmede34OPujgG4xtOGD/7L/v3ZfzIydr06ZN2bhx46zLWBWLPLfE/KZmy5Ytyz74W0UL25OTafflKT9v1dZHbX1mXdvEenIyR31ZT14bauujtj6zrk1Pdqy8q8z6ubyaFnluyWLPbx7nttp9eSVLZFyS5FOtte+11q5I8sEkRyXZsGSbA5J8Z7v9vpvk9lW1x3h7w5JtLh73SVXtmeS2Sb6f5KKdeFyA3ZmeDDAt+jLAdOjJAKtoJQHzR5P8elXtMzbbozOsS1RVdcg4dlySM5buNK53dGaGNY+S5IlLtjl9vJ3x/jPH7a8fr6ojk1zZWtvpr5cA7Ab0ZIBp0ZcBpkNPBlhF3QFza+1LSf5zks8nOTfJBUn+OMmTk3xgHDsv42L4VfWWqnrkuPuzkjyjqs5N8sAkLxnHT0xyRFWdM27z7HH85CTrx/GTkpzQWzfAItKTAaZFXwaYDj0ZYHWtZA3mtNbeluRt2w1/OsnhO9j89CTXjvtdkGHto+0f7wdJHrmD8SuTPGkltQIsOj0ZYFr0ZYDp0JMBVs9KlshYrj2TfGoNfx4AN05PBpgWfRlgOvRkgGVY0RnMy9Fa+/O1+lkA3DQ9GWBa9GWA6dCTAZZnLc9gBgAAAABggQiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKCLgBkAAAAAgC4CZgAAAAAAugiYAQAAAADoImAGAAAAAKDLnit9gKr6L0nu2Fp7clXdO8lbktwuyeeSPLO1ds122++T5N1J7pbke0ke31q7pKr2TvLWJPdNckWS41pr51XVuiSvSfLwJNcleXpr7QsrrRtgUenLANOhJwNMi74MsOut6AzmqnpokictGXpXkue01u6RZF2Sp+9gt1cmObO1dmiSU5K8YRx/XpLLx/EXJDl1HP+NJIcmuWeSRyc5tapWHIwDLCJ9GWA69GSAadGXAVbHuq1bt3btWFX7Jjk9yfuSHJ7kZUk+01q7+3j/A5O8vLX2kO32+2aSB7XWvj022R8kuUOSTyR5aWvtzHG785P8apKXj4/7znH80+Pjfm5n6ty0adNdknxzOXPb81b75It/d9ENxo74FwfmmisuXc7DALuPu27cuPFbsy5iHvpyT09O9GVgWfRkPRmYjkn05ERfBhitSl9eyadob07yB0nuPN6+U5LNS+7fnOTAHex3/XattWuq6rIk+93E/jv7uDfpsMMOy/r163dq27POPT8HH3TwDcY2HLB/9t/37sv9sZO0adOmbNy4cdZlrIpFnltiflOzZcuWnH322bMuY6m56cvL6cnJtPvylJ+3auujtj6zrk1PvtnHvVF68tpQWx+19Zl1bRPsyYm+PJdm/VxeTYs8t2Sx5zePc1vtvty1REZVPS3Jt1trn97usZaeDr0uw3pD21u3g9vX3cT+O/u4ALstfRlgOvRkgGnRlwFWV+8ZzMcm2VBVX02yb5LbZGigG5Zsc0CS7+xg34vH+y4av15y2yTfT3LRuP/52+2/bfzmHhdgd6YvA0yHngwwLfoywCrqOoO5tfZrrbXDWmv3TvLSJB9prf12kiur6gHjZickOWMHu5+e5Inj/4/NsFj+1UvHq+rIJFe21i4cx4+vqj2q6pAk90jy5Z66ARaVvgwwHXoywLToywCra1dfyfT4JKdU1e2SfCXJSUlSVa9I8p3W2puSnJjhKqrnJLl03CdJTk7y5nF8S4bmniSnJfnlJF8bbz+1tXbFLq4bYFHpywDToScDTIu+DLALrDhgbq2dmuTU8f9nJbnfDjb7UJL7j9v8IMkjd/A4VyZ50g7GtyZ50fgPgJuhLwNMh54MMC36MsCu17VERocNSd6zRj8LgJunLwNMh54MMC36MsAy7OolMnaotfaxtfg5AOwcfRlgOvRkgGnRlwGWZ63OYAYAAAAAYMEImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6CJgBgAAAACgi4AZAAAAAIAuAmYAAAAAALoImAEAAAAA6LLnSnauqpclefx482Ottd+vqqOSvDbJrZK8r7X2kh3sd1CSdyXZP0lLcnxr7cdVtU+Sdye5W5LvJXl8a+2Sqto7yVuT3DfJFUmOa62dt5LaARaNngwwHXoywLToywCrp/sM5rERPyzJfZLcO8nGqnpCkrcleVSSQ5P8UlUdvYPd35jkja21n0/yN0lOHMdfmeTM1tqhSU5J8oZx/HlJLh/HX5Dk1N66ARaRngwwHXoywLToywCrayVLZGxO8sLW2lWttauT/O8k90jyjdbaN1tr12T4lO9xS3eqqr2SPCjJaePQqUu2OSbDJ4BJ8t4kR4/bXz/eWvtckv3GTxEBGOjJANOhJwNMi74MsIq6l8horZ2z7f9V9XMZvmpycobGvc3mJAdut+sdk1w2NvDtt7nTtv1ba9dU1WVJ9ls6vt0+F+5svWefffbObpo9b7VPLrjwghuMbbj9tfn2Ny/d6ceYuk2bNs26hFWzyHNLzI8dW+SenEy/L0/5eau2PmrrM+Xa1pKePFtTfh6qrY/a+ky5trWmL8+3RX4uL/LcksWe3yLPrceK1mBOkqr6hSQfS/J7Sa7J8CngNuuSXLfdLrdIsnW7sW3brNtufNv+2++zo8e9SYcddljWr1+/U9uede75Ofigg28wtuGA/bP/vndfzo+crE2bNmXjxo2zLmNVLPLcEvObmi1btiz74G+1LWJPTqbdl6f8vFVbH7X1mXVtevJNPu5N0pPXhtr6qK3PrGubYk9O9OV5NOvn8mpa5Lkliz2/eZzbavfllSyRkap6QJJPJ/n3rbW3J7koyYYlmxyQ5Dvb7fbdJLevqj3G2xuWbHPxuE+qas8kt03y/Z18XIDdmp4MMB16MsC06MsAq2clF/m7c5IPZbgi6p+Nw18a7qpDxgZ8XJIzlu43rnd0ZpJjx6EnLtnm9PF2xvvPHLe/fryqjkxyZWttp79eArDo9GSA6dCTAaZFXwZYXStZIuNFSW6Z5LVVtW3sTUmenOQD432nZ1wMv6rekuQjrbWPJHlWkrdX1UsyrEP0hHH/E5OcWlXnJLk0yfHj+MlJ3jyOb0lywgrqBlhEejLAdOjJANOiLwOsopVc5O/5SZ5/I3cfvoOx05NcO+57QZIH7+Axf5DkkTsYvzLJk3prBVh0ejLAdOjJANOiLwOsrhWtwbxMeyb51Br+PABunJ4MMB16MsC06MsAy7CSJTKWpbX252v1swC4aXoywHToyQDToi8DLM9ansEMAAAAAMACETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBlz1kXsLOq6rgkL0myV5LXt9b+aMYlAezW9GWA6dCTAaZFXwZ2J3NxBnNV/WySVyU5Msm9kzyjqu4526oAdl/6MsB06MkA06IvA7ubuQiYkxyV5DOttR+01i5PclqSx864JoDdmb4MMB16MsC06MvAbmVelsi4U5LNS25vTnK/ndx3jyS56qqrdvqHbb3u2n+WvF9z9VXZsmWPnX6MqduyZcusS1g1izy3xPymZElfWZzmsPN6+/Kye3Iy/b485eet2vqorc8sa9OT9eRt/I30UVsfte3Ybt6TE315l5ry39lKLfLcksWe37zNbbX78rwEzLdIsnXJ7XVJrtvJfTckyde//vVl/cA77H3D25svujSbL1rWQ0za2WefPesSVs0izy0xv4nakOT8WRexxnr7cldPTqbdl6f8vFVbH7X1mUhterKePOsSbpTa+qitz0Rq2x17cqIv71ITeS6vikWeW7LY85vjua1KX56XgPmiJA9ccvuAJN/ZyX2/PO67Ocm1u7guYPe2R4bm/OVZFzIDvX1ZTwZWi578T/RkYNZ2556c6MvA9KxqX163devWm99qxsYF8j+f4Ssllyf5n0me0Vr7XzMtDGA3pS8DTIeeDDAt+jKwu5mLi/y11i5O8gdJPpvkq0neozEDzI6+DDAdejLAtOjLwO5mLs5gBgAAAABgeubiDGYAAAAAAKZHwAwAAAAAQBcBMwAAAAAAXQTMAAAAAAB0ETADAAAAANBFwAwAAAAAQBcB86iq7lZV966qvapqj1nXw8pU1bpZ17CaFn1+ye4xR26cngwwLfPWlx1HAIts3nryrrA79PVFneOizmup3WGON2fd1q1bZ13DzFXVv07yqiQXJflukq8keUtr7YczLWyNVNW61tpCPBGq6h5JrkqypbW2eRwzvzlQVfdOck2StNbOHscWYm4szyL15Kq6RWvtulnXsU1V/XaSC5Jc3lr70qzrWWritT03yQ+SfK+19olZ1wNrbZ76clUdmOFY6YettS3j2FwcT0ztNWOpKdU25dcLWAvz1JN3Be+B55ff3e5ltw+Yq+rWSd6Z5D+21v62qh6f5MgkVyR5VWvtspkWuAqq6v5JfiHJ+Um+0Vq7aEoHjb2q6lFJXpbkW0l+nOTvWmfUJZ0AACAASURBVGuvGe+b+z/0RZ5fVR2T5D8n+VKSDUnOba29cLxvrufG8sx7T66q1ya5NMltkry0tXbljEu6XlX9SZKfS/KXSf5NkhNba6fMtKjRxGv74wy1fTjJi5K8Psk7Wmvfn2lhsEbmqS9X1WOS/F6G46SzknyttfbO8b7JHU9M/DXjZRlquzrJKa21q6tqj9batTOua7KvF7AW5qkn7wreA88vv7vdjyUykq1J9kty0Hj7tCT/I8ktkzxx0b5uUlX/KsnbkxyW5Ngk76qqX2ytXVdVc/t8qKrbZnhD8ewkT07yJ0keW1WvSpJ5/wNf5PlV1a2SPD/JC1trT0nyzCSPrqq3JsPcfN1ktzK3Pbmq3pDk7knOTHKnJF+pqruN9830OVxVhyapJEe11l6e5DeSvLiqnjnLupLJ13ZwknskeUxr7eQkj0nyiCRPraq9ZlocrJ256MtVdYck/yHJszIEj3+b5NjxGwiTO1aa+GvGKUk2Jrk8yf2TfLmq1rfWrp3l73vKrxewhuaiJ+8K3gPP73tgv7v5/d2txNwGirtKa+0nSd6a5OiqOnw8i/czSf4myYOS7D3L+lbBA5K8uLX2ggwH4R/OEDLfZwyZ5/UPYWuGsywuaK1d1lr7fJKnJXlwVf3ubEvbJRZufkuea1syfM3xu0nSWrsgyX2SPLCqXj2Oze0LEMsz5z35Nkle2Vr7bGvtt5J8IsmfV9UdJ3Cg8Q9JLk5yQJK01r6Q5IlJXlVVvznDupJp17Y5w9dPN1bVXq21r2Q4i/nYDAfLsPDmqC/vleEMvtZaOz/JR5P8cZKjquoJM61sxyb5mlFVeyb5qSRPa629pbV2QpJzk3ytqvYeQ+ZZvZ5N+fUC1sQc9eRdwXvg+eV3txva7QPm0ccyPPl/c2zS145fp9s3ySGzLW3XGf8gfjrJryRJa+0HGb7qe0qSV1fVgfP2h1BVt0mS1tqPk5yX5D3jJ0pJcnaSlyb5xar6mXkMzxd8fvsmyXhQ9H+SvK+qfmocuyzJMUnuXVU/P7sSmZG568njN0C2JDli29j4Qd7fJPmLqtpzFv21qu5eVbdrrX0vQ/By0pL6Pp/kqUmeUlW3XeseMvHa7lVVB7XWrkry9SRPzxAGZQyZfy/JC6tq/7WsC2Zosn25qvZOktbaJUn+d5L/Np5te1mSLyT5UJL7VtUtp3KsNNXXjNHeGd4vHLWktuOS/HWS94/LZKxpbVN+vYAZmWxP3hW8B57f98B+d/P7u9sVdvs1mLepqjsneU6SO2Y4g2Brkj9I8mutte/OsraVqqq7JNnaWrugqn42yX9P8q7x676pqgOS/GGSU1trn5tdpctTw7o3T8zw4vqFJF/McEbZXZI8pbV2ZVXtk2GNqn/TWrtoRqV2WeT5jXN7QYb1mDYneW2GswIfmuQhrbUrxu3el+RlrbXzZlQqMzIvPbmqjk/y/yf5Xoaz5z6f5BmttQ8s2eZ9GdbE+9oa17ZtncpvJ7mstfacqvrLJD9urT183OYOSd6U5IS1XPtz4rW9daxtc4az+I5L8rYMz8Hnttb+ftzuQ0l+u7X2j2tVG8zSFPvyeDxx9HjzzzL04V8fa/t/W2tbarjA0MlJnjCeXDEzE3/NODrDcdm3k9wrwxngT2it/cV4/89kOF77/dbaxWtY12RfL2CWptiTdwXvgef3PbDf3fz+7nYVZzCPWmvfTvKaJJ9OckKGNRafNM/NObn+CrN/nuQtVfVHGT5VeWGSh9U/rUl3SZJ1GdaBmwtVdViGA8k3J/lqknsm+U8ZLvhxYZJPVtUhGeb7Mxmv7jkvquoXsqDzG9/o/bckr8zw3FyX5JMZ3hh+NsNXMB9UVb+TYZ29y2dVK7MzDz25qv40yVOSPDbJ+5P8fJKHJXlvVT12yaYbktxujWt7eoae/i+TnJjk4Kr6VGvtwUn2qKoPVtVTM6yH9uM1DnCnXNtvJrlra+1BrbVjk1yZ5D1JnpfkR0lOqqo/rKr/nuQnwmV2J1PryzVcvf2UDEHoFUkePf47N8N7nD8Z38jeK8n6WdS41MRfM96V4f3BiRl63u2S/GaSN1XVw5Jk/HDt4Axrv65VXZN9vYBZm1pP3hUW+T3+or8HXvDfXWWBf3e70p6zLmBKWmv/kOEU/tMynPF79axrWomqun2S303yjAzrlR2Z5Pgkd03y6iSvHYPMbyS5X4Y/mHmxd5KPttY+k+QzY7N6coZ1ff5dhk9w/2OSO2RYQ+6SWRXa6ZZJzljQ+V2Z5K9aa381fi3mL5Ncm+FN4sMyrGX0mAxvYn5rPHhiNzTlnlxV90xyl9bar463fynJXyV5UpJfTvL2qnpohrOuzh+/wruWLkny2dbatjXCHlFVH6+qD7fWjq7hgkj7JPlaGy6UtJZXPJ5ybRckuf6swdba46rqHUne2Vo7agxaDk7y3dba69e4Npi5qfTlqrp1kgOTfKC19vEkH6+qh2Q4jjg8w7f1Tsjw5u/WGb59MLOzl6f8mlFV90vyM2OP2y/De4LXJ3lFhuPO941nEd83w/rWX12r2jLt1wuYuan05F1okd/jL/p74L2TfGyBf3efXODf3S5jiYwFVlX7Zrii7ONbaxePB+O/lOHK2qcn+XiGq3penqGRnzOzYndSVd0rw9eA9krylgxvGD403nePDOtkfq219s6q2ivJLcaD0rlQVT+X5LYZmtgHM3y94s/G++Z6flV1eJJ7ZHhOnp3kta21N4733TLDekxXt9ZeNo7t2Vqbm0822b1U1d2SvCHJY7Y9T6vqPhn66nFJzkly5yQHttY+ON5/i3HNrrWo734Z+vwxrbUvLRn/cIZ+f8p226tt+Fl3TfKRJP+2tfbJJeOnJ/lqa+0/zKo2YFBVj8xw0erTMry5e1Fr7VPjfUdlODvqtNbaF8aTLa5uw0WxZmaqrxk1rAV9eJL/0lp76JLxf5nkVRnCgWszfL15v9ba28f71yTEnfLrBbDrLPJ7/EV/Dzz+7g7IcF2BUzMso/T+8b55/93dK8PZ1j9K8r4k/19r7U3jfXP/u1sNAuYFNB6wXtJa21xVr83wR/Hc1toPquq2GQ68H9xae+ZMC12mqnpUhk+9vpXkmxm+Dnlwkne01s4Yt3l+kmqtPWtWdfaqqkcneXmSf8xwxvk7Mqxh9K55nt/4Kd8eSV6X5FczfMBxVYaz6N/WWnvHuN0xSR7dWnv6rGqFmzMGkBe11q6uqvckuWNr7WFL7n9skkdmWGfsmiXjaxEUvCrDhZnOz3D23uEZ1gc7rrX2xXGbZyS5TWvttatZy5zV9oYMZ8BdmmFNuFsn+YsMgcanx20emuRXWmsvXcvagBuqqodnOLP2Wa21L1bVs5P8bJL3tdbOGrd5Q5LrWmszv0r9xF8zXpzkc2MQ/8kk39p2DFbDhROfmeSAtf5gbcqvF8Cut6jv8XeH98BV9YgMy2D8Y4YPBn6SYamqd87z7y65Ppt5RYb1/zdn+FD73yf5k9bae8Zt5vZ3t1qswbxA6p+uwvnCJKfVcDGOk5P8Q5ITq2rf1tqPMqwTc0hVHTijUpethgsRviDD2diPzDCnX0nypSRPqqpjx01/mOR2NaErhe+MJfM7tg3ryh0y/vvrDFfFPmbcdO7m11rbOr5p+mqGi9o8Mcm9k7wkye9U1ZPHTe+Q5M5VdZt5mRu7l/ErwqdkWNfzFUl+J8n3quqDSzb7uyS3yXavr2sQFLwxwzqjn8jwFbUPZjjr7PeTfLSqjqmqn07yrzK8cV8zE6/tNRmWjTopQ4/aVuPDk7y/qn57PHvh2Rm+XQLMyPi3+PokD0lyx6p6U4a1eR+Q5HlVdcS46Tnj9jNdCnDirxmnZFgD+q/HoWcm2buqThp//lVjbQdvf0y2yuHyZF8vgF1vkd/jL/p74PGDyMdnuOD1kRm+kfOTDBevnev8ooZv/j85w5rmx2T4IPtOGU4AfFFVHTduOpe/u9VkDeYFsuSratclOTTJn2ZY8+a9SZ6Q4UIdL07yi0lulWEZhnlxdYYDzb3H26dkWFP6LzI07FePX+d7cJJHtPm7yMfVGc6a+9H4wcAhGa6KflWGZva2qvp4hjk/ag7nlyTfz/AC8z+THJFhXhcmeWlV/VqG5+XjWms/nl2JsGM1XLThrhmCx/tmWDfz/Rm+9vW6qjozwyf4T0vy9+Ob87V0ZYZvqnyrhuUcvpHhwi9Py7AO6QszHNh+v7V2otqu98Mkr2+tbUqyqaq+leSMDKHVr2cIXR6S5OIpnA0Ju7nLMgSxL80QQr4kw1lhv5bh7/UBVfWlDOHEw2f5NdUpv2ZU1X9NcofW2r+uqt8d30hfleHss6eMffpFSZ6b5II1Xs94yq8XwK636O/xk8V9D7wuw0VYf7qqbpfhNe7SDGegH5jh2gL/I8mDMn/5xdYk+yc5oqouznDBwkcn+fsM8z65qn41w3N1Hn93q8YZzIvpgiT3z9DM3pahgb0mw9dO/ijDwe2z23BRgHnxwwxXJL2qhvXi9s+wVt03W2vvznDxwtclOaK1dvbsyuz2wyT/rrV2cYYzSp7TWnt4hoP9v80QdrwiyZFzOr9k+CT6rNban2b4Gs2/TfKF1trdkjwnw9fP53VuLL4tST41Hhx9McMFVC9O8prW2mMzhJL/Isl525YfWuNPsn82yR8mw5lnrbXTkrwsw1e5zsxw4Yknt9aeOta2lq//U65t28VwM9b32QzLSG379s8zMpy98NwZ1PZ/27v3IDmrMo/j30lCIpeIFHiBxQVly0ckLEhE2UA0rLhqUGsRcHcNaAi6slwEElgFNCBCWC4CigjCCoQQ7nEhXCKFEJUQNGSBBFLWD4iCQUABEUJCEpLM/nFOh3d6Z6Z7ema635n8PlUUM/1ezvN2as7b79PnnMfMCiQ9RUou7g/clJdLOIf0GffnpETzpZTjs1Ip7xkRsQUwAvh5RFxEemhuJw1MmUpKLP8eOIy0tMfxzYotK/P9wsz63mB/xodB+gyc11G+ljQQ4wzgckmfBaaTZsAcmF8vwz25R5TqNnyH9EXrHaQlTT5HyqXdSxrd/A0G6L9df/IazINQROwCPClpdUTMJHXUh0j6U0RsRlqXbiB9gwRsWEj9DUnrImIP0to+u0TEJFLHdpSkV1obZd/LIzi+JemhVsfSG3lk9jTS9JlTSNVXtyc9JN7QwtDMaoqIscD1wARJv8ivbUP60DtLuRBJYf+mFBqqtBOpqOsNwK8ro7oiYlvSupVnqFDENZpXnKnMsQ2VtC7/vAB4TNKkwvYfADdKmtfs2MysazkB8UXSesHFv89fAodLerJlwRWU9Z6R29qD1Cf/Nj8wV6Y6/wT4qXKRwWbGVub7hZn1r8H+jD+Yn4Ej4t2kLwHfD0yTdGd+fQ7wX5J+2cr4eitS/bJzgTslzc6v3QBMr1yrdeRvfQchSUvyN0pImkAaMXFXRLxD0sqBmFwGkLSqkhAgTb1YEBEHAEeSOrABe+MpiohNImLXiPhwpGI2bweebXVcfeBFUqGD04HJko4DZpPWaTIrrfwQex9wGnBaThyQZ4E8QSpE0kETHsZ3iFSJuS239xfg28BuEXFefu05UlXn91TF1q8P5BGxdW5nfX7vyhTbR3I763JCBVKBrb+LVICrYhSwYzNjM7Pact96LTA/IsZFxJhIBaIqhTpbroz3jKrYHiIVm3q+0g/mJTp+T0p6NC22Mt/LzKw5NoJn/EH7DCxpGWm5p1eAz0bE+Ij4PGk2yu9aGlwfUKpftgjYL3/m+GfSUqZLuj9y4+UE8yBWmTYmaSJpet6mLQ2ob60lrWd3JnDoIJuaMJRUsOZ80o31K5Keb21IvZc/OJxPqvx+b3752rwsiFmpRMSWlZ8LD7E3kirafz9/8AX4ILBZk2O7lDSd8GpgQrxZyGohcBLwkYi4MyLuIq0dfHsTY7uEVNDquogYWXjv/rcEsX0GuDj/H0lr8kjm50lr3m8fET+NiHtJ645e06zYzKx+OeG5OTCaNLLoCNJSNi1b+q3k94wOseUk889JSeYtI2K3vHl3YJMmxlXae5mZtcyge8Yf7M/AeebQkaSE8jHAwaR/u2UtDazv3Ar8hVT34avAJElPtzak8vISGYNcM6fcNVNe6uMKYKqkx1sdT1/LH7JHAEPyN2eDiqc1WplFxBdI62UeUP3lTv7bPJC0VuWjwFpJhzQxtlNJo2sPIX2Y24v0IW5N1X77AJVRdM2a4nwaqfDWl4B7gOskXRgRw1QottWK2HI7Y0nJnrtJa6Ne0ck+7wPeKmlhM2Mzs56LiKGkwRNDJL3awjjKfM/oLrYRpOnnVwMPAiskHdykuEp7LzOz1tkInvEH9TNwnhXTVplNP1hEqkNQ+bzhgn7dcILZBqyIGF79QdTMrLciVQW+h1TB+rDKQ3nxwTaPCHtDqQhEM5OkVwB3SJqVExePkL5JX5C3twGbVuJqcmzXkNYW/Z88knkUqejsEuCcvCzFW4rLNDUxtjbSFOsZpOIj+5FGJLwuaU6e8bNtcTTJYH8IMLO+UfJ7Rj2x7URKfD/drNjKfC8zs9byM77ZwOUlMmzA8o3HzPrJ1sBxwHPAtRHxLnhzHcqI2JOOiYK2Jj70LgC2yiM8Km0Wp1t/Fziusg4yNG9tT2Au8Mdc8GMb4OukSsvvBfaNiG8BJ7UiNknteR3P3wG/IiVbzgK+mXc5HDg6InYvHtOM2MxswCvzPaOe2JYVksvNiq3M9zIzayE/45sNXE4wm5mZdfQY6YF7EqlI6oaH8oj4OKkC9PsrOzc5ETkDuFWpYOt6YDm5iEZO4C4G/gzs1MSYKq6UtCCvuXaYpIfzMhTrSEmO7wPPkBLOTRURQ/J0+reR1rnfnVRI5o+5YMf1pGT4iGbHZmYDXpnvGd3Ftl+ObVQLYivzvczMzMwa4CUyzMzMuhER04HtSetDPptHfO0MzGjlKNe8fuadwBeB8wAkHZpHhG0u6YUWxNSWi0htBmwtaVlE3AzcJenyPE18eCtiy/F9DagkWo4GxpOmYV8UEVvkn1sSm5kNDmW9Z5Q1tjLey8zMzKznnGA2MzPrREQMzZWfiYjbgQcknZl/36LVRR4iYlPgt6SK23dJOqqV8VTk9TT/ETgDeBl4WdK/tjaqJCJ2IY3Y+5KktRGxlaSXWx2XmQ18Zb5nlDy2Ut7LzMzMrGecYDYzM+tC2YsKRcT1wEuVB/KyxJtHnu1MGhE8L79Wltgqo6yHSVpbfK3VsZnZwFaWfq4zJY+tlPcyMzMzq58TzPb/5HUqjyVNVRsGDAduA6ZKWh0RfwOcCewBtAOrgGmSbq3j3PsD3yIV8hgGLAEmS3omIsYBP5Q0qrD/ZGAyMF7S4m7OexXwCaAyjW44qZDTaYWK2e2ktejW5bg3AWZKOisidgSWAo/m44cArwEXSrqxjut6ClhNWtOzLf93A3B2HiVXff6iDwPbdbF9tqSp3bQ7EbgSOF3SqYXX2/L5Vkoaldt/TNIW+effA1+R9JPCMScAoyRNrHW9ZhuTYvKxbInIiHinpD/ln0v7QF62983MrL+U/J5RytgGyr3MzMrHuQtggOQuctsTgWNI7+cw4AFgiqRXImI+6b0eDkTh/EtIMxAbvmZrjmGtDsBK6RJgK+Dj+Q99c2Am8N+505xP6mgPy6PAdgPujoiVku7u6qQRsR0wHRhdqFZ9CnAjMKaT/c8ADgT2ruxfwwWSzsvHtgEnAT+LiNGVaYHAvpJezPu8FXgkIh4ldd6vS9q90P4OwD0RsU7SrDranyBpYT628p5dQOpAqT5/1bV2u72GPwCHAKcWXhtL6pxXdnHMeuB7ETFPkhpo02yjUXwAL8vDeEXhgbytzA/kZXvfzMz6S8nvGaWMbaDcy8yslJy7YGDkLvK6/1OBD0n6S/5y4GLSv+EXJY3J++1IGhxXvL4dq9ts4Jqtnw1pdQBWLvkPdwJwuKRXACStAI4AbgGOBOZJ2lAMRNIi4CDg+Rqn34b0bdQWhdcuBKZVxTAkIn5EWsNznzo76A4ktUuaRkqyfqKLfV4FFlKo7F21/WlSB3hiA+2vIBWQ+vd8M+hPjwKvRUTxRvdl4Jpujnkd+B6pmvjw/gzOzPpfmRIFZmZmjfC9zMx6wrmLDtsHQu5iW1IOcrPc7jpSzJc3crLeXLP1D49gtmqjgSW5A9sgT9WYlac0zKk+SNKvap1Y0uKIuBx4OCKeBO4H7gFuLuw2DJhBmuKyv6SXGr2QbBGwK/Cz6g2Rvnr7GHBuHcf3WJ468yppescLwKYR8UjVbvcXiplUb18r6UN1Nnc1cCgwP699OpZ0Q/1UN8ecCexHukmeUGc7ZmZmZmZmZq3m3EXnx/dYk3IXc0jv41MRsZg0unwOcGcjMWcNX7P1PSeYrdp6uh/ZXmt7tyRNiYhpwDje7CCPiYiP5l2C1NF8GbgqTxFZ1mh7pPWKistEzI2IdcBQYAVwgqQH87ef9Rzfm/ZrTSNpdIkMSFNaFkXEscABwGxSNe4uSVofEYeQptrc1WC7ZmZmZmZmZs3m3EX3x/em/T7PXUh6A5gQEScC+5Le0+mkxP2/NBAv9P6arQ85wWzVfgPsHBEjJS2vvJgXx78MmAfsBfyweFBEfA3YXNL5XZ04Ij4HbC3pSmAW6VvFk4FngA/m3Z6QNCnvv3feZ6yk1T29kLyW0eiqWDesY1SnPel8cft62t+BNKVmKfCuRs5RL0nPR8RDwKdJN7jJpGk9tY5blv/tppNGQZuZmZmZmZmVnXMXHZU6dxERk4AXJc0mDZCbmdeufioijurhtVY0fM3W97wGs3Ug6VnSH/sVlfV38v9/BLwE/BgYFxETcidIRIwGTqf2H/Zy4KyI+EDhtfeSRtouzb+vKWw7lvQlyMU9vY68YPxUUgdWcwpMF+d4H/Bt0lrFPT32bcBFpMqyqxppvwFXA1OALSU9Vu9Bkm4mTU05rr8CMzMzMzMzM+srzl10OMdAyF2sB86OiO0Lr+0CPA283NOT9eaarX94BLN15kjSH+r8iFgLjCAtkn+qpDURMQ44Bzg5ItaTpmsc3l0VVgBJcyPiaGB67sTWAs8B4yW9nKuRFvdfFREHAw9FxAJJl9WI+/i85EM7aRrJg8D4Hlx3cR2h9cAq4CRJd9R5/MyIeB2oTGOZRcciAJ2tYwQwEfhrD+Lsyi3ApcApDRz7dWCfPojBzPpI/rB5LGldt2GkQiO3AVMlrc6jM84E9iD1e6uAaZJurePc+5Mqam+Wz70EmJzXXxtH+oA5qrD/ZNLMiPGSFndz3qtIxUleyC8NB34FnJbXwyMi2knVr9fluDcBZko6K0/5W8qbH/qHAK8BF0q6sY7regpYTSpk2pb/uwE4W9LaTs5f9GFguy62z5Y0tZt2JwJXAqdLOrXwels+38qq93NXYDHwTUlnF14/ivQ+j5b01/zaGHLFckl/qPUemFnfcB8MDLI+OL+3cwBVneJFSfsVjuuqj54IXALsWRzMERG3AzdLuqqrGM2s3zh3MUByF5KuyvWi7oyIEaRrfxz4ZC74V0tvr9n6WVt7u4v1mpmZlU1EXAZsBXxF0isRsTlplMZyUqJhISlBcY2k9ojYDbgbmNDdh+aI2I704Dy6Uuk6Ik4hFScZU53cyFPXDgQ+Vasydk5uPCbpvPx7G3AS8IXc3rqc3Hh7ZRpcHmnyCOmLrsfy8VsUzrkDaW22b0iaVaP9p4CDJC3Mv1fes2WSjsnJjQ7nrzq+2+3dtDsR+A6pwMlOhdc/SkoOv1iVLLoEGElae+49ktYWtl0HvEXSATmB9WvgUEm/6ElMZtY77oM3nHPQ9MGdJe+7OF+nfXRu51LgCVKSeVV+3QlmMzPb6HkEs/WpiLiP9IGsM2OLayP18Lz7Ahd0sXmupOMbOW8P2j8RmNDF5nMlzeyndkcC93Wxebmksf3Rrpm1Vn7IngBsq1wZW9KKiDgC2Js0WmOepBmVYyQtioiDqD3FbBvSqLbiA/yFpCrMxRiGkNaB2x3YRw1UxpbUDkzLD+WfoJOq2JJejYiFwPtJyY3q7U9HxFTgRNLoip60vyKPPlmaEzj96VHg3RExRtL8/NqXgWuAT1V2yv36BOAjpPf2IOD6wnm+CjwYESeQkkrnOrls1lzugztsH1R9cC119NH3kP79zgOO7oO4zaxFnLvo83adu9jIOcFsfaq/Og1Jc0kf8lpC0rmkqrHNbnc5LbxuM2uZ0cCSSmKjIk9xnpWTBXOqD1Id67ZJWhwRlwMPR8STwP2kB+abC7sNA2aQpobv30hio8oiYFc6SW5EmmNYqcxd6/gey1POXyVV+n6Bzqf83S/pqPxz9fa1kj5UZ3NXA4eSpmluBowlJaKKyY1Dgccl/TYipgPHU0heSHotJ6keBm6T9IM62zazvuM+uPPje6yEffBOnbR/k6Qz88/d9tGkKd1fAhZFxM8k3V5nbGZWMs5d9Hm7zl1s5JxgNjMzK5/1dF+It9b2bkmaEhHTgHG8mVg4Jk8nhpQImE8a/XVVRIyWtKzR9kgP5CsLv8+NiMqabyuAEyQ9mEcN1nN8b9p/XVJ3H35rbe/OTFLS4VjgAGA2ac2+oiOAy/PP15AKyPyDpAcK+3wMeBHYKyLeIenPDcZjZo1xH9z98b1pv9V98NIa56/ZR0t6LiIOJxUW+/sGYzUzMxtUnGA2MzMrn98AO0fEyOL0vLwm72XAPGAv0vRpCtu/Bmwu6fyuThwRnwO2lnQlabrzrIg4GXgG+GDe7QlJk/L+e+d9xkpa3dMLyWuAjq6Kdd/K+p912pPa1b67an8H0lT0pcC7GjlHvSQ9HxEPAZ8mJYYmk6bDV2IZC4wC/jMipuSX15BGyD2Q99mbVN18DKlo63UR8U+qr/iJmfUN98EdDYo+uJZ6+uhCW7dFxE2kUdNv9EH4ZmZmA1rD37ybmZlZ/5D0+EQFAQAAAhpJREFULGkk1hW5AFOlENOPgJeAHwPjImJCTh4QEaNJiclaSYDlpBFZHyi89l7SKK+l+fc1hW3Hkr6Qvrin1xERQ4GppAJLNaeOd3GO95Gqg3+vgWPfBlxEKuq0qpH2G3A1MAXYUlL1eqb/AcyQ9G5JO0raEfgM8PmI+NtIxb9uAo6Q9Hje/52kf1czaxL3wR3OMZj64Fq67aM72X8KsB3w8d4EbGZmNhh4BLOZmVk5HUl6qJ8fEWuBEcAtwKmS1kTEOOAc4OSIWE+a5ny4pLu7O6mkubno0vT88L8WeA4YL+nltBxnh/1XRcTBwEMRsUDSZTXiPj4iDiFNiR4KPAiM78F1F9ffXA+sAk6SdEedx8+MiNeByvTvWcC0Ls5fNBH4aw/i7MotwKWk0ccbRMTbgc8DHdYSlXRvRDxAGiG3F3C9pJvztpX5vf9NRMzvwXtgZr3nPngQ9cEFna3BDPBJuu+jjwGWVG1bFRH/BizoddRmZmYDXFt7e3urYzAzMzMzMzMzMzOzAcgjmM3MzAaZiLgPGNnF5rHFNUV7eN59gQu62DxX0vGNnLcH7Z8ITOhi87mSZvZTuyOB+7rYvLy/qpCb2cDkPrjP23UfbGZmVnIewWxmZmZmZmZmZmZmDXGRPzMzMzMzMzMzMzNriBPMZmZmZmZmZmZmZtYQJ5jNzMzMzMzMzMzMrCFOMJuZmZmZmZmZmZlZQ/4PLd+Zu/xt21UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x10080 with 80 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plot_hist(agg_fun_df.columns, agg_fun_df) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3 Save File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_fun_df.reset_index().to_csv('data_pre_processed/1_6_cc_balances.csv',index=False)"
   ]
  }
 ],
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