transaction_history_analysis_github.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:90% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>merchant</th>\n",
       "      <th>time</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>faa029c6b0</td>\n",
       "      <td>2034-06-17 23:34:14</td>\n",
       "      <td>63.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ed7a7d91aa</td>\n",
       "      <td>2034-12-27 00:40:38</td>\n",
       "      <td>38.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5608f200cf</td>\n",
       "      <td>2034-04-30 01:29:42</td>\n",
       "      <td>7.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15b1a0d61e</td>\n",
       "      <td>2034-09-16 01:06:23</td>\n",
       "      <td>44.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4770051790</td>\n",
       "      <td>2034-07-22 16:21:42</td>\n",
       "      <td>202.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513714</th>\n",
       "      <td>72d37bedbf</td>\n",
       "      <td>2034-06-21 13:47:51</td>\n",
       "      <td>52.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513715</th>\n",
       "      <td>5608f200cf</td>\n",
       "      <td>2034-04-20 02:23:59</td>\n",
       "      <td>7.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513716</th>\n",
       "      <td>fcbd1dae68</td>\n",
       "      <td>2033-09-19 14:02:33</td>\n",
       "      <td>132.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513717</th>\n",
       "      <td>9843e52410</td>\n",
       "      <td>2034-12-28 20:07:59</td>\n",
       "      <td>48.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513718</th>\n",
       "      <td>32acddd6cc</td>\n",
       "      <td>2034-08-23 09:07:07</td>\n",
       "      <td>38.62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1513719 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           merchant                time  amount\n",
       "0        faa029c6b0 2034-06-17 23:34:14   63.49\n",
       "1        ed7a7d91aa 2034-12-27 00:40:38   38.54\n",
       "2        5608f200cf 2034-04-30 01:29:42    7.89\n",
       "3        15b1a0d61e 2034-09-16 01:06:23   44.52\n",
       "4        4770051790 2034-07-22 16:21:42  202.03\n",
       "...             ...                 ...     ...\n",
       "1513714  72d37bedbf 2034-06-21 13:47:51   52.74\n",
       "1513715  5608f200cf 2034-04-20 02:23:59    7.54\n",
       "1513716  fcbd1dae68 2033-09-19 14:02:33  132.03\n",
       "1513717  9843e52410 2034-12-28 20:07:59   48.45\n",
       "1513718  32acddd6cc 2034-08-23 09:07:07   38.62\n",
       "\n",
       "[1513719 rows x 3 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd, io\n",
    "import io\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from collections import defaultdict\n",
    "from IPython.core.display import display, HTML\n",
    "\n",
    "display(HTML(\"<style>.container { width:90% !important; }</style>\"))\n",
    "\n",
    "\n",
    "def display_side_by_side(dfs: list, captions: list):\n",
    "    \"\"\"Display tables side by side to save vertical space\n",
    "    Input:\n",
    "        dfs: list of pandas.DataFrame\n",
    "        captions: list of table captions\n",
    "    \"\"\"\n",
    "    output = \"\"\n",
    "    combined = dict(zip(captions, dfs))\n",
    "    for caption, df in combined.items():\n",
    "        output += df.style.set_table_attributes(\"style='display:inline'\").set_caption(caption)._repr_html_()\n",
    "        output += \"\\xa0\\xa0\\xa0\"\n",
    "    display(HTML(output))\n",
    "\n",
    "\n",
    "pd.set_option(\"display.max_rows\", 20, \"display.max_columns\", 20)\n",
    "\n",
    "df = pd.read_csv(\"transaction_history.csv\", usecols=[1, 2, 3], parse_dates=[1])\n",
    "df.columns = ['merchant', 'time', 'amount']\n",
    "df['amount'] = df['amount'] / 100  # convert amount in cents to dollars so plots are in the US dollars unity\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757\" style='display:inline'><caption>number of transactions</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Total number of transactions</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >14351</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >105</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >528</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >11</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >45</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_89174a32_a35b_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >25512</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757\" style='display:inline'><caption>total amount</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Total amount</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >14351</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >16333</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >64317</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >363</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >1603</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >8231</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_891801b6_a35b_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >2369072</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757\" style='display:inline'><caption>time_start</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >First transaction date with Co.</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >14351</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-01-28 17:00:48.969612288</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-01 09:38:32</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2033-08-09 19:25:39.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-02-09 22:58:37</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-07-26 16:23:51.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_8918646c_a35b_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 06:19:35</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757\" style='display:inline'><caption>time_end</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Last Transaction date with Co.</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >14351</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-08-16 14:31:28.981177344</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-02 01:07:20</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-06-01 19:37:42</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-11-10 00:17:59</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-12-21 22:55:45.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_8918c524_a35b_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 07:59:40</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757\" style='display:inline'><caption>time_interval</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Interval between first and last transaction</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >14351</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >199 days 21:30:40.011567158</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >203 days 21:47:38.375039510</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >0 days 00:00:00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >17 days 21:01:02.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >127 days 17:06:03</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >348 days 08:14:43</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_89191be6_a35b_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >728 days 10:45:57</td>\n",
       "            </tr>\n",
       "    </tbody></table>   "
      ],
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "############# Initial description of the data grouped by merchant ###############################\n",
    "\n",
    "grouped = df.groupby('merchant')\n",
    "merchant_name = grouped.groups.keys()\n",
    "keys_list = list(merchant_name)  # list with keys for each merchant\n",
    "\n",
    "count_merchant = grouped['merchant'].count()\n",
    "sum_merchant = grouped['amount'].sum()\n",
    "time_interval = grouped['time'].max() - grouped['time'].min()\n",
    "time_start = grouped['time'].min()\n",
    "time_end = grouped['time'].max()\n",
    "\n",
    "percentiles = [float(x / 100) for x in range(25, 100, 25)]\n",
    "\n",
    "df_count = count_merchant.to_frame('Total number of transactions').describe(percentiles=percentiles).applymap(lambda x: f\"{x:.0f}\")\n",
    "df_sum = sum_merchant.to_frame('Total amount').describe(percentiles=percentiles).applymap(lambda x: f\"{x:.0f}\")\n",
    "df_time_start = time_start.to_frame('First transaction date with Co.').describe(datetime_is_numeric=True, percentiles=percentiles)\n",
    "df_time_end = time_end.to_frame('Last Transaction date with Co.').describe(datetime_is_numeric=True, percentiles=percentiles)\n",
    "df_time_interval = time_interval.to_frame('Interval between first and last transaction').describe(percentiles=percentiles)\n",
    "\n",
    "# df_count = count_merchant.to_frame('# transactions').describe(percentiles=percentiles).applymap(lambda x: f\"{x:.0f}\")\n",
    "# df_sum = sum_merchant.to_frame('Total $ amount').describe(percentiles=percentiles).applymap(lambda x: f\"{x:.0f}\")\n",
    "\n",
    "display_side_by_side([df_count, df_sum, df_time_start, df_time_end, df_time_interval], ['number of transactions', 'total amount', 'time_start', 'time_end', 'time_interval'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
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      "3000\n",
      "4000\n",
      "5000\n",
      "6000\n",
      "7000\n",
      "8000\n",
      "9000\n",
      "10000\n",
      "11000\n",
      "12000\n",
      "13000\n",
      "14000\n",
      "CPU times: user 1min 39s, sys: 256 ms, total: 1min 39s\n",
      "Wall time: 1min 39s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "############# Creates a dictionary  with a TIME SERIES with weekly number of transactions and amount as value of the key merchant name #######################\n",
    "\n",
    "dict_merchants = {}\n",
    "freq = '1W'\n",
    "periods = 105\n",
    "new_datetime_range = pd.date_range(start='2033-01-01', freq=freq, periods=periods)\n",
    "i = 0\n",
    "\n",
    "count_list = []\n",
    "amount_list = []\n",
    "\n",
    "for name, group in grouped:\n",
    "\n",
    "    dftmp = group\n",
    "    dftmp = dftmp.reset_index().set_index('time')  # set the time as the index for data from each merchant\n",
    "    dftmp.index.name = None\n",
    "\n",
    "    dftmp = dftmp.resample(rule=freq).agg({\"index\": 'size', \"amount\": 'sum'})  # downsample data for days summing the number of transactions and amount for each day for each merchant\n",
    "    dftmp = dftmp.set_axis(['count', 'amount'], axis=1, inplace=False)\n",
    "\n",
    "    dftmpt = dftmp.resample(freq).sum().reindex(new_datetime_range, fill_value=0)  # extend the date range for every merchant from 2033-01-02 to 2034-12-31\n",
    "\n",
    "    count_list.append(dftmp['count'].sum())  # save a list with number of weekly transactions to cache for each merchant\n",
    "    amount_list.append(dftmp['amount'].sum())  # save a list with weekly amount to cache for each merchant\n",
    "\n",
    "    dftmpt['amount'] = dftmpt['amount']\n",
    "    dict_merchants[str(name)] = dftmpt  # save each merchant to a dictionary with merchant name as key\n",
    "    if i % 1000 == 0:\n",
    "        print(i)\n",
    "    i += 1\n",
    "\n",
    "# count_list=list((count_list / np.linalg.norm(count_list)))\n",
    "# amount_list=list((amount_list / np.linalg.norm(amount_list)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1000\n",
      "2000\n",
      "3000\n",
      "4000\n",
      "5000\n",
      "6000\n",
      "7000\n",
      "8000\n",
      "9000\n",
      "10000\n",
      "11000\n",
      "12000\n",
      "13000\n",
      "14000\n",
      "CPU times: user 28.1 s, sys: 260 ms, total: 28.4 s\n",
      "Wall time: 28.5 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "#################### process data for the format required by KMeans from sklearn.cluster ##########################\n",
    "\n",
    "i = 0\n",
    "data = pd.DataFrame([])\n",
    "for index in range(len(keys_list)):\n",
    "    dftmp = dict_merchants[keys_list[index]]\n",
    "    dftmp = dftmp['amount'].to_frame().transpose()\n",
    "    #     dftmp = dftmp['amount'].append(dftmp['count']).to_frame().transpose()    ## Includes the weekly number of transactions as a time series. However, because number of transactions\n",
    "    ## and weekly amount spent is higly correlated inserting these features won't change the classification\n",
    "    ## but slows it down.\n",
    "\n",
    "    data = data.append(dftmp, ignore_index=True)\n",
    "    if i % 1000 == 0:\n",
    "        print(i)\n",
    "    i += 1\n",
    "data_safe = data.copy()\n",
    "# data=data_safe.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import statsmodels.api as sm\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set()\n",
    "from sklearn.cluster import KMeans\n",
    "import random\n",
    "\n",
    "# from sklearn.decomposition import PCA\n",
    "# from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.preprocessing import StandardScaler, normalize\n",
    "# from sklearn.metrics import silhouette_score\n",
    "# import scipy.cluster.hierarchy as shc\n",
    "\n",
    "\n",
    "def clean_dataset(df):\n",
    "    assert isinstance(df, pd.DataFrame), \"df needs to be a pd.DataFrame\"\n",
    "    df.dropna(inplace=True)\n",
    "    indices_to_keep = ~df.isin([np.nan, np.inf, -np.inf]).any(1)\n",
    "    return df[indices_to_keep].astype(np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
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       "...           ...         ...         ...         ...  ...         ...   \n",
       "14346         0.0         0.0         0.0         0.0  ...    0.000000   \n",
       "14347         0.0         0.0         0.0         0.0  ...    0.000000   \n",
       "14348         0.0         0.0         0.0         0.0  ...    0.125442   \n",
       "14349         0.0         0.0         0.0         0.0  ...    0.000000   \n",
       "14350         0.0         0.0         0.0         0.0  ...    0.000000   \n",
       "\n",
       "       2034-11-05  2034-11-12  2034-11-19  2034-11-26  2034-12-03  2034-12-10  \\\n",
       "0        0.000000    0.000000     0.00000    0.000000         0.0         0.0   \n",
       "1        0.000000    0.000000     1.00000    0.000000         0.0         0.0   \n",
       "2        0.000000    0.000000     0.00000    0.000000         0.0         0.0   \n",
       "3        0.000000    0.000000     0.00000    0.000000         0.0         0.0   \n",
       "4        0.000000    0.000000     0.00000    0.000000         0.0         0.0   \n",
       "...           ...         ...         ...         ...         ...         ...   \n",
       "14346    0.000000    0.000000     0.00000    0.000000         0.0         0.0   \n",
       "14347    0.000000    0.000000     0.00000    0.000000         0.0         0.0   \n",
       "14348    0.009867    0.010787     0.33457    0.010561         0.0         0.0   \n",
       "14349    0.000000    0.000000     0.00000    0.000000         0.0         0.0   \n",
       "14350    0.000000    0.019079     0.00000    0.000000         0.0         0.0   \n",
       "\n",
       "       2034-12-17  2034-12-24  2034-12-31  \n",
       "0        0.000000         0.0    0.000000  \n",
       "1        0.046918         0.0    0.000000  \n",
       "2        0.000000         0.0    0.000000  \n",
       "3        0.000000         0.0    0.000000  \n",
       "4        0.000000         0.0    0.000000  \n",
       "...           ...         ...         ...  \n",
       "14346    0.000000         0.0    0.000000  \n",
       "14347    0.000000         0.0    0.000000  \n",
       "14348    0.000000         0.0    0.000000  \n",
       "14349    0.000000         0.0    0.000000  \n",
       "14350    0.000000         0.0    0.061917  \n",
       "\n",
       "[14351 rows x 105 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##### Normalization and Scaling #####\n",
    "\n",
    "############## StandardScaler ######################\n",
    "# from sklearn.preprocessing import StandardScaler\n",
    "# scaler = StandardScaler()\n",
    "# scaler.fit(data)\n",
    "# data = pd.DataFrame(scaler.transform(data))  \n",
    "# data = pd.DataFrame(normalize(data)) # Scales and normalises for each feature (day of the time series)\n",
    "####################################################\n",
    "\n",
    "############## Maximum Absolute Scaling ######################\n",
    "data = ( data.transpose()  / data.transpose().max() ).transpose() # Normalises each merchant history so the time series behavior is preserved for each merchant\n",
    "##############################################################\n",
    "\n",
    "\n",
    "########inserts total_count and total_amount as features for each merchant. However these extra features do not help.################\n",
    "# total_amount = pd.DataFrame(count_list) / np.linalg.norm(count_list)\n",
    "# total_count = pd.DataFrame(amount_list) / np.linalg.norm(amount_list)\n",
    "# data.insert(0,'total_count',total_count)\n",
    "# data.insert(0,'total_amount',total_amount)                   \n",
    "##############################################################\n",
    "\n",
    "test_clean = clean_dataset(data).shape == data.shape  # tests for occurrences of NaN, np.inf, and -np.inf\n",
    "print(test_clean)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 56s, sys: 28.1 s, total: 2min 24s\n",
      "Wall time: 44.4 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'WCSS')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "######### Calculates Within-Cluster Sum of Square as a function of number of clusters to find an good number of clusters of merchants ############\n",
    "\n",
    "\n",
    "data_kmeans = data\n",
    "\n",
    "wcss = []\n",
    "wcss_range = range(1, 40, 2)\n",
    "\n",
    "for i in wcss_range:\n",
    "    kmeans = KMeans(i, n_init=10)\n",
    "    kmeans.fit(data_kmeans)\n",
    "    wcss_iter = kmeans.inertia_\n",
    "    wcss.append(wcss_iter)\n",
    "\n",
    "plt.plot(wcss_range, wcss)\n",
    "plt.title('The Elbow title')\n",
    "plt.xlabel('Number of clusters')\n",
    "plt.ylabel('WCSS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 44s, sys: 39.7 s, total: 3min 24s\n",
      "Wall time: 57.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "##################### Fits and Predicts the cluster for each merchant using the K-means clustering algorithm ###############\n",
    "\n",
    "n_clusters = 5  # based on the WCSS plot above this is a good number of clusters\n",
    "\n",
    "kmeans = KMeans(n_clusters, max_iter=600, tol=0.00001, n_init=200)\n",
    "kmeans.fit(data_kmeans)\n",
    "\n",
    "identified_clusters = kmeans.fit_predict(data_kmeans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "########## Creats dictionaries to map identified clusters of K-means to the labels of merchants data ########################\n",
    "\n",
    "dic_cluster = {}\n",
    "for i in range(len(identified_clusters)):\n",
    "    dic_cluster[keys_list[i]] = identified_clusters[i]\n",
    "\n",
    "d = defaultdict(list)\n",
    "for key, value in dic_cluster.items():\n",
    "    d[value].append(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 0</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >________Total amount description_______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >8882</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >6581</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >43001</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >246</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >811</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >3196</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12df59bc_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >2369072</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 1</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >________Total amount description_______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >931</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >37963</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >76969</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >169</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >4384</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >13592</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >34556</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12df8522_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >919976</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 2</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >________Total amount description_______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >2455</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >9362</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >37344</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >360</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >1382</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >5266</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12dfa84a_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >742453</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 3</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >________Total amount description_______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >1685</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >42606</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >101326</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >64</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >4029</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >13307</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >38513</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12dfdbd0_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >2188086</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 4</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >________Total amount description_______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >398</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >115143</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >160836</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >1018</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >25876</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >57061</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >129088</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12e01f3c_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >1089212</td>\n",
       "            </tr>\n",
       "    </tbody></table>   "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 0</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______Total number of transactions______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >8882</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >32</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >192</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >18</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12e64948_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >11222</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 1</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______Total number of transactions______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >931</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >275</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >590</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >50</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >113</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >266</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12e67ada_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >9860</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 2</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______Total number of transactions______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >2455</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >50</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >338</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >27</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12e6b6bc_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >9868</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 3</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______Total number of transactions______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >1685</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >214</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >684</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >27</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >61</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >161</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12e6e3d0_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >11969</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 4</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______Total number of transactions______</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >398</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >1238</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2047</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >71</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >288</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >574</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >1415</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12e7061c_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >25512</td>\n",
       "            </tr>\n",
       "    </tbody></table>   "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 0</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______ Transactions time interval________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >8882</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >149 days 08:30:31.868498076</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >181 days 18:15:44.468195174</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >0 days 00:00:00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >5 days 06:34:33.750000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >64 days 10:57:02.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >245 days 02:09:43.750000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12ebf97e_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >728 days 10:21:50</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 1</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______ Transactions time interval________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >931</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >273 days 20:49:11.390977420</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >154 days 20:42:11.378913070</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >41 days 09:11:59</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >162 days 02:10:10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >226 days 19:58:53</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >347 days 20:43:19</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12ec485c_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >727 days 05:38:37</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 2</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______ Transactions time interval________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >2455</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >155 days 02:10:19.965784130</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >183 days 10:09:58.156763416</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >0 days 00:00:00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >19 days 10:45:47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >70 days 22:58:19</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >237 days 12:02:22.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12eca860_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >722 days 13:21:29</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 3</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______ Transactions time interval________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >1685</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >416 days 14:15:55.665281956</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >156 days 03:48:20.884258428</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >20 days 01:31:51</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >299 days 03:10:00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >417 days 13:10:39</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >534 days 01:43:17</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12ed0ae4_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >728 days 00:53:32</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 4</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >______ Transactions time interval________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >398</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >513 days 17:34:13.500000016</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >125 days 18:58:26.117647770</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >266 days 00:09:52</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >407 days 21:21:35.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >516 days 16:11:18.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >618 days 01:06:48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
       "                        <td id=\"T_12ed4c8e_a35c_11ec_9297_492ba4ea5757row7_col0\" class=\"data row7 col0\" >728 days 10:45:57</td>\n",
       "            </tr>\n",
       "    </tbody></table>   "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
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    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 0</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date first transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >8882</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-01-07 09:27:42.163815680</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-01 09:38:32</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2033-07-23 18:35:29</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-01-19 21:37:14</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-06-26 19:43:00.500000256</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f31682_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 06:19:35</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 1</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date first transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >931</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-03-26 00:42:23.169707520</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-02 11:24:31</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-01-15 11:25:57.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-05-11 17:03:01</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-07-17 00:31:31.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f34382_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-10-25 02:43:59</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 2</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date first transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >2455</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-07-16 19:59:15.917309952</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-03 04:57:06</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-04-25 21:57:00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-10-07 20:24:29</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-11-28 20:44:43</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f379ce_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-24 22:37:32</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 3</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date first transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >1685</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2033-09-28 10:49:10.240947200</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-01 15:16:32</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2033-06-09 16:12:38</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2033-10-03 08:45:35</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-01-22 22:34:44</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f3b308_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-07-15 02:05:01</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 4</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date first transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >398</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2033-07-31 00:29:39.899497728</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-01 16:16:19</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2033-04-14 04:42:58.249999872</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2033-07-26 19:26:44</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2033-11-16 01:27:35</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f3d982_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-04-07 15:08:50</td>\n",
       "            </tr>\n",
       "    </tbody></table>   "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 0</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date last transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >8882</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-06-05 17:58:14.032306688</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2033-01-02 01:07:20</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-02-08 00:04:47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-08-01 19:25:53</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-11-08 09:29:23.249999872</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f86a06_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 07:49:01</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 1</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date last transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >931</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-12-24 21:31:34.560686592</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2034-09-20 23:17:25</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-12-23 18:39:30.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-12-29 17:52:23</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-12-30 21:54:25</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f88e00_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 07:55:58</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 2</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date last transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >2455</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-12-18 22:09:35.883095296</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2034-11-18 15:26:13</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-12-11 15:04:02.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-12-20 16:45:30</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-12-28 13:48:08</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f8ae26_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 07:28:10</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 3</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date last transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >1685</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-11-19 01:05:05.906231296</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2034-01-12 18:07:54</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-11-05 06:28:41</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-12-16 17:38:26</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-12-28 09:02:54</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f8ce2e_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 07:51:31</td>\n",
       "            </tr>\n",
       "    </tbody></table>   <style  type=\"text/css\" >\n",
       "</style><table id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757\" style='display:inline'><caption>cluster 4</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >_________Date last transaction_________</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
       "                        <td id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757row0_col0\" class=\"data row0 col0\" >398</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
       "                        <td id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757row1_col0\" class=\"data row1 col0\" >2034-12-26 18:03:53.399496192</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757level0_row2\" class=\"row_heading level0 row2\" >min</th>\n",
       "                        <td id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757row2_col0\" class=\"data row2 col0\" >2034-04-18 01:41:11</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757level0_row3\" class=\"row_heading level0 row3\" >25%</th>\n",
       "                        <td id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757row3_col0\" class=\"data row3 col0\" >2034-12-28 22:36:49</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757level0_row4\" class=\"row_heading level0 row4\" >50%</th>\n",
       "                        <td id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757row4_col0\" class=\"data row4 col0\" >2034-12-30 15:46:19.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757level0_row5\" class=\"row_heading level0 row5\" >75%</th>\n",
       "                        <td id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757row5_col0\" class=\"data row5 col0\" >2034-12-31 01:11:24.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757level0_row6\" class=\"row_heading level0 row6\" >max</th>\n",
       "                        <td id=\"T_12f8ee86_a35c_11ec_9297_492ba4ea5757row6_col0\" class=\"data row6 col0\" >2034-12-31 07:59:40</td>\n",
       "            </tr>\n",
       "    </tbody></table>   "
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AIiIiMH/+fADA/v37MXLkSHTq1Mlhi5aoqCiMGzcO48ePL/H5nCVCmjVrhnPnziE7O1uby7FjxzBo0CAnr9Sifv36yMzMxPXr17UeqCWpWbOm3ZX2ly9f1gJFcHAwpk2bhmnTpuHEiRN4+OGH0aZNG3Tr1q3YcaKiojBkyBDt/XGktMRPQkICEhISkJ2djVmzZmHRokV49dVXi91v3rx5CAoK0vrzWp+/YcOGWg/X0vz555/4v//7P63X9ogRI7BkyRJkZGTgwoULWlsCwPJ+3n333fj+++/x4IMP4tixY7j99tvRpEkTAJbS2YiICBw8eBD9+/cHACxZsgQ//PAD/v3vf9u1qCSqLnwx7lYE427pwsLC8Nprr2nfv/7661oFrSOyLDvsJU5UXflqXDUajXjiiSdQr149h/szlIRx1TWffvopVq5cibVr19pdSLB7924cPnwYPXr0AABkZWVBkiQcP34cb7/9tsPXVbRVTFnGifyFr8baolxdRzHWVkyTJk2g1+tLnK8r5w5sMdZSdeSLcbes6yxbjLtlZzabcfbsWe37zp07a/uDm81m3HnnnRg5ciSAssddcoyVXj6ibdu2iIiIwGuvvYbc3FwUFBQ4LBkPDw9HvXr1sHHjRsiyjE8//dRuofjll19q5euhoaEQBEFrGVC3bl27+95///3473//i19//RWqqiI3NxffffddseqtkjRp0gQxMTFYtmwZCgoK8M033+DPP//U+jtbN3A8f/58scdGRkaid+/eePHFF5GZmQmTyYR9+/Y5fJ5WrVph8+bNkGUZ33//vd39duzYgTNnzkBVVQQHB0OSpBJf7+DBg7Fjxw788MMPkGVZq6JydfPcv//+G7t374bRaITBYEBAQAAkSSp2v//+97/Yt28fXnvtNbt2DW3btkVwcDBWrlyJ/Px8yLKM48eP47fffnP4fG3atMHGjRuRlZUFk8mE//znP4iMjER4eLjWv3bTpk1QFAWXL1/Gl19+iVatWmmP3blzJ86dOwdVVbFr1y6cPn0azZs3B2BpK7F582a8//77qF27tkuvn8jf+GLcBSxXJRUUFEBVVZjNZhQUFECWZQCMuxWNu2fPnsXVq1chyzJ27tyJjz/+WPuQcfLkSezcuRP5+fkwmUzYuHEj9u/fj06dOmmPLygogNFoBGA5iV5QUODS6yTyF74YV61XegYEBCApKalYqy3G1YrF1S+++AKLFy/G6tWrER0dbTc2efJkbNu2DcnJyUhOTkZ8fDzuv/9+vPzyywCAPXv2ICUlBaqqIjU1FYsWLULfvn21x3/11VfIycmBoij48ccf8cUXXyA+Pt6l94HIl/lirC1tHcVYW7FYqygKCgoKYDKZoKqq3Zq0Zs2auPvuu7Fq1SpkZ2fj4sWL+OSTT/CPf/wDQOnnDhhriXwz7pa2zmLcrVjcXb9+PdLT0wEAf/31F1auXGmXzDt69ChMJhOys7ORlJSEevXqadvKlBZ3yTVMevkISZKwYsUKnDlzBrfffjt69+6NL7/80uF9582bh/feew9dunTBX3/9hdjYWG3s999/x/3334/Y2FiMHz8eL7zwgvYBc+LEiZg2bRri4uKwdetWtGnTBvPmzcPcuXPRqVMn3HXXXdiwYUOZ5v3666/j8OHD6NSpExYtWoQlS5ZoGwxevHgRN910k5bhL2rhwoXQ6XQYMGAAunfvjg8//NDh/V544QXs2LEDcXFx2LRpE+644w5t7MyZMxg5ciRiY2ORmJiIBx54AF26dAEAjBkzBm+//Tbi4uLw3nvvISoqCsuXL8c777yDbt26oU+fPnjvvfccbmzoiNFoxGuvvYYuXbqgZ8+eyMjIwFNPPVXsflu2bMG5c+fQq1cvxMbGIjY2FitWrIAkSXj77bdx7Ngx9O3bF127dsWMGTNK/IM1depUGAwG3HXXXejWrRt27tyJZcuWAbBcLbF06VJ88MEH6NSpE4YOHYrmzZtj3LhxAIChQ4fi7rvvxogRI9ChQwfMnz8fL774Ipo2bQrA8nNLSUlBv3797OZIVJ34atydOXMm2rZti82bN2PFihVo27YtNm7cCIBxt6Jx9/Dhw0hISECHDh3w+uuvY9GiRXYLz7feegvdunVDt27dsGbNGixevBi33XabNt62bVvtd2PAgAFOq8SI/JEvxtWDBw9ix44d2LVrFzp16qTFkP379wNgXK1oXH3jjTdw7do13HfffdpxrJuHBwcHIyIiQvuvRo0aqFmzptbl4OjRo0hMTET79u0xbNgwtGjRAi+88IJ27DVr1qB3796Ii4vDwoULMX/+fO19I/JnvhhrAefrKMbaisXaffv2oW3bthgzZgxSUlLQtm1bPP7449r4rFmzEBgYiF69eiExMRGDBg3CfffdB6D0cweMtUS+GXdLW2cx7lYs7h44cAAJCQlo3749xowZg969e+Ppp5/WxletWoWuXbuiT58+uHz5snY+Fyg97pJrBJV1x+Qhy5cvR3h4OIYNG+bpqRARVQuMu0RE7sW4SkRU+RhriYiqFuMu+TomvYiIiIiIiIiIiIiIiMjnsb0hERERERERERERERER+TwmvYiIiIiIiIiIiIiIiMjnMelFREREREREREREREREPo9JLx80YsQIrF+/HgDwxRdf4LHHHvPwjKiogQMHYs+ePQ7H9uzZg969e1fxjFyzYcMGPPDAA56eBpHHMc56P8ZZIt/HWOv9GGuJfBvjrPdjnCXybYyz3o9xtnpi0svHDR48GO+//36p95s2bRoWL15cBTMqm5YtW+LMmTOenoYdd7xXW7ZsQZcuXcr12PPnz2PEiBFo164d+vfvj59++qlCc6lMH3zwAXr06IGOHTvi+eefh9Fo9PSUiNyOcdb9PB1n33jjDSQkJODWW2/F0qVLKzSPysY4S9UFY637eTLWpqen4+mnn0bPnj3RsWNHDBs2DL/++muF5lKZGGupOmCcdT9Pr2lHjBiBrl27okOHDhg8eDC+/fbbCs2lMjHOUnXAOOt+no6zVnv37kXLli298udmxThrj0kvojIym82VevxnnnkGt956K/bs2YOnnnoKkyZNQkZGhlfMzdYPP/yAlStX4oMPPsD27dtx/vx5LFmypMqen4j8V2XHskaNGmHKlCno06dPmR/LOEtE/qIy41lubi7atGmDDRs2YO/evbjnnnswZswY5OTkeHxuRTHWElFlqexY9sILL+DHH3/EgQMHMG/ePDz77LNIS0vzirnZYpwlospSFbHMZDJhwYIFaNeuXZkexzjrWUx6+YBdu3ahf//+6NixI+bOnQtVVbUx21JHVVXx0ksvoVu3bujYsSMSEhJw/PhxfPzxx9i0aRPee+89xMbGYty4cQCAlStX4o477kBsbCzuvvtufPPNN8WOm5SUhE6dOiE+Ph47d+7Uxq9du4bnn38ePXv2RKdOnTBhwgRtbMeOHRgyZAji4uIwbNgwHDt2zOHrevDBBwEAQ4YMQWxsLLZu3QoA+OSTT3DnnXeic+fOGDduHC5dulTie7N//34MGzYMcXFx6NOnDzZs2AAAMBqNSEpKwj/+8Q90794ds2bNQn5+PoAbpavvv/8+unXrhp49e+Kzzz4DgBLfq/j4eKxcuRIJCQlo3749zGYz/ve//2HgwIGIi4vDiBEjcPLkSW1e8fHxWoVWfn4+pk2bhk6dOuHuu+/G77//XuLrOXXqFI4cOYInn3wSNWrUQL9+/dCiRQts27bN4f2XLl2KSZMmYcqUKejQoQM+//xz/Pbbb0hMTERcXBx69uyJuXPn2mX3W7ZsiXXr1uGuu+5Cp06d8OKLL9r9TtlKSkrCAw88gKysrGJjycnJuO+++9C8eXOEhoZiwoQJ+Pzzz0t8bUTejHG2+sRZALjnnnvQp08fBAUFOb0fwDhL5E6MtdUn1kZHR2PkyJGIjIyEJElITEyEyWTCqVOnHN6fsZbIPRhnq0+cBYBWrVpBp9MBAARBgNlsxsWLFx3el3GWyD0YZ6tXnAWA1atXo0ePHrjllluc3o9x1suo5NXS09PV2NhY9csvv1SNRqO6evVqNSYmRv3kk09UVVXVzz77TB02bJiqqqr6/fffq/fcc4+amZmpKoqi/vXXX+qlS5dUVVXV5557Tn399dftjr1161b14sWLqizL6pYtW9R27dpp9//ss8/UW2+9Vf34449Vs9msrl27Vu3Ro4eqKIqqqqo6evRodfLkyeq1a9dUo9Go7tmzR1VVVT18+LDatWtX9dChQ6rZbFY3bNig3n777WpBQYHD19eiRQv19OnT2vc//fST2rlzZ/Xw4cNqQUGBOnfuXHX48OEOH3vhwgW1ffv26qZNm1Sj0ahmZGSoR48eVVVVVefPn6+OHTtWvXr1qpqVlaWOHTtWXbRokaqqqvrzzz+rMTEx6htvvKEajUb1u+++U9u2bateu3atxPfq9ttvVwcPHqympKSoeXl56t9//622a9dO/fHHH1Wj0aiuXLlSveOOO7TXefvtt6u7du1SVVVVX331VfWBBx5Qr169qqakpKgDBw5Ue/Xq5fA1ff3112r//v3tbnvxxRfVuXPnOrz/kiVL1FtvvVX95ptvVFmW1by8PPX3339XDx48qJpMJvXcuXNq//791dWrV9u952PGjFEzMzPVCxcuqF26dFF37typquqN3ydZltUXXnhBfeyxx9Tc3FyHz52QkKBu2bJF+z49PV1t0aKFmpGR4fD+RN6KcbZ6xVlbzzzzjLpkyRKn92GcJXIPxtrqG2tVVVWPHj2qtm7dWr1+/brDccZaoopjnK2ecXbMmDFq69at1RYtWqiPPfaYKsuyw/sxzhJVHONs9Yuz58+fV++66y41Ozvb4VxsMc56F1Z6ebnvv/8ezZo1Q//+/aHX6/HII4+gbt26Du+r0+mQk5ODv//+G6qqomnTpoiMjCzx2AMGDEC9evUgiiLuvvtuNGrUCL/99ps23qBBA/zrX/+CJEm45557cPnyZVy5cgVpaWn4/vvv8eKLLyI0NBR6vR6dO3cGYLkCIDExEe3atdMep9frcejQIZde76ZNm/DPf/4Tt912GwwGA55++mkcOnQI58+fd3jf7t27Y9CgQdDr9ahduzZiYmKgqirWr1+P6dOnIywsDMHBwRg7diy2bNli91498cQT0Ov16NOnDwIDA0u88tRqxIgRiIqKQo0aNbB161b06dMHPXr0gF6vx+OPP478/HwcPHiw2OO+/PJLjBs3DmFhYYiKisKIESNKfI6cnByEhITY3RYSEuK0FUz79u1xxx13QBRF1KhRA61bt0b79u2h0+nQsGFDJCYmYt++fXaPGT16NGrVqoUGDRqgS5cudld6mM1mPP3008jMzMTbb7+NmjVrOnze3NxcBAcH283T+hqIfAnjbPWKs+XBOEtUcYy11TfWZmdnY+rUqZg4cWKxda4txlqiimGcrZ5x9p133sGBAwewcuVK9OrVC6JY8mk+xlmiimGcrX5xdv78+Zg8ebJLXWIAxllvovP0BMi5tLQ01K9fX/teEARERUU5vG+3bt3w4IMPYu7cuUhJScGdd96J5557zu6X3lZycjJWr16NCxcuALD8A7l69ao2bhu4rf+ocnNzkZmZidDQUISGhhY7ZkpKCpKTk/HRRx9pt5lMJpf7SqelpeG2227Tvg8KCkJYWBguXbqEhg0b2t03NTUVN998c7FjZGRkIC8vD/fee692m6qqUBRF+z4sLExrA2B9fbm5uU7nZvu+p6WloUGDBtr3oigiKirKYZlvWlqa3WNtH1dUUFAQsrOz7W7Lzs52Glxtfz8AS4vEV155BYcPH0ZeXh5kWbZ7TwEgIiJC+7pmzZp2QfDs2bM4duwY1q9fD4PBUOLzBgYG2s3V+rWrfwiIvAXjbPWKs+XBOEtUcYy11TPW5ufnY9y4cWjXrh3Gjh3r9L6MtUQVwzhbPeMsAO1E8Zo1axAdHY2+ffs6vB/jLFHFMM5Wrzi7fft25OTk4O6773Y6F1uMs96DlV5eLiIiwq4ns6qqSE1NLfH+Dz/8MDZs2IAtW7bg9OnTWLVqFQBLILZ14cIFzJgxAzNnzsSePXuwf/9+NG/e3KU51a9fH5mZmbh+/XqxsaioKIwbNw779+/X/vv1118xaNAgl44dGRmpBXjAEsCvXbuGevXqOXyus2fPFru9du3aqFGjBrZs2aLN4ZdffnGY4Xek6Hvl6PbIyEikpKRo31t/Lo7mGRERYfczc/bza9asGc6dO2cXqI4dO4ZmzZq5PN85c+bglltuwbZt23DgwAE89dRTJfaDdeSWW27Byy+/jNGjR+Pvv/8u8X7NmzfHn3/+aTfPunXronbt2i4/F5E3YJytXnG2PBhniSqOsbb6xVqj0YgnnngC9erVw9y5c8s8X8ZaorJhnK1+cbYoWZZx7tw5l+fLOEtUNoyz1SvO7t69G4cPH0aPHj3Qo0cPbN26FWvWrMH48eNdni/jrOcw6eXl+vTpgxMnTuDrr7+G2WzGmjVrcOXKFYf3/e233/Drr7/CZDKhZs2aMBgMkCQJAFCnTh278tO8vDwIgoDw8HAAwGeffYYTJ064NKfIyEj07t0bL774IjIzM2EymbTSzPvvvx///e9/8euvv0JVVeTm5uK7774rVr1kVbduXbtFWUJCAjZs2IA//vgDRqMRr7/+Otq2bVvsCgLrfX/66Sds3boVZrMZV69exR9//AFRFHH//ffjpZdeQnp6OgDg0qVL+OGHH1x6fUXfK0cGDBiAnTt3Yvfu3TCZTHj//fdhMBgQGxvr8L4rV65EZmYmLl68iH//+98lHrdJkyaIiYnBsmXLUFBQgG+++QZ//vkn+vXr59LcAUvpalBQEIKCgnDy5EmsW7fO5cdaDRo0CE8//TRGjhzp8I8WYNnc8tNPP8Vff/2lldnec889ZX4uIk9jnK1ecRawXN1WUFAAVVVhNptRUFAAWZZdmjvAOEtUHoy11SvWmkwmTJo0CQEBAUhKSnLabqskjLVEZcM4W73i7MmTJ7Fz507k5+fDZDJh48aN2L9/Pzp16uTS3AHGWaKyYpytXnF28uTJ2LZtG5KTk5GcnIz4+Hjcf//9ePnll12aO8A460lMenm58PBwvPnmm3jttdfQpUsXnDlzBh06dHB435ycHMyYMQOdO3fG7bffjrCwMDz22GMAgPvuuw9//fUX4uLiMGHCBDRr1gyPPfYYhg0bhu7du+P48eMlHteRhQsXQqfTYcCAAejevTs+/PBDAECbNm0wb948zJ07F506dcJdd92FDRs2lHiciRMnYtq0aYiLi8PWrVvRrVs3TJ48GU8++SR69uyJc+fOYfHixQ4f26BBA7z77rtYvXo1OnfujKFDh2p9T5999lk0atQI//rXv9ChQwc8+uijpfaDtSr6Xjlyyy234NVXX8W8efPQtWtX7NixAytWrHBYajpx4kQ0aNAAffv2xWOPPYYhQ4Y4ff7XX38dhw8fRqdOnbBo0SIsWbJE+8Pniueeew6bN29Ghw4dMHPmzDKV4dq655578MQTT+CRRx5x+Aemd+/eGDVqFB5++GHcfvvtuOmmmzBp0qRyPReRJzHOVr84O3PmTLRt2xabN2/GihUr0LZtW2zcuNGluQOMs0TlwVhbvWLtwYMHsWPHDuzatQudOnVCbGwsYmNjsX//fpfmDjDWEpUV42z1irMA8NZbb6Fbt27o1q0b1qxZg8WLFxdrm+UM4yxR2TDOVq84GxwcjIiICO2/GjVqoGbNmggLC3Np7gDjrCcJallq6oiIiIiIiIiIiIiIiIi8ECu9iIiIiIiIiIiIiIiIyOcx6UVEREREREREREREREQ+j0kvIiIiIiIiIiIiIiIi8nlMehEREREREREREREREZHPY9KLqsy0adOwePFijz3/f/7zH3Tv3h2xsbG4evWq0/tu2LABDzzwQBXNjIjIPTwdZ73VN998gz59+iA2NhZHjx719HSIyA8w3latxYsXo0uXLujRo4enp0JEVcCbY+yVK1fw4IMPIjY2Fq+88oqnp0NEVGbeHGOJ3IVJL/IL8fHx+Omnn0ocN5lMeOWVV/D+++/j4MGDyMvLQ2xsrN1/LVu2xPvvv+/WeT3//PNo2bIlzpw5o91mNBrx/PPPo0OHDujRowdWr15t95iZM2eiX79+aNWqFTZs2GA3pqoqFi9ejF69eqFjx44YMWIETpw4oY1fu3YNTzzxBNq3b4/bb78dmzZtsnveSZMmIT4+Hi1btsSePXvc+lqJyL+VFmcBYP369bjzzjsRGxuLxx9/HJcuXdLGPvjgA/Tt2xcdOnRAz5498dJLL8FsNgMAUlJSnMbktLQ0jBs3Dj179kTLli1x/vx5u+fdunUrhg0bhnbt2mHEiBHF5pWUlISZM2fi4MGDuPXWW53GykOHDmHkyJHo3LkzunbtikmTJiEtLU0bX7p0KW677Ta7uZ47d87u+T788EPEx8ejffv2GDBgAE6dOuXiu0xE5Fq8LcmlS5cwfvx4dO7cGb1798a6devsxmVZxuLFi9GzZ0/ExsZi6NChuH79OgDg+PHjePzxx9GlSxe0bNmy2LE/+ugj3HvvvWjdujWmTZtW4hzeeusttGzZsthrOHLkiHaiuHv37vjwww+1sREjRqBr167o0KEDBg8ejG+//VYbS01NxerVq7F161bs2rWrXO8LEZFVRWIsAHz88ceoXbs2Dhw4gGnTpmHDhg2IiYmxWxvaftZ2tu60VVLsBCyf5fv374/evXtrt6Wnp+Ppp59Gz5490bFjRwwbNgy//vqrNr5nzx60atXKbl6ff/65Nl7a34vt27dj0KBBiI2NxbBhw/DXX3+V+z0jourDlRibl5eHOXPmoEuXLujYsSMefPBBbczZeQMAOH/+PEaMGIF27dqhf//+ds/13Xff4YEHHkBcXBx69OiBGTNmIDs7Wxsv7bxBeVT0XCtjbeVh0ovcxjYIeZv09HQUFBSgWbNmAIAGDRrg4MGD2n9ffPEFRFHEXXfd5bbn3L9/P86ePVvs9qVLl+LMmTPYsWMH1qxZg1WrVuH777/Xxlu1aoU5c+bg1ltvLfbYL7/8Ep999hn+85//YO/evWjfvj2mTp2qjc+dOxd6vR67du3Cq6++ijlz5tglxTp06ICFCxciIiLCba+TiKqON8fZvXv34vXXX8fy5cuxZ88eNGzYEM8884w2Hh8fj88//xwHDhzA5s2bcezYMfz73/8GUHpMFkURvXr1wtKlSx0+d1hYGB5++GGMHj3a4XhKSgqaN2+ufe8sVmZmZuJf//oXtm/fjh07diAoKAjPP/+83fEGDBhgN9/o6GhtbP369fj000+xcuVKHDx4EO+88w5q165djneUiDzJm+OtM1OmTEHDhg2xa9curFy5EosXL8bPP/+sjS9ZsgQHDx7Exx9/jAMHDmDhwoUICAgAAOh0OvTv3x8LFixweOzIyEhMmDAB//znP0t8/rNnz2Lbtm3F1poZGRkYNWoUEhMTsWfPHnz99dfo2bOnNv7CCy/gxx9/xIEDBzBv3jw8++yz2gUHFy5cQFhYGOrUqVPu94WIvIuvxljAsq5s2rQpBEHQbmvfvr3d2rBLly7aWGmf0YGSY6fVe++9VywG5ubmok2bNtiwYQP27t2Le+65B2PGjEFOTo52n8jISLt53XPPPdqYs78Xp0+fxpQpUzBnzhzs27cPt99+O8aPH+/TPzei6sTb/63OnDkTmZmZ+PLLL7F37167z9vOzhsAwDPPPINbb70Ve/bswVNPPYVJkyYhIyMDAJCVlYXx48fjhx9+wNatW3Hx4kUsXLhQe2xp5w3Kq7znWhlrKxeTXtVQy5YtsXbtWtx1112IjY3FG2+8gbNnzyIxMREdOnTA5MmTYTQatfvv2LEDQ4YMQVxcHIYNG4Zjx45pY/Hx8Vi5ciUSEhLQvn17mM1m7N+/H8OGDUNcXBz69OljV610/fp1jBkzBrGxsbj//vvtkkLz589Hnz590KFDB9x7773Yv3+/NrZ06VJMnjwZU6dORWxsLAYOHIjff/8dAPDss88iJSUF48aNQ2xsLN59912713vq1Cn0798fANCpUyc8/PDDxd6TjRs3Ii4uDg0bNtRuU1UV8+bNQ8eOHdG/f3/s3r1bG8vKysL06dPRs2dP9OrVC4sXL4Ysy9q42WzG/PnzMXPmzGLPlZycjAkTJiA0NBRNmzbF/fffb3fF1YMPPohu3bppJyBsnT9/Hh07dkR0dDQkScLgwYO1qwByc3Px9ddfY/LkyQgKCkJcXBzi4+OxceNGAIDBYMCjjz6KuLg4iCL/6RNVpuoWZ62voX///mjevDkMBgMmTJiAffv2ac9/8803o1atWgAs8VUURbsqWFtFY3LdunXx4IMPok2bNg7v3717d9x9992oV6+e3e1GoxGxsbGQZRlDhgzBHXfcUWqs7NOnDwYMGIDg4GDUrFkTDz30EA4cOODweYtSFAVvvfUWpk+fjmbNmkEQBNx8880ICwtz6fFEVHbVMd4CwLfffoshQ4agQ4cOuOOOO/D9998jJycHe/fuxfjx46HX69GqVSv069cPn332GQBLUn/NmjWYP38+brrpJgiCgBYtWmhrzltuuQX333+/3UUCtu666y7ccccdTmPa3LlzMWXKFBgMBrvbP/jgA/Ts2RODBw+GwWBAcHAwmjZtqo23atUKOp0OACAIAsxmMy5evIiffvoJjz32GNLS0hAbG6tVmDn7uRCR+1THGJuZmYmxY8eia9eu6NSpE8aOHYuLFy8CsLQES05OxnvvvYfY2NhSqxlKW3dalRQ7AeDcuXP44osvMGbMGLvbo6OjMXLkSERGRkKSJCQmJsJkMrnUYaC0vxc//vgj4uLiEBcXB51Oh9GjR+PSpUvYt29fqccmItdVxxj7999/Y/v27Zg3bx7Cw8MhSRJat26tjTs7b3Dq1CkcOXIETz75JGrUqIF+/fqhRYsW2LZtGwAgISEBvXv3Rs2aNREaGop//etfOHjwoHbsks4bWB06dEh7vwYPHlysavf5559Hz5490alTJ0yYMAFA6edav/vuOwwdOhQdOnRAnz597C7kZaytXDzzXU398MMP2LBhAz755BOsWrUKM2fOxKJFi7Bz506cOHECW7ZsAWBpQzJ9+nTMnTsXe/bsQWJiIiZMmGAXdLds2YKVK1di//79SEtLw+jRo/HQQw9h9+7dSE5ORkxMjN19J06ciH379uHmm2+26yHbpk0bJCcnY+/evRg0aBAmT56MgoICbXz79u0YOHAg9u/fj/j4eMybNw8A8Oqrr6JBgwZYsWIFDh48WCxj36RJE2zevBkAsG/fPqxZs6bY+5GcnGx31RMA/Pbbb4iOjsbPP/+MSZMmYeLEibh27RoA4LnnnoNOp8PXX3+N5ORk7Nq1C+vXr9ce+8EHHyAuLg6tWrWyO2ZmZibS0tLsbm/VqpXL5asDBw7E2bNncerUKZhMJnz++efo1asXAMsVAqIookmTJuU6NhG5V3WKs4BlQaqqarHbjx8/rn29adMmdOjQAV27dsWxY8cwbNgwh++do5hcHgaDQVvkbty4Ed9++22ZY+W+ffuKnQDesWMHOnfujIEDB+I///mPdvvFixdx8eJFHD9+HH369EF8fDyWLFkCRVEq/FqIqGTVLd7+9ttveO655zB16lTs378fa9euxU033aTFYNtYrKqqVlFw/PhxSJKEr776Cj169EC/fv2wdu1ad/wIAFg6Euj1evTp06fY2KFDhxAaGophw4ahW7duGDduHFJSUuzuM3bsWLRp0wb3338/OnfujNatW6N79+549913tWqFV155BSkpKU5/LkTkXtUtxiqKgnvvvRc7duzAjh07EBAQgLlz5wIAXnnlFSQkJODxxx/HwYMH0b17dwDAH3/8gS5duqBfv35YtmyZdpW+K+tOZ7ETsJx8fvrpp1GjRg2nP6c//vgDJpMJjRo10m7LyMhA9+7dER8fj5deegm5ubkAUOrfi6Lreuv3tut6InKP6hZjf/vtN9x0001YsmQJunTpgoSEBC1pZVXSeYO//voL0dHRCA4O1u5b2md5a8ev0ly6dAljx47F+PHjsXfvXjz33HN2VWRTp05FXl4etmzZgp9++gmPPvqoS8etWbMmkpKSsH//frzzzjtYt26d1sabsbZyMelVTY0ePRrBwcFo3rw5WrRogR49eiA6OhohISHo3bs3jh49CgD45JNPkJiYiHbt2kGSJNxzzz3Q6/U4dOiQdqwRI0YgKioKNWrUwKZNm9C9e3cMGjQIer0etWvXtguqd955J9q2bQudTofBgwfjjz/+0MaGDBmC2rVrQ6fT4bHHHoPRaLS7Sqljx47o06cPJEnCkCFD7K5oqIj9+/cjPT0d/fr1s7s9PDwcjzzyCPR6Pe6++240adIE3333Ha5cuYLvv/8e06dPR2BgIOrUqYNHH31U+0OUmpqKjz/+GJMnTy72XNZFZkhIiHZbSEiIXQsCZyIiIrTKs3bt2uGrr77SyoBzc3PtjlvWYxORe1W3ONunTx98+eWXOHbsGPLz87Fs2TIIgoD8/HztPgkJCThw4AC2bduGYcOGOWxVVVJMdpeyxMpjx45h+fLldm1kBwwYgK1bt2L37t2YN28eli9frl1YYb0KeNeuXdi0aRPWrFmDLVu24NNPP62U10JEFtUt3n766af45z//iR49ekAURdSrVw9NmzZFcHAwOnTogOXLl6OgoABHjhzB119/jby8PACWGJWVlYXTp0/jf//7H958800sXbrULftk5eTkYPHixZg+fbrD8UuXLiE5ORnTp0/Hd999h4YNG+Lpp5+2u88777yDAwcOYOXKlejVq1eJnQlK+7kQkXtVtxhbu3Zt9OvXDzVr1kRwcDDGjx/v9Kr7Tp06YdOmTdi9ezeWLFmCLVu24L333gNQ+rqztNj5zTffwGw2484773Q65+zsbEydOhUTJ07Unu+WW25BcnIyfvzxR3z44Yc4cuQIXnnlFQAo9e9F9+7dsW/fPuzZswdGoxErVqyAyWSyW9cTkXtUtxhrvUg0JCQEP/zwA2bOnIlp06bh5MmT2n1KOm+Qk5Pj8mf5Xbt2ITk5GZMmTXJpXhs3bkTv3r3Rp08fiKKIHj16oHXr1ti5cyfS0tLw/fff48UXX0RoaCj0ej06d+7s0nGte+WKoohWrVph4MCB2Lt3LwDG2sqm8/QEyDPq1q2rfR0QEFDs+ytXrgCw9KtOTk7GRx99pI2bTCatxz4AREVFaV+npqbi5ptvdul5a9SooSWBAOD999/H+vXrkZaWBkEQkJ2djatXr5b42IKCApjNZq0VSnl9/vnnuOuuuxAUFGR3e7169ez6dDdo0ABpaWlISUmB2Wy224dAURTtfXjppZfwxBNPFAvEABAYGAjAsii1tpLJzs4u9twlWbZsGQ4fPoydO3eibt26+OKLL/DII49gy5YtCAwMtNugsazHJiL3qm5xtlu3bpg0aRImTZqErKwsPProowgKCkL9+vWL3bdx48Zo3rw5XnzxRbz11lt2YyXFZHdxNVaeOXMGo0ePxvTp0xEXF6fdbnulWIcOHfDwww9j27ZtGDRokHYF7qhRo1CrVi3UqlULiYmJ2LlzJ/71r39VyushouoXb1NTU0usCFi0aBHmzp2LPn36IDo6GgkJCdrVr9YY9cQTT6BGjRraB++dO3eiR48epT6vM0uXLsXgwYPt9ji0FRAQoJ1csc6ha9euyMrKslszW6sd1qxZg+joaPTt29fh63f2cyEi96puMTYvLw8vv/wyfvjhB2RmZgKwnGiVZRmSJBW7v23ca9myJZ544gm89957GDt2bKnrTmexMzc3F6+++ipWrlzpdL75+fkYN24c2rVrh7Fjx2q3R0REaPvLREdH49lnn8XYsWO1qjVnfy+aNm2KV155BfPmzcPly5eRkJCAZs2aldgSjIjKr7rF2Bo1akCv12P8+PHQ6XTo3LkzunTpgh9//NGu9TVQ/LxBUFCQS5/lDx06hGeeeQZLliyxq7R1JiUlBV999RV27Nih3WY2m9GlSxdcvHgRoaGhCA0NdelYtn799VcsWrQIJ06cgMlkgtFo1LbgYaytXEx6kVNRUVEYN24cxo8fX+J9bBNDUVFR+O2338r8PPv378e7776LDz74AM2bN4coiujUqZPDVlnulJ+fj6+++qrYSVfAckWqqqra60tNTUV8fDzq168Pg8GAn3/+2WFA3717N3755Re8+uqr2m2JiYl44YUXkJCQgIiICBw7dkw7uXDs2DGXy22PHTuGAQMGaCeR7733Xrz00kv466+/0LRpU8iyjNOnT6Nx48ZlPjYReYY/xdkHH3wQDz74IABLv+233367xL1hzGazXd9wwHlMdpfGjRuXGisvXLiAkSNHYsKECRg6dGipx7S+h02aNIFer7f7eRGR9/CXeBsVFVUsflrddNNNeOedd7Tvn3nmGS3R1LJlSwColBi1e/duXLx4EevWrQNgaan1f//3fxg1ahTGjBmjPbeVdQ4lvSeyLOPcuXMOx8r7cyGiyuUvMfb999/HqVOn8MknnyAiIgJ//PEHhg4d6vLxBUHQ7lvautNZ7OzVqxcuXLigra1NJhOysrLQo0cPfPzxx2jYsCGMRiOeeOIJ1KtXT0tmuTIvwPnfCwDo37+/dmL2+vXr+Oyzz0rcX5eIKp+/xNiia8LS2J43aNasGc6dO4fs7GytxeGxY8cwaNAg7f5Hjx7F+PHj8dJLL6Fbt24uP09UVBSGDBmC+fPnFxtLS0tDZmYmrl+/ru035qpnnnkGDz30EFatWoWAgAAsWLDALoHIWFt52N6QnLr//vvx3//+F7/++itUVUVubi6+++67Ypl1q4SEBPz000/YunUrzGYzrl69alciW5KcnBxIkoTw8HCYzWa89dZbJT6HI3Xr1i3xg7Ez33zzDWrVqoWuXbsWG8vIyMCaNWtgMpnw5Zdf4uTJk+jTpw8iIyPRo0cPvPLKK8jOzoaiKDh79qxWnrpt2zZs3LgRycnJSE5OBgCsWLFCa0kwdOhQvP3228jMzMTJkyexfv16u71rjEYjCgoKoKoqzGYzCgoKtP1g2rRpg6+++gpXrlyBoihITk6G2WxGo0aNEBgYiDvvvBNLlixBbm4ufvnlF/zvf//DkCFDih0bsCyarc9DRJ7jL3G2oKAAx48fh6qqSElJwaxZs/Dwww9rV0OtX78e6enpACy9uFeuXFlsEeosJhcUFGj9ym1jGWA5OWq9ukxRFBQUFMBkMjmcZ2mx8tKlS3jkkUcwfPhwPPDAA8Ue/+233yIzMxOqquK3337Dv//9b60SoWbNmrj77ruxatUqZGdn4+LFi/jkk0/wj3/8o8T3jYiqjr/E2/vuuw8bNmzA7t27oSgKLl26pLWEOXnyJLKzs2E0GrFx40b8+OOPGDlyJADLxuBxcXFYsWIFjEYjTp48ia1bt+L2228HYElA2cZP27gLwG5daht3Act+tps3b9bWv5GRkXjxxRe1k7X33nsvvv32W23PmeXLl6Njx46oVasWTp48iZ07dyI/Px8mkwkbN27E/v370alTJ4evv7w/FyKqXP4SY3NychAQEIBatWrh2rVrpV6MtXPnTq0S4+TJk1i+fLm2Nixt3eksdjZv3hzfffedNjZ//nzUqVMHycnJiIqKgslkwqRJkxAQEICkpKRiLWH37NmDlJQUqKqK1NRULFq0yK561tnfCwA4fPgwZFlGRkYGZs2ahfj4+GJVGERUdfwlxsbFxSEqKgrvvPMOzGYzfvnlF+zZs0frpuXsvEGTJk0QExODZcuWoaCgAN988w3+/PNPbWuE48ePY9SoUZg5cybi4+OLPbez8waDBw/Gjh078MMPP2j327NnDy5evIjIyEj07t0bL774IjIzM2Eymeza3jo715qTk4PQ0FAEBATgt99+07ZGsGKsrTxMepFTbdq0wbx58zB37lx06tQJd911FzZs2FDi/Rs0aIB3330Xq1evRufOnTF06FCXerv27NkTvXv3Rr9+/RAfH4+AgAC7stzSjBkzBm+//Tbi4uK0/tmuSE5OxpAhQxxe8dq2bVucOXMGXbt2xRtvvIElS5agdu3aAICFCxfCZDLh7rvvRqdOnTBp0iRcvnwZAFCnTh2tlYC1nUDt2rW1ljKTJk1CdHQ0br/9dowYMQKPP/44evfurT3v448/jrZt2+LgwYOYOXMm2rZtqwXT0aNHo1WrVhg6dCji4uLw4YcfYsmSJdqVBrNnz0Z+fj66d++OZ555BnPmzLGrsujfvz/atm2LS5cuac9z4cIFl98vInI/f4mzBQUFeOaZZxAbG4v7778f7du3t9vb8MCBA0hISED79u0xZswY9O7du9h+LqXF5NjYWACWfbVsr0TduHEj2rZtizlz5mD//v1o27YtZs6cWeJrcRYr169fj3PnzmHZsmWIjY3V/rPaunUr7rrrLnTo0AFTp07F6NGj7S5cmDVrFgIDA9GrVy8kJiZi0KBBuO+++0p7e4moCvhLvG3bti1efvllvPTSS+jYsSMeeughpKSkALBshn7HHXegc+fO+O9//4tVq1YhPDxce+zrr7+OCxcuoEuXLhgzZgwmT56snUi4cOEC2rZti4EDB2rPY73yFADefvtttG3bFitXrsQXX3yBtm3b4u233wZgWevarn8lSUJoaKjWbqZbt2546qmnMGbMGHTv3h1nz57Fa6+9ph37rbfeQrdu3dCtWzesWbMGixcvxm233ebw/Snvz4WIKpe/xNhHHnkEBQUF6Nq1KxITE9GrVy+nx/v5558xePBgbY1755132rUZdLbudBY7dTqd3VhoaChEUdTud/DgQezYsQO7du1Cp06dtDXr/v37AViqHRITE9G+fXsMGzYMLVq0wAsvvKDNq7S/FwsWLEBcXBz69++PWrVqYd68eS6/x0Tkfv4SY/V6PZYvX47vv/8ecXFxmDlzJhYuXKgleko7b/D666/j8OHD6NSpExYtWoQlS5ZosWv16tXIyMjACy+8oMVE67oWcH7eICoqCsuXL8c777yDbt26oU+fPnjvvfe0IoSFCxdCp9NhwIAB6N69Oz788EPtuM7Otc6ePRtLlixBbGwsli1bhgEDBti9H4y1lUdQWeZBREREREREREREREREPo6VXkREREREREREREREROTzmPQiIiIiIiIiIiIiIiIin8ekFxEREREREREREREREfk8Jr2IiIiIiIiIiIiIiIjI5zHpRURERERERERERERERD6PSS8iIiIiIiIiIiIiIiLyeTpPT6C8rl7NgaKonp4GAKBOnWCkp2d7ehoazsc5zsc5zqdkoiigdu0gT0+jyjDOlozzcY7zKZ23zcmb5lOdYi3jrHPeNifOxznOxzlvmk91irMAY60znI9znI9znE/JGGc9x5t+DwDOpzScT+m8bU7eNB9nsdZnk16KonpNQAXgVXMBOJ/ScD7OcT4EMM6WhvNxjvMpnbfNydvmUx0wzpbO2+bE+TjH+TjnbfOpLhhrneN8nON8nON8CGCcLQ3n4xznUzpvm5O3zccRtjckIiIiIiIiIiIiIiIin8ekFxEREREREREREREREfk8n21vWJSqqrh69TKMxnwAVVtil5YmQlGUKn1OZzw/HwEGQw3Urh0BQRA8OA8iIqIbPLlWKMrzf6vtVf18uFYoiad+T73tdxLwhjnx95TIH/HcwQ2enw/jLJG/4prWwjvmcyPWElUXfpP0ys7OhCAIqFevIQShagvYdDoRZrOnA9gNnp6Pqiq4du0KsrMzERIS5rF5EBER2fLkWqEoT/+tLqqq58O1Qsk89Xvqbb+TgOfnxN9TIv/Ecwc3eHo+jLNE/otrWgtvmI9trI2MrOXRuRBVFb9pb5iXl42QkDCPn8QiQBBEhITURl5etqenQkREpOFawXt4Yq2QlJSE+Ph4tGzZEsePHy82/tZbbxUbO3XqFBITE9GvXz8kJibi9OnTLo1VBH9PvQfXtET+iXHWezDOEvkvxlrvwVhL1ZHfRB5FkSFJflO45vMkSQdFkT09DSIiIg3XCt6lqtcKffv2xdq1a3HTTTcVGzty5AgOHTqEBg0a2N0+e/ZsDB8+HNu2bcPw4cMxa9Ysl8Yqgr+n3oVrWiL/wzjrXRhnifwTY613Yayl6sZvkl4A2APai/BnQURE3oh/n7xHVf8s4uLiEBUVVex2o9GIuXPnYvbs2XZzSk9Px9GjRzFo0CAAwKBBg3D06FFkZGQ4HXMH/p56D/4siPwT/217D/4siPwX/317D/4sqLphyp2IiIiIqq0333wTgwcPRnR0tN3tqampqFevHiRJAgBIkoTIyEikpqZCVdUSx8LDw11+7jp1govdlpYmQqfzzHVpnnpeZ7xhTqIoIiIiBAC0/3sLzsc5zoeIiIiIqPph0qua+eST/+DOO/ujdu2ST8hMn/4sRox4FDExt2m3vffeO3j88bF291u+/E00b94Sd97Zv9LmS2R19lIWZEVFkyhuuklEVJk8sVY4cfVv1DIEo15QZMUmX0YHDx7E77//jilTplTp81qlp2dDUVS72xRF8chm196wyXZRzuZUlb+niqLg8uUsRESE4PLlrHK8ksrB+ThX3eaTd+I4xKBgBBRp0+qIKAoOk+5EtnjugIoyKQoOZ2SjfZ0QVo0QuQljLVHpMq/mISszHw0b13b5MZ6/dJKq1CefrMPVqyW33jly5DDy8/O0QHrhwnk888wkbNy4AY88Mgzz5t3Yr+KBBx7G+++vhKJ41wkS8k+ffncSH//vhKenQUTk9zyxVlh7bD22ndnhnhdQBvv27cPff/+Nvn37Ij4+HhcvXsTjjz+OH3/8EVFRUbh06RJk2dL7XpZlpKWlISoqyukYVQ2uaYnsXfr3B8jY/IWnp0F+hHGWijqRmYv1py4hLd/o6akQ+Q3GWqLSHfz5HLZvOVamx/htpdeu31Px42+plXLsnm2j0KON85MaL744A2fPnoHJZMRNN0Xj+ednoVatWjhwYD/efPM13HrrbThy5HfodDrMmDEXq1e/i1OnTiIysh4WLHgVNWvWRG5uLt5441X88ccRAEC/fnfjoYceBQDcd18CFi5cjFtuaVbs+6FDB6J//4HYt28P0tOv4IEHHsI//5mIDz98D1euXMaMGc/BYAjA7Nnz0aTJLXbz/uKLDXZXBKxcuRxt2rTFrbfehsceG4O//jqujdWuXRsNGjTEL7/sRadOXd3x1hKVyGRWYJLV0u9IROSCPam/YHfqvko5dreoTugS1bHU+3lyrXDffQl2a4UHHxyBe+75l8fWCgWyEWbF7PJ77C5jxozBmDFjtO/j4+OxYsUKtGjRAgAQExODzZs3Y8iQIdi8eTNiYmK09oXOxtzl+k+7kPnj9249plVoz96o1b1HqffjmpbIN6gmE1SzydPT8EkHrlzHL1euV8qxO9athQ51nXeqYJwlX2EqrE6XFX4up7L58/eLOPbbxUo5dqu29dGyTf1S7+epWNuiRYtin70Ya4nKxmQ0w2QsWzKXlV6VZPLkKXjvvX9jzZqP0aTJLVi79kNt7PTpv3HvvfdjzZqPcdttbfHMM0/iySefwkcfrYcoivj2220AgA8+WAVFUbBmzcdYseJ9fPXVVuzevcul58/Pz8c776zG0qXvYMWKt5Cbm4tHHnkcdetGYP78JHzwwX+KBVIAOHjwF9x6a2vte4PBgKys6zAajRAEAc2bt7S7f+vWbbB/f+WcNCSypaoqVJWLayLyH960Vli+fKlH1wpmxQxZrdwrEufPn4/evXvj4sWLGDlyJAYOHFjqY+bMmYOPPvoI/fr1w0cffYQXX3zRpTF/4k2/p1zTEpVMlRWovLLbJzHOkq9QYfk8zkhDvoixlsh3mU0KZLlsf338ttKrR5vSq7Eq01dfbcbXX38Fs9mEvLx8REffrI3dfHMjLSi1bNkSly6lIjKyXuH3MTh//hwAYP/+vZg8eQoEQUBQUDDuuOMu7N+/F926lX5V7h133AUAiIpqgJCQWrh8OQ2NGjUu9XGXL6fZ9ZEdP/5JvPvu2/jhh504cGA/Bg4cjKFD/6mNh4fXwa+/Hiz9DSGqIEUFFCa9iMhNukR1dKkaqzJxrXCDSTFDreSk14wZMzBjxgyn99m+fbvd902bNsX69esd3tfZmLvU6t7DpWqsysTfUyLfoMoyUNhylcqmgwvVWJWJcZZ8hbXAi5/LqaxatnGtGqsyMdYS+S6zWYFsVqCqqst7Svpt0suTfv31IJKTP8Pbb7+P2rVr4+uvv8IXX2zQxg2GAO1rUZRgMBhsvhe1/SEAFUV/jtYfrCRJdhufG432PZWLH9O1lkEBAQF2xwoPr4PnnpuBunUjcOed/TF16lNo0OAmdO7cVXvegICAkg5H5DaKqoIXrxKRvzh06ADXCtZXoKpVUulFZcc1LZEPUWRWevkgxlnyJdZkF3Ne5GsYa4l8m9ls+TeoKCokybWkF9sbVoKsrCwEBQUjNDQURqMRW7aUb0PhuLgu2Lx5I1RVRW5uDv73v68RF9cZAHDTTQ1x7Jilh+z+/XuRkZHu0jGDgoKQnZ1d4vgttzTD2bOnte9PnPhTaynXsGE0wsPDkZNz4/FnzpxCs2bNy/rSiMpMUdjekIj8B9cKN8iqDBUqFCa9vA5/T4l8hyorlmov8imMs+RLtEovz06DqMwYa4l8m9lk+csjm13/C8SkVyXo2rU7brqpIYYPvw9TpkxCy5YtS3+QA48+OgqqquLhhxMxduxI9Ot3N7p27Q4AGD16PP7737UYM+ZR7N69C/XquVYmfN99w/DSS3Px6KPDcerU38XG+/S5HXv3/qx9v3v3LowdOxJbt27Co48+gIYNo9Gr1z8AWK7M3r9/H3r27FOu10dUFoqqso0CEfmNbt16cK1QyKRYrnJk0sv7cE1L5EMUGWyL4HsYZ8mXKNY9vfi5nHwMYy2RbzMXJrvKsq+XoPpo6UR6erZd2ejFi2dQv34jj8xFpxO1N98bVGQ+OTnZmDBhFFau/AABATW029977x08/vhYu/vu2bMbX3+9FTNnznN4LOvPJCIiBJcvZ5VrPpWB83HOW+cz6729MJllvDy2m8fmIooC6tQJ9tjzV7WicdaTvPX30ltwPs5Z5+PJtUJRvrx2cPdaISi8Dqb9OBctwppicoex1SrWOoqznvo99bbfSYBr2tJwPs5Vt/mcGD8aATc3ws3PO9+7EHDfmvatt97C0qVLsWnTJrRo0QKnTp3CtGnTcO3aNYSFhSEpKQmNGzcGgEoZcxXPHZSMcdY5zsfe7kvXsOnsZYxs0QDNQ4M8Pp+ivGk+1Wk9C3BN60xF5+PuWNumTWuv+XcCeNe/W8D75gN435w8MZ9/L/8Z2dcLMGJCFwTXuvHvwFmsZaUX2QkKCsbEif+HlJQUu9tjYzsWu29OTg7Gj59UVVOjak5lpRcRkVdw91rBpJgAAAqb5ZAbcU1L1Y2qKFVa6XXkyBEcOnQIDRo00G6bPXs2hg8fjm3btmH48OGYNWtWpY6RZzHOVj/anl4engdRdcJYS2Rb6eX6XyAmvaiYTp26okmTW+xu69Ahrtj94uPvQN26EVU1LarmFFVlxxYiIi/hzrUC2xtSZeGalqoLVVUBWa6yPb2MRiPmzp2L2bNnQxAsm4mnp6fj6NGjGDRoEABg0KBBOHr0KDIyMipljLwD42z1Yl2peUkzkGprwoQJGDx4MIYOHYrhw4fjjz/+AGCpjE1MTES/fv2QmJiI06dPa48p7xh5B8Zaqu7MJssatyxVk36V9PLRTo1+iT8LcjdFBVReU0ZEFcS/T97D+rMwa0kv/mys+HvqPfizIJ9grb6ooivE3nzzTQwePBjR0dHabampqahXrx4kSQIASJKEyMhIpKamVspYRfHftvfgz8J3WNdqXLN5VlJSEr744gskJyfjsccew/Tp0wF4Z0Ut/317D/4syFepqgqzqbDSqwxJL11lTaiq6XQG5ORcR1BQLe1qM/IMVVWRk3MdOp3B01MhP6IqqtfsL0VEvolrBe9hu1Yo0JJeVVOh4O34e+o9uKYlX6HKljhaFW0RDh48iN9//x1Tpkyp9Odyl6J7PWRlBSIvLwshIaEeibM6nXdde+zJ+aiqiqys6wgKCkRERAgAaP/3FpzPDTUzcwAAIbVq8OflQSEhN15jdnY2BEHQKmNXr14NwFIZO2/ePGRkZEBV1XKNhYeHV2ieXNN6D65pyZcpNi0NZbkaJr1q147A1auXkZ19rcqfWxRFKF7Ud80b5qPTGVC7NktqyX0UVWUbBSKqEE+uFYryhr/VtjwxH+ta4VrWOQCAzPaGADz3e+ptv5OAd8yJa1ryCYUnAFSl8i8e2LdvH/7++2/07dsXAHDx4kU8/vjjeP7553Hp0iXIsgxJkiDLMtLS0hAVFQVVVd0+Vhbp6dl2F88FBtbG1auXcf36Vbe+N67whrhmyxvmY42zly9nISIiBJcvZ3l0PrY4H3vZOfkAgGuZebgs6Tw+n6K8aT6iKBRLuLvTCy+8gF27dkFVVaxatcppZayqquUaK0vSy9FrDQurgXPnzuHy5fNueMVUUTVr1kCzZk0AeF9ymPMpnbfNqSrnk5dr1L4ODqrh8nP7TdJLknSoW7dsi1938aY/rID3zYfIHSx7ejHrRUTl58m1QlHe9rfak/MxKSYAbLlh5anfU2/7nQS8c05E3khLdpXh6tfyGjNmDMaMGaN9Hx8fjxUrVqBFixZYt24dNm/ejCFDhmDz5s2IiYnRTprGxMS4fay8eO7gBm+bD3k368dxfiz3vAULFgAAkpOTsXDhQkyePNmj8yl6cYFVSEgEQqr4XL23xTVvms+1a/mIiNB7zXwA73p/AO+bD+B9c6rq+eRkFWhfZ2RkI+RygPa9swsMSk16Xb16FVOnTsXZs2dhMBjQqFEjzJ07F+Hh4YiPj4fBYEBAgOXJpkyZgl69egGwbIQ4bdo0XLt2DWFhYUhKSkLjxo1LHSMickRRVJ4QJSLyQ9Y9vVjpRURUTlVY6eXMnDlzMG3aNCxfvhy1atVCUlJSpY4RUdXinl7eZ+jQoZg1axbq16/v0YpaIqLKYrbZx8ute3oJgoBRo0ahS5cuACwbJi5atAgvvfQSAGDJkiVo0aJFscdZN0IcMmQINm7ciFmzZmHNmjWljhEROaKoXFwTEfkjU2HSS2XSi4ioXFS5MNnlgTZ127dv175u2rQp1q9f7/B+lTFGRFXLWsjDT+Wek5OTg+vXr2tJqe3btyM0NBR16tTxqopaIiJ3MZtuXNRldmfSKywsTEt4AUD79u2xbt06p48p7waKDKpEVBJFUT3xOZ6IiCqZSba0N2SlFxFR+VgrvLTkFxFRJVDBSi9Py8vLw+TJk5GXlwdRFBEaGooVK1ZAEARW1BKRX7JNdCmy639/yrSnl6IoWLduHeLj47XbpkyZAlVV0bFjRzz99NOoVatWuTdQrOgmiZ5UnTeUcwXn4xzn45x1Pqqqet3cyqKklrDlbQfLNrJE5A+s7Q0VJr2IiMpHa2/IOEpElYd7enle3bp18cknnzgcY0UtEfmjSqv0sjVv3jwEBgbioYceAgCsXbsWUVFRMBqNWLBgAebOnYtFixaV5ZDlVtImiZ5Q3TeUKw3n4xzn45x1PrKiQlFVj87N2QaJrnLUEra87WDZRpaI/IGJSS8iogrRKrxY6UVElUjb04sNDomIqIqYTTZ7esmunzMQXb1jUlISzpw5gzfeeAOiaHmYtYeswWDA8OHDceDAAe1260aIlgnd2AjR2RgRUUkU1T/bG1rbwQ4aNAiApeXr0aNHkZGRUSljRETexqwy6UVEVBFae0N/XCwTkdewRhh2NyQioqpiW90ll6HSy6Wk1+LFi3H48GEsW7YMBoMBAJCbm4usLEvFhaqq2Lp1K2JiYgDAbgNFAHYbITobIyIqiVpY6eXrpkyZgoSEBMyZMwfXr1932g62MsaIiLyNSS5MeoEna4mIysV61SsrvYioEqkq9/QiIqKqZdvesCxJr1LbG544cQIrVqxA48aNMWzYMABAw4YNMW3aNDz55JOQZRmKoqBp06aYPXu29jhukkhE7qTYLLBFQfDwbMrHUUvYRx991NPTKhH3TnSO83GO8ymdt83JU/MxXLTEdBW+vW8jEZGnsNKLiKqCtqeXZ6dBRETViF2lVxnaG5aa9GrevDn+/PNPh2PJycklPo6bJBKRO1k/wyuKClHyzaRX0Zaw48ePx/PPP6+1fJUkya7lq6qqbh8rC+6dWDLOxznOp3TeNidPziczKxcAYFZkXL6c5Zb9E4mIqhNtTy9FgaqqEHz0AjEi8m7WvbxUVnoREVEVsdvTy93tDYmIPM1a6eWrC+ySWsKWtx0s28gSkb8wKZb2hir39CIiKh/bq159dK1MRN5Pq/RimCEioipiNlsu7jIESJBl1/8AlVrpRUTkabY9w321a0t6enqJLWHL2w6WbWSJyB+YFRMAQGbSi4ioXKztDQFL1Zcg8tpWInI/bcsBMOtFRERVw2xWIAiA3qBz755eRESeZttiz1c3zY2Oji6xJWx528GyjSwR+YMblV6+Gd+JiDzO9qowX71CjIi8nspKLyIiqmJmkwxJJ0KnE2Euw55evASMiLye7XlQnhQlIvIvWtILKhRWexERlZkqm22+lp3ck4io/G7s6eXhiRARUbVhNinQ6SVIOpF7ehGRf7Frb8gFNhGRXzErNidreRaFiKjMVJmVXkRU+W7s6cX1GhERVQ2zWYFeJ0KSRMis9CIif2LX3pBZLyIiv2Kb9OK+XkRE5VBkTy8iospwY08vIiKiqmE2yZD0EiSdwEovIvIvqur7e3oREZFjJsWkfa2oPFlLRFRWtpVeKiu9iKiSWD+JszKfiIiqimxWoGOlFxH5I9viLlZ6ERH5F5NNpVdlXtiQlJSE+Ph4tGzZEsePHwcAXL16FaNHj0a/fv2QkJCAiRMnIiMjQ3vMqVOnkJiYiH79+iExMRGnT592aYyIqCrZVXcpvHiAiCqH1t7Qs9MgIqJqxGRSoNOLhXt6uX6+gEkvIvJ6du0NeVUZEZFfMdslvSrvNErfvn2xdu1a3HTTTdptgiBg1KhR2LZtGzZt2oTo6GgsWrRIG589ezaGDx+Obdu2Yfjw4Zg1a5ZLY0REVcquvSFPRxNR5dDaG/IzORERVRGzWYZOJ7HSi4j8j2LX3tCDEyEiIreza29YidcOx8XFISoqyu62sLAwdOnSRfu+ffv2SElJAQCkp6fj6NGjGDRoEABg0KBBOHr0KDIyMpyOERFVNbtEF9sbElElsUYXfiYnIqKqIhdWeul0Ypn29NJV4pyIiNzCttJL5QqbiMivmKqo0qs0iqJg3bp1iI+PBwCkpqaiXr16kCQJACBJEiIjI5GamgpVVUscCw8P99hrIKLqSbWt9GJ7QyKqJNaLUVXwMzkREVUNs1mBTl/2Si8mvYjI69lXenGBTUTkT8yKGTpRB7NihuzBCoV58+YhMDAQDz30UJU9Z506wVX2XK6IiAjx9BSK8bY5cT7OcT7OVdZ8zDX1SCv8unZoDQR52esmIv9g/SjO61CJiKiqmE0ydDoRkiTCzEovIvIntnkuLrCJiPyLSTEhQDLArJihemhr9KSkJJw5cwYrVqyAKFq6f0dFReHSpUuQZRmSJEGWZaSlpSEqKgqqqpY4Vhbp6dl21cyeFBERgsuXszw9DTveNifOxznOx7nKnE9WZq72dcaVLOQGOX8eURS8LulORN6Pe3oREVFVM5sV6HQiRFGAwj29iMif2C6q2d6QiMi/mBUZBtEAAJA90N5w8eLFOHz4MJYtWwaDwaDdXqdOHcTExGDz5s0AgM2bNyMmJgbh4eFOx4iIqpxte8MynAwgIioLa3RhzouIiKqK2SRDpxch6VjpRUR+xvYqeF5VRkTkPxRVgazKCNAFAAWAWolJr/nz5+Prr7/GlStXMHLkSISFheGNN97AihUr0LhxYwwbNgwA0LBhQyxbtgwAMGfOHEybNg3Lly9HrVq1kJSUpB3P2RgRUVVSZZt9vLinFxFVErXws7jMPb2IiKgKqKoKWVah01n20lZkFaqqQhCEUh/LpBcReT3Frr0hF9hERP7CrJgBAAFVUOk1Y8YMzJgxo9jtf/75Z4mPadq0KdavX1/mMSKiqmSb9FI9uDciEfk36+dyfiQnIqKqYDZZ1rU6vaj97bEkwUpPerG9IRF5PduWhvwcT0TkP0zWpJdkSXopHmhvSETk82wXyDIrvYiocijgnl5ERFR1zGbLulankyDpLGks2cUWh6z0IiKvZ7uo5gKbiMh/mBQTACBAx6QXEVF5qQorvYio8mmVXp6dBhERVRO2lV6yXNhi18X9a5n0IiKvZ5f0UrjEJiLyF9b2hgaRSS8iovJSzTZJL1Z6EVElsX4u54WoRERUFcxma9JLgiBYvmalFxH5DdsLVlUusImI/MaN9oYBAHgShYioXGwXy6z0IqJKYl2m8TpUIiKqCmaTtb2hqJ0PNjPpRUT+QrVrb+jBiRARkVtp7Q21Pb1YoUBEVFZsb0hEVcG6p5fKBodERFQFblR63Uh6KWxvSET+gnt6ERH5J3PhiVqDlvRijCciKivV9sO/wosHiKhyWC9AlblcIyKiKmCt9JJ0IhSZlV5E5Gds9/FSWepFROQ3zIWVXjeSXqxQICIqM9l2Ty/GUSKqHNaLk7jlABERVQVrgkuvl7Skl+ziWlestFkREbmJbZ6LVQBERP7jxp5elqSXzPaGRERlZtvekJVeRFRZlCL/JyIiqkxmU2F7Q50ISWdJY8kuVnox6UVEXs+uvSFX2EREfuNG0isAAPeIICIqF1kBBAEAK72IqPKoWqWXhydCRETVwo32hhIkqWxJL7Y3JCKvZ9vSkJVeRET+wyxb2hsGSHoAgMz2hkREZaYqMgS9HqrRaF/1RUTkRtaP5fxM7jlXr17F1KlTcfbsWRgMBjRq1Ahz585FeHg44uPjYTAYEBBguZhsypQp6NWrFwDg1KlTmDZtGq5du4awsDAkJSWhcePGpY4REXmSNcGl04uQTIVJLxc3lmSlFxF5PdtFNfuHExH5j6KVXtzTi4io7FRZhqCzXDwAVnoRUSVRCivyGWU8RxAEjBo1Ctu2bcOmTZsQHR2NRYsWaeNLlizBxo0bsXHjRi3hBQCzZ8/G8OHDsW3bNgwfPhyzZs1yaYyIyJNMNnt6SZKlqwHbGxKR37Btaagw50VE5DesSS9D4Z5eTHoREZWDrEDQW5JerPQiospivf6UF6J6TlhYGLp06aJ93759e6SkpDh9THp6Oo4ePYpBgwYBAAYNGoSjR48iIyPD6RgRkafJWntDETrrnl4uXuDF9oZE5PVUuz29uMAmIvIXZsXa3pBJLyKi8lIVGaJeDxlgpRcRVQpFvbHzqoudpaiSKYqCdevWIT4+XrttypQpUFUVHTt2xNNPP41atWohNTUV9erVgyRJAABJkhAZGYnU1FSoqlriWHh4uMtzqVMn2L0vroIiIkI8PQU7nI9znE/pvG1OVTUfvV4HSRJRr14t5AQVAABq1jC49PxMehGR17Ntb8j+4URE/oPtDYmIKk6VZQgGVnoRUeWx/Rh+I/1FnjRv3jwEBgbioYceAgCsXbsWUVFRMBqNWLBgAebOnWvX+rAypadne80FyhERIbh8OcvT09BwPs5xPqXztjlV5XyyrudD0om4fDkLxgLLuYPMzFzt+UVRKDHpzvaGROT1bNdO3rKQIiKiijMXJr30ouVkLZNeRETlICs39vRSGEeJyP0U2F6I6sGJEAAgKSkJZ86cwRtvvAFRtJzajYqKAgAYDAYMHz4cBw4c0G6/dOkSZNlyUYQsy0hLS0NUVJTTMSIiTzObZej0lhgnFbY3NHNPLyLyF7aJLlZ6ERH5D5Nihk7UQSr8sM6kFxFR2amKbLOnF+MoEbmfbaKLe3p51uLFi3H48GEsW7YMBoOlRXhubi6ysiyVD6qqYuvWrYiJiQEA1KlTBzExMdi8eTMAYPPmzYiJiUF4eLjTMSIiTzObFG0vL1EUAACyi0kvtjckIq9nm+ji+pqIyH+YFTP0og6iwKQXEVG5KcqNpJfM9oZE5H52+2zzM7nHnDhxAitWrEDjxo0xbNgwAEDDhg0xbdo0PPnkk5BlGYqioGnTppg9e7b2uDlz5mDatGlYvnw5atWqhaSkJJfGiIg8yWySodNb9hwUBAGSToTs4saSTHoRkdezq/TiCpuIyG+YFBN0dkkvxngiorJSZTNEgwEQBLY3JKJKodh9zfWapzRv3hx//vmnw7Hk5OQSH9e0aVOsX7++zGNERJ5kNt+o9AIASRJcrvRie0Mi8nr2lV5cYBMR+QuTYoZe1EOENenFCgUiorJSZQWCJEGQJFZ6EVGlUFjpRUREVcxsUrQ9vQAUVnox6UVEfsI2z8UFNhGR/yja3lBme0MiorJTZEAULf+x0ouIKoH1c7gosDKfiIiqhqXSS9K+10kiK72IyH/YXVXGrBcRkd8wKWboRB2kwqQXq3mJiMrOrtJLYaUXEbmf9TO5ThDY3JCIiKqE2SzbVXqJ7qz0unr1KkaPHo1+/fohISEBEydOREZGBgDg1KlTSExMRL9+/ZCYmIjTp09rjyvvGBFRUartnl48IUpE5DdMisnS3pCVXkRE5abKMgRJAkQRqosnAoiIysL6KVwSBH4mJyKiKmE2VWKllyAIGDVqFLZt24ZNmzYhOjoaixYtAgDMnj0bw4cPx7Zt2zB8+HDMmjVLe1x5x4iIilLs2htygU1E5C+s7Q0FQQAAKODJWiKiMitsbyiIkuVrIiI30yq9RIFbDhARUZUoWukl6USY3VXpFRYWhi5dumjft2/fHikpKUhPT8fRo0cxaNAgAMCgQYNw9OhRZGRklHuMiMgR25aG/tDe8K233kLLli1x/PhxAJVTNcuKWiLyBebC9oaiIEKAAIWVXkREZabKiiXhJbHSi4gqh/VjuCQIUNngkIiIqoCl0ssm6SWJkM2u/Q3SleWJFEXBunXrEB8fj9TUVNSrVw+SJBU+qYTIyEikpqZCVdVyjYWHh7s8lzp1gssy9UoXERHi6SnY4Xyc43yc87b5BAYZtK9rBhq8bn5lceTIERw6dAgNGjTQbrNWvw4ZMgQbN27ErFmzsGbNmkobIyLyFibFjGDRshwVBZFJLyKiclAVGYJOKqz0YhwlIvdTChNdlvaGHp4MEVEVupqeC1VRER4R5OmpVDtmkwzJrtJLgMnk2lq3TEmvefPmITAwEA899BCOHj1atlm6WXp6ttdUfEREhODy5SxPT0PD+TjH+TjnjfO5npWvfZ+dVeCx+YmiUKGEu9FoxNy5c7Fo0SI88sgjAKBVv65evRqApfp13rx5yMjIgKqqbh8ry8UFRESVzVTY3hBg0ouIqNxkGRAlCJIIle0NiagSWE+/6UQBKgCV2w4QUTWx69u/IJsVDHmwvaenUq3IsgJVBfQ2e3pJkoj8PLNLj3c56ZWUlIQzZ85gxYoVEEURUVFRuHTpEmRZhiRJkGUZaWlpiIqKgqqq5RojInLErr2hDy+u33zzTQwePBjR0dHabZVRNeuuiloiospmVkzQi3oAgCiwvSERUXlY2huKACu9iKiSWJNckrYPKxFR9VBQYIbiYks9ch9zYUVX0T29ZBdbebuU9Fq8eDEOHz6MlStXwmCwtBmrU6cOYmJisHnzZgwZMgSbN29GTEyMdkK1vGNEREXZFnV6SYFnmR08eBC///47pkyZ4umpuIxtZJ3jfJzjfErnbXPyxHxkyAgJrImIiBDoRAkBNXSVFnuSkpKwbds2XLhwAZs2bUKLFi0AWPZAnDZtGq5du4awsDAkJSWhcePGFRojIqpSigxIEgRRhCpXfqXXhAkTcP78eYiiiMDAQMycORMxMTGVEk8Za4m8g/UUo64w6cVKLyKqLswmBQr3TK1ystnynku2lV46Ubu9NKUmvU6cOIEVK1agcePGGDZsGACgYcOGWLZsGebMmYNp06Zh+fLlqFWrFpKSkrTHlXeMiKgo64JagO8urvft24e///4bffv2BQBcvHgRjz/+OJ5//nm3V826q6KWbWRLxvk4x/mUztvm5Kn5FJhNMBvVwucWkJObj/T07EpJfPXt2xcPP/wwHnzwQbvbuXciEfk6VZYhSBIgilCroNIrKSkJISGWCyW+/fZbTJ8+HZ9//jn3qSXyY9aOK5JYWOnlHR8TiYgqndkke825serEbLZcyGVX6SW5sdKrefPm+PPPPx2ONW3aFOvXr3frGBFRUdY/LpIk+OwfmjFjxmDMmDHa9/Hx8VixYgVatGiBdevWub1qlhW1ROQL7NsbipArsb1hXFxcsdsqY19FxloiqmqqYmlvKEiSZX+vSmZNeAFAdnY2BEHgPrVEfs567alOa2/om5/LiYjKymxSfHqrFV9lKmxvqNdXUqUXEZGnKaqlyksUBb/8Q1MZVbOsqCUib6eqKsyKDJ1oWY5KggS1ivf0qox9FctyIpZtZEvnbXPifJzjfJyrjPmoqorjsoygkJowBuih04lV8rpfeOEF7Nq1C6qqYtWqVdynlsjPyYWfw3Witb2hJ2dDRFR1zGaZMc8D5MJKL0l3o9JLJ4kwM+lFRP5CVVWIogBREPxmb+7t27drX1dG1SwraonI28mqDBUq9IVJLwFCpVZ6eSO2kXXO2+bE+TjH+ThXWfOxtjPMzTfDrABKnrHU5xFFocJJ9wULFgAAkpOTsXDhQkyePLlCx6tMvMDAOc7HOc7H4ool14XAGpYK/dqF/674/hCRvzObFJ/dasWXmQsrvXQ2SS9JJ0KRXftZMOlFRF5PUVQIQmHSi39oiIj8gkkxA4BNpZdY5TE+KirKo3snEhFVlCpbYqkgSRBEEapS+e0NbQ0dOhSzZs1C/fr1uU+tC6pLMra8OB/nPDmfq5k5AACz0RJjLl/JQkiD2nx/SuCOiwuIyPNkWdHWELKsQJLEUh5B7mIyWff0smlvWLjtjaJYiiOc4U+KiLyeoqoQRf9tb0hEVB2ZC5Ne1kovURChqFV7srZOnTraHogA7PZALO8YEVGVsm7mLUmW/yq5LUJOTg5SU1O177dv347Q0NBKiaeMtUTew5o3trY39JI8MhFRpbJWGwFweS8pcg/r+1200guwJCBLw0ovIvJ6igKIggBRYO9wIiJ/YVJMAACdaGmTIwpipW6KPn/+fHz99de4cuUKRo4cibCwMGzZsoV7JxKRT7NWdgmiCEEUoZhMlfp8eXl5mDx5MvLy8iCKIkJDQ7FixQoIgsB9aon8mFq4RpME655e/GBORN7lyMEURNQPQWSU+9qcmk03Lso0mxUYAtx2aLc7f/oq6t1UC3qbyihfprU31NskvQor7WSzUurrZNKLiLyeoqoQBQGCKHhNaxIiIqoYk8NKr8q7em7GjBmYMWNGsdu5dyIR+bTCK10FSQJECapcuRWzdevWxSeffOJwjPvUEvmvYpVeHpwLEZEjP20/iSYt6uKOhBi3HdNsU91lW/XlbXKzjdj0399w+90t0aptfU9Pxy2s7Q1tk1tlqfRie0Mi8nqKqkIQwD29iIj8iDe0NyQi8nVakkuSIEhipbc3JKLqyfo53Frpxc/lRORNVFWF2aQg43KOW49rW+klm733s2p+nqXS32g0e3gm7mMssLwWQ8CNmi3bSq/SMOlFRF5PVS37eYkCoLLSi4jIL9xob2ib9GKMJyIqC9v2hhDFSq/0IqLqyXp6USdwTy8i8j6ybAlK19Jz3dohymRT3WX24j29rMkuf9p3zGiUIQhF2hvqmPQiIj+iKIXtDVnpRUTkN0yytdLLZk+vSmxvSETkl6ztXUTJkvhipRcRVQKt0quwvaFaifuwEhGVlbUKS5ZVXL+W57bjFt3Ty1uZjIWv34vnWFamAhl6gw5C4cUWAKDT2huW/jeISS8i8nqKqloqvUSBV5QREfkJs1qY9JKqZk8vIiJ/pFV66SQIkqR9T0TkTtZrT3WF5x75uZyIvIltRVbG5Vy3Hde+vaH3flY1FljmaXZhrytfYSwwwxAg2d0mSpY/Qq4kIJn0IiKvpyoqROueXlxdExH5BeueXjfaGwpMehERlZG1naEgSoAo3qj8IiJyI2tk4Z5eROSNbJNTGVfct6+XbXLF9jm8jT9WehmNst1+XsCNSi/FhfUuk15E5PUUVYUgWCu9uLgmIvIHJqVoe0MJMpNeRERlo7U3FCGIrPQiosph/Ryus7Y35MdyIvIiZptKr6vuTHrZHNeVlnqeYiyw7unlvXMsK2OBGQaDfaWXJFlSWaz0IiK/oKiwtDcUuLgmIvIXJtkEANAJlqu3JEGEyqQXEVGZaO0NJQmQRKis9CKiSmBtuKJVenFPLyLyIubCPb10OhEZVyqnvSErvaqWyShDX6S9oWTd04tJLyLyB4qiQhQECGxvSETkN6ztDa17egmCwEovIqIysia5BEmytDhkpRcRVYKilV78WE5E3sRakVW3XjCupedCdtNFQCbb9oZenFAyGi2frf1pT6+CAjMCirQ3tFZ6ufLzZdKLiLyepb2hdb8Xrq6JiPyBqcieXqz0IiIqh8I9vSCKEFjpRUSVxPopnHt6EZE3slZhRUSFQFFUZF7Nc89xjTaVXl6d9Cqs9PLiarSyMhXI0BuKJL1Y6UVE/kS1tjcUubgmIvIXJsXS3lDb0wsiK72IiMrIrr2hKAGMo0RUCbRKr8KkFz+VE5E3sSakIqNCAABX3dTi0GyWURj2vLp1oKnAsh70p0ovo9EMQ0ntDV3YX41JLyLyetb2hqIgQGUfBSIiv2Btb6gTLAtZURC5PwQRUVkphSc3tEov/7nCl4i8h7anl8hKLyLyPtb2hhH1giEIQMblHLcd11DYYs+b9/Qy+tmeXoqiWt57Q5Gkl+R6pZeu1HsQEXmYohbu6SUK7B1OROQnzIoZoiBCEm2SXqr3fpAgIvJGqmy5gECr9FL842QHEXkXFfaVXvxcTkTexGy2fI4MqKlHrbCayLjivqSX3iBBNite3d7QVGBZD/pL0stUuEeZvsieXrrCSi9XKtqY9CIir6eoKkSxcE8vrq6JiPyCSTFDL95YioqCCIUna4mIysS6h5cgSRBEVnoRUeWwdpLSidb2hvxc7glXr17F1KlTcfbsWRgMBjRq1Ahz585FeHg4Tp06hWnTpuHatWsICwtDUlISGjduDADlHiPyFdZKL71eQu26gchwY3tDnU6EpBO9OqF0o9LLPbH54M9ncWjPOaiqZcuZLn2aoHWHBm45tiuMhe0ai1Z6iVLhhRfc04uI/IGqtTdkGwUiIn9hSXrpte/Z3pCIqBwK9/SyXCEmAqoKlRcQEJGbqYWfwyVWenmUIAgYNWoUtm3bhk2bNiE6OhqLFi0CAMyePRvDhw/Htm3bMHz4cMyaNUt7XHnHiHyFtfWgpBMRHhGEzIxctySpTEYZOr0EnV707kovo3v39Lpw9hoEUUDzWyMhigIunLnqluO6ylhYuWYoUukligIEwbXXyaQXEXk9RQUEUYAoCmDOi4jIP5gVE3RFK71U7/0gQUTkjW5UeuksLQ4BtjgkIrdTAAiwdF8BeDGqp4SFhaFLly7a9+3bt0dKSgrS09Nx9OhRDBo0CAAwaNAgHD16FBkZGeUeI/IlZrMCSbKcNwyvGwRVBa5lVLzay2xWoNOL0Okkr056GY3ubW9oKpARXjcIve5qjjqRQcjJNrrluK6yVq4ZAuwrvQRBcLnqjkkvIvJ6SmGllyAIXFwTEfkJo2Iq3t6QSS8iojKxtjMUJBGCaPl4z0ovInI3RVUhCEBhd0MwynieoihYt24d4uPjkZqainr16kEqvPhBkiRERkYiNTW13GNEvsRsUqDTW36Pa9cJBABcy8hzw3Fl6PWSJdFi8t4W0qYCa3tD90Rno1HWWgsGBQcgJ6vALcd1+flLqPQCAElyLenFPb2IyOspqgpJFLinFxGRHzHKJhgkg/Y9k15EROWgtTeUAK3Sy3tPyhCRb1JVQIQAAYL2PXnWvHnzEBgYiIceeghHjx716Fzq1An26PMXFRER4ukp2OF8nHPHfHSSCEOADhERITDoLOmOAIOuXMe2e4wKBAYZIMsqRFH02Hvn7HkVWdGq0BRFdcscZbOCkNCaiIgIQUS9YPx1LA116wRDKLzyobLfh0vnrwMA6tWvVey59AYJer1U6hyY9CIir6eqlhJW7ulFROQ/CuQCBEgB2veiIEJm0ouIqExutDe0qfRy034ORERWiqpCFABJuPE9eU5SUhLOnDmDFStWQBRFREVF4dKlS5BlGZIkQZZlpKWlISoqCqqqlmusLNLTs73mAuWIiBBcvpzl6WloOB/n3DWfrOwCiKKAy5ezkJ9nAgBkpOeU+dhF55Ofb7b8bqsqcnONHnnvSnuPCvItr1eUBJhMslvmmJ9ngqIouHw5C4IoQJFVnDuXgZqBhir5HUq/kg0AyM4pAC7bjwmCgJxsy89CFIUSk+5sb0hEXk9RVYiFe3qxWwsRkX8okI0IsKn0kgQRKpNeRERloirW9oY3Kr1UVnoRkZspsJxoFKx7enl2OtXa4sWLcfjwYSxbtgwGg2UtXadOHcTExGDz5s0AgM2bNyMmJgbh4eHlHiPyJWaTDJ3OkubQF7blM7mhHaHJJEOnlyDpXWup5wnGwtaGNQP1kM0K1ApelKCqKkxGGfrC/bQCgy1xJier6vb1sr4ma4tFW5JOhOzCBV6s9CIir2fd00sUhAoHbyIi8g5G2YiwgFra94IgsNKLiKis5BvtDa2VXrxKjIjcTVFViLhx5Tw/l3vGiRMnsGLFCjRu3BjDhg0DADRs2BDLli3DnDlzMG3aNCxfvhy1atVCUlKS9rjyjhH5CsueXpYIJUkiRFGAyVjxpJfZJEOnF6HTScgxV13SpyyMRmvSy4CcLCMUWYWkE8p9PNmsQFFUGAyWtFFQiKU7S052AerWq5pWptY9vfQOkl46nQizCwlNJr2IyOtZWykIosA2CkREfqJoe0NJkFjpRURURlp7Q1GEIEp2txERuYuiAqJtpRc/lntE8+bN8eeffzoca9q0KdavX+/WMSJfYTZbKrKs9AbJTUkvpTDp5VqixRNMRkuCqGagHgBgNiuQdOVv7mdNolmrrIIqqdJr34+nYTbJ6HZ7U4dzMARI2t8cWwaDpM3RGbY3JCKvpyiwtDcU4DV9oomIqGKKtjcUwUovIqIys7YylCRAEu1vIyJyExWWC1FF655e4OdyIvIeZpOitTcECpNeFUxSybKl4kmvkywt9XygvSEAl1r/OWNNFuoDLLVSWnvD7IIKHddWfp4JB38+h5PHrjieQ4EMvcFxrZarCU0mvYjI66lqYXtDUQALvYiI/EOBbITBNukliFChsl0OEVEZaJVe0o32hqz0IiJ3U1TLBUoiWOlFRN7HbFbsK730Fa/0sia5tEovL016WV9nDWvSq4LztLYWtFZ6SZKImoF65Ga7r9Lr2G8XIZsV5GQXOPz8bzSaYQgo3toQYNKLiPyIoqoQRAEC2N6QiMgfKKoCk2Kyr/QSCk/WMs4TEblMlS0nJgRRBArbG7LSi4jcTVFVCDaVXlyvEZE3se69ZeWOSi/r43V6CTq99ya9rEmqmoGWz9YVnadW6WWzn1ZQcABystxT6aWqKo4cTAEAKLKK/DxTsfsYC2QYAkqq9NIx6UVE/kFRClspiGDSi4jIDxTIlqvEbPf0sia9FHjnhwkiIq+kFMZMUYRQ2N5QVRhHici91MI9vUTu6UVEXsiy95Z79/Qym6yVXhIknQTZrHhlwt/6Omu6u9LLptIqKMSAHDdVep07dRXXr+XjlpZ1ATjeK8xYYNYqzYrSG0QYC/cxc4ZJLyLyerYLbO7pRUTk+4yFSa+i7Q0B7hFBRFQWqiIDgmBX6aXKrPQiIveSC/f0Kiz04nqNiLyK2Szb7+mll2A2Viz5Y7ZWeulE7djeuK+XsWjSy4U21/l5phLvZ9QqvW5UWgUGB7htT6/DB1JQM1CPNh1vAgCHFWRGo/NKL7Op9AQkk15E5PUsrRQse3ox50VE5PsKZMvC1lF7Q0X1zMnaHTt2YOjQoRgyZAgSEhLw9ddfAwBOnTqFxMRE9OvXD4mJiTh9+rT2GGdjRERVQTXLECRLssu6pxdY6UVEbqaqgADBpr2hZ+dDRGSlqqrjSq8Ktjc0F9nTy/Y2u/uZZFw8n1mh56oIk9EMSSdqSarSEnOKouI/7+zF0YOpJRzP8r7ZVXoFG5CXU3KizFXXr+XjzF/piGkfhVphNQDAYTLNVGC2a69oy1oBVlolH5NeROT1FFWFKIKVXkREfuJGe0Pv2NNLVVVMnToVCxcuxMaNG/Hqq6/iueeeg6IomD17NoYPH45t27Zh+PDhmDVrlvY4Z2NERFVCUQBr0ktipRcRVQ5FVSEJgFDY3lBm1ouIvIQ1yaMvuqdXhdsbFlY8Fe7pBThOeh0/cgmff3QI6WnZFXq+8jIWyDAYJEhOEnO2TEYzCvLNyLyW5/h41qSXTaVXUIhlW4K8nIq1OPz7z8sAgFvbRaFmkOVcQLaj9oZG2S7pZkvPpBcR+QvLnl6W9obe2D+XiIjKxumeXh6K86IoIisrCwCQlZWFyMhIXL16FUePHsWgQYMAAIMGDcLRo0eRkZGB9PT0EseIiKqKqsg3KrxY6UVElUSBJeFlPYnIT+VE5C2sSR6pSHvDilZ6mUw3Kr0knSXR4qiKKuu6pVLpxNG0Cj1feZmMMvQGyeUWjAX5lvfFmO94XyxT4Z5eOpskYlBwyQmqssjPN0EUBYSE1oAkiQgMMhRrb6goKkxG2S7pZktLepXy83X8aCIiL6KogCgKEETPnQwlIiL3cVbpJXugvaEgCHjjjTcwYcIEBAYGIicnB++88w5SU1NRr149SIXVE5IkITIyEqmpqVBVtcSx8PDwKn8NRFQ9qbICQbJ8rNcqvZj0IiI3U1UVIixrJgH8XE5E3sOsJaduVAbpCiu91MLtUgDgt33nceHMNQy4r7WLx5W142rtDR0kWqzVT3/9cRld+jTRns+Rq+m5+PaLP5AwrC1q1NS7NI/SGAvMMAToXK70MhYmtQpKSHoZCyxVVravI7Aw6ZVbwX29zEb7NpRBIYZi7Q0dtVe0pde7VunFpBcReT3bSi92NyQi8n3WPb0MNkkvyYPtDc1mM9555x0sX74cHTt2xC+//IKnnnoKCxcurNTnrVMnuFKPX1YRESGenkIx3jYnzsc5zse5yphPpkFErl5CREQIMtOCcR5AaEgAwrzstRORb1NUy3YDACAK3NOLiLyH2VyYnNLZtzcELAkx69eXUq7j/Omrdokwp8e1JtN0ktM9vXKzLUmvrMx8XEq5jvo3hZZ4zLMnM3DlUjauZeQ6vV9ZWCu9JMm1Sq/Skl6W49mnjKztDXOyK1bpZTLJ0BtsK8gCcD0zv8jzW+ZlCCil0quiSa+kpCRs27YNFy5cwKZNm9CiRQsAQHx8PAwGAwICLC96ypQp6NWrFwDLpt7Tpk3DtWvXEBYWhqSkJDRu3LjUMSIiR1TVpr0hs15ERD7P6KC9oaC1N6z6CoU//vgDaWlp6NixIwCgY8eOqFmzJgICAnDp0iXIsgxJkiDLMtLS0hAVFQVVVUscc1V6erbX7FUZERGCy5ezPD0NO942J87HOc7HucqaT15OPlSIuHw5C3mF7WGuZWTD5OS5RFHwuqQ7EXk3BSqs54hFQYDCBodE5CWsySm9TQWRVg1kkrUkSUG+GWazYmmdV0JCxe641mSaXtSqqBwllHJzTKjfsBYuX8zGiSNpTpNZ1n2/rHN2B6NRRlCw4UZ7Q7mU9obWpFdBCZVeRjMMBvsqq5qBeoiiUKwVYVmZTXKRSq8ApJ7PtH/+Amull+OfkbUCzFjRPb369u2LtWvX4qabbio2tmTJEmzcuBEbN27UEl6A8029ueE3EZWVoqoQRLC9IRGRn3DU3lDy4J5e9evXx8WLF/H3338DAE6ePIkrV66gUaNGiImJwebNmwEAmzdvRkxMDMLDw1GnTp0Sx4iIqoysAIVX9sJaMatUfZtYIvJvtpVeQuH3RETe4EYbwuKVXrbVQNYkT26Oa9VKtsk067EdVXrl5RoRWrsmGjUNx8ljl+0uaizaxST9co5lXhXcb8yWNYnncnvDfBcqvYq0FhQEAYHBhopXehllu+RkUIjBkoy0eT+slWh6QyW3N4yLiyt9xjasm3qvXr0agGVT73nz5iEjIwOqqpY4xhMERFQS6wJbFASf3pd7woQJOH/+PERRRGBgIGbOnImYmJhyV8eyqpaIfJW1vaHdnl6wnEhRUPWBPiIiAnPmzMHkyZO1Vhcvv/wywsLCMGfOHEybNg3Lly9HrVq1kJSUpD3O2RgRUVVQFVnby0uwJr9KucKXiKisFFWFpLU35LYDROQ9rEkenc5BpZdNYsSa7MnNMSIsPLDU41oTU5JO1I5dtEJLVVXkZhsRGGRAZLMQ/P3nFVw4cxV5OSb8vPNvNL81Et1ubwrAsnVLxpUch8epCGOB2dLe0Ek1mv39La+rIN9U4vEMhuIpo6BgQ4UrvUymIkmv4BttE0Nr17Q8f2l7ehXOrVL39JoyZQpUVUXHjh3x9NNPo1atWlW24be3tWOoDv3iK4LzcY7zcU5VgaCgABj0IhRV9br5uSopKQkhIZa5f/vtt5g+fTo+//xzrQJ2yJAh2LhxI2bNmoU1a9YAQKWMERF5mlE2QoAAvXhj815RtKwPPdHeEAAGDx6MwYMHF7u9adOmWL9+vcPHOBsjIqoKqixDKIyf1v+z0ouI3E1VLa1RAcueXmxvSETewuSw0svytaNKr7wcx8meoswmBZJOhCgKNlVU9musgnwzFEVFzSADbm5aB4YACV9tOAKzSYEoCvj7zyta0utaei4UWS08trsrvSRIkiVGu7qnl9mkQJYVbS8wbdwoIzA4oNjjAoMDcC09t0JzNZsU1Kh54xxAUIjlIticrIIbSa/C+TlKvAG2VXyOK9Wsyp30Wrt2LaKiomA0GrFgwQLMnTsXixYtKu/hyox7IJSM83GO83HOG+ejKAry841QzIWbT6Zd11orVKWK7n9gTXgBQHZ2NgRBKHd1bHnHWFVLRN6gQDYiQDLYbSBsrfRSPZT0IiLySbICiIUnK1jpRUSVRIGKwpwXBAjFWnYREXmKtWrKdq8oLTFiclDp5WKLPrNJ1vbJ0pVQRWVtlRgYZNlTq2Wb+jhxNA0972iGgnwzdu/4G9lZBQgOCdBaG9rOuaIURYXZrEBv0EEQBEiS4PKeXoAlwVQz0GA3bk2iFRUcEoALZ65WaL4mo4zgWjcSakEhNyq9tDmVWunl2p5e5U56WTfpNhgMGD58OMaPH6/dXpkbfhNR9aMo1vaG1u9ViFLVJ73c4YUXXsCuXbugqipWrVpV7urY8o6VJenFilrnOB/nOJ/SeducqnI+wmkVNfQBds9Z2xgEAAipVfyqMiIicsyuvSErvYiokigqYP0ELgrc04uIvIe2p5fOptKrSHtDs1mBXFhl5fKeXmZFS6SVtKdXnpb0slQv9ejbFD36NoUgCLh80VJQkHouE81vjUR6WjYEwVI56649vazVTobCRJCkE0vf08sm6VWQXzzpVVJ7w8BgA4wFst3jyzzfktob2rRNNGl7ejlOW4miAJ1OrJz2hrm5uZBlGSEhIVBVFVu3bkVMTAwA2G3qPWTIkGKbejsbIyJyRFFVS9JLtFYB+O4Ke8GCBQCA5ORkLFy4EJMnT/bwjErGitqScT7OcT6l87Y5VfV8MnOyoRf0ds+Zdd2y0L2amYubw6psKkREPk2VFS3pZa30UlnpRURuphZ+Jgcs1fne8SmRiMhmTy9HlV6FiRHbRI3LSS+TrCW7rC0AiyaUcgtbJQYGWRJHtp1M6kQGQ2+QbJJeOahdNwgZl3Pc1t7Quj+X3ibp5eqeXoAl6WVLVVWYjDL0DqqsrFVZWdfzyz1fk1HW5gpYqrl0etEu6VX0NTmiM0gVT3rNnz8fX3/9Na5cuYKRI0ciLCwMK1aswJNPPglZlqEoCpo2bYrZs2drj+GG30TkLtakiygK2iLbS/IwFTJ06FDMmjUL9evXL1d1bHnHiIi8gaW9oX1FlyhYPkh4ak8vIiKfJMtae0NrpRdY6UVEbiYDWucVS6WXH3woJyK/oCW9bCu9irQ3tE3u5LmY9DKZFOh11kovy//lIskqa6vEwGD7ainAch6zfsNaSDl3DQCQfjkbN90chuvX8tzW3lDb/yrAkuLRSaUnvQryzVrFWdGkl9mkQFVvVI7ZCip8jVmZ+QgKLV93Fksi8caxBUFAUEhAkfaGZugNklb44IjBHUmvGTNmYMaMGcVuT05OLvEx3PCbiNzFupgWhRtXTHhL9VFZ5OTk4Pr161riafv27QgNDa1QdSyraonIVxXIRhgk+w8G1qSXL1fzEhFVNbv2htZKL4UXDxCRe6mqCqGwwaEgCH5xISoR+QetvaG+5PaG1uSQKAplq/QyiNrjRFEo3t4w1whRErSkU1ENosOwZ+cpXMvIRU6WEXUig3H21FWYzO5qb+ig0quUin9jgRlBIQHIvl5QLOl143jFX4+10uvypexyJb0URYUsq8UquIKCA4pVepW0n5eV3h1JLyIiT7Kv9LLc5osnRPPy8jB58mTk5eVBFEWEhoZixYoVEASh3NWxrKolIl9VIBcgUFfT7jZWehERlYOiANb2hlqlF+MoEbmXohap9GKDQyLyEmaTAkkn2rUWtHxfvNKrVu2aZdrTy3b/KUf7ZeVmGxEYZLB7bltR0aEAgMO/pAAA6kQGQa+X3FfpVZj4sSaJXN3TKyS0hsOkl9G6R5iDpFNYeE1E1A/Bj//7Czc1DnPaftARLaFmk5wEgOAQA1LPZdrNz9GeYrb0Bkl77SVh0ouIvJo16SUIAgTRd9sb1q1bF5988onDsfJWx7Kqloh8lVE2onZAqN1t1qSXzKQXEZHLVNkM0VC4j4TIPb2IqHIosN/Tyxc/kxORfzKbZLvWhoDlHKJtNZC10qt2eE2cOZlhqV4tIVFle9yagXrte52D/bJyc4zafl6ORNYPgaQT8efhiwAs+3zp9KLb9vQqWpnl6p5ekVE1kIpMFOSbio1Zjlc8oSUIAnrc0RTJHx3CoT3n0KlX4zLN9UZFXpFKr8L2htafSUl7itnSGyQU5Jmd3kd0OkpE5GE32hva7OnFFTYRkU9ztKeXZG1vyCuHiYhcpsqK1t7QurcX9/QiIndTi1R6+WL3FSLyT2azUiyRAti3wLNWNIXVCYSiqMUqnBwe12R/XJ1OLFahlZdjskuMFSXpRNRrEAJjgSWBFhhkgE7nxkov655ehUkqR4m5ogoKzAgM1kOSBO3xViZrpVcJlVZRDUNxW/sGOLTnHLKv55dprtaqO0ftDRVFRV6uSXtNpVV6GQy6Uiu9mPQiIq9mzW+JArRNDLlpLhGRbyuQCxBQwp5eisqTtURELlNkLdllTX6x0ouI3E1RVYi2e3p5eD5ERFZmk2y3n5eVpY2gfaVXWHggAEtbQpeOa1NBJuklmIvsxZWbY0RgcMmVXgAQFR0GwNLa0DIvUUsAVZTD9oZO1oGyrEA2KzAE6BBQQ1+8vWGB/fEc6TuwFVQAu787Vaa53mhvWLTSy/L+Wff1Mhpd2NNLL2kJupIw6UVEXk1rb2izpxcrvYiIfJtRNsJQYtLLEzMiIvJNjiq9VFZ6EZGbKSpg7QQmgpVeROQ9zCYFel3plV6iKCAktAYAuLSvl8lkv6dX0SoqS3WS8/aGANCgcF+vOpHBluO4cU8vU2Eyz9reUCc5r/TSKsMCdAiooSuW9LrRLrHkpFNYeCDad26Iv46m4eDPZ13+e2B9zcUqvUIsHWByChORxgLZpT29TNzTi4h8mTXBZdfekAtsIiKfJSsyTIrZSaUXrx0mInKVKsta0ktLfimMo0TkXgpwY08vgXt6EZH3MJtLrvTSkl4FZhhq6LSqLFeSXkWPq9OJMNsklPLzTFBVoGYpSa/6N9VCVMNQNG5ex3IcN+7pZTRaqtGsnbFK29PLmuQKCNDB4CDpZTTeSIo507F7I1zLyMPP351C1vUC9LyjmTaHkpi0Pb3sf1ZBwYVJr8JKL5PRXHqlV4DlZ+ss4cakFxF5NW1PL1HQAihzXkREvsuoWD5gFN3Ty5r0UtnekIjIdTbtDa1lGKrMOEpE7mVpb2ghCIDCPViJyEtY9t5ykPQySFpyy5hvRkCATqvKyisl6aUoKhRZtdvTq2hCyXqM0iq9dHoJQx9qb/e9u5JeJqMMfYD9HM1OK71utC8MqKEr1ubRlUov6/PcOSQGwbUC8Ove8zAWmHFHQkypcwWKtzcMDDZAEIDr1/KhqiqMBTL0pSTd9HoJqgrIcsl/i9jekIi82o1KrxvtFFjpRUTkuwpky8K65PaGjPFERK5SZQWCWFjpJQiAJLHSi4jcTlVtKr3AdtREVDY7vzqOP35NrZRjm80KdKW0NzQWyAiooYMhQIIkCaVWelmTUrZ7ehWt9Mp1MelVbF56CSYniSlbmVfznFYzGY32rQBLq/Qqrb2hsUCGINi/7pIIgoDu8U1xa2wU/jqa5vR5gRuVXkUTaqIoIKphKH7dew77fjhtmV8pSTfruLO90Zj0IiKv5rC9IVfYREQ+y5r0KtbeEEx6ERGVlarIEGxO9AiiyEovInI7Baq2x7alvSHXa0TkGkVR8cevqfjhm7+QeTXP7cc3mxy3N9TpJS0pUlBghiFAB0EQEBhkQG62qZRjKtoxbI9nn/SyHKNmkL5M83XU3vDCmas4dyrD7rZjv13Ef97Zi4N7zpZ4LFOB2S6JpJNEyLIL7Q1r6BAQ4CjpZYbeYHmfXBXVMBSqCmRec/6z1RKJ+uIJrbvvb4OmrSLwy0+W11pae0Vd4Ws2O9nXi0kvIvJq1sW0INxob8icFxGR7yqQLb26S2pvyD29iIjKQJYB0ebkgShBZaUXEbmZogICrHt6ccsBInJd9vV8Sys6s4KdXx13WrlUHi5VeuWbEVDDkkipGWwovdLLXHz/KUknQrZJVpW30kunE2E2KXbvw97vT2Prp4dx8cJ1AJb9rXb97y8AwPffnCixispS6VWW9ob2lV7GArPdPExGudT9tIqqXScQAHD1Sq7T+5kKE4lF2xsClp/VHYNj0KNvU4iSgFphNZwey/qarclJR5j0IiKvdmNPrxvtFFRmvYiIfJZRtlwRV6zSyxrjwZO1RESusrQ3vPGxXpDESm1vePXqVYwePRr9+vVDQkICJk6ciIwMy5XJp06dQmJiIvr164fExEScPn1ae1xljBFR1VHVG5VeAgTu6UVELrt+LR8A0CwmAhfOXMPxw5fcevySKr2sSS9VVbVKL8CSpHK0p1dWZj7WvL0bOdkFDhM0Rdsb5mUbodOLpe5/5WheAOyOVVBghiKr+PrzI8jNNmLnthOQZRW97mqO69fy8cdvFx0ey1Rk/ytJJ0KR1RITizf29NJpSUDrbYAliVbW1xMWbkl6XcsoJellLJ5ItCUIAtp2aohRT/VEw8a1nR5Lz/aGROTrbNsbWstr2UqBiMh33aj0Kpr0sixcZVZ6ERG5TpEt+3gVEkQJqlJ57Q0FQcCoUaOwbds2bNq0CdHR0Vi0aBEAYPbs2Rg+fDi2bduG4cOHY9asWdrjKmOMiKqGqlouSdL29BLYfcWTkpKSEB8fj5YtW+L48ePa7fHx8ejfvz+GDBmCIUOG4IcfftDGeHEBedL1wrZ3Xf9xC+rfVAs/bT+JvFznlVZlYTYpjpNeeslSYSarhZVelvVSYJDjSq8zJzNw+q90HD98yaYVn5M9vXKNqBloKFMrQMtxilcpGQvMqNcgBAUFZny25gDO/JWOLr0b47bYKEQ3ro0Du884rOAyGs12lV7WvbhKqgwr0Cq9JATUsLRlLMi/0erRZDSX2lqwKL1BQnCtAFxLd570siYnS3u/JBf2E2PSi4h8npb0EgVYL2Jl0ouIyHdZ9/QylFDpxSuHiYhcpyoKBMm2vaEAONnLoaLCwsL+v70/j4/sru9E789Z6tReKqm0tHrvlt1teQcbDAl4SDuhCW5j7sC9TXpIJgwhTyAhTDI8wSSOu7HN3DSTvAgE/Dgzk3AvseNJHMAeNwRDYkhYEjDEu2x3u/dFrb325azPH6fOqSqpNkkl1ZH0ef/TrTpVpZ9Kp46q6nO+3y9uueUW9+sbb7wRly5dwszMDMbGxnDgwAEAwIEDBzA2NobZ2dkV2UZEq8d5ZVY906vT7cmofbfddhsefvhhbNmyZcG2z3/+83j88cfx+OOP461vfat7OU8uoG5KJ4sQJQHhqB9v+YUrUCzoOHNipiP3bVlW0/aGAFAsaNB10w1zgmEFhbzmft7omJnMAgBeG5uqhF5V9yv5xJowKZ9VEYosrrUhUAnSqud6qSUDQ5tj+Ll37kU2XcLQlhiuu3krBEHAv9u/F7mMipefG19wX6Wqto0AIEnl0KvBa0G1pEPxSxAEwb1d9VwvtVTbLrFd8b4Q5lqEXppm1G1tuBQ+xV67wfaGRLRWOX+DREGofCDKIgAiojXLCb3mz/SSONOLiGjRLMOY195wZSu9qpmmiUceeQT79u3D+Pg4hoaGIJUDOEmSMDg4iPHx8RXZRkSrxx05UJ7pJQBsRt1FN998M4aHh9u+Pk8uoG5LJ4uI9gQgigJ6+8MA0HKmVruc6qdGlV6APR8LAPxV7Q0BLKg2my6HXtOTWUxPZBfcryxLME3LDcvyOXXR87zs+3QqvezXa6ZplWdpybhidBB3vO96vOPfXwOxfKbBrisTGN7ag2f+5VxNUGcYJkpFHcGQz73MqZJqNNdLrWrz6PxbE3otob0hYM/1mpvJNz0hQlcN92dfLieYU1W94XUWV69GRLTKnAO6IAjuAZ9nlRERrV2N2xvaL9Athl5ERG2x7J49Ne0NIYorWulV7b777kMoFML73/9+jI2Nrcr3XIpEItLtJdQYGIh2ewk1uJ7muB6gVD6mRCJ+DAxEETzvg6gbXVtPM15bz2r7+Mc/DsuycNNNN+F3f/d3EYvFmp5AYFlWw219fX3d/FFoHUknC4jFAwDs9nuKX0Ihp7W4VXucFoH1whQnvMmm7fefSmBe6JXTEI7YJ2KapoXZyRyuvmEYY8+NuzO0ZN/C1oG6ZgdUhZyGzdsWH3r5fLXBlDPrSvHb32v+PCtBELDn2iH80zePI5cpIdpjP5bFgv0YBkKVNUgt2huqJcMNu+pVei2lvSEAxBMh6JqJXEZFJOavex1NM5cUqNXjzkVrUunF0IuIPK3S3hBw2r6yvSER0dql6k6lV/3Qi5VeRERtKr8mrqn0WuGZXo6jR4/i7NmzePDBByGKIoaHhzExMQHDMCBJEgzDwOTkJIaHh2FZVse3LcbMTHZBC6NuGRiIYmoq0+1luLie5rgemxN6FfIqpqYy0FQdarlCgY9PfaIorHrg/vDDD2N4eBiqquLTn/407r33Xnfm4krjyQXNbfT1ZFIl7NidcL9vNBaAoZvu18tZT2rOnhfW2xtacD+pGXubUH4JMDAYxcBAFMWcHfL4ZMm9zfREFrpu4srRQeSyJZw9aVc7Dg3F0JsIAQDi8fK/PSEEQj4UCxr6ByKLXn9mzg7hwiH7RALnZ0j0N76vTZt7AAB+xedex9DsH2zTcMy9bLLXPgbGYsG692WZFsLlExgUuRx+KbJ7XU010dNT/7bV5m/fOZLA93ACpm41vK0AIBjydWT/c0K9Zu0SGXoRkae5rRRq2ht6400rEREtXslUIUCAT/TVXF4JvXiMJyJqh2XYHzrXzPSSRFgrXOn12c9+Fi+++CL++3//71AU+wSGRCKB0dFRHDt2DHfeeSeOHTuG0dFRt1JgJbYR0eqotDdE+V+BE1g9yDkhQFEUHDp0CB/+8Ifdy3lyQfds9PWUihqKBQ0+v+R+XyUgY242j6mpzLLX48yRKhS1BfeTL7cvvDyeBgAUS/Z1VM2ukBq/mEJPIggAOPHKJABgaEsPdszl3dArnSlAL59MVCja9zcxkYbgdKISrEWvP5cvAgCmp7MIxRR3llhJ1eve18BAFJpuB3WXLiahBKXy+pMAAFWr3C6XtwO1qclM3aFW2UwJ4YhiPw4l+z6np7KYmsrAsiyoJR26YTT9mer9zkTJfjzOnppBrC9Q93b5nApJFju2/4mSgHSq0Hh7R74LEdEKqWlv6IRe3ngtRURES1AySvBLCgSnfLeMlV5ERItUDr2q2xsKogSsYKXXiRMn8OCDD2JychLve9/7cOedd+I3f/M3AQBHjhzBQw89hP379+Ohhx7Cpz71Kfd2K7GNiFaH8/7bee0mCDxJyWvy+TwyGfuDZMuy8I1vfAOjo6MAak9KAFBzAkGzbUSdkE7aAU8sHnQvC4UVFDo106tcdVp3ple5BV4uW+40Um7bFyy3A6yeKzYzmYUoChgYjGD33n6305TT0tD+HuWWerqJdLk6KxKt38qvGac6yWlrqJZq2xvWU2nJWFlzIa+Vf56FM72MBidAqSXdbfPoUyQIQqW9obMe3xLaGwbDPih+CXOz+YbX0bSlzQtrxOeToLG9IRGtVe5ZZSLcmV58gU1EtHaVdBWKtLD3uQBnbiNDLyKidjhtDGvaG0oiLHPljqNXXnklXn311brbRkZG8Oijj67aNiJaHSac7iso/yvwRNQuuv/++/Gtb30L09PT+MAHPoB4PI4HH3wQH/3oR2EYBkzTxMjICA4fPuze5siRI7jrrrvwwAMPIBaL4ejRo21tI1quSuhVqf4JhRWc71ToVW5zVx1OOdzQa95ML58iwadINQHS9GQWvf0hSLKIYEjB1p29OH96ruFMr/HzKQDA0JbYotdcHZ4BgKraoVOzWVpOsFUd1DnrD4Yr763leTO9LMuCZVU+T1VLlZldgiDAH5AXhF7KEoIpQRAQT4QwN90k9FKNpu0IF0tRJDf0rIehFxF5mjvTq6rSy+IrbCKiNUs11QXzvACnold0P1ghIqIWymfx1rQ3FKVKBRgRUQc4b7/F8glKogBYfL3WNXfffTfuvvvuBZc/9thjDW/DkwuoW9JJuyKqOvQKhn1QS4Yb+izWyVem8OyPzuPd77+xqtJrYZjihF7ZjB16+atCpVBEQXKu0hpvZiKHbbt63a9v/tkdSAxG3LAIqKqi0k1cPJdEYjCMQLC2ZX87nKo0Z+1upVeTsEn2lYO6cnUXABQKGgQB8AcqP5ezRuexfe7HFzD27Dh+6dff4H6v6ooyf8CHUrnNoeqEXkuo9AKA3kQI50/PNdyua2ZHK71kRYKmNt6H2N6QiDyteqZXufMVK72IiNYwu71h/TYQoiCyvSERUZuseu0NV7jSi4g2HsuqrfQSwEovImpPOllEIOSrCVLqtepbjBNjk5gcz2B6Igtda1Lp5XPaG5YgikJNC8Tde/px/tQs0skC8lkV+ZyKxFDE3b5paw/e/HO7a+7P+R6lko6Ji2ls3h5f0vpluVzp5YZerSu9gIVtIYt5DYGgr2ZsgCQ5wZx9kJ6eyCI1V0A6WYSumzBNqyb8syu9tJp1LDWY6k2EkM+qbuXYfJpm1G1DuVStKr0YehGRp7mVXmLVTC++jyciWrMatTcEnNCLn6IQEbWjXntDiBJfLBNRR7mVXkKl0ouv14ioHelkoabKC6iEXvklhF6WZbmtBS+dS1baG9ap9HICFtOwoPilmnDoupu2QBAEPPfjC5iezAIA+gcjC+6j3v2Nn09B101sWWroVb4fZx5Vu6FXMOxDPldV6ZVTa1obVt+3M9Mrl7Wr3CbHM1CLC7+P4u9Me0MAiPeFAADJOnO9LMvqeHtDnyJD0+oHbABDLyLyOOc9e017Q77AJiJas0oN2hsCgAixazO9SqUSDh8+jLe//e2444478Id/+IcAgNOnT+PgwYPYv38/Dh48iDNnzri3abaNiGjFOUPKxapKL1GsVIAREXWA03ra+bhYFAQwWieidqSTRcTiwZrLgssIvZIzeRQLdvBz8VzSrfTx1akgEgTBrVqaHyiFo35cec0gXnnhMi6eTQIA+ofCTb+3VK7QOndyFgAwvK1n0esH7GosURRq2hsKAlpWQQVDCgr5qpleBW1Be8VKpZd9lM5n7etPXkrXDdf8AdkNw5w2i0uu9Oq3Q6+5mYWhl7OeTrY39CmSGxzWw9CLiDzNOYNMEAHnpAyeVUZEtHaVDLVhe0NJEGF0KfT6b//tv8Hv9+PJJ5/EE088gY997GMAgMOHD+PQoUN48skncejQIdxzzz3ubZptIyJaaW6ll1w904vtDYmosxZUeoEnohJRa4ZhIpMqNqz0Wkp7w/ELdpXX1p1xXL5QCXLqVXoBlRaH1XOvHDe8cRt0zcTzP7mASMwPf6D5fC6nveHMVG7J87zc+/KJbmtGtaRD8cs1lWj1BMM+FGoqvTQEQ/NCr3kzvXJO6DWeQcmZHVYz06u60qu9irNGoj0BiKKAZJ3QS2sye22pfIoEQ2V7QyJao9z2hoLgDpBk/3AiorWrpJcaVnoJggCzC+cO53I5PPbYY/jYxz7mvtno7+/HzMwMxsbGcODAAQDAgQMHMDY2htnZ2abbiIhWg1PRJVRXekkSYLLSi4g6x5w/00vgTC8iai2XKcGygFhPbegVDNtBTXWrvnaNn08hGPZh9IZhaKqB8QtpAPVnegFoWOkFAImBMLbt7oVpWC1bG87/Hpu3xRe99pp1+SQ3CFJLRlstBUMhBcWC5n5OWsgvDL2cNRq6CU01oKkGREnA9ETWrZCrDgCd0MuyLKjq8iq9JElET18Qs1O5Bds0tVzp1cHQS1EkqE0qvZYW3RERrRKjOvRyZ3rxFTYR0VqlNmlvKAkirC4c48+fP494PI4vfOEL+NGPfoRwOIyPfexjCAQCGBoagiTZL84lScLg4CDGx8dhWVbDbX19fav+MxDRBuS2N6x8CGO3N2SlFxF1jvPKrGamF/ienIiaSyeLALCgvaEkifAH5CW1N7x0PoXhrT3YXJ6ndeHMnH2fjUKvJpVeAHDjG7fh/Kk5JIbaCL2q2g9uXuI8r8p9SW41lqrqbVVXOW0hC3kVgaAPaklvUulluPO8tuyI4/ypOVwuV8nNb29omhaKBR0vPXMJobCyrAq2TVt6cPKVSZim5RYuAKi0oexwe0Pnfuth6EVEnua0TRAEVFV68QU2EdFaVTJUKI1meglSVyq9dF3H+fPncfXVV+MTn/gEnnvuOfzGb/wGPve5z63o900kWr+5Wk0DA9FuL2EBr62J62mO62mu0+vJpgM4C6CnN4JE+b6ng34g672fnYjWLrfSq/y1CAF8S05EraSTBQBY0N4QsFscLra9YSZVRDZdwg1v3IpQWEFvfwhz03nIPrFha0BZsY9cjUKlLTvi+Lnb92L7rtYnLUpV7aQ3b1/aPC93XT4RuupUerUZepUDrkJOc89GcIIwh/O5qaGb7jyvXVf24/ypOVw4kwSwMPQCgO/+/auYm87j9v/rupqwarG27Ijj5efGMT2RweBwzL280t6wc00HfYrUtCiCoRcReZr7AlsU3HYKrPQiIlqbDNOAbuoNK71EQYDZhZlemzdvhizLbqvCG264Ab29vQgEApiYmIBhGJAkCYZhYHJyEsPDw7Asq+G2ds3MZD3zN21gIIqpqUy3l1HDa2vieprjeppbifUUpu37y+RUmOX7VnUTWknD1FQGpUuXcPFP/xjbf/8PIcd73duJouC50J2IvMt5qeJ8qCwI9uetPBmViJpJJ4sQRQHh6MJ5zsGwsuhKL2eel9NacPP2uB16yY2rh5zKokaVXoIg4KrrNrX1/SXJPgYmBpY3zwtwKr0q7Q3Dkfrvj6uFqiq9HPPXIQgCZFmEYZjuPK9NW3vgD8iYumy/VvTXhF727c+cmMENb9yK7buX17Fky444AODi2WRt6OW0TuzkTK8W98WZXkTkaWa99oZ8cU1EtCappv3C2y8tfOMDAKIgdqXSq6+vD7fccgt+8IMfAABOnz6NmZkZ7Ny5E6Ojozh27BgA4NixYxgdHUVfXx8SiUTDbUREq6I806u6vSFECVZ5plfp/Dnos7NQL1/uwuKIaL2wUDvTyz0ZlW/LiaiJdLKIaE+gbuVQKKLYFUuLMH4+BcUvoW8gDADYUm4x2Kx6yG1v2EYlVSuCICAY9mHrrt7WV27B5xOhledRtV3pVTULzQm+5rc3BOwWh4ZuuZVe4YiCweFo+WeofbycMLB/KIJb/t2uZfxENqcC7+LZZM3l2gq1N2yGlV5E5Glu6CUK7h9KZl5ERKvn8ZN/j/5AH352yy3Lvq+SYb/wbtzeUHTb2q62T33qU/j93/99HD16FLIs4zOf+QxisRiOHDmCu+66Cw888ABisRiOHj3q3qbZNiKileaEW4JUedMvSKI768vMZe1/i8XVXxwRrRtG+aWZCKHm3269ZiOitaGQ19ygZr5QyLf4Sq/zKWza2uN+Nji8zW4xKDeY5wVUghGlQaXXYr3nV15fN2haLFmWUMjboZ9aMuDztw6D3EqvnAqnm+P89oaAHXrpuolctgRJEuAPyBgcjuL86TkofrmmFWT/UAS79/bjln+3C5LUmdqorTt68fJz4zAM071PvRzwyR2s9GoVFDL0IiJPc9sbCpV2Cqz0IiJaPU9ffgbDkaHOhF66PUy3cXtDsSvtDQFg27Zt+Ku/+qsFl4+MjODRRx+te5tm24iIVpxZPl5WVXoJVZVeRi5nX63E0IuIls6yGlV68X05ETVWKmqI1GltCNiVXppqQC3pbd1XIa9ibiaPPdcOVe6jXFXULKzpZKUXAER7Fs4nWwpZkdwgSFX1ttbnUyRIkoBCXnWDv7qVXpJoz/TSDYQifgiC4FZ6zW/zGAj6sP//uGa5P06NLTvieOGnFzFxMY3N5Wo8t9Krg6FXq/lgDL2IyNNq2xval1nso0BEtGryeh45Nd+R+yq1096QH6AQEbXFMhZWekES3Z5jbuhVLK362oho/Vg400uouZyIqJ5SUUdioP4M0WDIPgkyl23vNYrTLm9zubrL8eaf2w1Db3zSpFvp1UYl1WqSZRG6ZkDXTZiG1VZ7Q7u9ooJ8ToMoihCE+rPKnJlehbzmzgpz5mu1832Wa/P2OATB/p25oZcz00vp3KQtRWn+s3CmFxF5muGewCpAEPnimohoNRmmgZKhIqvlOnJ/Jd0JvZpVehkd+V5EROtdvdCrutLLdEOvwuovjojWDdOZ6VX+2vmXJyoRUTOlol43lAHsSi8AyKbbC73Onpy12/RtjtVcvmMkgd17BxrertPtDTvF55OgaaZb6aa0OesqFFZQyKko5DUEQr6aVoUOp71hPqe6j3MooiAS869K+OcPyOgfitbM9dLLlV6dbG/YaqYXQy8i8jTnhbQgCBCdM8qYehERrYq8bn9QmtWyi77tpexl5LXaD1pLRuv2hvz8hIioTeVwq7q9IcTKTC+DM72IqAOc12bO+3GRYweIqAXTtKCpRsPQy2nL106ll2laOHdyFjtG+ty2fu3qdHvDTpF9dqWXG3q1ub5gyIdCXkMxr7rVcvNJcrm9YbaEcKTSYeVn9o3gxlu2LX/xbdiyI46JS2m3wktTDYii0LG5YQBDLyJa46r7h/PFNRHR6nJCr5KhQjO0tm9X0Av4zE8+j2+f+27N5app30fD9obo3kwvIqK1xiqHW4JU+aBEEMUFM70shl5EtAzmvJleTmEBX7ERUSOloh3mtKz0yrQOvSYvpVEsaNhxRWLR64jEAhAlAaFI/fef3SL7JJimhWLBfpx8bVZgBasrvYIL53kB9kyvYkGDWjLcxxkARq4awI6RxT+GS7F1ZxymaWH8QgoAoGtmy5BqsRh6EdGa5lR1CaLgnsTK0IuIaHVUV2rl9Pbner00/Qo0U8dsca7m8pJuv6lRmlR6GWxvSETUlkp7w6q39ZLkhmFue8MSQy8iWjon3HLaaEnlfw12YCGiBkrF8smODSu92g+9zpycgSAA23b1LXodu/Yk8B9+4xa3sswrfD77tVs+W27/326lV9iu9MrnVITC9X8mWRaRSdmv/apDr9W0aUsPBAFu6KVpRkdbGwJAIOhruk8w9CIiT3NCL5HtDYmIVp1T6QUAWbX9uV7PTr8EAEiV0jWXF8r3F5AbVHoJgjs3goiIWnDbG1bP9BLdy428M9OLoRcRLZ1b6VX+2mkuZvE1GxE10KrSSxQFBEI+5NoIvc6+NovhbT0N76sZQRAQiXqryguozLbK58onhbYZeoVCCkzTQiZVbFzpJYvu4x/uUujlUyT09ocxPWG32tZUww36OkUUBfy7d1zZeHurOzh69Cj27duHvXv34vjx4+7lp0+fxsGDB7F//34cPHgQZ86cWfY2IqL5Kq0UBLd3LzMvIqLVUdAq1V1Zrb3QSzU0vDTzCgAgpdaGXslSGrIoIyyH6t5WEiS3rS0RETVXaW9YeVsvSBIs04RlWW57Q4ZeRLQcZsOZXt1aERF5XSX0alxhFQorLSu9MqkiZqdyq9aWb7W4oVe50ktZRHtDwJ612Kh6TZIrrwu72daxfzDihl66ZnS8vWErLUOv2267DQ8//DC2bNlSc/nhw4dx6NAhPPnkkzh06BDuueeeZW8jIprPrfQSK73D1+IHonNzc/jQhz6E/fv344477sBv/dZvYXZ2FsDKnETAEwyIqBOqK71ybYZer86dgGqo2BQaRLqUqdmWLKUQV2Jue5z5REGEyQkRRERtcWZ3CVLVhwiiCBgGrFIRKLc/ZOhFRMvhVHS5M73Kl3PsANHalcuUMDfTfvv6xWpV6QUAobCvZeh19uQMACxpnpeXyeVgKueGXm22N6wKupwAbMF9V50M1a1KLwDoH4ogn1WRz6nQ1M63N2ylZeh18803Y3h4uOaymZkZjI2N4cCBAwCAAwcOYGxsDLOzs0veRkRUj7FO2hsKgoBf+7Vfw5NPPoknnngC27Ztwx//8R8DWJmTCHiCARF1Ql6vfFCa1dp7U/Ts5IsIygHcPPQ6FI0SinrljUyylEaPv6fhbUVBgGkx9CIiaotRp71hOQAzMln3MoZeRLQcbqUX5ld6rb335URk++F3TuHbj42t2P23F3opddsbzkzlcOrVKUxdzuD08Wn09AYR7wuu2Fq7QXZmeuXs0KvdKqhQVdDVsL1h+b5FSVhSS8hO6R+KAACmJ7LQNHPVK72W9JOPj49jaGgIUvkFtSRJGBwcxPj4OCzLWtK2vr7FDaNLJCJLWfqKGRiIdnsJNbie5rie5ry0HtO6BAAYHIzBJ4sQBCAYVDy1xnbE43Hccsst7tc33ngjHnnkEfdkgC996UsA7JMB7rvvPszOzsKyrI5vW+yxlog2tryehyxIMCwTWTXb8vqGaeCFmTFcmxhFXyAOAEiraQTkAQBAqpTCzp7tDW8vChJMy+jI2omI1ju3vaFYdS5r+f96xm4vK8gyzBJDLyJaOifccgr1nYqvNXguKhGVZVNF5MqBy0ooFTUAzUOvYLm9oWVZNZ1AvvXYGJJVVWjX37ylYaeQtcpX1d5QlkVIUnvzrqqruxq1N3QqvcJhpauPW3XopWsGfL7Aqn7/7sV9yzQzk/VMtcfAQBRTU5nWV1wlXE9zXE9zXluPWT7hf3YmC1G0q72yuVJX1iiKQkcCd9M08cgjj2Dfvn0rchJBJ08wIKKNraAVEPaFoJtGW5VeJ1OnkdPyuHHgWgRk+0VtqpTBYGgAlmUhqabR4481vL0oCDB41jARUXvK7Q1R1d5QEJ1KL/u1spxIsNKLiJZl/kwvAaz0IlorSkUN33rsZfzcO/cgEquEDvmcCrWoLwicOvd9dUiy2LSlXSisQNdMaKrhtvfTVAPJmTyuvnEY23b1IZ8rYffegY6vr9uqZ3q129oQAAJBGYJQnunVoL2hM9Mr1MXWhoAdeEZ7AuVKL8MN+lbLkkKv4eFhTExMwDAMSJIEwzAwOTmJ4eFhWJa1pG1ERPU44bbzN1gQBM8E3kt13333IRQK4f3vfz/GxlaunHy5WFHbHNfTHNfTmtfWVG89+nEN0UAEhmVAF0st1/zEuePwST68de9NmM7Z7autgIqBgSjSpSx0U8fWvsGG9xMM+KGXtOX/MEREG4Bb6VUdepXP7jXKlV6+vn4UTp1c/cUR0bphzpvpJbHSi2jNmJnM4cKZOVw6n8KeayqhVyGvwTQt6CvUdq5U1Fu21nNCmUy6hMSAfd2ZKXuO9Pbdfdi1p7/j6/IKX7kFYSGvItbbfutGQRAQDCnI59SGlV6V0Mu//IUuU/9QxA69VMNt6bhalhR6JRIJjI6O4tixY7jzzjtx7NgxjI6OuhUES91GRDSfZVkQAPfME1Fc22eUHT16FGfPnsWDDz4IURRX5CSCTp1gwIraxrie5rie1ry2pkbrSWYzUAQ/IAAz2VTLNb86eQo7o9uQmVNhaPaL2gtTk5gKZnAhY7erlfVAw/vRVAOari/zpyEi2hgswz5e1mtvaKTt0EtOJGC9/BIs06y9HhFRm6x5M70EzvQiWjNU1a4Kz2crrQw1zYBWvrxU1LsWeg2U299NjWeQGAgDAGYm7Zb6iUFvnYTdaU6ll2UB/kVUegFAMOxDIa82fHyd0Cvc5UovwP4dnz4+DUFof25Zp7R81Xv//ffj1ltvxeXLl/GBD3wAt99+OwDgyJEjeOihh7B//3489NBD+NSnPuXeZqnbiIjmMy0LolgptRYFwW15uNZ89rOfxYsvvogvfvGLUBT7j0/1SQQAak4GWIltRESLkdcLCMlBRHxhZLVcy+tn1KzbvjAoByGLMlKqHXAlSykAQNzf0/D2oiDCtNboQZ6IaLU5L4qrwizBnellH3t9iQQAwFIXDoonImqHE26JC2Z6MfQi8jon3MpXze8qVP3fmb3Vae2EXvFECP6AjIlLafeymckcFL+EaE/3q5RWUnXbx8WGQaGwgkDI17AtpTPTq9vtDYHKXC/LgvfaG9599924++67F1w+MjKCRx99tO5tlrqNiGg+06ztLywKwpp8cX3ixAk8+OCD2LlzJ973vvcBALZu3YovfvGLOHLkCO666y488MADiMViOHr0qHu7ldhGRNSuvF7A5sgmyIKEc5kLLa+f1rKIKXbrQkEQ0KPEkCrZb2Kcf+NNZ3qJsLD2jvFERN1gmQYgCLUVXOVWh0Y6DcHngxS1j8lmsQgx0H77HCIih3M6kjtywLmcL9mIPE+rU+mVz1WCrlJxZbpsqEUd4Wjz0EUQBGzeFsfkeKULyMxkFomByIrMGfOS6lZ/i5npBQBbd/YiHG0cClYqvbofHDqhF4Cm891WwpLaGxIRrRbDtKpPXi0PbFx7r66vvPJKvPrqq3W3rcRJBDzBgIg6Ia/ZlV4+0Yesmm066LhkqFANFVFf5YVtjz9aU+klwA7CGhHBSi8ionZZhlkzzwuoVHoZmTTEcBhiwJ7fYRaLq74+IlofnPffTntDke0NidYMTbVDrVy2UaXXyoRepaKGvnLLwma2bI/jB0+9Bk0zIMsiZqZy2Hvt0IqsyUtkufJB52LbG954y7am2yszvbpf6RWKKAiGfCjkNe+1NyQi6ibTstwX1QAgigLPKCMiWgWmZaJoFO32hkoYumWgZDRuj5Uph1tRpSr0qqr0SpZSiChhSGLjF7uiKMJg6EVE1B7DcCu7XOVjrJFJQwpH3Oous8j2hkS0NM7770p7Q4ZeRGtF3faG+VUIvUqt2xsCduhlWcD05SzSySI01UBiaH3P8wLsKjen2svn72wYFAz5AACxeKCj97sUgiC41V7V1W2rgaEXEXmaac4LvQQBJlMvIqIVl9cLAICQL4Swzz5LL6vlG14/o9pDh6tDr5g/hrTqhF5p9DaZ5wXYlV5rsZqXiKgbLNOobW0IQCjPcdDTGUg1lV6FVV8fEa0PJpyZXuVKL+dyvmQj8jy1TnvDQofaGx5/cQLZ9MJKctO0oJaMtkMvAJgcT2N6wn4/2T/YukJsPZBlO+xabHvDVrbt6sXBD96MeF+oo/e7VE7otdozvRh6EZGnmaYFUZxf6cVX10REKy2vlUMvOYiIz37BnNNyDa+fLodezkwvAOhRoijoRaiGimQphZ4WoZcksL0hEVG77PaGtR+UCE6lVzbD9oZE1BFOuOW8K2elF9Ha4VR6qSUdulap+lLK1UWlotbwts2oJR3/eOwVvPTMeN1tANoKvSKxACIxPyYuZTAzmYUgAH39GyP08pUrn/wdrvQSBKGt1pKrxQ292N6QiKjCtCoDcwG7pYLFU8qIiFZcwa30CiJSntOVbRJ61W1v6Lfnd6VKGaRKacRbVXoJons2MRERtWAYgDTvLb3ztWHYlV5+e4i5WWLoRURLY1oWBMCd6+q8P2fo1R1Hjx7Fvn37sHfvXhw/fty9/PTp0zh48CD279+PgwcP4syZM8veRmufVg66gEqLw0JeQyisQPHLS670yqbttsm57ML2yc59thN6AcDQ5hgmL6UxM5lDvC8EeZUrgrrF+Tl9Ha708podVyTwhrfswKatzT8L6DSGXkTkada8mV6CwEovIqLV4FR6BeUgIk57Q7VZ6GVXekXmzfQCgOniDHJ6HvFyCNaIyEovIqK2WbruVnY5qr+WQmEI7kwvhl5EtDSWhdqRA+V/eS5qd9x22214+OGHsWXLlprLDx8+jEOHDuHJJ5/EoUOHcM899yx7G619Wqkq9Cq3OMznVATDCvwB2a3KWqxsplRzn9Wc6rF2Q6/B4Sgy6RLGL6SQ2CCtDYFK6OVf56GXzyfh5rfshCxzphcRkat+e8MuLoiIaINwZ3rJQUQUu71h00ovLYugHIRPrLxoj/ntVofn0hcAoK1KL4uhFxFRW0oXL8A3OFh7YVXlF9sbElEnmLBQ9ZbcrfjiyajdcfPNN2N4eLjmspmZGYyNjeHAgQMAgAMHDmBsbAyzs7NL3kbrg6oablu5XDmgKuRUhMqh1/IrveqFXk6ll6+t+xraHHNvlxiMtLj2+iGX2xuudtu/jYKhFxF5mmHWvsAWBQEWX1wT0TqTKmUwU5jr9jJq5KvaGwakAERBbBp6pdUsYkrtmxSnveG5TLuhl8BKLyKiNpilEkoXziM4ckXN5YJYeYtf096QoRcRLZFpVeZ5AXDfnzP08o7x8XEMDQ1BkuwPzyVJwuDgIMbHx5e8jdYHTTXQ02tXfTvtDfM5DcGQb5mhl/26IpdZfnvD/k0Rt23qRqr08pUrvZR1XunVLXxUicjTTMtyzyQD7P7hJku9iGidefTE45gtzuH3bv5ot5fiKmiVSi9BEBDxhZFrMdPLmf3lCMshyIKEs26lV+v2hkRE1Frx7BnAMBCYF3qhur1hOAJBFCH4/bAYehHREpnzRg6IcCq9urUi8ppEwlvVOQMD0W4voUY312OZFgY2RTAzlQNMQNcNqCUd/YNRGLqJqYnsktana/aJiqWijt7eEGS58vrj7Am7UnDzljiiPYGW97V5cxxDwzFcvpTG3tFNbd1mJa3W7yscUQAAm4ZjLb8n9+nFY+hFRJ7G9oZEtBHMFucwW/RepZcsSPCJdluKiC+MrJZveP2MmsPm8FDNZYIgIKpEMVdKAgB6WlZ6sbUDEVE7iidfAwAEd4/UXF5d6SWG7bOlxUAAZomhFxEtjQnM677iXM435l4xPDyMiYkJGIYBSZJgGAYmJycxPDwMy7KWtG0xZmaynjk5eWAgiqmpTLeX4er2egoFFRaAUMiH6ckschm72suCXcKZz6pLWt/MVNb9/9nTs4jFK0HVzLS9LZsroqhqTe/HeXyGtsaQy6kolFQUp5rfZiWt5u/LMOznTDZXAqa8saZ2eGk9oig0DN15Oi0ReZppzjurTBA882KKiKhTsmoOOS3vqdZ+eT2PoC/oVtuGfSFk1eaVXlFl4RlfTnWXX1IQlJuftVd9vCciosYKJ1+Db2gTpGjtcVeQqiu9yqGXP8D2hkS0ZJZludVdQOX1mumdl60bXiKRwOjoKI4dOwYAOHbsGEZHR9HX17fkbbQ+aOWZXqGIglyuhFzWbkcYDDvtDZcWMGXTJSh++zVHPlvb4rBU1CBJAmRf+yc03nLrLvyfH3h9Taen9U5W7FjGz/aGK4KhFxF5mmnNq/QSBPYOJ6J1J6tlYVqmO0fLC/JaASE55H4dUSIN2xvqpo68Xlgw0wsAYuXQK+6Pt/ye3W5v+IUvfAF79+7F8ePHAQCnT5/GwYMHsX//fhw8eBBnzpxxr9tsGxHRSrIsC8WTryE4MrJw47yZXkC50ouhFxEtkWnVVno5/2WlV3fcf//9uPXWW3H58mV84AMfwO233w4AOHLkCB566CHs378fDz30ED71qU+5t1nqNlrbLMuqhF5hBfmsimx5BlcorMAf8MEwLOiasej7zWZKGNhkn3iTy6o120tFHf6Ab1H3Kcniom+z1vl8EgQBkH2MZ1YCo0Qi8jTTtFB9oococmAuEa0vmqGhZNhvFLJqFhGfN4b35vUCQnLQ/dpub1g/9MqodguLSJ3Qq0dxQq/m87yA7oZeL730Ep599lls3rzZvezw4cM4dOgQ7rzzTjz++OO455578OUvf7nlNiKilaRNTcHIZBAYuXLBtupKLzFsH5MZehHRcpionbPtVnrxfXlX3H333bj77rsXXD4yMoJHH3207m2Wuo3WNl03YVmAokgIRfyYHM8gVw69giEF/oAdC5SK+qKqskpFHbpmYmhzDBfPJt3qsertzn1TY6PXb0Jff3hDVbetJkaJRORploUF7Q0ttjckonWkOkhywiMvyOsFhHzVoVeoYQvGjGavu16lV4/fPgMw3mKeF9C90EtVVdx77704fPiw+6ZjZmYGY2NjOHDgAADgwIEDGBsbw+zsbNNtREQrrXjyBAA0r/QSRYgBu6UsQy8iWo75lV7uTC+2NyTyNE21K7ic9oaFvIZM2n49ECq3NwSAUklf1P1m03bI1T8UgSgKyNet9GLo1UpvfxhXXb+p28tYtxh6EZGnGfNmegmiAGZeRLSe1IReDSqpusFub1gJvcK+MCxYdVswOmFdvZlesXKlV087lV5demn6uc99Du9617uwbds297Lx8XEMDQ1BKldNSJKEwcFBjI+PN91GRLTSCidPQgwGoWzesmCbU+klhStnDouBAMwSQy8iWhqz0Uwvtjck8jQ39PJJCEcUAMDkeAY+RYLsk6D4K5Vei+G0SIzE/PasMIZe5EHcA4nI0+yZXpWvRUGAxTYKRLSOZNW1Uullt13MqbkFLRjTarNKLzvs6m2j0kvqQqXXM888gxdeeAEf//jHV/17JxILH69uGhhYGFp2m9fWxPU0x/U016n1XDx7GrG9ezA4tPC4mi9FcRaAEou63y/VE0VRLXnu8SCitcFqNNOL78uJPK1S6SVD8duXXb6YRjBkz86qbm+4GE6lVyTqRziiIF+nvWFff6jeTYlWDUMvIvI0c16llyjYlxERrRdOa0DAO6GXaZko6sUFM70AIKvlMTTv+hk1U77OwhBnKDQAURAxHG7duqEb7Q2ffvppnDp1CrfddhsA4PLly/jgBz+IT37yk5iYmIBhGJAkCYZhYHJyEsPDw7Asq+G2xZiZyXrmb9rAQBRTU5luL6OG19bE9TTH9TTXqfWYxQJyZ86g78C76t6fmrQruqxAyN1eggQ9X3C/FkXBc6E7EXlX45le3VoREbVDVe0wS/FL8Cl2JfjsTA6bNtsnJS459MoUIYoCgmEFoYgfydl8zfZSUYM/4Fvu8omWhe0NicjTTNOCUHVamSCwvSERrS9Oe0NZkGoCsG4q6kVYsGrbGyr22XrZOi0YM2oWiuhDQPYv2NYf7MMfveUeXNm7u+X37Ubo9eu//uv4/ve/j6eeegpPPfUUNm3ahL/4i7/AO9/5ToyOjuLYsWMAgGPHjmF0dBR9fX1IJBINtxERraTi6dOAZSE4ckXd7UK5RYIUrlTkioEArFIJFgfwENESmFbth4fuTC9WehF5mlPpJVe1N4QFBMP2/51gqlTUFnW/uXQJ4YgCURQQjijIZSrtDU3Tgloy2N6Quo57IBF5mmnNq/QSBb64JqJ1JavmIAoiEsEEsh6p9HLmdgV9lbYU0XIVV65B6FVvnpcj7GuvvUU3Qq9mjhw5grvuugsPPPAAYrEYjh492tY2IqKVoo5fAgD4q2YQ1pDs46g4L/QCAEstQQgE696MiKgRu71h1YmocCq9+L6cyMuc0EtRJDfoAoBgePntDcMx+2THUESBWtKhawZknwS1pNfcN1G3cA8kIk+z2xtWvhYFwTOtoIiIOiGrZRGWQ4gpEc+0N8xrduhVr71hqrSwnVZGzdad57VY1R+odMtTTz3l/n9kZASPPvpo3es120ZEtFKMnH3igRSuf8wVRKm8fWHoZRaLEBl6EdEimZj/nrx8Od+WE3laZaaXBEkSEQj6UCxoCIXsAEwUBfgUaQntDUsYLLdIDEfs8CufUxGLB937YuhF3eat02mJiOYxTQuiOG+mF88oI6J1JKvlEVHCiCqRuq0Du8Gp9KoOvXySDxFfGEk1teD6aTWDSEdCL2nZ90FEtJ4ZuRzEQACC3ODDJMlpb1g5Jot++wMps1hc8fUR0fpjtzesrvRyLuf7cqKVduHMHGanl/YesTr0AuyqLAA1VV/+gLyo0MuyLGQzJUSi9muLcNS+L6fFodMqkaEXdRtDLyLyNMtC7dBcUQDHERDRepJVs4j47NDLM5VeTujlq60IiPt7kCwuDL0yWqcqvfjSlIioGTOXq2ldOJ8YCEDqicO/dWvVZfaxnKEXES2FaVmoLsYXBAEiGHoRrYZ/eOJl/OT7Z9u67tPfO4Pnfnze/Xp+6OXM9QqV2xsCiw+9CnkNpmG5oVeoXOmVy5YAoKrSy1f/DohWCT9ZICJPM+bP9BIEWHxxTUTrSFbLIaJEEPVFkNcL0M3FtZdYCYU67Q2BcuhVqg29TMtEVs01nenVLi+0NyQi8jIjl23Y2hAARJ+CkT/5U0Red1Plsqr2hkREi2Vi4Ws0QRDY3pBoEf7pm8fxna+/uqjbaKqBQk5zA6Vq8z8XSyeL+OkPz+LE2JR7maoakCQBUrkKPBSuX+mlLiL0ymXstUTKM72cIC2XdSq92N6QvIGhFxF52vyZXoIo8IwyIlpXsmoOUV/YbQ/ohRaHlUqvUM3l8cDC0Cun5WHBQpTtDYmIVpyRz0MMhVpfsUonQ6+jR49i37592Lt3L44fP+5efvr0aRw8eBD79+/HwYMHcebMmRXdRkSrx7Jq35MDHDtAtFjTE1lcvriwY0Yz6aT9nsxpHeiYuJTGX/7pDzE5nnYve+EnF2BZ9mwth6YabpUXUGlvGKoJvXwoldoPvbLp2tDLH5AhSgLyDL3IYxh6EZGn1Z/p1cUFERF1kGEayOl5u72hz25XlVG9EXpJggRFrG1L0evvQVbLQTM09zKnJWPU14nQi5VeRETNmLkcpCbtDetxQ6/S8kOv2267DQ8//DC2bNlSc/nhw4dx6NAhPPnkkzh06BDuueeeFd1GRKtn/kwvwP6a78uJ2lcq6W41VLvSSfvvdj6n1lR2TU9koZZ0fPcbx2EYJkpFDWPPjQMAClXXtUOvSvjUPxRBMORzq7MAwO+X3Tlc7XBCr3C5vaEgCAhH/MiXq9FmJnMQJQGBINsbUncx9CIiTzPrtTfkq2siWidyeh4AEFEilUqvRcz1msxPYa6Y7Py6tDxCcrBmpiJgtzcEgLmqaq+0mgGAjsz0kjjTi4ioqVbtDevpZKXXzTffjOHh4ZrLZmZmMDY2hgMHDgAADhw4gLGxMczOzq7INqL1Iq8byGlGt5fR0vyZXgAgsNKLaFHUkg5NNaAuoqrKqfQydLPmdk7wNDOVw7M/Oo+xZ8ehayb2XjcE07TcaitN1WsqvUauGsB/+dTbIfsqly12plc2U4QkCQiGKqFWOKIgl1VRKmp49cXLuHJ0EJLM93XUXdwDicjTTNOCUFXpZfcO54trIlofsuWqrogv7LYHzGh26JVRs/jk9+/DiblTDW//P174K/yvV7/a8XWN5y5jINS/4PJefxwAalocupVeHZnpxfaGRESNWJYFI5eDuMhKL8G/sjO9xsfHMTQ0BEmyj+GSJGFwcBDj4+Mrso1ovXj01GX8zanL3V5GS/VmerG9IdHiqCU74F5MtVcqWfm7Xd3iMJspIRLzY+SqAfz0B2fx7I8vYOvOXmzb1Qeg0uJQndfeUBCEmk5KgB166ZoJwzDbWlM2XUI46q85OTJUDr3GnrsMXTNx/Ru2tv0zEq0UNtgkIk+bP9NLFPnimojWj6zmBEZhtz2gEyKdSp1FWs3gldnjuLJ394LbGqaBifyUG5J1imEaOJ+5hLduedOCbfGAXelVG3p1rtKL7Q2JiBqzSiXAMBbf3tBvtyBaqdDL6xKJ5f996qSBgeWfJNJJXE9zK7meS8+pCPukRX2Pbjw+oiQg4JdrvrcsijCtjfX7IloqwzBh6HaolMuU0JtobzZnOlmAIMCd1dU3EHbvIxL14y0/fwXOn55DMa/hxlu2uoFWIacC/WFomgG/v/lH/87srVJRr5n11XhNRXeelyMc8eP86Tm8+NOL2Ly9B/1D3vq7SxsTQy8i8jTTmj/TS4DJ9oZEtE5ktXJ7Q18EQTkASZDc0Ot85iIA4EL2Ut3bzpWSMCwDGTWLVCmDHn9n3uSP5yagmRp2RBeeoee0N0wWK6HXXCkFnygjKAeX/b1FtjckImrIyNnVwYsNvQRRhOD3w1qh0Gt4eBgTExMwDAOSJMEwDExOTmJ4eBiWZXV822LNzGQ98/5hYCCKqalMt5fh4nqaW8n1ZDUdGVWHaVptf49uPT6aZkJXjdrvbVkwrfbXvhq8tP+IouC5wJ26p7o1YS5Tavt26WQRiYEIpiezNbfLZkroH4wgFFHw83dchfOn57B1Zy+SM/Z7y3zOntGlqQYiUX/d+3Yoiwi9krN5TI5n8MZbd9ZcHooo0FQDmmrgLb9wRds/H9FK4icLRORppgUIVUNzRZEDc4lo/XDmd0WUMARBQFSJuJVbldCrfiunify0+/+LDYKxpTibPg8A2B7btmCbX1IQkoM1M73GcxPYFB5aMP9rKUS+NCUiasjI2X8fxEXO9ALsuV5maWVCr0QigdHRURw7dgwAcOzYMYyOjqKvr29FthGtB5MFu/1YwTBgebyTiYl6M704doCoXU5rQ6D99oamaSGTKmLT1ljN7SzLciu9AGDHFQm85ReugCAICEXs0Cpfvq6mGvD5mrePr1R6aS3XNPbsOERRwOj1tSeghMvfNxYPYMdIoq2fj2il8ZMFIvI007QgVh2pWOlFROtJRrPP2g/LdouLqC/szvk6n7kAAQKSpRSy5etVm6oJvdqfcWJaJo6d+hZeS56uu/1s5jxCchADwfpvWOL+npr2hpeyl7E5vKnt798MK72IiBoznUqvUHttkaqJgUBH2hvef//9uPXWW3H58mV84AMfwO233w4AOHLkCB566CHs378fDz30ED71qU+5t1mJbURr3WTR/lDatADV4+9vTQsQMW+mV/lyImptKZVeuUwJpmEhMRiG4pfcIKtU1KFrJsJ1KrgUvwxRElDIV4VeSqvQy+febzOGbuLVFyaw44qEG645nLVcf/PWBTPDiLqF7Q2JyNPsmV6VP5p2P2O+uiai9SGr5hCSg5BE+81IpFzplSqlkVIzuCZxFV6aeQUXM+PY21fbKmKyMIWA5EdQDjZsgVjP1099C988+xRmi3O4Ir5rwfaz6QvYHt3asHIrHuhBspQEAOS0PFJqGsPhoba/fzMMvYiIGjPyTnvDJVR6+TsTet199924++67F1w+MjKCRx99tO5tVmIb0Vo3UahUexR0A37Ju6+BTKt2zjZQPhmV78uJ2lITerVZ6ZVO2n+zY/EgQmEFuawdljmh2fy5WoBdgRkKK8hnVViWZYde/nYrvZqHXqdPTKNY0HDN6xa2Gd68PY7bDlyFkdGB1j8Y0Srx7l9VIiI0mOnF19ZEtE5ktSwiSmU2S1SJIKtm3daGbxq+GUD99oWT+WkMhvqxJTJcU+llWRZOp87VPUHgJxPP4ptnnwIATBdmF2xXDQ2Xcpexo05rQ0evv8dtbziemwAAbI6w0ouIaKU5M73ERc70AjpX6UVEnTFZFXrlDbOLK2nNslBzIipgn4xqgm/MieYzdBNjz43XvBdz2hsGgj43vGolnSwAsFsGhiJ+t9IrWw696lV6AbBDr5wKw7Bgmlbb7Q3VFqHXS8+MI9oTwNadvQu2iaKAPdcOQfJweE8bD/dGIvK0+ZVe9kwvvrgmovUhq+YQ8VXO2I/6IsioWZzP2CHX1X17EFOided6TeanMRDsx9boZkzkp6AZdh/2Z6ZewB//9As4nT5Xc/2z6fN46OW/xUjPTtw8dCOmCzML7vNC9hJMy8SO2NaGa477e5BRs9BNHZeylwGA7Q2JiFaB296QoRfRmjdZUJHw223FCrrR4trdZaJOpRd4MipRPedOzeKf/v44Ji6l3ctK5Uqv3kQIuUz7lV6CAERiAYSjilsh5lZ6NQi9giEfCjkNmmofVxSleZO3diq9krN5XDqXxOgNmzoyx5loNfCTBSLytAWhlyDA4qtrIlonsloOUV/lw8uIEoZqajiZOo3BUD8CcgBbI5sXtC/UTB2zxTkMhgawJTIM0zLdqqunLz8DoHbmFwAcO/0thOQgPnTdr2BTaBApNQ3VqB1YfDZ9HgCaVnrF/XEAQKqUxnjuMoJyAHF/z9IegHkYehERNWbkchBkGYKitL7yPGIgALPE0IvIC7KajpxuYEc0AGANhF4WIMyf6SWAJ6MS1ZHP2eFUIV95n+W0N+ztDyGfLbU1pz6dLCDaE4AoOi0LS7AsC9l0CYKABXO1HKGIXemlqfb3bDXTS5JEyD5xQeiVzZTw7cfH8Ld/8RM8+qWfQhCAq67vzImORKuBnywQkaeZloXqz0AFkS+uiWj9yMxvb1iu+jqRPIVtkS0AgC2RYVzOTUI3K29EZgozsGBhMNSPrRG7r/qF7DjyWgFjM68AAGaLyZrvNZ2fwUh8F6JKBP3BhH0/xdoWh2fT59GjxJqGWL3lbXOlFC5mL2M43Lkz/iSGXkREDRm5LMRwZEnHXFZ6EXmH09pwZyQIACh4vL0hZ3oRta9YDrtKhcp7N63c3rA3EYJlVa7TTDpZRCxuHyPCET8Mw0KpqCObKSEUUWrGgFQLhRUU8qrbUrFV6AUAwZDitk10nBibxGsvTyEc8+PqG4Zx4OD1CEfqV5cReVHzGkcioi6rV+llevs9ARFRW0zLRE7L17Y3VOz/66aObVE79NoaGYZhGZjIT2FLOeCaKFdxDYb60R9MQJEUd+6XbhkQIGC2OFfzvWaLc7hh4FoAQH+wDwAwXZjBcHjIvd7ZzPmmVV4AEA/YoVeymMR47jJeP3j90h+Eedgug4ioMTOXW1JrQwAQ/Ay9iLxiwgm9ovYH2nmPV3pZqDPTC2B7Q6I6nAqvYqESbJVKOmRZRLTHru7MZUsNK7Uc6WQBu/cOAADCUfu6+ayKXKbUcJ4XAATDCiwLyKTsv/nthF5DW2K4dC4Jy7Lc92Pj55KI9wVx+/95XcvbE3nRsk+n3bdvH97xjnfgzjvvxJ133onvfe97AIDTp0/j4MGD2L9/Pw4ePIgzZ864t2m2jYioWt3Qa42eUXb06FHs27cPe/fuxfHjx93Ll3q85HGWaG0r6kWYlllb6aVUArDtUXuu1pboZgDAhUylxeFUoRx6BfshCiK2hDfhQvYSfjrxLPqDCWyPbsVcKeleP61moFsG+gJxAHArvaYLlUqvvFbAZH666TwvAG4V2NnMBeT1AoYjnWtzEZJD6PHHOnZ/RETribGM0EsKhWCVSrD05oPqiWjlTRZVBCQRCb8PkiCgoHv7rE7TshZ8eLiW35cTraRCYWHopZYMKH7ZDa/mV1XNVyrqKBZ0xOJ2SBYK27fLZUvIZtSG87yqr5ucKwAAlDZCry3be5DPqkiVb2OaFsYvpDC8Ld7ytkRe1ZEeMp///Ofx+OOP4/HHH8db3/pWAMDhw4dx6NAhPPnkkzh06BDuuece9/rNthERVTMt1LQ3dEq41+IL7Ntuuw0PP/wwtmzZUnP5Uo+XPM4SrW0ZLQcAiFTP9Kqq+tpWDrsGg/3wiXLNXK/J/BQivjBCvhAAOxg7l76AV+dew82DN6AvEK9pb+j8vy/Q635Pv6RgujDjXudc5gIAYEe0eaVXUA4gIPkxNvMqAGBzuHOhlyL58F9u+s2O3R8R0Xpi5nMQlxp6xewTFvR0upNLIqIlmCyoGAwoEAQBIVlEwfB2pZdpLazGt2d6dWlBRB5WzNuVnMWq9oZqSYfPL7ntAfNZtel9OFVabnvDcsiVy6rIpotthV7pcoDVTqXX5u1xAMClc0kAwOxUDmrJwOZtnZnbTNQNKzI4YWZmBmNjYzhw4AAA4MCBAxgbG8Ps7GzTbURE89n9wysvsJ3/Wmsw9Lr55psxPDxcc9lSj5c8zhKtTZZlYSI/ZQ8hVu3QK1rT3tD+MDMR6HMDLUmUMBzehIvZcfd6k/lpDIb63a+3RoahmhosWLhp6Eb0BuKYLc65x8rZckVXotzWUBAE9AcTNZVeZ9LnAQDbW1R6AXa11+X8JADUtEckIqKVY+RykEJLC73kmF1FazD0Iuq6iYKKwaD9wXRAkpD3eqUXFs70EljpRVRXvfaGakmH3y8jGFYgCECuRaWXU3E1v9IrOZOHrpkt2hv67OvOth969fQGEYoouHQuBQAYP2//O8zQi9awjsz0+vjHPw7LsnDTTTfhd3/3dzE+Po6hoSFIkv3EkiQJg4ODGB8fh2VZDbf19fW1/T0TiUjrK62igYFot5dQg+tpjutpzkvrMU0LkYjfXVM0Yv/RTyQi8Mmt/3h73VKPl0vdtpjjLBEtz+nUWVgAdvfscC/7xpl/wDdOfxs3nLkaV8X2AEBNe0NFUuCXFHeel2NrZBjPT4+5fdYn89MY7dvjbt8SsavCNoc3YXNkE/oCvdBMzZ4ZpoQxU57v5VR6AUB/oA8T+ama9Q6FBhAuh23NOKFXVInUtGQkIqKVs6z2huXQS0+nOrkkIlqkrKYjrxsYKodeIVlEweszvSxAxLxKL6zN7itEK61YDr1K1aGXakDxSxBFAaGwglxmYaXXuVOz+ME/nsSuPQnoqh2EO5VePkWC4pcwOZ4BAERibVR6JZ3Qq/VH/4IgYPO2Hneu16XzSURjfncGGdFatOzQ6+GHH8bw8DBUVcWnP/1p3HvvvfjVX/3VDiytuZmZLEyP1FIPDEQxNZXp9jJcXE9zXE9zXlqP8yK6WNDcNRXKQ38nJjPw+1Y39BJFwXOB+0ry2s/qpTAW4Hpa4XqAT/3of2EqP4tfvuE9uH3PPnz75PfwjdPfxtUDV+LlqRN47vIYAGD7pkH0hyrr++BN78O2ns0Y6KtcdlVyN344/jTS0iy2xjYhpaaxc2Bz5YSA3isRej6It+95KwYGothZGgZOAFZQxUDfJuTPZBH1R7B1U8K9z22JYYzNHUeiPwzLsnA2ex43DV/X1mO1Kd6PV+ZOYGfvFs/9romI1iNT02CVSktubyj32GdrGwy9iLpqovx+1qn0CsoSUqp3Z+2ZlgULWFDpZc/06sqSOuqfxmfxSjKH/89o8/beRO2wLKtS6VWsbW8YjtgnFoYifuSypQW3+/E/n0EuU8Kz/3oelgUEgjL8gcrH9qGI3w29mlV6+RQJsk9ENl1yv27H5u1xvPbyFFJzBYyfT2HbLp4wTWvbskMvp1WXoig4dOgQPvzhD+OTn/wkJiYmYBgGJEmCYRiYnJzE8PCw3danwTYiompOsF39AttpdeiV0Hu5hoeHl3S8XOq2xeDJBY1xPc1xPUCylMJkbgZxfw++/Ozf4elzz+OV2RO4NjGKX7/mV2CGSvjT7/8lpvLTUDMCpnKV9V0TuRYwULPmvaGrEPf34E++/z/w/tH3AgDCVqzmOve++ZMISH5MTWUgqfYboZOXLyJq9OJichK9Srzm+mErAs3QcPLiJUR7FGRKWQz7h9t6rIKW/aatXxno+GO70U4wICJqh5m3W+JK4aUdH52ZXmxvSNRdk+XQayhov1YLSiIue7jSyynmqjfTS18HlV4XciVcyBXdbgpEy6GWDPczlPntDRW//RF8OKognSzW3O7yhTSmLmdw6/4rseOKBF594TKCIaXmOuGIguRMHgCazvQSBAHBkIJMqghRFCBJ7e3XzlyvsWfHUchrGN7O1oa0ti1rplc+n0cmY3/QYVkWvvGNb2B0dBSJRAKjo6M4duwYAODYsWMYHR1FX19f021ERNWcWTRiVeolruGZXvUs9XjJ4yyRt51MngEAfOi6X8Yv7rwNL88ex66eHfjgtf8Bkihhc3QI/+Wmj+Den7kLPrH1OUgRJYxfu/b9SJZS+MuX/hoAMBQaqLlOUA64b9b7/HYbw7liEgAwW5xDoqq1IQD0B+2qr+nCLI7PnAYA7KpqxdhM3G+/Cdoc3tTW9YmIaHmMnBN6La3SS1QUiMEg9BQrvWh90U1rTbXZO58tIixLiJa7loRkCXkPh14myu/J510uYH20N8xpOgwLKBrenqvWrn379uEd73gH7rzzTtx555343ve+BwA4ffo0Dh48iP379+PgwYM4c+aMe5tm22hxnKArFFFQLGju51ZqyYBSrrgKR/0LZno99/QF+AMy9lw7hEjUj5t+ZgeuvrH2pOVwpBKChSK1gdh8znafIrUd5sb7ggiFFbz0zCUAwPBWhl60ti2r0mtmZgYf/ehHYRgGTNPEyMgIDh8+DAA4cuQI7rrrLjzwwAOIxWI4evSoe7tm24iIHGb5dadY9UdaKKdeHilAWpT7778f3/rWtzA9PY0PfOADiMfj+PrXv77k4yWPs0TedTJ1Borow7bIFuyMbccNA9dhMNQPRaq8QREFEQG5/T7pu3p24L1X3oG/Of4YAGAgmGh43bAvBJ/ow2xxDpZlYbY4h2sTozXX6Q/aQfh0YQYT6csISH4Mh4faWstweBMECNgRYysYIqLVYJZDr6W2NwTsuV5sb0jrzf9v7Byu7o3gti2NXxd5hWVZOJnJYyQWdD+IDsoiVNOCYVqQ5vcQ9ADnfbe4oNJL8ExXkOXIlgPHrGYguA5mhgPA5z//eezZs6fmssOHD+PQoUO488478fjjj+Oee+7Bl7/85ZbbaHEKebuSM94XwqVzSeiaCdO0oKlGpdIroqBU1KFrBmSfhNRcAaePT+P1b94OX5MRHk6QFYookKTmNSzOXK92WxsC5ble23vw2stTCIZ8iPcF274tkRctK/Tatm0bHnvssbrbRkZG8Oijjy56GxGRwzlzrPrMlLXc3vDuu+/G3XffveDypR4veZwl8q5TqTPY2bMDkmi/0dgW3dyR+33rljfjfOYSLmQv1QRo8wmCgL5AL2aLSWS0LDRTR1+wttKrL9ALAQKmCzM4kTyNHbFtEIX2mgCMxHfi0z97N3r8nOdFRLQallvpBQByrIeVXrSuWJaFiaKKgaLa7aW0ZbKoIqMZGImF3MuCkv1asWAYiLRR/b/a3O4rC2Z6rZdKr3LopRsYaHHdtWpmZgZjY2P40pe+BAA4cOAA7rvvPszOzsKyrIbb2Clm8Qo5u9KrN2GHXsWChlLRvqwSetmtCXNZFT29Qbzwk4sQRQHXvr75+8VQ+XbNWhs6gmEfgMWFXkBlrtfwth62+6Q1z3t/UYmIyuq9wBbdSq+1/wKbiNanol7EhcwlvGPnbR2/b0EQcOiq98BC62NgXyCOuWISM4U5AFjQ3lAWZfQG4riUvYyzqYt4+/a3LWotDLyIiFaP0aFKL/XixU4tiajrSqYJ0wIK+tpoTXcyXQCA2tBLtk84yusmIr6uLKuuJ85OQhAE3LrJfv04v9JLgLDm35PrpoVCua1hVtO7vJrO+fjHPw7LsnDTTTfhd3/3dzE+Po6hoSFI5YBVkiQMDg5ifHwclmU13MbQa/EK5faG8YRdJWWHXva+pfid9ob2iYu5TAmCIODl58dxxdWDCLcIs5z2hq2uByyt0gsAtuyIl//tbX5FojWAoRcReZZTzCVUpV6CO9OrCwsiImrD6fQ5WLAw0rNzRe5fEAQIaH3mXa8/jgvZS5gtzgKwK7vm6w/0YWz2VZiW2fY8r/Vobm4Ov/d7v4dz585BURTs2LED9957L/r6+nD69GncddddSCaTiMfjOHr0KHbu3AkATbcREXWS2YFKLynWA/3lsU4tiajr8uWwq2B4dyZWtZPpPHr9Mvr8lXQrVG6pV/TYz/Bv0xmUTBMnUnkAWPDK0670Wv11dVL1LLXcvLlqRd2AIokLwj6ve/jhhzE8PAxVVfHpT38a9957L371V391xb9vIhFZ8e+xGAMD3Tk5TxImAAA7d/fjBzgJv+JzQ6+BwSgGBqKwyrva+LkUXnz2ZciyhNveeVXLNeczavl+Ii2vO7QpBgAIh/11r9vo9gMDUXzod96KoeEoxBYtFDupW7+vRry2HsB7a/Laeuph6EVEnuW0MBTXSXtDItoYTiXPQICAnT3bu7qOvkAvMmoWl/NT7tfz9Qf7cDx5EgC6vt5uEgQBv/Zrv4ZbbrkFAHD06FH88R//Mf7rf/2vnIFARJ5g5LOAIEAMLH3GhtzTAzOfh6mvn4oG2tic0CLfZqXXT6fTCEoiru5d/Q/oDcvCqUwB1/fVfm+nvWG7P8NqKBkmSqaJPT0hnM0WAdRrb7j2K72yVUFXVqv8XzVMfOb5M7h9Wz9uGujpxtKWbHh4GACgKAoOHTqED3/4w/jkJz+JiYkJGIYBSZJgGAYmJycxPDxstwhtsG0xZmaynvmMZmAgiqmpTFe+9/RUBrJPhG7a+9PE5TRkXxwAUCiqmJrKQC1XFf74+2fQ0xfEO997LSCi5Zq18v4qykLL6xqmczyxFly31eMj+0XMzOaa3n8ndfP3VY/X1gN4b01eWo8oCg1D99WLbYmIFsl5ES2KdUKvNf4Cm4jWr5OpM9gaGUZQDnR1HX2BOAA7hAvLobrr6Q/aQ9+HI4OI+JZePbDWxeNxN/ACgBtvvBGXLl1yZyAcOHAAgD3nYGxsDLOzs023ERF1mpHLQQyHIYhLfwsvxewzv81stlPLIuoqJ/Qq6O1VSX330ix+MJFcwRU1dilXQskwMRIN1VzutDds92dYDZnyh/I39EXxm1dvwzW9EeyI1AbuItZ+pVeuqqVhdeiVVHUUDRPjhbUxK86Rz+eRydgfRFuWhW984xsYHR1FIpHA6Ogojh07BgA4duwYRkdH0dfX13QbLV4xryEY9CEQtKs5SzXtDeXyvxJ6eoPYtqsX7/mV1yHeF2p4f9Vi8QBu+tkduGJ0sOV1g257Q9a60MbFvZ+IPKtS6VW5zHmfz9CLiLzIMA2cTp/Dm4dv7vZS0OuEXqkzGArVH83dH7Tf0F7Zv2u1luV5pmnikUcewb59+zgDgYg8w8zlltXaEADkmF2xYGTSnVgSUdc5s7yKhgnTslq2oqsONlbbybTdJnB3rDY8ctobOrOlvCCt2h/SRxUZ/QEF/+GKhVU/giDAbGPGrJc5+4MsCDUzvVKqPZcpWdK6sq6lmpmZwUc/+lEYhgHTNDEyMoLDhw8DAI4cOYK77roLDzzwAGKxGI4ePerertk2WpxCXkMgpMAfsD9uLxY0lMpzvpzQSxAEvO9Db6g5ubsdgiDgjW/d2dZ13Zle/sXN9CJaTxh6EZFnuZVebG9IRGvEhewlqIa6YvO8FsNpZ6iaGvqC9UOYgVA/AGBPYveqrcvr7rvvPoRCIbz//e/H2NjKzr7h/IPWvLYmrqc5rqe55axnUi3CH4st6z4CO4ZxCUBIYHtDWh+cSi8Ldku+oNz4A1613LLPUC1YlgVhlWc1vZbOY1NQQcRX+zFcoDw3J++pSi97LTFf448MRWHtvyd35ngNBpWamV6pcujn/LtWbNu2DY899ljdbSMjI3j00UcXvY0Wp5DXEAorkCQRil9CsaCjWK708vsrz6fFBl6LFQrblWY+H0Mv2rgYehGRZzmvoWvaG4pCzTYiIi85lToLANjtgdAr7o9BgAALFhJ15nkBwLbIFvzK6EG8beebkJorrfIKvefo0aM4e/YsHnzwQYiiiOHh4RWdgcD5B815bU1cT3NcT3PLXU8hmYYUiSzrPjTT/hAseWkK8RuWfDdEnlEdFBX05qGXM79JtyzkdRPhVfwwWDNNnMsWccvgwvlQoiAgIImebG8YbfIYiRCwlNq0J85O4XKhhF/bu2XVg8f5spoBSRCQCPhwKVd5HeyEXck1FnpR9xULGvoG7Kpsf8CHUrG6veHqHXNkn4Q3vW0Xtu1i9wnauDjTi4g8yyp/EFj9Wtip9LI88iEhEVG18dwEIr6w21qwm2RRRkyxKwL6GoRegiDgluGboMjKai7Nkz772c/ixRdfxBe/+EUoiv14cAYCEXlFJ9obSjH7b4KR9U4YSLQc1aFX3mgeGtVrX9cO3bTwLxNJTBSWfnLQqXQBumVhJFZ/dk9QFj3X3tAnCm4VWj2CsPiRA6Zl4fnZDE5nCjieyi93mcuW0w1EZAkRWXZDUaASeuV0A5rpnd8LeZtlWSjkNQRD9gkmgaAPxYKOUlGDKAqQ5NX9CP51b9qO/iFvdZUgWk2s9CIiz6rX3tA5G4wzvYjIi7Jq1g2avKAv0IuUmm4YepHtxIkTePDBB7Fz5068733vAwBs3boVX/ziFzkDgYg8wehA6CX6FIjBIIwMQy9aH/J6JZBoVSlVPc8rpenY3Mb9X8wU8Odj5zBeUHFTfwzv2TW0pHX+eCqFsCzhinnzvBwhSVpypdeZTAGbQ34oTQKqxcpoBqI+uWklliQIMBZ5IurlfAk53YAA4DuXZrGnJ9TVaq+spiPskxDxSSgZJjTThE8Ua9oaplQd/QGeHEat6ZoJQzerQi/ZnulV1KH4pa5XNhJtNAy9iMiz6rY3LP+XmRcReVFGyyGieOeMur5AHKfTZxu2NyTblVdeiVdffbXuNs5AIKJus0wTZiEPMbz8vy9STw/0bLYDqyLqvrxuQBEFqKaFgt68Iiej1QYZrTw/m8HfnZ6AXxQR80lLnu+ULGl4JZnDrcO9kMX6wVRQFmsCvMXc939/5QJu39aPn93Uudd6aU1v2toQAHoUGSXDRLKkIe73tXW/J9J2ddfbhvvwnfFZnMoUGla/rYacbiBSDr0AIKcZiPvt0Cso2dV3SYZe1KZCXgVgV3g5/6bmCigWNCh+fvxOtNrY3pCIPMtpYVhT6SWy0ouIvCurZhH1Le9M/E5y2iyy0ouIaO0y83nAspZd6QUAcqwHZibdgVURdV9eN5AoBxKt2xva20WhvdDrh5eTGAj58bFrt2N7JIjkvJaIyZKGr5+bgtHifemPp1IAgDcOLJzn5QhKEgot1l/PuWwRAHC5oC76ts1kNB0xX/MP6Z2w6mSm0Pb9nkjlsSmo4G2bexH1Sfju+Oyy1rlcWc1AWJYQKc+Cc1ocpjQd2yMB+/+c60VtKuTtY8TC9oY6Qy+iLmDoRUSe5QRb1WXgTgBmcqYXEXmQXenlndDrLZvfhPft/fcI+eq30yEiIu8zcjkAgBRa/t8XKcZKL1o/8oaBRLnKqNiy0stASBYR88ltBRlTRRV7+iKI+GT0KPZtrKqA64W5LH4wkcREk8BJN008PZXGVfEweptUQwVlqaZS7Wym0NZJnudzdug11WboNVfSoLYxOyyjGogqzT+kHwoqiCoyTqbbm82lGibOZou4IhaCTxTxlk29OJku4Fy2/dCskyzLqqr0sn/WrGagaBgoGSa2RezXzslS+/PfaGMrOqFX2A7i/UEZaklHIa9B8TevnCSizmPoRUSe5c70qjpSOf9npRcReY1u6ijoBUR93mlvOBBK4K1b3tTtZRAR0TIYabsyS4otf2akHIvBzHKmF60Ped1E1CfDJwrIt5zppdcEWM3v10DBMDEU9gOwW/lppoVCVWA0Vw5DZoqNA6cX57LI6QbeNNi4yguw2xsWdAOWZeFUOo8/f+UCnplp/Tw9X670miyqNYFcPQXdwOdePIunLjWvrioZJkqmiViL9oaiIOCqRBQn0/mW3xsAzmQLMCwLV/TYFWJvHOhBUBLxg4lkw9tYltXWfS+FalrQTAthWUbYbW+ou/tGwu9DRF56W0vaeOpVegFAci4PpUWITESdx9CLiDzLLL+nEFnpRURrQFazz8T3UqUXERGtfXoqCQCQe+LLvi+ppwdmsbjs+yHqNsO0UDJMhGSx3B6weQVTVjMQkaW2Qq/pcpA1FLZb3MXLH1gnq27nhF6zTSqB/nUyhYTf13JuVUiSYMIOYp6ftSsxx+aaV2TqpoVL+RL8koiiYSKjNQ/9XpzLQjUtHE/lml7PmX0WbdHeEABG+6PIaAYmmwR/jhOpPGRBwM5yBZVfEnFdXxSvJHMNq8++Mz6Hz714bkHw9Woy1zLkbCVXfrwivtr2hs6+0aPIiPvlmt95I//P8Yv4SbmNJW1chYJ9LKie6QUA2XSJ7Q2JuoChFxF5VqXSq07oxcyLiDwmq9ofInip0ouIiNY+J/SSOhB6ybHYsu+DyAucGV4hWXIrpZrJ6gaiPhk9ig/pea0K55su2h9eVyq97A+vU1VzvWZbhF6zRQ3nskW8caCn5iTOeoKy/dFcVtPxUjnsei2db9qK8HKhBN2ycH2f/bpzqkXw9Gy5cuxyQXWDrXrS5ZCnVXtDALgqYVefnky3blF4Ip3HzmgAilT5GPL6vgg008LLyfpB3NhcFpNFtSZ4ymg6/t8Tl/DN89Mtv2czWd2+z7AsQZFEKKKArFYbevUovprfeT153cDxVB7/0qRijTaGYl6FJAnwKXaIGghWnkNsb0i0+hh6EZFnOdVcNZVeohN6MfUiIm/JaPaHFBGFoRcREXWOkUoBkgQpsvy/L1KseZs1orXCqfSxQ6/WlV4ZTUfEZ1d66eV5To1MFVWIAtAfrLQ3BOAGIpZlYa5k/3+mWD8UOZ62g5zR3tYdAILlSqOX5nLI6QZuGeiBZlpN52U5rQ1v6reD7Mkmc72SJQ2nMwWMxu21NLtfp2Is1kal10DIjz6/z70/zTTx+JnJBXO60qqOyYKKK2K1j8XOaBAxn4QXZhe2cizoBsbzJQDAhVylOtX5uV+YzS4IBbUm+0BeN/C1MxNuhV51pZf9r+yGXkL5548rdqVXs4DUmac2XlAx22BfoI2hkNcQCCnuTHqn0gsAlAArvYhWG0MvIvIs58Vl9YlxTgBmsdSLiDymUunF9oZERNQ5ejIJORaDIC7/7bvcw9CL1oe8bgccIVlESGpe6VUyTGimhWg59AIqFU31TBc19Pl9kMonXEZ8EiQBSJWDroxmQLcsCGhc6XUilUevX0bC76u7vVqwXP3046kUFFHA/q0J+CURYw0qoADgfK6IqE/CtnAAflFsWun1fDlU+sVt/QhKIl5rEnqly1VgrWZ6OUZiQZzK2PO6njg7hR9NpfCPF2vnhp0ot1S8sqe2zaMoCLiuL4pXU3kU5/3+zmQKcN7xO0EXAJwr/79kmm5VHAA8dWkG/+Ufn8elclBWTTNNPHTiEp6eSuO5csVbtvz9wuXAMSxLyOn2TK+IT4IkCnVnuc1X3drxpWTzlpS0vhXzmjvPCwD8garQi+0NiVYdQy8i8iwn16qu9HL+y8yLiLyGlV5ERLQS9FSyI60NAUBie0NaJwrzKr2cEKyebDnIifhk9JQrmFJNWvzNFFX0BxT3a1EQEFMq852caqEtYT9Sqg7drP3eerlK68pY2K36aCZUDl5mSxquiocRkCXs7QnhlWSuYYeT89kitoYDEAQBA0Ff00qvZ2cy2B4OoD+gYCQWwslUoWH1UkbV4RMF+KX2Pi4ciYZQMkz877OT+Ml0GnFFxsl03n3MAeCZmQx6/TKGgsqC21/XF4FhWQsCvlOZAmRBwOaQH+erKr3OZgvYFg6gz+/DT6fTAOxKtu9emkNBt8OtXNV8M9Oy8JXTEziTLcIviThbrkJzrhN2K70kt9LLCUbrzXKbb6qgQhYEbAoqLeew0fpWmBd61bQ3VNjekGi1MfQiIs+qO9OL7Q2JyKOyag6iICIoB7q9FCIiWkf0VKpjFVpSlKEXrQ817Q0lEQWjcaVXtqqVXaxOq8JLuaIbApmWhemihv55FVrV852c6q4rYiFYAGZLtaHIuWwBqmlhz7zKpkacmV4AcH2fPSdrNB5BTjdqqpyqf/aZkoZtYfs152BAaVjpdTlfwuWCihvK87dGYiGkNN2dWzZfWtMR9clthXUAsDsWBAA8PZXGFbEQ3n/lZpgAXiwHQDNFFacyBdzcX3+22bZwAHFFdqvRHKczBWyPBLArGsSlfAmGaUE3LVzMlbAjEsDr+6M4lSlgtqTh2xdnAAC/8bpdyGoGHjk5DsO0MFlQ8fjZSTw/m8X+rQlc3xfB2WwRpmUhqxvwSyJ85QraSuiluTPc4s4stwbVfIDdCnMg4MM1vRGcyxabVhDS+ma3N6wcN3yK5H5+xUovotXH0IuIPMuqN9OL7Q2JyKOyWhYRXxiiwJdXRETUOUYqCblDlV6izwcx0N4H8UReNn+ml2ZaCyquHBk39JIR8UkQhUro9Woqhy+MnXdb/qVUHbplYWBeVVJckd3bzJXDr5GY/Vya3+LweCoPUahsbyUo2VUgiii4LQD39IQgCsDLdVocOjOutkXs0GsgqCCjGXVbPD47k4EIu6IKAK4oh1SNWhxmNKPt1oaA/ZhuCfkRV2Qc3L0Jw0EFgwEFz5fbCP5kOg0BwOv76wfugiDg+r4oXkvn3eorZ57XrmgQW8MBaKaFiaKK8XwJumVheySA1ydiEAB849wUnp3J4GeG4rhpuBfv3jmIU5kC/u/nTuFPXzyLp6fSePNgHLdu6sXOSBBFw8RkQUVW0xGRKz9nRJaR02srvXr8rSu9JosqBoIKrumNwALwMlscbliFvIpg1RwvQRDcuV6Kn5VeRKuNn8oQkWc51VzVnx9X2hsy9CIib8moOUQ4z4uIiDrI0nUYmQykDs7ikmLRjt0XUbfkdROSIEARBbdSqtHspaxuhxZRn2S3KvRVAqznZ+2Q4qU5O1yaLldMzZ/F1aPISGk6TMvCbElD1Ce57fpm5lVZnUjlsCMSbLtFoE+0f46r4xG38igoS9gdDWIsmYUx74TP89kiBABbqyq9ACyo9tJMEz+dTmNPPIxIua1jIqCg1y83Cb3sSq/F+OUrN+PDV29D2CfZIVYiijPZIuZKGv5tOo29PWE3SKrn+kQUpgX862QSQGWe1+5YyK1mO58t4ly5NeH2SBBxvw8jsRDGkjkEZQlvG+4FYIdrv7Alge3hIN61YwC/d/1O3LFjAIIgYEfEDvzOZgvI6Ybb2hCw2xxaAFTTctcaliVIguDuK/NppolkScdAQMFQUEHC78PYXOM5bLR+6ZoBXTNrKr0AwF9ucehnpRfRqmPoRUSe5ZyoV1Pp5bY37MaKiIgay2pZRDnPi4iIOkhP2zNr5Hi8Y/fpGxjo2H0RrYTvX55rOqMKsCu9QrIIQRAQKldK5etUOgF2e0MBldlZPeWqLd208Eq5kuqVZA5WubUhgJqZXs5tTMu+r7mSjl6/D2FZgl8Uayq90qqO8YLadmtDwK4I+U97t+Cd2/trLr+uL4rpoob/+7nT+N9nJ/GjS7P40WQSL81lMRhU3FDNqUqb/5j9dDqNnG7grZt6ay6/IhbCqUwBRp0TSdOq7raAbFdMkWuCshvKVWVfOT2BjGbg5oHmbVU3h/y4ri+C747P4nK+5M7z2hb2o9cvIyRLuJAr4my2iLgiu+u7uVw9dtvmPgSqqrZ+bnMffmXPZrxpMI54VXjZ65cR9Uk4mykipxm1lV5VAZgTeomCgB5FRlKt395wqqjBgv34C4KAa3ojOJnJ1624o/Utky4BACJRf83llUovhl5Eq42hFxF5ljvTq057Q5OpFxF5TEbNstKLiIg6ykglAaBj7Q0BYOC9Bzt2X0SdltV0fOP8NH44Mdf0enboZQcVbqWX3qi9oY5QuWoHqIReJ9N5FA0T1/ZGkNZ0XMqXMF1UoYgCovNa/LnznVQdcyUNfYoPgiCgL+DDTFXo5VRQXdmzuNeE2yNBtxrLcXN/DL9y5TBGYkH8ZCqN//nsGTx+dgqXCypG45X77/X7IAtCTaWXYVn43vgctkcC2BmpnTc7EguhZJh44uwULudL7uUlw4RqWouu9JovEVCwJeTHqUwBUZ+EvW08FndsH0BAkvCV0xM4mc5jeyQAWbRDzW1hP85nizifLWJ71c9yXV8EH9y7BbcMtlcJ61R7nc0WkNVqK72qA7Ceqp8/rsgN2xtOlUNGp9Luur4ITAv4H69ccKvSaGNIzdm/756+YM3lbG9I1D2MmonIs5xgy6nuqv4/2xsSkddktRwirPQiIqIO0lMpAIDcwfaGYjDY+kpEXTJRDhLOZYtNr1cbetn/FozGlV7Rmkoeuw3di3NZ+EURt2/vx0tzWbySzGG6qGEgYFfuVHOqf2ZKKlKqjt6A/WF2wu/D5UIlODqeyiHqkzA8bybYUgiCgKviEVwVj6BoGBDDfhTTRQRl0W2DCACSIKA/4Kup9HphNoM5VceB7QMLfpbReBjX90Xwk+kUfjyVws5IAP9xzxZktEobyOW6PhHFxXwJr0/EIIlCy+tHfDLu2DGA/3XyMgDg57f0udu2hgN4NTULwA4HHYIgtD03zbEjEsCLc3ZLy4hc+Ui0OnCsbsXYo8g4la4fYE0WVQgA+sv7wpZwAIdGNuEb56fxN6cm8LodrKrdKNzQq3d+6GXvS6z0Ilp9fNYRkWc5sVb1a3Tn9TIrvYjIS3RTR0EvIupj6EVERJ2jlyu9pA5WehF5mRN6TRRUFA0DAal+AJPXTQyUqyiCUvNKr6xmLAg1dMvCC7MZXBUPo0fxYVs4gFeSOeQNw50jVS1eDkLOZouwAPSVv+7z+/ByMgvTsqCZFl5N5nFtX2RB0LRcAUnCQDSIqWL9qqOBgIKL5aoty7Lwz+NzGAwo2BtfWGXlE0W8b2QYWU3Hv01n8M0L0/jOpVm3JeNi2xvW8/pEDBdyRbxpKN72ba7rjeCF3ghemstiV7QSZm2rqu7aHln4u1mMHdFKKFFT6VX+vwAgqlRXevmQ1jIwLAtTBRVpTceecuXaVEFFn98HuSqAvLYvir3xMJ6dzSxrnbS2pOYKUPySW9nlCIUVSLIIn8JKL6LVxtCLiDzLrfSqesPgvHlgoRcReUlWs+dBRBS2NyQios7Rk0lAECDHms/EIVovJspVUxaA89liwzaBdqWXHYA4FV+NZillNR2JQCXscCp5VNPCtb32CUtXxcP41sUZCABel1hYpRWQRCiigDMZu6KjtzwrKhHwwbDstoevpfMomSbe0GKG1UoYCCp4cS6Ll+eyOJMt4nJBxXt3DdW8l54v4pNx63Avpooqvj8x51ZkLbe9IWAHSr80Mryo2wiCgH+/cxBXxELYURVuOSGkTxQwHPQ3unlbhkN+KKIA1bRqWhoGJBGiYFd/SVWPWdwvwwLw5y+fx4WcvW/+9jXbsSnkx2RRdeepVfOJIm4ZjC9rnbS2pGYL6OkNLQi7r3/DVlx/07aOh+BE1BpnehGRZ7kzvcQ6M72YehGRh2RUO/SKsr0hERF1kJFKQYpEIMg8X5U2homCiuGQHwIatzi0LAt5w0CoXAXml0QIAPKGXemVLGl44uwUNNOEZVnIzG9vWA51fKLgVu1cVa6IslBpV1dNEAT0KD63Eq2vHHo5/86UNPxoMoVNQaVupdhKGwoqsAD81Wvj+N7lOeyIBHBDX7St2+7fmoAiivincbuFYKwD7Q2XKihLuGWwpyasC8oSBgL249pOq8RmJEFwK8eqK71EQUBYlmpaGwJ2BR1gVwu+fUsCiijgn8bnYFgWZoqaO8+LNrbUXAE9vQuf94GgD9t29nZhRUTEV85E5FmVSq/KZZzpRURelFXLswF8rPQiIqLO0VNJtjakDcOyLEwUVNyYiMKyrJrQ69mZNP7x4iw+es12WABMq1LhJQoCApLoVno9M5PBv0wmMRj04YZEFLpl1cxvctr37ekJQSm3RhwKKuhVZMypuht0zBdXZEwVVUhC5T4S5dDrhdkMLuVLuKPODK3VcHU8gvft3oQeRcZgUHHnnLUj4pPxC1sSeOLcFHyiAL/kvfPj/8MVw5A79LjuiARxMl1wWxo6Nof86PMr864bwH++dgf6Az6IgoCCYeD7l5N4XX8UhmXVrfSijcUwTGTTRey5ZrDbSyGiKgy9iMiz3EovobrSy/7X4kwvIvKQjGaHXlGGXkRE1EF6KgW5p6fbyyBaFXNFDSXDtKuWLAvPzdqzsgQA3700h5mShldTOWwNO20NK+FMUJbcmV5ns3YLwh9MJLG7PBuqOuCI+iS8caAHN/VX2hAKgoDR3gj+ZSKJRJ1KL6DSFrFH8bnvUWOKDFkQ8JOpNHyigNcl2quu6jRJFHD9Mr73Gwd78JPpNAzT8mQrtsEOhks39ceQ0wz0zwu4/uOeLQuuKwhCzff+2aFe/HAihf99dspeFyu9Nrx0sgjLAnr6Qq2vTESrhqEXEXmWU8xV3d5QcCu9urEiIqL6nEovtjckIqJOMlJJ+Dcv/CCWaD26VA6rhoJ+KKKIH0+lMVlQUTBMTBbttoIvzGbdloKhqmqmoCSiYBgwyxViMZ+M6aKGn06nAdSGXoIg4N07F1Zl3La5D6PxMAJS/SopJ/Ryvj9gn6DZ65cxVdRwQ18UgUVUWHmJJAj4wJ7NKJVbRK5nvX4f7qzz+29HTJHx+v4onp6y96uBBgEpbRypOfu4Va+9IRF1j/dqlomIypz2hoJQZ6bXvNTr9Hgan3v0Oaha/eHFREQrKaPlIAoignKw9ZWJiIjaYJkm9HQacjze7aUQrYqLGbud4VBQwfby3KXzuSL+dTKJoCTipv4YXk3lkFR1ALWhV6hc6TVZUFE0TPz8lj7EfDJ+OJEEAER9rc/5DsoSRmKNqzXi5dCr1197X04I9saBtV2VGfHJSLByqaVbN/VCgD37bK2GnNQ5qVkn9GKlF5GXMPQiIs9y2xuKdUKveTO9vvPMRTx3cgZjZ+dWb4FERGVZNYeoL+zJdjBERLQ2GdksYBiQ2N6QNoiLmQKiPgkhWULC70NIlvDSXBYvzWVxU38Mr0tEoZkWnilXb1XPrQrIIvK6gbPlOWC7okH8zFAP9PL7xvnzm5aipxxuVVd6AcC1vRHc2BfFlrB/2d+DvC8RUPCWTXFc39edVpbkLam5AhS/jECQzdSIvIShFxF5VqXSq3KZ8//q0Mu0LLxwcgYA8Hz5XyKi1ZTRsoiwtSEREXWQkUoCAOSeeFfXQbRaLmWKGArawZEgCNgeCeB4Kg/TsmdO7YwGEZElvJzMAaid6RWSJBQMA2ezBURkCX1+H94w0ANFFCCitipsqQYDCmRBwJZwbRuzmwZ68H+NbOLJTxvIL24bwDu3D3R7GeQBqbk8enqDfP4TeQxDLyLyLHemV3V7w3LVV3Wh19nLGaRyKvyKhOdem4ZlceAXEa2urJpDxBfu9jKIiGgd0Rl60QZiWhbGswUMBSvt9XaUWxxeGQuhP6BAFARc2xeB826vutIrKIso6CbOZgrYEbU/gA7KEn5mKI7hkL/mPeVSxRQZd79uN65o0gKRiDaW1FwRPX1scU/kNQy9iMiz3PaGLWZ6PX9yBgKAO35mJ+YyJVyYyq3qOomIMloWUVZ6ERFRB+nJFABAirO9Ia1/cyUNqmnVhF67o3a49OahuHvZtb32662AJEKqep8YlCVYAOZU3Q3LAOAXtiTwkau3dWydisSP0YjIZugmsukienoZehF5Df9aE5FnVWZ6VS5z/l/d3vD5k9PYvTmGn7l2k/s1EdFqYqUXERF1Giu9aCOZKKgA4LY3BIBtkQA+ccMuXBWvvMZyWhzOb1cYqgqjdkQqH0ALgsC2Y0S0ItLJAiwLiDP0IvIchl5E5FlONVezSq9UtoTT4xlcf0U/4hE/dmyK4rnXONeLiFaPZuooGkVWehERUUcZqSTEYBCiorS+MtEa54Reg8Ha/b1HkWu+FgUBv7A1gZv7YzWXO60OfaKAzSE/iIhWWmquAACIMfQi8pyuhV6nT5/GwYMHsX//fhw8eBBnzpzp1lKIyKOcDobOHC+gfKZe1bbnT9kB1w0jCfffk5dSyBa01VyqJ/E4S7Q6smoWAFjptUHxWEtEK0VPpVjluBcedQAAEqBJREFUBR5nN4rLhRISQQX+NtoHvmGgB2/b3FdzmRN6bQ0HIIms7CJaDB5nl8YJveKc6UXkOV0LvQ4fPoxDhw7hySefxKFDh3DPPfd0aylE5FFWnUovwA7BrHJ7w+dPzqA36se2QbvC4vqRflgW8MIpVnvxOEu0OrKaPUcwwkqvDYnHWiJaKXoyCSke7/Yyuo7H2fXNMC188/w0XpzN4sq+pb+WCpbDsup5XkTUHh5nlyY5V4A/ICMQ9HV7KUQ0j9z6Kp03MzODsbExfOlLXwIAHDhwAPfddx9mZ2fR19fX4ta2f3lpAvmiNyo5ohE/MtlSt5fh4nqa43qa89J6To2nAQDzW7ALgoAzlzP4zjMX8dLpWbxxdMjt075zOIpYyId/euYiiqrR0fWEAj4cuHVtfKjdiePs0xP/hrxaXMllti2SCiCb9cZaAK6nlY22noncFAAg6lsbxwfqnOUea9P/+kPo+cJKL7MtesRbz1vAe2vieprjeppbynq0yUmErr56hVa0NnTiNe2zM2kUtM6+L1iqSL7oqf2y2+uxAPzbdBoXciW8YSCG91+7HenZ3JLuKxHw4ep4GDcmYq2vTESuThxnT7w0gWJRX8llti2yin//L19Io4etDYk8qSuh1/j4OIaGhiBJdvm5JEkYHBzE+Ph42wfUr/3zSUzOeeNDAiJaOYmeAAYHa9+4DPQG8dLpWbx0ehYA8PO37MDAQNTd/tbXbcXXf3Aaxy+kOrqWwd4gDtw60tH7XCmdOM4+cfJJTOVnV3KZROuGLMrYu3U7eoPR1lcuqz5ueYHX1rMWLPdYO/PYV1GanFrpZbZlstsLqMNra+J6muN6mlvqevr2jGzo43MnXtN+++IsZsrzosh7QrKE33jdLtw03Atgea9Hfmeop1PLcnnt+cf1NOe19awFnTjO/uifz7it/jaaN/zsjpb7ndf2S66nOa+tB/Demry2nnq6Enp1wh/+x5uh62a3lwEASCQimJnJdnsZLq6nOa6nOa+tZ9vWXkxNZWouO/KrNyNfPotIkkREgr6a6/wfb9mJn3/d5o6vRZa71hG2K/6/N/82dMMbZ8X2J8KYnlnaWZ8rgetpbiOuxy/5oGdFTGUzra8M+0Xi/GNbN3lpPaIoIJHYGFVz2//gHhi6N46zXvv7D3hvTVxPc1xPc0tbjwApFuv48XkjHWcB4CNXb4Nu8LODerywnoAkwieKmJrKeOr1COCt10cA19OKl9az0Y6z7/mPr4fhmc9ow5hZxfeiwbCv6X7npf0S4Hpa8dp6AO+tyUvraXas7UroNTw8jImJCRiGAUmSYBgGJicnMTw83PZ9REMKzPK8n27rjQWgl7zRahHgelrheprz2nr8PmnBZT5ZQk9k4eUOURDQE/F3fC3iGhqI3JHjrBL2zHE2HoxC83sndOR6muN6aKNY7rFWisYgeOQ4q/RGIeveOh/Oa2vieprjeprz2nrWik68pg3LEkzRG68Devw+qD7v7AdeWw8Rrb5OHGeDIZ9nPjuIxAIoeOgzLSLqjq688kskEhgdHcWxY8cAAMeOHcPo6GjbZbNERNQcj7NERCuPx1oiopXF4ywR0cricZaI1qOundJz5MgR3HXXXXjggQcQi8Vw9OjRbi2FiGhd4nGWiGjl8VhLRLSyeJwlIlpZPM4S0XrTtdBrZGQEjz76aLe+PRHRusfjLBHRyuOxlohoZfE4S0S0snicJaL1xhuNrYmIiIiIiIiIiIiIiIiWgaEXERERERERERERERERrXkMvYiIiIiIiIiIiIiIiGjNY+hFREREREREREREREREax5DLyIiIiIiIiIiIiIiIlrzGHoRERERERERERERERHRmid3ewFLJYpCt5dQg+tpjutpjutpzivr8co6VovXfl6upzmupzmvrQfw3pq8sh6vrGM1eO1n9dp6AO+tietpjutpzivr8co6VovXfl6upzmupzmupzmvrMcr61gtXvt5uZ7muJ7mvLYewHtr8sp6mq1DsCzLWsW1EBEREREREREREREREXUc2xsSERERERERERERERHRmsfQi4iIiIiIiIiIiIiIiNY8hl5ERERERERERERERES05jH0IiIiIiIiIiIiIiIiojWPoRcRERERERERERERERGteQy9iIiIiIiIiIiIiIiIaM1j6EVERERERERERERERERrHkMvIiIiIiIiIiIiIiIiWvM8G3rt27cPx48f7/YyAACpVArXXXcdPv3pT3d7KQu08zit9GOpqir+6I/+CD//8z+Pd7zjHXj3u9+Nf/iHf2h6mwsXLuBv/uZvVmxNXtp/AO/uQ9x/NjY+T9rD50l93H/a44X9B/DmPrQR8HnSHj5PGvPSPuTV/Qfwxj7kxf1no+DzpD18ntTnpf0H8O4+xP1nY+PzpD18ntTH/ac9Xth/AG/uQ0vh2dDLS5544gnceOON+PrXvw5VVRd1W9M0YVnWCq3MG44cOYLLly/j61//Or75zW/iM5/5DO699148/fTTDW9z8eJFzz0ZVhL3oca4/5CDz5PG+DxpjftPc9yHCODzpBU+T5rj/tMc9x8C+Dxphc+T1rgPNcb9hxx8njTG50lr3H+aWy/7kOdDr7/8y7/Ee97zHrz73e/GwYMH8fLLL7vb9u7diwcffBDvec97cNttt+HJJ59ckTV85StfwUc+8hHs2bMHTz31FADgz/7sz/Cxj30MH/rQh3D77bfjox/9KDKZjLvt4x//OD7ykY/gzjvvRDqdXpF1VZuf9K5Win7x4kX8/d//PY4cOQK/3w8A2LNnD37jN34DX/jCFwAAf/7nf4477rgD73rXu/C+970Ppmni3nvvxcmTJ3HnnXfit3/7t1dsfV7YfwDv70PcfzY2Pk/aw+dJfdx/2tOt/Qfw/j60EfB50h4+Txrzwj7k9f0H4N/qjY7Pk/bweVKfF/YfwPv7EPefjY3Pk/bweVIf95/28D1RZ8jdXkAr7373u/Gf/tN/AgD88Ic/xOHDh/G3f/u37vZIJIKvfOUr+OlPf4r//J//M/bv39/R7//KK68glUrhTW96E6ampvCVr3wF73jHOwAAP/3pT/HYY4+hv78fn/zkJ/HAAw/gE5/4BADgJz/5Cb761a+ir6+vo+vxmuPHj2P79u2Ix+M1l99444343Oc+h6997Wt46qmn8MgjjyASiWBubg6iKOKee+7B0aNH8dWvfnVF19ft/QfgPtSM1/efjYLPE2/z+vOE+4/3eX0f2gj4PPE+rz9Pur0Pcf9pzuv7z0bB54m3ef150u39B+A+1IzX95+Ngs8Tb/P684T7j/d5fR9aDM+HXi+++CL+/M//HKlUCoIg4MyZMzXb3/nOdwKwH/zJyUmUSiU3ieyEv/u7v8Odd94JQRDw9re/Hffffz8mJiYAAG9729vQ398PAHjve9+L+++/373drbfeuu6fCABalnR+5zvfwS/90i8hEokAAHp7e1djWa5u7z8A96FmvL7/bBR8nnib158n3H+8z+v70EbA54n3ef150u19iPtPc17ffzYKPk+8zevPk27vPwD3oWa8vv9sFHyeeJvXnyfcf7zP6/vQYng69DJNEx/72Mfw0EMP4ZprrsHExARuvfXWmus4O78kSQAAXdc79oRQVRVPPPEE/H4/Hn/8cQCApmn42te+tuC6lmVBEAT363A43JE1tEuSJJim6X5dKpVW5fvu2bMH586dQzKZrEmBn332Wezdu3dV1tBIt/cfYO3sQ9x/Ni4+T9rH58lC3H/a1639B/D2PrQR8HnSPj5P6uv2PrRW9h+Af6s3Mj5P2sfnyULd3n+AtbMPcf/ZuPg8aR+fJwtx/2kf3xN1hudneum6juHhYQDAX//1X6/q9/6Hf/gH7N69G//8z/+Mp556Ck899RT+8i//0i3V++53v4vZ2VkAwNe+9jXccsstq7q+atu3b8cLL7wAAPiXf/kXTE9Pr8r33bp1K97xjnfgyJEj7pPw+PHjePDBB/Fbv/Vb+Lmf+zk88sgjyGazAIC5uTkAdsmqc9lK6ub+A6ydfYj7z8bG50l7+Dypj/tPe7q1/wDe34c2Aj5P2sPnSWN8T9Qe/q3e2Pg8aQ+fJ/Xxb3V7uP9sbHyetIfPk/q4/7SH74k6w7OVXrquIxgM4rd/+7fx3ve+F8PDwwsS4JX21a9+FXfccUfNZa973etgmiaefvppvPnNb8bv//7v4/z589i1axfuuuuuVV0fUEm9P/axj+Guu+7Co48+ite//vXYvHnzqq3hyJEj+JM/+RO8853vhM/ng9/vxx/8wR/gjW98IyzLwsTEBA4ePAhJkhAOh/Hwww9j79692LVrFw4cOIDdu3fj85//fEfX5IX9B/D+PsT9Z2Pj86Q9fJ7Ux/2nPV7YfwBv7kMbAZ8n7eHzpDEv7ENe338Ab+xDXtx/Ngo+T9rD50l9Xth/AO/vQ9x/NjY+T9rD50l93H/a44X9B/DmPrQUgtWqWWMXTE5O4hd/8Rfxgx/8AIFAoNvLqevP/uzPkM/n3YF23bAWHqduWCuPS7f3obXyONHKWCu/fz5PvGmtPC7cf6ib1srvn88T71oLj0239x9gbTxOtHLWwu+fzxPvWiuPS7f3obXyONHKWCu/fz5PvGmtPC7cf9Yfz1V6ffnLX8Zf//Vf4xOf+AR/yU3wcaqPj0t7+DhtbPz9t4ePU318XNrDx2lj4++/PXycGuNj0x4+Thsbf//t4eNUHx+X9vBx2tj4+28PH6f6+Li0h4/TyvBkpRcRERERERERERERERHRYojdXgARERERERERERERERHRcnW9veHc3Bx+7/d+D+fOnYOiKNixYwfuvfde9PX14fTp07jrrruQTCYRj8dx9OhR7Ny5EwDwkY98BBcuXIAoigiFQvjDP/xDjI6OttxG68tK7D+OL3zhC/izP/szPPHEE9izZ08XfjqizuBxlpaDx1mi1nicpeXisZaoNR5raTl4nCVqjcdZWg4eZ8lTrC6bm5uz/vVf/9X9+o/+6I+sT37yk5ZlWdYv//IvW4899phlWZb12GOPWb/8y7/sXi+dTrv///a3v229+93vbmsbrS8rsf9YlmW9+OKL1gc/+EHrbW97m/Xqq6+u5I9AtOJ4nKXl4HGWqDUeZ2m5eKwlao3HWloOHmeJWuNxlpaDx1nykq63N4zH47jlllvcr2+88UZcunQJMzMzGBsbw4EDBwAABw4cwNjYGGZnZwEA0WjUvU02m4UgCO7XzbbR+rIS+4+qqrj33ntx+PBh7ju0LvA4S8vB4yxRazzO0nLxWEvUGo+1tBw8zhK1xuMsLQePs+QlXW9vWM00TTzyyCPYt28fxsfHMTQ0BEmSAACSJGFwcBDj4+Po6+sDAPzBH/wBfvCDH8CyLPzP//k/a+6r2TZanzq1/3zuc5/Du971Lmzbtq0rPwfRSuJxlpaDx1mi1nicpeXisZaoNR5raTl4nCVqjcdZWg4eZ6nbul7pVe2+++5DKBTC+9///rau/+lPfxrf/e538Tu/8zv4zGc+0/Y2Wp86sf8888wzeOGFF3Do0KGVXCpR1/A4S8vB4yxRazzO0nLxWEvUGo+1tBw8zhK1xuMsLQePs9Rtngm9jh49irNnz+JP//RPIYoihoeHMTExAcMwAACGYWBychLDw8MLbvvud78bP/rRjzA3N7eobbR+dGr/efrpp3Hq1Cncdttt2LdvHy5fvowPfvCD+P73v7/aPxJRx/E4S8vB4yxRazzO0nLxWEvUGo+1tBw8zhK1xuMsLQePs+QFngi9PvvZz+LFF1/EF7/4RSiKAgBIJBIYHR3FsWPHAADHjh3D6Ogo+vr6kMvlMD4+7t7+qaeeQk9PD+LxeNNttD51cv/59V//dXz/+9/HU089haeeegqbNm3CX/zFX+Atb3lLV342ok7hcZaWg8dZotZ4nKXl4rGWqDUea2k5eJwlao3HWVoOHmfJKwTLsqxuLuDEiRM4cOAAdu7ciUAgAADYunUrvvjFL+LkyZO46667kE6nEYvFcPToUezevRvT09P4yEc+gkKhAFEU0dPTg0984hO45pprmm6j9afT+898+/btw4MPPog9e/as9o9G1DE8ztJy8DhL1BqPs7RcPNYStcZjLS0Hj7NErfE4S8vB4yx5SddDLyIiIiIiIiIiIiIiIqLl8kR7QyIiIiIiIiIiIiIiIqLlYOhFREREREREREREREREax5DLyIiIiIiIiIiIiIiIlrzGHoRERERERERERERERHRmsfQi4iIiIiIiIiIiIiIiNY8hl5ERERERERERERERES05jH0IiIiIiIiIiIiIiIiojWPoRcRERERERERERERERGtef9/2AVJBypeRHsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.63 s, sys: 74.3 ms, total: 3.7 s\n",
      "Wall time: 3.64 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "############################ Describe each cluster by amount and number of transactions #######################################\n",
    "merchant_describe = []\n",
    "title_describe = []\n",
    "for cluster in range(n_clusters):\n",
    "    merchants_cluster = d[cluster]\n",
    "    #     merchant_describe.append( sum_merchant.loc[merchants_cluster].to_frame('Total number of transactions description').describe() )\n",
    "    merchant_describe.append(sum_merchant.loc[merchants_cluster].to_frame('________Total amount description_______').describe().applymap(lambda x: f\"{x:.0f}\"))\n",
    "    title_describe.append('cluster ' + str(cluster))\n",
    "\n",
    "display_side_by_side(merchant_describe, title_describe)\n",
    "\n",
    "merchant_describe = []\n",
    "title_describe = []\n",
    "for cluster in range(n_clusters):\n",
    "    merchants_cluster = d[cluster]\n",
    "    merchant_describe.append(count_merchant.loc[merchants_cluster].to_frame('______Total number of transactions______').describe().applymap(lambda x: f\"{x:.0f}\"))\n",
    "    title_describe.append('cluster ' + str(cluster))\n",
    "\n",
    "display_side_by_side(merchant_describe, title_describe)\n",
    "\n",
    "#######################################################################################################################################################\n",
    "\n",
    "#######################################################################################################################################################\n",
    "\n",
    "merchant_describe = []\n",
    "title_describe = []\n",
    "for cluster in range(n_clusters):\n",
    "    merchants_cluster = d[cluster]\n",
    "    merchant_describe.append(time_interval.loc[merchants_cluster].to_frame('______ Transactions time interval________').describe(datetime_is_numeric=True))\n",
    "    title_describe.append('cluster ' + str(cluster))\n",
    "\n",
    "display_side_by_side(merchant_describe, title_describe)\n",
    "\n",
    "merchant_describe = []\n",
    "title_describe = []\n",
    "for cluster in range(n_clusters):\n",
    "    merchants_cluster = d[cluster]\n",
    "    merchant_describe.append(time_start.loc[merchants_cluster].to_frame('_________Date first transaction_________').describe(datetime_is_numeric=True))\n",
    "    title_describe.append('cluster ' + str(cluster))\n",
    "\n",
    "display_side_by_side(merchant_describe, title_describe)\n",
    "\n",
    "merchant_describe = []\n",
    "title_describe = []\n",
    "for cluster in range(n_clusters):\n",
    "    merchants_cluster = d[cluster]\n",
    "    merchant_describe.append(time_end.loc[merchants_cluster].to_frame('_________Date last transaction_________').describe(datetime_is_numeric=True))\n",
    "    title_describe.append('cluster ' + str(cluster))\n",
    "\n",
    "display_side_by_side(merchant_describe, title_describe)\n",
    "#######################################################################################################################################################\n",
    "\n",
    "\n",
    "################# Plots various samples (number_of_lines) picked randomly among the alpha% closest to each centroid ###################\n",
    "\n",
    "number_of_lines = 3  # lines refer to the number of lines on the plosts below. each line contains samples for each cluster\n",
    "select_samples_random = (np.random.uniform(0, 1, number_of_lines)).tolist()\n",
    "\n",
    "alpha = 5\n",
    "\n",
    "# creates a dictionary of clusters with number_of_lines samples randomly picked among the alpha% closest samples to the centroid\n",
    "d_distance = {}\n",
    "selection_index_list = []\n",
    "for cluster in range(n_clusters):\n",
    "    d_centroids = kmeans.transform(data_kmeans)[:, cluster]\n",
    "    selection_index_list.append([int(line * len(d[cluster]) * alpha / 100) for line in select_samples_random])  # number_of_lines samples randomly picked around each centroid\n",
    "    index_ordered_from_d_centroid = np.argsort(d_centroids)[::][selection_index_list[cluster]].tolist()\n",
    "    merchant_list_dist_cluster = np.array(keys_list)[index_ordered_from_d_centroid].tolist()\n",
    "    d_distance[cluster] = merchant_list_dist_cluster\n",
    "\n",
    "colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k', 'cyan', 'lime', 'coral', 'yellow']\n",
    "\n",
    "for line in range(number_of_lines):\n",
    "\n",
    "    fig, axs = plt.subplots(1, n_clusters, figsize=(30, 5))\n",
    "\n",
    "    for cluster in range(n_clusters):\n",
    "        merchants_cluster = d_distance[cluster]\n",
    "        index_ordered_from_d_centroid = selection_index_list[cluster][line]  # random index of a single sample among the alpha% closest samples from the centroid of each cluster\n",
    "        merchant = merchants_cluster[line]\n",
    "        dict_merchants[merchant].plot(ax=axs[cluster], color=colors[cluster % len(colors)], use_index=True, y='amount', label='amount ($)') \\\n",
    "            .set_title('cluster ' + str(cluster) + ', cluster size ' + str(len(d[cluster])) + \\\n",
    "                       ' \\n distance to centroid ' + str(cluster) + ' rank ' + str(index_ordered_from_d_centroid) + '\\n merchant ' + merchant)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 592 ms, sys: 668 µs, total: 593 ms\n",
      "Wall time: 592 ms\n"
     ]
    },
    {
     "data": {
      "image/png": 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du3bF8uXLjTKQmzdvxogRI5CcnAzA/zVb8oylCE0oJSUFJSUlsNlsXidKvfRGbW2tUQLQ9Zc8KSkJDz30EABg27ZtmDp1KgYPHuyxnEpKSgqmT5+OGTNmNPl83oIdZ599Ng4cOIDKykpjLLt370Z2draXV2p3yimn4Pjx4zhx4oRRk7Qp7du3d7ti/vDhw8Zk0KlTJ8yZMwdz5szBjz/+iD/+8Y/o168fhg8f3mg/KSkpyMnJMd4fT3wFd8aPH4/x48ejsrIS8+bNw5IlS/DII480ut+iRYvQsWNHo16u/vw9e/Y0aqr68v333+PPf/6zUft6ypQpWLp0KSoqKvDbb78ZJQQA+/t5+eWX46OPPsK1116L3bt346KLLsKZZ54JwJ7mmpSUhB07duCyyy4DACxduhSbN2/Gv//9b7dykkTRIhzn3dbgvOtbly5d8Oijjxrf//Of/zQyYT1RVdVjbW+iaBWu82p9fT1uu+02JCcne+yX0BTOq/559dVXsXLlSqxdu9btYoFPP/0UO3fuxAUXXAAAOHnyJBRFwQ8//ICnn37a4+tqWNalOduJIkW4zrUN+Xscxbm2dc4880zExMQ0OV5/1g5cca6laBSO825zj7Nccd5tPpvNhv379xvfDxkyxOjXbbPZcMkll2Dq1KkAmj/vkjtmbJlQ//79kZSUhEcffRTV1dWoq6vzmN6dmJiI5ORkFBYWQlVVvPrqq24Hg++8846Rat65c2dIkmSk93fv3t3tvtdccw1efvllfP311xBCoLq6Gh9++GGjLKymnHnmmUhNTcWyZctQV1eH//73v/j++++Nest608Rff/210WN79OiB0aNH48EHH8Tx48dhtVrxxRdfeHyec889F0VFRVBVFR999JHb/T744APs27cPQgh06tQJiqI0+XonTJiADz74AJs3b4aqqkY2lL8Na3/55Rd8+umnqK+vR2xsLOLi4qAoSqP7vfzyy/jiiy/w6KOPupVW6N+/Pzp16oSVK1eitrYWqqrihx9+wDfffOPx+fr164fCwkKcPHkSVqsV//d//4cePXogMTHRqCe7fv16aJqGw4cP45133sG5555rPHbTpk04cOAAhBDYsmUL9u7di3POOQeAvQREUVERnn/+eXTt2tWv108UacJx3gXsVxfV1dVBCAGbzYa6ujqoqgqA825r5939+/fj6NGjUFUVmzZtwn/+8x/jROLnn3/Gpk2bUFtbC6vVisLCQmzbtg2DBw82Hl9XV4f6+noA9oXyuro6v14nUaQIx3lVv2IzLi4O+fn5jcpicV5t3bz65ptv4rHHHsPq1avRq1cvt22zZs3Chg0bUFBQgIKCAmRmZuKaa67B3//+dwDA1q1bcfDgQQghUFJSgiVLlmDs2LHG4999911UVVVB0zR8/PHHePPNN5GZmenX+0AUzsJxrvV1HMW5tnVzraZpqKurg9VqhRDC7Zi0ffv2uPzyy7Fq1SpUVlbi0KFDeOWVV3DhhRcC8L12wLmWKDznXV/HWZx3Wzfvrlu3DuXl5QCAn376CStXrnQL2BUXF8NqtaKyshL5+flITk42WsD4mnfJOwa2TEhRFKxYsQL79u3DRRddhNGjR+Odd97xeN9Fixbhueeew9ChQ/HTTz8hLS3N2Pbtt9/immuuQVpaGmbMmIEHHnjAOImcOXMm5syZg4yMDLz99tvo168fFi1ahIULF2Lw4MG49NJL8frrrzdr3P/85z+xc+dODB48GEuWLMHSpUuNpn6HDh3CaaedZkTqG3r44YdhsVgwbtw4jBgxAi+88ILH+z3wwAP44IMPkJGRgfXr1+Piiy82tu3btw9Tp05FWloacnNz8Yc//AFDhw4FAEybNg1PP/00MjIy8NxzzyElJQXLly/HM888g+HDh2PMmDF47rnnPDYT9KS+vh6PPvoohg4dipEjR6KiogJ33nlno/u99dZbOHDgAEaNGoW0tDSkpaVhxYoVUBQFTz/9NHbv3o2xY8di2LBhmDt3bpN/lO69917Exsbi0ksvxfDhw7Fp0yYsW7YMgP2qhyeffBL/+te/MHjwYEycOBHnnHMOpk+fDgCYOHEiLr/8ckyZMgWDBg3CQw89hAcffBC9e/cGYP/cDh48iKysLLcxEkWTcJ13//rXv6J///4oKirCihUr0L9/fxQWFgLgvNvaeXfnzp0YP348Bg0ahH/+859YsmSJ28HlU089heHDh2P48OFYs2YNHnvsMZx33nnG9v79+xs/G+PGjfOa7UUUicJxXt2xYwc++OADbNmyBYMHDzbmkG3btgHgvNraefXxxx/HsWPHMGnSJGM/esPuTp06ISkpyfjXrl07tG/f3qhWUFxcjNzcXAwcOBCTJ09Gnz598MADDxj7XrNmDUaPHo2MjAw8/PDDeOihh4z3jSiSheNcC3g/juJc27q59osvvkD//v0xbdo0HDx4EP3798eNN95obJ83bx46dOiAUaNGITc3F9nZ2Zg0aRIA32sHnGuJwnPe9XWcxXm3dfPul19+ifHjx2PgwIGYNm0aRo8ejbvuusvYvmrVKgwbNgxjxozB4cOHjfVcwPe8S95JgnnD1AaWL1+OxMRETJ48OdRDISKKCpx3iYgCi/MqEVHwca4lImpbnHcpXDGwRURERERERERERERERGGBpQiJiIiIiIiIiIiIiIgoLDCwRURERERERERERERERGGBgS0iIiIiIiIiIiIiIiIKCwxsUUDNmTMHjz32WKiH4VFtbS2mT5+O9PR03HHHHQHff2ZmJj755JOA75eISGfmOZaIKBJE6jxrltfVt29f7Nu3L9TDIKIQM8ucREQUqaJ1np0yZQrWrVvX5s+7detWjB49us2fN9oxsEVhw1fg6M0330RaWprxb8CAAejbty927twJAHj33Xdx5MgRbN26FUuXLsXWrVtx7rnnuj3mjTfeMPaXn5+PSy+9FGlpabjssstQUFDQ6tdw8OBBt+dLS0tD37598fzzzxv3+fe//43MzEwMGjQIV111FbZt2+a2j08++QRXXnklBg4ciDFjxuDtt982tu3atQtXXXUVBgwYgKuuugq7du1q9ZiJKDr4E5x/++23MW7cOKSlpeHyyy/H+++/b2xbtWoVsrOzkZaWhszMTKxatcrtsV9++SUmTZqEtLQ0jB8/vtHcprvvvvs8Lnx6m/uaIoTAI488gqFDh2Lo0KF4+OGHIYRwe839+/c35uMbbrjB7bFPP/00LrzwQgwaNAh33nknKisrje319fW47777MGjQIFxwwQVYvXq1z/EQUXRr7Tz72WefYcqUKUhPT0dmZmZAx+ZtjvY1H7aUv6/n888/R9++faNycYaImq+16wbe9O3bFwMHDjQe+8ADDxjbhBB47LHHMGrUKKSnp2PKlCn48ccfje3Hjh3DbbfdhoEDB+Kiiy7C+vXrjW0//fQTrrrqKgwePBiDBw/Gn/70J/z000/G9hMnTuAvf/kLhg8fjuHDh+PJJ5/0+/3wNdfu2rULeXl5SE9Px+jRo/HUU0/5vW8iik6BmGe/++47XHvttUhLS8OIESPwwgsvAADKy8tx1113YeTIkUhPT8fkyZPx9ddfu+2/oqICd999NzIyMjB48GDcfffdfo/d27rpG2+8gauuugqDBg3C6NGj8fDDD8Nmsxnbp0yZgn79+hmvKysry+/npeBgYIuaxfUX2mwmTJiAHTt2GP/mz5+PXr164bzzzgNgDyqdccYZsFgsxmN69Ojh9pgrr7zS2Na+fXs8/fTT2L59O/Lz87F48WJ8+eWXrRrjqaee6vZ8b775JmRZxqWXXgoA+Prrr/Hoo49i6dKl2L59OyZNmoSZM2dCVVUA9gPeu+++G3/+85+xbds2FBQU4PzzzwdgX2S99dZbMWHCBHzxxReYOHEibr31VtTX17dqzETUdsw8x5aWluLee+/FnDlz8OWXX+Lee+/F3XffjfLycgD2k/n8/Hx88cUXWLVqFdauXYu33noLgP1EfsaMGbjxxhuxbds23HTTTZgxYwaOHz/u9hzbtm3D/v37Gz23t7nPm//85z94//33UVhYiDfffBMffvghXn75Zbf7rFixwpiTXS8yKCgoQGFhIV566SVs3rwZtbW1WLRokbH9ySefxL59+/DBBx9gzZo1WLVqFT766CP/31AiColwnmc7dOiAq6++Gvfee29An9fXHO1rPmwpf16P1WrF4sWLMWDAgFY/HxG1HTPPtb7WDXwpLCw0Hrt48WLj9nfeeQevvfYa/u///g+ff/45Bg4c6Da/LVy4EDExMdiyZQseeeQRLFiwwAh89ejRA0uXLsXnn3+Ozz77DJmZmbjzzjuNx/79739HTU0NNm7ciHXr1qGwsBCvvfaaX+P1NdfefffdGDx4MD7//HO8+OKLePnll/G///3Pr30TUeiE8zxbUVGBm266Cbm5udi6dSvee+89jBw5EgBQXV2Nfv364fXXX8fnn3+OK6+8EtOmTUNVVZWx/5kzZ6J79+744IMP8Mknn+DGG2/0a1y+1k1rampw//3347PPPsO6devw2Wefua0RAMC8efOM17Vhw4ZAvF3UCgxsRai+ffti7dq1RsbR448/jv379yM3NxeDBg3CrFmz3AIeH3zwAXJycpCRkYHJkydj9+7dxrbMzEysXLkS48ePx8CBA2Gz2bBt2zZMnjwZGRkZGDNmDF5//XXj/idOnMC0adOQlpaGa665xm2R8qGHHsKYMWM8ZiM9+eSTmDVrFu69916kpaXhiiuuwLfffgsAuOeee3Dw4EFMnz4daWlpePbZZ32+B2+88QYmTpwISZKwdOlSLF++HO+88w7S0tL8Sku944470Lt3b8iyjAEDBiA9PR1fffWVsb2goAAXXXQRhg4diqefftrtsaqqYsWKFbj44ouRlpaGq666CiUlJY2eo7CwEBkZGejZsycA4LfffsPZZ5+N888/H5IkYeLEiTh69KixoPH0008jNzcXY8aMgcViQdeuXfG73/0OgP1qVpvNhuuvvx6xsbH44x//CCEEPvvsM5+vlYiaJxrn2EOHDiE+Ph5jxoyBJEm48MIL0b59e+P5b775Zpx33nmwWCw466yzMHbsWONigB07dqB79+4YN24cFEVBTk4OEhMT8d577xn7t9lseOihh/DXv/610XN7m/sANPl+FRQU4IYbbsApp5yC5ORkTJ061S0z15sPPvgAkyZNQkpKCjp27Iibb74Zb7/9Nmpqaox933rrrejcuTN69+6Na665xu99E5FvnGcbz7P9+/fHxIkT0atXL4/v2c8//4ypU6diyJAhyMrKapTZevToUUydOhVpaWm47rrr8NtvvwHwPUf7mg+PHTuG++67DyNHjsTgwYNx6623Gs+5atUqjBw5EiNHjsSrr77qNh5frwcAVq9ejQsuuABnnXVWk/chopaLxrm2Idd1A8DewuAf//gHLrroIqSnp+MPf/gDamtrfe7n119/RXp6Onr16gVFUTBhwgQj66q6uhrvvfceZs2ahY4dOyIjIwOZmZkoLCwEACQkJKBnz56QJAlCCCiK4vZ+bNy4ETfddBPat2+Pnj17YtKkSW6BLW/zv6+59rfffsP48eOhKAp+97vfYdCgQW7ZYkTUOpxnG8+z//rXvzBy5EhMmDABsbGx6NSpE3r37g0A6NWrF6ZOnYoePXpAURTk5ubCarViz549AICPP/4Yhw4dwr333ov4+HjExMTg97//vdvz7d+/H5MmTUJ6ejpmzJiBY8eOAfC9bpqXl4eMjAzExsYiOTkZ48ePb3aCw4oVKzB06FBkZmbizTffNG7/8MMPMXHiRAwaNAhjxoxpVuYteSEoIvXp00fccsst4uTJk+KHH34Q5513nvjjH/8o9u/fL06cOCHGjRsnXn/9dSGEEDt37hTDhg0TX331lbDZbOL1118XF110kairqxNCCHHRRReJCRMmiIMHD4qamhrx22+/iYEDB4r169eL+vp6UVFRIYqLi4UQQvzlL38RgwcPFl9//bWwWq3irrvuEn/+85+NcRUUFIiKigphtVrFc889J0aMGCFqa2uFEEIsXbpUnH/++eLDDz8UNptNLFmyRFxzzTXGYy+66CKxZcsWv17/r7/+Ks4991yxf/9+47alS5eKu+++2/j+s88+E+edd54YPny4uOiii8TixYtFVVWVx/3V1NSICy64QGzatEkIIcSPP/4oBg4cKD7//HNRV1cn/va3v4nU1FRjfM8++6zIzs4WP//8s9A0TezatUtUVFQ02u/YsWPFa6+9Znx/8uRJceWVVxqfxZo1a0ROTo7QNE0IIURmZqZ47LHHRHZ2trjgggvE3XffLY4ePSqEEGL16tXixhtvdNv/tGnTxHPPPefXe0ZE/ovGOdZms4lrr71WvP/++8Jms4n//ve/YtSoUR7nTU3TRE5Ojvi///s/IYQQ//vf/8S4cePc7nPJJZeIxYsXG98/++yzYtGiRcb7u3fvXmObt7nP2/s1aNAg8dVXXxn7+eabb8TAgQPdXvPw4cPF0KFDxdSpU8WuXbuMbTNnzhQrV640vt+2bZvo06eP2LVrlzh27Jjo06ePOHz4sLH9nXfeEdnZ2U2+f0TUPJxnm55nt2zZIi666CK326qqqsTo0aPFq6++KqxWq9i5c6cYMmSI+OGHH4zX5XrsumjRIjF58mQhhO852tt8KIQQN998s5g1a5Y4duyYqK+vF1u3bhVCCLFp0yYxfPhw8f3334uqqipx1113NZrfm3o9QtiP5y+99FJRWVkp/vKXv4h//vOfTb53RNQy0TjXuvK0brBgwQJx3XXXiUOHDgmbzSa2b99uvMY+ffqICy64QIwYMULcdttt4sCBA277mjhxovjll19EfX29yM/PFzNmzBBCCPHdd9+Jfv36uT33qlWrxC233OJ2W3p6ukhNTRV9+/YVy5YtM24fMmSI+Prrr43vly9fLjIyMoQQvud/XVNz7aOPPioeeeQRUV9fL37++WcxatQot+ciotbhPNt4np0yZYpYtGiRyM3NFcOGDRO33HKL+O233zw+vri4WJx//vnixIkTQgghnnzySXHDDTeIu+++WwwZMkRcddVVxrGnEEJcd911YuTIkcbx58yZM4214Oaum86YMUM88sgjbvseOnSoGDJkiMjNzRWfffaZse2zzz4Tqamp4m9/+5uoq6sTW7duFQMGDBA///yzsX337t1CVVWxa9cuMXz4cPHf//7Xr/eQmsaMrQh28803o1OnTjjnnHPQp08fXHDBBejVqxfi4+MxevRoFBcXAwBeeeUV5ObmYsCAAVAUBVdeeSViYmLcspOmTJmClJQUtGvXDuvXr8eIESOQnZ2NmJgYdO3aFampqcZ9L7nkEvTv3x8WiwUTJkxwq1eak5ODrl27wmKx4IYbbkB9fb0RdQeA9PR0jBkzxrha1PXKhOYoKChARkaG1ytAzzrrLBQUFODjjz/GCy+8gO+++w7/+Mc/PN53/vz56Nu3L0aNGgXA3q/rwgsvxODBgxEbG4tZs2ZBlp2/TuvWrcOsWbNw1llnQZIknHvuuejatavbPrdt24by8nK3mqwdO3bEpZdeiry8PPTr1w9PPfUUFi5caFzVUFpaijfffBNLly7Fhg0bUFdXZ5SCqaqqQnx8vNtzdOrUyS1dl4gCJ9rmWP0xs2fPRr9+/XD33Xdj4cKF6NChQ6P7Pvnkk9A0DVdffTUAIC0tDWVlZSgqKoLVasUbb7yB/fv3G1e/lpSU4D//+Q9mzZrl8bm9zX3e3q/q6mp06tTJ2E98fDyqq6uNPluPPPIINm7ciA8++ABDhw7FjTfeiBMnTgAARo8ejVdffRW//vorTp48aVyJVlNTg+rqamN/rvvmfEsUWJxnm55nG/rwww9x2mmn4eqrr4bFYsF5552HrKwstxIprseud955J7766iuUlJT4nKO9zYdlZWX46KOP8OCDD6Jz586IiYnBkCFDANjLcl111VXo06cPOnTogJkzZ/r9XgD2K4n17AYiCp5om2tdNVw30DQNr732Gh544AEkJydDURQMGjQIsbGxAIAXX3wRGzduxDvvvIMePXpg+vTpRjmwpKQkpKen47LLLsOAAQPw7rvv4r777gNgPyZteK7u6dhx27Zt2LZtG/7617+6ZSCMGjUKK1euRGVlJfbt24fXXnvNyJr1Z/735sILL8SGDRswYMAAjBs3DpMmTUL//v1b8G4SUVM4z7qvz5aWlqKgoAD3338/PvzwQ/Ts2RN33XVXo8dWVlbi3nvvxcyZM405tLS0FB9//DGGDh2Kjz/+GDfccANuvfVWVFRUuL02/fhz1qxZePfdd6GqarPWTV977TXs3LnTrQ/37Nmz8f7772Pz5s3Izc3F9OnTG7VSmDVrFmJjYzFkyBCMGTMG77zzDgBg6NCh6Nu3L2RZxrnnnosrrrgCn3/+eQveUXLFwFYE6969u/F1XFxco+/1hbmDBw9i9erVyMjIMP4dOnQIZWVlxv1TUlKMr0tKStxKQHl73nbt2hnPAwDPP/88xo0bh/T0dGRkZODkyZM4evRok4+tq6trUd3YwsJCTJw40et9kpKScPbZZ0OWZfTq1Qv33HOPx4O//Px8/Pjjj3jiiSeMAFNZWRlOOeUU4z4dOnRAly5djO8PHTrk9T0C7Km4l156qdvJ+rp16/Daa6+hqKgIO3fuxCOPPILp06ejtLQUgP1zu+qqq3DmmWeiY8eOuOWWW4yeLh07dmzUyLuqqoqLAURBEm1z7CeffIIlS5ZgzZo12LlzJ/79739j7ty5bgfHgP2Ev6CgACtXrjQWAbp27Yrly5cbJaU2b96MESNGIDk5GQDwt7/9Dbfddlujg0ydt7nP2/vVoUMHt4PUyspKdOjQwZjL09PT0a5dO7Rv3x633HIL4uPjjRIMV199Na644gr88Y9/xBVXXIFhw4YBAE455RRjkdl1zq2srOR8SxRgnGc9z7Oe/Pbbb/jmm2/c3oP169fj8OHDxn1cj107duyIzp07o6yszOcc7W0+PHToEDp37ozOnTs3GlNZWZnb+37aaaf59T4A9rJbVVVVuPzyy/1+DBG1TLTNta4arhscPXoUdXV1TV4gq18ckJCQgAceeAC//vorfv75ZwDAsmXLsHPnTmzatAnffPMNZs6cieuvvx41NTXo0KFDo3P1po4dO3TogD/84Q/4y1/+YrQkmDt3LuLi4pCVlYVbb70VV1xxhTGn+zP/N+XYsWO46aabcNttt+Gbb77Bpk2b8PHHH2Pt2rV+vX9E5B/OsxPdbouLizOCbnFxcbjtttuwY8cOnDx50rhPbW0tpk+fjgEDBuCWW25xe+xpp52Ga665BjExMbjiiiuQkpLiVjLQ9T069dRTYbVacfToUb/XTd9//308+uijePbZZ5GYmGjcPmDAAHTq1AmxsbG48sorMWjQIGzatMnYnpCQ4HZB2qmnnmp8dl9//TWmTJmCYcOGIT09HS+//LLb+00tYwn1ACj0UlJSMH36dMyYMaPJ++iLgPr9v/nmm2Y/z7Zt2/Dss8/iX//6F8455xzIsozBgwcbV84Hyvbt21FWVuaWCeUPvZ61q6VLl2Lz5s3497//7XbVf48ePYwDWMB+xapesxWwn+jv378fffr08fhctbW1ePfdd/HUU0+53b57925cdNFFOPPMMwHYr5BNSkrCjh07cNlll6Fv375Njv/ss8/G888/DyGE8Xl9//33yMvL8+8NIKKgiJQ5dteuXcjIyEC/fv0A2Ov19+/fH5988olxVdirr76KlStXYu3atW4LqAAwZMgQoxeAzWbDJZdcgqlTpwIAPv30U2zfvh2PPPKIcf/c3Fw88MADGD9+vNe5z9v7dc4552D37t3GVae7d+/GOeec0+S+XP8OyLKMO+64A3fccQcAey3v5ORkJCcnQ5ZlJCUlYffu3bjggguMfZ999tlN7puIgiea5tmmpKSkYPDgwVi9enWT9zl06JDxdVVVFY4fP44ePXoA8D5He5sPFUXB8ePHceLECSQkJLg9X48ePdx6zB48eNDftwKffvopdu7cacyxJ0+ehKIo+OGHHxr1tiWithEpc63O07pB165dERcXhwMHDuDcc8/1uQ/XY8fdu3dj3LhxxjHwVVddhb/97W/46aef0Lt3b6iqir179+KMM84w7t/UsaOmaaipqUFpaSm6deuGLl264NFHHzW2//Of/zSOb/2Z/5ty4MABKIpiLDqfcsopuPzyy/HRRx/h2muvbfb+iKh1omGeBdDo/F5/Tfrz19fX47bbbkNycjIWLlzY6LEffPCB1+d1Pf4sKSkxstn8WTf96KOPMHfuXKxcudLrOoQ+btf37MSJE6iurjaCWyUlJcb6w913343rrrsOq1atQlxcHBYvXszAVgAwY4twzTXX4OWXX8bXX38NIQSqq6vx4YcfNopi68aPH49PPvkEb7/9Nmw2G44ePerXlaRVVVVQFAWJiYmw2Wx46qmnmnwOT7p3744DBw74vF9BQQEuvfRSt0CUJ1u3bsXBgwchhEBJSQmWLFmCsWPHGtufeeYZFBUV4fnnn29URjArKwsffvghtm3bhvr6eixduhSaphnbr7nmGjzxxBPYu3cvhBDYvXu324T13//+FwkJCcYVr7p+/fph06ZNOHDgAIQQ2LJlC/bu3WtMhFdddRVef/11HDhwADU1NXj22Wdx4YUXArAvSCiKgjVr1qC+vh4vvvgiADR6DiJqW5Eyx/br1w/btm0zxlJcXIzt27cbB3tvvvkmHnvsMaxevdrjVa7FxcWwWq2orKxEfn4+kpOTjfKuGzZsQGFhIQoKClBQUADA3nT1kksuAeB97vP2fuXk5GD16tUoLS1FaWkpVq9ejSuvvBKAfYF1+/btqK+vR11dHVatWoWjR49i0KBBAOxXsO7fvx9CCPz000/4xz/+gdtuu80oOztx4kQ8/fTTOH78OH7++WesW7fO2DcRta1omWc1TUNdXR2sViuEEKirqzOajV944YXYu3cvCgoKYLVaYbVa8c0337hdiLVp0ybj2PWJJ57AgAEDjCtavc3R3ubDHj16YPTo0XjwwQdx/PhxWK1WfPHFFwCAyy67DG+88QZ++ukn1NTUNLqgy9vrmTVrFjZs2GD8XcjMzMQ111yDv//9736/30QUWJEy1+o8rRvIsoyrr74af//731FaWgpVVbFjxw7U19fjxx9/xK5du4xyVv/4xz/Qo0cP9O7dG4B9Dn/33Xdx5MgRaJqGgoIC2Gw2nH766ejQoQMuueQSLF26FNXV1di+fTv+97//IScnBwCwZcsWFBcXQ1VVVFZW4h//+AcSEhKMfe/fvx9Hjx6FqqrYtGkT/vOf/xgL377mf29z7ZlnngkhBNavXw9N03D48GG88847fgX1iCjwomGeBezn9++//z527doFq9WK5cuXIz09HQkJCbBarbjjjjsQFxeH/Px8t7YvgL284okTJ/DGG29AVVW8++67KC0tNc7jAfvahH78+cQTTyArKwuKovhcN/30009xzz334Mknn2xUkvXEiRPYvHmzkbn25ptvYtu2bRg5cqTb/Z588knU19dj27Zt+PDDD3HZZZcBsL/nnTt3RlxcHL755hsUFRX5+W6TNwxsEfr164dFixZh4cKFGDx4MC699FK8/vrrTd7/1FNPxbPPPovVq1djyJAhmDhxol+1VkeOHInRo0cjKysLmZmZiIuLc0sP9WXatGl4+umnkZGRgeeee87jferq6vDOO+/4tbhYXFyM3NxcDBw4EJMnT0afPn3wwAMPGNv/+c9/4uDBg8jKykJaWhrS0tKwYsUKAPYsgHnz5mH27NkYNWoUEhIS3LITpk6dinHjxuGGG27AoEGD8MADD6Curs7YXlBQgJycHLcrLQD7Qunll1+OKVOmYNCgQXjooYfw4IMPGge0kyZNwsSJE3HNNdfgoosuQmxsLObOnQsAiI2NxbJly1BYWIiMjAy89tprWLZsmVEKjIhCI1Lm2CFDhuD222/HHXfcgbS0NNx+++245ZZbjAO5xx9/HMeOHcOkSZOMOXPevHnG41etWoVhw4ZhzJgxOHz4MJYtW2Zs69atG5KSkox/gP2K2Xbt2gHwPvd5e78mT56Miy66COPHj8f48eMxZswYTJ48GYD9wHLBggUYMmQIRo8ejc2bN+PZZ581LmQ4evQobr75ZgwcOBA333wzrr76auTm5hpjvuOOO9CrVy9cdNFFmDJlCm688UaMHj3a7/ebiAInWubZL774Av3798e0adNw8OBB9O/fHzfeeCMAe3+A5557Dm+//TZGjRqFkSNHYsmSJcbiJQBkZ2dj2bJlGDp0KL777ju3LFlvc7Sv+fDhhx+GxWLBuHHjMGLECLzwwgsAgDFjxuD666/H9ddfj0suuaTRxVa+Xo/r3wW9bKxr6W8ialuRMtcC3tcN/vKXv6BPnz6YNGkShgwZgiVLlkDTNBw5cgR//vOfkZ6ejosvvhi//fYbnnnmGcTExACw99A599xzMXHiRGRkZOCFF17A0qVLjWzW+fPno7a2FiNGjMDdd9+NBQsWGBewnjhxAnfddRcyMjJw8cUXY9++fcZV/QCwc+dOjB8/HoMGDcI///lPLFmyxHisr/nf11z75JNP4l//+hcGDx6MiRMn4pxzzsH06dP9fr+JKHCiZZ4dPnw47rzzTkybNg0jRozA/v37jazUHTt24IMPPsCWLVswePBgY21BbxnQpUsXPP3003j++eeRkZGBlStXYvny5W4lA3NycjBnzhxccMEFqK+vN9Z6fa2bLl++HCdPnsS0adOM573pppsA2CsaPP744xg2bBiGDRuGF198EcuWLcNZZ51lPG/37t2RkJCAUaNGYfbs2ViwYIGxnjt//nwsXboUaWlpWLZsGcaNG+f3+01Nk0Sg8wyJiIiIiIiIiIiIiIiIgoAZW0RERERERERERERERBQWGNgiIiIiIiIiIiIiIiKisMDAFhEREREREREREREREYUFBraIiEzkqaeeQt++ffHDDz8AAPbs2YPc3FxkZWUhNzcXe/fuNe7rbRsRERERERERERFRJGJgi4jIJL777jt89dVXOPXUU43b5s+fj7y8PGzYsAF5eXmYN2+eX9uIiIiIiIiIiIiIIhEDW0REJlBfX4+FCxdi/vz5kCQJAFBeXo7i4mJkZ2cDALKzs1FcXIyKigqv24iIiIiIiIiIiIgilSXUA/Dm6NEqaJoI9TAAAN26dUJ5eWWoh2HgeLzjeLzjeJomyxK6du3Y5s/7xBNPYMKECejVq5dxW0lJCZKTk6EoCgBAURT06NEDJSUlEEI0uS0xMdHv5+U82zSOxzuOxzezjclM4wnVXBsKnGe9M9uYOB7vOB7vzDSeaJpnAc613nA83nE83nE8TeM8Gzpm+jkAOB5fOB7fzDYmM43H21xr6sCWpgnTTJoATDUWgOPxhePxjuMxjx07duDbb7/F7Nmz2/y5zXYg3q1bp1APwQ3H4x3H45vZxmS28UQDHs/6ZrYxcTzecTzemW080YJzrXccj3ccj3ccDwGcZ33heLzjeHwz25jMNh5PTB3YIiKKBl988QV++eUXjB07FgBw6NAh3HjjjbjvvvtQWloKVVWhKApUVUVZWRlSUlIghGhyW3OUl1ea5o9VUlI8Dh8+GephGDge7zge38w2JjONR5YlBtmIiIiIiIiIqEXYY4uIKMSmTZuGjz/+GBs3bsTGjRtxyimn4LnnnsPll1+O1NRUFBUVAQCKioqQmpqKxMREdOvWrcltRERERERERERERJEqrDK2hBA4evQw6utrAbRthkFZmQxN09r0Ob0J/XgkxMa2Q9euSZAkKYTjIIpsCxYswJw5c7B8+XIkJCQgPz/fr22tEaq5NvTzmjtzjMc51xJR5OA86xT6MfGYligSce3AKfTj4TxLRETmE8pjhYZC/7faXduPp2XHCmEV2KqsPA5JkpCc3BOS1LbJZhaLDJvNPD9goR6PEBqOHTuCysrjiI/vErJxEEWijRs3Gl/37t0b69at83g/b9taI1RzbajntYbMMB7XubZHj4SQjoWIAofzrFOox8RjWqLIxLUDp1CPh/MsERGZUSiPFRoK9d/qhtp6PC09VgirUoQ1NZWIj+8S8h82AiRJRnx8V9TUVIZ6KEQUYJxrzYNzLVFk4jxrHpxniSIT51nz4DxLRERmxGMF82jpsUJYfXKapkJRwirJLKIpigWapoZ6GEQUYJxrzYVzLVHk4TxrLpxniSIP51lz4TxLRERmw2MFc2nJsUJYBbYAsCazifCzIIpc/P02D34WRJGJv9vmwc+CKDLxd9s8+FkQEZEZ8e+TebTkswi7wBYRERERERERERERERFFJwa2ItArr/wfjh6t8Hqf+++/B7t2fed223PPPdPofsuXP4H//vfdgI6PqDmEEPhkZwmsJmqiSARwriXzOF53Et8eKQ71MIgCjvMshTuhqji+ZTOExuNYMifOs9HtlxPVOFJbH+phEFEYEEJg97eHoGki1EOhNmbmYwUGtiLQK6+85PUH7rvvdqK2tgapqecBAH777VfcffcdKCx8HddfPxmLFs0z7vuHP/wRzz+/EhpPxihEfjtShVVFu7Dzl/JQD4XIDedaMotPS77AM9+8AJW9KyjCcJ6lcFe181uUrn4OtXt+CfVQiDziPBvdXt9bhk0lR0M9DCIKA6UHT+CDt75HyYHjoR4KtTEzHyuEdYe0Ld+W4ONvSoKy75H9U3BBvxSv93nwwbnYv38frNZ6nHZaL9x33zwkJCTgyy+34YknHsXvf38evvvuW1gsFsyduxCrVz+LPXt+Ro8eyVi8+BG0b98e1dXVePzxR4yoZlbW5bjuuj8BACZNGo+HH34MZ511dqPvJ068ApdddgW++GIrysuP4A9/uA5XX52LF154DkeOHMbcuX9BbGwc5s9/CGeeeZbbuN9883VccsllxvcrVy5Hv3798fvfn4cbbpiGn376wdjWtWtXnHpqT2zf/jkGDx4WiLeWqFn0TC2ryhOkUNhash2flnwRlH0PTxmMoSnpPu8Xqrm2T58+mDRpPOdaMj2bZoWAgCo0KFBCPRxqphOfbMHxjz8Kyr47jxyNhBEX+Lwfj2mJgsNafgQAIKzWEI+EvjxyAtuPnAjKvtO7J2BQ9wSv9+E8S2Zk0zSozL4gIj+ojrU5my0yL6b8/ttD2P3NoaDs+9z+p6Bvv1N83i+UxwoN176uvXYKrrzy/5n+WIEZW60wa9ZsPPfcv7FmzX9w5plnYe3aF4xte/f+gquuugZr1vwH553XH3fffTtuv/1OvPjiOsiyjPff3wAA+Ne/VkHTNKxZ8x+sWPE83n33bXz66Ra/nr+2thbPPLMaTz75DFaseArV1dW4/vob0b17Eh56KB//+tf/NfphA4AdO7bj978/3/g+NjYWJ0+eQH19PSRJwjnn9HW7//nn98O2bcFZ2CbyRT/QFjzejlqca4m8E44JUhWReZJBwcd5lig4bOWOigM8kI16nGfJjAQADZyfiMg3/VBGUzlnBIuZjhWWL38yLI4Vwjpj64J+vrOqgundd4vw3nvvwmazoqamFr16/c7Y9rvfnW58cH379kVpaQl69Eh2fJ+KX389AADYtu1zzJo1G5IkoWPHTrj44kuxbdvnGD7c99W1F198KQAgJeVUxMcn4PDhMpx++hk+H3f4cBm6dk00vp8x43Y8++zT2Lx5E778chuuuGICJk682tiemNgNX3+9w/cbQhQEqiNTS+OCQEgMTUn3K6sqmDjXEnmnL0gwsBWeEkZc4FdWVTBxniUKDluFPbDFHluhN8iPrKpg4jxLZqQJxt2JyD96b61I7bHVt59/WVXBxGOF5gvrwFYoff31DhQUvIann34eXbt2xXvvvYs333zd2B4bG2d8LcsKYmNjXb6Xoar64pOAJLnvW3LcoCiK24RRX+/e1LPxPm1+jT0uLs5tX4mJ3fCXv8xF9+5JuOSSy3DvvXfi1FNPw5Ahw4znjYuLa2p3REEV6X88yTvOtUS+acK+YKpy4ZRagPMsUfBYKxz9CATn52jGeZbMShMCnJ2IyB+Ca3NB9dVXX/JYoQX8KkWYmZmJyy67DDk5OcjJycHmzZsBAHv27EFubi6ysrKQm5uLvXv3Go/xti0SnDx5Eh07dkLnzp1RX1+Pt956s0X7ycgYiqKiQgghUF1dhf/97z1kZAwBAJx2Wk/s3m2viblt2+eocFzx50vHjh1RWVnZ5Pazzjob+/fvNb7/8cfvjTJGPXv2QmJiIqqqnI/ft28Pzj77nOa+NKKA0EsRMmMrOnGuJfJND2xpzNiiFuA8SxQ8zNgigPMsmZeAs6Q1mcutt96KCRMmYOLEicjLy8OuXbsAtHwdNtLXaCn49DU5TeUxTTDwWKFl/O6xtXTpUhQWFqKwsBCjRo0CAMyfPx95eXnYsGED8vLyMG/ePOP+3rZFgmHDRuC003oiL28SZs++A3379vX9IA/+9KebIITAH/+Yi1tumYqsrMsxbNgIAMDNN8/Ayy+vxbRpf8Knn25BcrJ/KZGTJk3G3/62EH/6Ux727Pml0fYxYy7C559/Znz/6adbcMstU/H22+vxpz/9AT179sKoURcCsB/kbNv2BUaOHNOi10fUWuyxFd041xL55uyxxZMMaj7Os0TBIWw22I4ds3/Dq5ujGudZMitmbJlXfn4+3nzzTRQUFOCGG27A/fffD6Dl67CRvkZLwaefajJjKziGD7+AxwotIAk/Ls/IzMzEihUr0KdPH+O28vJyZGVlYevWrVAUBaqqYujQoXjvvfcghGhyW2JiopdncldeXun2C3Po0D6ccsrpzXyJgWGxyLDZzPMnvzXjqaqqxK233oSVK/+FuLh2xu3PPfcMbrzxFrf7bt36Kd5772389a+LPO5L/0ySkuJx+PDJFo0nGDge78JpPF/+cBhPvf4t/pjVFxemnRb0sciyhG7dOgX9ecyi4TwLhG6ujaR5Fgj8XNuv3/lh83sbCmYbD9B2Y3rlhwJs+vUTzBt2D5I7JIV8PP6IprmW86x3PKb1juPxzszjsR45jD1z7gEApNx6O+IHtW3P0miaZwGuHXjDeda7aB7P/O0/4az49ri+T9Pn2dH8/vjSVvNsQUEB1qxZg2effbZF67DBWqMNJTP9HADRMZ6fdx/GewXFGJ11Ds5LOzXk42kNfTyhPFZoKJyPHYJxrODK21zrd4+t2bNnQwiB9PR03HXXXSgpKUFycjIURQFgr9PYo0cPlJSUQAjR5LbmTJoNB11WJsNi8TvJLOBC+dyetHQ8nTsn4I477kJZ2SGceeZZxu0ZGYMb7bO2thozZ/65yeeSZRlJSfEAYPxvFhyPd+Eynk4H7X/8OnSMM92Yibzp2LETZs78Mw4ePOg216alNV7YqqqqwowZd7Tl8CiC6GUhVI2lCCm6cJ4lMzP6awEASxFSmOI8G9k0wYRSM3vggQewZcsWCCGwatWqFq/DBmuNNtTMtj4U6eMp+9WxNtc+tkX7NuP7E+o4Q0NmGgvg/3iCFWfwa4z+3Gnt2rVISUlBfX09Fi9ejIULF+JPf/qT30/SUg2vBtA0LWTRy3COnHqSnm6vr+m6jwEDBjXa55gxYxvdz5WmaTh8+KRpo+9mwfF45208FceqAAAnTtS0yZij7epWCq7Bg4c1um3QoIxGt2VmXtwWw6EIpffYYilCikacZ8msbOVHnN8wsEVhjPNs5BJCQICRLbNavHgxAHvG1sMPP4xZs2aFdDzM2GpaNIzn2PFqAC1bmzPr+xPKOEND4R53CHScwZW3dVq/Qm8pKSkAgNjYWOTl5eHLL79ESkoKSktLoar2q4NVVUVZWRlSUlK8bmstNrY0D34W1BY09tgKCf5+mwc/C/JF/xnRBDO2wgl/t82DnwUFg7Xc2ZCbP2OhwffdPPhZmJMAM7bCwcSJE7F161accsopLVqHDeYaLUUP4ZgsVDWyJg3+fTKPlnwWPgNb1dXVOHnypPEEb7/9NlJTU9GtWzekpqaiqKgIAFBUVITU1FQkJiZ63dYaFkssqqpO8IfOBIQQqKo6AYslNtRDoQin/9HU+HvfZjjXmgfnWvKHBj1ji4GtcMF51jw4z1Kw2KKwFGF+fj4yMzPRt29f/PDDD422P/XUU4227dmzB7m5ucjKykJubi727t0bkLFwnjUPzrPmZM/WAvO1TKiqqgolJSXG9xs3bkTnzp1bvA4brDVaii76n1OzZO0FAo8VzKOlxwo+SxGWl5fj9ttvh6qq0DQNvXv3xvz58wEACxYswJw5c7B8+XIkJCQgPz/feJy3bS3VtWsSjh49jMrKY63eV3PJsgzNRCckZhiPxRKLrl2bblJPFAiqYGCrrYVqrjXDvObKLOPhXEu+6Afi7LEVPjjPOplhTJxnKRisFeWQO3aEVlUFYbLfu2AZO3Ys/vjHP+Laa69ttO27777DV199hVNPdW84P3/+fOTl5SEnJweFhYWYN28e1qxZ0+qxcO3AyQzj4TxrPvpPBM+zzaempgazZs1CTU0NZFlG586dsWLFCkiS1OJ12GCs0VJ00ecKTTXP37fWCuWxQkNm+FvtKhTjacmxgs/AVq9evVBQUOBxW+/evbFu3bpmb2spRbGge/fQpMqatR4oUaQzMrYi6KoQswvVXGu2ec1s4yFqCntshR/Os05mHBNRINgqyhHTPQl1VVVAlMzPGRmN+y4BQH19PRYuXIglS5bg+uuvN24vLy9HcXExVq9eDQDIzs7GokWLUFFR0epMAq4dOJltPGQO+oVRjGuZT/fu3fHKK6943NbSddhgrNFSdNFLEUbS2lwojxUaMtvfarONpyl+9dgiIgoV/Y9mBP3tJCIKKAa2iIjMRQgBa3kFYrp3t39voitwQ+GJJ57AhAkT0KtXL7fbS0pKkJycDEVRAACKoqBHjx5uJbiIKDj082uNxQiJyA+RGNii8OczY4uIKJRUxx9NwT+eREQe6QsSGntsERGZglZdDVFXawS2oqXHlic7duzAt99+i9mzZwf1ebp16xTU/TdXUlJ8qIfghuPxLhrHU2uzHzcqiuLz+aLx/SEid85ShFybI/NgYIuITE11LASw9jcRkWdCz9hijy0iIlOwVZQDAGK6O/oERHFg64svvsAvv/yCsWPHAgAOHTqEG2+8EX//+9+RmpqK0tJSqKoKRVGgqirKysqQktL8skDl5ZWmuYrcbOV7OB7vonU8NY7AVr1N9fp80fr++EOWJdMF1YmCRS8OYpa/tUQAA1tEZHKqUYqQfzyJiDzR50eVGVtERKZgLXcPbEVz5YFp06Zh2rRpxveZmZlYsWIF+vTpAwBITU1FUVERcnJyUFRUhNTU1Fb31yIi3/RZSfA8m4j8oM8Vqhq9F+uQ+TCwRUSmpl8NEunH27feeit+/fVXyLKMDh064K9//StSU1ORmZmJ2NhYxMXFAQBmz56NUaNGAQD27NmDOXPm4NixY+jSpQvy8/NxxhlnhPBVEFEoCLDHFhGRmTgzthylCKNkfn7ooYfw3nvv4ciRI5g6dSq6dOmCt956y+tjFixYgDlz5mD58uVISEhAfn5+G42WKLoZZcVCPA4iCg8ae2yRCTGwRUSmpkbJH8/8/HzEx9trhb///vu4//778cYbbwAAli5dalzV6mr+/PnIy8tDTk4OCgsLMW/ePKxZs6ZNx01EoWdkbLEUIRGRKVjLyyFZLFA6dwEAiCgpRTh37lzMnTvX6302btzo9n3v3r2xbt26YA6LiDyIpIytKquKWEVCjCyHeihEEUufKyJ9bY7CC2d9IjK1aClFqAe1AKCyshKSJHm9f3l5OYqLi5GdnQ0AyM7ORnFxMSoqKoI6TiIyH03vscVShEREpmCrKIelWzdIimK/gYtARGQy+rQUCdPTM7sPYFPJ0VAPgyii6WWVNZYiJBNhxhYRmZqq6leFhHggbeCBBx7Ali1bIITAqlWrjNtnz54NIQTS09Nx1113ISEhASUlJUhOTobiWDBRFAU9evRASUkJ+xIQRRnj6rkoKXVFRGR21ooKxCR2A2THhUqcn4nIZPTjxwiIa6HSqqLSygu8iILJCIZHQjScIgYDW0RkalqUZGwBwOLFiwEABQUFePjhh/Hss89i7dq1SElJQX19PRYvXoyFCxdiyZIlAXvObt06BWxfgZCUFO/7Tm2I4/GO4/GtLcakxNgXTtt3jPH5fGZ8j4iIIo2tohwdfn8+JMleICVaShESUfjQZ6VIOM/WhICIiBAdkXmxFCGZEQNbRGRqqmMhIBIOuP01ceJEzJs3D0ePHkVKSgoAIDY2Fnl5eZgxYwYAICUlBaWlpVBVFYqiQFVVlJWVGff3V3l5pWkOTJKS4nH48MlQD8PA8XjH8fjWVmOqq7cCAI6frPb6fGZ6j2RZMl1gnYgoEITNBtuxY7AkJgJ6vxcGtojIZIyMLXOcCraKQGSUVCQyM2cpQv6ykXmwxxYRmZrN8cdTRPCRalVVFUpKSozvN27ciM6dOyMuLg4nT9oXoYUQePvtt5GamgoA6NatG1JTU1FUVAQAKCoqQmpqKssQEkUhPfCvaizBQkQUaprVCggBuV07wNEzlRlbRGQ2RlmxCMh00oQzUEdEwWFUU+IxDZkIM7aIyNSioRRhTU0NZs2ahZqaGsiyjM6dO2PFihUoLy/H7bffDlVVoWkaevfujfnz5xuPW7BgAebMmYPly5cjISEB+fn5IXwVRBQqwtG7RRUMbBERhZxjwUeSZUiSZA9ucRGIiExGD2hFwvWjmhAR8TqIzMwoRciMLTIRBraIyNRULXIOuJvSvXt3vPLKKx63FRQUNPm43r17Y926dUEaFRGFC31hQhVcOCUiCjk9iKWXIZRlZhIQkeno01K4z05C2LtrRULmGZGZ6aeaZmllQQSwFCERmZwaBaUIiYhaw8jYYilCIqKQE465WJIVx/8yM7aIyHT0s+twD7zro+dyAVFwaczYIhNiYIuITE1V7QsBkVyKkIioNYweWyxFSEQUcsbFWC4ZWwxsEZHZGIvUIR5Ha2lG5hnXC4iCST++UXlMQybCwBYRmZoWBaUIiYhaQxOa2/9ERBRCRo8tyfG/bGTWEhGZhVGKMMwvIBUR1CuMyMyMHlv8ZSMTYWCLiEzN6LHFP55ERB6xxxYRkYk07LElSczYIiLT0SIkIGRkbIX56yAyO6PHFksRkokwsEVEpmYEtnikSkTkEXtsERGZhzAytpylCNkrlojMRkRICT8jiyTMX0c0Kis5iY82/Bj2WYPRQmPGFpkQA1tEZGrM2CIi8k4vQcgeW94dPXoUN998M7KysjB+/HjMnDkTFRUVAIA9e/YgNzcXWVlZyM3Nxd69e43HedtGRNSIcM/YkiT22CIi89FnpXA/zdZfB2Mj4efAngp8t+MgbDb+jQwHwlib4+dF5sHAFhGZmh7Q4oEqEZFn+tVzDGx5J0kSbrrpJmzYsAHr169Hr169sGTJEgDA/PnzkZeXhw0bNiAvLw/z5s0zHudtGxFRQ0LVM7YU+w2ybGRxERGZhX78KBDefbacx8Hh+xqilbHWE+7R1ShhZEeyFCGZCANbRGRqqmMhgKUIiYg8E+yx5ZcuXbpg6NChxvcDBw7EwYMHUV5ejuLiYmRnZwMAsrOzUVxcjIqKCq/biIg8MnpsSQAcJQl5HEtEJiOa+DrcGD22QjsMagHBi5jDisZqSmRCllAPgIjIG/bYIiLyTi9FqLHHlt80TcNLL72EzMxMlJSUIDk5GYpiz65QFAU9evRASUkJhBBNbktMTAzlSyAik9L7Hjp7bEksRUhEpuOapSUEACl0Y2kN/QIvrheEH/ZsCi/6r5im8piGzIOBLSIyNZXp6UREXgn22Gq2RYsWoUOHDrjuuutQXFwc1Ofq1q1TUPffXElJ8aEeQiNmGxPH4x3H412XhHbYD6Bzl45ITIrH/hgL4mIV042TiKKb6+m1BgElTCNbRsYWlwvCjjNjix9eOBDM2CITYmCLiEzNSHfm304iIo+cvQV49Zw/8vPzsW/fPqxYsQKyLCMlJQWlpaVQVRWKokBVVZSVlSElJQVCiCa3+au8vNI0J4BJSfE4fPhkqIfhxmxj4ni843i8S0qKx9GKSgDA8ZN1UA+fhCqA2pq6Nh+nLEumC6wTkXkINMjYClNGFgmLEYYdlrYLL0ZfPmEPRkpSeAbDKbKwxxYRmZqq8mCHiMgbDXrGVugCW9XWGjy6fTkOV5eHbAz+eOyxx7Bz504sW7YMsbGxAIBu3bohNTUVRUVFAICioiKkpqYiMTHR6zYiIo8cJXokRwlTSBIESxESkck0zNgKV/rYwzk4F630UxdW5wkPrp+TpvIzI3NgxhYRmRp7bBEReWdkbPnRY+tITQX+t38TrumTA1kK3PVNh2uO4Jfje3Gg8jckdegWsP0G0o8//ogVK1bgjDPOwOTJkwEAPXv2xLJly7BgwQLMmTMHy5cvR0JCAvLz843HedtGRNRQwx5bkiyzxxYRmY5rLCGcT7U1I2OLwo0zAyiMfwCjiOvnpGkCSgjHQqRjYIuITE11LAQwsEVE5Jm+iKr50WOruHw3PvrtU1z8uzHo1j5wWUc2R1DNptkCts9AO+ecc/D999973Na7d2+sW7eu2duIiBrRg1h6iR5JZsYWEZmOaynCcE6Y0dcJuF4QftizKby4HsqoqoYYhrbIBFiKkIhMzVl3OcQDISIyKU3opQh9B7bq1HoAgQ9A6fszc2CLiKgtGEEsZmwRkYlFSilCfeSMjYQffa2HMcnw4FaKkL9wZBIMbBGRqaka09OJiLzRr7j1p8dWnVoHALD5EQRrDpvQA1uB3S8RUdjR3EsRQpa5akdEpuOasRXOU5RRzi6Mg3PRyghsMUgSFtxKEbLHFpkEA1tEZGrssUVE5F1zemwFL2PLUYpQMGOLiKKbp4wtliIkIrNxPb0O56CQ/joYGwk/LEUYXjS3Hls8riFzYGCLiExNZSlCIiKvmlOKsNZmz9iyshQhEVFwGBlbjt4Tshw1K675+fnIzMxE37598cMPPwAAjh49iptvvhlZWVkYP348Zs6ciYqKCuMxe/bsQW5uLrKyspCbm4u9e/eGaPRE0cX19Dqcpyi9jCIrvIQfjdV5woprcRAGI8ksGNgiIlNTVR7sEBE1RQhhXGWrNaMUoT/ZXc3BwBYRkZ0zY0sC4MjY8mN+jgRjx47F2rVrcdpppxm3SZKEm266CRs2bMD69evRq1cvLFmyxNg+f/585OXlYcOGDcjLy8O8efNCMXSiqON6fh3Op9pGxlZohxFQ3i4IyMzMxGWXXYacnBzk5ORg8+bNxuO8XShgxosI9J9BrvWEB5YiJDNiYIuITEsIYaQ7sxQhEVFjrqVj/Oux5ShFGOCSgXq2WKADZkREYadhjy1JiprSAxkZGUhJSXG7rUuXLhg6dKjx/cCBA3Hw4EEAQHl5OYqLi5GdnQ0AyM7ORnFxsVtGFxEFh2vChRbGpQj12TWSgiO+LghYunQpCgsLUVhYiFGjRhm3e7tQwIwXEWgsRRhWXD8nfmZkFgxsEZFpqfzDSUTklWuWln89tuwZW4HvsWXfn5U9togo2jXosQX22DJomoaXXnoJmZmZAICSkhIkJydDUexlGxVFQY8ePVBSUhLKYRJFBddgVjifajsvhA3xQALI2wUBTfF2oYBZLyLQe2xFSVJz2BNCwGKxH9uwxxaZhSXUAyAiaorbFSERdAUWEVGguM6N/vTYMjK2gtZjixlbRBTd9LKDesaWJDGwpVu0aBE6dOiA6667LuD77tatU8D32RpJSfGhHoIbjse7aBxPx6oa4+suXTsgKb59SMfTHK7jOawH6CTzjTMQGl4QAACzZ8+GEALp6em46667kJCQ4PVCASFEk9sSExP9Hkug51mLxT6ehIR2LfrszPZ5R/p4ZEmCJUaBzaYhPr59s/cf6e9PIJhtTGYbjycMbBGRablmbDGuRUTUmFvGVrMCW4HusaU6/mfGFhFFOdUxL0t6xpbEA1kA+fn52LdvH1asWAHZEfRLSUlBaWkpVFWFoihQVRVlZWWNyhn6o7y80jQVHpKS4nH48MlQD8PA8XgXreM5cbLW+LqiogqxtZ6P4cz+/hw9Xg0AsGmizccpy1LQg+oNLwhYu3YtUlJSUF9fj8WLF2PhwoVuZQqDKdDzbG2tFQBw9Gg1OjbzszP7z2WoBWM8NpsGWbH3D60or0L7TjEhHU9rmG08gPnGZKbxeJtrWYqQiExLZcYWEZFXeo8tWZL97LHlKEUY4JKB+v7YY4uIop2enSUpjowtliLEY489hp07d2LZsmWIjY01bu/WrRtSU1NRVFQEACgqKkJqamqzMgiIqGVcz67DeYbSlwwicblAvyDg8ccfd7sgAABiY2ORl5eHL7/80rhdv1AAgNuFAt62hZJRijASP7wIpGksRUjmw8AWEZlWNPXYuvXWWzFhwgRMnDgReXl52LVrFwBgz549yM3NRVZWFnJzc7F3717jMd62EVF00EtexciWZvbYClLGFntsEVG089BjC1GyAPTQQw9h9OjROHToEKZOnYorrrgCP/74I1asWIGysjJMnjwZOTk5uO2224zHLFiwAC+++CKysrLw4osv4sEHHwzhKyCKHq6xhHAOLOhj1xC+r8ETTxcEVFdX4+RJewaFEAJvv/02UlNTAXi/UMCsFxEY/dEifK0nUgghoBiBLX5mZA7NKkX41FNP4cknn8T69evRp08f7NmzB3PmzMGxY8fQpUsX5Ofn44wzzgAAr9uIiPyh/7GUEFnNYD3Jz89HfLy9fu3777+P+++/H2+88Qbmz5+PvLw85OTkoLCwEPPmzcOaNWsAwOs2IooO+glhjByDOrUemtAgS56vWxJCtEGPLQa2iCi6NeyxhSjK2Jo7dy7mzp3b6Pbvv/++ycf07t0b69atC+awiMgD10BQOJ9r67NrGMfmGtEvCDjjjDMwefJkAEDPnj0xZ84c3H777VBVFZqmoXfv3pg/f77xuAULFmDOnDlYvnw5EhISkJ+f79e2UDEytsL5BzCKCNeMLZWfGZmD34Gt7777Dl999RVOPfVU4zYuuBJRMKmOHgUxFjnirwjRg1oAUFlZCUmSUF5ejuLiYqxevRoAkJ2djUWLFqGiogJCiCa3hfrKKyJqO5rjdN4i2w/pvAW2rJrN6MkV8MCW0ANbLEVIRFFOc++xJcky4EepWCKituSWsRXG2U5aBGZsnXPOOU1eEFBQUNDk47xdKGDGiwj0P5eRFJSMZBoztsiE/Aps1dfXGw0Jr7/+egDggisRBZ3qOMKxKHJYl0fw1wMPPIAtW7ZACIFVq1ahpKQEycnJUBQFAKAoCnr06IGSkhIIIZrc1px5NtjNbpsrKSne953aEMfjHcfjW7DHpNTYA0lxMbFAHdC1Wwe0s8R5vO+Jukrj67j2SkDHFrPXfpIjW8z5ORARtRWjx5aesSVJUZOxRUThI1IytvRlgihYLog4eqYWgyThQWiAojCwRebiV2DriSeewIQJE9CrVy/jtrZYcCWi6KY60ptjLDLqbZGfBbB48WIA9quwHn74YcyaNSvoz1leXmmag5KkpHgcPnwy1MMwcDzecTy+tcWYjtba9y8J+0lGadlxdIhp7/G+okO98fXxyuqAju1kdQ0AoLqu1q/9yrJkusA6EVFAOCoOQHHJ2DLJsRYRkc51WtLCOCqkB+gE7K9DlqTQDoj8pv/cRcNFzJFAcytFyAt2yBx8BrZ27NiBb7/9FrNnz26L8bgx24KH2a5A5ni843i8C4fxVNnsBzhxsQrqrKrpxhwsEydOxLx583DKKaegtLQUqqpCURSoqoqysjKkpKRACNHkNiKKHnppwRhHKUJVNH0RQK211vg6eD22Iv8iBCIibxr12JJkZ70lIiKTcC9FGL5cA3RCwN6gm8KCxoytsCJcShGq/MzIJHwGtr744gv88ssvGDt2LADg0KFDuPHGG3HfffcFfcGVmQRN43i843i8C5fxHDliL5slSRI0TbTJmEORRVBVVYUTJ04Yc+TGjRvRuXNndOvWDampqSgqKkJOTg6KioqQmppqZL5620ZE0UG/0tGvwJatzvg60AEo/XnVAAfMiIjCjoceW4I9tojIZFxLEYZzwoxrto8GAYWRrbChlyIUJln3Je+EcM3Y4mdG5uAzsDVt2jRMmzbN+D4zMxMrVqxAnz598NJLL3HBlYiCRr8KJEaRwro8gi81NTWYNWsWampqIMsyOnfujBUrVkCSJCxYsABz5szB8uXLkZCQgPz8fONx3rYRUXQQsC+WWuQYAIDqJSvAPbAVnIwtq5fAGhFRNDD6aekZWyxFSEQm5Hp6rYVxzpbrkW8ELxlEJD2RgZ9beBCaM2NLYyY6mYRfPbaawgVXIgomfYE2xiJHdAWX7t2745VXXvG4rXfv3li3bl2ztxFRdGhpxpa3+7WEngEW6IAZEVHY0RqUIpQlZ7CLiMgkRIRkbGkREqCLRnq2nVkqdZF3QgAWiwKAGVtkHs0ObG3cuNH4mguuRBRMmpGxJUd0xhYRUUs17LGleSl3pQe2ZEkOeADK6tifyh5bRBTlGmZsSTJ7bBGR+URKQChSAnTRyJmxxQ8uHGhuGVv8zMgc5FAPgIioKTbHH0ujji8PeIiI3Ogn8xa/MrZqAQAdLO0DHtjSn5cZW0QU9TQNkCRIkqPPC3tsEZEJua5Lh/NptluALoxfRzTS2GMrbOjBRwa2yGwY2CIi03LN2HL9noiI7PQMLYvkfynCTjEdYRXB6bFlC/B+iYjCjdA0Z38twB7gYsYWEZmMa6ZTOF9A6prtE86ZZ9FID2hxncf89M9Ike0X7Wgqj2uC7cSxGhw+dDLUwzA9BraIyLRU1T1jiynqRETujMCW4ghseVk8rbXVQYKEDjHtjZ5YgWIEtpixRUTRTtOc/bUAe5CLgS0iMhn3UoThixlb4Utf3+E6j/npH5EkS5AVicHINvDF5r34X9HuUA/D9BjYIiLTUhtlbIVyNERE5qNfYRvjRynCGmsdYpUYWOQYqAEOQDkDW+yxRURRrlHGluzsu0VEZBKR0ptKc3sdYfxCopDGjK2woWfXSbIEWZagqfzMgs1q1WCt57m1LwxsEZFp6ZkHFoU9toiIPBGOa2xj5BgAgOajFGGcEgeLrAQ+Y8vxvAICKoNbRBTFhPCQscVjWCIyGbceW2Fcwk9ESOZZNDJ6bIXvj1/U0D8rWQJkWWYwsg0ITUBlyUefGNgiItMyMrZYipCIyCM94G+R/SlFWIs4JRYWyRLwXliuJQhtXoJrRESRTqgaILkHtpixRURm495jK4QDaSVmbIUvPQtIhPMPYJTQf7ckSYKiSF7POSkwNCGg2vi74QsDW0RkWvpVIM6MrVCOhojIfITQM7Z8lyJ0z9gKdGDL+byBLnNIRBRWNA2S4lKKkD22iCjEfj5RjWd3/2pcOArYs2Qk4+vwPdFmj63wJIQwMrWY/WN+RmBL77HFUoRBJzQBjRlbPjGwRUSm1TBjiwc8RETunD227KUIVeEtY0sPbFkCHthShQ3tlDgAgJWlCIkomgn3Hlt6KcJwXjgmovD2YUkF9pysQY3qPEbTBKBI9tBWOC+dupci5DwbLlw/N/59ND/9FFOWJZYibCMaSxH6hYEtIjIt1cjYchxw84CHiMiN5liKsMgKAD8ytiyOUoQBDD4JIWDTVLSztAOAgAfNiIjCidDce2wZX/M4lohCoKLWip9P1ABokN0E4QxshfH05F6KMIQDoWZxDYxwncf89M9LkiTIssTAVhvQNHtWI99r7xjYIiLT0q9OYMYWEZFnRo8tyV6KUPMSsKq1upQiDGCPLU1oEBCIc2RsBbp/FxFRWNEa9NhyLByzHCERhcL2IyeMr10DCEIAetVUEcaZTu4ZWxQuXPtqsceW+Tl7bMFRipC/bcGmv+eqje+1NwxsEZFp6YGsGKPHFg94iIhcNe6x5asUYWzASxFaHfvSSxGqLEVIRFGsqYwtwcAWEbUxTQhsP3LCWPjTGmyLiIwtwcyfcKS5BbZCOBDyi1uPLZk9ttqC/jvCcoTeMbBFRKZllCLUM7b4t5OIyI3mOBO0KHqPLW+lCGtdemwFLvikP2c7iyNji6UIiSiaaZozDQJwZm8xsEVEbezH49U4YbUhtWtHAA0ytuDssRXOPY5cZ9YwfhlRx60UIRd6TE//jGSJPbbaip7JyIwt7xjYIiLTcvbYclzpyiNVIiI3el8BZ8aW54CVEMKZsSUpUIVqBMVaSw9kGT22WIqQiKKY0DRIrqUI5fBfOCai8LTtyHF0tCj4fZdOABr02HLJ2Arn2YkZW+HJrRQhPzfT0z8iSZbspQh5sU7QMWPLP5ZQD4CIqClqw1KEvCqEiMiNfiJoBLaaOMmwCRWq0IxygYC9bKEstf4aJ1uDUoSBzAYjIgo7mgZ4KEXIjC0iagvr95XhUE09AGBfZQ0uSO6CGFkvOeg5Y6stTrNVIfDmvjJcmJKIrnExAdsve2yFJwYkw4uRscVShG3GGdjie+0NM7aIyLRUTUCSAEUJ/9rfRETBYJQilL2XIqxT6wAAcUocFFkBELiSgfp+4hSWIiQiEg0CW2Bgi4ja0Gdlx3G0zgoA6B3fAcN6dIEseQhsCcBxmg3RBjlbx+qs+OLwCfx8ojqg+9XAzJ9w5JaxxYUe09M/I319jhedBx9LEfqHGVtEZFqqpkGRJeNAnAc8RETuhCOwpWdsNVVesM6mB7ZijctZAxbYYo8tIiInTXNmacGZsSUY2CKiINOEPUSV3j0BY0/rZtxeWlPn2O5yXwgocttdQKo/R6Cfixlb4UlzC2yFcCDkFz1oLBk9tlihI9hYitA/zNgiItPSNAFFliF5uMKMiIicV6lafPTYqlPtJWniLHGIkez3DXTGllGKsIkxEBFFA6EJzxlbUbByl5+fj8zMTPTt2xc//PCDcfuePXuQm5uLrKws5ObmYu/evX5tI6Lm0U+X9QtDdUbGFlzLv7mWIgz+ebb+3FqAs8OYsRWeXANbXOcxP/13i6UI247+a8GMLe8Y2CIi01JV4fjDaf+eBzxERO70DC1FspcXVJu4es5ZijDWCIIFqheWvp84ZmwREQGa6paxBaPyQOQvTIwdOxZr167Faaed5nb7/PnzkZeXhw0bNiAvLw/z5s3zaxsRNY8e5JHd41qQYb/BdS1aCOGsjNIWYwtSxpZbFhqXC8IGSxGGF/0QRpIlyIrUZF9nChxmbPmHgS0iMi1VCLdShPzbSUTkTg/4K5IMWZKhNlWKUM/YUuJgcfTYUkVgAlD6ftor7QAELmBGRBSOGvbYkqKox1ZGRgZSUlLcbisvL0dxcTGys7MBANnZ2SguLkZFRYXXbUTUfFqTGVv6dpcsGcftEtooY8vxHIF+LvfXxABJuHArRcgLmE3PtccWM7bahtFji++1V+yxRUSmpaoCimJPdQaYsUVE1JDeY0uWZCiS7KUUoZ6xFQfFkbFlDVAASt8Pe2wREaFRjy1Ieo+t6DyOLSkpQXJyMhTFflGFoijo0aMHSkpKIIRocltiYmIoh00UlvTz5YZXsMseSg4KYc/kkiX3PlXBG5v7GANFCM9fk7m5BrO0KP37GE4a99jiZxZsRsYWSxF6xcAWEZmWvceWpFdw4ZU8REQNaI422ZIkQZEU3z22lFhYHGULA91jK87RY6upMRARRQUhAEegBnDJ2ApAj63jWz6GpUsXdDzv/FbvK9J069Yp1ENwk5QUH+ohuOF4vIuU8ZysswIAOse3d9vHCYt9HopPcN4uW2TExVogV0po1yHW63MG4v05rthP6tt1iGv1/lwfH3PgsPF1p/h2pvssyTONpQjDiv55yY5ShFoUZKGHGksR+oeBLSIyLVXTGpQi5AEPEZEro5GvJNsDW02cZLhmbDl7bAU2sMWMLSIieylC2RLjvCGApQgr3l6PmKTksApspaSkoLS0FKqqQlEUqKqKsrIypKSkQAjR5LbmKi+vNM25QlJSPA4fPhnqYRg4Hu8iaTwn6u3HYFVVdW77OFFVCwA4erwahx1ZpFarCpuj91bD+wdqPK7KT1QDAE5W1rZqfw3HU1trhQx7acVjJ2pw2NJ2y5yyLJkuqB4uXINZJpm6yQsjY0uWWIqwjejvOd9r79hji4hMS9UEZFl2KZ0Q4gEFydGjR3HzzTcjKysL48ePx8yZM43eApmZmbjsssuQk5ODnJwcbN682Xjcnj17kJubi6ysLOTm5mLv3r0hegVEFCrOkjOyvSxEE9lStTY9sBXrDGwFrMeWoxSh0WOLgS0iil5CVZ0NbeDM2ArIFemqBtvR8Oo/1a1bN6SmpqKoqAgAUFRUhNTUVCQmJnrdRkTN5+y96n67fj7tXrZP2PvlQGqTzlTOUoQB3i8ARW78+sjcmLEVXjTNWYpQUViKsC3o77GNpQi9YmCLiExL1QQscuT32JIkCTfddBM2bNiA9evXo1evXliyZImxfenSpSgsLERhYSFGjRpl3D5//nzk5eVhw4YNyMvLw7x580IxfCIKIb0UoWyUImwqY6seEiTEKjGwyPYSWWqAemzpgaxYJQYSJAa2iCi6aRokl1KERpArABlbQlNNHdh66KGHMHr0aBw6dAhTp07FFVdcAQBYsGABXnzxRWRlZeHFF1/Egw8+aDzG2zYiah59rVkPZOn0hT/Vta8RAAmAJLXNebbmCJ8FvseWgOKhh1g483bhq7eLW1u6LRTcAlsR8rlFMv0jkmV7piIDW8EnWIrQLwxsEZFpqaqw1/DVrzCL0D+eXbp0wdChQ43vBw4ciIMHD3p9THl5OYqLi5GdnQ0AyM7ORnFxsXHAS0TRQRN6jy0ZiiR76bFVhzhLLGRJhkUKTilCi2yBRVZgM2mPrfz8fGRmZqJv37744YcfjNuZGUtEASU0Z/lBuGRsBaDHllA1aNXV0GprW72vYJg7dy4++ugjFBcXY8uWLXjrrbcAAL1798a6deuwYcMGrFu3DmeddZbxGG/biKh59OCR3ETGluvptCbst8sS0BbLpnrQSQtwfpgmYAS2ImW1wNuFr94ubm3ptlBwDWYxSGJ+wiVjS1YkaAy2BJ3+e8H32jv22CIi09KEgCJLkGTn95FO0zS89NJLyMzMNG6bPXs2hBBIT0/HXXfdhYSEBJSUlCA5ORmK44pgRVHQo0cPlJSUNKt8i9lqgput2S/H4x3H41uwx9ThSCwAoEf3eMRaYmCJlT0+p7xXoJ3F3qy7Pq4zAKB9p5iAjC+uwn44mZzUGTFKDGLiPI8h1MaOHYs//vGPuPbaaxttW7p0Kfr06dPodn0RICcnB4WFhZg3bx7WrFnTFsMlojAlNAFJcrl+VApcjy2o9gsHbMeOIvaU5vehIqLIphq9V90jW3ppQtfzaQF7KUIJUptkzASvFKG9yot935GxXuDpwteXXnrJuLh19erVAOwXty5atAgVFRUQQrRoW6hKv+qL9ooiRewFzJHE6LEl2SsqqRHS9+nk8VqUlZxE73OTQj0UN65zsspShF4xsEVEpqWqGhSXjK1ArAeY3aJFi9ChQwdcd911AIC1a9ciJSUF9fX1WLx4MRYuXOhWprC12Gi7aRyPdxyPb20xppOVNQCA8vJqCCGhusZz8+9jVZVoZ4nD4cMncaLG3m+r4nhlQMZ3/GSV/f+KWihQcLKq2ud+Q9FsOyMjo1n397Z4wP4vRNQkTXNPl9B7vwSoFCEAWCsqGNgiokaMUoRoUIpQP59ucF8ZjoytNjgd1INuaoCDT64ZWyY5rQ0o1wtfvV3cKoRo0bZQHdPqwSzFIkdMQDKSOUsRurQK0YTxdbja9XUJvvx0P87qOxqSZJ7X4rpGFylBxGBhYIuITEvVhHtgK8IPePLz87Fv3z6sWLECsqNsTUqKfdEiNjYWeXl5mDFjhnF7aWkpVFWFoihQVRVlZWXG/YkoOmguV+Z6L0VYj3aWOAAwemwFpxShxbSlCL0JZmYsEUUXoWlG+UHAWYowID22HOVozNxni4hCRz8uVBqVInTfDtgzAmTJHtxqi7PsYGVsufXYiphihE6uF74WFxeHdCyBvCit/FAlACAmRoFFUVpU7cFsFSIieTylB04AsP8MHE6wf3bdEjvCEqN4e1jQxhMISUnxiI21QAigW2InKJbQd2vS3yNrvfN8OjbWErL3zmyfmScMbBGRaemBLf3CiUhuKvrYY49h586dWLlyJWJj7aXFqquroaoq4uPjIYTA22+/jdTUVABAt27dkJqaiqKiIuTk5KCoqAipqalcbCWKMprj2ltZkqFIStOBLVudM7Dl6LGlaoEJQNk0FbIk28cgKwELmLWVYGfGsuSrb2YbE8fjHcfjnSIJtOvQzhhXTNdO+A1Al87tkdDKsf7omLfj6qtN97qJKPSMjC2piYwt175GgL0UodQ259lGj61AZ2wBsBjrBQHddcg1vPDV28WtQogWbWuOQFZ7OXbMXnVCkiXU19uaXUXCbNU6In08x4/bP6+jx6pQU1MPACgtPYHYOP/CCmZ9fyor7ZVMDh067vdrCfaYAKC+znk+XXmyNiTvnZk+M2/VXhjYIiLT0jSB2BjFmeocYQequh9//BErVqzAGWecgcmTJwMAevbsiTlz5uD222+HqqrQNA29e/fG/PnzjcctWLAAc+bMwfLly5GQkID8/PxQvQQiaiFNaHjjp7dw8e/GoHNcQrMfb9Q7hwRFUqA1kRFQp9Yjsb19/0bGlghQxpawQZEUx74tsAUoYNZWgp0Zy5Kv3pltTByPdxyPd0lJ8bBZbairV41xVZ+oBQAcrahEXSvHKhw9to4fKEE7E5Z8JaLQcmbyu9+ulyZ0PRwRjlKEkuReojBoY2swxkARAlAirMcW4PnCV18Xt7Z0Wyg4e2zJpjlOpqYZc0uDUoThTn8NZiv3516KMAp6srQCA1tEZFq2hqUII+APpyfnnHMOvv/+e4/bCgoKmnxc7969sW7duiCNiojawuHqI9h4YDNSOiZjxKlDmv14ITRIkCBJEhTZWynCOsQZpQjth3+BK0WoGvuMkcIrY4uZsUQUcJoAXEoRIkClCIUQxj5YipCIPFFdSlS78liKEAKSoxRhWwSEnBlbgd+vRe9lGNhdh0xTF74uW7bM68WtLd0WCnqPLVmRjK/JvPTPSJIkyIr9uCYS1uc0R9BIM1nwyDWLVrWF//scTAxsEZFpaXpgKwKvwCIiAgBV2A+ia9W6Fj1eg4As2U8uFEmBtYmgkmuPLT27KpA9tvQsMEW2NBlcC7WHHnoI7733Ho4cOYKpU6eiS5cuWLFiBTNjiSighKa5pUvoPbZEa3tsuTzeevRo6/ZFRBFJnyWaLkXocl8Bx8VRbVPCTw+6qQEOPwnA2WMrQpYLvF346u3i1pZuCwXXjC1mpJifPkdIsgTZ0cRPM1mWU0vomVpm+xlkxpb/GNgiItNSNWFPddavMIuUI1UiIgc9sFVna2FgS2jGYoUsec/Y0gNbkiQFtGSgTbMZfbssJu6xNXfuXMydO7fR7cyMJaKA0jQjmAXAmbElWpmxpTrnbFsFM7aIqDH9QlClYSlC/XzaJaikCQFZz9hqk7G5/x+4/ToztnghbPjQPyuLRYbNxoV7s9PX4mTJtRRh+H9ueqaW2UoRCga2/Cb7vgsRUWioDUsR8kCViCKM5ghEtThjy1GKEICjx1ZTgS1nxhYAWCQlYD22VKEaGVsWyWLawBYRUVsQmupeilAKVMaWfX6XO3WCVl0Fra5lfzeIKHLpa6F6Ty2dfj7tunYrYM/YkiX3slfBG5tw+z9w+3XJ2AronimYnKUIZZYiDANGX2cZRmDLbMGgltADdmYrRciMLf8xsEVEpqWqmlspQsa1iCjStLYUoRAupQhlxdifK5tmgypUtLe0M24LeMaWrGdsWWAzaSlCIqI2oWmQHMF+wF62x3576w5khWNhI6Z7EgDAxnKERNSAZvTYcr9dbrBd/1qW7Jn8bZuxFeDAFoQR2GqLAB0FhlGK0CKxMk8YcO2xpURQj62wKEXIHlteMbBFRKalCQFFliHpV2BFwB9OIiJXqiO4VGurbdHjNWiQjB5bnksR6kEzt4wtOXCZVe6BLfOWIiQiagtCE+4ZWwHqsaWXIozp3h0AYDvKcoRE5M4Z2HKPbEmSBBnuQSUBOEoRtnXGVmD3K4RrqUUKF649thiQND/9M5JdLjw3W5ZTSxilCE0WPGIpQv8xsEVEpqWq7j22eMBDRJFG03tstbgUoTAWLxRJMQJlrups9QDQuBRhwAJbKiySoxRhAANmRERhSWjOLC3AuPigtT229FKEMd3sgS0r+2wRUQNGKcIGgS39NtegkibspQglCWiLs2y9v5cW4GfTYD8WbqsAHQWGcA1s8QJm09NcMracPbbC/3PTX4PZgkfuGVvmGpvZMLBFRKalagKKIhmLAxHwd5OIyI2eYVVra2kpQg0y9Iwtz6UI6zV7YCvOEmvcpgQyY0u4ZGxJgStxSEQUljTN6KsFwJm9FbBShMzYIiLP9KBRw1KE+m1uGVt6KUJIbXKerT9HoNvyCGFf2JSktnkdFBh6EFKxyH6Vp9Q0gYrDVcEeFjVB/4gkWYKsRE5gSw9omS2wZbzfkvnGZjYMbBGRaamasPfYYilCIopQWit7bLllbMkyNA+lCPUsLj34ZP9aCVgvLJumGvtWZAU2wYwtIopeQtMguZQi1C/QClQpQrldOyid4tlji4gaUb1kbDXspSUctzUMeAVvbHopwgBnbAnn6xBtkntGgaA1M2Nr74/leOX5baiqbNk5E7WOs8cWXEoRhv/vm/4azPZa9N8PS4xiurGZjcX3XYBbb70Vv/76K2RZRocOHfDXv/4Vqamp2LNnD+bMmYNjx46hS5cuyM/PxxlnnAEAXrcREflDaxjYYmkBIoowesZWXQsztlx7bMlNZGzpz6HIinFb4HtsuZYiZMYWEUUnIYQ9Y0txzrfOjK3AlCKErMDStSsztoioEaPHlodtrj22hLCHgCTYg0JtUopQuI8xUASEo1cYM7bCiTOwJfn157G2xgohgLpaGzp2ivP9AAoozbXHlmKfYbTWHteYgB40MltWlP77EROjmG5sZuNXxlZ+fj7efPNNFBQU4IYbbsD9998PAJg/fz7y8vKwYcMG5OXlYd68ecZjvG0jIvKHqmlQZNmlgguPVIkosqitzNiyl5HRSxHKRhDL03MokktgSwpkKUIViuQoRSgHrncXEVHYcSzyuGZs6Qeyrc/YcuxbkWFJTGRgi4ga0c+XFQ+1CO09tvQ+V/pt7gGvthhboINPqrAHtaQ2yjyjwNAzgGRF8qs3mqaXjGO/oZAQnnpsRUAmkarppQjN9VqEkbElt9nPfPHXJTj024k2ea5A8iuwFR8fb3xdWVkJSZJQXl6O4uJiZGdnAwCys7NRXFyMiooKr9uIiPylasJ+RQhLERJRhNIcV+C3vBShBgmOUoSSYpQddKXfprgstMYEMLPKNWMrJoABMyKicGMEr1zKgBlBLg8Ztc3ilrGVCCtLERJRA/rpsozGgS1Fcm4XRmaXo4Rfm/TYCk4pQiGEvTyaBDDkET40x1qPJEl+lSJUjcwargmFgiaEEdAyAlsRsD7nLEVortkjFBlbWzftwe5vStrkuQLJr1KEAPDAAw9gy5YtEEJg1apVKCkpQXJyMhRHmQVFUdCjRw+UlJRACNHktsTExOC8EiKKKJoQEAKwyC5XhIT/300iIjd6NlW9Wg9NaEb2lb/sj9F7bHkuRah5yNhSZAU2WyBLETp7bAmIFr0WIqJwJzxlbEmB7bElKfZShFplJbS6OshxLMlERHZGubDGcS33jC3HebUkARIkaG0QEnKWIgzwfmF/bRL8y/whcxCOQIksS34FO/Wyd2YLQEQLoTmv2XGWIgz/3zcjE9BkP1f6XGaJVdosY0tTtbDMwvM7sLV48WIAQEFBAR5++GHMmjUraIPSdevWKejP0RxJSfG+79SGOB7vOB7vzD4eq2Pyjo9vhx6Obe3bx5pu3EREreEaiKpT69De0r5Zj9fQuBSh/cpV54qGXp7QIivQmyhYZIvH7K6WcA1s6f/bNBtildiA7J+IKGzowSuXwJYUoB5bzsCWjBjHxaK2Y0cRm3xKq/ZLRJHDyNiSmipFaP9aX7ps04wtCLf/A0UIARmOjK3wW5ONWpomIMkSJLm5GVvmCkBECyHsnxfgzNiKhM9CD86pNnNNHs6MLRmqKhqd3weDqgqoYTiJ+h3Y0k2cOBHz5s3DKaecgtLSUqiqCkVRoKoqysrKkJKSAiFEk9uao7y80jQR4KSkeBw+fDLUwzBwPN5xPN6Fw3jq6h3luWrrUV5eCQCorKwN+rhlWTJdUJ2IIpfm0hOr1tb8wJYQGiQjsKU49qm5ZWfpgS1FVgDH01mkwPXCUoUKi+P5GNgiomjmOWNLL0XYyvNaI2hmL0UIALajDGwRkZMeNPKcsQWoenBJ6P1y7D1z2mLVLWgZW8LR9wdt8zooMIQGZylCAZ8L9+yxFVpCc5YiVJTIKUWoB0y1Vl58FGjOHluO83tNGO97sNgztsz1PvjDZ42YqqoqlJQ4ayxu3LgRnTt3Rrdu3ZCamoqioiIAQFFREVJTU5GYmOh1GxGRP/QmjopkP9iRwCuwiCjyuGZstaTPlv0qVWePrYb7dP3eNdhlkS2wBiiw5Zax5XgOmwhMNhgRUTgRqjP4pNODXIEtRegIbLGHNRG5UL1lbMFDxpZxnh38E239OdRA99iCPWNLktrmdVBg6BlberDE10dnZNaEYam0SCAcAWQgwnpsaeYMmLr22AKCPz5Ns7eCichShDU1NZg1axZqamogyzI6d+6MFStWQJIkLFiwAHPmzMHy5cuRkJCA/Px843HethER+aKnwCqO+r2yzJrZRBR51AYZW82lwdnLSnYsntqzwGKc99EDWy4ZBBbZAptofWBLCAGbpnosRUhEFG2cGVsui8qBLkUoK1Di7aW51crKVu2TiCKL0WPLwzZ7ycEGGVuO29tiSVdt8NyBogl7gE52ZP5QeNA0YQ+sOv5c2n82m85IUZmxFVKaJlwCW45zzjAMgjSkqeYMmGoNMraCPT799yscg5U+A1vdu3fHK6+84nFb7969sW7dumZvIyLyRQ9s6VeDSJIUlpMsEZE3WoMeW81/vDCuym0yY0tzKUXoYJEV2ALQY0sTGgSEx1KERERRx0OPLQQoY8vYtyJDUuxzrh7sIiICHMeFgMeSbp56bEkSIKFtLiANRilCIQQE7K/DHqDjekG4EA0ytuyl1pq+v8YeWyFl77Fl/1o2ShGG/2dhBExN9nOlz8kxMfY3Pdjj00xaktEfPksREhGFgh7EUowGlSwtQESRR3UJLrWkFKHm1mPLceDboAyg/r3FtRShZIEagOCTXnKwccYWF1uJKPoID4Eto99WK1dzXUsROgNbvIiAiJz07CVPXAM/+nQkQ7Lf3gan2VoQMrb0JVjZEaDjdbDhQxPC6LEFOHsKNUVlYCuk9Aw7wKUUocmynJpLL78HmO+1GBlbsW1TitAZ4DPX++APBraIyJRsDQNbktTaCi5ERKbjmrFVa6tt9uM99tjSPAe23DO2LAHpg6VnZukBLcXoscXFViKKPkLTywW6ZmzpdZYCV4oQzNgiIg/smfyet9kztuzn2Ho2gCzZg1ttsZQZrIwtwDVAF36LstFKaI7AltFjy/tnpxmlCPkZh4I9Y8uxNudoFxLuFZVcx2+2gGmjHltBz9gK31KEDGwRkSk1ythyORAnIooUbj22WpmxJctNlSJ09NiSXHtsKdCE5hZYawlnYKthKUIuthJR9BH6woPLfKvP0QEtRShJ9uBWmAW2PvjgA0ycOBE5OTkYP3483nvvPQDAnj17kJubi6ysLOTm5mLv3r2hHShRmFK9ZmxJ0C/G12cjydHjqC3Os41ssQCG0fQ1WEmyL25ytSB8aHopQkkva+f9/nqrCrMFIKKFcOuxpWdstd1nsX3LPnyy8eeA7tN1/Gb7udIzGC16KcKgZ2w55ucwzNjy2WOLiCgU9D8szh5bvAKLiCKPaxCqztaCwBY0lx5bnksR6sErRVZgdZzyWyRnL6xYJbb5A3fQA1iKY38xjgAXe2wRUVRyrMxJSuMeW60tPeDMBlMcz6GEVcaWEAL33nsv1q5diz59+mD37t34wx/+gIsvvhjz589HXl4ecnJyUFhYiHnz5mHNmjWhHjJR2NEgmg5sAVAbZmzBHvBqi9PsYJQi1Pckw17SjusF4UNrccaWuQIQ0UITzrU5175obeXA3qOw1gf2mMc9Y8tcc0fjjK3gjs/I2DJZgM8fzNgiIlNSjYwtPROhbQ64iYjakipUxMgxkCW5hRlbAjL0HlvNKUUYmACUXnJQ358e4Go4BiKiaOCpxxYk/xbtfO7b5uyxpf8fToEtAJBlGSdPngQAnDx5Ej169MDRo0dRXFyM7OxsAEB2djaKi4tRUVERyqEShSVNCChNlCJUJKlROUBJAiQAog1yndQGzx0IeiBLkuxlFblcED7sGUCu136wx5aZ6Z+XTlakNg1s1dfZAv58rj9LgQro2Pt2tX6c+j4sjsBWsANORsZWGJYiZMYWEYXUyep6lP1Sjh7x7hkDqsceW+E3yRIReaMJDYqkIEa2oLYFGVtCCMiOM0I9cNWwvKAe2LJICgD3nlit7bPVsMeWETBjjy0iikJ6YMu1x5YkSY7SA60tReiYr/VssDALbEmShMcffxy33norOnTogKqqKjzzzDMoKSlBcnIyFEfATlEU9OjRAyUlJUhMTPR7/926dQrW0FskKSk+1ENww/F4FynjiS2pgEWRPT6+3V4L6uttSEqKh/VkDQCgS0J7dLCqwIlqr88ZiPdH+clRlhVAt+6dmsws84c+nsp6+/FmQnw7xJ6sgcXi+bWT+WjCkbGlX/zhY63HyNhiYCskXHtsAfYLz9uybF19nQq5qah9C7mOPxCZgNZ6FWuWfYbM7L4485zurdqXM2PLUZEl6IGt8P39YmCLiELqgx2/oeiTvXj67jFGdhbg0mNLcaY7R2ppgaNHj+Lee+/F/v37ERsbi9NPPx0LFy5EYmIi9uzZgzlz5uDYsWPo0qUL8vPzccYZZwCA121EFB5UTYMiyYhVYlHXkowtaMYJYVOlCPUeW7JbxpazFGFr6I+PMQJb9v+tLEVIRNFID15JDQqjyHKre2w5g2bOjK1w6rFls9nwzDPPYPny5UhPT8f27dtx55134uGHHw7I/svLK01zEVxSUjwOHz4Z6mEYOB7vImk81TX1gCY8Pt5mVVFvVXH48EmUV9uPOU+erEVdrRW2Jh7T2vG4qnMpI1ZadgIWuWUFpFzHU2m1H29WV9VBtamoVbU2/SxlWTJdUD1cCEePLX9LEToztswxz0cbobmXOZVluc0ztmLj/Ath1NXaYK23oVNCO6/3C3Qpwro6G+rrbDhxtLbV+3L22HJcNBrkEpxaGGdssRQhEYVUXb0KmypQU9dwIdZR99vI2PJ9FU+4kiQJN910EzZs2ID169ejV69eWLJkCQAYPQc2bNiAvLw8zJs3z3ict21EFB40oUKWZbS3tGtRKUIhNMiOBVRZL0XYIGNL00sRuiy0BiqwZZQ5dDx3oPZLRBSOPGVsGd+3NrClhncpwl27dqGsrAzp6ekAgPT0dLRv3x5xcXEoLS2F6ngtqqqirKwMKSkpoRwuUVhShZceWy49q/WzagkSJKn1pVL94XqRaqBO642SipDsFV4Cs1tqA3qPLf3n1deCuqaFd4+tkl+Pt8nvWbBomnvGlqJIbZbdI4SwlyL08/m2fbwX6//zrc/7BboUYSCzCo2MrVi9FGFwf3b0MTOwRUTUTDbHBF1VY3W7XQ9sWRx/PCO5GWyXLl0wdOhQ4/uBAwfi4MGDKC8vb7LngLdtRBQ+VEcpwjglDrW25l/dpbksYBgZW416bNmDX5LLQoceiLK1shdWo1KETfT5IiKKBkagSWmcsdXqUoQN9i0pCoQtfC4iOOWUU3Do0CH88ssvAICff/4ZR44cwemnn47U1FQUFRUBAIqKipCamtqsMoREZKcJewDLExnO82n9f1lCmwWE3ANbgTmvd30dEtomQEeBoWcAOTO2vN/fyCgJw1JpR49UoeDFr3Bgz9FQD6XFhIDbuWSge2x9tfUAjh+t8bjNZtUghP9ZVTU1VtRW1/u8n1spwgD8XAWyD5zWIGMr2AFdI7AVhr9fLEVIRCGll8iqrLUi2cPtenlCeynCth5d29M0DS+99BIyMzO99hwQQgSkHwERhZYqVCiSjHaWOFTbPB/Me6MJDZLjOiXFyNhqGNhSjW26QGVWWR0BLEuDUoTssUVE0chbxpYQgS1FGG49tpKSkrBgwQLMmjXLWBz7+9//ji5dumDBggWYM2cOli9fjoSEBOTn54d4tEThSRMCSpMZW87zaT2IIEv2q93bIiDkOlsFaulUH7UM++uzRsOCQYTQhICiyEaFHp8ZW46gQbBLsgVDbY39vKiuNnzPj+w9tpzfy7IcsCwia72KTz/4BaqqIX3E6Y2219XZ3zfNzwuENFX49XPiur9AlCIMZMaWaOMeW+FcipCBLSIKKT0zq6rG/Y+81qgUYWCvCDGrRYsWoUOHDrjuuutQXFwc9OczW01wszX75Xi843h88zWmmFgZMRYLOnfohBMnTjT7NciKhHbtYpCUFI+jkv2x8QlxbvuJ/VWBxREE12/vbnPct3Mckrq3/H3rWB9j329iPJIS49G+zn7w3a6DxZSfBxFRUDXVY0uSApixpZcitIRVjy0AmDBhAiZMmNDo9t69e2PdunUhGBFRZNEAv0oRao6QkL0UYdtcQOqapaUGOGNLkiR76wJE/npBpNA0gZgYeylMwHfbCf3C53DssWWz6aV2wy8op9NLR+pkWfI70OSLM1vI82dbrwe2/PzsVZvm1331n6WYWCWgGVuaLQBBsoYZW0H+2fH1GZgZA1tEFFI2xwRaVdugFKFjQlWMUoSBK1lgVvn5+di3bx9WrFgBWZaRkpJi9BxQFMWt54AQosltzcFG203jeLzjeHzzZ0zVNXWAJgGqjKq6mma/BqvNBmu9vVH2iRP2UoYVxypx2OLcT2VVLWRhX2TV91910l6e4XDFCXQVLX/fKo5VAgBOHq/HYfUkam32PmHHTlR5fS1stk1EkaipjC3Icqt7xXrusRW+V38TUeDZS1R73uY1Y6sNAkKuU2CgTj+NjC1HKUKTnNaSH4QGSLJrKUL/MrbCsVSazRre/cEAR8ZWkEoRaj5K+OmBLX+DO6qqQdNEo2Bc4+e17y8mVglIQCegGVvCfr6sOMpPqwEIlnnj6zMwM/bYIqKQ0jO2qhukZeu364EtWZZ81l0OZ4899hh27tyJZcuWITY2FgDQrVu3JnsOeNtGROFDExoUWUE7Jc4ICjX38TL0Hlue+1tpQoXcYJE1UKUInT227M8dY+w3vLIIiIgCQQ9soWEpQkm2r+IFYt+OhSUpzEoRElHwaQLGcWFDsuTM1NJnI0myZ8y0xXl2cHps2f+XIEGWJPbYCiN6jy09w9BXkERfcA/H4JBeFi8cx67TtAaBLVkKWHaP6iMgVF9nP9YRwr+yqUavKx/vt/4zF+iMrUD12JIkQLG0TSlCff/+vsdmwowtIgopffKvqmmQsaUHtpTIL0X4448/YsWKFTjjjDMwefJkAEDPnj2xbNkyrz0H2I+AKPypQoUsyWhnaYc6ta7R1XC+CCEgO0peKbLeY8v9wFcVWqMeW/r3gQts2Q8pZUmGBIk9togoKhlZVR4ztgJQilBRjL8RksXCwBYRufGasQUJ+jq0HliSYQ9utcVyuyYARZKgChHAwJbjdegZWwHZK7UFTYgWZWyFY0aJzRr+pQjtGUTO72VZDtj6nK8yeK69yTRVQLF4P1d2zZyKgdLk/YxShDGKkRXmL5tNg6ZqiI1zhlX00oyByK4Smv33Q18PDXZQ1LXEp6YJ43nDAQNbRBRSeinCygalCD322AqzKwf8dc455+D777/3uM1bzwH2IyAKf3rQqZ0SBwGBes2KOCXW78drcAa29P9V4b7QqQq1UWDLyNgSrVsU1TOzFMm+P0mSYJGVVgfMiIjCUlMZW7Lc6hpZQlWNMoQA7L22GNgiIhf2wJbvHlv6bCRJklHGydtjAzU2iyxBVQUC1cbFWYpQciu1SOanl4nT13t8JTU7s3rC70PWM7ZsYZyxJRpmbCmB67HlbylC/T56FlNT/M7YcilF2Nxg1NZNv+DQrydw9fWDGj9vgDK2ZNneA1GWpaAHRV1LfGqqgNJ0PNB0WIqQiEJKz8yqqnFfBLU5/kg6SxFGfo8tIoo+qtAgSzLilDgAQK2ttlmP14RmnGQYpQgbZmxpKhQpSKUIHZlZMbLz6FeRLI3KIRIRRYOme2xJzqBXK/btul+WIiSihlQBL4Et54WiokHGlv22YI9NIEYvOxfojC24B+4iQX5+PjIzM9G3b1/88MMPxu2ZmZm47LLLkJOTg5ycHGzevNnYtmfPHuTm5iIrKwu5ubnYu3evX9tCQRgL9/bvfWX/6NvDsZyfkbEVhmPXCeHer0p2BKkDwVlm0vP+XANb/mSJ+Spt2HBfsbFKs4N0lSfqUFXp3kYgkD22NJf3W7HIwS9FqLlmbIXXzykDW0QUUvoEXd1ExpYi65kIUqubbhMRmY0m7EGndhZHYEttXp8tITTIjsM5PXilNeqxpUGWG2RsSYHphdWwFKH9awVWliIkoijUZI+tQJUidJnLGdgiooa8liJ0yWgyelNJzkVBDcE919YAxDgGF6hlU+frkCBDCvIraFtjx47F2rVrcdpppzXatnTpUhQWFqKwsBCjRo0ybp8/fz7y8vKwYcMG5OXlYd68eX5tCwW9Z5O/pQj9DVaYUST22FKUwLUK0ffTVEBF77EF+Pf5+9uPzShFGKs0+7OxWbVGgbhAZmzppQgB+3sd7ExF14ytcMuKZGCLiELKyNiqtXm8Xc/YkmSWFiCiyKNqzlKEAFBna15gS3PpyeXssdWwFKHmIWMrOD229K9ZipCIolKTGVuy7zpLPngqRcjAFhG50mDvY+WJLDmDVwJ6ppNkBMKCneyklyLUvw4E43VI9iBdJGVsZWRkICUlxe/7l5eXo7i4GNnZ2QCA7OxsFBcXo6Kiwuu2UNEzgPQMQ29BEiFEmPfYcpQiDMOx64SAEWgBHD22Ap6x5bsUoT/Pqd/HV+lHPZhjiVEghH/ZYDqbVW30s+gr86w59FKEAKAocvB7bLnsP1Cfa1thjy0iCimbEdhyz9jSrxJw67HFyBYRRRh7NpVrxlYzSxFCM3prNVmK0GuPrdYFoFRNhQTJGAMAWCSFpQiJKCo1lbEFSWp1xpbQVEBxL0XIHltE5MqfjC0hhFvGln6BVNAztgRgccyNgStFaP9fgqPCS5QsF8yePRtCCKSnp+Ouu+5CQkICSkpKkJycDMVxAYSiKOjRowdKSkoghGhyW2JiYkheg+bISPEnY8t1HSgQQYO2FhGlCDUB15i5LAejx1bbliLUny82VnGMo3GVk6bYbJpblpP98cLYT2sJzdnzULHIAdmnN1oYlyJkYIuIQkr/Y1NV0yCw1SBjS5bc674SEUUC1VGK0Nljq/kZW8ZBryO41ChjK4g9tqzC5patpe+bGVtEFI2MDCqpcSnC1vbYgqpBYilCIvJCEwIymsjYcvwv4AwIyZLkvL0tMraMHluB2ydgfx0Sgh+cM4O1a9ciJSUF9fX1WLx4MRYuXIglS5a0yXN369YpoPvr2DEWiYkdAQDx8e2RlBTv8X4NAxv6/Zq6f6g0NR6Lxf6326IobTrmQD6XLEto3z7W2Gf7DjGoOlnXrOdo6r7HjtQAsGcmebyPcM5pnROa/jkx7u6YYOI7tfN63w4dYu377NIBANC1a0e0ax/jdd/Gcwh7YKx7907GxQEd2pcDsF8s0NL3Xn9cbKwFlhj7z0tsnAVKkH92YmOd5/OdO3dA96RObuMxMwa2iCik9KskqmptEC4ltVTHyb9RilCSfNZdJiIKN3o2VTtLOwCt7bHlyNjSGpYiVCE3zNhq4r7NZdNUz4Et9tgioiikZ2VJSsOMLbnVx7FCcy9FaA9sca4lIidNwLjgqSFFcpYB1Ev4SXBmbAXzTNv+nAhCKUI7WbKXVIyG62D18oSxsbHIy8vDjBkzjNtLS0uhqioURYGqqigrK0NKSgqEEE1ua47y8sqAVdFRbRrq6mw4ftwe1Dh2tBqHD5/0eN86R3UfxSLDZlNx+PBJJCXFN3n/UPA2nspK+/lddVVdm4050O+P1aqi3moz9mm1qqivV/1+Dm/jOVpRBQCoqan3eJ+TJ50VTY4cqQR8JFXpJQjLy6vQsXNck+M54fjZs9rsx1KlpSfQoWOs95071DouzC8tPQHFccyn/yzX1dla9N67vkc1NfXQhLB/L4Dqas/vTaDoP6OA/T0WkjDV75gsS00G1tlji4hCSi9FqGoCdVbnAqt+wKQojowtWYqomtlERICjFKEkO3tsNTOwpcF5QYBeDlBrUIpQE5rRf0unyAokSAHpsWXxUObQxlKERBSNmihFGJiMLfdShOyxRUQNeS9FqN/HPWNLv3swz7X1Xcc4BqEGrBSh3ivMcSFshGdsVVdX4+RJ+0KzEAJvv/02UlNTAQDdunVDamoqioqKAABFRUVITU1FYmKi122hYi9FCKO8nbeLP/SLoWNiFWiqCLsLnvVShGHdY0tznnMCjh5bgQpyOt6Xpno71dfZjBYl/vRY89Wzq+H9YlxKEfrLZlMdj2lcwi8QJSdde2zJFin4pQhVzePX4YAZW0QUUq5/mKpqbGjnSIHVyw7KxoIte2wRUeSxlwlUWlyKUAhnjy25qVKEQkOs1PhaJouswBqAHlsNM7YUSWEpQiKKSkbGVsMeWwEIbAmtYSlCC3tsEZEbbxlbsksvLT0AJEvuAa+gjcvxfIEvRWj/X5IAGVJEZWw99NBDeO+993DkyBFMnToVXbp0wYoVK3D77bdDVVVomobevXtj/vz5xmMWLFiAOXPmYPny5UhISEB+fr5f20JBD5TI/vTY0gNbMQpqYW2yF5NZ2ayBC3iESsO5RVaC0WPL8/7q61S0ax+D6qp6n2uCQgif+zOe17EvS4yjkkkzfq6Mz1TVEONIIdM/X3+Cb75orj22FDnoPzuqW4AuvH6/GNgiopBSNYH2cQpq6lRU1VrRrXM743ZFllwyEYJ7FRkRUSioQnMEtmIhQWp2KUL7lbn2BVRJkqBICtQGGVt6ucOGApFZZRM2WBpkg8XIFtSp9a3aLxFRONIDW556bInWBrZU1a3EoaQoEDZeREBETqrXjC1nUEk/rZZcbg9mtpOeoWWUIgzQcxkBOkgRt14wd+5czJ07t9HtBQUFTT6md+/eWLduXbO3hYIm7Bkpkv4z4WUxXQ+gxMa5BxDChZ7dE27jdiWEcDu0kWUpYAFGI8PKS8ZWx/g4e2DLV7DKZR82H++3pgpIEmCxOC4O9fPzEUIYWXiuj9Evzg9EYEtowvjdUBQZ1vrgHu+5Z2yF1zzKUoREFFI2VUOXTvZgVpWjTi1g/6Mgy66pzlKrK7gQEZmNJlTIkgxJkhCnxKGumRlbmtDcmoQrkty4x5amQvGUsSVZAlOKsFGPLYU9togoKgnVW8ZWKxcKVBVQnPOtxFKERNSABuElY8txHyGgn1ZLbqUIgzguoxSh7PZ9oPYrOTLPwms5NroJx3qPkbHl5YfCtRSh/fvwWhhyZveE70+oa6AFsAdbAhUA0YOangJLQgjU19nQrn2M/T4+ntP1Z8OfUoSKIhs9svz9udI0YVwc4JbpZJRAbP374lqKUFECF0Rsiuv+w+33i4EtIgopVRPoEm8vwVVV61wI1RwZWzpZksKuljIRkS+qS/+rdpY41Ki1Ph7hJBzNv13rnSuy0qgUoSY0yLLnjK2GQbAmx6mpOFp7rNHtNk1t1GNLacZ+iYgiij73KR4ytkQrM7Y0zT1gxsAWETWgCbhd8ORKv92eseXsTWVkbAU1sNUgYytgPbbs/9t7hUVWKcJIJoQ9MCC5VOjxmrHlWGiPdbStCLceQHrmULhnbLmVIpQDV4rQ6LHlYX82qwYhgPYd7IEtX599cwI0miYgKxJkRe/f5d8EogcqGz6H/vhA/HwK4RLYsgS/FKFbxlaYTaQMbBFRSKmqa2DL6na7a2BLkqWIKi1ARATYA1t6KcHmZmzp5Vckl2yspksReu6x5W9m1cYDmzHv03/gwwNb3C4y8JixxR5bRBSljB5bDedcSWp9jy1VhaS49thSAFXlhV9EZNCEgNJkKULnfZyZTi4ZW0HMdzIytgLcY8s4FoYjY4vzYVjQF85ll8CWt4+uccZWeH3OqqNsna/SeGamae4XU9p7bAUoQK33xPKQ6VRXZz+nNAJbPp5Ta0bGlqYKyLIzY8vfgJRehrDhY/zt7eUP1/dbschBz6JSVc0IpDGwRUTUDDZN85ixpYqGGVvhN8ESEfmiuQSd2lnimtVjS3MEsGS4BrY8lCJ09PFqSJH9L0VYaa2CJjSs+7EQ/971CupV+4UI9h5bDUsRWmBlYIuIopDRR8tDKcLW9tiylyJsENgCWh0wI6LIoQl4KUXoDCrpQSxZcr89eONqg4wtSQJnw/AgXAJbRilCLz8TevBAD2yFW4DIqmdshVmmmSt7hp3ze1mWAlaK0Nljq/H7U+8IbAWvFKEExdK8UoSuP3/uGVv2r4Vo/dql1qDHVvADWwKWGPvvV7hlRDKwRUQhpaoCHdvFwKLI7j22HPVudfZShKEYIRFR8LgGndopcahrVmBLX5RwvQigcSnCpnpsxTQjs0rVVLRT4nDFmZdg66Ht+Nd3/wfAUYrQQ2CLPbaIKBo11WNLkuRW1/lqWIpQslgcz8lyhERkpwkB2VfGFpz9YSTHP8CZ/RSccdn/D3RgS7gG6Izn4qKB2emL/pIkGcESb4EAPZgRGxueC+96hk9YlyJ06fkEIKDZPd5K+NU3zNhqVilCX9ldArIiQ2l2KULncZenHltA6z9r4dZjSw5I3y5vNFUzAsfhllDAwBYRhYwQAqomYFFkdGxncStFqGnuNXwliaUIiSjyaEJzZmwpcahtQSlCWXLP2NIalCL01mPL5mcvLKsjM+vyMy/BuDPG4usj3+FwdTlUzdYoG8wiK6bssZWfn4/MzEz07dsXP/zwg3H7nj17kJubi6ysLOTm5mLv3r1+bSMiaqTJjK3AlCKE3Dhji4EtIgLs59YafGdsqUK4XRyl3z2oPbYcx6wWxzFroCrJGRlb8K+kHZmDEVh1LUXorceW4+9nTJz9go5wChAJIYzxhtO4G9JEw1KEzSvf53XfRsaWaJS5V19nP8Zp5whsqYEsRajZy+81uxShzfNzNKe/ly+aBpfAltQmGVtGYCvMSn0ysEVEIaP/UbIoEjq2j3EvRagJ48oJwL4+wMAWEUUSIYQ96GSUImzXolKEricZiuwhY0uoHksRNiezSnXJzBp52jDIkoyPD34Gq/CQsSX5X+KwLY0dOxZr167Faaed5nb7/PnzkZeXhw0bNiAvLw/z5s3zaxsRUUNGj62GGVuBKEWoaZAsLnO5XoqQgS0iAowyfE0GtuAsOSiM21xKEQZxbGrDUoQByg7T1wckCUZvsWD2CqPA0JpZirBhxpYZSvppmsC+n8t99nXTVHuGpCxLsNm0sO0DJ1xK4wHOz6K+vvXHIK6BlIbZQs6MrVjHfX2XF9TZ/MjukhXJCNK1LGPLtceW5xKFLeH6frdVj62YmOaVZDQLBraIKGT0wJaiZ2y5liLUGvbYClxzSiIiM9ADUIrjCvw4JQ51zcnY0ntsuWVsKVAbZGypwnMpQkVS/M7YsmnO4FiXuM7o3/33+LTkC9TaamGRG2ZsWWAT5ltozcjIQEpKittt5eXlKC4uRnZ2NgAgOzsbxcXFqKio8LqNiMgTbz22ApGx5VaK0MjYMt+FBETU9vQgj9JEKUIj8CNcShFKkrEoGMwFd/00PkaW3L5vLSNA9//Z+/coS676vB9+9q6qc+3u6cv0jFoXdBkjeSC2sVEAx7aMJdsiZoR4Y78/kbFJTLC9bGKbxEuvEbYsCQFeHsd5CRhYct7ErBDJJFEwIgwk2Cz5ii/B2NjAAOIykpA0munpnp6+nFvV3vv9Y9fedTlV5376nO7+frS0uudcqnbVqao+VU89z8MAhtFOmxgf8Y4tc4Nep2s96Y6tXgWIcfLMk5fwiUe/gPPPbnZ8XRDoc6JiSd8IuBevaanwmBG/mbIYdl41G8N/B0mKQ3nClpf5fPu0Yq6pbo6tsP7ERhH26KgL/Ozxxt1kw0YHShVFEXKHhwLpGI/RQsHzKIqQIAiiL8wfMB1FmOHYSmX47rHjK0EQREdkSpgquUXURaPnL602RgbJKMJ0DGC8xyuOjiLs7WQkCKMIDd971Suw49ew0bwMl6U7thxIJdsiEaeRc+fO4ejRo3DCC8SO4+DIkSM4d+5cx+cIgiCyMLGAaccWRuHYoihCgiA6EI/ly8I6s1TkamKILlaP81zbfGd17bxG7NgCsx1ie9URc5CwHVucWVdKp4/NiBVW2BphpF+zEeDDH/xbXLq409f7GuFN2esXax1fZ0QQIwTtxThC89nE+/uMUNeI3Zw+KHEhJe0WavYZRZiMBuwWRaiSUYQ9fk8LcuYxaseWEbZctz9H2SAkOramQDjuB7f7SwiCIMZDEI8iLLl4+kKqY4scWwRB7GOsY4tFji2pJAIZwHO8ru+XaI8i5FlRhDLbsdWPsKWjCKMLqjctfAuWy0tYra+1O7ZCoSuQAgWH7qFaWpqZ9BASLC/PTnoIbUzbmGg8naHx5POULkVoG9NaqQDJhxvr00yhVCnaaaj5GZwHsHiohNIUrQOCICZD1JuV/TzPcGxxFj2uxhjh1+7YGpWwpX9qx1b42EimTIwTG0XIYlGEPTi2xhFFuLlRx4XntrB6fhsLh6s9v890P22sJYWtP/mk7vH9/ttvBBCJIEYICgKJQnHoYe8qRiyORxGWynp5miMQtkSHXqxWMwBjMcdbH1GE3UTEtijCHl1WfiKKUGX+Pmz3mIxHEcYcZUbkGjWJjq0Bb8RqNgL8+R9+Dd/7Q8dQLHW/ljEqSNgiCGJimAO/4/C2jq1ASjixu105Y3T3FUEQ+wqR4dgCgIZoJoStRtAEZxyFlNgVOb5iHVupKEKpJBQUOM9ybDmZwtZ2awcVr5yIOAxUkHB9ccbxvVe9Ah/52sfbO7bCeQUyaBvztLGysoLz589DCAHHcSCEwIULF7CysgKlVO5z/bC2tj01N2YsL89idXVr0sNIMG1jovF0hsbTGSUlGOdtY2r6AoEfDDXWoOWjFUg7ja2avpi0trqJgtN+MY5zNnXCOkEQ40OoSCzIIt6lZR1bjEWC0G44tsLz+9FHEbKYI206vnMR+cSFErO5dowilONzbBlHVdDnNP2WPofaWE8KW099dQ3laiE2/dBxFAoze9KxFYuONBjhojGSKMJscQgAWo0AhaJr593NtST7iSKUqSjCHsWoZBRhtktrWPFVSmVvOnCc8XdfCSHhDhlFeOHcJp744nkcO76M675laZTD6wjdRksQxMQwB2YvdGw1W8IWPMpUFCFj9CWVIIj9hQjvhjKCUcnRwlZTJHu2/uPn/wsefeKxtverHqIIjfiVFUVYdAqoBfVEZOBWaxu/9he/js88/3eJ1wZStAlYr7jiZnjcQ8WrJB43rwvU9Pe+LC0t4fjx4zh9+jQA4PTp0zh+/DgWFxc7PkcQBJGFCh1baRjnw1/JlXLPRxE2m03cf//9+OEf/mHccccd+LVf+zUAwNmzZ3HXXXfh9ttvx1133YUnn3xysgMliD1I5F7qFkWoYrGF2BVBSFhhiyX+PSxRLDesQEJXDKYfGRNKGNPiVqebmKMoQjfx71FgOrCE359o0Grp912KObYadR872y3bCwUAvp90bI1TnBgXNjqSxR1bYcdWffjzvU4Rfq2mFrZY6O7r5iYy7y8Une5RhKFjy3H7E46ChGMr2bdlpzVkx5ZSkWOLh9Mc1gXWCSmjjq1B9y8jJNZ3WiMbVy+QY4sgiIlh8nGNYwsAdhoBDlULEII6tgiC2N9IE0UYXgQ1gpCfclFtNC/nvN9EEcaFLQeBjL5MCitstV9oPXboenz6uf+LZ7aewwvmrgYAfGHty2hJH5dbySJkIQO4KXFsplDFr7zs32CukIzAcmKOrWniHe94B/7gD/4AFy9exBve8AbMz8/j4x//OB544AHcc889eP/734+5uTmcOnXKvqfTcwRBEGmUkEDG8RaMA0P2DiohwGLxrntR2Pp3/+7foVgs4pOf/CQYY7h48SIA4P7778fJkydx55134qMf/Sjuu+8+fPCDH5zwaAlib2FEHicvijD2OqWifi3z8nGeapujnxPOb1SXZ40Wwhiz3WJ0zWD6STuAWJfaCRkTK4DRikORY6u/v6V+GEW4dblhL+ivXdA9XXFhS4TTNQ6nveLY+tqXLsArOLj22FJiPzMUig4YA5qNUUQR5kf4NZvCfu7cYV37n8zzhaLb1YUnhQLnvGc3mCHRsRUTsETYUyUCORrHlo0iHH/HlggkXG84Ac2Mr14bfpvoBxK2CIKYGMad5Toc1fAP/U7d18KWVPDcVBQhfUslCGIfEUUR6i/r1umUEoQCGaCRcnEBURdCIoqQOxBB7GRKmh6v9gutL1q6CQwMn1/7UiRsXfxS9hiUQMEptE3jSGW57bGoY2u6hK17770X9957b9vjx44dw6OPPpr5nk7PEQRBtCFlQnwyMM61m2sItLAVu8HACFvBdB1r89jZ2cFjjz2GP/mTP7EXxw4fPoy1tTWcOXMGH/jABwAAJ06cwNvf/nasr6+TQ5Yg+sAcYbo7tnQUoXmZ2R/HGY4SF904Gzzqqm269rtwrCuMUl6mnrQDiPHOtRNijFGEpi+p3yjCVhhFqBRw+VIdV6wcwvqqEbaEdtwwZoWzeMfWXuCv/vgsDi2UQ2HLREdGzzPGUCy5I4kiTDq2UlGEoWML0AJPN2HLpkIVnK6uKSElHEe7BrVo1r9jK+4gk0KhUHDQqPkjEbayOrZGwdknLuIv/+gbuOunbobjcCildGKWw0NX3HCOrdouO7YoipAgiIlhvqC4YRQhAOyEd3wIqewBHNB/RPdzFOGpU6dw66234qabbsITTzxhH7/11lvxqle9CnfeeSfuvPNO/Nmf/Zl9jmJbCGJvYx1b4VmCcUQFMnnHYCAFmqL9C6JMdXQBWhwLMqIIszq2ZgszuG7uGnzx4pfD+QT48ro+/oi2MQRtUYR5RALd3nEREARBjIK8KEKMMYoQe8Sx9c1vfhPz8/N473vfi3/2z/4ZXv/61+Nv/uZvcO7cORw9ehROuDyO4+DIkSM4d+7chEdMEHsLG8uX59hi0euUgnU4WSfXGD1bUfSh7sIa1bzMdBlYQrgjphsbpx5ufJyzjqZm69gqjD7OzwhN/YoGraaw4rCJI1xb3QagRQkzPTP9YnnvdGz5LYGtyw3rYpMZHVuAdqE166N1bOVFEQLasdXtsxcxx1ZvUYR6I3Qc3lfHVpbIKkX88SGjCKWyx7RRd2ytr+7g8qU6Ws3U5+uwnlxxeRjjwtQ5ti5duoRf/uVfxtNPP41CoYBrr70WDz74IBYXF3H27Fncc8892NjYwPz8PE6dOoXrrrsOADo+RxAEAeRHEernJJzY3WacMQx5o+tUc9ttt+Ff/It/gR//8R9ve+4973kPbrzxxrbHKbaFIPY26ZjAXMeWCtAM2h1bUa9AdKx0mZN4v7DiWbuwBQD/6PBxfOwbn8Tl5hbO7TxvnWF+qh9LSNEWRZjHXurYIgiCGCVKykQ8rIWzETm29m4UYRAE+OY3v4kXvehFeMtb3oK///u/x8/+7M/i3e9+90imv7Q0M5LpjIrl5dnuL9pFaDyd2Q/jCbbrAID5uXLm+xthnNfMXAklIcA5w/LyLLbC+Km5nPcNOp44z4Y3Oy0tVuFyhmKpMNQ0zXvLG1pIOHpkFocCfTF1frGC5WppqPES48U6tmwUYWcXnxErTFTaKMUh474J+uzY8lsBFg5Xsb66g411I2zt2OdbTQHXc+z0bRRhH+KEUgrbm03MHtrd7fnSml4Os06sYyvlBi2WXTRH4diS0jqF0p9tqylQNFGEvHfHVqGonVMd5ytkLO6P9RFFKGKRgzFRTqqRia9KxaII3dFu90Zs1dumZ6erHVt8aMfW1HVsMcbwUz/1U3j5y18OQLsKfuu3fgu//uu/3vGiKl1wJQiiG/EowqKrD9o74R0fxgpr4Izta8fWzTff3NfrKbaFIPY+0gpbqShC1R5FmBXPkdWx5XI30dHVTdh68ZIWtr649mU8t3MOLnfBwdpdY0rY7qxukGOLIIgDS45ji3GOoe/QkhLMiU7fze97Rdi68sor4bouTpw4AQD4ju/4DiwsLKBUKuH8+fMQQsBxHAghcOHCBaysrPQ1/bW17ZHFmw3L8vIsVle3Jj0MC42nM/tlPKs1fXPS9lYj8/2X6/r5S5fr2Km1AKWwurqFyzuN8PEaVjOE+VGsn/UNfeH/8kYNUMB2rTnwNOPj2d7Ry3RxdQvbW+Hvazvgu+QY4JxNnai+F8jq2OoURSiFBI9Fxo2ya2jQjq1WS6A6U0CzEWBjrQ4lFdZXd1CqeGjUfDSbASozBSsilEr9O7aee3oD/+tD/4Af/9mXYW6+3Nf4hmF9Ve+vZqwqJUQaSiUP9drwIoYUCl7BQbMRtP0dT0YRskT0X/a0IndfV3dXLCVKxxz27thyXd7mIBOBhDeiHrhkFOFoHVtmWzeiq4wZDrjDIAb8vjq1UYTz8/NW1AKAl7zkJXjuuefsRVXzxfTEiRM4c+YM1tfXOz5HEARhsHfeOCzDsaUSVmfz+34Wt/K4++67cccdd+CBBx7A5uYmAFBsC0HsA0zcn4kS9HI7tgQaotl2whd1bKWiCFW8YyvpCktz9cwK5ouH8MW1L+GLF7+MG+ePoegWM3u+eo0i9LiJVCTHFkEQBwslhBax0nAO1SlnqcdpJ0Qz69jaG8faxcVFvPzlL8enP/1pADrhZW1tDddddx2OHz+O06dPAwBOnz6N48eP041aBNEnURRhTscWovNpqaLXmaPKeDu2YMemb1gd1XQVGLQwYhZbjTFSkRgN6Y4tzjvfxCxFdNNzOjLuC3/7LL7+5dXc9z771CV86mNfyhXOggE7tvymdu0sLJWxsV7DpfUaAl9i5epD+vmwg8s6tkwUYR+i3NZlLdbutlCwftE4tozwoR9PH1uKZReN+vDfQYTIjvZTSqWiCHnX9RdFETpdRUQtmPJo2j3GBwa+duOlO7+k1B1bZtrDIGXcsRV2bI1I0DXbuh+KumZ/4g7T4uGA8xHTGkUYR0qJD33oQ7j11ls7XlRVSuU+R19QCYIwRB1bHOWiC4bIsSWkghsXtkwmuFTgTvaX9f3II488gpWVFbRaLbzzne/Egw8+iN/6rd8a2fSn7Q6z/RADMk5oPJ2ZtvEAncd0iRUBAIsLM1henkXNmwMAVGY8+z6ppHVdLSyV4Tmeff+2uwEAmD9Usa+f/WYZclXYf7c2d8LXVHPHc/PV344/OvsXEFLgxPHbcOHLq3ALLPFaBYmZSn5ETZx1ppejOjtczAxBEMReQ0kJOBmOLZ2zNNx0lYp6tQAwd291bAHA2972NvzKr/wKTp06Bdd18Zu/+ZuYm5vDAw88gHvuuQfvf//7MTc3h1OnTk16qASx5zBikZMnbLHodQrKBlkzNv4bSM20Hab/H9W8VIZANyXGTaID6c4mxpl1BWUh4pFxblLY+ofPPIu5hRKOfety5nu/efYSvvrFC/iBH7kp0eFuiGLZ+uzYamnBpVIt4Ikvnsf55/QNyCtXz+HsExdtf5Ht2AqjCPsR0EzMX79jG5ZLF7Vjy4zVRhFmOLaajdF0bFlhK/bZBr6EUlqkAgCHs66CkRASjAGe53Tv2IqLRz30d9lxBRKux9tEVjHijq02x9aIogiFcSmGwqUZq40iHFTYCsfXqPmJdTtu+hK23v72t6NSqeAnfuIncObMmXGNyUIXXDtD4+kMjacz0zCeaphB7DocR4/MoVr2oFh0MbVSiS6KzszoXOGlpRkUvN7isPYDJoalUCjg5MmT+Lmf+zn7OMW2jBcaT2doPN3pNqa1sBdga7OJVXcLW2GcyvrGNlZL+n2+iE4Wnnl+DTOFavT+za3w/VHkjN+UaInA/vvitv65s63v9Msaz7dUj+FT8s8AANcVrwdXHNu1euK1LRHAb8qe1vH2pp7X2qVNrLrZr6foFoIg9iP5HVtDRhHa26XjHVt7K4oQAK655hr81//6X9seP3bsGB599NEJjIgg9g+RYyv7ec5yHFtG8Brn2GJj4IxBjshVJRGN3yxPp0g7Yjown5G58M05QydTc7ymwnE4ZEw0aDUDNDu4hlotc/FeJqouDEY06lc08FvasXVooYxWU+AbT2jX2NGrtGMrLkpxzjIdSd0wolG/brJhsY6ttLCVOrYUyy5aTTG0iCGFRLnihb9Hn22zqddhwrHV5dqVcWE5Lu+63oQYLIrQ9wVc19GxfbF1JHMEun5RSiVE+1FHEZrp+NaRFzm2dNfZYPOJr+9G3UelWhhypL3Rs7B16tQpPPXUU3jooYfAOe94UVUpRRdcxwyNpzM0ns5My3jWL+k7QRzOsLq6hUrRxcVLNayubsEPJPxWdHG2XtcXSi+sbqE4RmFrmi621mo1CCEwOzsLpRQ+8YlP4Pjx4wCApaUlG9ty5513UmwLQexBZKr/ys2IIozHCjZFEzOoxt7fHkXoMTfx/m4dWwBw08K3wOMuDpeXsFReDOMMUx1bMoDbb8eW2jsXWwmCIEZCXscW40NdbDXiVcKxZaMI6VhLEERSPMoiEra0Y8tch2YwgtAYxxYT3UYZRahU3HkWzms0kybGiEx1NjHGOl77FWHHFtDurGk1AysiZeGHzqk8USCKIuz9b6mOyBMoFBzML+ruqy99/nkcWijbi/mtZhRF6Hocrtu/68a6vvzd+zvfagbY3myCOwyBL7Rgk3LYGUqhC63ZCKwwNQh5jq1Wm7DVPSZPBFqsMjGBSinrSk3TFkXYo1Mp8CWqM652bIXrxqwjr2AiJwc/EqXXtzPAttMJ2ytnowhTHVtDOrYAoL7T2jVhq2vHFgC8613vwhe+8AW8733vQ6GgBxa/qAoks7A7PUcQBGEIwoO9+SNfLbvYCssnhUjeUWO/iE+J2D1q3vGOd+CWW27B888/jze84Q149atfjbW1Nbz+9a/HHXfcgRMnTuDs2bO4//777XseeOABPPzww7j99tvx8MMP421ve9sEl4AgiH4R4a2JRpiKBKGYsCWjE5mGaCbebzoEWKpjS0HZ/q5I2Mr/yldwCnjtt7wad9xwezgNp60fSygBl/V2P5RLHVsEQRxQlJS5HVtDRREaYYtnCFt9Ft4TBLE/6dqxZYUf7dgygpZ5fJzdVPGxcQaIEaloIhFFeHA7ufcabVGErLPTLtGxFXPiiEBCCNUxDq8Vdl3liQI2irAP0cAPXWCFoouFpQoAoLbdwtKRKool/bc5HkXouNyOP4gJHhvrNTz/zOXc+VjX1y46ti6t6ZvPDx+ZgVL6s1KpTjSD6Q0bNo5QCpkpCEXCVn9RhE7o2NL/zt6upNSuKCfWY9WrGCUCqTu2XG63KyO4ed7wIpRKCb+RY2u0HVuBHXusY4vzxDVXpVRH4ThOfP3tZi9c1ysUX/3qV/HQQw/huuuuw+te9zoAwNVXX433ve99HbOwKSebIIhuxDu2AIVrjszgT//+HB7+g6/AFzKRD26/cO/TL6r33nsv7r333rbHH3vssdz3UGwLQextjPhk3FSOFYSii5Rxcagpkl8QpRXGomNl3C3lwIEIL6R2cmwBwCuv/p7ENOLzlUpCKtm/Y4uELYIgDhgqx7EFzvVzg2LeG49RMu4tcmwRBIGYeJTzvJPr2IJ9fHxjQzg2Bo4ROrZiXWHR9YLRTJsYHyZ20AglnLOO13kSHVuxyDgTVddsBLnOHCNC5YkCtmeojx4rM02v4KA6W4TrcQS+xOJy1Qo0RlALfAnXdTJdN5/99FN49unL+Bf/+hWZ82k2szu2mo0AfivAzFyp5zH3ynpYF7K8MosL57ZszxWQIWyV9LI2OkRB9kLCsZWImdTruRiLIvS7uNekUDaKUE9P2hvpk68zYk4Ucdlzx5Yv4Lpcx/YJ43qSdjrOEK4nIMuxxRLzGBbjTrTbfmzs2hUXzefZpzbw8Uc/j9e/6RVdHVjxz65eG757rVe6ClsvfOEL8ZWvfCXzuU4XVemCK0EQ3bCWV84AqfDjP3QTSgUXf/CZb+rHY+We5m6FfWrYIgjiAGKEKSe8CGocUXFByI8LW0HKsWWELSQdW2YaRacQxR1mXWjNwU3FGRqhrXfHFglbBEEcTJQQbeXqALSLayjHlj6eUhQhQRB5WPEoz7FlX6edCuZlu9FNFY8idNjoXFXxrjBz0Z2iCKefdMcW452jCKVUmVGExtGjlBZBjNASx491bGXh+0n3Si+0Yo4txhjmFyu4eH4bS8sztk/LRhEGOoqQc91fFB9HoxFgZ6uJIEd8aTWM2yz5d/5TH/sSnv76OubmS7j6ugV85ytegLn50Yhcly7W4Lgci6ETLQhE7PNKvrZUNlGEQzq2pLTCVrzfKR1F6DgMzUYvji3WtZfKPG573hwGv9XbccmPO7bCa5rGseW4PHx8mI4t/bPNsTUi556ZjhG27NgdpoWt2L64ebkBKVRP0YJCSFRmCqhtt1DfRcdW71c5CIIgRkwQ/tHywj/insvxutteiH/z//52zFULWJ4v29fu9yhCgiAOHiaK0LipvKyOLZns2IqTFTmTjgGM4g577ybUjq3oBEqE0YhOr44tRlGEBEEcUKQEso6VnANKDXzhWIUXSDKjCEnYIggCUbxfhrYePh7dKBqPIrSOrbGOLRqD7tgazTl93HkWF+6I6SarY0t1ErZSUYTGGWIcPUC+uGLEkdyOrSCKDOwVK7iEYozp2Vo6oruQC0Un1o+lHVvR2NuFm63Ljcz55Dm2atstHFooY+FwFWc+dw5f+odzPY+9G+sXd7CwVIFrHVSy7fMyjMqxJYWy6zJr/diOLd7dCWWiCLt1mpltyBnCsRUXWeNCGe9jWllYxxZLRxGOyrGlp+P7qbE7xoUWrWPRh/AbBBKVSgHcYbvq2CJhiyCIiRE5tpKHom8/dhj/35//Htz20qvtY9w6tuiLKkEQ+wOZ6r/ijIOBIVCxKMJY31a6Y0uGlyASHVsp11cvHVtpXO5m9nwZJ1Yv79djp4utBEEcLPI6tuxjg36PNTcbxKIImWuELbqJgCCIPjq2lIKMC0Js/MkocceWFrZGNd2YQGedZ6OZNjE+0lFrnHfeJoSQMccWb3NsAcjtAerm2DKiUdoVFecrXziPZ5681DZN4zK66tp5LC1XrWuqUHDbHFtm7PGOLT8Uv/KErWgaybH7vsDyFTP4kR/7RygUHQSt0Z1zrV+sYfFwBZ4X3qjoy9yOLevYqg8uYiilIKWC43IwloyMbDaNM06PhTu8643uIhRBTRRhniBj4vqT21X3g4dSSouVHk9si2ZcOoqQQwaDH4jSHVtmjCPr2PKTji17XTYcu4i55ozw24tbTAQSjsdRrhSmq2OLIAhiXNiOLZcj/acw/YXcfhEnxxZBEPuEyE2lv3gzxuByJ+F0EjHnVJuwlenYSglbqR6vXkiPwfzu9jgNiiIkCOKgktuxxewX2eznu03XOLZiUYTUsUUQRJwoijD7eStgIYwitIKQfl5hjFGE4bQdxsBZ9O9hUSrDsTXG5SBGg0oJW704tjhvd9YkHVvZ5x2tVrJHKI25uN/JkfI3f/4kFg5XcfV1C4n5GifRi15yJb7/h27C6upW+HgsitCXKJbDKL20Yysc2+ZGjmOrEYljyTFHLjDXdfpym3WiGUYjLi5XY8KQiM45UwcXs/yNnHXfC22iSkL409M1AqKT6n/KQgoJ7jJba5L3evM5RN1trDfxJhyv6zlaaAv/HbmeWMLJNQhp4Zcx1tZ9NQxmbEbgkrZji7U5tsy21cs2JgIdA1mueKjvkGOLIIgDgDmgunnfvmPYzGy6BYsgiH1COooQMDGA2VGErSB555Pp2GJZHVuhW8rOo8cYQT2edBSh6enqbRqccXDGE9MgCII4EHRxbKkBe7ZM3GAyitBNPEcQxMEmLh5lYSMHlT6njgSh3XBsRWMYqWMLkWDHybG1Z2iLIuSdO96ElFaoiItDccdWI8M1pJSy7qq8C/P2wr0vc8cgAolGLToPa7VMRF72uVGh6EZRhEEsijAlnvgtE0VYb5uGlLGxp6IIAz9ygbket+LcsFy6uAMAWDhctVF+2rGln087tjhnKJbcoRxbCVElJhSZebset/PlPbiqhJBweA+OLTtfbqcte/iOZtZ1OopQxgW6ITu20sKWme6oBEyzPfkpx5aNIowdoM322pvoJ+G4HJVqAfUadWwRBHEACGJ23W7QF1WCIPYbMhR+eCpKMClsdXJsGcdXfsdWOu6wF7w8x1aPUYSAdneRY4sgiIOGkjKyP8RhY4gi5BxgjKIICYIAEHds5Qhbxi2ltDeL28f1z0E7AHsbmxbS4mMY1XTN0lpjLDm2ph6VSp1IX0xPI4UCt11IUc9StyhCPxbRJ3MEkbgolPuaQCY6g9JRhGm0sGUcW7EoQjcSJ5RSVvzKcmzFly0taOhpho4tz7FdScOyfrEGAFg8XLFjDoJI8Ms6nSyW3Fy3XC/ERRXHTTqd/NhyAuF20kUwEkLBcVnUS5UjyEg731gUYQ/xgUYUcj0nfE+6p4olHh+EaH3HhK0hxbI4ItUrJ9rExVgUYR8dWyKQcB2OctVDjRxbBEEcBKxjy+nu2DI3v5JjiyCI/UKWE0o7trI7tpopYctExiSEsVB88m3HlhG/+okizOnYGmIaBEEQBwElRHbUYHhxYmDHVvg+lnLOMseB6tALQhDEwcHGhXV4DQezji3rggifG+dZtlSRM4yDQYxM2MKudoURo6HNsdUlilCIyLHF++jYasWErfwowmjaue6elLBl5lsoZN/0l+fYct1INBBC2fWQ1bEVX56E+CYVhFDwjGPL5W1RhYOysV6D63LMHirZMcedbFmieansodGI1s3OdjMhKHYj7thKRxEGvrBdX/o13Tu2pJChSBYKW3lRhEaI4nHBtAfHVriuTceWGU/cARYXXwchz7E1jFhmUErZsZluNhl3bDlJkTnow7EVhI6tckU7tsZ5s0QcErYIgpgYQio4nLVZmrOwX1TpmypBEPuEdMcWEPZbxQQhP+Z6yu/YSjq+gKyOrd6/8qXjEPuNIsyaBkEQxEFASZnswQqx8YSDClvmolV62o5DHVsEQQAAzHXUPMeWfi7m2ApfxnZBEEpEH7LRzUuhXaCjG2Gnn/SFe85Zx88t7thyE1GE2g3luBzNRrtDJC6wZIlWQkhIqVAqe+Fr2v+eKqUQBBJ+S9hp+C2hnTlu9vlVsmNL2Fi/uGPLxBByzro6tuKigo3Cs44t3hZVOCjNRoBi2dW9z9axJdqEyDg6ilCPVSmFD/+Xv8Nn/vzJnudpHVvcdGxF24EfRhEaeA/ikxAKjsPtOs8TZOIuJUB/Nr10WFnHluuAu1G0ZNwBlhbo+iXdQQeM7nOO7wdme093bMU/g7S7qxMiMFGEHqRQiQ68cULCFkEQE0MILWz1gjmok65FEMR+wQpGPXRsccbRFMmsamk7tlji/fH3DS5KRV9E/UGiCFPTIAiCOBBImZ3VM6SwZaII06IZcxzq2CIIAkD8hqf813DGIJRORTXfH83r1Rg9W0JFgpvDOosY/aCdYJooUnEkk544p06dwq233oqbbroJTzzxhH387NmzuOuuu3D77bfjrrvuwpNPPjn0c7tN+sJ9N8eWFNJeN4qLBs1mgGLRRbHkolHPcGzFxKEs0cKIEsVQ2MoSQeIX+U3PVqslUMiJIQS0YysIJISQ2rFloggTbjP9t3t+qYJmI0iMFUg6tuJRg/EoPPNzVMKW3xLwQheadWwF0n42WTekF8ueHev2ZhM7W01srNV6nqfpteIO08JVSsSLO7a4w3LjIg0ikNb9BSDXOWViB00UoRF0urmMImGRw+HR55lwbI2oYyu+uj3PGUmXWqLjzc8Ye6prrB/Hll73HOVqAQBQ29mdni0StgiCmBiBkD31awGxji1StgiC2CcYYcpJRQlmdWxV3QqaQSqKMNPxFQpboaAVzaMPYYs5EErY94qBogipY4sgiIOHkjLzjmbj2Bo+ijD5vZmELYIgDEYscjo6thgkFCSUvWhqBK6xOragoj4lxkbn2IoJZibqcL90bN1222145JFHcNVVVyUev//++3Hy5El88pOfxMmTJ3HfffcN/dxu0xZFyDsLkkJGji3uRuJGqxmgEApb3Tq2shwnRhAqld3EvxPzjrm4TByh3wysAJRFoajPmZqNAFKoSIRKuM30eJeOVAG092yZ5SlXvcQY4lF4ZpqjiiJstQIr2FnHli/sZ8Mzvt+USi4adb1eLp7fBgDsbPUuaBjhyYoqHTq2HK6j/zqJT+kowtx4SSOo8chNB3RPiDLT007BaFu0ji2ue6pG3bHleQ78EQhbgZ8UDoFkz5nuMWuPIuxlGxM2ilALxfUaCVsEQexzTBRhL0QRCfvjiypBEIT5Qp1wbDEn2bEVikNVr9LWsSVtx1bsS2/ozApSHVv9RhHq8YXRA9b11Ydji1EUIUEQBw8lZU7HFjcvGGzCIj+KkIQtgiCASJjqFEXohFGEcaeTOR0f53m2VAqmVpuz0YlPWjCLpgvsH8fWzTffjJWVlcRja2trOHPmDE6cOAEAOHHiBM6cOYP19fWBnxsn9VorMyIw7djijHUUFGSsY8v0Gkmpo84KRQelkpc5n3gUWpZzx1ysj6II88UvvTy+na4Rr7IoFPU5Uz10rGRHEep5Ly1rYSvds9UMha/qTDExBuOy8axYNmrHlmPHCmgXTpaDyGAcW1IqrIbC1vZ2s/2FORghS0f4JWPwAl/aLjHzGqCz+GSiCCPHVn5vGoDEdqXH0/kAYsQlz3MSDjwzpnF1bHkFB35r+M852WFmYhSNyMfaO7aMq6tHx5brclRCx1Z9p32fHAckbBEEMTGElHCd3oQtm+CyX76pEgRx4JGhYJR2XMV7tUzfVtWrZnRsmSjCDMdWKoqQDyBsmXkHNoqwvzhDX5GwRRDEwUIJ0eaqAmCvBg3s2BI5UYSuSx1bBEEAiN/wlP8aDu2WUirqpjIvH+dZtow7q0bs2DKOM3sj7GgmPZWcO3cOR48ehRP+LXAcB0eOHMG5c+cGfm6c/OFHv4Q//eRX2x4313Ssa5B3jiIUQtmL/FawCGTSsZURRWh6rABAZlyY961jK79jKy52WWGrFVgBKItC6Oba2Q6FLS8StqxjywhbR2YAtDu2Wg0jbBWSvUh+yrHl9e7Y+r9/9iTOPnEx93m/GQlbRozzfZnpIDKUSnpZW83AOrYaNb9nx1I6Bk90cGzxHsQnEYqgTteOrcilpH+yxHjyiDq2OLjDoZQWosx8TPfaMI6tLGFLd2yNwrGlp1EoupFjS2oHL+cMnCddc8Yt2G29KKWsqFi2wtbuOLZ6v/WWIAhixARCwck6+c/AfFElXYsgiP2CUBKc8UReuctd1IPoxMaISjNeBZdbm4n3R10KHTq2ZHuPVzeiaYRfZJWJIuyvY0tQxxZBEAcNKYGMmwCs2DXgF1llOrYoipAgiBzMtd5Oji1mHFsAPCMqMC0NjfM8W6qks2pkHVtxx1b4WLeOHGJwlpZm+np9qxGAgWF5eTbxeLlUAGPAkSNzAIBSycOO02p7nUFJhZnZEpaXZ3HoUBmAFqFEIDE7V4JXcLB+caft/U8W1uzvhaLb9nwrFMMWlrRraqZaanuNCqLtyeEcy8uzUBJ2PHHMv7c39M2IJjFjYaGK5eVZzFSLeF7p1z3/TX1ed+31S1pkaInE9ByHgzFgYbGK9Yu1aNqX9bQPH57B8vIsZudKEIHKXHfpx774t8/hum9Zwsu+5/q21wJa7Jmdi5bLdTkKnoOZmRIA/fkfXk5uA8tH9GurlSIure7YHqxS0cP8YqXjeABgZ1OLH4tLVZTKBTSbvn2dFAqzsfV8aK4Urs8KypVC5jLIcFs5ejTctope5nwvntMi3FK4Hufn9Vjn5yuYDeeTxTOlSwCAI0fnsBpOY2G+gko4niNH5lCtFgGV/Zl0Y3l51q4Ts90AwOxsCRfPbw80zThmm6/OFFDb0ftcseDC9Ry9jc4WIWR87PoA67nt+08cI5LNHSrjmmsWAIbMfT/ON564iGuPLfZcT5MHCVsEQUwMIZW1/nbDfEHvlnlLEASxV5BKtkUEprupElGEvXRssWxRyunLbZWMMxzIscWoY4sgiIOH7tjKcmwN17EFc6ds2rHlOFCCjrUEQcRueOrwGuOWUirqpAJCwWuMni2hlJ2fdo2NSNhS0Q2w5ucQCWBTz8rKCs6fPw8hBBzHgRACFy5cwMrKCpRSAz3XD2tr231dj2k0AviBxOrqVuLx7e0GGGf2cd8X8FtB2+sMQkg0mz5WV7dQDyMHRSBRr/lQ4X+1nVbb+9fXdwDo7Xtrs9H2/OoFLUzI8G/z2sVtzC0mRY3V1W37+8ULW1hd3UJtp4XqbCExveXlWfvvekMLE+ef37T/Xl3dgh9Ey7l2MYzt22lgdq6I8+c2E9PbWK9pwUsItJrRurkYjmen1kxM88KFzcTNkvHx6GVUaNR9rK3u5K7nRt3XkYLh847LsbXZQHlGizYbGzUolvz8W77+DvKNr61i83IDV107j2ef2sDTT67Dj914kx6PYX1NL8/WVgNCCDQb0bI2GwECIey/a2GX14ULWzbuLo0I9LZyaUN/9pub9cz5GgfS5uUaHI+hFvZBXTi/hUYzP0Lv0qWaft9WHY2GGc8mLl+u23Xk+wK+L3LXcx5mHV1abx+7kDKxbgbFbD9ewYF/SY9xe6sJxvT+2Gz4gALOn9/E0aNzdhm3t9v3nzimE67R8LG2voNS2cPF1e3c91xaq+G//f8+g9tOfCtu/EdHu46bc5YrrFMUIUEQEyMQEm6P6jxFERIEsd8QSrRFBKa7qQKpX1N2y7kdW0nHVyhKhTGAUkkwsP6iCENxzLfClnF99efYCsixRRDEAUN3bLXftGXFrlFHEZJjiyCIEKkUOJLfC9MYt5RUKtGXw8HG7NhKRhGOSnwyy6ynq3+qsYYqTpalpSUcP34cp0+fBgCcPn0ax48fx+Li4sDPjRMRyMzuKylVImaN8fztT0qlhdjwupG5MToIJFotHUVYKnkIfNkWl9ZqBeCcwSu4mfF1PXVsxWL+klGE+edFpmOr1qFjqxV2aBUKLmbnS9jM6Ngqlly4XjLWzkYRulFkoInD60QjFIW2Nhu5r/FTEYs65lDamMisY0uxrJf12ac2AADXfcsSAGCnx54t87mY+MBkB5RIjMd2bOXE4imlu9cch4NzBsbGEUUYrf8o7lDZ92V1hfWLcZ0mowid0UQRBlH8ppR63EJGHXY27jH8zM36y9o34thIyXCdVKqFjlGEplPu0npt0EWxkLBFEMTEEELB6RQCHoMcWwRB7DeEkm0RgVoQSjq2XOag6BbRkr7t1QJyHFttHVuyL1FLTyPp2BJqsI6tgDq2CII4aOQ5toYVtnKiCOFQxxZBEJq4eJQHZwwylH7aHFtjVLakUjBBLaOMIlQKsSjC8HrBPrlc8I53vAO33HILnn/+ebzhDW/Aq1/9agDAAw88gIcffhi33347Hn74YbztbW+z7xn0uXERBNqBk46HVClhi7P86zzSdjCFHVvhhfNWSyDwpe7YCsUV4xoxmM4oNyYoJcZnO7b0+7NEkPhj5kK93xIoFDt0bIXP1WzHlmPHbqbntwQY0+LR3KESti43Euup1dCineM6WlwKn7MdT+E0zU/zeB7NUNhq1PxMgUQICSEUCnFhy9ViSiS0tE+3WNKi4LNPbgAArjXC1lZvwpYVmLju2DJClxASUqpEx5a5dpi3rZhpOa6O+nec7M8diD5Xu13Z/q4uwlZg1j+327AQMibQ8ZF1bMU7zTyPQwg19PXQIN0r50vIQNn9yiyTWQ/m9d2WxzxvRNxyxbNCcBZm39i8VB9oOeJQFCFBEBNDyAGErX3yRZUgCCLTscVdBCo62QiUgMtdFB0dt9AUTZRdnS0fRc5E0zBCWbxjKx132A0jjpkYQ+O8Mo/3Ng2KIiQI4uChHVvtx1wjSKlBv8iaCy2cHFsEQWQT77HKwwHCKMIMx9Y4x4bofN4J4xBHM10FFn4Pto6tfZLwcu+99+Lee+9te/zYsWN49NFHM98z6HPjIgj0Bf8gkPBiAoWUKuH+0Y6tzmIF58axpX/WQkdQoehYcaVZ9xMRda2WsEJNlhPHCDylinFstf89jQsB9TCqL/BlQgBKUwjdXFbYCi/2u07krmqFohtjDLPzJQS+jlY04zeOLc8zriCZcO244ePm+cAXKJbyz9Ua9ei8bHur2dZ/5bf0dBOOrVAQlB0cW0YguXhhGzNzRczNl+C6HDtb+W6dOCYG0nEYuMPs52TWu1k+IHIT5bmhjBhjxBnH5ZlOvfh8o+3KiFSdjx+BLyPhzDi2hEw4trjDQ6eh6uigzcOs77j4az4Xv9X5c+5G5FJ07b+FlHZe1hUXjsG8vptjyzxv1km5WsCF5zZzX2+Ez8uX8h2EvUKOLYIgJkZ/UYRG2NofX1QJgiCkFL05triLklMEADRFdJIgYRxb8TtuWSIGUCjRV7+WGYOZd/xneqzdpkHCFkEQBw0l8hxb4XF62ChCl4QtgiCyiYtHeeiOLQUJIP7K3XBsWWdV6BobBXHHlln0wX0SxCiRUllRIe2kUirpRmGM5d74ERc+4j93QtGoUHTthf42x1ZLwCu64DkOmngsG5DtejKvmZkrolHz4bf0PDpFETouh+OwKIow5tgCtEhlYhQBYO6Q7vXaisURNq1jiyfG4YfClhEKTSRhN+HBRBECwPZmu5sqU9jyOAI/couxDOU8LrIcPjIDxhiqs0VspxxbWZGUQOT04Y52bNnoOyvgxRxbXaII03F48ehHpRT+5P88gYvnt1PzTToBe4kitNGSMaEtEmBZzyJZHlnRj5Ezb7jvfGa5rZjra/HZLIsR+qTQwpx5fa+OLbPslS6OLbP/Xh6BY4uELYIgJsYgjq2B73QlCIKYMrJiAtNOp0AGcJiDYihsNYLoJMHEErIOPV0yI+6wG6ZjK4oiNI6tPoQtRsIWQRAHD+3Yaj9WWseWGlDYMp2F5NgiCCIH0YNji4duqXRsIWfjFYR0F5bp2BqdiBYX88z094tja68TvxDeSglO6Y4tzlnuNpHuQjIChOlwKsaErUZqPq1mgELBgevwzo6tUNjqFEU4O1dEveaj1dTv6RRFqJ93Y8JWcuxBIK1jCwBm53Uax+ZGJGy1GqZjKxk1GEUR8sTPboJHXNjautzukmm1zHJFQpWOQRQwX114xgGGc2bXxeGjMwCA6mwh0bH15NfW8Fv3/6FdH3GEjHVsOdx+3n6GsBVF/3WJIozFC5rPb2e7hTOfO4envraWem1SpOolitCMKd75JYUEd5iNQAS6i0F5dHRsjUrYsmKugAhkbD0k4xXNbtlV2EqJiuVqAX5LWME0jXFstZpBYtvc3Kjj2acu9bVMJGwRBDExhJRwnd6ELXPdlhxbBEHsF7LcVGlBKJABPO6i5BrHVnSSYO+eQ/I46nIHvopEqUGjCI3ry/zs37FFF1sJgjhgSJl5R3P0RXbAS8fhBYP2ji0HKqCbCAiCSIpHeXCmBTCFZBQhQ34U3CgQ8S6sEUYRKqXsElvHFl0umAriQlKbYyslbDHewbElUs4axwhbxrHl2Iv0mY6tgqM7jzKFrTDuruCAc5bdwxVGsc0cKsFvCetCiQtAWRSKrr2o3+bwCWTY09XBsdUMUCy69r1mHH7oGDJuHiOy+F06tro7tsJO5Vj0n+tpYchcg8uL1TNRkJGwVUxEET739AZEIDP7lKLPl4M7rK3bKSuKUOZ8l4pPC0Dic2+En5tZDyIVW8h7jiIUkVBpHVtJ11Mv7i+lFD78X/4WX/n88+3LkdmxFUURDkPapej7YRRhuPw2KUuqhIjWzREYObb0sldn9bWLuMAZZ2e7ZecVd2399Z+cxccf/QJazd6/25KwRRDExAhiB/9uUMcWQRD7De2myu7YsgXBGR1b8fcDyO7psh1bErxfx1YotgUqiiJ0mdNXRnhcXCMIgjgo5HVsmSu6gyYPGMcWc9odWyDHFkEQ0OfJTi9RhOFr4yIYZxhvx5ZSMWeVntcobliNO8/M8lAU4XQQj/VLx9ClO7Y4Y7n3fbQ5a9x0x1YsirCenE8rFI+4w3KjCHV0HNexdRlumLhjC9COEiAZ2ZdF3NHVFkUowijCcBpewUGp4tlpCyER+FI7ttyUYyuQSfHJCF9dHVsBuMNQnSl0jCIsxCIWXTeMIrTReNnTNn1NVtiaKWJnu2nPZ9cu6Pg/I0bGiX++cSEqy7EVRRHmOLZS4oobc2wZQcu4+kSOYNrNmRT4El74mUTvURAi6qnqxf0V+BIXzm3huacvtz2nMhxb5jMf1rEVCVuuHYcUKhK2rHioEttUr44tsz1WZ/S1i52tPGGricNX6O0l7lS8cG4LIpB46uvrPS8TCVsEQUwMISiKkCCIg4vIiAmMRCXjlgrg8iiKMNGxFZ4spPsUEsLWEI4tPz6NAXq6KIqQIIiDhpKyLR4WiDmtBowitOJVhrC1F6MI3/ve9+Kmm27CE088AQA4e/Ys7rrrLtx+++2466678OSTT052gASxB5E9RRHq16nUaxlG56LKHlskujkjvGFVxpxnkWOLrhdMA8ZhBLQ7qaRKO7aSEZJ/9gdfxde/vKpfm3LWGNHAdDgViq51PrU7tgJ4BQeuyzOdOHH3jRvrY0ouh+nY0q4q4y4pdBW2kgJR/KcIJPxYFCEAzC+WsbGmp23cKoWSG0UNhuszaImE2GOjCnvo2CqVPcwcKmFrMyOKsJnRseU6CILOHVuAdmwVSy5mQvGvOluAFAr1mg+lFC5e2AEA1DOiCOOOPMfhUCopqnjxKEKnsxOqLYrQZfa1xmnXtI4tvQ0agTUu6HQiCOKOrVhsn8xybOVPy4wn67Mwu0JWFGFWD1w/BIEI4yPD831fQIgoitA6toRMuAC7bV/mebPs1rG1lfGZS4X6TgsrVx8CEO1TzUZgRS6z//cCCVsEQUwMIWXPji36okoQxH5DKpHptgKifistbLkoZXRsKXRybOmTgUFFqawx9DsNqaR1lREEQRwI8hxbQ0YRqpwowr0obH3xi1/E5z73OVx55ZX2sfvvvx8nT57EJz/5SZw8eRL33XffBEdIEHuTdG9WFhxMXzhG0n3B2Xi7qeKiGx/heX3cecaZDuemywXTQdzh0TWKkCWjCL/yhfN46uu6C0nKlFgR/oyiCF17oT49H9NjFe9aihME0jqiOglbjEUOFHPh3eshitDguO1CSKsVJF6zeLiK9Ys7UErZ5UhEESYcW3FhqzfHVjMUtmbnip0dW8XktANfRJ1POceXb/32K/DS77nWikQzVtRoorbTsjGAWR1bMu7Yiq2fdJcYEBdd8jq2ko4tJ8uxFf40nVgGO+8eHFv283QjZ5aITa+XaZlxZPWdjTOKUITjj29X8RhF2xsWExcLRae7YyvllpvpEEVY32lBKeDQQhnV2YKNqLx4fgsAsLBUwdPfWO85jpCELYIgJoYQCm6vji3zR2yfflE9deoUbr311sTdq0DnO1jp7laC2NsImeHYYm74XMyxxVwUMzq2ZE7HlsccK0rJDFdYN8wY4h1bbp/T8FLLQRAEcRBQQrTFBQKRIKUGFbZyogixx6IIW60WHnzwQdx///32Atja2hrOnDmDEydOAABOnDiBM2fOYH299xgagiD6dWwlowgZG2+En0QsMtA6toY/sW9znjHt4iImT9BB2JJSJS7ac87s9qCUgt8S9j0iozcJiEcR6r+LxZKLRizy0Eyn0LFjK+a+8bIv3hshoFwNha2eHVuRYGb+3jm2L0ui1RSJaSwsVdBsBKjX/BzHVhTRZ0QJM329LJ334HrdRyl0VW1vNtqEbCOYJB1bPHRs6X/nObZe+KIj+I5/fLX9d9Sv1MLF89v28ewowvDGHRZzTQlpI/fi44k6rfL62EIBzonWd9DWsRVtV3Fx1eniBjMEfiQs8th4RLxjq4dpGWFre7PZ9llkCYlRl9rwUYSOyyOnX+jYSndsidhnUCx5CQdmFiLl2PIKDgpFJ1NENWJXdaaAQ/NlXA4jOFef19vKy265rq84QhK2CIKYGNqx1V8UYTdr8F7ltttuwyOPPIKrrroq8XinO1jp7laC2NtIJeHwtNsq3W9lOrZCx1ZM2FJKgoG1dV+53EtEEaYdXd1IO7a066tfx1ZyOQiCIA4CumMr47stH86xZcWrNseWu6ccW+9+97vxmte8Btdcc4197Ny5czh69Cgcx3RWODhy5AjOnTs3qWESxJ5EQnV3bDEtIKhYhB+gRa5xJqMkHVuj68Jqc56FjjRi8iQ7tjIcW7EPjvHIsWUukJv3WLGCJyPjdrZbcF1uRYRSOenYMvP3im6uY8uPiRRuTseWcXWVyh4A4HLo2Io7m7Iwbqy448iJ9WH5rWQU4eJyFQBw6eJOwrHlhI4yM/7AF4l4vl6jCJv1AKWKh5m5EkQYExin1dLz9OIdW56DwBddO7bSVGcix9ZaGEO4sFTJjiKUCo6jz2fjwlWQ0bEVuYnyoghTji03+tzroZBk+t5EoOy2FH9Pp/hAAPADAS8rijDu2HK7C1tm/Uup2gQ/leXYKkRC1DCIQMJNCFtJx1bUD6bsPlQsuT10bIXOu5joWp0tZoqZJp6wOlvE3ELZRhGunt/GzFwR1994GJWZQs9xhP1dpSAIghghgVBtF3XziBxb+/Ob6s0339z2mLmD9QMf+AAAfQfr29/+dqyvr0Mplfvc4uLiro6dIIjByBKd2mIAVRAKW/ouwUTHFlSmaOVyJ+rHynCFdcNrE9cCK1T1isOTri+CIIj9jlJKZ2B16NgayrHFWE4U4d64geDv/u7v8PnPfx533333WKa/tDQzlukOyvLy7KSHkIDG05n9MB73KRcFITu+t/xND5cDAQiJarlgX+u5HIWim/veYdcP4wzlkofl5VkcqmlhYGGxirmiN9D0zHgYY4nl4JyhVPam7vM8iHTr2GLpKEIVuqz8lLAlo6g6IHIoNRsBytVo+ymWPNufBMR6qkwUYVbHViAS/VfZUYTa1VUoOuCcYSfs9ooLQFkYN5YRpuJjN66heBThwlIFALB+sYZyRS9XoeRaEcUIGoEvUSy193d1Ezxsx1bYg7W92UAldKEB2rHFOUvceO66uvPKxDGmb6bMozJTAGNa2Lp8qY7ZuSKWjszg8qVa22tFICM3XizCz2+FwqTXLj51jSJ0I5HGfO7GsdVsBFBKhb1SMceWyxLTyCPwo/jK+HiSji2zHPnXLhsxYXH7csNG9wExx9YYogiDUNjyYt1t8XVhr7tKFXNsuRBCdzPmbQNG+Iq7CWdmi3Z/iWMcW5WZAg4tlFHf8eG3BFaf38Ly0RkwxnDspmWc+dxzaDWTkZ1ZkLBFEMTEEOHdGb1gs7j3qWMri053sCqlcp8jYYsg9gZCSXgpJ1R2v5UDzjgK3EMziEcRysw7c13uohbUw3mInm8gyB2DEjaesPdpOIlpEARB7Htkdg8WgMhpNWDvoBIyM+IQe6hj6zOf+Qy+8Y1v4LbbbgMAPP/883jjG9+It771rTh//jyEEHAcB0IIXLhwASsrK31Nf21te2rOE5aXZ7G6ujXpYVhoPJ3ZL+NpNH3IQHZ8r98K0AoEAiHRaPj2tVIo1BtB5ntHsX78QMJvCqyubqG2o7/LXri4jWYXcSCL+HgCIdGMLQdTwE6ttWufJ+ds6kT1acFc6GYscskYdMdW9G9zMV2pSKBpjyI0/UXRG+MXvIslF9ubUV9RKxatF3fuxNEiRbu7J70cThgnWK562NnSTjHeJfcz07EVjr1eM/1g0d/1ykwBhaKLSxdrcI5q91ax6Np7ZeJRhNWYCNKLY8v0dhXLLmbnSgCArctNHIn9mTUOMpaIv+N2nr2KWoD+PMvVAna2Wrh4YQdLR2cwM1vEuW9utL02fk0wHuGX6djincWntLsv/pma6D+l9LYlhQSPbYTxGMROJOIrY+NNOLb6iCIEgK3NJq6IL4dqF7aiz2I4r6txIBrxz28JCBG513ii5ywStoDQ7eVl3+wapNxygHbura/utL12Z7sFxoBypYC5eb09Xjy/jcvrddz44qMAgGPfuozPf/ZZPPX1dbzwRUc6LhMJWwRBTIxASLi9OrZGmMVNREzbF/Fpu7uOxtMZGk93Oo2JO0CpUEi8Zqmpf589VMTywiwkk5gpl7G8PIuyVwIrKPv60jMuOONt86iWSqjValhenoXjMjiI5tHLOjK9WMWyE04DKBb6u/t1cUe/dm6+iOXZ6ftcCIIgRo11Y2V9tw2/xw7q2IIQuk8rPVnX3TMdWz/zMz+Dn/mZn7H/vvXWW/HQQw/hxhtvxIc+9CGcPn0ad955J06fPo3jx4/TjVoE0SdCoWsUoQMGqQCFZEcrZ2jreRnt2GJRhOFjoziv11GEqa4wul4wFRihpTJTRLPZuWPLfIQq5hIxYpgRK5zUhXdACz/297KLRswZ5rciV5TjsJyOLWndUa7L25xlZjmM+FUua7HG6xJDCGi3FQB4MceWERNMDF3c9cUYw+LhCtYv7mD2kBauiiXX3rBhYuECXyZcTJwzcId1dGy1mgJSKpRKccdW0kmTjkbU4w1dQk3RVchLMzNbxOVLdVxer+HYty6jXPJQ22m1uX6kkInoQP2Y3g60gywuPnWuJ0k7ttx4FGHMIdWo+6GYk9Wx1fn4EQTSikw85jATsTSqXqIIG3UfXsGB3xLYutxIPJcVRcgYg+tlx2X2gwgEHI9H0wuyRTkp41GEnl2ePGEr3bEFANXZAmo7LUipEtvPzlYTlZkCOGc4tFAGAHz9Kzp2cPkKfX3yiqvnUKkW8NTX10jYIghieunHsWX++B2k76krKyu5d7Aqpeju1jFD4+kMjac73cbUbLVQYuXEa0zm9IW1TVSDLbR8H0FLYXV1Cx4vYGN7y75+p9YEA2ubhwiARkvfrdpoteBxD6urW32tIwaGza2avrO20QQE72v91rb1ycP5i5fhNMptz9MdrgRB7Ds6OLbsYwN+51JSZE93Dzm2OvHAAw/gnnvuwfvf/37Mzc3h1KlTkx4SQew54j1WefBQ+Em/ljGGcZ4RSgU44fn8KG9YVUohfmTkbDTdXcTwGGGrOlPI7tiKbYDx2ol45J4Qss2xFX9f3PFULLlo1n0rnLSaejqFTo6tQMD1tNDjek6m60nEha0w+rDQg9PQiG5OTISyUYShyFJICUkLh6s4+8RFXHH1HDjXwoMVtgKzXkSbuOC6TqLTLI1xB5UqHoolF67HE+42QDvc0sKWGa/vi4TI0gvVmQKe+vo6lAIOH5kBg76W16j7KFeiCMR8t5BMuN2AXqIIkyKojiKMHFuVmQJq2y006kEYv5cUCBnrLEYppcLtIRlFKISElDImvnYeJ6CFttlDJexsNbG1mS1spcVE13NGFkVop+eLxLqw+6KIROZSOUxz8SWKpezpijCuMj7m6mwRSgG1nVYiarG23bI9bHPz+jrBN75shK0oZnZ2voT6TtLtmQUJWwRBTAx9V0OPUYT7vGMri6WlJRw/fjz3DtZOzxEEMf0IJeH01LGlvzwXnUKqY0uCZXVsMde+X0iJUlZ8VRdc7sJX7WPo5/3mvQRBEAeBjo6tEUQRZjq29rCw9fjjj9vfjx07hkcffXSCoyGIvY9UyopHeXAWObYSwhbGe54dF9KMsNXFGNHjdJMuNQZ2oK4XTDMiJmydP5e8OU6qZNe6vYlZKtutBJjIuKRYwRizQlU8irBU8qCUdh4Viq4VALywY0vK9o6gRF+SyyEy3DCBL60LpRS6u9ICUBbmNfHOIevY2tHnc2nn18LhCr709z4ur9dRKLpgjIFz7WgzolvcMWTn5fFEp1kaK2yVPS0YzJWwleHYSgttNv6uFaCPJEIAWtQwotzho1U0a/qcsLbdSghbeRF+vi9sr5ShWxShdWyZ6bkMIpBQSqFR83HF1XOobbfQbPgQQrYJR47DO0YRGvHQRhHGHGYiUCgU2rvC8mjUfJTKLjhn2L6c/CzMekuvc89z2hxbcaGqFwJfWtFVT09CishwwOOOrSAVRdhh3QghE24tADYyc2ermRC2treamA+dWsWSi1LZw852C9WZQqL3rVh0E5GNefRXukAQBDEizJ1irtPbYcj8zVFT4i4aNe94xztwyy234Pnnn8cb3vAGvPrVrwag72B9+OGHcfvtt+Phhx/G2972NvueTs8RBDH9CCXBU4JRWhDSHVv6sZJTTHRsKaUyI2c87kTC1gAdW2YcQRhJKKSwY+jn/Xr8e/OCK0EQRN90cmyFNyEMHEUoRWbHFnMcQMqxRogRBLE3SIs8WUSOrYwownGODdF3VtudPZIoQoX4EjvsYCW8TDM2inC22ObYSkeTGTeQijm2AC1sWcdW7PXmIny6Y8u8B4g6tgpFNxYNl9w44n1JrsszHVtBzKFTLoeOrV6iCG3HViyK0HZsGcdW8vxq8XAFAPD8s5t2eXRknBY0lFI6MjDt2PJ6dGyFzpuZuWJGFGGQiEYEIlGu1eqvYwuIRI1C0cHsoRJmZrXVp7bTSrxOCBVzWEVuoSxnWjwmLwtp3X2RYysIpI1inF/U67dRDyCCZBShfh+DCPIPIEboMeMyq6Rbx5bvt8cNNuo+SmUPs3PFNseWVAqMoW2dm+hCw3Pf3MDvvuvPsb2V/Cw7YTrj9HLoaEMhZOSas44tafu8TBRhp21MZAhsMzFhK05tu5XoiTu0oLeNw1ck6wsKRactxjQLcmwRBDERrE24R8cWs46tsQ1potx7772499572x7vdAcr3d1KEHsbqUSGYyssADaOrZioVHSL2G7txN4vwTPuUXK5a4UxoQQcNohjy4mNIeh7Gl5qOQiCIPY9vTi2Bo0iFAIsyzlrxC4hAJdO7QniIKPFo86v4YxBQkGlXsvC7q2xjS0mutkowhFMV6UdW+HyEZPHuJ8q1QJEIBPOkrYoQrNNSNj4M0D3bBkRIx4b57gcaIpUFKEXvifA7KGoY0s7tiIHTfzie9z9lC9sCTiuvghfDt0kvUURdnBsGWGrzbFVBaAv/C/HLvKbsZlraO1RhJ27l5p1vS5KoTA3M1fCxfMXE69ptQQqM8XEY2Y+fmuwKEIAWFyugjFmu71q20lhS8acU0nHlmx3bMWiCrMwolS6s8uIaZGwpR1b6Zs/49GFWVjHlptyDwoZ1qxkd2z9/V9/E//wN8/iDW/+J1asqtd8XFkpgDsM33zyUuIGJZXqoDN4HrdiEwBsrNUghMLGWi3hiOpEfD/0wmhDpdAWRSikgpK9O7aCIMuxpbcBU7UAaDG52QhQmYmcWYcWyjj/3Jbt1zIUSi5aGb13acixRRDERBDhyX/vjq3ORZEEQRB7DR1FmDoxYZHTSSoJoQRcZqIIi8kowhzHlnZbBeFrJHhGXGE34nGGgRKDRxGSsEUQxAFBdezYYonX9I2QQMZ3ZuPi2qtxhARBjI7eHFthFKFKugGMk2t8Y4u6sIxJYlSOrfj1Xw5ybE0LQaAFC+MSil+glqkL99HfSJVwhSQcWzF3jbkIn4giDOdj3Enpji0geWHeuMOMeON42T1cIiZ+mSjC/hxb7T1O9VoYRZgSyKozBTvtYimahxaupBWv0lGErpctyhniUYQAMDtXRL3mJ8SwzChC07HVEm2xfd0wjpzDR7RYYYSXbMdWMgZPBDLhpjMwptdf3jXBtijCcHrGMXRooQTGgGYobLU7tnjHXiyzjpMuPAYhFKSQbfM1QtvlS3U0G4FddikVmg0dRTg7V0Lgy4SrMe1oNLipKMJGKFim12kntGMrEl3NfNNjNx1bjEXbe6dtLN1ZBujtjTss4SjbCYXNuGPL9GwtH00KW8Wi25Nji4QtgiAmQtCnY2uUJbMEQRDTQJboZAQhIQOI8C6pRBShiL4Y5nZspWIEB3FseTze0zVAFCEjYYsgiAOG6sWxNWDHVqcoQgAqoGMtQRx04uJRHhyAUEp3bMUeZ4yNN4owy7E1gvP6tEDH2HidZ0TvGDdU5KSKunLSF+4jU7NKObbaO7biv3eKIvRb+qK84/KY0BD9DZZCQalIvHFdB1KqNtEk7nAp246t7udFWVGExuETF93iMMasayu+bK7nWLEnPU3zb7+DY6tR98FYtI6MeyouOPgt0dYdlnBs9RlFaMSKIyuzdnm8gpPt2EpFEYpQVEkvp35Nfg9WOorQfG4mdrFcLaBYctGoB4nowGjarItjq11YNC4vIVTGcuhpGTHHjKPVDKCUFkpnD+nPIh5VmCdsGYeVwQiW6XXaiSAQ0TbvOXZ/4eFOaNaJlNL2y1lhOLb/fPXMBTz9jXX7b5Hh2GKMoTpTxM52XNjSv1djjq0rrp5Doejg6FVzifcXiq6OpewgqAEkbBEEMSGEtZT3KGzFvuwQBEHsB7TolC1s+UrYOEEbRegUEsKW7tjKELaYA6GM46vdFdYLOs5Qf3H2B4gijLrCyEVAEMTBQIUXMLJuODBfZAd1bOVFEZJjiyAIg+jRsWXOw1nK6TR2xxYz8xpNxYDKEOg4A0URTgnmQndacAKyBUnAOLZyOrbijq3wAnoxIWxFUYSAFg+8gmvFJCDp2Er3JZmL/elIPxHv2OrDseV6HJyztji9eJ9UWggAop4tszxmeQNf2Bi6dJeRcXTl0agHKJZcu55n5nSnkRFabHdXarmcuGOrP10Lc/Ml/Oi//C688MVH7WOVaqHdsSUjx1b8cwp8Cc9rXz88dEhlIYTupjKiEDfCVijglSseimUPzYavnWLpKEK3tyjC+GfKHQ4ZqGTHVmp7M8tsxCsTRVkqe5g9VAqfi53jS5UpJHoFp034jU+/FxLxm17MseWG68x2bIWORteJ9o2YwPTZv3gKf/9/n7H/FkG7YwvQcYTxji0TS1iNxV5ec/0i/tW/+R6UK4XEe4242y2OkIK4CYKYCOYgT1GEBEEcVKSScFIXKuMdW0GGY6sRNKGUCu9IlYni72gaxvUldMdWlnugC/GOLTFQFOHe69i69dZbUSgUUCzqL9p33303vu/7vg9nz57FPffcg42NDczPz+PUqVO47rrrJjtYgiCmDyNaZUUGmgsUajBhC0JmO8EcfbwnYYsgiLh4lIcWfsLfY98hOQO63BQ/MEopSMQdW/rxYYU0M9yEQAJGUYRTQuBrQShT2Eo5UmwUYSiwGJqNACq8/hN/vRFC4gKTiSI0F9H9VtTBleXY8q1IkXT3BIFEIVZXFO8OMhfe086mLBhj+OHXvghLR5LxamZaea6vhSXt2EpEEYZRg0Z0S4tlrud0jSIsliOhLO0SEkI71dLdYWbdpKMje8W4tQyVaiHTseWE24hxDVlRJWM9c54fF5iOw3NTUYSlsodSybUdW22OLc5zRTMgJobGe9McBiFlorOLMQbOI/dXLeXYaoTCVrniWZFxazPm2FKdogijz9k4tuo9CltSKkih7Dboeg5aYdSfcZuZn1Ia11y249FvCfteQK/7tOAK6AjK1ee37b9rxrGV6gTLEvLssaMZYAb5HWIkbBEEMREC2V8Uob2Lh76oEgSxTxBK5EYRamHLOLaiji0FBV8GKDheGGWYL2wFKtDi2aCOrWGiCO1y7K2Lre95z3tw4403Jh67//77cfLkSdx555346Ec/ivvuuw8f/OAHJzRCgiCmlU4dW7HogQGn3TmKEGLv3ERAEMR4kErB6cGxZYi/lIFBjcnpZA57TlsU4bDTDQWP2GPj7gojesdEnmUJW2mhJH4Tc+BHjpJmw4fj8rCbqnPHlus5WDhcwflzmwCAVixaLx0NB8Ri5UI3VlbcmlIqEbFWnSmgMlPAYhgX2I3rbzzc9lg09uzzs4XQsZVYNteB3wqsW6etY8vlEF2iCEsxYcu4ZUxEnt/Sn01asDNdTEC28NAvlZkC1i5sJx5LRPi50efk+6JNwAM6xwXK2LT09CLHFncYvIKDUtnDznYrEYFo4C7LjTkEIsdWomPL1d1set6xbdphkIGO0TPbvhES451npbIL1+OJKMK08GvwPJ50bIUdWzs9RhGabdsIUJ7nWOOAuS4bObaiKEKzvHHxtNUMEo7DIGhfn4AWsJ786pq9MXdnqwXX5T321Dl2Xp2gKEKCICaCLXbstWOLoggJgthnZMUExrupfCNshY8VXX0SYuIIdWF2dseWnobIFM96wWWRsOWr/qMInX3SsbW2toYzZ87gxIkTAIATJ07gzJkzWF9f7/JOgiAOHB06tozYpQZ0bCnRpWOLHFsEsefwB4wmzUP2FEUY+x1JkWtc59kmGtBGEYY/xZDzM29PLBNjGJPxjOiTTlGE6Q6hyLEFK2gUS57t2Gpz1rjtwhYAXHHVHM4/uxU6vwL7fCRaRdtcJFJE7hUgefE+LQS4noN/+fPfnSlY9YqZVtodZVg6UgVjSUeL6xrHVnsUnhmX38WxFRe2HJejVPES7jagXdiKC2hZQku/ZEURSiGjKELjDApFlbSAB4TRfzmquBDSimN6evr3nc0mymUPjDEUy17o2FJt1yIdh2Ptwg4++sjn8J/f9Wn8/f/9ZuL5LGHRuLz0vNu7t+IONePYqsccW4wxzM6VsJ3q2MpyyHkF3bGlwoNfI+yt6zWK0GzbkWMr9vkaxxZnYExHRPq+Fqcjx5ZefqUUWk2RiAgUgcp0bFVniggCacWpne0mqrPFnoRSEzXaTdgixxZBEBPBWHwpipAgiINKlujkxUSpyLEVRRECWtiaxUx451OWsBXFAOoer8EcW01ff0kexLHlmTGovSVs3X333VBK4aUvfSl+6Zd+CefOncPRo0fhOOaOTwdHjhzBuXPnsLi42NM0l5Zmur9oF1lenu3+ol1m2sZE4+kMjSebWn0DTwKYO1RtG1PLE/gGgJlKYaDxnncYZNFrf+/CDJ4HsDBXQmVK1gNBEN253ArwW/9wFj9109W4drY8kmnqG546vyYtZsUfH9dZtrQCVMqxNeQczfvjF0g5YC/6EpPFdPkYcakZXoQH2h0p1iUSdmy5ngOv4KDZCFAouDaizpDnerriqkP40t8/j421GlotYS+MxwWTaHzdO7aClLA1CmwUYY5jpTpTxF1vvBlzC9FxIR1F6LYJW7ytGyxOox7g8NHkudzMTNEKW62mfm8hLWzFlnuQKMI0lZkCWk1hP2MgdGxx0zvG7WN+K9uxxZ18V1U6itCs653tpnWplco6irBU8tocRocWyjj/3CaCoIhK1cPf/dU38eLvusquB7Oe4uuFuwwiEFAqedO+6esyopPjMBs3GHdsAcDsoRK2Nrt3bMXFV89zrGMrHe+YRyTUOonp6fElRcyoY4tbAczsD0YIbTYD68RKC3uG6qyO79zebKJY8rCz1UJlptD2uiyiYwcJWwRBTCFigChChuEjCwiCIKYBpVRmTCBnHAwMgQqsKGREpaKjvwQ2AlP0KxMXKAzG4eXLQLvC+uzHAgCHOwiU/rIqlIDbpzgWj1TcKzzyyCNYWVlBq9XCO9/5Tjz44IP4yZ/8yaGnu7a2PTU3ZSwvz2J1dWvSw0gwbWOi8XSGxpNP86Iex9Z2E0iNSWzV9HObNbgDjLfVaAEKbcu6FV4wWb+4iZ1y8jnO2dQJ6wRBaDaaPoQC1pr+yIQt0ZNjqz3+DRizYysVGTiqKELr2Io9ppdjuOkSo0GEwpbjcCtSGdKOlKiGUsH3JbyC7uZqNgJUZiJHjyHq2Epe0j561RwA4PlnN+E3BWZC11NWzKB1bLk8/zVB0tU1CqzbrENP10Iq6tB1dbdS2mUWPc8R+NKKDGmaKccWoAWH7S6OLcZYGP2nMIIkQlSq+ly2ttPC3Lw+7slY15X5aRw6aQEPME6oPMeWyhS2GvXAdp2Vyh4CX6LFg7bt6pX/9EbccvsL4Tgczzx5CR/7b/+Ar525gG/99iuglMKX/v4cZg+VUJmJ3HSOw+36S8QgOhwiUFZ0OnzFLDbW9HfBRs2H60URfzOHijj/3KZ9b9rRaDCfjxGcGnUfjGnhJx6ZmUe6I8yLO88SMYocUkr4voTjOm0dW61weaVQVmTLm7/ZB3e2W1g6okXGI1fOdRynoVAyjq3OqQRd985Tp07h1ltvxU033YQnnnjCPn727FncdddduP3223HXXXfhySef7Ok5giAIAAjC6AWnR8cWoE/Q6Q4sgiD2AzKMo3JSjivGGFzuWLcVEBO2bBSh/oIsIbtEEQYQSrTNoxdMx1ag9BicgTu29o6wtbKyAgAoFAo4efIk/vZv/xYrKys4f/48RBjzJYTAhQsX7GsJgiAMJmaQZX23tZnaA4ZkSUlRhASxj2iGx4Jmhz6XfpFKZd7wFCd+rZSlHh9XhJ+JHDSClrl+OqyQlnaCAcZ5RtcLpoEgkLajyYhUBqVUUli1UYTGscVRCt+T7k0C8qMI5xfLKJZcnH9uE62WsHF/mY4tP8exlRFFGO+aGhYzFq/Y+7mV63GIQLS5zKLnI/dTmsAXCAKZIWwVsbOlzylbtmOrfUxm2qPo2CpX9Rji0XlxMcqIOWZbyYwi5PmOrbhIBiSdVeWKnnexpH+2mqJNPNJCnn7PVdfOY3G5in/4m2eglMLXvrSKi+e38bJbrku8z3GYFXri4pDpAqvtaPHw6Mosmo0ArWaAes1HOfZ5zM6V7HNAB2Er/Cz8lhY5pVRWIKzXuru2RFsUYbQdJfrB4o4tj9vXm30jHg1o4giFkJlpXCZSc3uriae/sY7NjQYOH+mto844LpvDdmzddttteOSRR3DVVVclHjdF2p/85Cdx8uRJ3HfffT09RxAEAUR/dNN3SXSCMTY1d70TBEEMg7DCVvuJkhWVbMdWeFIYRhE2TMdW6qQw/n4A8KWOORi8Y0tA2DjE/k7oOOPgjCOQe+Nia61Ww9aWdjsopfCJT3wCx48fx9LSEo4fP47Tp08DAE6fPo3jx4/3HENIEMQBwohWWcdc07E1oLClRJDd3eWSsEUQexEjaI1a2Op2ap10bEWPM4zvBtK2KEKMxrEVRRFGj5Fja3oIAmmFhWLRzXBsRa+N104kO7b8RAeTfb2jnWDpiEDGGI5eOacdW63AOlysGysm/KTdWOm4tcRrRhhF6Pbg2ErjhI4sv5XXsZWMUdy63MBf/ck3oJRCI4yrSwtbM7NFNOo+gkBax1HWmMx4R9GxZeIA49F5UkZilHGINcOovtwowryOrSAVRRj73Sx/qRyJd2nBNA5jDN9+81VYu7CDb569hL/+k7NYOlLFC190JPG6jo6tsGOLMWB5RcdFb282dRRiJYrjmz1UAgBsXKoDCKMIM9a3+Zx9X9g4w8XDFQDaEdWNtm3ezV5XZh0bZxjnDJyzyLEVc1AZ0SkIJLjbPmYTO7hxsYY//t9PYOFwBd9+89Vdx2rGyVj3jq2ue+fNN9/cdldqpyJtKtkmCKIXzN0ybh9/IDkfX0QCQRDEbiJDJ1Q6Mx7QYpcWtpKOrXjHlp6GzOnYCu9uCp1dg3RseaFrzDi2TLxhP7jhcuwF1tbW8PrXvx533HEHTpw4gbNnz+L+++8HADzwwAN4+OGHcfvtt+Phhx/G2972tgmPliCIacSKVlkClHVsDfY9Vok8x5YbPk/CFkH0ytc2a3j4q89N9LxyPMJWL1GE0e8MSZFrXIKQWc9GmzBjGHb9R1GEyXjFcTnPiP4QvrCCUptjK+VISTq2JFwviiIUGY6tUtnFzFwRWRy9ag6XLtbQagrbwWWEsewoQifxUyQcW+2dSsNiO7b6ELZcz0l1bPG254Fomb565gL+4H+dwbNPbcT6nJLncsZJs7PVzI0ijE97JB1bsShCg3ZsJbupIsdWRhQh7xZFmJyWoVQxwlYk8HW7yf6FLzqCUtnDp/7Xl7B1uYFXvPKGNucajwlb6XkLIbGz3UK5UsDcvBavtjYbobAVfR5mW97c0MKWVNlCYjyK0HyuC8va/RRfp3mk4zfjnzdPdGzpsfu+TER1Rh1bGY6tINux5Tgc5aqHz3/2WdS2m/iBH7mpa2SigTGGYsm188hjoI6tTkXaSqmhS7YJgtj/BKZjq58oQsYGTnAhCIKYJro6tpSIdWwZx5Y+GWjajq3syBkvfL0RwAbp2NJjiFxjw0xjL3DNNdfgsccey3zu2LFjePTRR3d3QARB7D3CL6ksQ9iKFYgMOG0BZAhb9jEStgiiZ76+WcOZjR20hERphBFj/WCFrRGe3Gonf+fXODmOLR3hNx7aHFu2Y2vYKEITcRg9xkYwXWI0JBxbJReXNxr2uXTHlrmIHzm2OIolV7uUfNHWy/7Sf3ItbvnBG+35VJwrror6e9odW1lRhCnHli9ir0lGt42CvBjFTpj12Gj44Jy1XUOLYhT12I0j6gt/+xz+0XddCaDdsVWd1eeVO1tNG6VnhMCs8Y6iY6tU8cBYyrElZMotFAlbXlYUYRjxl4WOIsx2IZXL7cJWNxea6zl48Xeu4LN/8TSuunYe11y/0PYax2GRY4vHl4Ppjq2dFiozBczMaWFre7OJes3H/GLUrVgKu6QaNR+Hlsptwq8hiiKMttHFsI+t3ouwFW4fjhVzszu2nJhjK/7aTo6tTh1f1Zki6js+vvMV1+Boj/1ahkLR7RpFOJCwtVtMW9nt8vLspIeQgMbTGRpPZyY9npkLOwCAw0v6QNzLeBzOUCp7Ex87QRBEJ3zh4w+e+iPwZxRq9RYOl5fw/Vf/k8RrTMdWXkdWIAP4NgYwp2NrjI4tM4Z0z9cg0yAIgjgI9OLYGjyKUGQKZlHHFh1rCaJXjKjUmKCw1RixY0spBYkeHFux3+POA8YwvihCJAUoK2wNPV0NS4h1DD5lEU4FcWGrUHLRbPj2OSlTHVuxez90r492bAH6gn27Y8vD4uEqVle32uZ7ZGU23J4j8cgIHPGYQT9Ixvqle4Tiv480itDpP4rQiG6NWpDZO+WlHFumb+nJr17EytWHAADFjChCQHcfRY6trI6tMIpwBMoW5wzlSgG1Hb0tSKmgVDrCj3V0bHGHwW/lObZkYhmyHVu9RREa/tFLr8K5ZzbxPbcdy+wZcxxuoxGdVLSfCCRqzQCVmQKqMwVwzrB1OXRsxT6PQqpLSkqVKSSa9eH7wopMC0u9RxGK1PYcX78JcTHs2PLDKEKzbFkdW81GoP/+SJUrbC0tVyGlws3fe13XMaYpFMfk2IoXaTuOkyjSVkrlPtcva2vbU9Ons7w8m3nQnBQ0ns7QeDozDeNZv6SFrc3LdeCahZ7Hs7PTHOvYOWdTJ6oTBLG3+Mblp/CJJz+FguNBSolACbz8iu9CyS3Z14gw4s/JFbZE1LGViiJsCH3Ho4TM7thiRtjSjq2BOrbMGGwU4aDiGLkICII4IHRybJnHBrxw3DWKMKBjLUH0SiMmbE2KlhytsGWm0j2KMCYCxR5nbHihKQ9hnVXGsZV8fFCMEBdfDh2pOB3XEA86IpBwvPYoQvu55UQR+i0Jz3NQCIWt2o6P2ZzYwSwKRReLh6tYW91pc2zJDMeWec5EEQaJKMJpcWzpsTXqvv098XzKbVbbaeHQQhmXL9Xx9595BkCHKMLtFvxWACfsUmqfd+jYGkEUIaDjCGvbYax++Hkk3ULcxuxlRSM6YUxeFkIolFLTMhghqVjqPYrQjPfOk9+R+3x824ivP8flaDUD1LZbOHx0BowxzMwVsbFeh98SVmgDom3BLHfa0WiIogil3Z/KVQ+lstdbFGFqe44LWzy2LrjDIYUMY0GjPq4sx1arGbQJZmle+SM3QXUQvjrRi2NroL2zU5E2lWwTBNELQZiLm5XDmgfnjMpgCYKYeuqBzsd+5w/+Mv6fm14bPtZIvEZI49hq/8LupTu2QqHK5S487tlp6SjCfMdWS+gvx1niWTdc5kAoMWQU4d7p2CIIghiWTo4tc+vtoI4tSJHtI9uMIQAASmFJREFUBLOOLRK2CKJXRu2WGmYMoxLX0j1WeWS5ZIAwinBcjq1UF5ZjowhHM9225RhussQIkFI7OIwIUyx5CHwJIaQ1LySiCM02EcafuWEUIaDdR7wHASLO0TCO0Apb4TWndMeW4zArRtg4v3gUoblgn+EcGhTHZYmx9YJ1bNX9TMdWWpSr7/i48ppDuOaGBexsaREpHUVYKLrwCg52NnUUYd54zLJ3i+3rlfKMZx1bpisrHuHnONw6grKEEh7G5GUhUlGE8feXQyHJ9bgVtLK6rvslIWalRLXAl6jXdBQhoLu0Lj6/lRiPGRNjiMTf3ChCPV6/JawDslTyUJkpJOId80gLUPGox7RjSwgFIaJ4QScubLWSji0jNOY54DhnA4vDxZKbENIyp99tIu94xztwyy234Pnnn8cb3vAGvPrVrwbQuUibSrYJguiGuajby10SBt2xRV9VCYKYbmqh8FTxyii75fCxeuI13R1bQZtjCwDKbskKZ7pLIev9qY6tAd1WANAI+7y8QaIImWsdXwRBEPueDo4txlhoiRg0ilBad1YCiiIkiL5pToFjy4yhNaKOrbR4lEe6V8vA2PBCUx5p0Y2nHh94ukg6wQCzHHS9YNLY/qpYxxYQxpbJfMeWCLTw5XmOddZIofrqZQciYasQxtJxzsAYEKQcW1mOlaT4lVyOURA5tvoQtsL31Gt+pshmxC4/5tiamS3ixd+p+7W8gpO5DmdmizaKMC8a0Tq2RlGyBaBaLaK2o88vRYZjizvMmtszHVsOhxTZ+7gUSVdQXBA1wh5jzP7er2CaRXJ+yUjF7a0mlAKqVS1szc6VsLXZLjQyxrQzKRS2pMoRtgpRFKEROR2XaxdcH46tqFcuJ4rQYVa8Mq9xU1GEXsGBG7rSxhHZaSgUnUT0YRZdr1Lce++9uPfee9se71SkTSXbBEF0w9yd4fZxl4R2bNEXVYIgpptGKDxVvDLKjo4fTDu2TMdWlhPK5S4CFSBQYXFu7DVa2IqiCLNOMto6tgZyW4XC1pDiGDm2CII4KHR0bIWPD9WxlXFRysYTkmOLIHpmGqIIRy2uSRv31/l1nRxb41obVnSzUYTGsTVsFGE43dhjfIyRitPErbfeikKhgGJRx8ndfffd+L7v+z6cPXsW99xzDzY2NjA/P49Tp07huuuuA4COz40aI1hkCVtZQom5iN8Ku57iHVvx53vl2E3L2N5s4opQ4AK0ACGDaJsLAplwPzHG4Ho8GUVohJcxdGxl9VnlvseLoggrVS/3eRFoV1yzEaA6W8S1x5YwM1fMFaWqswXsbDdRqRbyHVv28+p5uB0pz3io7/i6l8k4thKCUMxxldWxxVmHKEIJJy6YMgbH0e6jePRfsexhZ7vVt2CahZMSs+KPm+6yuGPLEB8PoDvXjAtL5UQRurZLTaBZD6w4VqkWcHm91nWskQAVilVetgjocG7j/9wsx1ZTC6EKoWPLRByOYH2mKRbd4YUtgiCIcRCYgsW+HFuwd/gQBEFMK7WgAQaGsldC2TPCVrZjK9tx5aIeNHIcW+VYFKHMfT8Qd2wN1rEFAI1wXi5FERIEQXSmU8eWeXyoKMKMji2XoggJol8a4f4yUWErPKdtjUzY0j+7d2zFf0+KXOOLIkyKbnxUUYRITg8A2BgjFaeN97znPbjxxhsTj91///04efIk7rzzTnz0ox/Ffffdhw9+8INdnxs1gZ8UhOLClhFmeEqAAAA/vIDtFXhS2OrzgrlXcHDz91ybeMxxkt1MgS/a+qrirpT4ckyLY8tviWzHlo1RlKiHMX/VmSI4Z/j+V92Ieo6bpzpbxKUnL8HznK5RhCPr2KoUIKVCsxFAmmj+nF4sL0vY6uDYikfn2em5HI6b7tty2+Y7KOluqvh8DUbYmj0U9W2XM6IhrWNLqsxjuePoHjS/JdBoBCiFrsbKTAE7Oy0opTo660SqV87r5NjKELYaNf2Y3xK2F0xHEaq2ZR4VhaKOIuyU3DX6uRIEQfSAvfuljz+QjJFjiyCI6acRNFB0iuCM5zq2oijCLMeW0yWKMHRsqewvvaaTqxnok5isHq9uuCwZZ+gOGkVIwhZBEAcF1d2xNVwUYYawRR1bBNE3zSno2GrZMYzm3DaK5ev8ukT8YPxxNkbHVmwe+qf+txjasRV2NSXEuvFFKk47a2trOHPmDE6cOAEAOHHiBM6cOYP19fWOz42DdDdVJGz59gJ1UtjSP61LJOXY6udm6DycDNEq3VfluA6EH3NsjaVjKxS2BujYyhuLeT7wBeo1ff43M6vdQS+4YRE3fdsVmdOtzhZR226h2QhsbGPeeEfVsWVEntp2KxJEEoJQNJ+sPjHHYVYQSyNFe4Sf4/C2fjETczmKZXJy3Gbx3ytV/Vl0cmx5RQeNLh1bgP78A1+iWfdRDAW6SrUAKVRXZ1MQSHAe65XLiOIE9Hox0zKfv+s69hpuqxnAKzoolLSbKt3dNUoK4XEg8PP/QpFjiyCIiRCYKMI+7r7RUYTjGhFBEMRoqAV1lF0taJU93bHVyIsizHJcMdOxJcAZT7iySm4J640NOw2WcY+SdWzJVu48ujGqKMKm3z3vmyAIYj+gwhN+lnPMZYxBqUGFLZHtBCNhiyD6QikViyKc3H5jxtCUMvdGpX6IXFH9OLZiv2M3HFtRFCHD8JGBWb1iOlLxYFwwuPvuu6GUwktf+lL80i/9Es6dO4ejR4/CCf8uOI6DI0eO4Ny5c1BK5T63uLg48rGlo8mMkKA7tvRr4g4gc6HdRLd5nu6E8goO/JYA76O+Ig/dzRQTtoJ295N2bInYayQYG52oA2ihafPmBqqzxe4vDnFizjIvQ+wxzjM/kLZrqZfpz8wWoRSwuVHHoYVy5muMuDSqjq1yJRS2dlooh+KOk+F6cl2eOU8eRgtmkefYSotIRugaZxRhXCjKcmyZfcL+Oxa5J1V2FCGg3YzGsbW0XE1Mf2e71TbdOOn4Tc4ZuMPaBEHucLSapl8uPGa43HbOtZpaCOWcoV7zrWA8CgdcmmLoDOsk2pGwRRDERBByMMfWQYkWIAhi79IIGpGwFTq2amnHljkGZjq2QmFLBW3PV9ySjTWUyHFs8aTbarCOLccuixlT/9NwbU8YQRDEvsfcQZx3oYTzwa0EUlgRK451cQUkbBFEL/hS2d1wGjq2AD2m4pAXBEXPUYTJ2D77O8PY5CDjzGrrwhryvF5mOLZ0pOJQk90TPPLII1hZWUGr1cI73/lOPPjgg/jJn/zJsc93aWmmp9c1dvT3/6XDVSwvz6Jc0hfeC66LhYUKAGBurozl5VkAkTjphALW0uEZ/b6KB78lUK0W7GvjZD2WR7HownWd2HsYKpXkdEslFw7n9jET0dfrfHp53fLyLF5409Gexw0kb1KcmS21zcfUdRQ9157DVWeKWFiqdJzuylXzAHRn0txc+3QB4NAhLXiVy15f6zuL5eVZMBm6hRwHc3N62guLVTvtSih8FYpu5vxmZkqQUmU+J4XCbGr9FIsuDh0qJx5bDNfLwmJl6GUy6wcADh+exeFlvY/MzulrAKWyh5WVQwCA+Xk933LFw9Gjc4npzM6V8OzTG1hengVnDOVy9jZfKnnWUTW/oJdr5yp9zl9ws9eZoeA58Lzk9lwouPBbAkeOROOJxySafXhmpojzSn+GUijMzhXhOBzbmw3MzhTD184MvT7TrB3ZBhBtF1mQsEUQxEQQcgDHFkPHbFWCIIhpoB4TtjzHg8vdDMdWfseWwx0ESiCQok1QKsWiCJWSmc4A4/IyUYSDuq0AoCn0NNyBpkEdWwRBHByMGyuvYwucD+7YknlRhPpYTY4tguiNZizCapJRhE0hUXI4GkKiISSKQzoHZIZ4lEVc2IrfX8owvmQUM10nMe/hKwZsxCHS0x1qsnuClZUVAEChUMDJkyfxcz/3c3jrW9+K8+fPQwgBx3EghMCFCxewsrICpVTuc/2wtrbd0/WYi6tbAICdnSZWV7cghI5Ae+7ZDSwerSaeA4DLl/RNe5c39M9aTT9nOoBavrCvNSwvz7Y91gkFhZ2dln1Po+bDmeOJaSgG1GrRa7a2GuAO72k+/Y6nH3a2m/b3IGhfF4B21Fy+XEejqTu2ZmaLXccjZMydJmXm6008ZKsVDLV8Zv00W3p8589tAkxvS9vbDTtt45jjDssZjw8RSFy4sJlwdCmlIKVCo+kn3vdtN1+Fykwh8Zg59mxtNYb+zGqNKJ3k8mYNiqtwnHq9lateYh7liodiyW2br4RCs6nXse8LtPzs9c04w/Z2E/WdFhSA1dUttMJ19tyzG5iZz3fqbW01wXlyvToOg0it67hr0eynfiDgh9tAreZDQd8MUdvxsba2AyD5OY6KekNvL6sXtrB8NFs0o44tgiAmQiAUGPqzdVMUIUEQe4F6UEfZje7eKjsl1EKXlUGYKMIMN5V1bMnA3nVnqLhl+NJHIAMopRIn8+lptELHVpZ41o22KMJBHVskbBEEcVCQNl8p82nGBuvYUkoBQmR2d0UdW9N/rL106RJ++qd/GrfffjvuuOMO/PzP/7ztdzl79izuuusu3H777bjrrrvw5JNPTnawxL6lEevYmZRjS0iFQCnMFcxNRMOPI0s8ysJJuJuSItf4owijx/gIhDSVNV2mBYz9TK1Ww9aWvnislMInPvEJHD9+HEtLSzh+/DhOnz4NADh9+jSOHz+OxcXFjs+NAxtFGMbCOQ7HVdfN4xtfuWj7kXhGFGEr1rEFRN1co4g4c9xkFKEfiLZYP9fliS4f4cux9Ab1ixuPIszp5nLDqLjaTgtewcl9XZx451Ne59eoowgLRRfcYajttGxnUzxq0kQRejm9Zub59OEqHX9pOP4dK7j22FLisXFFEcaXw8QSVqpJp9HsfAnlarv7qFh00ayHUYQyP57W8xzUtltQKto/zDxq250rAEQg4aTjNz2nrcMusRy2YyvqqPNbAQoF3YMX79gaxfpMY5bRRCNmQY4tgiAmgpCy7xJQztiBdGzdeuutKBQKKBb1F4+7774b3/d934ezZ8/innvuwcbGBubn53Hq1Clcd911kx0sQRCoBw1cUY0iJspuqc2xZYStLNHJYy4CKbSwxdodW2YeUslc0cpjbqxjawC3VTjfKIpwsGmQsEUQxEFByR4cWwMIW0YMy3Js7aWOLcYYfuqnfgovf/nLAQCnTp3Cb/3Wb+HXf/3Xcf/99+PkyZO488478dGPfhT33XcfPvjBD054xMR+JC5mTUrYMq6xOc/FhXprRMJWu8iTRbKPKoIxNnTnVR5Z/V+cRRGFA083/MlS8Yr7/XLB2toafuEXfgFCCEgpcezYMdx///0AgAceeAD33HMP3v/+92Nubg6nTp2y7+v03KgxF8DjotC3fOsR/NEnvoLnn90EkOzYMp9hy3RsFZLCVr/XjbJwnOjCPAAEvkwIRnq8Duo13/5biCkRtmICXN54XM9BEEgEvrDdVd0olT3bsZQvmOnH8zqf+oUxhkq1EApbemeNf75GHEn3n0XP69dKIcFj56dZ08rDdG6l+7gGIa9XyyyH6b8y3PLDL8ycjldwIIREEEgo2aljy8Gl0CFlBLpC0YHjctuvlkfgi7btx/U4fD/5WHw5zOsdl0MEEkoptJoCXtGFV3C0S67uJ147Sgphx5bfoo4tgiCmDCFU34r+KCIL9irvec97cOONNyYeo4sABDGdxKMIAaDslm18oMFEEToZwpTppgpkAC/llDKdXfWgEXZs5ZzccCeKIhygcDmKItSOrbTA1us0AjX9F1sJgiBGgrk4nXPMZQN2bKkwKihLMGO61V47uqac+fl5K2oBwEte8hJ86EMfwtraGs6cOYMPfOADAIATJ07g7W9/O9bX18fmJiAOLkZEKjp8YlGEZr5z4YXk5iCCd4os8SgLnufYik2n2zT6H5uZ92gjA9WYurumnWuuuQaPPfZY5nPHjh3Do48+2vdzo8YKWzFx4vobD+NPPvkEvnbmAoBuji39qRZL+sI9H4ETxHW5jYcDABGIhGAE6Iv38Ri2LPFrEnDObH9cnuDjesax5beJKXkwxlCdKWLrcgNeIftcz6yjfpKWulGpFlDfaVkHXfzzNUJR2k1nMG4iIRTcmH5n3F+9XGO85voFvOau78CRleH7oJzE2NudTmnH1vIV2fMsFo0zKdCOrZz17XocjdDZVSzr98TFwk4EQbtQ63kOWjwpGiWErXB7cx0OpWDnXSg4VnQy8x2FUJjGOrZa+d9zJy89EwRxIBFCwe3zj6O+HrC/v6j2irkIcOLECQD6IsCZM2dspAtBEJNBKYW6aCSjCN0S6jlRhDzDTWW6qQLV3rFV8fR060EdUsncWAiXu7Yfa7COLf2eRmCiCKljiyAIohO2Yyvvoooui+1/wubie5ZjCwBz3T3h2IojpcSHPvQh3HrrrTh37hyOHj0KJ1w+x3Fw5MgRnDt3bsKjJPYjjXBfOVRwJ+fYEpFjK/7vYcgSj7LgGWIWEIlc4zjVlmh3kzkjEKCylpmB7fMgwr2BCMWh+IXuYsnFC65fxDNPXgKQFErMfXombsxLRRE6IxBVuMMhA711WNdJIR3Lxm2sGqCFACdHYNlNGGORwJAjbHmug8CXqNdaKFd6E7YAoDqrX5sXRWg+w1FFEQJAuRfHVs54jOgiU9+nZDitXkRQx+F4ycuuGckyJV1a7ctR7VFk9GLCllL5wlY8otE4tgDtDOspijDDscVTjzkZUYTmZ72m51EouXb/rO9ox9Y4oggjxxZFERIEMWUIKfv+gsIZg9rv2QI53H333VBK4aUvfSl+6Zd+qeNFALq7lSAmR0v6kEqmHFslbDQvJ15nynrzHFsA0AyabRGApZhjSykJnnOPkha2Rtex5Q4kjulIRYIgiANBt46tAaMIjWiVGUUYPr7XhK23v/3tqFQq+Imf+AmcOXNmJNNcWpoZyXRGxfLy8HeCjxIaj8Zr6O81R2ZKePJyzY5jN8dz+ZI+B75qcQY4dwmFSqFt/v2OZ9PV01yYr3R8r78VXQJcWKhieaEKAJi9rKOtlg7PwMu4ODnM+qk29YXQw0szWK7oaH3X0Xf7Dzrd5eVZPBceTxcXKlie18tRXb0MtTZ92/tBIyuKEACOHV/Gk19bAwDENQUbRZjbsTWayLggFJGNKyYd2RfvEdLLIcZysX4QHJfDb7W7zAyup91m9Z0WrrxmvufpzszqfTIvitAIKaM0claqHi6c27Q1I/HPl7vGsdU5itCIYobIsTVax2k3Eh1bid/Djq2ZYtt7sigU9fL6LQHZJYrQUCpFx/NKtYCN9VrHeQSBtPtUNF8XnpdybMXm7cY6tgCgHrqztGNLj2Wcji3OGVyPU8cWQRDTRzBAFCHj+z8zO4tHHnkEKysraLVaeOc734kHH3wQP/mTPzmSadNFgM7QeDpD42lnvbYBADiyMA9Aj2lhZhZPbj+dGN9MTd+9tXx4DsuzyXEfWtMn54L5KBeKiffVPF1+W6gygAGVcvvFEAAoeQVbnr28NIfluf4u3Pgl/cU4UPoOrCuOzvctkB06X4FQAkuHqwOJawRBEHuJrh1bjANqAGGrQxQhAGCPCVunTp3CU089hYceegicc6ysrOD8+fMQQsBxHAghcOHCBaysrPQ13bW17anp4l1ensXq6takh2Gh8URc3NDfb8oA6r7A6urWro/nfCgi8fAi/sWNGlaL0V39g4xnbUsnA2xt1rGK/Au7lxvRHf2bGzWshhfx6zUt+F1Y3UIhdY4+7Pq5vKnHtrG+A5ioLKVQa/gDTdeMZ+Oy/iwvb9Sw6uvlaDZaEFLt2ufJOZu68+lpQOQIW9e/8LAVj1hGFKHfEnAcZv89yo4t143cWKZHq5RyNrmh6ym+HIXqdFw291yOBvIFH3Pxv1EPUK721rEFANUuwpZ1bI04irBR8xH44Y2emR1bnaMIZZ6wtcudaGa8Ohk6o2Or2ptjy0QRNhthFGFeKkvs8y/GHVvVAp57eqPjPEQg2xx/L//+69tEo7yOLQCohe6sQjFybBmn2LjWfbHkWtE7i+nYQwmCOHAM5NhClKV9kDAn9oVCASdPnsTP/dzP4a1vfStdBBgzNJ7O0HiyObdzEQBgkgdXV7eAwMFOs5YY36XwosblS3V4jeS4mzX95XKrUcNcIblc9br+0v782iUEUqDZFNnLLaMvlpcvNVBo9nfhZrOuL3DstOrgjGPt4k5P74vTMmM9vwHPSZ5g0YUAgiD2HcaNlSdA8QGTB2wUYfapO3OcPdGxBQDvete78IUvfAH/8T/+RxQK+mLP0tISjh8/jtOnT+POO+/E6dOncfz4cUogIMaCiR88VHAhlII/gn6rfok6tkYZRdjeN5UFj4leCcdM+Pg4zgpFRv/XKLqwzPuTXWHM3thFTA4jDqUvdHsFBy84tohvfOViMoqQmXg5lXCUFIxja4C+4DTc4bbTqREKW2nHluNyG6MIZHcSTQrHRhHmOLZcB2sX9Plar2IKEAlbxn3TPt3xdGwpFQkiPKOnKk/A6xpFOIJtpR+c0GGWdhVecfUcvuX4Mpav6O181wiLfktA9ejYiu8rhxbLaDYC1HZauZ9/EMg2c8H8YqXtdQmBLi+KsJjRsTUmd2Oh6HaMIpyOPZQgiAOHkApunwc+ztnUiDC7Ra1Ww9aWvhCtlMInPvEJHD9+PHERAABdBCCIKcF0aZViHVsVt4yW9G38IAAIZaIIszu2AB0DmO7YMhGHjaDeseA7HmHoDPAF30YRBo22MfSK6eUKFPVsEQSx/1FdhC3GB3Rs2SjCnOnuEcfWV7/6VTz00EO4cOECXve61+HOO+/Ev/7X/xoA8MADD+Dhhx/G7bffjocffhhve9vbJjxaYr/SFBIFzlAOoz1HISoNMgYAqLoOOButsOV07diK/94uco2jzzrqworNGwxiyFmZtRafLmM4kAkv04a+gM4yO4xe+KIjAACvEJ1fxC/iJ6LWQkcKH4Fjy4nFDFrHVrk9ilAIZW+mDvzpEbbMODo5tupWsOtd2Fo+OgPHYZiZLWU+79oowtF2bAHA9lbY5ZzRU5Un4BnxJDeK0J1MFGHaVVidKeKH7nyRFX+6YUSqZhiTmd+xpedXKDoJIWlpWSe+rK/m34waBPlRlnGsa87l9nN3Xb0dmD6tQiHm2NppgXM2UvEzTrHowm+RY4sgiClDRxH2d+BjjI3ly/Y0s7a2hl/4hV+AEAJSShw7dgz3338/AH0R4J577sH73/9+zM3N4dSpUxMeLUEQ9aABAKjEOrZKbtSLNVPQXzpleHEzK6Kvk6hUcotgYKgFDV0s26Fjy5AlnnXDCGMt6aMSE+n6m4YeA/VsEQRxIOghinCgji0bRdihYyuY/hsIXvjCF+IrX/lK5nPHjh3Do48+ussjIg4iDSFRcjhK4YW7xgSFraLDUeQczRG4xiLxqJuwFROzMh4fx5l2lug2CseWeXvchcYZg4K+IXSUF+KJ/hCBhONm/826/sbDuPPkd+DolVE8eqLTx2t3pIzCCeI63Iof9Xq2Y8tc9A8CCc9zOi7HbmPG1smxZaj0EUV45Qvm8cZf+t7cdezaKMKeJ9kV4yjauqzPm+MuqyiKMMexFW4rMnXsjjq2dleINE6tYXvgjNDbagZQKj/6MeqfS37Gi4dDYeviDq6+biHzvXp77j5ObsXF2I2yoWCY5djyWyI3ynIUFIoudWwRBDF9CDFAFCE/eMLWNddcg8ceeyzzOboIQBDThxG2yjFhywhDcWFLhBcxsh1bobAlmtb1ZOCMo+gU0QgakJC5J+1xYWuQfquEMJZzMbX7NELHlpz+C64EQRDD0pNja5AL2DaKMOdYvEccWwQxDTSERHHCwpaZZ8HhKDp8tFGEXU6vcx1bqemMkizRjY/ghtWsZTa/KqBD0xgxbjo5QxhjuPIF86nHot+92PuqM0UwBpQqvQs1eXCX2Y6thu3Yao8iBLQA4HnOVEURGuEqT/CJr+9yH1GEQGcxyEy3m2jeD6YDbHuz3bHFe44iTB4/bBThCNx9/WDGPmwPnImCbDb0eXOuYysUkErlVKpL1UOp7HV2bPXoQDTzju+Lbqpjyyu4cBwO1+MI/PaIw1FSKLl2n80c79jmTBAE0YGBogjZwYsiJAhib2GiCMsxl5N1bIm6fUyGUYSZjq2Y2OWy9nuQym4J9aABpWSuaDW0Y6vLGHqbRngXFwlbBEEcBLo5tgYUtrpHEbp7pmOLICZNU0iUHAfFcH+aRBRhS0p4nMFhDKURCVtiAMdWUuTSP8dxqi3RLkA5jA09L/N2lhLMAIojnDT9CkKMMStuxYWbmbkiXvfT/xjXHhu+bsFxOJTSgkij5sP1eJt4Uoi5ZgBA9BjdthuY9enmOMji4+ynY6v7fMMowhF3bAFRFGGyY6vdLRQniiJMObaCyTi2zPyG7fZyHA7X5WjWuwhbOY4txhgWlyu5wpaUClKq3oStDNecY6MII8eWHkfoqhyjAFwoOmh1iCKcjj2UIIgDRzCIY2sEkQUEQRDjJMuxZX6v+w37mAijCLPcUHFRyst4XgtbpmMrR9iKCVODOK4c7tgicXdgx5aJIiRhiyCI/U8vjq1Boghh4lw7RREKOs4SRC/YKELXsf+exBiK4XGi4PCRjCFLPMoiy92kHzdRhKM/184S3TiLxjwo1rEVe8ws3ziWg+idwO8t8iyOESjTYtP8YmUksZLmgr4QEvWa39avBQBz8/qc7fKlOpRSEEKN9YJ9Pxjhyit0jiJ0PT7SWDjX41harmJhqTKyaXoFB67H4bcEGEuKOI7tEsteTuvYauvYCiNPJxRFOKxjCwCKZQ+NhnYm5UcR6vmlHVuAjiNcv1izHXFxrPCXIxjGiRxbsRtdw8+lvtOCV3DsPmniCEex/HkUiy58iiIkCGLaEFINFkW4++ceBEEQPVMPGuCMw+PRyZJxb9VFu7DVqWMr/Xs0Pe3YkkomegXypuEMGIruche+9OFkjKHX9wNAoOiCK0EQBwAlAcbyL8BxPpCNQInOTjBGUYQE0TMNIXCo4KLEJ9uxZRxjJYejFgy//2b1WGWR7qMyRFGEQw+ljWwBajyOLXNTFjm2JosIZK6zKA+m72Iem0PKCBAikGjU/bZ+LQA4tKjP2S6v13HF1YcAYPqiCLs4tkbp1gL0/vX/vPHmkU+zXClg63KjTYgyzqf8jq1IoNzZbuLRD3wWV1+7gMVlHfc/ToElCzO/YTu2AKBUctEI+9/yLpUa0bKYIcwuHanCbwlsXW5akdYQhMJWP1GE8X3RCI61mp8Q1XbHseV2TO6ajj2UIIgDRyAGiyLMuvuAIAhiWqgHDVTccuIkO3JsRVGEIowizBKdugtbZdSDOhTyi7GH7diKT8MbIMow/n4h6YIrQRD7HyVkfgwhADAGpQaIIgyPoSzvIiEJWwTRM03r2JpcFGFc2CrwETm2jCuqS7NUlpgVf3wcp9pSKXCkIwOHT2IRGR1bUaQiXTOYJIN0U2W5REZJPMKuXvMze7sq1QK8goON9XrkcJkSYcvxjOCT49gK11u//VqTojKjx5nuxHLccDvIcZ05McfWs09toL7j4+tfXsVf/8nZcHq7HEXojtCxVXJtFGGeY8vsH6VStmMLANYvtscRivAGil62ZycjitCN9c+ZyE5Au6niz4+DYsayxpmOPZQgiAOHkP1HETKKIiQIYsqpB3XbqWWo2I6tyLEllQQDy3Fsxb5E5ji2amGXF+vSsZU3j14w4xjUsWViFCmKkCCIA4GUuTGEQOi4GiR6QHSPIqSOLYLoDRNFWLSOrd3fd5pSJRxbrZEIWwNEEWaIXOOI8JOqvfuLYwSOrfD92ZGKxCQZpJvKdmyNMEYvTnRhXqFRa6Gc4XhhjOHQQhkbl2oIfONwGc94+qU6U0ClWsi/qTFcvkqGYDeNmHGmhahyRQteec4z83opFZ5/dhNewcGP/+zL8KKXrODwkRkrmO0WRpAdhaBWLHmRYytP2Org2FowwlZGz1Zfji2nXWSOC2KmXwsACrvk2OoERRESBDERhBzAscWH/wJMEAQxTupBI9GvBcAKXaZ/C9AupryIQJfFHFsZbqmyW8KOXwMA8Jx7lCJRavCTMTMOZ0jHVkCOLYIgDgJSapEpD84HEqCMG6tTFKH0/b6nSxAHDaEUWqGo5HAGjzM0gsk4tg6Fd7wXR9SxldVjlQVnOqxPIS1y6Z/jiiJMX6PlLHJcDTNdIBm/yFLPEZMhCCTK1UE7tsYVRainL4REvZ7t2AKA+cUyLpzbQhA6XKYlivA7/vHVuOnbrsh9fq85tsqhAJV2Oh1ZmcXrfupmK9KkcWKf4/lnNnH0ylnMzJXw/a+6cbwDzoExBu6w0Tm2GvqG0DxhqzpbxAtfdATXXL+Q+f6ZuWK2sOUPF0XoJoStdsfWOLvN4kJaFtOxhxIEceAIhOr74M8ZgyJliyCIKUYLW+XEY5xxFJ0C6kEURSiVzHVS9RJF2BDNcNo5d3NZUWrwr3qeiSIctGOLUccWQRAHB6U6RxEyxqEGcGyZ9zAn+1hMHVsE0RvGGVWKuaWaEyhwbgppHWNFh6Ml1dBCTK+OrfhrEk4n0001Bq+TyHJsMTb0MkcdW/Hp6p90yWCyDBNFmNetNCxmPM1GgMCX1hmU5tBCGVuXG/BbvUe37Qau52BmttjheT3OvSJsGUcWz/jelCdq6dfr7aRZD7C2uo2jVx0azwD7wHH4SISduLCV58xzHI4ffM1xGzuYZnG52tGx1cv2bNxneY6teEzkbnRsURQhQRBTiRCDRBEO/wWYIAhinNSDeptjCzC9WDHHlhK5bqruwlY0/XxxLIx3GNBtFZ/3oK4v836foggJgjgIyC4dW5wNF0WYd9GEhC2C6IlGStgqOnxiji0TRWgELn9IJSbLvZSHEZkSfVvhr2Pp2ILKEbaGnG5Gr1gURUjXDCaJCGTfF7rZLnVs7WzpmwPzHVsVKBXFufUbqTgpzHqrVPdIFGE127HVDSO6nHvmMpQCrrhqbuRj6xfHYbkOq36ICziDTm/xcBWX1msQKSew2e7zIh7jZInMnDP7dyLu2CrsimOLhC2CIKYQIVXfBz/OKVaAIIjpJiuKENBiVCMhbMnciL9eOrYMuTnrJopwCMeWmUZWHGI/76eOLYIgDgJKqq4dWwM5tmwUYU7HlutSxxZB9IARtuL9VqOIAeyXhLDlmK6v4cZh3t0tihCIhKD40cq8bxxrQyqF9LVrhw3vDjPiVXyRoyjCoSZNDEngy767qcw5zbiEJCO0bYcX+LM6tgDg0KJO3li7EApbU+LY6oZZb70IF9OAdWz1eU3QCGHPfXMDAHD0ymkQtvjIOrYMbEBha2m5CikULl+qJx7fWNc1BvOLla7TcGzHVrRMjDG7D8WjAY0YN879pEjCFkEQ04gQEm6fB2vOGCR9SyUIYopp5ApbZdRiwpZUoscowuyOLUO3aQzajxWfRpa41gsOo44tgiAOEFJ0cWzxgRxbURRhjrBFji2C6InIseWEPzmauyxsCakQKNUmbA07joGiCGOKkDlyqTHcRCpV0lWlxzBmxxZdMpgoQSCmLoqwd8eWFrYuXtjW79sjwtaRlTm87JbrcM0Ni5MeSk+UQ2dZ346t8HtWfcfH4nK1a0zdbuC4fCTbSWkUjq1lHVGYjiPcWKujOltMxAjmYdZxel80+3ShkOHYGuN+Uip7HZ2Ik98CCII4kAip4HQ6+c+A8+G/ABMEQYwLqSQaoomyk+3Y2mpt2X8L2cGxxdzM3w2lWIcXz7lHadgYQSASxYaNIiTHFkEQBwElJVinO3YHdGxBdo4i1MIWHWcJohvNUACOoggdbLZauzuG8BhQDC9ajk7Y0j/TAlIWURRh9JgRucZxri2VahPcOBs+icW8P9OxRVGEE0MppaMI+3Remc9xbFGErp6BEbbKOcJWseShVPZijq3xjGfUcM7w0n9y7aSH0TNRFGGf1wRjQtg0xBACwD+57VjH/rNeiYt0eaks3ZhfqoCxUNg6Hj2+sV6zom03zDpOC1udHFvjFLYcl+P/9frvzH1+b0jPBEHsOwKh+r47g5FjiyCIKcZEDZa99i+NZbeUcGwJJTu4rZzM3w2VnqIIjWNrmCjC0LGVIa71gmeiCBVdcCUI4gDQpWOLMQao0UcRUscWQfTGNEQRNlNjsMLWIKJ3jCyRJw/r2Mp4bBzdVFK1RyRyDN+dnRW/yMco0BG9IaWCUv1Hk0WOrTFFETqpKMIcYQvQrq1G3dfv2yOOrb1G2UYR9ndNMC6EHZ0SYev6Fx7G8hWzQ08nHkU4qGPLdTkOLVawFnNsKaWwsV7DwlL3GML4vNMisxF5vVg0oBW2+vwc+6WT0Ed7KEEQE0FI2b/tmI0nHoEgCGIUGOEq27FVTnRsSSVyXatxJ1e3jq28LgUvnAYfSRQhObYIgiC6oaTs2LEVlsX2P2Fz4T3XseUCAQlbBNENG0XoRsLWbkcR5gpbI3BsMfTYsRW+Jn6h0Pw2jlPtbMcWgxhyXkqptguaZj7Uyz05Al9vy/0KWyznYvqoMALVzmYTjEURalkcijlb9krH1l7D8xx4Badvx1b8EDctjq1RURxBFCEAHD46g9Xnt+2/6zs+Wk3RU78WEPWepUVmsw8Vs4StCe4ntIcSBLHrKKUghILbbxThCLK4CYIgxkW9i2OrHjSsOK8dWzl9KYx17LcqxYWtblGEI3BsURQhQRBED0jV2bHFOdQgjq0wirBzxxYdZwmiG03bsRWJSk0pd1UEaRO2wouXwwpbQqmeRC0gEn/iRysbRTjUKLLJGttoogjbhTwWSnR0yWByiHBbdvqM8DPbYC8dQINgO7a2WyhVvI4OkEMLMWFrTA4yQscR9ivgMMbgOAylspf4nPYDcccWG0LYOrIyi52tJna2tTtxY70GAJhf6jGKMEdkNvtQfB81ArHbp0A5SqhjiyCIXUcqHXLQf1Hk8JEFBEEQ46IR1AHkObZKEErAlz4KTgFCiY6ik8tcBAgyYwArsY4tlhtnOHzHlpn3oFGEnHFwxiEkOQkIgtj/qC5RhGAcGCBurFsUIaMoQoLoiUYgwRnghhe0jcDV2EXHo4kcLI3csdXuisqDh/JP/MK+OXKN41xbol2AckZww6qCaoteJMfW5BnUsRVFEY5X2JJSoVwpdHxt3NmyVzq29iKveOUNCZdSr3CH44qr5gbuoZpWRuXYOrKiYxEvnNvC9S8sRsJWj46tStWD63EsLFUTj7s5HVtXXTuPI1dOzj1HwhZBELuOCHMHnD4P1pwxKLJsEQQxpdgoQjdb2AK0q6vgFCCV7CxscQcQ2Y4tj3vgjEMqmXt3buTYGvxkzHRkDRpFCAAuc+BTxxZBEAcBKTpGETLOdVxhvxjRKu9uWBK2CKInGlKi5HB7MdSIS/Vg9+IIjYBV4CMWtqDFol7gjLUJQmadjCuKMH0/K2cMckhflVRapEtOV/8kXWtyiFAo7jeazDq2xtWxFRtPqdz5Uvh8LIqQOrbGxw03HR7ofd/58mumpl9rlJRGGEXIGLB6bgvXv/AwNtbqcF2OmbliT+8vljy88d9+L44encPq6pZ93OwLhUI0TsYYXvPPv2PgsY4CErYIgth1glDY6teuyjjdfUUQxPTSsMJWRhShY4StOg4V5yCk6Cg6deq3Yoyh4pax7e+Ad3Fs5T3fC5E4NvjXRZe7CMixRRDEAUBJmRsXCGDgji0jhnWKIoQQUErtu7uXCWKUNAOJUmw/MqJS3Rfo7XLfCMaQikN0GQNnu+vYcliGIGSmM4YQvzwBahRRhG0CHUykIl0zmBRBMGjHlv45PsdWtLF0c2zNhRF3nLOhBAZiPLz0e66d9BDGwqiiCD3PweJyFRfOaVFqY72GQwvlvr4jZm33kWNruqQkkp4Jgth1RHiCPohja5AbXQmCIHaDmokizHJshb1bpodLu606ObbyO7aAqGcrfaEger8+KRxFx9ZQji3uUscWQRAHg25RhJwN5NjqJYrQzJ8giHwaQloxC4g7tnYxijDVscUYQ5FzG1E4KFKp3O+EaViGY4uP2bGVPu0fRXe2QtZ0w+dI15oYVtjq03mV1+szKhKOrYrX4ZV6DNXZIrm1iF2lEOuuGvZGpSMrs7hwbgtKKVxaq2F+qbcYwk44GVGE0wDtpQRB7DpCDubY0l+A6VsqQRDTSaPHKEIAYcdWL46tbGHLTC+3Y4sNH0XYbQy9ToOELYIgDgJKqo7CFuODdWx1iyI0whbFERJEZ0wUocG4t3azY6thoghj4yg6fASOrfYeqzw42m+MMm8dj2NLtY2NA1AYzrUllbIOLYO5GCzomsHEEKGwNUgUIWMA77OHvZ/pG/GsXO4sbAE6jrBf1xlBDAPjzIpGwzoFj6zModkIcGmthq3LjUS85qCY/cErkLBFEMQBJxCDObbsF276okoQxBRSC+oocA9Oxl31Jp6wHrq6hJKZrzN4oSDl5sQAmunl3c1lYwSH7McChhXHHBK2CII4GCjZsWMLjEOpARxbNoow5yYDErYIoieagUgIW8Y1VdtFYaslJTzOEn1YpZEIW71HEWZ2bIU/x+PYahfdzPIP49rS000+Zj5dulowOQJf70+u29/5A+cMXsEZa6SuEdu6ObYA4AU3LOKKfdjjREw3JuZveGFrFgDwtTMXoBRG49jyOArF8e6jgzBdwYgEQRwIjGPL6fNuHHNwVyojUJsgCGLCNIJGplsLaHdsSSWGiiI009uNjq2hHFvMRaDoYitBEPsfJUQXxxYbrGPLCFY5332t4EXCFkF0JDeK0BeA1/1C98jGkDpOFBxunVyD0pdji6EttJCPQGjKQ3aIDNQ3rA52Xq/QvszRcpC0NSkG7thibGz9WgbH4fAhUO5B2HrJy68BXn7NWMdDEGm0sNUcqmMLABYOV+C6HE988QIAYH5xeGHrxS+5EldcOX1iLwlbBEHsOkIMHkUI6BSXPt9KEAQxdupBwzqp0pScdBSh7DGKMPs15Z47tgY/QTRur+E6tsixRRDEAUFKsE4X8jjXrq5+EQJw8u+QjaII6VhLEJ1oiHQUof59N6MImylxzYxjWNeY6NOxlRaErGNrDF4nkSG6jUKA0r1iSWzH1sBTJYZl0I4txsfXr2VwXL2BlHqIIiSISWB6toZ1bDkOx+GjM3j+2U0AGEkU4eGjMzh8dGbo6YwaujRMEMSuM2gUoTm40x1YBEFMI/UOjq2iUwBnPCFsdXJTGUFqWMeWMwLH1rA9XSRsEQRxIFDKikxZMMZtrGBfk5WysxOMoggJoitKKTRTwpbHGTiA+oSFrQIfgWML7T1WeTgsI8JvnI6tTAEqnN8Q09UhLmmBbnzLQfTGoB1bnuegWBqv98IJ971eHFsEMQlGFUUIRHGElZmCne5+ZP8uGUEQU4uNIuzUQ5BB5Niib6oEQUwf9aCBipd9NxRjDGWnFEURStFRdLKOrRxRqRw6wFiesMWG79jy2IiiCEnYIgjiAKBkl44tznXsQL8I0VEwo44tguiOLxUkkBCVGGMoOhz1YDhRqR+aUmU6tlojiCJ0eo4iZFYAih7TP8fh2JJKtY3NzE8M49jqEHGo6EbYiRFFEfZ3DvLdP3AMYsj9oBv9dGwRxCQoFPV+M4oeq+VQ2BqFW2uaGatj6+zZs7jrrrtw++2346677sKTTz45ztkRBLFHiKII+3Rs0RfVNug4SxDTQz2oo5ITRQhol1U9qAMwjq3OUYQMLFeYKocCWt7dud5IO7aGdGztg44tOtYSBNGVLs4q8AEdW0IAHY7DzN0fHVt0nCXGiXFElTJEpV13bKWOE8WRdGy1u6Ly4GBtgpD553gcW+3fV50ROMSkQptAx0bgBNvP7MZxVgzYsTU3X8LC0vA9QJ0wji2KIiSmlcixNfy0jlhha7z71aQZq7B1//334+TJk/jkJz+JkydP4r777hvn7AiC2CMIOVgUIeMULZCGjrMEMT3UgwZKOVGEgBG2TBSh6OhadbnT0SllHFs856scZ1wLY0PFCA7f07VfogjpWEsQRDe6RgYO6NhSUoJ1KJfdL1GEdJwlxkkkbCW/05Qcjro/2SjCosPRkmrIvqn8m53ScAakX2reO44bSGVG/xePPTdt093P7MZxNgj3J97nTcy7geMwFIquFbgIYtqwjq0RRBEeWijjxhcfxbFvXR56WtPM2KII19bWcObMGXzgAx8AAJw4cQJvf/vbsb6+jsXFxZ6m8ZdfPI9awx/XEPtidqaIre3mpIdhofF0hsbTmUmP59zaDgD0/YXCfOH+s394DqXCeA5flZKHE7dMXyFiFqM4zn7m/N+i1mqMc5g9M3O5hO3t6RgLQOPpBo2nnVpQz+3YAoCSW8KF2ir+7Nm/RCNodo0i7Chs2Y6t7C+9jDG43BlalIr/HGwaDrZa2/izZ/8y8fhscRY/tPTdA093Nxn2WLv5V3+BoFYf9zB7IpiZ/H6SZtrGROPpDI0nH7G5CRw5nP8CzgGlsPHHj/c13dazz9i4wSyMsLX113+FeuyY5FbKWHr1D/c1r0kxiu+0n1vb3FWBohMztcbUbJcAjQcANpr6JpssUen8TgN/fWFjV8axEwgUUxf8jYPrL89vwOVsoPVzqeWj2mP0G2cMPO10Cn9+fauOICUKDft51YVs+75q/v13a5s9jzs9nvWm33Z7l5nNVy/XUNsFJ17Zc3Db0sG5dvDVL55Ho9H5hrXzz23BdflIotRGjeNy6tcipppCYXQdW4wx3HbHtw49nWlnbMLWuXPncPToUTjhF23HcXDkyBGcO3eu54PmR/7067hwaTouBBAEMVo4Z7jhBYtYPlwFACwvz3Z9z3VXzwMAHv2jr49tXEcWyjhxy7GxTX+UjOI4+7GvfxKrtfVxDpMgDhTHjlydOJ7Ff7926Sp86uvfwH/7ykcAAFcvHs099l2/ehVWG6u5zx8vXA/vjIsbrrwKyzPZr1mZPYrrlldyx9ONG70XwPuii2+58iosV3t/X5yrF6/A3174B7vMhiOVJfzQ8b0hbA17rF177PfRvLA67mH2xIVJDyCDaRsTjaczNJ7OFA+/LPc4K15wJdYBXHj4g31Pd+bGF+ZOt3zD1XiOMax/4nRyLEeWcf0eEbZG8Z32D59dx1q9Nc5hEnscBuDYFYewPBvFRl99roo/f2YNH93Zvb/TL1iaTezP1wsBPHMRH//mxaGme8PKTE/f865e24R0WOK1s4FA8Yscn1vbwufWtoYaRxZXzlcS83sBB3D2PD717HDnod9+ZC4x3VKzBPcMw99c3MTfDLc6e2KpXMBtN145/hmNgFEcZ//6T5/E5R6u0S4f7W1bHJZ+53HFlYdQr7XGNrbdWOZ+oPF0ZtrGAwDXHVvC5z/7LK68ch6uN/gNqqNiGtdRmrEJW6Pg1/7lzbZ4cNIsLc1gbW170sOw0Hg6Q+PpzDSMx3MduEpidXULy8uzWF3t/gX62NEZvOfN3zfWUtF+s6D3Ov+fm38RwZRE1xxequJi6OabBmg8naHxtMMZw2xhxh7P0se2O1/watx6xSsB6DtKZ72Z3GPf9y5/D753+Xtyny9iBu/6/neC1RlW69mvectL3wwAuePpRhlz+A+v/HWgBqzWBrvI8cMrt+EVSy9ve7zkHZy7JV/wq/dB7GJ/Ryem4e9/mmkbE42nMzSezlxxw1W5x1nnO1+OG951fKA4Qqea//cCh47g2LvfC+Unk06cPl0Qe503vegaBGM8R+iHadsuaTwajzF4jQCrjWhfetUVC3jtTVfu2ngYgKrrJPbnqx0H937nDRChU2rQ9ZOebh63LM0BS3Ntr73nO65HK+P4NIrPayY1tiUgscz9EB9PxWlf5l99yQ2ZyzEO3AMWafej//K7bIdWJwolt69zjkHo97wGAF7+yuuhlBrL2AYZzzih8XRm2sYD6DEtHq3iX/7Cd+PSRm3Sw5mqdcQ5w1KOO3ZswtbKygrOnz8PIQQcx4EQAhcuXMDKykrP05itFCCnpExnYa6EoDkdsYgAjacbNJ7OTNt4+mFmzEWfo7D87hYjOc4WqlNznJ0vz8IvTs/JAY2nMzSe/uGM41BxdHc9TWPERxrGWOYyH6RjrTM7BzYlx9nCwizcYLrua5u2MdF4OkPj6Uynji0AcGfnxjJfp1Jte+wgHWcBfVFfjqJtfQQcKnpoedOzXdJ48uGMTcV4KjEhelLjKTq8LapxnOOpDCi+dxtP3nKMg4N2nC1XvKm5djAoe+H8iTi40PbZP2M72i8tLeH48eM4fVpHIpw+fRrHjx/v2eJKEARBdIaOswRBEOOHjrUEQRDjhY6zBEEQ44WOswRB7EfGehvIAw88gHvuuQfvf//7MTc3h1OnTo1zdgRBEAcOOs4SBEGMHzrWEgRBjBc6zhIEQYwXOs4SBLHfGKuwdezYMTz66KPjnAVBEMSBho6zBEEQ44eOtQRBEOOFjrMEQRDjhY6zBEHsN6YjhJogCIIgCIIgCIIgCIIgCIIgCIIgukDCFkEQBEEQBEEQBEEQBEEQBEEQBLEnIGGLIAiCIAiCIAiCIAiCIAiCIAiC2BOQsEUQBEEQBEEQBEEQBEEQBEEQBEHsCUjYIgiCIAiCIAiCIAiCIAiCIAiCIPYEJGwRBEEQBEEQBEEQBEEQBEEQBEEQewJ30gPoBOds0kNIQOPpDI2nMzSezkzLeKZlHLvFtC0vjaczNJ7OTNt4gOkb07SMZ1rGsRtM27JO23iA6RsTjaczNJ7OTMt4pmUcu8W0LS+NpzM0ns7QeDozLeOZlnHsFtO2vDSeztB4OjNt4wGmb0zTMp5O42BKKbWLYyEIgiAIgiAIgiAIgiAIgiAIgiCIgaAoQoIgCIIgCIIgCIIgCIIgCIIgCGJPQMIWQRAEQRAEQRAEQRAEQRAEQRAEsScgYYsgCIIgCIIgCIIgCIIgCIIgCILYE5CwRRAEQRAEQRAEQRAEQRAEQRAEQewJSNgiCIIgCIIgCIIgCIIgCIIgCIIg9gQkbBEEQRAEQRAEQRAEQRAEQRAEQRB7AhK2CIIgCIIgCIIgCIIgCIIgCIIgiD0BCVsEQRAEQRAEQRAEQRAEQRAEQRDEnmCiwtatt96KJ554YpJDsFy+fBnf9m3fhne+852THkobvaynca/LVquF3/iN38AP/uAP4lWvehVe+9rX4lOf+lTH9zzzzDP47//9v49tTNO0/QDTuw3R9nOwof2kN2g/yYa2n96Yhu0HmM5t6CBA+0lv0H6SzzRtQ9O6/QDTsQ1N4/ZzUKD9pDdoP8lmmrYfYHq3Idp+Dja0n/QG7SfZ0PbTG9Ow/QDTuQ0NAjm2Qj72sY/hJS95CT7+8Y+j1Wr19V4pJZRSYxrZdPDAAw/g+eefx8c//nH8n//zf/Cbv/mbePDBB/GZz3wm9z3PPvvs1G3w44S2oXxo+yEMtJ/kQ/tJd2j76QxtQwRA+0k3aD/pDG0/naHthwBoP+kG7SfdoW0oH9p+CAPtJ/nQftId2n46s1+2oakQtn73d38XP/qjP4rXvva1uOuuu/ClL33JPnfTTTfhoYcewo/+6I/itttuwyc/+cmxjOHDH/4w3vSmN+HGG2/E448/DgD47d/+bbz5zW/GT//0T+PVr341fuEXfgFbW1v2ubvvvhtvetObcOedd2Jzc3Ms44qTVmx3Sw1/9tln8b//9//GAw88gGKxCAC48cYb8bM/+7N473vfCwD4nd/5Hdxxxx14zWteg9e97nWQUuLBBx/E17/+ddx55534xV/8xbGNbxq2H2D6tyHafg42tJ/0Bu0n2dD20xuT2n6A6d+GDgK0n/QG7Sf5TMM2NO3bD0B/qw86tJ/0Bu0n2UzD9gNM/zZE28/BhvaT3qD9JBvafnqDzolGgzvpAQDAa1/7Wvyrf/WvAAB/8Rd/gfvvvx//43/8D/v8zMwMPvzhD+Ozn/0s/s2/+Te4/fbbRzr/L3/5y7h8+TJe8YpXYHV1FR/+8Ifxqle9CgDw2c9+Fo899hgOHz6Mt771rXj/+9+Pt7zlLQCAv/mbv8Hv//7vY3FxcaTjmTaeeOIJvOAFL8D8/Hzi8Ze85CV497vfjY985CN4/PHH8aEPfQgzMzO4dOkSOOe47777cOrUKfz+7//+WMc36e0HoG2oE9O+/RwUaD+ZbqZ9P6HtZ/qZ9m3oIED7yfQz7fvJpLch2n46M+3bz0GB9pPpZtr3k0lvPwBtQ52Y9u3noED7yXQz7fsJbT/Tz7RvQ/0wFcLWF77wBfzO7/wOLl++DMYYnnzyycTzP/IjPwJAr+ALFy6g2WxaRXEU/M//+T9x5513gjGGH/7hH8Y73vEOnD9/HgDwyle+EocPHwYA/NiP/Rje8Y532Pfdcsst+35jB9DVfvlHf/RH+Of//J9jZmYGALCwsLAbw7JMevsBaBvqxLRvPwcF2k+mm2nfT2j7mX6mfRs6CNB+Mv1M+34y6W2Itp/OTPv2c1Cg/WS6mfb9ZNLbD0DbUCemffs5KNB+Mt1M+35C28/0M+3bUD9MXNiSUuLNb34zHn74Ybz4xS/G+fPnccsttyReYzZwx3EAAEEQjGyjb7Va+NjHPoZisYiPfvSjAADf9/GRj3yk7bVKKTDG7L+r1epIxtArjuNASmn/3Ww2d2W+N954I55++mlsbGwk1NzPfe5zuOmmm3ZlDHlMevsB9s42RNvPwYX2k96h/aQd2n56Z1LbDzDd29BBgPaT3qH9JJtJb0N7ZfsB6G/1QYb2k96h/aSdSW8/wN7Zhmj7ObjQftI7tJ+0Q9tP79A50WiYio6tIAiwsrICAPi93/u9XZ33pz71Kdxwww340z/9Uzz++ON4/PHH8bu/+7vWVvfHf/zHWF9fBwB85CMfwctf/vJdHV+cF7zgBfj85z8PAPjLv/xLXLx4cVfme/XVV+NVr3oVHnjgAbujPfHEE3jooYfw8z//8/iBH/gBfOhDH8L29jYA4NKlSwC0vdQ8Nk4muf0Ae2cbou3nYEP7SW/QfpINbT+9MantB5j+beggQPtJb9B+kg+dE/UG/a0+2NB+0hu0n2RDf6t7g7afgw3tJ71B+0k2tP30Bp0TjYaJOraCIEC5XMYv/uIv4sd+7MewsrLSpuSOm9///d/HHXfckXjsO7/zOyGlxGc+8xl893d/N37lV34F3/zmN3H99dfjnnvu2dXxAZF6/eY3vxn33HMPHn30UXzXd30Xrrzyyl0bwwMPPIB//+//PX7kR34EnuehWCziV3/1V/Gyl70MSimcP38ed911FxzHQbVaxSOPPIKbbroJ119/PU6cOIEbbrgB73nPe0Y6pmnYfoDp34Zo+znY0H7SG7SfZEPbT29Mw/YDTOc2dBCg/aQ3aD/JZxq2oWnffoDp2Iamcfs5KNB+0hu0n2QzDdsPMP3bEG0/BxvaT3qD9pNsaPvpjWnYfoDp3IYGgaluwYpj4sKFC/in//Sf4tOf/jRKpdIkhtCV3/7t30atVrMlcpNgL6ynSbBX1sukt6G9sp6I8bBXPn/aT6aTvbJeaPshJsle+fxpP5le9sK6mfT2A+yN9USMj73w+dN+Mr3slfUy6W1or6wnYjzslc+f9pPpZK+sF9p+9h8TcWx98IMfxO/93u/hLW95C32QHaD1lA2tl96g9XSwoc+/N2g9ZUPrpTdoPR1s6PPvDVpP+dC66Q1aTwcb+vx7g9ZTNrReeoPW08GGPv/eoPWUDa2X3qD1NB4m5tgiCIIgCIIgCIIgCIIgCIIgCIIgiH7gkx4AQRAEQRAEQRAEQRAEQRAEQRAEQfTCrkQRXrp0Cb/8y7+Mp59+GoVCAddeey0efPBBLC4u4uzZs7jnnnuwsbGB+fl5nDp1Ctdddx0A4E1vehOeeeYZcM5RqVTwa7/2azh+/HjX54j9xTi2H8N73/te/PZv/zY+9rGP4cYbb5zA0hHEaKDjLDEMdJwliO7QcZYYFjrWEkR36FhLDAMdZwmiO3ScJYaBjrPEVKF2gUuXLqm/+qu/sv/+jd/4DfXWt75VKaXU61//evXYY48ppZR67LHH1Otf/3r7us3NTfv7H/7hH6rXvva1PT1H7C/Gsf0opdQXvvAF9cY3vlG98pWvVF/5ylfGuQgEMXboOEsMAx1nCaI7dJwlhoWOtQTRHTrWEsNAx1mC6A4dZ4lhoOMsMU3sShTh/Pw8Xv7yl9t/v+QlL8Fzzz2HtbU1nDlzBidOnAAAnDhxAmfOnMH6+joAYHZ21r5ne3sbjDH7707PEfuLcWw/rVYLDz74IO6//37adoh9AR1niWGg4yxBdIeOs8Sw0LGWILpDx1piGOg4SxDdoeMsMQx0nCWmiV2JIowjpcSHPvQh3HrrrTh37hyOHj0Kx3EAAI7j4MiRIzh37hwWFxcBAL/6q7+KT3/601BK4T/9p/+UmFan54j9yai2n3e/+914zWteg2uuuWYiy0EQ44SOs8Qw0HGWILpDx1liWOhYSxDdoWMtMQx0nCWI7tBxlhgGOs4Sk2ZXHFtx3v72t6NSqeAnfuInenr9O9/5TvzxH/8x/u2//bf4zd/8zZ6fI/Yno9h+/u7v/g6f//zncfLkyXEOlSAmBh1niWGg4yxBdIeOs8Sw0LGWILpDx1piGOg4SxDdoeMsMQx0nCUmza4KW6dOncJTTz2F//Af/gM451hZWcH58+chhAAACCFw4cIFrKystL33ta99Lf76r/8aly5d6us5Yv8wqu3nM5/5DL7xjW/gtttuw6233ornn38eb3zjG/Hnf/7nu71IBDFy6DhLDAMdZwmiO3ScJYaFjrUE0R061hLDQMdZgugOHWeJYaDjLDEN7Jqw9a53vQtf+MIX8L73vQ+FQgEAsLS0hOPHj+P06dMAgNOnT+P48eNYXFzEzs4Ozp07Z9//+OOP49ChQ5ifn+/4HLE/GeX28zM/8zP48z//czz++ON4/PHHccUVV+A//+f/jO/93u+dyLIRxKig4ywxDHScJYju0HGWGBY61hJEd+hYSwwDHWcJojt0nCWGgY6zxLTAlFJq3DP56le/ihMnTuC6665DqVQCAFx99dV43/veh69//eu45557sLm5ibm5OZw6dQo33HADLl68iDe96U2o1+vgnOPQoUN4y1veghe/+MUdnyP2H6PeftLceuuteOihh3DjjTfu9qIRxMig4ywxDHScJYju0HGWGBY61hJEd+hYSwwDHWcJojt0nCWGgY6zxDSxK8IWQRAEQRAEQRAEQRAEQRAEQfz/27uDEgAAEICB/VvbQUEY3NXYYwBXr48tAAAAAAAA2BK2AAAAAAAASBC2AAAAAAAASBC2AAAAAAAASBC2AAAAAAAASBC2AAAAAAAASBC2AAAAAAAASBC2AAAAAAAASBjzOkowt3x6PwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "#####################  Plots samples randomly picked from each cluster  #########################################\n",
    "\n",
    "number_of_lines = number_of_lines\n",
    "select_samples_random = (np.random.uniform(0, 1, number_of_lines)).tolist()\n",
    "\n",
    "for line in range(number_of_lines):\n",
    "\n",
    "    fig, axs = plt.subplots(1, n_clusters, figsize=(30, 5))\n",
    "\n",
    "    for cluster in range(n_clusters):\n",
    "        merchants_cluster = d[cluster]\n",
    "        cluster_position = int(select_samples_random[line] * len(d[cluster]))  # random position of a single sample among the 10% closest samples from the centroid of each cluster\n",
    "        merchant = merchants_cluster[cluster_position]\n",
    "        dict_merchants[merchant].plot(ax=axs[cluster], color=colors[cluster % len(colors)], use_index=True, y='amount', label='amount ($)') \\\n",
    "            .set_title('cluster ' + str(cluster) + ', cluster size ' + str(len(d[cluster])) + '\\n merchant ' + merchant)  # ,style='o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YMQgMDLTYosXHxweTJ0/GlClTin09a4mQli1b4vLly8jMzFTmcvr0aQQHB1t5pwYPPPAA7ty5g7t37yo9UItTs2ZNs5X2N27cUAJF7dq1ERERgYiICJw9exYvvPAC2rVrh+7duxc5j4+PD0JDQ5XPx5KSEj8hISEICQlBZmYmIiMjsXTpUixZsqTIcQsWLECtWrWU/rzG12/SpInSw7Ukf/75J/71r38pvbZHjx6N5cuXIz09HVevXlXaEgCGz/PJJ5/EL7/8gueeew6nT59Gv3798PDDDwMwlM42atQIhw8fxuDBgwEAy5cvx6+//or//ve/Zi0qiaoLZ4y794Nxt2QeHh549913le/fe+89pYLWEr1eb7GXOFF15axxNS8vD9OmTYO3t7fF/RmKw7hqm2+//RaxsbFYt26d2UKCPXv24MSJE+jZsycAICMjA2q1GmfOnMHHH39s8X0VbhVTmnGiqsJZY21htl5HMdben4cffhguLi7FzteWewemGGupOnLGuFva6yxTjLulp9PpcOnSJeX7Ll26KPuD63Q6DBgwAGPGjAFQ+rhLlrHSy0m0b98ejRo1wrvvvovs7Gzk5uZaLBn39PSEt7c34uPjodfr8e2335pdKH7//fdK+Xq9evUgSZLSMqBhw4Zmxz7zzDP46quvcPToUQghkJ2djZ9//rlI9VZxHn74Yfj5+eGjjz5Cbm4ufvzxR/z5559Kf2fjBo5Xrlwp8lwvLy/06dMH8+fPx507d6DVarF//36Lr/Poo48iISEBer0ev/zyi9lxO3fuxMWLFyGEQO3ataFWq4t9v8OGDcPOnTvx66+/Qq/XK1VUtm6e+/fff2PPnj3Iy8uDq6sr3NzcoFarixz31VdfYf/+/Xj33XfN2jW0b98etWvXRmxsLO7duwe9Xo8zZ87g2LFjFl+vXbt2iI+PR0ZGBrRaLf73v//By8sLnp6eSv/aLVu2QJZl3LhxA99//z0effRR5bm7du3C5cuXIYTA7t27ceHCBbRq1QqAoa1EQkICPv/8c9SvX9+m909U1Thj3AUMq5Jyc3MhhIBOp0Nubi70ej0Axt37jbuXLl3CrVu3oNfrsWvXLnz99dfKLxnnzp3Drl27cO/ePWi1WsTHx+PAgQMIDAxUnp+bm4u8vDwAhpvoubm5Nr1PoqrCGeOqcaWnm5sboqOji7TaYly9v7i6efNmLFu2DKtXr0bTpk3NxmbOnInExETExcUhLi4OQUFBeOaZZ/Dvf/8bALB3715cu3YNQggkJydj6dKl6N+/v/L8H374AVlZWZBlGb/99hs2b96MoKAgmz4HImfmjLG2pOsoxtr7i7WyLCM3NxdarRZCCLNr0po1a+LJJ5/EqlWrkJmZievXr+Obb77B448/DqDkeweMtUTOGXdLus5i3L2/uLthwwakpaUBAP766y/ExsaaJfOSkpKg1WqRmZmJ6OhoeHt7K9vKlBR3yTZMejkJtVqNmJgYXLx4Ef369UOfPn3w/fffWzx2wYIF+Oyzz9C1a1f89ddf8Pf3V8aOHz+OZ555Bv7+/pgyZQreeust5RfM6dOnIyIiAgEBAdi2bRvatWuHBQsWICoqCoGBgRg4cCA2bdpUqnm/9957OHHiBAIDA7F06VIsX75c2WDw+vXrePDBB5UMf2GLFy+GRqPBkCFD0KNHD3z55ZcWj3vrrbewc+dOBAQEYMuWLXjiiSeUsYsXL2LMmDHw9/dHWFgYnn32WXTt2hUAMHHiRHz88ccICAjAZ599Bh8fH6xcuRKffPIJunfvjr59++Kzzz6zuLGhJXl5eXj33XfRtWtX9OrVC+np6Xj55ZeLHLd161ZcvnwZvXv3hr+/P/z9/RETEwO1Wo2PP/4Yp0+fRv/+/dGtWzfMmTOn2B9Yr732GlxdXTFw4EB0794du3btwkcffQTAsFpixYoV+OKLLxAYGIjhw4ejVatWmDx5MgBg+PDhePLJJzF69Gh06tQJCxcuxPz589GiRQsAhj+3a9euYdCgQWZzJKpOnDXuvv3222jfvj0SEhIQExOD9u3bIz4+HgDj7v3G3RMnTiAkJASdOnXCe++9h6VLl5pdeH744Yfo3r07unfvjjVr1mDZsmV47LHHlPH27dsrfzeGDBlitUqMqCpyxrh6+PBh7Ny5E7t370ZgYKASQw4cOACAcfV+4+r777+P27dvY+TIkcp5jJuH165dG40aNVL+q1GjBmrWrKl0OUhKSkJYWBg6duyIUaNGwdfXF2+99ZZy7jVr1qBPnz4ICAjA4sWLsXDhQuVzI6rKnDHWAtavoxhr7y/W7t+/H+3bt8fEiRNx7do1tG/fHuPGjVPGIyMj4e7ujt69eyMsLAzBwcEYOXIkgJLvHTDWEjln3C3pOotx9/7i7qFDhxASEoKOHTti4sSJ6NOnD2bNmqWMr1q1Ct26dUPfvn1x48YN5X4uUHLcJdtIgnXHZCcrV66Ep6cnRo0aZe+pEBFVC4y7RETli3GViKjiMdYSEVUuxl1ydkx6ERERERERERERERERkdNje0MiIiIiIiIiIiIiIiJyekx6ERERERERERERERERkdNj0ouIiIiIiIiIiIiIiIicHpNeDmj06NHYsGEDAGDz5s0YO3asnWdEhQ0dOhR79+61OLZ371706dOnkmdkm02bNuHZZ5+19zSIHAJjreNjrCVyboyzjo9xlsi5Mc46PsZZIufHWOv4GGupMCa9HNywYcPw+eefl3hcREQEli1bVgkzKp3WrVvj4sWL9p6GmfL4rLZu3YquXbuW6blXrlzB6NGj0aFDBwwePBi///77fc2lopw5cwbjxo1D165d0bp16yLjt2/fxrRp09CxY0f069cPW7ZsMRvfs2cPBg8ejA4dOmD06NG4evVqZU2dqNQYa8ufvWPt+++/j5CQELRp0wYrVqy4r3lUJMZaqi4YZ8ufPeNsWloaZs2ahV69eqFz584YNWoUjh49el9zqSiMs1RdMM6WP3tfz44ePRrdunVDp06dMGzYMPz000/3NZeKwjhL1Qljbfmzd6w12rdvH1q3bu2Qf24AY21pMelFVIhOp6vQ87/yyito06YN9u7di5dffhkvvfQS0tPTHWJupjQaDQYPHoxFixZZHI+KioKLiwt2796NJUuWYN68eTh79iwAID09HdOnT8fMmTOxb98+tG3bFi+//HKlzZ2IHF9Fx7NmzZph9uzZ6Nu3b6mfy1hLRFVBRcay7OxstGvXDps2bcK+ffswYsQITJw4EVlZWXafW2GMs0RUUSo6lr311lv47bffcOjQISxYsACvvvoqUlNTHWJuphhniagiVUY802q1WLRoETp06FCq5zHWOi4mvRzA7t27MXjwYHTu3BlRUVEQQihjpmWOQgi888476N69Ozp37oyQkBCcOXMGX3/9NbZs2YLPPvsM/v7+mDx5MgAgNjYWTzzxBPz9/fHkk0/ixx9/LHLe6OhoBAYGIigoCLt27VLGb9++jTfeeAO9evVCYGAgpk6dqozt3LkToaGhCAgIwKhRo3D69GmL7+u5554DAISGhsLf3x/btm0DAHzzzTcYMGAAunTpgsmTJyMlJaXYz+bAgQMYNWoUAgIC0LdvX2zatAkAkJeXh+joaDz++OPo0aMHIiMjce/ePQAFZauff/45unfvjl69emHjxo0AUOxnFRQUhNjYWISEhKBjx47Q6XT4v//7PwwdOhQBAQEYPXo0zp07p8wrKChIqdC6d+8eIiIiEBgYiCeffBLHjx8v9v2cP38eJ0+exIwZM1CjRg0MGjQIvr6+SExMtHj8ihUr8NJLL2H27Nno1KkTvvvuOxw7dgxhYWEICAhAr169EBUVhby8POU5rVu3xvr16zFw4EAEBgZi/vz5Zn+nTEVHR+PZZ59FRkZGkbFHHnkEzzzzDFq1alVkLDs7G9u3b8fMmTNRq1YtBAQEICgoCPHx8QCAH3/8Ea1atcKQIUPg5uaGGTNm4PTp02afIVFlY6ytPrEWAEaMGIG+ffuiVq1aVo8DGGuJygvjbPWJs02bNsWYMWPg5eUFtVqNsLAwaLVanD9/3uLxjLNE5YNxtvrEWQB49NFHodFoAACSJEGn0+H69esWj2WcJSo/jLXVK9YCwOrVq9GzZ0888sgjVo9jrHUiguwqLS1N+Pv7i++//17k5eWJ1atXCz8/P/HNN98IIYTYuHGjGDVqlBBCiF9++UWMGDFC3LlzR8iyLP766y+RkpIihBDi9ddfF++9957Zubdt2yauX78u9Hq92Lp1q+jQoYNy/MaNG0WbNm3E119/LXQ6nVi3bp3o2bOnkGVZCCHEhAkTxMyZM8Xt27dFXl6e2Lt3rxBCiBMnTohu3bqJI0eOCJ1OJzZt2iT69esncnNzLb4/X19fceHCBeX733//XXTp0kWcOHFC5ObmiqioKBEeHm7xuVevXhUdO3YUW7ZsEXl5eSI9PV0kJSUJIYRYuHChmDRpkrh165bIyMgQkyZNEkuXLhVCCPHHH38IPz8/8f7774u8vDzx888/i/bt24vbt28X+1n169dPDBs2TFy7dk3k5OSIv//+W3To0EH89ttvIi8vT8TGxoonnnhCeZ/9+vUTu3fvFkIIsWTJEvHss8+KW7duiWvXromhQ4eK3r17W3xP27dvF4MHDzZ7bP78+SIqKsri8cuXLxdt2rQRP/74o9Dr9SInJ0ccP35cHD58WGi1WnH58mUxePBgsXr1arPPfOLEieLOnTvi6tWromvXrmLXrl1CiIK/T3q9Xrz11lti7NixIjs72+JrG124cEH4+vqaPXby5EnRrl07s8dWrVolJk2aJIQQYsGCBSIyMtJsfOjQoeKHH36w+lpEFYWxtnrFWlOvvPKKWL58udVjGGuJ7h/jbPWNs0IIkZSUJNq2bSvu3r1rcZxxluj+Mc5Wzzg7ceJE0bZtW+Hr6yvGjh0r9Hq9xeMYZ4nKB2Nt9Yu1V65cEQMHDhSZmZkW52KKsdZ5sNLLzn755Re0bNkSgwcPhouLC1588UU0bNjQ4rEajQZZWVn4+++/IYRAixYt4OXlVey5hwwZAm9vb6hUKjz55JNo1qwZjh07pow3btwY//jHP6BWqzFixAjcuHEDN2/eRGpqKn755RfMnz8f9erVg4uLC7p06QLAkP0PCwtDhw4dlOe5uLjgyJEjNr3fLVu24Omnn8Zjjz0GV1dXzJo1C0eOHMGVK1csHtujRw8EBwfDxcUF9evXh5+fH4QQ2LBhA9588014eHigdu3amDRpErZu3Wr2WU2bNg0uLi7o27cv3N3di115ajR69Gj4+PigRo0a2LZtG/r27YuePXvCxcUF48aNw71793D48OEiz/v+++8xefJkeHh4wMfHB6NHjy72NbKyslCnTh2zx+rUqWO1FUzHjh3xxBNPQKVSoUaNGmjbti06duwIjUaDJk2aICwsDPv37zd7zoQJE1C3bl00btwYXbt2NVvlodPpMGvWLNy5cwcff/wxatasafVzsSQ7O9vq+7A0Xrt2bZtb3hCVN8ba6hVry4Kxluj+MM5W3zibmZmJ1157DdOnTy8Sk0wxzhLdH8bZ6hlnP/nkExw6dAixsbHo3bs3VKrib+MxzhLdP8ba6hdrFy5cqFRI2YKx1jlo7D2B6i41NRUPPPCA8r0kSfDx8bF4bPfu3fHcc88hKioK165dw4ABA/D666+jdu3aFo+Pi4vD6tWrlY3psrOzcevWLWXcNGgb/0FlZ2fjzp07qFevHurVq1fknNeuXUNcXBzWrl2rPKbVam3uK52amorHHntM+b5WrVrw8PBASkoKmjRpYnZscnIyHnrooSLnSE9PR05ODp566inlMSEEZFlWvvfw8FDaABjfX3Z2ttW5mX7uqampaNy4sfK9SqWCj4+PxRLf1NRUs+eaPq+wWrVqITMz0+yxzMxMq4HV9O8HYGiR+J///AcnTpxATk4O9Hq92WcKAI0aNVK+rlmzplkQu3TpEk6fPo0NGzbA1dW12Ne1xt3d3er7sDSelZVl8w8QovLGWFu9Ym1ZMNYS3R/G2eoZZ+/du4fJkyejQ4cOmDRpktVjGWeJ7g/jbPWMswCUm8Rr1qxB06ZN0b9/f4vHMc4S3T/G2uoVa3fs2IGsrCw8+eSTVudiirHWObDSy84aNWpk1pNZCIHk5ORij3/hhRewadMmbN26FRcuXMCqVasAGIKwqatXr2LOnDl4++23sXfvXhw4cMBiz09LHnjgAdy5cwd3794tMubj44PJkyfjwIEDyn9Hjx5FcHCwTef28vJSgjtgCN63b9+Gt7e3xde6dOlSkcfr16+PGjVqYOvWrcocDh48aDG7b0nhz8rS415eXrh27ZryvfHPxdI8GzVqZPZnZu3Pr2XLlrh8+bJZoDl9+jRatmxp83znzZuHRx55BImJiTh06BBefvnlYnvBWvLII4/g3//+NyZMmIC///7b5ueZat68OfR6PS5cuKA8Zvo+WrVqZbZqITs7G5cuXbL6PokqEmNt9Yq1ZcFYS3R/GGerX5zNy8vDtGnT4O3tjaioqFLPl3GWqHQYZ6tfnC1Mr9fj8uXLNs+XcZao9Bhrq1es3bNnD06cOIGePXuiZ8+e2LZtG9asWYMpU6bYPF/GWsfEpJed9e3bF2fPnsX27duh0+mwZs0a3Lx50+Kxx44dw9GjR6HValGzZk24urpCrVYDABo0aGBWepqTkwNJkuDp6QkA2LhxI86ePWvTnLy8vNCnTx/Mnz8fd+7cgVarVcoyn3nmGXz11Vc4evQohBDIzs7Gzz//XCRbbNSwYUOzi7KQkBBs2rQJp06dQl5eHt577z20b9++yOoB47G///47tm3bBp1Oh1u3buHUqVNQqVR45pln8M477yAtLQ0AkJKSgl9//dWm91f4s7JkyJAh2LVrF/bs2QOtVovPP/8crq6u8Pf3t3hsbGws7ty5g+vXr+O///1vsed9+OGH4efnh48++gi5ubn48ccf8eeff2LQoEE2zR0oyMTXqlUL586dw/r1621+rlFwcDBmzZqFMWPGWPyBBRh+gOTm5kKr1QIAcnNzlY0Y3d3dMWDAACxfvhzZ2dk4ePAg/u///g+hoaEAgAEDBuDs2bNITExEbm4uPvroI7Ru3RotWrQo9VyJygNjbfWKtYBhdVtubi6EENDpdMjNzYVer7dp7gBjLVFpMc5Wrzir1Wrx0ksvwc3NDdHR0VbbbRWHcZaodBhnq1ecPXfuHHbt2oV79+5Bq9UiPj4eBw4cQGBgoE1zBxhnicqCsbZ6xdqZM2ciMTERcXFxiIuLQ1BQEJ555hn8+9//tmnuAGOto2LSy848PT3xwQcf4N1330XXrl1x8eJFdOrUyeKxWVlZmDNnDrp06YJ+/frBw8MDY8eOBQCMHDkSf/31FwICAjB16lS0bNkSY8eOxahRo9CjRw+cOXOm2PNasnjxYmg0GgwZMgQ9evTAl19+CQBo164dFixYgKioKAQGBmLgwIHYtGlTseeZPn06IiIiEBAQgG3btqF79+6YOXMmZsyYgV69euHy5ctYtmyZxec2btwYn376KVavXo0uXbpg+PDhSlb61VdfRbNmzfCPf/wDnTp1wj//+c8Se8EaFf6sLHnkkUewZMkSLFiwAN26dcPOnTsRExNjscx0+vTpaNy4Mfr374+xY8cqAaU47733Hk6cOIHAwEAsXboUy5cvV37o2eL1119HQkICOnXqhLfffrtUJbimRowYgWnTpuHFF1+0+MPl6tWraN++PYYOHQoAaN++PQYPHqyMz507F/fu3UOPHj3wyiuvYN68ecoqFU9PT6xYsQLLli1DYGAgjh07hvfee69M8yQqD4y11S/Wvv3222jfvj0SEhIQExOD9u3bIz4+3qa5A4y1RKXFOFu94uzhw4exc+dO7N69G4GBgfD394e/vz8OHDhg09wBxlmi0mKcrV5xFgA+/PBDdO/eHd27d8eaNWuwbNmyIi2zrGGcJSo9xtrqFWtr166NRo0aKf/VqFEDNWvWhIeHh01zBxhrHZUkSlNvR0REREREREREREREROSAWOlFRERERERERERERERETo9JLyIiIiIiIiIiIiIiInJ6THoRERERERERERERERGR02PSi4iIiIiIiIiIiIiIiJwek15UqSIiIrBs2TK7vf7//vc/9OjRA/7+/rh165bd5kFEVFHsHWft4e+//8bw4cPh7++PNWvW2Hs6RFQNOFqsbd26NS5evFjhr3Pw4EEMHDgQ/v7++Omnnyr89YioerJ3jOV9AyKq6uwdZ+9HSde9y5YtQ9euXdGzZ89KnBU5Gia9qMoICgrC77//Xuy4VqvFf/7zH3z++ec4fPgw6tevb/V8X3zxBfr3749OnTqhV69eeOedd6DT6QAAaWlpmDVrFnr16oXOnTtj1KhROHr0qNnzt2zZgn79+qFjx46YOnUqbt++rYylpKRgypQp6NKlC/r06YP169crY+np6Rg1ahS6du2KgIAAhIWF4eDBgzZ/DleuXMHo0aPRoUMHDB482OpnQkRUGiXF2b/++gtPPfUUAgMDERgYiH/+85/466+/lPE//vgDo0ePRufOnREUFGTz6+bl5eGdd95Br169EBgYiHnz5kGr1Srjq1atQpcuXXD48GG88MILVuO3La8VGRmJHj16oEuXLpg8eTJSUlKU8ZJibHp6Ol555RUEBAQgMDAQr7zyis3vk4gIKDnW2uLkyZN47rnn4O/vjx49euDLL7+06Xl3797F66+/ju7du6N79+5YsWKF2fjy5cvx3HPP4fDhw3jiiSeKPc/mzZvh7++v/NehQwe0bt0aJ06cMDsuLy8PgwcPRp8+fWya33fffYennnoKnTp1Qp8+fbB48WKb4zsREVC2+wa2/o79xhtvFHsz9vbt2+jWrRueffZZs8f1ej2WLVuGXr16wd/fH8OHD8fdu3cB2B7zLly4gHbt2mH27NnKY0eOHMGYMWPQpUsXdOvWDS+99BJSU1OVcSEElixZgq5du6Jr165YvHgxhBDWPzwiIhvYci27Z88eDB48GB06dMDo0aNx9epVZWzVqlUIDg6Gv78/goKCsGrVKptfOzk5GatXr8a2bduwe/duAMCOHTuU840aNcrsHoWpF154Aa1bt7b52vJ+rkvPnDmDcePGoWvXrmjdurVtb45KhUkvKleO/EtnWloacnNz0bJlS5uODwoKwnfffYdDhw4hISEBp0+fxn//+18AQHZ2Ntq1a4dNmzZh3759GDFiBCZOnIisrCwAwNmzZxEZGYnFixdj9+7dqFmzJubPn6+ce/bs2WjSpAl2796N2NhYLFu2DH/88QcAoFatWnjnnXewZ88e7N+/HxMmTMCUKVNs/mxfeeUVtGnTBnv37sXLL7+Ml156Cenp6aX5qIjIgTlynPXy8sLy5cuxb98+/PHHHwgKCsLLL7+sjLu7u+Ppp5/Ga6+9VqrzxsbG4sSJE0hISEBiYiKSkpLw8ccfK+PXrl1Dq1atlO+txe+SfPnllzhy5Ag2b96MX3/9FXXq1MGCBQuU8ZJi7PTp09GwYUPs3LkTv//+O8aNG1eq90pEjsGRY21J0tPTMX78eISFhWHv3r3Yvn07evXqZdNz//3vfyMnJwc7duzAhg0bEB8fj40bNyrjheNtcYYNG4bDhw8r/82dOxdNmzbFY489ZnbcZ599hgYNGtj83nJycvDmm2/ijz/+wIYNG/DHH3/g888/t/n5ROQYHDnGWrpvYMvv2AcOHMClS5eKPe/SpUvRokWLIo8vX74chw8fxtdff41Dhw5h8eLFcHNzA2B7zIuKikK7du3MHrtz5w7+8Y9/YMeOHdi5cydq1aqFN954Qxn/+uuv8dNPPyE+Ph6bN2/Gzz//jK+++sq2D4mIHJ4jx9n09HRMnz4dM2fOxL59+9C2bVuz+wZCCERHR2P//v1YtWoV1q1bh61bt9p07qtXr8LDw0O5vrxw4QJmz56NefPmYf/+/ejXr5/Fe6ybN2+GXq8v1fu4n+tSjUaDwYMHY9GiRaV6TbIdk17VVOvWrbFu3TqlPcn777+PS5cuISwsDJ06dcLMmTORl5enHL9z506EhoYiICAAo0aNwunTp5WxoKAgxMbGIiQkBB07doROp8OBAwcwatQoBAQEoG/fvti0aZNy/N27dzFx4kT4+/vjmWeeMbswXLhwIfr27YtOnTrhqaeewoEDB5SxFStWYObMmXjttdfg7++PoUOH4vjx4wCAV199FdeuXcPkyZPh7++PTz/91Oz9nj9/HoMHDwYABAYG4oUXXgAAnDt3Tln9NGjQIGzbtk15zkMPPYS6desCMARclUqlrNhq2rQpxowZAy8vL6jVaoSFhUGr1eL8+fMADFVeQUFBCAwMRK1atTBz5kz8+OOPyMzMRFZWFvbt24cpU6bAxcUFjz76KAYNGqTcUHBzc8MjjzwClUqlvO6dO3dw584dAMCxY8cQFhaGgIAA9OrVC1FRUcqf1fnz53Hy5EnMmDEDNWrUwKBBg+Dr64vExETlfX3zzTcYMmQI/P398eSTT+LkyZOl+JtDRLaqbnEWAOrWrYsmTZpAkiQIIaBWq81eu3379hg+fDiaNm1q8TM7e/asEpN79OiBmJgYAIaVWaNHj4aHhwc8PT0xevRoJWa+8MIL2Lt3L6KiouDv74/z589bjd+A9dh/5coV9OrVCw0bNoSbmxuGDh2Ks2fPAig5xv7222+4fv06XnvtNdSpUwcuLi5o06aN5b8gRFQuqmOsBQwrYHv16oVevXrh22+/NRv74osv0KtXLwwbNgyurq6oXbu22Y1WazFwx44dGD9+PGrWrIkmTZpg5MiRSrx94okncPnyZWVueXl5uH37Nt544w2lEnfq1KkW5/vdd99h+PDhkCRJeezy5cvYvHkzJk6cWOT44n4ehIeHIyAgAK6urvD29kZISAgOHTpk8TWJ6P5Vtxhr6b6BLb9j63Q6LFy4EG+//bbFz/Hw4cM4e/YsnnrqKbPH79y5gzVr1mDhwoV48MEHIUkSfH19laSXLTFv69atqFOnDrp37272eN++fTFkyBDUrl0bNWvWxPPPP2/23Li4OIwdOxYPPPAAvL29MWbMGHz33XfKuLWfFURUfqpbnAWAH3/8Ea1atcKQIUPg5uaGGTNm4PTp0zh37hwAYMKECXjssceg0WjwyCOPoH///kVi365du9C/f3907doV0dHRkGUZv//+O8aOHYvU1FT4+/sjIiICv/32GwICAhAQEACNRoMJEyYgJSUF+/fvV86VkZGBjz76CK+++mqRuaakpGDGjBno1q0bgoKCzLZTKClGW3vuI488gmeeecamxWRURoKqJV9fXzFp0iSRkZEhzpw5Ix577DHxwgsviEuXLom7d++KIUOGiE2bNgkhhDhx4oTo1q2bOHLkiNDpdGLTpk2iX79+Ijc3VwghRL9+/cSwYcPEtWvXRE5Ojrh69aro2LGj2LJli8jLyxPp6ekiKSlJCCHE66+/LgIDA8XRo0eFVqsVs2bNEv/617+UecXFxYn09HSh1WrFZ599Jnr06CHu3bsnhBBi+fLlom3btuLnn38WOp1OLF26VDzzzDPKc/v16yd2795d7Hu+fPmy8PX1FVqtVgghRFZWlujTp4/49ttvhVarFSdOnBBdunQRZ86cUZ6zefNm4e/vL3x9fUXXrl3FqVOnLJ47KSlJtG3bVty9e1cIIcTkyZPFJ598YnZMx44dxfHjx0VGRobw9fUVN2/eVMbeeustERoaanZ8cHCweOyxx4Svr6946623lMePHz8uDh8+LLRarbh8+bIYPHiwWL16tRBCiO3bt4vBgwebnWf+/PkiKipKCCHEtm3bRK9evcTRo0eFLMviwoUL4sqVK8V+ZkRUdtUxzhp17txZ+Pn5idatW4uPPvqoyPju3btFv379zB7LyMgQPXv2FJ999pm4d++eyMjIEEeOHBFCCDFixAixdetW5dj4+Hjh6+urxNznn39efPPNN2bnKy5+lxT7jx07JsLCwsT169dFdna2mDVrlli4cKEQouQYu2LFCjF27FjxyiuviC5duoinnnpK7N27t8TPi4jKrjrG2l27donu3buLP//8U2RlZYlZs2YJX19fceHCBSGEEKNHjxYLFiwQYWFholu3bmLSpEni6tWrQoiSY2CXLl3E0aNHlddauXKlCAgIKHZuEyZMEDNnzhS3b98WeXl5FmPelStXxKOPPiouXbpk9vjEiRPF9u3bxR9//CF69+6tPG7t50FhU6ZMEUuWLCn2syKi+1MdY2zh+wYlXf8JIcSnn34qFixYoHxmxngshBA6nU4MHz5cHD9+XGzcuFGMGjVKGdu3b5/o3Lmz+OSTT0SPHj3EwIEDxdq1a4udW+GYl5GRIQYOHCiuXbsmli9fLl555ZVin7t69Wqzz6FTp05msfXYsWOiY8eOQgjb7pUQUfmojnF2wYIFIjIy0uyxoUOHih9++KHIsbIsi9DQUPG///3P7DN7/vnnxa1bt8TVq1fFwIEDlfsBha8r16xZI8aPH698r9PpRNu2bcUXX3yhPDZv3jyxevXqIvFfr9eLESNGiBUrVojc3Fxx6dIlERQUJH755ReL78s0Rtv63AsXLghfX99iPysqO1Z6VWMTJkxA7dq10apVK/j6+qJnz55o2rQp6tSpgz59+iApKQmAoTIoLCwMHTp0gFqtxogRI+Di4oIjR44o5xo9ejR8fHxQo0YNbNmyBT169EBwcDBcXFxQv359+Pn5KccOGDAA7du3h0ajwbBhw3Dq1CllLDQ0FPXr14dGo8HYsWORl5enVE8BQOfOndG3b1+o1WqEhoaarWgorZ9//hkPPvggnn76aWg0Gjz22GMYNGiQ2YotY5Y+MTERo0aNsth+JTMzE6+99hqmT5+OOnXqADC0PzR+bVS7dm1kZWWhdu3a6NSpE1auXInc3FycPHkS27dvR05OjtnxW7ZswcGDB/Huu++ic+fOyuNt27ZFx44dodFo0KRJE4SFhSkrFLKysoq8bp06dZS2i99++y3Gjx+P9u3bQ5IkNGvWDA8++GCZP0Misq66xtkDBw7gwIEDePvtt22udPr555/RsGFDjB07Fm5ubqhduzY6dOgAAOjduzfWrFmD9PR03LhxQ2lVWDhumioufpcU+x9++GE0btwYffr0QefOnXHu3DlMmzYNQMkxNiUlBb/99hu6du2K3377DWPHjsXUqVPZYpaoglW3WPv999/jqaeegq+vL9zd3TF9+nSz8ZSUFMTFxeHNN9/Ezz//jCZNmmDWrFkASo6BvXv3RmxsLDIzM3Hx4kVs3Lix2FibmpqKX375BfPnz0e9evXg4uKCLl26FDkuLi4OAQEBZlW+P/74I3Q6HQYMGFDkeGs/D0xt3LgRJ06cwNixY23+7Iio9KpbjC2spOu/5ORkfP3115g5c6bF5//3v/9F+/bt0bZt2yJj169fR0ZGBi5cuID/+7//wwcffIAVK1Yo+9CYshTz3n//fTz99NPw8fGx+h5Onz6NlStXmrUYz87ORu3atc3eU3Z2NoQQNt0rIaLyU93irLV7poWtWLECsizj6aefLvKZeXh4oHHjxnjhhReQkJBg8bV69OiB/fv3Y+/evcjLy0NMTAy0Wi3u3bsHADh+/DgOHTqE559/vshzjx8/rrRidHV1RdOmTfGPf/zDYuVr4RhdmudSxdDYewJkPw0bNlS+dnNzK/L9zZs3ARh698fFxWHt2rXKuFarNdsE1fQiKzk5GQ899JBNr1ujRg1kZ2cr33/++efYsGEDUlNTIUkSMjMzcevWrWKfm5ubC51OB42m9H+Vr169imPHjiEgIEB5TK/XY9iwYUWObd68OVq1aoX58+fjww8/VB6/d+8eJk+ejA4dOmDSpEnK4+7u7sjMzDQ7R2ZmJmrVqgXA0M87KioKffv2RdOmTRESEmJxI0U3NzcEBwdjyJAh8PPzw6OPPorz58/jP//5D06cOIGcnBzo9Xplf4RatWpZfd2S/myIqHxV5zjr7u6OZ599Ft27d8e2bdtK3LPF2nuaMmUKMjIyEBoaCldXV/zjH//AqVOnbNoHpnD8Lin2z507F7m5udi7dy/c3d3x6aefYsKECdiwYUOJMdbNzQ0PPvggnnnmGQDA0KFDERMTg0OHDuGJJ54oca5EVDbVLdampqaa3TwtvIDJzc1NuYkBANOmTUO3bt2QkZFRYgycM2cOFixYgEGDBsHDwwNDhw4tdg+F69evo169eqhXr57V+cbHx5tdJ2dnZ2PJkiWIjY21eLwt16s//fQT3n33XaxevRqenp5WjyWi+1PdYmxhJV3/vfPOO5g2bVqRG7iAYRHCmjVrzNqJmapRowYAQ5yuUaMGHn30UQwdOhS7du1Cz549leMsxbxTp05hz549Zi0JLbl48SImTJiAN9980yz2u7u7m91gzszMhLu7OyRJKtW9EiK6f9Utzlq6Z5qVlaXEVaO1a9ciLi4O//vf/+Dq6mo2Zvo+H3zwQbPPwFSLFi3wn//8BwsWLMCNGzcQEhKCli1bwtvbG7IsY/78+Xjrrbcszvvq1atITU0tEgtNvwcsx2hbn0sVh0kvKpGPjw8mT56MKVOmFHuMaX9+Hx8fHDt2rNSvc+DAAXz66af44osv0KpVK6hUKgQGBkIIUaZ5l8THxweBgYFYvXq1TcfrdDqz/rZ5eXmYNm0avL29ERUVZXZsq1atzFY5XL58GVqtFs2bNwdgCMiffPKJMv7KK68oNyaKe+3Lly/j0Ucfxbx589CmTRu8++67qF27Nr744gtlxVXLli1x+fJlZGZmKqu2Tp8+jeDgYOU9W9tcl4jso6rGWVmWkZOTg5SUlBITVD4+PsXeWK1RowYiIyMRGRkJwLDx9mOPPQa1Wm3TPEzjd0mx/88//8S//vUveHh4ADCslFu+fDnS09NLjLGtW7fGzp07bZoTEVW+qhJrvby8kJycrHx/7do1s/HWrVubfW98T0KIEmOgh4cH3n33XeX79957r9hr1AceeAB37tzB3bt3lX0UCzt48CBSU1MxaNAg5bGLFy/i6tWreO655wAYbtZkZGSgZ8+e+Prrr63+PACAX375BXPmzEFsbGyR90pE9lNVYmxhJV3/7dmzBwcPHsSSJUuU54SFheGtt95CzZo1cePGDQwdOhSAYdFsbm4uevbsiV9++UWJYaafS2HFxby9e/fi6tWr6NevHwDDggK9Xo8RI0YoibCrV69izJgxmDp1KoYPH252XuM9C2OMP336tLK3TGnvlRBR5agqcbZVq1ZmCfvs7GxcunQJLVu2VB779ttvERsbi3Xr1uGBBx4oco7k5GQlZl27dg1eXl7Fvt7gwYOV/Rrv3r2LjRs3ol27dsjMzMSJEyfw8ssvAzAkpQDDnogffPABfHx80KRJE2zfvr3YcxcXo215LlUstjekEj3zzDP46quvcPToUQghkJ2djZ9//rlIVt4oJCQEv//+O7Zt2wadTodbt26ZlcgWJysrC2q1Gp6entDpdPjwww+LfQ1LGjZsiMuXL9t8/OOPP44LFy4gLi4OWq0WWq0Wx44dUzZO3LBhA9LS0gAAf/31F2JjY5XNYbVaLV566SW4ubkhOjoaKpX5P6WQkBDs3LkTBw4cQHZ2Nj744AMMGDBAuUg+d+4cMjMzkZeXh/j4ePz2228YM2YMAODIkSM4cOAA8vLycO/ePcTGxuLmzZvKxahx9UOtWrVw7tw5rF+/Xnndhx9+GH5+fvjoo4+Qm5uLH3/8EX/++adyo2HkyJH4/PPPceLECQghlJsORGRfVSXO7t69G0lJSdDr9cjMzMR//vMf1K1bFy1atABgSILl5uZCq9VCCIHc3FxlU97HH38cN2/exBdffIG8vDxkZmbi6NGjAAyrZFNSUiCEwJEjR7By5UrMmDGj2HlYi98lxf527dohPj4eGRkZ0Gq1+N///gcvLy94enqWGGMHDBiAu3fv4rvvvoNer8cPP/yAlJQUdOrUyebPmIgqTlWJtYMHD8Z3332Hv/76Czk5OWZdCADgqaeewk8//YRTp05Bq9Vi5cqV6Ny5M+rWrVtiDLx06RJu3boFvV6PXbt24euvvy72xoqXlxf69OmD+fPn486dO9BqtWabggOG1oYDBw40a6HVqlUr/Pzzz4iLi0NcXBwWLlyIBg0aIC4uDj4+PlZ/HuzZswevvvoqVqxYYXXBGBFVvqoSYwsr6fovMTER8fHxSkwDgJiYGAwYMAB9+vTBjh07lLGXXnoJfn5+iIuLg1qtxkMPPYSAgADExMQgLy8P586dw7Zt25RElrWYFxYWhh9//FE596hRo/D444/js88+A2C4fn7xxRcRHh6OZ599tsj7Cg0NxerVq5Xr7NWrV2PEiBEASr5eJiL7qCpxdsCAATh79iwSExORm5uLjz76CK1bt1buG2zevBnLli3D6tWrzdpjm/rss89w584dJCcnY82aNXjyySeLfb0TJ05Ar9cjPT0dkZGRCAoKQosWLVCnTh38+uuvShw1diHYtGkT2rdvj/bt26N27dqIjY3FvXv3oNfrcebMGSWRaC1Gl/Rc4/0QrVYLAGb3Rqh8MOlFJWrXrh0WLFiAqKgoBAYGYuDAgcWW5wNA48aN8emnn2L16tXo0qULhg8fblNv1169eqFPnz4YNGgQgoKC4ObmVmJvalMTJ07Exx9/jICAAOVCz5ratWvjs88+w7Zt29C7d2/06tULS5cuVYLMoUOHEBISgo4dO2LixIno06ePsh/C4cOHsXPnTuzevRuBgYHw9/eHv78/Dhw4AABKK63Zs2ejR48eyMrKwty5c5XX/vXXX/HEE0+gS5cu+Oqrr7Bq1SqlBDYvLw9RUVHo2rUr+vTpg19++QWxsbHw9vYGALz++utISEhAp06d8PbbbxcJ7O+99x5OnDiBwMBALF26FMuXL1fOPWTIEEyePBmvvPIKOnXqhGnTpuHOnTs2f8ZEVDGqSpy9e/cuZs2ahYCAADzxxBO4ePEiVq1aBTc3NwDA/v370b59e0ycOBHXrl1D+/btMW7cOACGmPz5559j586d6NmzJwYNGoS9e/cCMNyEffbZZ9GxY0e8/vrreOWVV9CrV69i52ktfpcU+1977TW4urpi4MCB6N69O3bt2oWPPvpIObe1GOvh4YGPP/4Yn3/+OQICAhAbG4uVK1ey9RaRg6gqsbZv37548cUX8eKLL2LAgAHo1q2b2Xj37t3x8ssvY+LEiejRowcuXbqkVG+VFANPnDiBkJAQdOrUCe+99x6WLl2qrKK1ZPHixdBoNBgyZAh69OiBL7/8UhnLzc3F999/r9xENdJoNGjUqJHyX7169aBSqdCoUSOo1WqrPw9WrlyJjIwMTJw4Ubn+Hj9+vM2fLRFVnKoSYy2xdv3XoEEDs5gGAPXr10eNGjXg6upqNlanTh0lBpqe++rVq+jatSsmTpyImTNnKou1rMW8mjVrmp3b3d0drq6uyrw2bNiAy5cv46OPPlKe6+/vr7zuqFGj0K9fP4SEhCAkJAR9+/bFqFGjAJT8s4KI7KOqxFlPT0+sWLECy5YtQ2BgII4dO4b33ntPGX///fdx+/ZtjBw5Uoldxq4vRv3798dTTz2F4cOH4/HHH8fIkSOLnc+iRYsQEBCAwYMHo27duliwYAEAQ1WcaRw1jeuurq5Qq9X4+OOPcfr0afTv3x/dunXDnDlzlASgtRhd0nOvXr2K9u3bK5XA7du3V6rRqHxIoqJqwImIiIiIiIiIiIiIiIgqCSu9iIiIiIiIiIiIiIiIyOkx6UVEREREREREREREREROj0kvIiIiIiIiIiIiIiIicnpMehEREREREREREREREZHTY9KLiIiIiIiIiIiIiIiInB6TXkREREREREREREREROT0NPaeQFndupUFWRb2ngYAoEGD2khLy7T3NBScj3Wcj3WcT/FUKgn169ey9zQqDeNs8Tgf6zifkjnanBxpPtUp1jLOWudoc+J8rON8rHOk+VSnOAsw1lrD+VjH+VjH+RSvIuNsdHQ0EhMTcfXqVWzZsgW+vr64desWXnvtNVy6dAmurq5o1qwZoqKi4OnpCQA4f/48IiIicPv2bXh4eCA6OhrNmzcvccxWjLPF43ys43xK5mhzcqT5WIu1Tpv0kmXhMAEVgEPNBeB8SsL5WMf5EMA4WxLOxzrOp2SONidHm091wDhbMkebE+djHedjnaPNp7pgrLWO87GO87GO86l8/fv3xwsvvIDnnntOeUySJIwfPx5du3YFYEiMLV26FO+88w4AYO7cuQgPD0doaCji4+MRGRmJNWvWlDhmK8ZZ6zgf6zifkjnanBxtPpaUqr3hhx9+iNatW+PMmTMADKsBwsLCMGjQIISFheHChQvKsWUdIyIiIiIiIiIiIiJzAQEB8PHxMXvMw8NDSXgBQMeOHXHt2jUAQFpaGpKSkhAcHAwACA4ORlJSEtLT062OERE5M5uTXidPnsSRI0fQuHFj5THjaoDExESEh4cjMjLyvseIiIiIiIiIiIiIqHRkWcb69esRFBQEAEhOToa3tzfUajUAQK1Ww8vLC8nJyVbHiIicmU3tDfPy8hAVFYWlS5fixRdfBFCwUmD16tUADKsBFixYgPT0dAghyjRm7DVbFkII3Lp1A3l59wBUboldaqoKsixX6mtaY//5SHB1rYH69RtBkiQ7zoOIypu9Yq3945o5x5hPQawloqqDcbaA/efEa1qiqoj3DgrYfz6Ms0TlbcGCBXB3d8fzzz9faa/ZoEHtIo/JsozLly8jKysLohJDbWpq5b2WLRxhPpIE1KpVC02bNgUANGpUx84zMsf5lMzR5uRo87HEpqTXBx98gGHDhin/OADrKwWEEGUau5+kV2bmHUiSBG/vJpCkUnVtvG8ajQo6neNcuNp7PkLIuH37JjIz76BOHQ+7zYOIyp+9Yq2941phjjAf01jr5VXXrnMhovLDOFvA3nPiNS1R1cR7BwXsPR/GWaLyFR0djYsXLyImJgYqlSG++fj4ICUlBXq9Hmq1Gnq9HqmpqfDx8YEQotix0khLyyyyx09Gxm3odHo0bPhgtb6mdYT5GGPthQtX8cgjTXHjRoZd52OqUaM6nE8JHG1OjjQflUqymHQHbEh6HT58GMePH8fs2bPLfWL3o/AbSku7hgYNvKHR2JTHK3caTeVeLJfEvvNRoX79BkhPT0GjRlxFYAvOxzpHm09FyM3NxTvvvIM9e/bAzc0NHTt2xIIFC3D+/HlERETg9u3b8PDwQHR0NJo3bw4AZR67Hzk5mfD09K70GwRUlCSpUKdOfaSnp9h7KkRUjhhnHYdpnOXNWKKqg3HWcTDOEpWfZcuW4cSJE4iNjYWrq6vyeIMGDeDn54eEhASEhoYiISEBfn5+SuGBtbH7wVjrOHjvgKqjEjNE+/fvx99//43+/fsDAK5fv45x48bhjTfeKNNKgYpaRaDVaiGEfbLnjpC1N+UI8xFChbw8LW7cyHCoDDDgWBlpgPMpiSPNx9oKgvu1ZMkSuLm5ITExEZIk4ebNmwAK9kAMDQ1FfHw8IiMjsWbNmvsaux+yrIdabZ/FBVSUWq2BLOvtPQ0iKkeMs46FcZao6mGcdSyMs0Sls3DhQmzfvh03b97EmDFj4OHhgffffx8xMTFo3rw5Ro0aBQBo0qQJPvroIwDAvHnzEBERgZUrV6Ju3bqIjo5Wzmdt7H4w1joWxlqqbkqMPhMnTsTEiROV74OCghATEwNfX1+sX7++TCsFKmoVAXtAOw7+WRDZLisrC3Fxcdi1a5fyb6dhw4YOt3eiEf99Ow7+WRBVTfy37Tj4Z0FUNfHftuPgnwVR6cyZMwdz5swp8viff/5Z7HNatGiBDRs2lHrsfvHft+PgnwVVN/eVci/rSoGKWkVAROSMLl++DA8PD3z44YfYu3cvatWqhZkzZ6JGjRoOtXciERERERERERERkSMrddJrx44dytdlXSlQkasIyLpvvvkfBgwYjPr1i7/x/eabr2L06H/Cz+8x5bHPPvsE48ZNMjtu5coP0KpVawwYMLjC5ktkyYm/09C4YS141q1h76mUC51Oh8uXL6NNmzZ4/fXXcfToUUyePBkffPCBXedlqZVjaqrKbnsGOtPeiV99tQ4DBw6xmmR8/fVX8OKLY9GmTUGs/fTTGEyYMNnsuBUr3kfr1o9i4EDLsda4QbGj7X3H+ZTM0eZU3HxO3ziH2m7uaFK3dK2oiSoSr2mJSiZ0OmTs24s63XtwhTeVGuNs9fb33WzUddWgYQ3Xkg8mojJjrK26rl2+jZrurqjfwN3eU6mW2Fy1mvnmm/UICOhSbDA9efIE7t3LUQLp1atX8N57i3H27J/45ZedaNnSF2+/HQUAePbZFzB16jj07z9QuelKVBlWxp1Av04P4pnHW9p7KuWicePG0Gg0CA4OBgB06NAB9evXR40aNRxq70QAkGWZeyei5Pl89dX/0KlTIOrW9bA4fvLkCeTk5MDX1w86nWwWa3/+eYdZrB01ajSmTh2Hxx9/wmKslWXDPBxl7zvAsfbiAxxvPoDjzcnafGL2roVPLW+MbftcpcylIvdPpKqD17REJcs+fQrXP/8Uro0fRI3mze09HXIyjLPV26YLqXi4Tk08/bC3vadCVKUx1lZdP39/Bt4+ddA/xM/eU6mWqmzSa/fxZPx2LLlCzt2rvQ96trN+83j+/Dm4dOkitNo8PPhgU7zxRiTq1q2LQ4cO4IMP3kWbNo/h5Mnj0Gg0mDMnCqtXf4rz58/By8sbixYtQc2aNZGdnY3331+CU6dOAgAGDXoSzz//TwDAyJEhWLx4GR55pGWR74cPH4rBg4di//69SEu7iWeffR5PPx2GL7/8DDdv3sCcOa/D1dUNc+cuxMMPP2I2782bN5mtCIiNXYl27dqjTZvHMHbsRPz11xllrH79+mjcuAkOHtyHwMBu5fHREtlEq5Oh04mSD3QSnp6e6Nq1K3bv3o1evXrh/PnzSEtLQ/Pmzcu8P2JF7Z1oam/yQexJ3l+u5zTq7hOIrj6dSzzOXrHW19cXI0eGMNZStaCVtdAJ59/0+NatW3jttddw6dIluLq6olmzZoiKioKnpyfOnz+PiIgI3L59Gx4eHoiOjkbz/BvEZR0rD3d/3407v/1SbuczVa9XH9Tt0bPE43hNS+S8hFZr+L9Oa+eZOLZDN+/i4M27FXLuzg3rolPDulaPYZwlR6STZejlqvM7N9nXn8ev4/Sx6xVy7kfbP4DW7R4o8TjeO6DKptfZZ9E4GTDtW0FmzpyNzz77L9as+RoPP/wI1q37Uhm7cOFvPPXUM1iz5ms89lh7vPLKDMyY8TLWrt0AlUqFn35KBAB88cUqyLKMNWu+RkzM5/jhh23Ys2e3Ta9/7949fPLJaqxY8QliYj5EdnY2XnxxHBo2bISFC6PxxRf/KxJIAeDw4YNo06at8r2rqysyMu4iLy8PkiShVavWZse3bdsOBw5UzE1vouIIAQhRtS7A58+fj08++QQhISGYNWsWFi9ejLp162LevHlYu3YtBg0ahLVr12L+/PnKc8o6VpUw1hJVPFkIyML5L9YlScL48eORmJiILVu2oGnTpli6dCkAYO7cuQgPD0diYiLCw8MRGRmpPK+sY1UF4yyR8zJeLwvZ+WN4VcY4S45IANCjav3OTdUbYy1VNiELyHrGUXupspVePduVXI1VkX74IQHbt/8AnU6LnJx7aNr0IWXsoYeaKUGpdevWSElJhpeXd/73frhy5TIA4MCBfZg5czYkSUKtWrXxxBMDceDAPnTvXvKq3CeeGAgA8PFpjDp16uLGjVQ0a9a8xOfduJFqVlI7ZcoMfPrpx/j11104dOgAhg4dhuHDn1bGPT0b4OjRwyV/IETlyHADtmr94GjatCn++9//FnnckfdO7OrT2aZqrIrEWEtU8WQhV4mkl4eHB7p27ap837FjR6xfvx5paWlISkrC6tWrAQDBwcFYsGAB0tPTIYQo01h5VdbW7dHTpmqsisQ4S+TEjMkuJr2s6mRDNVZFYpwlRyQLw39E5aF1O9uqsSoSYy1VNlkWRbYMocpTZZNe9nT06GHExW3Exx9/jvr162P79h+wefMmZdzV1U35WqVSw9XV1eR7FfR6YwshgcL7DRs3IFar1Wb/cPLy8syOK3pOnU1zd3NzMzuXp2cDvP76HDRs2AgDBgzGa6+9jMaNH0SXLt2U13VzcyvudETlzpjs4s8NYqwlqhxVJellSpZlrF+/HkFBQUhOToa3tzfUajUAw797Ly8vJCcnQwhRprHybidrL4yzRE7OmOyqYovFqhLGWXJUshBVrrsKVV+MtWQPsiyg11et36OdCZNeFSAjIwO1atVGvXr1kJeXh61bN5fpPAEBXZGQEI927TogJycb//d/2zFt2r8AAA8+2ASnT59Ey5atcODAPqSnp9l0zlq1aiEzM7PY8UceaYlLly6gYcOGAICzZ/9Ey5a+AIAmTZrC09MTWVkFz7948TxatmxVpvdHVBbGiwiuliDGWqLKIUOucjc9FixYAHd3dzz//PNISkqy2zwaNKhd5LHUVBU0Gvt0IC/8utnZmahduzYaNKgPnU6Hbds2Q5IkaDQqqNUqSFLBc1QqSRkzfq9SGb7v0qUbtm6Nh7+/P7Kzs7Fjx4+YMeNf0GhUaNKkCc6cOYVHH22N/fv3Ij09DWp1wWdg+rXp97Vq1UJOTnaxn1WLFi1x9eolPPCAFwDgzJk/0aqVL1QqCc2bN0ODBp64d6/g+ZcuXYCvr6/F86lUKjRqVAcAlP87Cs7Humo/n9puSAZQt44b6jvYZ0EGvJ4lRyXAhaZUdTDWkj0IwUove2LSqwJ069YD27d/j/DwkfDy8sKjj/ohKelkqc/zz3+Ox7Jli/HCC2EADBskduvWAwAwYcIULFo0D5s3x6Fduw7w9ratTHjkyFF4550o1KhRw+IGiX379sO+fX+gU6cAAMCePbuxZMm/kZZ2E7t27cCjj7ZB796PAzD84z1wYD9Gjx5T6vdGVFZCqfTiD47qjrGWqHKIKrKnl1F0dDQuXryImJgYqFQq+Pj4ICUlBXq9Hmq1Gnq9HqmpqfDx8YEQokxjtkpLyyzyi5As22fDY41GVeR1AwO74/vvt+Ef/3jKLM7qdDL0ehlCQHmOLBtWhJt+L8uG7194YRyWLVuM8PBnABjibGBgd+h0MsaPN8TZuLhNSpzV6ws+A9OvTb8fOXIUFiyYV2yc7dOnH/bs+R0dOnQCAPz226/4z38WIS3tJnbu/D88+mgb9OjRBzqdIam7f/8+PP/8Py1+9rIs48aNDDRqVAc3bmSU0yd+/zgf6zgf4O6dLADAnVtZ0Jm8tkolWUy6U+Xj9Sw5KlkIyNzTi6oIxlqyB7Y3tC9JOOnS3cI3Ca5fv4gHHmhml7lYuklgT/czn6ysTEydOh6xsV/Aza2G8vhnn32CceMmmR27d+8ebN++DW+/vcDiuYx/JvyF0zrOx7rC88nN02PKe7vQs+0DGBfcplLnUt1uEFi6GWuvWFuV4ixQ/rG2Xbu2Dv3v1t4cbT6A483J2nxe/WUufGo9gFmdp1TKXCoy1i5btgyHDh1CbGwsatasqTw+evRojBw5EqGhoYiPj8e3336r7LNY1jFbMM5ax2ta6zgf6zgf4M7uX5Gy+jM0nvEv1O7QUXm8ul/T8t5BAcZZ66rzfOYe/AvNatfE2NYPOsR8bOFI86nucRbgNa0R7x1Y50j/boHync8nS35Bg0a1MPKfnR1mTuXBkeZjLdbap3cKOaxatWpj+vR/4dq1a2aP+/sX/QealZWFKVNeqqypEQEw3dPLKfP1RAAYa8m5yEKGgOP84lhWZ8+eRUxMDFJTUzFq1CiEhoZi2rRpAIB58+Zh7dq1GDRoENauXYv58+crzyvrGNkX4ywRCvb0kp0/hpPjYZyt2mTB37mJHAFjrfMSsoCsZxy1F7Y3pCICA7sVecxYRmsqKOiJypgOkZmCpJedJ0J0nxhryVnIQq4SNz1atWqFP//80+JYixYtsGHDhnIdI/tjnKXqTuRfMAsmvaiCMM5WXYb21s5//UdUFTDWOh8hBIQA2xvaUZWq9HLSTo1VEv8sqKIY/2rx75j98LN3HPyzoMogQ0AWentPo1rhv23HwT8LcmrG/Rir0L6M5YX/th0H/ywckwCqQJ0/2Rv/fTsO/llULmOyS69nJLWXKpP00mhckZV1l/+IHYAQAllZd6HRuNp7KlQFGX9wcLWEfTDWOg7GWqosVaXSy1kwzjoOxllyekp7Q8YTU4yzjoNx1jEJIQxJL/4bofvAWOs4GGsrn+C9S7urMu0N69dvhFu3biAz83alv7ZKpYLsQC0jHGE+Go0r6tdvZNc5UNXE9ob2Za9Y6whxzZSjzIexliqDIell/7/v1QXjbAFHmBPjLDkzpb0hY7gZ3jso4AjzYZx1PMa/Efydm+4Hr2kNHGU+jLWVS1mwzz297KbKJL3Uag0aNvSxy2s3alQHN25k2OW1LXG0+RCVJ1Z62Ze9Yq2jxTVHmw9RRTEmu2Qw5lYWxtkCjjgnIqeiVHrZ/2abI+G9gwKONh9yDMbKHFbo0P3gNa2Bo82HKocxfjpCwrO6qjLtDYmoeiio9OIFOBFRRVMu1rmnFxGR0zFWeAnecCGiUjCuL+XVHxFR2XDBvv0x6UVETsX484JJLyKiiqdUejHmEhE5H1Z6EVEZGK/6eP1HRFQ2xmSXnu0N7YZJLyJyKsreBFwtQURU4fTGKgHuB0NE5HSMFV68biai0pCV9oZ2nggRkZMSyp5e/D3aXpj0IiKnUtDe0M4TISKqBkT+VuZ6Jr2IiJwPK72IqAxY6UVEdH+MlV5CcH9Ee2HSi4icijHZxR8aREQVr2ClL2+YEhE5HcZwIioDLjQlIro/pnt5yWxxaBdMehGRUxHcDJKIqNJwTy8iIuclWOlFRGWgVHqB139ERGVhlvTi/Uu7YNKLiJwKV50REVWegqQXb5gSETkdJr2IqAyMv2vzd24iorIRZkkvXofZA5NeRORUCpJevAInIqpoStILvFAnInI2xkovwZstRFQKgr9zExHdF9PqLj3bG9oFk15E5FQKFqzyhwYRUUUrWGjAG6ZERE5HsNKLiEpPLvR/IiIqHe7pZX8aWw6aOnUqrly5ApVKBXd3d7z99tvw8/NDUFAQXF1d4ebmBgCYPXs2evfuDQA4f/48IiIicPv2bXh4eCA6OhrNmzcvcYyIyBpWehERVR4B7ulFROSsjK11WOlFRKXBSi8iovvj7O0Nz5+5ieysPDzm39jeUykzm5Je0dHRqFOnDgDgp59+wptvvonvvvsOALB8+XL4+voWec7cuXMRHh6O0NBQxMfHIzIyEmvWrClxjIjIGuNqCSf8mUFE5HT03NOLiMh5GS+YeeOaiErBeK+WoYOIqGwqsr1hdlYetHl61Ktfs1zPa+rUseu4ezvHqZNeNrU3NCa8ACAzMxOSJFk9Pi0tDUlJSQgODgYABAcHIykpCenp6VbHiIhKYlx1JngFTkRU4QSTXkRETsuee3p9+OGHaN26Nc6cOQPA0O0lLCwMgwYNQlhYGC5cuKAcW9YxIqoYMljpRUR0P8zaG5bz9ix7fz6P7d8lles5C9Pr9E6/8MGmSi8AeOutt7B7924IIbBq1Srl8dmzZ0MIgc6dO2PWrFmoW7cukpOT4e3tDbVaDQBQq9Xw8vJCcnIyhBDFjnl6eto88QYNatt8bGVo1KhOyQdVIs7HOs7HOkeeT/KdewAAlVpyuHkSEVU1xpsdAgJCiBIXPhERkQMx3q2o5KTXyZMnceTIETRuXLA6uKydYNglhqjyKaED4PUfEVEZmC7Ul/Xlex2Wm6tDTk5euZ6zMJ1ONmvR6IxsTnotWrQIABAXF4fFixfj008/xbp16+Dj44O8vDwsWrQIUVFRWLp0aYVN1lRaWma5Z0rLqlGjOrhxI8Pe01BwPtZxPtY5+nzSb2UDAPK0cqXPU6WSHC7hTkRUkUwrvGQhQy2p7TgbIiIqFTtUeuXl5Sn3BV588UUABZ1gVq9eDcDQ7WXBggVIT0+HEKJMY6VZMEtEpSMKfc2UFxFR6VRkpZeQBXTair220+tkh8m7lJXNSS+j4cOHIzIyErdu3YKPjw8AwNXVFeHh4ZgyZQoAwMfHBykpKdDr9VCr1dDr9UhNTYWPjw+EEMWOERGVpGBDbucOvkREzsAs6QUBpryIiJyHkuyqxKTXBx98gGHDhqFp06bKY2XtBMMuMZWD87GuOs4n+07BFZ9ng9pwURe/M0p1/HyIiEpilvQq5z29ZCGg0+rL9ZyF6apD0isrKwt3795VklI7duxAvXr14ObmhoyMDNSpUwdCCGzbtg1+fn4AgAYNGsDPzw8JCQkIDQ1FQkIC/Pz8lAtTa2NERNYYW22xvzgRUcWTUXCjVHBfLyIi51LJSa/Dhw/j+PHjmD17dqW8nq3YJaZ4nI911XU+6Zn3lK9Tb2TAtZikV3X9fGzBLjFE1ZvpQn19Obc3FLKAXi8gywIqVcXU4uq01aC9YU5ODmbOnImcnByoVCrUq1cPMTExSEtLw4wZM6DX6yHLMlq0aIG5c+cqz5s3bx4iIiKwcuVK1K1bF9HR0TaNERFZo/zuzqQXEVGFM421MpNeREROxbhYobIWLezfvx9///03+vfvDwC4fv06xo0bhzfeeKNMnWDYJYbIPmSTBocy+Hs3EVFpVWR7Q+P5dFo9XN1K3cTPJnp9Naj0atiwIb755huLY3FxccU+r0WLFtiwYUOpx4iIrFEqvZw8+BIROYPCe3o5s+joaCQmJuLq1avYsmULfH19ceXKFUybNk05JiMjA5mZmdi3bx8AICgoCK6urnBzcwMAzJ49G7179wYAnD9/HhEREbh9+zY8PDwQHR2N5s2bV/r7IiIqViVXek2cOBETJ05Uvg8KCkJMTAx8fX2xfv36MnWCYZcYospnur6Uv3YTEZVeRe/pBRiqsVzdyvXUioreM6wyVEw6kIioghh/WPDim4io4gmzpJdzB97+/fvjhRdewHPPPac81qRJE8THxyvfL1q0CHq9eX/05cuXw9fXt8j55s6di/DwcISGhiI+Ph6RkZFYs2ZNxb0BIqLSyk92OUJ7mrJ2gmGXGKLKZ3qr09mv/6oiSwu5AOsLsso6RkRlI8z29CrfBJIxLut0Fbevl16nh8rKfo7OgEkvInIqrPQiIqo8etOkF5x7tVdAQIDV8by8PGzZsgWfffZZiedKS0tDUlISVq9eDQAIDg7GggULkJ6ezgoEInIYopIrvQrbsWOH8nVZO8GwSwxR5TNvb23HiZBFlhZyAdYXZJV1jIjKpjLaG2rzKibpJYRhzzBJcu4fAM6dsiOiasd4/S244oyIqMKJarSn144dO+Dt7Y3HHnvM7PHZs2cjJCQE8+bNw927dwEAycnJ8Pb2hlqtBgCo1Wp4eXkhOTm50udNRFSs/Bgu7JT0IiLnZPqbNiu9HE9AQECRvQ2NC7KCg4MBGBZkJSUlIT09vcxjRFR2pokuvb6C2hvqKub6Tp9/XmcvNmClFxE5FaXSy7ljLxGRUzCt7qrqSa+NGzfi6aefNnts3bp18PHxQV5eHhYtWoSoqCgsXbq03F6zQYPa5Xau8tCoUR17T6EIR5sT52Md52NdZc/npothjWsNV7XDfRZE5LjMFj3ZcR5kO2sLsoQQZRorTfcCXtNax/lYVxXnU8vdzeRr1/s+p+nzVSqV8hoV8dnlZOcBMNx/Le78jvZnZgmTXkTkVAr29GLWi4iooslVaE8va1JSUrB//34sXrzY7HHjKlpXV1eEh4djypQpyuMpKSnQ6/VQq9XQ6/VITU0tsuq2JGlpmQ6zgq5Rozq4cSPD3tMw42hz4nys43yss8d8cnMMNy1ycnLNXlulkhzuBiUROQ7TSxN2WCFb8Jq2eJyPdVV1Pnfv5ihf37mTc1/nLDwnrdbQ1vDmzUzU9nAr7mlllpmRa/hCAKmpdyFJktX52JO1a1q2NyQipyIrbVoc44KqvAQFBWHw4MEIDQ1FaGgofv31VwCGTWXDwsIwaNAghIWF4cKFC8pzyjpGRGQr86RX1V3r+91336Fv376oX7++8lh2djYyMgwX80IIbNu2DX5+fgCABg0awM/PDwkJCQCAhIQE+Pn5cT8vInIoyvUy2xsSUSkIkwaH5dyViyqI6YIsAGYLsso6RkRlZ7anVzkHUuO5ddqK2dNLb9I20VGS2WXBpBcRORXjQrOqWHGwfPlyxMfHIz4+Hr179wZQsKlsYmIiwsPDERkZqRxf1jEiIlvJVWhPr4ULF6JPnz64fv06xowZg6FDhypj3333XZHWhmlpaRg9ejRCQkIQHByM8+fPY+7cucr4vHnzsHbtWgwaNAhr167F/PnzK+29EBHZxBi3mfQiolIwvcdZFX/vroqsLcgq6xgRlZ1Zm9hyvg5T9vTSVsz1na6KJL3Y3pCInIrS3rAa/O5u3FR29erVAAybyi5YsADp6ekQQpRpjBevRFQaVanSa86cOZgzZ47FscTExCKPNW3aFHFxccWer0WLFtiwYUN5TY+IqPzlXzCL6nDhTETlxqy9of2mQcVYuHAhtm/fjps3b2LMmDHw8PDA1q1bMW/ePERERGDlypWoW7cuoqOjleeUdYyIysas0qucE0fG82krrNKr4LzO3GWLSS8icirGlWZVccXZ7NmzIYRA586dMWvWLG5GW4ijbZTJ+VjH+ZTM0eZkaT61swt6hHvUr4lGHo41ZyIiKp6S7HLiGxZEVPlM2xtWxd+7nV1xC7msLcgq6xgRlY1pokvvZO0NTSu9nHlfRya9iMipmK2WEAKqQhsqOqt169bBx8cHeXl5WLRoEaKiovDPf/7TrnPiZrTF43ys43xK5mhzKm4+t+9kKV/fTM+Au7bi52xtM1oiIioFY6WXk1fqElHlMm9vaL95EBE5K2G2p1fFtDfUlrK94bnTN6DRqNCsZQOrx3FPLyIiOzBdZODMKw4KM24U6+rqivDwcBw6dIib0RKR3ckmK32rUswlIqoOlLjN9oZEVAqs9CIiuj+yLKBSS1CppAprb1jaSq8jey/j6P4rJR5nulcYk15ERJVENtsM0o4TKUfZ2dnIyDBUTwghsG3bNvj5+XEzWiKyO1GF9vQiIqp2uKcXEZWBaZ6L0YOIqPRkWUClkqBSS5ArrL1h6SK0XifbtA+YWXtDJ056sb0hETkVs6RXFVl1lpaWhhkzZkCv10OWZbRo0QJz584FUPYNZ7kZLRGVB9NEl55JLyIip1KwpxfjNxHZzjRiVJXfuYmIKpPIT3oB5V/pZazkL22ll15v2sfFynFVpL0hk15E5FTM9vRy4uBrqmnTpoiLi7M4xs1oicieTJNe3BOGiMjJsNKLiMpAVMGFpkRElclY6QVJgr7C9vQqbdJLKNugWKNj0ouIqPLJVXRPLyIiR1QVq2uJiKoNwUovIio909+5nfh+JxGR3chCQFJV8J5eutJd38l62aa56HUFiTFnvgXApBcRORXTfrK8ACciqliySYMbmbs6EBE5FeW62ZnvWBBRpTNtgGVbMywiIjJlbG+oUqkqbk+vvNJXeul01afSS2XvCRARlYZZ1YETB18iImdg2t5QZntDIiLnwvaGRFQGQlj+moiIbCPLAirJWOlVftdhph2vSlvppdfL0GnlErtmme7pJZz4viuTXkTkVNjekIio8jDpRUTkvJRkF5NeRFQKpr9l6/k7NxFRqQk5v72hWoK+HCu9TBf/l35PL8P1oL6EZBkrvYiI7MB8U107ToSIqBrgnl5ERE6MlV5EVAYyf+cmIrovcn57Q7VKVa6JI9Nz6bS2X98JIZQ2i9oSnqdn0ouIqPKZBlxnDr5ERM5AsNKLiMh5GW9cM+lFRKVg1t6Qe3oREZWabFLpJevLsb1hGSu9zJNl1p+nY3tDIqLKx6oDIqLKw/aGRETOy1jhxZbgRFQaMljpRUR0P4yVXiq1VK4L9o3XdJJUcvLKbD5625NlbG9IRGQHpgtVmfQiIqpYpokuwaQXEZFzEdzTi4hKz/TXbP7OTURUesKY9FJJZgmn+2VMQrm6aaDTyjYvbNKbVJuVlCzTm4w788Ipm5JeU6dOxbBhwzB8+HCEh4fj1KlTAIDz588jLCwMgwYNQlhYGC5cuKA8p6xjRETWmFV6OfGKAyIiZ2C20pftbYiInIqylxeTXkRUCqz0IiK6P8b2hmq1CvpyvA5Tkl6uagDm+29ZY5r00uZZf45OX40qvaKjo7F582bExcVh7NixePPNNwEAc+fORXh4OBITExEeHo7IyEjlOWUdIyKyhpvqEhFVHtNKLz0rvYiInIvS3pDxm4hsZ/p7Nhc9ERGVnlxBlV7CpNILMG9FaI1eZ/ueXnqtDI2Lyuz1nJFNSa86deooX2dmZkKSJKSlpSEpKQnBwcEAgODgYCQlJSE9Pb3MY0REJTENuM4cfImInAHbGxIROS9WehFRWZi3N7TfPIiInJWQBVRSftKrHAOp8VwuboZKL22ebft6mVV62bCnl4uL2uz1nJHG1gPfeust7N69G0IIrFq1CsnJyfD29oZabfgQ1Go1vLy8kJycDCFEmcY8PT0r4C0SUVUis784EVGlMU16yUx6ERE5F2OlF5NeRFQKwqy9IX/nJiIqLVkIqNUqqNQqyPryb2/oVspKL9lsTy/rz9HrZLi4qpGTra0eSa9FixYBAOLi4rB48WLMnDmzwiZliwYNatv19Qtr1KhOyQdVIs7HOs7HOkeejzGwA0A9D3eHmysRUVVi3lKWN02JiJyJ0hXBiW9YEFHlk1npRUR0X2RZwMVFgkpdvpVexl/PXYxJrxKqtoz0Ji0Wbar0yt8zTDjxwgebk15Gw4cPR2RkJB544AGkpKRAr9dDrVZDr9cjNTUVPj4+EEKUaaw00tIyHSbb2KhRHdy4kWHvaSg4H+s4H+scfT7Z2XnK1+npWbiRX9JbGVQqyeES7kREFUmGDAkSBARX+hIRORvBSi8iKj0BAQmAACu9iIjKQpjs6aUvxz29ZGVPr/z2hjYmvcwrvUpOetWs5WL2es6oxD29srKykJycrHy/Y8cO1KtXDw0aNICfnx8SEhIAAAkJCfDz84Onp2eZx4iISmJWdeDEwZeIyBkIIUOjMqyRksGbpkREToV7ehFRGcgCUEuS4Ws7z4WIyBnJ+UkvtVoFuRyvw4xV/K6uxkov285ttqdXCfuA6U0rvZz4vmuJlV45OTmYOXMmcnJyoFKpUK9ePcTExECSJMybNw8RERFYuXIl6tati+joaOV5ZR0jIrKGe3oREVUevZChUamhlbVsb0hE5GSMLWkE4zcRlYIsALVKgk7PSn8iorKQZQEpv9JLrsBKr7K0NywpUabT6ZWkmjMXG5SY9GrYsCG++eYbi2MtWrTAhg0bynWMiMga04DrzMGXiMgZCCGglgwX1M6e9IqOjkZiYiKuXr2KLVu2wNfXFwAQFBQEV1dXuLm5AQBmz56N3r17AwDOnz+PiIgI3L59Gx4eHoiOjkbz5s1LHCMicgis9CKiMhAQUAGQwIWmRERlYdresDzvXcqFKr20Zan0spIoE0IYKr1cnH9PrxLbGxIRORKz9obOG3uJiJyCbNre0IkveAGgf//+WLduHR588MEiY8uXL0d8fDzi4+OVhBcAzJ07F+Hh4UhMTER4eDgiIyNtGiMisjchRMFu50x6EVEpyAJQSRJUkgQnv/wjIrILY3tDlVpltp/W/RJlrPSSzSq9in+OLAsIAaW9oTMXGzDpRUROxazSi1fgREQVyjTp5eztsQICAuDj42Pz8WlpaUhKSkJwcDAAIDg4GElJSUhPT7c6RkTkEEwSXYJJLyIqBQEBlQSoJEAGf+cmIiotYWxvqK6gSi83455eRRNYQgik38gye8xY6aVWS1arw/Q6w1hVSHqV2N6QiMiRmOa5nLnMlojIGchCVtob6p086WXN7NmzIYRA586dMWvWLNStWxfJycnw9vaGWm14/2q1Gl5eXkhOToYQotgxT09Pm1+3QYPaFfJ+yqpRozr2nkIRjjYnzsc6zse6ypyPrNXirPEbIRzusyAixyUEIEGCChK7qxARlYEsDJVeapWhYtZY+XW/jPdBjUkpS/tzXT5/C1u/OY7nJndBXY+aAAqSWW41XKxWeukKJb2EE/8QYNKLiJyKWXvDqnv/lYjIIcgQUEsqSJCcvtKrOOvWrYOPjw/y8vKwaNEiREVFYenSpZXy2mlpmQ6zeq5Rozq4cSPD3tMw42hz4nys43ysq+z5yLm5hi9UKghZNnttlUpyuKQ7ETkO2bTSiwtNiYhKTVYqvVTK9+WR9DL+7qhxUUGlkizuz3UvW2v4f45WSXoZn+dWU2N1Ty9jEq0qVHqxvSERORVZCEgmXxMRUcWRhQyVpIJKUlXZ9jbGloeurq4IDw/HoUOHlMdTUlKg1xt+KdDr9UhNTYWPj4/VMSIih5B/nSxpNFwpRkSlIgQgSYAksdKLiKgshCwMeyPmJ7rKa18vY+WVSiVB46KyWOllbGVorNoCTCu9NNDlWWlvqC9U6eXEPwOY9CIipyJkAXX+SglnLrMlInIGQsjKRuZ6Ydsmuc4kOzsbGRmG6gchBLZt2wY/Pz8AQIMGDeDn54eEhAQAQEJCAvz8/ODp6Wl1jIjIERj38ZLUakAItgUnIpvJ+e0N1dzTi4ioTIyVXSq1pHxfXucFDIsSXFzUFqu29HrDMXrTpJex0quGSwmVXoYxFxfnr/Rie0MiciqyADRqCTo9K72IiCqaLASk/EovZ79hunDhQmzfvh03b97EmDFj4OHhgZiYGMyYMQN6vR6yLKNFixaYO3eu8px58+YhIiICK1euRN26dREdHW3TGBGR3SlJL03B9/n7EBIRWaO0N+SeXkREZaK0N1TltzfUl2/Sy1DppTar5jKyVOkl539do4YGOl3xSS+9ruq0N2TSi4iciiwLaNQqAHpegBMRVTBZyFAhv72hk+/pNWfOHMyZM6fI43FxccU+p0WLFtiwYUOpx4iI7E3Zh1Fj3IhcNlR9ERGVQORXekmS4EJTIqIyKFzppS+v9obG9tXG9oZ5RRNYxlaKZpVe+Y+5ummgtdLe0Jgo02gMe4Y5c4cttjckIqciCwF1OZcHExGRZcqeXlDxpgcRkTMxVnppNGbfExGVRBb5lV7c04uIqExEftJLraqY9oYFlV42tjfUG+6lalxVSgtDS4zPUWtUkCTnvu/KpBcRORVZCGiM5cG8AUtEVKFkGPb0MmxkXvX29CIiqqqMK3OV9oZOXq1LRJVHwHCzUMU9vYiISk0IYaiYVUlQqfPvX1ZA0svFRQWt1rb2hnq9DLVGBRcXNWRZFFt5ZlrpJbHSi4io8oj8Pb0MXztv8CUicgaGlb4qqCVWehEROZVClV6ClV5EZCMhAEmSuKcXEVEZmCamVMZKr/Jqb2hc1CRJ0GjUFqu2LLU3lPUCKpUKGhdDq2udhWQZYJL0clFDpZJY6UVEVFlkWUCtrJSw82SIiKo4Y3tDSVJBBoMuEZHTMCa9jPt4OfFNCyKqXDKM7Q3ZXcXZ7Ny5E8OHD0doaChCQkKwfft2AMD58+cRFhaGQYMGISwsDBcuXFCeY22MiEpPmCa9ynl7FuPif5VKgsZVbTF5pdcZjila6SXBJT/ppS2mxaHS3lCdv6eXE/8MYNKLiJyKLERBT1wnDr5ERM5A2dNLUkFmaywiIqehbHTOSi8iKiUhAAkSVJIE/srtPIQQeO2117B48WLEx8djyZIleP311yHLMubOnYvw8HAkJiYiPDwckZGRyvOsjRFR6ckm1VjGSi/jPlvldm6VBI3G8v5cetlSpZcMtVoFjYshFVTcvl7GPcI0Lob2hqz0IiKqJLJc0N6QSS8iooolhGFPLya9iIicTJFKL8ZwIrKNDAFJ4p5ezkilUiEjIwMAkJGRAS8vL9y6dQtJSUkIDg4GAAQHByMpKQnp6elIS0srdoyIysa0GkvpVFVO7Q3N9/RSW6zYkvMrvUz37dLrBVRqVUGlV14JlV4aldO3N9TYewJERKUhhIA6/5d3Z95QkYjIGcgQUEGVv9KXMZeIyFkI7ulFRGUkC+MKeYkLTZ2IJEl4//33MXXqVLi7uyMrKwuffPIJkpOT4e3trdxHUavV8PLyQnJyMoQQxY55enra8+0QOS2Le3qVV3tD0z29XFSW2xvmJ7tMx/Q6GWq1ZFLpVcKeXpr8ewAOct/1Zkom0m9mwfcxb5ufw6QXETkVWQholPaGdp5MBfjwww+xYsUKbNmyBb6+vjh//jwiIiJw+/ZteHh4IDo6Gs2bNweAMo8REdlKL2RIkgoqsNKLiMipGGO2WmP+PRFRCYQQhrZcEFXyd+6qSqfT4ZNPPsHKlSvRuXNnHDx4EC+//DIWL15c4a/doEHtCn+N0mjUqI69p2CG87Guqs0n4+49AEDdejXhmf9vo06dGvd1XuNza9Z0BQB4edVBPQ93yLKAp2ctpaIMADQaQxLbxUWtPE+tUcHNTaN87+7uanE+ri4aqNUqeHnVhcZFDVdXjcXjKvvP7I8df+PI/sto2+FB1Ktf06bnMOlFRE5FlgU0xvLgKnYFfvLkSRw5cgSNGzdWHjP21w4NDUV8fDwiIyOxZs2a+xojIrKVEDLU3NOLiMj5KJVexg4JlRPDp06diitXrkClUsHd3R1vv/02/Pz8uJCLyInIAFwkQGall1M5deoUUlNT0blzZwBA586dUbNmTbi5uSElJQV6vR5qtRp6vR6pqanw8fGBEKLYsdJIS8t0mPszjRrVwY0bGfaehoLzsa4qziczP+mVlZWLjIwcAEB6elaZz2s6p4yMe8r58vK0AIDka3fgVqMgxZOdnWeYR2au8rycbC1kIZCZlQsASLuZiXo3iiaPMu7eg1oj4caNDMhCICcnr8i87fFnlpmZCyGAX346g26PP6I8rlJJxSbduacXETkVWZgkvarQBXheXh6ioqIwd+5cSJKhks1af+2yjhERlYYsZMNKX0kFGUx6ERE5C2GnPb2io6OxefNmxMXFYezYsXjzzTcBFCzISkxMRHh4OCIjI5XnlHWMiCqGEIAKEtQSePXnRB544AFcv34df//9NwDg3LlzuHnzJpo1awY/Pz8kJCQAABISEuDn5wdPT080aNCg2DEiKhuL7Q315dTeMP80kkqCJn9/Lp3OfH8u4/5hxv25DHOSoVar4OKav6dXMe0N9XpZqRRzpD29jC0bTx1NVlowloRJLyJyKkIA6vwfGlUo54UPPvgAw4YNQ9OmTZXHrPXeLusYEVFpyEJAJRn6eVelhQZERFVeoT29KivpVadOQbubzMxMSJLEhVxETkZAQJLA6z8n06hRI8ybNw8zZ87EsGHD8PLLL+Pf//43PDw8MG/ePKxduxaDBg3C2rVrMX/+fOV51saIqPSMiSKpAvb0Us4toSDpVSiBpezppTPd00tArVaZ7Ollnigz0mllqDWGYxxpTy/jnmT3cnT4KynVpuewvSERORVZCKjVkvJ1VXD48GEcP34cs2fPtvdUzLAvt3Wcj3WcT8kcbU4W56MScK/hBtc8F2hcJIebMxERWVZQ6aXJ/77yrpvfeust7N69G0IIrFq1yuqCLCFEmcZYhUBUceT8Si/BPb2czrBhwzBs2LAij7do0QIbNmyw+BxrY0RUesK00svYqUpfPouPhCygUkmQJAkajeUElj6/qkxvUgEm6w1JI5f8RJk2r5ikl06vnFdysEqvht61kZenx/GDV9G6nbfSJas4THoRkVORZQG1qmrt6bV//378/fff6N+/PwDg+vXrGDduHN54440y9d5mX+6Kx/lYx/mUzNHmVNx8dDo98nL1kPUC93K1lTJna325iYjIRvmLwyq70gsAFi1aBACIi4vD4sWLMXPmzEp7bUsc7WeKoy0g4Xysq47zUalVqJG/P0yWLKy+ZnX8fIiIrLHY3rAcK72MuZ6CVoWW2xuaVXrpZajUKpPqMMtJL73OpNJLZZ9qX9M5GOnyH2vb9gH8uv0sUq7dxQMP1rN6Hia9iMipyALQVLFKr4kTJ2LixInK90FBQYiJiYGvry/Wr1+PhIQEhIaGFumvbey9XdoxIiJbyZChkiRIUEEW3NWBiMhZGCu9kF8lJewQw4cPH47IyEg88MADXMiVz1kWvdgL52NdZc1Hq9MjL1cHSZKQp9MX+5rV9fOxBRdxEVVfZu0N8+9f6strTy9ZQMpPpBVUehVub2is9BJmj6nVKqhUEtRqqdg9vXQ6WTmvSlX57Q2zs/Kw9uO9CP5HOzR+yEN5XNYLuLiq0bqtN/bu+hunjl4vMenFPb2IyKnIsiFQG7+u6srae5t9uYmoPAju6UVE5JzssKdXVlaW2R6yO3bsQL169dCgQQNlQRYAswVZZR0jooojC8NeLipUnYWmRESVRYiCSq+C+5flcx0m57c3BIqv9NLrjJVe5u0NjQk4jYvapkove7Q3zMnKg14n4+7te0XnpVbBxVWNuh41kZ2VV+K5Sqz0unXrFl577TVcunQJrq6uaNasGaKiouDp6YmgoCC4urrCzc0NADB79mz07t0bAHD+/HlERETg9u3b8PDwQHR0NJo3b17iGBGRNUIIqCUJElBl+4vv2LFD+bqsvbfZl5uIyoNeyJAkFdSSGjq55AtLIiJyEMb2hsZKr0pIeuXk5GDmzJnIycmBSqVCvXr1EBMTA0mSMG/ePERERGDlypWoW7cuoqOjleeVdYyIKoaAoX2WChKY8yIiKh2L7Q3LqdJLFgVJr+IqvYztDfWF2hsak1kuruoiiTIjnU6GW357W0mSyi1ZZyvjZ6cvtAeaTi8rCUSNi6rIe7akxKSXJEkYP348unbtCgCIjo7G0qVL8c477wAAli9fDl9f3yLPmzt3LsLDwxEaGor4+HhERkZizZo1JY4REVkjCwFJlV9myytwIqIKJYQMtaQyXPCC7Q2JiJyFsEOlV8OGDfHNN99YHONCLiLnIQtDwkslsdKLiKi0jAkuSZKgKudOVWbtDYvZn0tpb6iXzR5Tq0wrvSxfFxbe08u0RWJl0FvYjwwAZJN5ubiokZurK/FcJbY39PDwUBJeANCxY0dcu3bN6nPS0tKQlJSE4OBgAEBwcDCSkpKQnp5udYyIqCSybGi1YFhxwAtwIqKKJAvZcLEuqeyyHwwREZVRoaRXZVR6EVHVYGhvjfz21vaeDRGRc7Fc6VX+7Q0Lkl6F9/SSizxuVunloiq2vaFhTy+1Mv/KXvcgK/uRWan00pRTpZfZC8sy1q9fj6CgIOWx2bNnQwiBzp07Y9asWahbty6Sk5Ph7e0NdX4rBbVaDS8vLyQnJ0MIUewYe3MTUUlEfimvSgW2WiAiqmAyBFQw7OmlZ9KLiMhpKJVe6sqr9CKiqkEAhvaGkuFakIiIbGe6p5eS9CrHSi+VlL+nl4shCVRkTy9je8P8/wshIOuFUnWmcbHW3lAPjYv99vTSW2jNaPheKO0cre1JZqpUSa8FCxbA3d0dzz//PABg3bp18PHxQV5eHhYtWoSoqCgsXbq0NKcsswYNalfK69iqUaM69p6CGc7HOs7HOkeejyyAWu6uUKtUcKvh4nBzJSKqSmQhQyWpoJLUbClLRORMlEovw2JTrhYjIlsp7Q3BSi8ioj9+/hs6nYxeT7S06XhjosjYhlCtlpSWg/fLsOVL/nmVPb3ME0DGaimdVjYkvPLno1Ybk2Vq3MvRWjy/XldQUaWyQ9JLttCa0fi9Sl3wvgsnxSyxOekVHR2NixcvIiYmBiqV4c37+PgAAFxdXREeHo4pU6Yoj6ekpECv10OtVkOv1yM1NRU+Pj4QQhQ7VhppaZkO09qsUaM6uHEjw97TUHA+1nE+1jn6fGRZ4N49Q3DOysqt1LmqVJLDJdyJiCqSkvSCBJmVXkRETsO4UIHtDYmotAQEJMlQ7cU9vYiouku5ehdaG9rpGZm2NwQAlVoFuZyuw0z39JIkCRoX81Z/xiSXMWEly0JJECntAV1U0N610t7QpSDpJSq90kso8zASwvAeNCZ7etny51Hinl4AsGzZMpw4cQIfffQRXF1dAQDZ2dnIyMhQXnzbtm3w8/MDADRo0AB+fn5ISEgAACQkJMDPzw+enp5Wx4iISiILQykvN9UlIqpYxiSXKn9PL2dPekVHRyMoKAitW7fGmTNnAAC3bt3ChAkTMGjQIISEhGD69Olm+8wGBQVh8ODBCA0NRWhoKH799Vdl7Pz58wgLC8OgQYMQFhaGCxcuVPZbIiIqHtsbElEZyQKQIEEtSWDkIKLqTi8Lm9rpGYnCSS+VpFQw3S/TPb2A/FaFuoK5GZNGrm6G6z+9Ti5IwqkL9gLT5RV9P7JsaINorCBzlPaGBZVqBUk7na4c2huePXsWMTExaN68OUaNGgUAaNKkCSIiIjBjxgzo9XrIsowWLVpg7ty5yvPmzZuHiIgIrFy5EnXr1kV0dLRNY0RExZEL9cV1kGJPIqIqSelFLqmqRNKrf//+eOGFF/Dcc88pj0mShPHjx6Nr164ADImxpUuX4p133lGOWb58OXx9fYucb+7cuQgPD0doaCji4+MRGRmJNWvWVPwbISKyhTHJlb+XtnDyGE5Elcew0BRcaEpEBEDWy6VKehVub6hSl1/ySDbZ0wsAXDQq6PIKrvGMySJXN0MLQ51OVpJwxqRRcZVSxucaK6pUUvntRWYr2ULSS6lUM+7ppVFB1osiCcDCSkx6tWrVCn/++afFsbi4uGKf16JFC2zYsKHUY0RExVFWJ0iGygNHaXFKRFQV6Y2VXshPejn5RuYBAQFFHvPw8FASXgDQsWNHrF+/vsRzpaWlISkpCatXrwYABAcHY8GCBUhPT2f3AiJyCMYkl7G9IVeLEZGtBAyVXhL39CIigqwX0Nqwh5RyfJFKL1W5VXqZtjcEALWL2mz/K2MbRdNKL+PaBbNKKQtJPON5TCu9Kntfb71cdE8vY/Wacf5qF8OCLtOWh5bYvKcXEZG9iSKVXrwCJyKqKEp7Q5UKklT19/SSZRnr169HUFCQ2eOzZ8+GEAKdO3fGrFmzULduXSQnJ8Pb2xvq/AoKtVoNLy8vJCcnM+lFRI7B2N5Qk1/pxfaGRGQj00qvyr7hSUTkaMqjvaG+nK7DZFGovaHGPIGl15m3NzTdG8vY3tDFRW2oABMCkknVmHFvME3+taM99vSyXumVP//8RJdWq4dbjeJTW0x6EZHTMP6MMO7pVdnBl4ioOhEwVnpJUMH52xuWZMGCBXB3d8fzzz+vPLZu3Tr4+PggLy8PixYtQlRUFJYuXVpur9mgQe1yO1d5aNSojr2nUISjzYnzsY7zsa4y5yPXMuzF7eFZB8kA6tZ2Q0MH+zyIyDEJmHRXAYrcGCUiqk4M7Q2LJomKPb5Q0kutLr89vUThPb00KrPElrFCys2toBrKOGWl0svVMKbTynDJ/xqAsk+Wfff0MryeTl/0PRVUqhXM3xomvYjIaRgruyRJyq86sPOEiIiqsIKYqzK0ZKjCSa/o6GhcvHgRMTExUKkKWiT4+PgAAFxdXREeHo4pU6Yoj6ekpECv10OtVkOv1yM1NVU53lZpaZkO06q3UaM6uHEjw97TMONoc+J8rON8rKvs+WTcyQYA3M3SGv5/Owsi//VVKsnhku5E5DiEMLQ3NN5XlQGorT6DiKjqMiZi9DpZSbhYY6yQLdjTS1Wue3qZtTfUqMyqooyVUqaVXqbJNwBwcSmolDJNehXd06vyk1427emVP39jkq44xTc+JCJyMEp7Qym/zJatFoiIKozS3lBSQQVVlY25y5Ytw4kTJ/DRRx/B1dVVeTw7OxsZGYYbxEIIbNu2DX5+fgCABg0awM/PDwkJCQCAhIQE+Pn5sbUhETkMY0cE455eogovXCCi8iUjv70hDDdIq+o1IBGRLYz7ZOls3Ner6J5ekpLMuf+5mFebFa30Mm9vqNfJRfbqKqiUMk8a6Qonvexw31U2STAaFan0yp8fK72IqMowLjCQVJJhxQEvvomIKkxB0ssQc/VOfsN04cKF2L59O27evIkxY8bAw8MD77//PmJiYtC8eXOMGjUKANCkSRN89NFHSEtLw4wZM6DX6yHLMlq0aIG5c+cq55s3bx4iIiKwcuVK1K1bF9HR0fZ6a0REReXHbEmd/ys/9/QiIhsJYeiuosq/seogRelERHZhTMTotHqgpkvJxxdOeqnLr2JKyAIqjUnSK39/LiO9UumVn9jS6aGBMYll+L9LftJLm2ee9CpcUWWf9obGSi9R5LEiSbsSKr2Y9CIip6H84JAkSBIcpiUUEVFVZFbpJakgw7lvmM6ZMwdz5swp8viff/5p8fimTZsiLi6u2PO1aNECGzZsKK/pERGVr/wkl5S/Gblg0ouIbCCEgAAgAQXtDbnYlIiqMWPSRVtCZZGRUm0vFVR66ctpTy9ZhtmeXmqNCnqTii19ofaGep2AJIn8Yw3P0yjtDc3fj6VKr0pvbyhb2NNLV7ZKL7Y3JCKnYbzYVqkkQ/DltTcRUYVRYi4MSS+2xiIich7GGy5Q5+/VwKQXEdnAGClUEgoqvew3HSIiuzOr9LLgVlo2fv7+TyVhU7jSS61WKS0S75cotKdX4faGxrm61jDu6aUv0h7QpZj2hpYqvYTdKr2KtmwsSNoZ58+kFxFVEQWVXvbZUJGIqDopUunFVb5ERM5DqfTK39OL181EZANlH21IMN5W5TUgEVVXQoiC6qNikiyX/07HqaPXkZ2ZC6Dg3qVktqdXOVV6CWFW6VV0Ty/D124me3oZX1tlTHq55rc3LGlPL0mCEJW7r6PFPb0KV3rlV6qV1N6QSS8ichpK1YHEPb2IiCqasZ2hJElQQVKSYERE5PgE9/QiojJQ9tE2rfTir91EVE2ZLrYvLsliTBYZ2wWKwnt6lWPSS8iiaHtDswRRfqVX/p5eer1sUullvVLKWPmlzm+NbXydyrz1aqzqspTIU/b0MrY31LHSi4iqCOPPGkN7Q644IyKqSMYbpur8Si8BUamrvIiI6D4UrvTiwgUisoHxSk8FCWru6UVE1ZxpskqbZ/laylgxZUw+ybKAJJns6aVWQV9Oi49kC+0NZbmgGq3wnl46rVykUspF2dOrUHvD/OcaK6mMr1OZXbZkY3tDkz29dEUqvSy3ZyyMSS8ichqiUKUXr72JiCqO8QaHlJ/0MjzGm6ZERM5AKEkv7ulFRLYTyvVfwQ1bRg8iqq5M9+IqttIrP/li/H/hxJRaXX7bs8iyUKpwAUBdKAEkF0p6GSq98vfEKpw0yivU3lBrnlxSKr0qMelluqeX8eeRXFylF/f0IqKqQumLKxlWHHBPLyKiimO6p5fEpBcRkXMxJr3Y3pCISsEYKVSSpNwwZKUXEVVXepNKr+KSLMbHdSaVXqYtCFUqVfm1NxQCkkk2p3CrP+N8XVzUkCTjnl75v9cXam9YuNIr4849uLiqldaI9qj0Mv285UKtDo3JOLWS9GKlFxFVEWbtDSWJbbaIiCqQkvSCBLUx6QXGXSIip2Cs1siv9BJMehGRDZRKf3BPLyIi2bTNXjFJlsKVXoX33VKpJbOKsfuaT6FzG5Neep15W0C1RoJao4JOZ7qnV37SSC3BrYYGmRm5Zue+cysHHp41C9oySvZrbwgUTeQZ36skSdC4qLinFxFVHcpmkJIElVS5gZeIqLqRYVrpZbzpwZumRETOQMiyoT2Ciu0Nich2xt+wJQlQcU8vIqrmTO87Fpdk0Vqo9JIk00ovqdwqvYq0TixU6SWbJLjUalV+pZcwO1aSJNRv4I7bN7PNzn07LRv1PN2V7yU7tDc0/byNyTpZZ16pBhgSYEx6EVGVUbC/jARJkrjijIioAsnKPooFe3oJJr2IiJyDLAMqFSRVfvxm0ouIbKB0V4FUsMrfjvMhIrIn03Z7hdsBGhVUeuUnaYR5NZZarTI7z/0Qhfb00mjM9/Qyvo5KrVKqoYzJI5OnwaOBO26lFSS9dFo9Mu7mwsOzpvKYyi7tDQt+4hir13R62bAQw7TCzUXN9oZEVHUoN2BV+SsluOKMiKjCmO7ppcq/ZNQz6UVE5BSELBtWGecnvcDrZiKygVAWPRVUenFbASKqrmxpb2hMhul0xbQ3VJVfe0NRKKGmcSmmvaFaUiq99HoBtUZlVn1Wv4E7crK1uJejBWBobQgAHiaVXsbXqcyfAaYVcUp7Q50Mtdp8/hqNqtg91oyY9CIip2H8GWFobyixvSERUQUqSHpJSqUXFxsQETkJYaj0Mi7rZaUXEdnCGCkkSYIK3NOLiKo30wqt4pIsxseVSq9CLQgNe3pVTHtDTaH2hnq9DJXK0B3LdE8vtUlrQACo39CQ3DJWe91ONya9Ciq9pAqo9Mq4cw+njiYXO276eetNkl4qtXkKi5VeRFSlFFR65e/pxZuvREQVpiDppVZaKAg2uCEicgpCFoBxT0ZJ4p5eRGQTpdIL3NOLiMi80qu4pJfe7P8WK730olwqpuRC5zbu02VMEMk6oex9pdGolT29CieN6jconPQy/L9e/Yptb3j6+HX8/P0Z5fUKk00SdMaqNb1eKMk9I+7pRURVSkGrBQkqlcQuLUREFcgs5uZXeul505SIyDnIcsFKYJWKlV5EZBPjr9iSBO7pRUTVnmnCp9g9vYx7T+kKKr3Mkl5q4/7Y9z8fYUOllzr/9dQaqdhKrzr1akCjUeH2TUPy6U56DmrVdoWrm6Zg3sb2huWY9Mq9pwMAXPo73eK4XhZwyZ+D3qy9ofn8jfuVWcOkFxE5DeMPG+MFOFecERFVHDn/FocElZL0YqUXEZFzELKs7OclqVSs9CIimxjvbaogQVIe4+/dRFQ96U0rvXTF7OmVZ6z0Kqa9ocq8cqmshBAQomBBAmBo82eYW0FVlLH6S6NRQ6+XzRJhRpIkwcPTHelpWQAMlV71TPbzMhwD5f1Yc/zgVXy39rBNlWx5xqTXOctJL1kvw9W18HuSlfdkpNGwvSERVSHKBbgkQVJxTy8ioopkeU8v3jQlInIKsmxIdgGG5BeTXkRkA2OCS5IAtbHSi0kvIqqm5Pw9pjQuquLbGyqVXpbbGxqrlGT9/cVS4z1Qy+0NDa+t18tQ54+rNSrotYb2hoWTXoBhXy9jpdft9Byz/byAgj29Skpm3UzJxPUrd3H39r0S30NuriHpde3SbSVZaEqvF0q1md5C9ZqRtT8PIya9iMhpFN3Ty84TIiKqwsz29AJvehARORUhzCq9BBctEJENjFd6hkVPxus/+82HSic3Nxdz587FwIEDERISgrfffhsAcP78eYSFhWHQoEEICwvDhQsXlOdYGyOq7vT5iSq3GhqLSRZZFkpyxrTSy3xPL5Xy+P0wthm02N7Q+Np6GSql0ksFnV6GXicr+3yZqt/AHRl3c5Fx5x5y7+ngUajSy9Y9vYwVV9cu3S7xPeTe0xmScXqBqxdvFRk3rfRS9vTSWaj0clEXW3mnzL+kydy6dQsTJkzAoEGDEBISgunTpyM93VCCVtagyYBKRGVhDPDGC/Dy7CtLRETmZLN9FNX5j/GmKRGRMxCmlV4SK72IyDZKpRdMWluBv3c7iyVLlsDNzQ2JiYnYsmULZs6cCQCYO3cuwsPDkZiYiPDwcERGRirPsTZGVN3J+ddPrm4ai+309DrT9of5iSdRqL2hUul1v+0N889ndU8vYbKnlwp6rR56uWilFAB4NDAkuS7+lWb4vlCll617emnzE25XbUh65d3TofFD9eDiqsZFC/t66fWysqeXpX3KjDSacqj0kiQJ48ePVwJm06ZNsXTpUgBlD5oMqERUFsoFuMoQm1hxQERUcQoqvVQmlV68aUpE5BRkWbljLalUXCxGRDZRbqpKYKWXk8nKykJcXBxmzpwJKf/PrmHDhkhLS0NSUhKCg4MBAMHBwUhKSkJ6errVMSIqaEloqPQqmvTSmjxmHC/c3tDWiqkS52Kh0ktdKOkl62WlnWJBpZewXOnV0JD0On/2JoCCJJiRMY6UptKrpFaIubk6uLu7okkzD1w6l17keFkv4OqWX+mlM630Mp+/xkWlvOfilJj08vDwQNeuXZXvO3bsiGvXrpU5aDKgElFZGReoGqoOqlabralTp2LYsGEYPnw4wsPDcerUKQCsqCUi+1GSXpAgGff0ApNeRETOQAhZaW9o6AvO+E1EJTNWdUmQlBuGVen37qrs8uXL8PDwwIcffoinnnoKo0ePxoEDB5CcnAxvb2+o1YYbyWq1Gl5eXkhOTrY6RkQFLfbc3DTQWkiy6MySXibtDSXTSq/yaW9oaU8vSZKgVkvme3oZK73UKuh1MuRiKr3q1a8JSQKuXboDlUpCnXo1zMZtTdYZE39ZGXm4cyvH6rF5/9/en4bJdZbnov+9ppp6VA+SW4MlWVh2YwaDnRgSIEROIieRkXPIdeQosIEN4QQSYG8unyCCtyQ8nJPmYv+9geBLYSfhHGLHV+KA7WNBImA77AAbgpltZGxjS7KGVs9jTWt43/+HVWvVqqpVQ1dXdVV1378vUteq4e1S1dKqetb9PFkbkZiOK/cMYnkxi7ncTDGP4whEIsUzvUpnkum6BscWFYtsesWVFBFC4KGHHsK+ffsq7hillHVtGxgYWMlyiGiDKWi1pSir/g+jnYyNjaGnpwcA8PWvfx1//ud/jkceecRPxh48eBCPPfYYjh49ii984QsAUPc2IqJaFMz0Upj0IiLqKEL4JyxAVSFZ9CKiGjDp1bls28b58+fx8pe/HB/5yEfwk5/8BH/8x3+MT33qU01/7MHB7qY/xkoMD/e0egkFuJ7K2nk95xJuSKe3L45L5xdK1irt/A5SUdzbapoGXVf96072LwEA+nrjdf+uw8M9WF7MuGspuh8josPQdQwP90BVVURjGoaHe9DTG3NTXoqCeNwIfeyBoS7MTCUxtLkbW7b0FmzLLFuhj+etJ/8kAENbujE9sYyluQyuvmZL6O8ghISZdbBpIIHX/NIO/M9/eQ4zE0lc8/Ir/O1SAv2b3DaLsVh+zYmuSMFj9vW71+ntiaOcFRW97r77biQSCbztbW/D6dOnV3LThuMOtTKupzKup7J2XU/PuPsfxeBgFxKJCBRFabu11ssreAHA8vIyFEXxk7Gf//znAbjJ2Lvvvhuzs24EuJ5tPLmAiGrlnenrnmjgzfTitx5ERB1B5JNeCmd6EVGNvD2FoijwwgQ8/usMW7duha7rfmetV7/61di0aRNisRgmJibgOA40TYPjOJicnMTIyAiklGW3rcTMzHLbnJQ8PNyDqamlVi/Dx/VU1u7rWVhwk0gSEpbpYHJy0W/7BwCTk+51NV1FOm1hamoJZtYCoPv3s5x0i1XT08uAVv+alhezAIBkMluwRlVTsLSUwdTUEjIZC9Go+9imacNxBNJpC9GYHvo89/bHMDOVRHdvtGT7wqKb2pqbS2JqKp8CK36OMmkLW7b2IrVs4uc/m8COPeHfO2YzbhHNdgSylo2B4S4889Q4rn7FZvfyXLLLyqXWFhbSuefThu2IgsfMZm0AwNTUMrZt7w99vJqLXmNjYzh37hxOnDgBVVUxMjJS106TO9Tm43oq43oqa+f1zC+4O9z5+VToTq/ZVFVpasH9Yx/7GL797W9DSom//uu/ZqKWiFpKBmd6rYOk19jYGE6dOoWLFy/i8ccfx969ewG47WCPHDmC+fl59Pf3Y2xsDLt27VrVNiKiVpNCQAm0N5QdvP8morXjtYpSkU96tcc3b1TNwMAAbrrpJnz729/GG97wBpw5cwYzMzPYtWsXRkdHcfLkSRw8eBAnT57E6Oio/91ApW1EG5030ysSy7fc04185cprbxhPGIXtDZs40yt434A7u8trBShsCS3hHv/phvunZTr+7K9i/UMJ4PkZ9A+WJqZqXbdtuc/J1p39/lyvYGHQk824hapo1H0u+/pjWJjP5H+/XCtJXVehakqgvWFpe0bvd/PaOoapqeh133334emnn8bnPvc5RCIRAMDg4GDdO03uUImoHv4Ofh22NwSAe++9FwDw6KOP4hOf+AQ+9KEPtXQ9TNRWxvVUxvVU125rKl5PYsE95hsa6oG5mAQA9PbF2m7dtbr55pvxH/7Df8Af/uEfFlzONrJEtC4JmU96qUx6EVFtCpJe3mVMenWMj3/84/jzP/9zjI2NQdd1fOITn0Bvby+OHz+OI0eO4P7770dvby/Gxsb821TaRrTRed87eoUau6To5e41Y3EDyeWsfxtFDZnp5azuWMw7KUEpKnppuuqnpBxHQNXc7V6hyMzaUNXwotemwS4AQN9AomSbV7iSNcz0MgwVm0e68YvTk5ifTWPTYOn9+UWvXAFRM7SCmWhOrsCoampBIc+xRUnRzvs3sCs8p1WLXs8//zxOnDiBXbt24fbbbwcAbN++HZ/97Gfr3mlyh0pE9fBneqkKFGX99ha/7bbbcPToUVxxxRVM1Oa0cwKxHXA9lbXbeoD2W1PYehaX3FYO87NpLCbdA/jZuWVMKc1dd7NStTfeeGPJZWwjS0TrlZQi/6UIi15EVKOwpJfTHh8JqQY7duzA3/3d35VcvmfPHjz88MOht6m0jWijc3JFlYhX9LIcIG74261c0SYWN7Aw53anWvuklwY7l3hynHyByPvTzDrQ9NLkFQCMbO9Dd28UI9v7SrZ5j1PpvAcpJWzLgR7RsPXKfgDApZfmQ4teZq4lofdcBgtbQL4oqGkKNE31C1qOI6Fppek2AHCsVRS9rr76ajz77LOh2+rdaXKHSkT1yCe93J3vejnjLJlMYnFx0S9KPfHEE+jr62OilohaytvHujMd3INKuU72ux62kSWidUsIQMnP9JIsehFRDbzvZBUF/kwvyQaHRLRBCcctYBkR93OfVVRk8ZNeCcNPLcniopfWmKKXrNTe0AoUiHKpLj2QjlK18KRXb38Mb3//60K3KTUU64QjIaX7WH2b4kh0RzB+fgHXvWZryXWzGff58ZJeeiCh5q3d/f1UaFWTXu7PwdsXq3mmFxFRq/lJr1x7w2oR206RTqfxoQ99COl0Gqqqoq+vDydOnICiKEzUElHLiFyDGxWBmV7gl6aNxDay1bXbmrieyrieytZyPVOGCiWiY3i4BxciOiKG1nbPBxG1H6/ApUIJzHRt5YqIiFrHcQRUVfELSMF2fMGf43EDUrrXL25v6LUZdFbZ3tArPhXPy9IN1W8dKBwBNZfqChaKipNStagloeYl3QxDg6Io6O6JIpO2Qq/rJb389obFSa/cCVqqpvjbhJAQQpbO9NLdIuSqZ3oREbUDL2CgqgoUdf30Fh8aGsI//uM/hm5jopaIWkXI3EFnIOnlXbZejIyMsI1sTru13ATab01cT2VcT2VrvZ5sxoIQElNTS7AFkM2Y/uM3q40sEXW+gqSXf1l7HKsQEa01ISRULZ/0souSXpbtzfTS/e1SSP+kASBQPFplr1i//WxRaKt4ppdXICoseoUnvSrx2xtW+LzqPR/ejC1VU8oW97zCXLC9oW0LSCmhKIqf9NI0FbrmFr0cv+VhuaRX+bWt/DcmImqR4FkNqqJwNAERURPli17aui16BdvIAihoB1vvNiKithBsb8iZXkRUI++7Ta+7SvAyIqKNRjgSqqbmk15FySLbzM30Shj+diELk15ea8FGzfRSwtob2qXzr2ppb1iJlyirJenlFaE0TS1b3Mv6M7203G00f81AfqaXl/SyHZGf81XS3tBLerG9IRGtA/mzGnLtDXnGGRFR0xS2lFULLutE99xzD7761a9ienoa73rXu9Df348vf/nLbCNLROuSFMItdgGAypleRFQbr72hAjftBXT28R8R0Wq4ySnFL7IUJ71s24GuqwVFGFE80yv390a1Nyyd6aX5xThRNunVnPaGdqC9ofs4qt/GsJiZsRGJ6n4xzVufk3sOg0kvr72hY+cvCypXhCy4TuVfj4iofRS0WlAVSMCPwRIRUWNJP+mlQoF3pm/5g8p2d+edd+LOO+8suZxtZIloXRLC73+jqAqTXkRUExmW9AKLXkS0MQlHQlVVP8lkFc30siwB3VD9oo/ltTcsmOlVvXhUC1lmppdm5OdfSZkvEOmrbG+orKi9oZf0yrcpLJbN2v48r+D6bEsgGgskvXIz1Mys7bdt1EuSXt6cNLY3JKJ1wD+rQVGg8qwzIqKmcnJFLwUKtHWQ9CIi2kgKkl4Kk15EVBuvwKUWzPRq3XqIiFpJCAG1UtLLcqAbWqCA44QkvXKfpVc506t80sudjeW1+lM1L0ml+ddZzUyvSt8BWMVJL10tm2gzMzai0ZCiV2AembdWTVPh2NK/TNVK021APmkWuv6yW4iI2kyw1Va+t2wrV0REtH5JKdyUl6JAWaczvYiI1i0pA0kvzvQiotp432267Q3drD9PeiKijcqdkaXCMPJFrSDbEtANLdCqz01cFc70yn1/ucr2hsGRL0G6rsK2REHRyLu8eA0rodaU9PJmemm5x1EhyszZymZsRGL5QpxfSMxd3ysKanp+ppdTLelVYaYXi15E1DH8opda2xkHRERUPwEJNdfW0J/pxfY2REQdQQoBKPmZXuAxMxHVwPv60DvJVFUUJr2IaMMSjsi12yss0Hhsy4Fh5Gd6WZZT0t7QSzdly8y6qnktXnvDoqKXV3CzTLcApYbO9Kq/vWHlmV4rbG8YSHoFZ3oB+VaFqhqY6VVUyPPXpuQKYyx6EdF6UNjesDE9cYmIKJyQwk94+fvcDp7pRUS0oQjhf1mhqGvT3nBubg5/9Ed/hP379+PWW2/Fn/7pn2J2dhYAcObMGRw6dAj79+/HoUOHcPbsWf929W4josbzkwS5n1UFkDzpiYg2KCEkNE2BqilQlLCZXg50XQskwURJe0NNd2eCZdLWqtcChCW93IKbmSuqeTPE1iLpVdLeUKvQ3jBrI1JmphfgtpL01q97Ra9cUUvTS0tY3nXKrr/sFiKiNuPtZ1U1P9NL8qxVIqKmEFL4xS6VM72IiDqLFH57Qzfp1fyil6IoeM973oNTp07h8ccfx44dO/DJT34SAHDs2DEcPnwYp06dwuHDh3H06FH/dvVuI6LG8z5z+0kvMOlFRGvruZ9N4NwLM61eBgB3zpSquS3/dUMLb28YUQta9UlZmsaKxQ1k0qtLeslyRa9cwc1LknkFomA6qq6kV+5hakt6VS96ZavO9Mr9frmZXnaFpJf7mEx6EdE6IQNJLz9mywNwIqKmcIteud7cuaKX5EwvIqKOIIX007pQ1Ipn6TZKf38/brrpJv/n66+/HpcuXcLMzAxOnz6NAwcOAAAOHDiA06dPY3Z2tu5tRNQcXitr7ztVVQEcnvRERGvoh995CU//8FKrlwEABakt3VD9Io/HS3rlWwy6hafiwlQsZiDboKSXd1KCxysImRm74OeC9oYhSalq3NnelU98zc/0ynWI0RR/Nlfx2i3TKUh6BeegAfmZZ5qmQNMVOE4w6VWaVNN1zW+NGEYvu4WIqM14O1pFCbba4gE4EVEzCCnzSa/ceVIOi15ERJ1BCP9ba0VV3J/X9OEFHnroIezbtw/j4+PYsmULNM07C1jD5s2bMT4+DillXdsGBgbW9Pch2ii8j9fe14uqonAkIBGtKccWJcWlVhGORCTifhbWda1kXbYlYBj59oZmNjdXq6joFY3rDWtvWJwiyye9vJleir8GVVX8Fo31UFSlantDVVXyhTZNhRASUsqC4pzXenElSS93ppf077eYm/QqvzYWvYioYwjpHnwrilJTb1kiIqqfgPCLXUx6ERF1FikElEB7w7WY6RV09913I5FI4G1vextOnz69po9dbHCwu6WPX2x4uKfVSyjA9VS20dbTlUwDADYP9aArokPXFERietnH3WjPDxE1n20J2BUSPGvJbW+YT3oVz/SyLQe6oebnauWSXsVprFjcwPRSdlVrKdfe0EtM5Wd6FSa8hOnU1d7Qe6xq7Q29oltwLY4joeulRa/CpFeuJWTuOS1MehX9TmEzvQwmvYhonZAyHyv29vGseRERNYcQwZleuXQtB5kTEXUGkZ/ppajqmia9xsbGcO7cOZw4cQKqqmJkZAQTExNwHAeapsFxHExOTmJkZARSyrq2rcTMzHLFL2zW0vBwD6amllq9DB/XU9lGXM/iUgYAMDuzjJSuAQJIpa3Qx92Iz0+tVFVpu4I7UaewbQdOGyW9vIKRYWglxTjbdpNeXmHMKpP0isVX397QS92WzPTSi9sbKgXbLNPx17dSag1JLyM3zyu4NscW/roAd54XUJT0MgrbGzp+UU/N/0655zM06aWrsMvMDwM404uIOogQ+Xis/wVsm3yAJSJabwRKZ3oJJr2IiDqDlH7RC2tY9Lrvvvvw9NNP47Of/SwikQgAYHBwEKOjozh58iQA4OTJkxgdHcXAwEDd24ioOfz2hkr+ZFOOFCCiteQmvdrjc2dx0ivY3lBKd06VbqhQFAW6oZZtbxiL68hmbMhV7E/LtjfMJaayZZJexZethKJUSXrZAnqg6OU9nig67vSLXrHy7Q29pJdaa9JLV+FYbG9IROuAkNL/7K5wphcRUVPJwEwvhUUvIqKOIoXw992Kqq5Je9rnn38eJ06cwK5du3D77bcDALZv347PfvazOH78OI4cOYL7778fvb29GBsb829X7zYiajwv1e99paooCrurENGaEUJCCNk2RS8h8h2ndENDOplPa3nzpryij25o+faGJTO9DEjpFn9icaPutQAhSS+jsECkBgpcXmFJXU17wwrfu9q5op/HK645RbO2/JleBe0Ny8z0CswICyvkeXRD8+83DIteRNQx3Hnc3kDG3GUsehERNYWQ+S9MNRa9iIg6ixT5fuDK2iS9rr76ajz77LOh2/bs2YOHH364oduIqPH89llK/k+2tyaiteK1urOt9pjpFWxvqOtqQXtDb41e0cdrJQiEtzcEgEzaqrvoVW2mVzakvWE+6VVfe0OlhvaGwaSXl4pznPCkVyTQ3lDTVCgK/OdU5FJ1ilLrTC8V6STbGxLROiACqQO2NyQiai4h8zO9FDBdS0TUSaQQ7iwv5JJeazjTi4g6l5/0Cnzu5kduIlorVq6Q5DQo6WWZDs48P1337R1HFCS9bLO06GUEk1659obFSa9Y3C32ZNLlk0nV+O0NlTIzvbz5V4EC0WrbG6pq9faGRkjSSxQVvcKSXoD7nHnz2xxHFBQYgfA5ZcHbVkoEsuhFRB3DbW/oJb28L2BbuSIiovXLLXq5B/CKokCBwqQXEVGnEMJNeAG5mV48aCai6rxdhfdloQqe9EREa8dPetliVfOvPC/8fAr/8sWfYXkxU9fthQgkvQwVVqDIYuWKNX57Q1312xuWS3pl0xbq5e2LS9ob5mZ6+e0NVTWwbfUzvSolvdz2hoGZXl57Q6fwNtmMDUUBjIhWcLmmq7Adb6aX9Itbfnot6/jpr2K6rpYkyoJY9CKijiEloPhtFpTcZTwAJyICgB9M/ASL5lLD7k9AQkWgNYKisuhFRNQhpBD5fuCqwqQXEdVEwp3nFUx68SM3Ea2VYHKnuHBSD28mVL0JKyfXcg9wE13Btosl7Q2N8u0NvYRTZhVFL6/4VJwiK2lvqIe0N9Tra2/ozvQqv922RWHRSw9vb2hmHUSiemhKLZ/0kv7sMa94ZmbtsgU7XVdhWyx6EdE6IES+vaHC9oZERL6UlcLf/uxB/Pv4Dxp2n27SK3+oqCgqBPilKRFRRyhqb7gWM72IqPNJKRH8TpIzvYhoLYUVlRpxf5a58vuSUkI4+Y5TXpHFO/neKm5vqGt+2qq4uOPP9MrU396w3Ewvr+jmz78KFIn03N+D6a+VUGuY6RXW3rC4PWU2YxfM8/LXp6t+oVM4AlrguQZyRa+QeV4ACoptoWuvuJWIqI0Utjd0L+NZZ0RE8BNeWSfbsPuUgZlegDfTgV+aEhF1AilkIOmlQnL/TUQ1EBIFSX8VCtsbEtGaCSa9Ks1rqvn+ckkgr+3gSni7vnx7Q7fI4rdg9Nsb5pNe3mVhSS9FWWV7Q3+mV+Hlqqq49x1S9NJyay5XOKpGqTbTy3L89ooA/FRc8W2yWbtknhfgFgq9f2dHBJJeeg1JL6Py78SiFxF1DCkk1KL2hjwAJyLKF71Mp/6D6GJOYKYXAKiKxn0uEVGnkMJvf6MoTHoRUW0kQpJePPwjojUSTAgVp4Xq4SW9zOzKk15eiz6vkOMVWWy/6JVrb6jnZ3p5ioteiqIgGtPrbrMIuN9/KkppikxRFGi6CpFrB+mtF8gnvUJGYtVErVr0EtAj1ZNeZpmkl2aocGz3eRSBVpLBlo16s5JeY2Nj2LdvH6655ho899xz/uX79u3DLbfcgoMHD+LgwYP45je/6W87c+YMDh06hP379+PQoUM4e/ZsTduIiCpxd/Bsb0hEVGwx6xa9LNG4opeUsiTpFZYUeGnxAr5y5msNe1wiImoAIQAln/Ri0YuIaiEkEPxuVFGY9CKitWM1uL2hlUte1dPeMF9Eco+nvDaG3rq8VJcRyRW9jNLEU1A0bqx6pldxMc1TkLYKXEczVGi6WlIoq5WilG9v6DgCQkj/eQECRa+imV7lk1759oaOI/OpulyhS8rw5zJ4nXKqFr1uvvlmPPjgg9i2bVvJtk9/+tN47LHH8Nhjj+GNb3yjf/mxY8dw+PBhnDp1CocPH8bRo0dr2kZEVInbpaWwvSEPwImImpP0ElJACRwqqlBD2xv+YPIn+PKZr7H1IRFRG5FSFsz0kix6EVENhETBSU8ak15EtIacRrc3tL2k18oTVl7hxp8zlSvu+IU0P+lVWKgBStNYgDvXazVFLyGkn+Iv5qXQNE0peOzB4S4MX9Fd92O6502F/yfgt3fUg0Uv97Edp6i9YcZGtNxMLys/08tPemml6bHS264y6XXjjTdiZGSk2tV8MzMzOH36NA4cOAAAOHDgAE6fPo3Z2dmK24iIqhEinzpQmfQiIvItmssAAFOYDbtPgdpmemVyc8RsUX+rBiIiajAhkO8LzqQXEdVGQhYkvVRFgQA/cxPR2vAKIMV/r/v+cgmvupJeojDp5RW1ipNeXjEsOGMqLJEVi+nIrqa9YYWkl9cOsHh213Wv2Yrfe9tr6n7MSjO9vKKfEWxvqIcnvcysjUistEil6apf6HQcCU0t/T3KtzesXNYqLbGtwB133AEpJW644QZ8+MMfRm9vL8bHx7FlyxZoWm5QmqZh8+bNGB8fh5Sy7LaBgYHVLIWINgAh8zv4/EyvVq6IiKg9eEmvRrY3FFLAUA3/53IzvbK2W2gzhYWIFmnY4xMRUX2klG4/GCWQ9GJ3BCKqQXHSSwE/cxPR2vGSWcV/r//+3IKKaa682CTKzfSyimZ6GV5RLLzFoCcWNzAzlVzxOjxSyLJtCr3ZXapaNd+0IqqqlD2GLJ5pFnx8ESh6CSFhmU75pFfu30gI4ae6gkUvtVzSq1lFrwcffBAjIyMwTRP33nsv7rrrLnzyk5+s9+5WbHCw/mheMwwP97R6CQW4nsq4nsradT2RiA5DVzE83IPJJfdL1r7eeNutl4horTWnvaGEqgQONhUFAqVn22XXQdLrwoUL+JM/+RP/56WlJSwvL+N73/se9u3bh0gkgmg0CsA96ctr633mzBkcOXIE8/Pz6O/vx9jYGHbt2tWKX4GIKC+X6vLaG0JVmPQioppISAS/q1U504uI1lAw3eU0oL2hl0YysysvoHkt+vw5U95Mr1wxzrIcqKoS2B5obxhS9IrG9VW3Nyyb9PLaG+r1ze4qR1WVsom74qRb8PGD7Q291pLRmIFimq75z6dwJCIRr01jDUmvKu0N6y56eS0PI5EIDh8+jPe9733+5RMTE3AcB5qmwXEcTE5OYmRkBFLKsttWamZmuW3amg0P92BqaqnVy/BxPZVxPZW183rSaQtCSExNLWFxIQ0AmJ1PYmoqtiZrUVWl7QruRERA85JewaKXooTP9PKKXo0suK217du347HHHvN/vvfee+E4+Q9Gn/70p7F3796S23mzag8ePIjHHnsMR48exRe+8IU1WTMRUTn+/C6v6KWogJTunK86B5kT0cYgJaCgqL11C9dDRBuL3eiZXt78rXraG3pJr1yhyfCKXn7SSxQUumpJetmWgG2LsoWcSqQsX/Ty7q/c/Kt6rbi9Ye7xgwXLbMYtekVi4UmvfHvD/EwvVVWg5h7bmxNWctsqSa+6nolUKoWlJffLFSklvvKVr2B0dBQAMDg4iNHRUZw8eRIAcPLkSYyOjmJgYKDiNiKiatzUgbuz876H5UmrRETAkjfTq4GFJylF0SDz8KKXN9OrkQW3VjJNE48//jje+ta3VrweZ9USUdsqSnr5iS8eOBNRFaI46QUw6UVEa6agvWEjZnp5Sa962hv6M70K2xt6xR7LcvxCWHA7UL7oBQDZOtNeQsjQBBmQL7iVawVYL1UpX/QKbW/oFb0C7Q39pFe0NJmlG6r/7ywcWVC0KzenzL/tapNe99xzD7761a9ienoa73rXu9Df348TJ07gAx/4ABzHgRACe/bswbFjx/zbHD9+HEeOHMH999+P3t5ejI2N1bSNiKgSd6aX+/f8TC8egBPRxiakyBe9hNmw+3WkgIripFfITC/HfcxObm8Y9MQTT2DLli247rrr/MtWOse21hO62i093I7tgtttTVxPZVxPZWu1Hiet4xcAunvcNuCZnjhmAAwNdkE1SlvLEBF5pASUkvaGrVsPEW0sjhVMeq1+ppflJb0a0d5QL0p62aKgtV/w72HFKa/olUlb6OqJrng9slJ7Qz/p1dhEv6IqkGWLXl57w2DSK/ddbaC9oZ/0CpnppekqhJAQQsJxRMH6NV2FZTpl02urnul155134s477yy5/NFHHy17mz179uDhhx9e8TYiokqkyCe9vD/L7XyJiDaKZSsJCXdfaDmNKzy5Z/oGzlaDAhnW3tDu/PaGQV/84hcLUl7NnGPLdt2VtduauJ7KuJ7K1nI9TioFAEimLExNLSGVO6N4amIBajTKlt1EVJYoaW/odngiIloLti1gRDRYptOQmV75pNfq2xt6RRbvPm3TKWpvWDnpFc2198uk6/vMXjHpZTSnvaGqlp/r6CXeCop9ituWMJj08tpUhhWpvOfMsQUcRxYk1fQqSa9oVEcsXr601dhngoioiYTMny3hnX3GpBcRbXSLWfdL1J5Id0OTXrJoppeqqHDWeXvDiYkJPPnkk7j11lv9y4rn2P7whz/0L/dm1QJY1axaIqKG8md65Q6YvVYJIftwIqKgkvaGTHoR0RqyLeEXhxrZ3tDK1t/e0Csk+TO9bC/p5RQlvWprb5ip0t4wlTRDT4wUgSBAMa9ApDY46aVWmOnl/fsEWzwCbpEqWPTyipdh7Qj99JztQARmegH5571cIU/TVbz1Ha8tv/ayW4iI2kxwB+/9B8IDcCLa6BZNt+g1FBtsaNpKSAFFCZ7pq0IUjTKXUiK7jopejzzyCH7t134NmzZtAlD/HFsiolbyU7neTK/cCQySM72IqAoZkvQS4IfuTvOXf/mXuOaaa/Dcc88BAM6cOYNDhw5h//79OHToEM6ePetft9I2orVm2+6cLE1XV93e0G2Z5+6/6kl6eYUbrxCjagoUJTjTS8AoSHoVJp6K+TO9MuU/N0sp8Q9//SS++68vlm6rYaZXo5Neldobes+DESl8TFVVCtob+rO/QpJemp+ec5NemhpolegnvcoX8sKeZ38dZbcQEbUZIfNnnfkzvVj1IqINzpvnNRjfBEtYDWtBI0KSXsX3bQsbIvflqrUOZno98sgjBa0NZ2Zm8Pa3vx233norDhw4gDNnzpTMsX3ggQewf/9+PPDAA/j4xz/eimUTERXKFbe8Ypef9OJxMxFVEfzMDbjtrbnr6Cw/+9nP8OMf/xhbt271Lzt27BgOHz6MU6dO4fDhwzh69GhN24jWmm0LaLoKXVdXnfTyii2qpsAynRV/TvYKN6rfcUpBojuChdm0f/8rS3pVb2/o2AKZtI3TPxmHWZROEzXN9Gpwe0Ol0kyvXDFLr5z0sismvVT/OkIUJr30Vf5OVWd6ERG1C3eobmHSaz30F5+bm8Of/dmf4aWXXkIkEsHOnTtx1113YWBgAGfOnMGRI0cwPz+P/v5+jI2NYdeuXQBQ9zYiWhteMShYOGqGfNLLTRhZwkZEM1Z9v+6XHsGil1LS3jDr5NspWutgptepU6cKft6xY0fdc2yJiFrF/3LCK3Z5x81MehFRFRKFZ8crCkcKdBLTNP35s+94xzsAuCdxnT59Gp///OcBAAcOHMDdd9+N2dlZSCnLbmP3AmoF2xLQjVzRa5UzvbzbJ7oiWF7MwrFFQZGqmuL2hgCwY/cAXnx2Co4jcmsNFL0Cs6fCEll6LsFWqb2hl0izTAfPPjWBV964zd8mZXgxLfjYWoPbGyoVZnrZloCilLZU1DQVji0LrgeEz+YKzvQSjix4rv32hmVmelXDpBcRdQwh82c1ePv59XAArigK3vOe9+DUqVN4/PHHsWPHDnzyk58EUP8ZWTxbi6j1/vtTf4cHn/mnpj/OormEiBZBd6QbQOPaDAopoKI46VX4wcOb59XIxyUiolXykl7+mclqweVEROUETzQFAI0zvTrKpz71KbzlLW/Bjh07/MvGx8exZcsWaJrX/kzD5s2bMT4+XnEbUSs4tgNdd4tDzmqLXrkkUqIrAmDlLQ6L2xsCwM49gzCzDi5fWIRtOYXtDQMFsHLFqVhcR7ZC0ssKrPGpH14sONFfVGpvaKyuQFROpZleVi7pVtxiUNUUCBFMelVob+glvSzHTbIFZ3ox6UVEG0XBTC+/vWErV9QY/f39uOmmm/yfr7/+ejz00EN1n5HFs7WI2sNEarIgCdUsi+YSeiM9iKhuust0THQZiVXfr4AoGJSrQoUjCz8oZAuKXp3f3pCIaF0QhTO9vD+Z9CKiagSK2htyplfH+NGPfoSnnnoKd9xxx5o/9uBg95o/ZiXDwz2tXkIBrqeygvVIt0hlZm2oqrKqtcpc2qh/IIHJ8SX0dMcwMNRV83ouJub9n/sH3M/XvT1xfP3/ewaTl5Zg2wI9vTH/+olYxL+PzZt7EI2Vdl/p7o5CCFn297Kz7rHa6KtG8MxPx7E4m8Hmzb0YHu6Brqtln5O+fnd9iUSkof++iUQEkKWvmeHhHhi6hmhUL9kWjerQNNW/PBLRoagKtmzpLSmQJRfc7xPicfe56+2N55/PRCT3u8Xr+p1Y9CKijlEw0yv3l/WQ9AoSQuChhx7Cvn37Kp51JaWsaxuLXkRrJ2NnsGAu+UWpZlk0l9Eb6YaRa2loNjLpVTTTq7iwlWXSi4io7XhnBSu5Ypd/VrBk0YuIKpMSUJD/UlLhTK+O8eSTT+LFF1/EzTffDAC4fPky3v3ud+OjH/0oJiYm4DgONE2D4ziYnJzEyMgIpJRlt63EzMxy28xbHx7uwdTUUquX4eN6KiteTyZjoyd3kk4qaa5qrZOT7m29hNHl8YWSdv2V1jM/n3L/XEjBcvInf269sg8/f2oclunAsh3/+sGU1sxsEkZIK0XN0LC4kC77e01OLAIAdl8ziHMvzOBbT/wCL7t2M6amlpDN2FBUJfS2mYz7WTy4nkbIZm04jii4T+85WlrMQNVK1yMlkE5Z/uWLC2nouorp6eWS+19Out8nTOX+rdLp/L+5k3sdpDNW2d9JVZWyRXcWvYioYwhROEASWH9Fr7vvvhuJRAJve9vbcPr06ZauhWdrVcb1VMb15Fv/Laqz2DO8tWR7o9aUcpLY2rsFw5v6AADdvREMb1r5fZeuR6IrkT9zLRo1YJlmwfUuOfkDeSO2ujPxiIioQZj0IqI6hSa91tln7vXqve99L9773vf6P+/btw8nTpzA3r178dBDD+HkyZM4ePAgTp48idHRUf+E2NHR0bLbiNaabQvoutaYmV659obxXHtDa4XtDb1CrqoWttfbuWcQ3/r6LwAAhp7/PBxsLVipveHsdKrsY3otGGNxAy+/fgTf//Y5zE4n3fVICUMNb/Wnr7IVYDmV2hvaufaGxTRN8VtDAt6/aeV1m1k7d9uQmV5sb0hE652UwfaGucva5GyiRhgbG8O5c+dw4sQJqKqKkZGRus7I4tlazcf1VMb1AI5w/NaGT53/BbbrO5u2prnUAq7q2YXUsnugODEzjy67b0X3EbYeRwhkM3b+TCtLwLTsgutNzMz7f19YSjXkd6p0thYREVXnF7dyx81e4mtd9AUnoqYSEgh+VasqCiTcz+LFbamocxw/fhxHjhzB/fffj97eXoyNjdW0jWit2ZYDzVChGWrF2Ve1sCz3uMef6ZVd2f2JXOFG0wr3fTtfNoBvfd39e/EcL1VTIBxZoehlIJMu3yHFK8xFojp27x3C9799DhOXFjE00g0pJJQy9R+v4KZqjd1PK6pS9ntXyxIFM808qqYWFL0cq3zRy1t3Nuvkbhs206u+34lFLyLqGELmhzYqfnvDVq6oce677z48/fTT+NznPodIxP0PeXBwsOJZV/VuI6LmC7b9O798sWmPYwsbSTtVMNPLchrX3jD45YaiqBBF7SAybG9IRNR+cvtqpSjpxaIXEVVTXNzyvrcVAErP56d29sQTT/h/37NnDx5++OHQ61XaRrTWnFwqSNc1JO3Vzcf2kl5+0WuFSS/HySW9ipJGvf1xbBpKYG465bdO9Oi6BkvYZU8SiMUNZNNW2RMJvMKcEdH8glI65X7OFkIWzNwueFyjeUmvcmHfskkvXYGdzt/ItgW0kOsB7vMFhCe9/PRamYJZNSx6EVHHEDJ/0K2uo/aGzz//PE6cOIFdu3bh9ttvBwBs374dn/3sZ+s+I4tnaxG1VtrOAHDnYL20eKFpj7Nkun2xeyLdiPgzvVb34cAjpICKwplexUUvr7inq3rDZokREdEq+Umv3EwvxWtv2PnHzUTUXBJA8KR6FfnP3RqTXkTURFJKvxWebqh+0apetpf06s6dHLrS9oa5tFJYamvnnkHMTadK5nYZhgrbLr+vjMV1SAmYWQfRWGlZxk96RfL36yXDhCifINP9pFdji15Krr1hWJHOtgSicaPkNpqmwgm0prQtp2rSy8y4Ra/CpJfi3189WPQioo4hRbC9oeJf1umuvvpqPPvss6Hb6j0ji2drEbWWl4Da2bMdZxZfwrKZRHekq+GPs2i67QR7Iz0wckkvs1FJL0hoSnHRq3Cfm7Xd37Pb6GpYwoyIiFbHa2/IpBcRrZSQ+UIXEPjc3fkfu4mozXmFEt1o7EyvetsbOkJCUcKLXruvHsSP//08YonCoo+mq2ULUwD8IlEmbYUWvbw0mpEreilKvuglA92viq22FWA53u8ipd8122dZTmh7Q01T4YjCpFdxIs6Tn+nl+LcN3k/wOitee123IiJqARE4s8D/7M6DbyJqQ17S6+pNewAA55ea0+LQL3pFexDRcgN6G5S4ctsbBopeUCBLkl4mVEVFQo/DFqvruU5ERA3iFbeKil7F+3AiomISsuCLTb+9IateRNRkXpHLa2/oJbXqZeWKXvFEBIpST9JLlk1OXbG9D7//ztdi+65NBZfrhlax6BULFL1C15y1YUQ0KIoCRVEQjek1Jr3cIlmj2xt6/x+EBQ5su0x7Q00pTHrZwl9fMa8Yls2GJb1Wl15j0YuIOoaQMv/ZfR21NySi9SeTK3rt7V+joleDk15eG0O1YKaDCidkpldUi8LQDLY3JCJqE8VJL4VJLyKqUbmkF/ceRNRsXpFLN1RougrHbkx7Q91QYUQ0P01UK+GIismp4St6SopQuqGWnecFVC96maZT0NowEs0XvWSFolc+6dX4mV6AW3ArZpmipL0j4BapvNaQAOBYomxaS1EUqJpScaYXk15EtO4FhzZW2vESEbWal/TaFOvHUGwALy01Z65XfqZXT0NneuWLXtVnekW1CCKq0bCEGRERrZJ3Ulj+bDH3Yha9iKgKd25L/mcmvYhordi5Ipeua9ANFY4jV/Wdn5WbJaUoCiJRHaa58vaGqrqy0olepb1hPNcOMZ0qk/QyHb+1IQBEY0ZB0qtce8No1G2VaETDE1X1qvTdq205oW0LNc39t/NYdvj1PLqu+kWv4HO32paNnOlFRB1DyPwOUOHBNxG1sYzjFr3iegw7erfj/GJzil6L5hLiehyGqvtn5VrO6tsMevvW4qKXROlMr5gWha7qSNnpVT8uERGtHpNeRFQvgXyhCwAUeB1WWrMeIto4vJZ4mq766R7HFlAj9RVygrOkjIhWR3vDykmvMNXaG3pFr0yZopdp2jAi+XJNNKYhHUh6lUuRJbojuPX2V2HLtt4VrbcaxZ/pVfifgOMICCHLtzcMJr0qtDcE3CJn2Ewv73kw6vz3Z9GLiDpGQdJLYdKLiNpXxs4CAGJ6DFd2b8OPJn+KlJVCwkg09HEWs0vojfQAADRVg6qoTUx6KSVJr4yTRVSPIqIaWHAWV/24RETUAF5xy/tiJLcvZ9KLiKoRMl/oAgCNJ5sS0RqxAu0IvSKJbYu6ix5uEsm9baSu9obl2wmWo+tq2TQW4BZwVFUpP9PLdBCJFia9Fmbdk0srzfQCUDJfrBHKJb281pFGWNJLVwuKXrblQKuQ9NKCSa9AkfGqa4YQiV6H7t5YfWuv61ZERC0gZb7opSjuoThrXkTUjtJ2BqqiIqIa2NGzDQBwfulSwx9n0VxCb6Tb/zmiRhrSZlDmJjcEZzoooe0NTX+mF9sbEhG1iaL2hn7Si19aE1EVEsXtDTnTi4jWhhNob+gVSVYz18u2RL7oVW97wxXOyOofSKCnr3yRRlEUxBNG2faGZrawvWEkqvtJr2pFr2ZQ/RbZRUUv798qbKaXqkA40k+H2Xb5mV7ufaihM70MQ8Puq4fqXjuTXkTUMYT0T1QF4O5IiyO2RETtIONkENOiUBQFO3pzRa/li7hm4GUNfZyklcJI1xb/54hmwHRWX3zyzuZVAjtdrcxMr26jC7qqwxKrb6tIRESr57c39PbhbG9IRDWSsuikp9yfTHoRUbPZdjDp5R67eOmvoKWFDH72o0vIZmxYpoPtuzfh2ldeUXp/luMnkYyIhuWl7IrWIxxRkDyqxS+/aVfV68QqFL0s00GkYKaX7qfCpCw/06tZlECXrWzGxj/9Pz/A77z1lVB19/LQ9oa5fzu3SJcrPlYqeulq/nytOud3hWHSi4g6hggkvQB358uDbyJqR2k7g5junuHVbXSh2+jCVGq64Y/jtRf0GGqjil65furB9oZQS/a5WTuLqBZBRGXSi4iobXjFLW8Wrsr2hkRUGwFZMNPLT3rxYzcRNZnXMk/X8+0NvTlfQc/8ZBw/+u55nHluGmeen8aPvns+9P4sy/HvJxLRV9ze0HFkQfKoFoqilJ275YnFjQrtDW0Y0eBMLx2OLWBbTmuTXlJicT6NxfkM/uWRp/31h7Y31PLz2BzH/c8jrDjmXz9QEFvp811x7Q27JyKiJpOisOilqoDkZ3ciakMZO4u4nm9rMBgfwHR6tuGPk3WyiGn5olekQW0GvaJXMOnlnmhQ+EHBK7oZqgGrAcU2IiJaPT/ppRYlvXjgTERVSImi9obunzzZlIiaLZ/00qDniil2SHvDVNJEoiuCd37wVzD66hEsL2ZCu0DZloAeySW9ohqsFbY3rCfpVYt4wkCmQnvD4qQXAGSztvud6FonvQIzvVJJd3b4/GwaP/rOSwDKtDfU8rfJt6yslPTK30cjfz8WvYioYwgpC9sbMulFRG0qbacLilFDsQFMZxpb9JJSImMXFr0M1YApzFXft1f0KjjRQFEhUJT0ckxEtUhuppfNlrNERO3AT3rlDpwVJr2IqDaiqL0hZ3oR0VrxCiSanm9vaIe0N0wlLcS7DABAd08UtiVCU1yFSS8NZtZZ0efVZiWr4okI0qnSz+yOLSCELJnpBQBmxoYQa9/eUA0UvdJJt1C3ZWsvzjw/AwB+cTIomPTy2lOGXc8TLIhpFYpjK8WiFxF1DCGKv4BVINhngYjaUMYpTXrNZubgiPoH8RYzhQUJWdDeMKI1JnHlnVCgBg4V1aKZXo5wYAkLMS0KQ9UhIeHIxv1+RERUn+Kkl5/44nEzEVUhIZn0IqKWsALtDb3ihx3S3jCdS3oBQHev+1k4bF6XbQkYuSSS1zIwrIhWjuOIhrbb88TibqtFxylci2m6n6UjkcL2hgCQzdjuzMUqrRMbzWvVKIX0C3W3/u+v8othRthML6/o5Qi/PWUwzVUsWBDT1nKm19jYGPbt24drrrkGzz33nH/5mTNncOjQIezfvx+HDh3C2bNnV72NiKiS4pleqsqkFxG1p0xgphcADMUHIKTAfHahgY/hHtgXtDdUIzAb2N5QVQqLXsEz47xEWVRz2xsC4FwvIqJ24E8D99obel9YMKtBRJWVJL3gzXNp1YqIaKNwCtoblp/plU6aiCfcoldXj/tZOBla9HL8gorXMtBcQYtD4cimtDeM5dZePNfLa79ohLQ3TOeu2+qkl26o2LqjH9e9ZiuAfBItyCtYOo6EbTkFl4UJblPVNUx63XzzzXjwwQexbdu2gsuPHTuGw4cP49SpUzh8+DCOHj266m1EROX4qYPADl5ReMIqEbWndHHRKzYIAA2d65V1MgDcopPHaFTSCyFFLyiQkH5BLFh084peprOyPulERNQEXnFLKU56sehFRJUJyaQXEbWGXyDRlEB7w8JOIlJKpFKF7Q2BMkkvO5/08tsEhrRBLEc4EloDizCeeMJde/FcL29tkWhp0cu77lrP9PIeT0o36eUVG296827s/73r0LcpXvY2whGBOW01zvRay6TXjTfeiJGRkYLLZmZmcPr0aRw4cAAAcODAAZw+fRqzs7N1byMiqsRrY6gWHICzvSERtaeMk0VcK0x6AcBMA+d6ZZxc0SnY3lA1VpT0WjaTuPPb/xdenD1XcLkMneml5ba5+91s7vGjWgSG6h6Md3LSa9++fbjllltw8OBBHDx4EN/85jcBsIMBEXUebx/unw3MohcR1UgCUEJmejksehFRk9m2gK6rUJRA0aso6WWZDhxb+O0NE93un8nFwqKXlBKWmU96eekpawVJL0eI5iS94m7RK50qTnq5Ra+wmV6ZFiW9lEDSKzhLzTA0XHXNUOht8kkv4RctK7Y3LEh6Ne73K82g1WB8fBxbtmyBprkL1jQNmzdvxvj4OKSUdW0bGBhY0RoGB7vrWXrTDA/3tHoJBbieyrieytpxPVZuoGVPT8xfn66riEb1tlsvEW1slrBhC7sg6dUf7YOqqI1Netle0SmQ9FINWE7pUNxyLqcmMZedx0sLl3Bdd/5YzDubVylob5g74JUCGjRkc48T1aOA426zO7joBQCf/vSnsXfv3oLLvC4FBw8exGOPPYajR4/iC1/4QtVtREQtUybpJSWLXkRUmTszJv+zd/zHkhcRNZttC79I5f1ZPIMrlXQ/g8ZzRS9NU5HojpQkvRxH5u4nl/Ty2huuMOmlNmGml5/0KmpvaPrtDUtnenkFsrWe6VXQ3jBloqc3VuUW+blcjiNrSnp5RTJVU/wZYo1QV9GrHczMLLdNwmN4uAdTU0utXoaP66mM66msXdeTzZ0dkEqZ+fVJiVTaXLP1qqrSdgV3Imo/GdttOxhMYGmqhoHYJkynZxr3OGFJL21lSa9F091/Zu3CQpmT+2JUK5rp5W0zUNje0CuSNWKeWDvxuhR8/vOfB+B2Kbj77rsxOzsLKWXZbSs9mYuIqJG82V1+W0OFSS8iqo2ALCx6eZcz6UVETWZbDrRcIshLBtl2YZEqnXQ/byZyiSPAbXFYPNPLTxh5M71yiSkvTVUL4QhoTUhWxRKVk17B9oaapsKIaH6BbK3bG3pFKJmb6bV5pHroQMsVCh1b+EVLvcJML2+b1uACY11Fr5GREUxMTMBxHGiaBsdxMDk5iZGREUgp69pGRFRJvr1hcKaXws/uRNR20rmiV7C9IQAMxQYwXWd7Q0c4uLg8jit7t/uXZQNFJ09Ei6xopteSuezel1PcDiJkplfu7zI37yvf3jAKW7gH6FaHz/S64447IKXEDTfcgA9/+MN1dzdg0YuIWso7QFaLkl48cCaiKqQMb2/YJuecE9E65gSSXl5bQccuk/TKzZYCgK6eKOZnUwXX84pe3kwvr2WguYKilyOak/Ty2huWzPTyil6RwlaAsZjuX3et2xt6RTbHyc306opUuQX858wpmOlVvr2hn/Rq8O9WV9FrcHAQo6OjOHnyJA4ePIiTJ09idHTU/4Bf7zYionK8GTIFZ52pin85EVG7yDhe0quw6DUYH8BPpp6u6z5/PPU0Pv+zv8ddv3IEA7FNuccJa2+ow5YOhBQFBatyvKRXpijpJXKFrcIvPdz788709R9fj/qtDjt5pteDDz6IkZERmKaJe++9F3fddRfe+c53NvUx2y093I7tgtttTVxPZVxPZWu1HqcrggkAg8M9iA72IIsMzgDo6Yq03XNCRO2lJOml5C8nImom2xJ+6kdRFOiGWjLTK51yP3cmAsWX7p4oLp6bK7ieZRUWW7z0lJWt/SRN4Qi/VV8jqaqCaExHuqi9obe2YHtDAIglIv511zzplXu8TMqClPnWjJV4z5lwJJxcUk+rlPQyWpT0uueee/DVr34V09PTeNe73oX+/n58+ctfxvHjx3HkyBHcf//96O3txdjYmH+bercREZXjnVkWPKtBVRS2WSCituO1/YsH2g4CwFB8AMtWMpcEW9mXjovmEiQklszlkqJXsLgW0dyDf9OxCtoelrPkF70Kk17CP9Egf+CpBGZ6AcjP9NIiiGjuwW8nF728zgORSASHDx/G+973Pnz0ox9tagcDtuuurN3WxPVUxvVUtpbrWVpIAwBm51LQRQTWnPvz4kIa6tQSW3YTUVlSomCmisKkFxGtEdt2Ctrg6Xpp0SuVa28YCxRfunqjMLMOzKzttzEsbm/oFZJWlPRypJ84a7R4wiib9DJCkl4L8+6x3BqP9PKLbMll9/uCRA1JLy2Q9PKKj0aFmV5eK8tGP9dVi1533nkn7rzzzpLL9+zZg4cffjj0NvVuIyIqJ6y9oaoqbfNlIRGRJ22HJ72G4oMAgJn0LK7E8Iru05sTlrLS/mVee8Oolj/wjKj54lMM1Ytei157w5KiV0h7Q6gF27z2hjEtipT/uJ3Z3jCVSsFxHPT09EBKia985SsYHR1dVXcDIqKWkcXtDb2oRnPbG46NjeHUqVO4ePEiHn/8cezduxcAcObMGRw5cgTz8/Po7+/H2NgYdu3ataptRNR4UkpI5Od4AZzpRURrx7ZFQRs83dD84pUnnTQRSxgFiafuHvdz7/JSFgPe7K6i9oaapkBVFZjmCpJeQkJVG9/eEHCLdiUzvbIOdEMtSXPFEgYmxhcBrH3Syy96LXltJWtIeule0Uv67Sm9WW2Vrt/opFdz/uWIiBrMTx2owbPOeMYZEbUfr0AVC5npBaCuuV5eIS1l54teGSeLiBYpKEwZueKT6RS2KyzHn+lV3N4wpOilKYVFLy8dFtEi/uOuZJ5YO5mZmcHb3/523HrrrThw4ADOnDmDY8eOAXC7FDzwwAPYv38/HnjgAXz84x/3b1dpGxFRq8jcAbLi7cO9mV6yuUWvm2++GQ8++CC2bdtWcPmxY8dw+PBhnDp1CocPH8bRo0dXvY2IGs/bQygF7Q2Z9CKitRFsbwi4xZDimV7ppFmSNurqcX9OLuVP5LS99oaBdomRqAYrW3vSq1ntDQEgHjeQSZcmvSKR0nxSLG7AzK17rWd6KUVJr1pmennPmeMIv2hZ6Xn0/o3WPOlFRNQO8kmv/GWqwqQXEbWfdG6mV7wk6ZUreqVnVn6fIUWvrJNFTCtMc620zaDf3tCpnvRSimZ6ZQNFN0PTV/S47WbHjh149NFHQ7exgwERdRwv0ZU7cPaLX01Oet14440ll83MzOD06dP4/Oc/DwA4cOAA7r77bszOzkJKWdc2JmqJmsOfo10w09X9k0kvImo22xYFs590XfWLV55UyipJG3X3uJ+7lxeDRS+vvWE+YWREdL94VI0QElICaoPTR55YIoLLlxYLLrNMu6S1IeAWyDwtS3ote0mv6kUv7zkTjsil99SCtrnFWjbTi4ioHXjH2MEdpaoo/oE5EVG78BJQxe0NE0YCcT2OmXQdSa9cIS0dTHrZpUWvfNKrevFJShlob2iWbAOKWsqWzPTK+q0VjTraG15cHsd8dhHXDV5T822IiKg6L9GlqIVJr2YXvcKMj49jy5Yt0DSvvZCGzZs3Y3x8HFLKurax6EXUHN4n69Ck19ovh4g2GMdyCtsbhsz0SidNbN7aW3CZl/RaDkt6BWZJRSIarBrbGwon15avSUmvWEJHJmVBSul/z2maTmjRK9rCopf3/0FqKQtFAWLx6qUkf6aXLd2il165mKUx6UVEG5kI+wJWZZsFImo/GTsDXdFgqKWHWUPxAUzXUfTyWiZ6iS8gV3TSi5Ne7gG/WUPiKutk/WRW8UwvR7pnwBXM9PKSXvCKXqZfdKunveGps0/g7OJLuOtXPlrzbYiIKJw5fglKLA5j06Z8cUvxZnrl2hu2oOjVDgYHu1u9hALDwz2tXkIBrqeyjbSejO0e//V0x/zHUdPuiVFd3dHQx95Izw8RNVdxgUTTNdh2YTIrlTSRKEp6aZqKeJdR0N6weKYXABhRDaZZe9ILQNNmesXjEUgJmFkb0Vjus3TWQSRaOem11u0Ng0mveCJSMbHlKW5vGCxkhtFz8760Bj/XLHoRUUfIz/TKX6YqCtssEFHbSTuZkpSXZyg2gEvJyyu+T6/olbJS+csqtTesofjkpbzc+y8sekl47W1Ki14yMNMrmnt8XXUPVFfS3nDZShYU8YiIqH6XTtyP6I4dGHnP/5EvbrVB0mtkZAQTExNwHAeapsFxHExOTmJkZARSyrq2rdTMzHLbtEQfHu7B1NRSq5fh43oq22jr8YpeqWTWfxzvskuzSUzFCo87N9rzsxKqqrRdwZ2o3RUXvQxDRXI5n8yyTAe2JULnSnX3RMskvfIFl0hEL5mjVY7j5D4PN2umV65wl05Z+aKX6aCrN1py3VgbtDcUQiLeZVS5du42gfaGTlHLyjDNmunVnHIlEVGD5Wd65XeCisqZXkTUfjJ2+aLXYHwAM+lZv0VgrdJhSa9A0cnjtzcUhe0Kwyzm5nkl9HhJe0NvfUpI0sspaG8Y9bfpqr6i9oZJK4WMk2WbWiKiBnCWl+As5b7sFYXtDVuZ9BocHMTo6ChOnjwJADh58iRGR0cxMDBQ9zYiag5vDxH8zB3TNVwRj+DMUir8RkREDVKcCtJ0FU6gvWE65X5mTZQpeiWX8p9pvYRYQXvDqAYz2y7tDd3P7ZlUvghnmnZo0quVRa9gsqyWeV6Au0ZFcQuHliVg6FWSXk2a6cWiFxF1BK+2FdzBc6YXEbWjjJ1BvFzSKz4AWzqYSy+s7D4d96y1VHCml5NFrLi94QraDC7lkl5D8UH//j2hLWWhFGzLFj2+oRo1tVX0JK0UhBQrKpQREVE4kU5DZNwTI8omvZp83HzPPffgTW96Ey5fvox3vetd+N3f/V0AwPHjx/HAAw9g//79eOCBB/Dxj3/cv02924io8bxjvOKvVHf3JPDScgb2Bm2RSkSr98gDP8IPv/NS2e2OIyAlCpJeuq4VzPRKJd2iVljiqKsniuXF/AmiluVAVZWCQko0ZiCdWmHSq1ntDQNJL0+5mV7BOVq1tBdspOB3sIkak15ArmDpCDi2A82o/BxyphcRbWgyJOmlKmDSi4jaTtoubTvoGYy5Z6hPJqcxhCtWcJ9usau46FWc9FrJTK+lXNJrKD6A6bmZgm0iN9NLC0l6SZmf6TWk5c/2iqg67BUVvZK5+8n6bRmJiGjlpBCQpukXvSAloCj5L0ZyfzY76XXnnXfizjvvLLl8z549ePjhh0NvU+82Imo875N1cZBgT28c35mcx/lkFrt74mu+LiLqfNMTy1AUBa99/ZWh2712hMFWeLqhwrbyM7jSSfezZmjSqzcKM+vAzNqIRHXYlihIeQFA30Ac2YyNdMryi07liNwxU7PaG3rprXSg3aJlOoiEFb0CCatWtTcEak96AW5qSziypGVlGH+mF5NeRLQR+WedBdsbKgpY8yKidpNxMojr4V8I9ETc3v5L2WTN9yekQNZxz2pLW/miVzakuOa3N6xxppcCBYOxAWTt8KRXWHtDgfxMr+Dj66oB06kttWU5ll+YC84Tk1LiO+Pfr+k+iIjIJTLu/w0infs/QoiCQbiKoriFL6Y0iKgC77O1UpT12t0ThwLgxUW2OCSilRNCwrYEZiaXy3Zr8toYBtsb6roanvQKKb509bifS5PL7nWKWyUCwKbBBABgfqb6vkzkkl6NLsR4itsbOrn5V5FIaT4pFgskvda6vWHgO9haZ3oBbrHQcYRbfORMLyKi8vxWW4G9lqoq/uVERO3CnekVnvTyimGpQPGq2Gd+9N/xjQvfLrg/j5f0ElLAFBaixe0Nc4kpq8akV5eRQEyPwZECdqDNoDfTS0XwS1O1YFu2KGlmaEZNjwsASTv/QSPYWnHBXMQ/n/laTfdBREQuL+EVbG9Y0v5GVVsy04uIOof021sXXh7XNYwkonhxqfzxKxFROZbpfs40sw6WFrKh1/FncAUKJJpRNNOrQnvDbq/oteTev20JGEVFr/4Bt+g1N1u96OXkZno1K1llGBp0Q/WLXpbp/v7h7Q07a6YX4BYLHVu4SS+j8kwvr9ilNbiVJIteRNQRvNqWUtDekDO9iKj9pCvM9ErkLk+a4QfapmPh53PP48zCucD9uQfuPUY30nYGUkpkc4Wi4qSXruq5+zFRzZK5jN5ID6K5FoXZwG0ESlvKan7RS+bWYBYU3SKqXnvRy8r//tlA0SsdKPAREVFt/KJX1v0/ArIw6QUAiqoy6UVEFXmfrMNmxuzuieP8cgYW9yNEtEJmNt+icGZyOfQ6XnvDYEtCXdcghPQLUKmUhWhMD01fdfe6n0uXF93PlpbllCSMevqi0HS1tqSXN2KlSe0NASAez88Y84pekWhp0isa1b1O1a1tb7iSmV6aCkdIN3FXJemlKAp0XWXSi4g2JlF2plerVkREVEpKiYyTRUwLL3rFvKJXmaTXTGY2tz2YhHK/zByIb4IjHZjC8lsCFhe9VEWFoeqwRPU2g4vmMnoi3X46LFgo82Z6qQXtDZXcNjdlJiH9ghngtjes5XFLfr9AoYtFLyKilfPbGjoOpGW5s3CVoo/6LHoRURV+d5WQbVf1xmFLifPLPFZrV3Nzc/ijP/oj7N+/H7feeiv+9E//FLOz7meLM2fO4NChQ9i/fz8OHTqEs2fP+rertI2oEcxs/jPidLmil9feMDjTK/d3L+2VTpqIh8zzAoBEd67oFUh66UWpKUVR0D8QLyl6JZezJSfUe4W2ZrU3BNwWh5ncTC/vOQpLeimq4hfDwk5KaKZg0StsllrZ22mKn/TSjOrP4cBwF/oHGjszkkUvIuoI67294djYGPbt24drrrkGzz33nH95vQenPHAlag1LWBBSlG1vqCoqYloMqTJJr+n0DAAgaeVnfnmFoIHYptzPab8lYHF7QwCIqBGYopak1xJ6It2IqiFJL7+9TaC9IfLtDcOSZhHVgFXDLDGASS8iokbykl7+34UomfmgKAqkZNGLiMrLJ71Kt+3uzs31YovDtqUoCt7znvfg1KlTePzxx7Fjxw588pOfBAAcO3YMhw8fxqlTp3D48GEcPXrUv12lbUSNYJqBpNdEuaRXrr1h0UwvIF8QSyVNJBLhaSNdV9HdG/WTZOUSRv0DCcwFil6ZtIW/P/E9/Ph7Fwqu5830ambSK5YoTXqFFb0AIJqb67Xm7Q2V+tsbitycsmpJLwB46ztei1f/8o661lgOi15E1BHCk17rp+h1880348EHH8S2bdsKLq/34JQHrkSt4RVtyrU39LaVS3pN5Ypey4GiUDo3x2sg1g/AnQdWLukFuLO1zBqKT4vmEnojPYjk0lrBpJf3xWhh0itf9PIev3Cm10raG+aLet59uX/nFylERCslMvl9p0in3dldxXMRmPQioipyH7mhovRL1ZiuYWsiihcXq7cFo9bo7+/HTTfd5P98/fXX49KlS5iZmcHp06dx4MABAMCBAwdw+vRpzM7OVtxG1CheiqmnL4bpyWTodUKTXrkCmNf6MJ20yia9AGD7rk24cHYOQsjQmV4A0D+YwNJCxn+88fMLsG2BZ348XpD28r+DbPCcqaB4PIJMyv0MbvrtDcOLXn7Sa42LXkC+0BYvU3AMo+kqHEe4xccqM72ahUUvIuoI/gF4oOilqIr/H1Gnu/HGGzEyMlJwWb0HpzxwJWodr1VfufaGAJAw4mWLXtN+0au0KOQlvVJ22k9HRUOKXhHVqFp8ythZmMJyk165+whLehXOUQwmvdzrBpNmRr3tDZ1g0St8sDEREZVXkPTKekmv0qKXXCfHzUTUHPnjv/DtV/XGcT6ZgemwgN7uhBB46KGHsG/fPoyPj2PLli3QNPeLZ03TsHnzZoyPj1fcRtQoXoppZHsflhYyyGZKPzN6LQy1QNFL89sburdPp8yKLfauvGoAZtbBxKVFd6ZXSFu9TYMJSAkszLmfx8fPLwBwfx6/sJBfj9/esIkzvRIGUikLjiMCSa/SmV5A65Je3mNGonrBv001mqrAMh1IiZqSXs0Q/kwSEbWZfHvDople6/ize6UDUCllXdsGBgZa9vsQbQRpp7akV7n2hl7Sy3RMmI6FiGb46bHBQHtDJ5fECmujWEvSa8l02z70BJNeImSmF0pneknIQNEt/6HDqKHY5klaKeiqDlvYBUUv7/kjIqLaiXRRe0MpS5JeisKkFxFV5n20VstUvXZ2x/HNy/O4nM7iyu7Gzl6hxrr77ruRSCTwtre9DadPn2764w0Odjf9MVZieLin1UsosNHXc/4F9wTsvS/fgud+NgHHFBjekV/D8HAPLp9fBABs3tyLoWH39TQ76J4I2t0dw6b+BMysg6HN3WXX39Mdw9f+v2cwczkJISR6emIl17X3uMdCwhIYHu7B1OUlbN3Rh+nJJM4+N4NXv3aHe/mlJQDA0FD5x1uta19xBX7y5AUszWURzRW7rriiF/0DiZLr9vbFcDG3nrDtzaRqKnp6owXPQ7XnJBaPYHHeLSz29yda8h5g0YuIOoIs096QZ6w2Dw9cK+N6Ktuo6xl33C8ZrxjaVPYx+xM9mErNhm6fM+f8v8d6FQwmeqBNu/u5l41sB34K6HFAk+6+cOvwAIZ7Cu8nEY0Bmqj4O89OTwIArhzejIF4PwAg2qX6t4nPuMWsLcO9iBluAW9Zd7d190QhpHt23tahQQwPupf3dCXgzNk1PdfOixb6oj1YNpNQI9K/jXJZrPlwXiKiThfW3jA86cWiFxGV5ye9ymwfjrnHh9MZi0WvNjY2NoZz587hxIkTUFUVIyMjmJiYgOM40DQNjuNgcnISIyMjkFKW3bYSMzPLbdOFZ3i4B1NTS61eho/rAWam3eJVzyb3hM1fPDeJRG+kYD1zs+51FpfSkKr7Wkqm3JMjp6eWkcm6J1cKyIrr37K1Bz9/+jKyGRu2I0quKxX3vl86M4v+oQTGLyzgNa+/En0Dcfzsx5dwy22vwOJSGnNz7kmqC4tpKHpzPp/2DcYRier4wXfOYegK9/u35WQGluMUXG94uMffMc/NpUq2r4VIVPefy1peQ44QSCXdk2ozWatprzlVVcp+d8miFxF1BP8APPD5XVlHM73C1HtwygPX5uN6KtvI67k84xatsssSUwh/TE0YSJmpkjUJKTC5PIPh+CCm0jN46fIkRI+O6YUFqIoKO+nuAC/PzvqtBpOLNqYyhfejCA3JTLri7/zSlFv0EmkNScstYE3NLWIq5t5madn9AnVmJoWI5n7AWMhdNreQxLNzv0BUiyBh9/mP45gSWdus6bmeWZ5HTIvB1CzMLS35t5lZXAxt2UhEROUVtDfMuO0Ni/uTKZzpRURVSH+kQPj2TVEDKoDpjBl+BWq5++67D08//TQ+97nPIRJxiwqDg4MYHR3FyZMncfDgQZw8eRKjo6N+F5hK24gawZvp1bcpjnjCwEzIXC9/plegJaGu52Z62Y5fQElUmSt15e4BfO+bZ6EoCG1vaEQ0dPdGMTebwuWLC5AS2LqjD0ZEwzM/uYzTP7mE7VdtgnCaP9NL01Vcdc0QXvj5FLpyRcBy7Q29mV6tam8Y76p9nhfgtoXM5v7dV9IWsZE404uIOkLYTC9VRcGgyfUmeHAKoOAAtN5tRNRc+Zle5Qs3cT0WOtNrLrMARzrY1XslgPxcr4ydQVyPIaG7Z9Sm7TSyudlXYY8TUXWYIW0Gn5o+je9d/iEAYMl0i0zuTK9ce8OQmV5qmZleP5v+Oa7ddDUMNX9QvtKZXl1GF2Ja1G+V6P2uwZaJRERUXWHRKw0pRUl7Q6iKezkRURneJ2ulTNZLVxX0Rw3MZGprZ01r6/nnn8eJEycwOTmJ22+/HQcPHsSf/MmfAACOHz+OBx54APv378cDDzyAj3/84/7tKm0jagTTdBCJalAUBYObuzE9sVxyHdty00teoQvIF61sW+DnP70MRQEGhit3JNpxlfu9l5SAbmih19k0mMD8TArj5xegKMCWrb3YsrUX/QNx/Ph75wHAPwFcbeJMLwC4+uWbYZkOXnhmCrquli1qeTO9lBYUvTYNJbB5ZGWdczRN9ee0GWX+HZqNSS8i6gjl2hu2SRBp1e655x589atfxfT0NN71rnehv78fX/7yl3H8+HEcOXIE999/P3p7ezE2Nubfpt5tRNQ83nyqWMWZXnGkrQyEFH4hCQCmc/O8dvVeiScnfoRkruiVtjOIazFoqoaoFkHazsBQDShQYKilZ1wZWgRWyEyv//HSv+HMwjm8rH83Fr2ZXkY37Nz8rsKiV26mV2B9au4LkEvLlzGXncdv77q58HFVHY50Sn6vMEkrja3dfUhbKWTswqJXpYIhERGVEpk0tO4eOMtLftJLKdoPM+lFRNXkT3oqf52hmIHpLIte7ejqq6/Gs88+G7ptz549ePjhh1e8jagRrKzjJ5iGtnThp9+/CMcR0LT8sYqX9Aqmgry/T1xaxDM/GccrbtiG3v7yn7MBYPiKbsTiBjJpC0ZI0gsA+gcSeOan4zAMDUNbevwU1bWvugLf/cYZTI4vQji59TS56LX1yn7EuwwszmcQr5Bi27qjH9t29iMSXfsC0m1/eP2KbxP8t21V0otFLyLqCH57w8D/N6qqtE37vdW68847ceedd5ZcXu/BKQ9ciVojbbsJrkqFm4Qeg4RExs4iYeTnIfhFr74dAIBlK5W7TzfpBbgFs5SVRlQXiOnR0PlXEdUITXolrRRs6eCfz3wdmqqjy0hAUzUoUoECBdmQpFfwTF/vC9Snpt1h2C8fvKbg/r0CnOlYiOmVC1dJK4kuPY4lvTDplbYz6Il1VbwtEREVEpkMtL6+gqJXadKLRS8iqszbQ1SarzoUi+Ds0sK67rhCRI1lmrZfrBnc3A3hSMzPpDC4OZ/acmwBVVMKkk56rljyk+9dQDSm45fesLPqYymKgh1XbcLzP5ssm/TqH0zAtgTGLyzglTdu8y9/+fUjOP3jcXztsWdw9XVbADS3vaF7/wpedu1mPPWDizAi5QtaIzv68JY/eHVT19JIql7677jma2jJoxIRrZDf3lAtTnrxYJuI2kfGziKiGtDU8ges8UCbwqCp9Aw0RcO27q0A8u0N03bGT44l9Ljf3jCmhZ/lZmhGQWrLk7LTUKDgu5d/gBcXzqIn4rYoUBUVET1SUHySubRW8EsPLVf0upS8jG3dI9gU6y95XACwq7Q4lFIiZaf99oZeS0gASDsZzvQiIlohkclASySgxmIQ6TSkEG6yK0BRVEgWvYioAq+QVemLwsGoAVNILOVakRERVWNmHUQi+aIXAMxOpwquY1uipDjiFa2EI/FLb9yNaKy2uVJX7h4ouH2xTYPu53EpgZHt/f7l0ZiBt779BiwvZvHjf3fbHDY76QUAL3v5ZgD5uV3rgRY4Dg2brbYWVv2o+/btwy233IKDBw/i4MGD+OY3vwkAOHPmDA4dOoT9+/fj0KFDOHv2rH+bStuIiMKIcu0N10nSi4jWh6SVQsJIVLxOPJfuSgWKPYCb9BqMbYKh6ojrcSRzSa+Mky96xfU4UnYaGSeLaJk0VUQ1YIUmvZL45SteC13RcHF5HL2RfF/umBYpbG8I6bcz9ARbFl43eG3J/XvzvcIeOyhtu60du4wEolrUbwkJ5NobVkmJERFRIZHJQInGoMRiuaSXLJP04nEzEZVXW9LL/dJ5OlN6ghURURg36eV+Vuzucec3p5KF+xAza/stED1eEWxguAsvv36k5sfb+bIBbN+1qewcqv7B/Of1kR29Bdt27NqE1715tz+PStWaX7DZsrUHPX0xf27XeqAVJL06eKbXpz/9aezdu7fgsmPHjuHw4cM4ePAgHnvsMRw9ehRf+MIXqm4jIgrj9xcPJL0UfnYnojazbCXRY1Ruz5fIFbCKk17T6RkMxQcBAN1Gwp/plQm0N0wYccxm5qCretkWihHVgOlYkFL6X1qYjglL2LgisRlv3vEGfPXcv6I3km8nEdUjyAbmgAkZMg8m8AVIeNEr196wStHLK+Z1GQnE9FhB0StttybpNTc3hz/7sz/DSy+9hEgkgp07d+Kuu+7CwMAA9u3bh0gkgmjUXdcdd9yBN77xjQDcE7mOHDmC+fl59Pf3Y2xsDLt27Vrz9RPRxibSaRhDw27SK5OBlKJ00LmqQkomvYiovFqSXkMx9wvrGc71IqIaWVkH3T3uZ6lIVIeiAJl04T4kk7ZKZloZEQ2ved0O7Ll2uOC7wGqiMQO33v6qstsTXRFEohq6uqOIJyIl21/1S9sxfn4BF1+aX9Hj1ktRFPz2W68rnOfS4YIzvTo26RVmZmYGp0+fxoEDBwAABw4cwOnTpzE7O1txGxFROfmkV/4ytjckonaTtJLoqlL0CmtvKKXEVHo2UPTqwrKZb28YD7Q3TFlpZOxs2aKXoUUgIeHIfNsZr9CUMOL4zSt/Dd1GFzbHh/ztUT0KUwRnegm/naFHU7Tc+mPY3XtlyeNGckUvy6lS9LLd36vLSCCmRZG1i5JeLSh6KYqC97znPTh16hQef/xx7NixA5/85Cf97Z/+9Kfx2GOP4bHHHvMLXkD+RK5Tp07h8OHDOHr06JqvnYhIZDJQ4zGosThEJu3O7io+cYEzvYioCn+kQIUvXvsiOnRFYdKLiGoWTHopioJo3EAmVfiZMZ22EIsXFr0URcHr3nwVhq8IT2zVS1EUjL5qBNe9ZmvZ7b9528tx6N03NvRxKxnc3I3B4fUz2zqYkOvomV533HEHbr31Vhw/fhyLi4sYHx/Hli1boGnulyOapmHz5s0YHx+vuI2IqBw/6VXU3lAy6kVEbWTZSqI7UlvRK9jeMGmlkHEyGI67/ce7jC4krSSklMg4+fld7kyvDLKV2hvmZmuZgeJTPl3VhYSRwLHX/Z+4ZdfN/vaS9oYVkl7XDuwNnVnmzfSyqsz0Cq7FLbZZEFLAcizY0mlJ0qu/vx833XST//P111+PS5cuVbwNT+QionYhMmmosXg+6VWmvSFnehFRJRLuZ+tKWQNVUTAQMzCdYdKLiGoTnOkFAPG4UZr0SlmIJWqb2dUIv3LzHrzyxm1lt2uaiu7e8BnaVF1wFlq52WrNtur2hg8++CBGRkZgmibuvfde3HXXXXjnO9/ZgKVVNjjYXf1Ka2h4uLFV59Xieirjeiprx/V0d7v/2QwOdWN4k9t/t6srAon2Wy8RbVzLVqpq0iusveFUegYACpJeF5fH/YJQ3J/pFUPGySBlp8snvfw2gyYS8Aps+ZaCAErmjkX1KFLZfOJKSFlylm9ci2FP3268YetNCFPrTK+C9oa53yHrZGELN5nW6pleQgg89NBD2Ldvn3/ZHXfcASklbrjhBnz4wx9Gb29vxRO5BgYGWrV8ItpgpBCQ2SzUWAxqPA5rchJqNFrS3lBRFXdiOxFRGd4uolqHraGogSkWvYioBlJKWKYDI5ovQcTCil5pC/H42hW9qLmC7Q21FiW9Vl30GhlxB8lFIhEcPnwY73vf+/DRj34UExMTcBwHmqbBcRxMTk5iZGQEUsqy21ZiZmbZb3fWasPDPZiaWmr1MnxcT2VcT2Xtup6FRffL4fm5FBTb/WI0k7EghFyz9aqq0nYFdyJqH45wkLbT6C4qKBWLeUUvK1/0mi4qenUZCSxbSb8wFvNnern3vWgulU1E5dsM5hNXy1Zh0at0TVHMpRb9nwUE1KKGAJqq4cM3vK/s7+UV24qLXnOZefy3H/0V3vOKt2NHz9Z80UvPF70ydta/XSvaGwbdfffdSCQSeNvb3gYg/ASvYOvD1Wi3/1Pa8SSSdlsT11MZ11NZM9ZjJ92Wsb1D/UguzWPx4gUYmgIRMQoebzxiQNWUtntOiKh9eFnQSu0NAXeu17MLKY4aIKKqLNP9/i6Y9IolDCzM5T8LO46AmXXWNOlFzdUO7Q1XVfRKpVJwHAc9PT2QUuIrX/kKRkdHMTg4iNHRUZw8eRIHDx7EyZMnMTo66p/1WmkbEVEYWW6mV5sUv4mIvMJSt1G5kKEqKuJGDOlAe8Piole30QVLWFg03aJ+PFcI8hJfQoqyiaiI5g7jDc7oSlUpekX1ovaGQkBVVnZwmi96FbY3fHrmGUynZ/D09DN+0UuBgoQR91s0Zp0ssrnHb2XSa2xsDOfOncOJEyeg5lqDhZ3g5V2+2hO5eBJXZe22Jq6nMq6nsmatx8q1VE05CkxFh5VKQc1aQNGJYbYjgayFqaklnshFRKG8IlaVoBeGYgYcKTGT5lwvIqrMzOaKXkVJr4mL+RMuvdRX8Uwv6lxee0NNV/0xCWttVUWvmZkZfOADH4DjOBBCYM+ePTh27BgA4Pjx4zhy5Ajuv/9+9Pb2YmxszL9dpW1ERGG87wSDrVpUVYGEG5du1U6UiMiTtNyz7avN9ALc4lOqqL1hX6TXn8fVFXGLU9Np98tMP+mVmwcGoGzSy2szGDbTK6GXK3pFC4pepjD9GV218tsbOoVJr5/P/gIAcG7pJX8tcT0GVVH9VFfaziLruO0Vo2pril733Xcfnn76aXzuc59DJOIWDsud4AWg6kleRERrQWTcEyjUWMyd6ZVOA0KEzvQCZ3oRUQVecKta0msw5h4nTSSz2FK1REZEG5lpuidERqLBpJeOTNqCzO10Min382OcSa91w2tp2KqUF7DKoteOHTvw6KOPhm7bs2cPHn744RVvIyIKI/ykV6DolfurkBIai15E1GLLXtGrSntDAOgy4gVJr5nMLAbj+WJJd24umJcAi+eKXfFA0atcG8CEUTjHC3ALTYZq+EW1YjEtgmygWLWQXURfZGUtsLwiWbC9oZACz825Ra+zi+chpUTSSvqJs2hgplfGK3q1IOn1/PPP48SJE9i1axduv/12AMD27dtx5MiRsid4ATyRi4haT2TcEyi8ohccB8I0oSUK/y9SVBXCtsPugogIACBQ2l0lzFDMPeabTGawpSte+cpEtKF5SS8j2N4wZkAI6W/LJ71WPYWJ2oQ300s3OrToRUS0VrxWCwVFr9zRuBCA1rr9KBERgHzRq8uonvRKRBIFM71m0nN4Wf9V/s9dJUUvb6ZXIOlVpjjUF+kFACxk822tknaqbGtD775MYfrJ2UVzCVu7VzZv1WtvaAaKXueXLiJlp7GnbxdeWDiL2cw8klbK//28BFvGyfpFwFbM9Lr66qvx7LPPhm4rd4IXwBO5iKj18kmvONS4+3+ESKWgdRe1L1RVQDLpRUTleUmvaqeTdusaoqqKiWQWr2TRi4gqsPykV6C9YS7R5RW7Mmn3OmxvuH6oufaGuq5VuWYT19CyRyYiWgG/6BXYa3kFMA7QJaJ2sGx6Sa/qc1K6jLjf3tARDuazCxiKb/K355NeXntDtxCUqCHp1Rv1il75PuluoalS0SsCIQVs6eRuu7TypFeu6GUHZnr9fPZ5AMBv7fx1AMC5pfMFBTjvd8jaWWS8olcLZ3oREXUakQ4kvaKx/GXFcxkV1Z+RS0QUxiuLV2tvqCgKBmMGJlPZ5i+KiDqaP9MrkPSKxwuLXmm/vWFkjVdHzeIlvbQWtjdk0YuIOkJYe0NvjpfgB3giagPJFbQ3TETy7Q3nsvOQkBiI5dsbekWh4qRXLe0NDVVHl5HAgpkveqWsFLrKzPMC8oWmrJNF1jGRcTJ+YqxWYTO9fj73C2zrHsG1A1dDV3WcXXgJKSvlzxbzHtdNerlf3LZqphcRUSfyk17xfNLLSSUL5uACubm4nOlFRBV483VqGRwwFDNweTlT/YpEtKGZ2VqSXu6fUbY3XDfaob0hi15E1BH8VgshM70Y9CKidrBsJRHXY9DU6hH+LiPhF3lm0nMAgMFYPumV0ONQoGA2Mw8Fij/7KqpFoObO3q80+6ov0luS9EpUKMZ5xSfTMf3b9UVXVvTSVA2qovrtDU3HxIvzZ3DNppdBV3Xs6N6Ks4vnkbRSfmEwWpD0yiKiGlBVHp4SEdVKZL32hrmZXoBb3Crel6oqJIteRFSB97FaqWFe9nAsgpm0iazD/QoRlWeauaRXNDDTy0t65RJemZSFSFTzCyXU+TS/vSGLXkREFYW1N/TOYGV7QyJqB8tWsqZ5XgDQFYkjY2chpMBMJlf0iueTXpqqIaHHISER1aJ+oUtRFL/FYaXZV33RoqJX1ZlebisJ0zGxaLqzwHqjK2tvCAAR1fDbG76wcBa2dHDtwNUAgF29V+KlpQvIOFl/LYaqQ1VUf6aXl2gjIqLa5NsbxqHG8mlgpai9oaKqTHoRUUX5OdrVr7utKwoJ4BJbHBJRBVYu6WVEAkmv4vaGaYvzvNYZr62hbnCmFxFRRWHtDTnTi4jaybKZRE+NRa+EkYCERMbOYjYzCwUKNkX7Cq7TFSlsAejxCkPRakWvXHtDKWX1mV5e4iqY9Fphe0PAnevlJb2enf0FNEXDnr7dAICdvTtg5bZ5a1EUN8WWcbJIOxnEWPQiIloRkckAmgbVMPJJL6D0W2sWvYioCm9qQC3tDbcm3P3NpSRbHBJReabpQDdUqIHjkkhUg6oqSKfzSS+v5SGtD6rX3pBJLyKiyoR0D74L2hvm/tPkUG4iagfJlSS9DPds/LSdxnR6Dv3RvpK2iN25+ypOPxXPwwrTH+nForkEIQUyjpsoq1T0igWSXl6xrJ6kl67qsBwLUko8M/scdvdd6a9zZ+8O/3rBtcS0KDJ2BhmbRS8iopUSmbRf7AoWvRS1NOklJYteRFSe96laraG9YW9ER1/UYNKLiCoys07BPC8gd+JjXEcm5abAMmkLcSa91hW2NyQiqpGUsuDMECB/AitrXkTUDpatlF+oqsZLcaXsDGYzsxgKtDb0r5MrDBUXvbyfq7U3FFJgyUwiZaUA5ItlYbz5YFnHxGJ2CbqioavC9cuJaG57w/958X/hwvIlXD/8Sn/bcHzQv89gcTCqR5F1ssjYGcQ1Fr2IiFZCZDJQ4+6JFN6f7g9FH/UVJr2IqDK/vWGN19/ZF8fFJIteRFSeZdqIREpb3MXiht/eMMP2huuON5+N7Q2JiKoQQpYM1PXbG7LqRURtYNlK+sWsahKBpNdMZg4DsU0l1/EKQ8Xpp7gRh67qJcmwoL6o25pwwVxAMlf0qpz0CrQ3NBfRG+2taYh5MUM1cGbxJXzx+cfxyqFR/Nr2X/G3KYrip71Kk16c6UVEVA+RyUCN5pJe0cDJEGFJLxa9iKgCb2pArceAO3sTmMqYMB3uW4goXFjSCwDiwaIX2xuuO17RS2PSi4ioMiFlyQmrXvKLM72IqNWyjglLWCtOei2ZS1jILmIwpOjltzcsSj/1R3rRY3RXvP/+3Hywhewiknb1opeX9DJzSa++yMpbGwKAoeqYzcxhS2IY73j5H0BVCnfc5YpeWccterG9IRHRyoh02k94KaoKJVcAU5SSA2e2RyCiigS8Odq1XX9nXwISwDhbHBJRGaZpwwhLeiXcopdlOrBtgTiLXuuK6rU3NFj0IiKqSIjS3uKK396QH+CJqLWWzSQAoLtKMcrjzfS6tHwZEhIDIe0Nu8skvX5792/gA9e/p+L9e0mv+exibUkvzZ3plRUm5nNJr3rEjTi69AT+j1e+MzS19cZtr8Pvvex3sSnan39sPYqMk0XaYdKLiCho8h8eQvLpn1a8jshkCmZ5+X8v/tZaVZj0IqKK/KRXjdff2eceW15k0QsA4EiJ/zk+i7TttHopRG2jXNIrFjeQSVlIJU3/Z1o//PaGeuvaG5a+6oiI2pCU5dsbsuZFRK2WtLyiV43tDSNu0evC8iUAwFCF9obFhaAuI1GxgAUAPUY3FChYyC5CSuHfrpzCpNci9vbvqen3KHb73v8NEgJD8cHQ7X3RXvzGlb9W+NhaFGk7A9MxmfQiIspxUinMf+0U7LlZdL3iVWWvJzJpGEND/s9qLAZnwU19BSkqZ3oRUWXeHqLW9ob9sQh6DA0Xk5maH+OZuWUsWg5u2txXxwrb27mlNE5dmEFEVfGrI6XH9kQbkZUtM9Mrl/RKLrtFcxa91hcjouGX37QLV10z3LI1sOhFRB1BSFl6wqrKmV5E1B6WvaJXpLb2hgndK3qNAwAGYmFJL7dIVU/6SVM19ES6sZBdhJZrceU9ZpiIZkCBgqSVQspOoy9aX3vDwfjKP+DH9CgWzSUA9f2uRETrkXnxAgAge/58xeu5Sa/8/t1rdYiQ9obeSRBERGFk7mzSlbSE2pqIFiS9bCGgKUrZwtm/XJjBvGnhNYM9iGjrq/nU5bSbWDm/XHsRkGi9M80ySa+YASmB2Wn3czRneq0/N/zKzpY+/vr6H4aI1i0h80Uuj5f0YntDImo1r+jVVeNML1VVEdNimM8uQFVU9Ie0E/TuK6bVVwjqi/ZiwXTbG8a0KHS1/LlOiqLA0AxMpWcAAL2R+tob1iOqRSFyX8TW+7sSEa032QtuscuanIDIlm8dJtLl2hsWJb0UJr2IqDIBt7VhrUkvANjaFcNU2oTpCEylTfzfPz6D//7zC5jMFYCCZrMWpjImLCHx7EKycQtvE95ss5dWkHwjWs+klDCzNoxoeNILAKYnl92fmfSiBmPRi4g6ghAyZKYXk15E1B68oldPjUUvIJ9q2hTth6aWfhDwCmG9daau+iK9WMguImmnkKih7WJUi2AqNe3ets7HrEdMi/p/Z9KLiMjlFb0gJcxLF0OvI4WAzGby6S7ki17F7Q3B9oZEVIU7UmBlt9mWiEICOLOUxt/94hIUBZhIm/jMz17C/7g4U3CC6rPz7vGyoSr42dxyA1feHi7nil6zWQspzvUigm0LSInw9oZx94TMmUl3vxBn0osajEUvIuoIQsrSpFduD8agFxG1WtJMQlXUFc2kShjul5SDIfO8AGAwPoA7bvgTvHrourrW1BfNFb2sVNUZYAAQVSN+0qtvLZNeOoteRETFshcuQB8YyP09vMWhNN0vWGtKeqkqJIteRFSBkICKlVW9tnW5x3H/8OJlzGYt/OHLtuI/vXInXr6pC//j0ix+OL3oX/fZhSQGowZePdCDn88nYbXBPunMUhrfvjxXdruUEr9YTMGpcqKtIyUm0ia2556P8VT5hC7RRmFl3eJvWHtDr8g1M7kMRQGiMU5gosZi0YuIOoIUITO92N6QiNrEspVEl56AWjxDpQKvwDNQYQ7W7r6doSmwWvRFe7FkLWPJXEKXXr3oFdEisITl33atBJNesUABjIhoo5JCIHvhArpe/Roo0SiyFy6EXs9Juy20wmZ6KaXDcJn0IqKKJFae9Oo1dHTpGjKOwIErh7G7J44eQ8ftV12BkUQU37w8DyElTEfgxcU0ru3vwisGumEKiRcWU835RVbgKy9N4cvnp/H07FLo9qfnlvG3z17Egy+MVyzSzWQs2FLihqFeqAAusehFBNO0AQBGaNIr195wahnRuLGitqpEtWDRi4g6gpCy5D9BL/nF9oZE1GrLVgpdkdpbGwJAXHe/mByKDTRjSejPpbUuJydrS3ppEQCAqqg1Xb9Rgum4OGd6ERHBmp6GzGYQ23Elotu2I3v+pdDryUwaQFHSK5r7uxKe9JI8WYyIyqgn6aUoCl6/pQ9vHtmEm4b7Ci5/4xX9mMqYeH4hhReWUrClxDV9XbiqJ4GYpuLpFrc4vJzK4mIqC0NV8Oi5KSxbdsl1nltIQVcUPDufxOefu4RMmbaFXrJrR3ccVySillbtLAAAGvtJREFUTHoRATArJL28opdtCcQ5z4uagEUvIuoIQiJkppe3jR/eiai1lq1ldK+wUJTIFb0GyrQ3XC0vrWUKq6YiViRX9OqN9KwosbZahUmveIVrEhFtDF47w8j2HYju2IHshQuhxap80qu0vWHxTC9j8xZACGTPnW3Sqomo0wmJFSe9AGDf1kH81vahkpNUX7mpB32Gjm9ensOz80lEVAW7euLQVQXX9nfhmblk1baB9fjFYgrP1FBQ++H0IjQFeOfebTAdgUfPThbsa6WUeH4hiWv7u/C/X3UFXlpO42+evQjTKU18XU5loSrA5piBHd0xjKfMhv5ORJ3IzLqF5LCZXkZEg6q5+4wYi17UBCx6EVFHkFKWtGnximCseRFRqy1bKXQb3Su6jdfecDDenKRXsEVhYgVFr7Wc5wUAUY0zvYiIgswL5wFFQXTbNkS374BIJWHPlc6ckdlc0Ste2t6wuC949/WvATQNS99/snkLJ6KOJiFXmPOqTFMV/MoV/XhxKY2fzCzjZb0J6Ll90ys2dSPtCLy41NgWh/NZCw8+P45/PDMRWpzyOELiRzNLuLa/G7t74vjN7YM4PZ/Ej2fybQ4n0iYWLQd7+xJ49WAP/vBlI7iUyuKLZydKTkQYT2exORaBrqq4sisGk+1kiWCZ5ZNeiqL4xa5YgkUvajwWvYioI4hKM73Y3pCIWixpJlec9PLaGw42OekFYEXtDXujPU1ZTzneHC9VUWGoHGBMRJS9cB7G5i1Qo1FEt+/wLysmwtobxsLbG2rd3UhcO4rlHzzJFodEFEqGdFdZrV8a7kVUU5EVAtf251uBX92XQERV8P8+fwn3PXUOD/5iHA+/eBkPv3gZj5+bqjg/qxwpJR49NwlLCGQdUbF94rMLSSRtBzcMuce9v7qlHzu6YvjaxRk4uX3k8wspf60AMNrfjd/aPoinZpfxrcvzBfd3OZXFFQn3mHZHN0/iIgICSa9o+Ixqv+jFpBc1AYteRNQRhMzP8PL4M734wZ2IWkhIgaSdQrexsple1w1ei9eN3FhQnGqkbqPLb1PYpdde9OqLrHHRK5f0iusxDjAmIgKQvXAB0e3bAQCRbe6fZljRy29vGEh65f5e3N4QAHpu+CVYU1MwL11s+JqJqPMJlJ5ouloxTcMvD/dBVYC9ffljZUNV8Y692/CmKzZhKGZgIp3F2aU0ziyl8Z3JeXx3ciH0/qYzJk6+NIUXF0sTYt+5OIvnFlL47R1DGIwa+P70Ytl1/XB6Ed26hqtza1IVBW8e2YR508bPZt1i2fOLSWyOR9AXyX8h/6YrNuEVm7rxLxem8YtcUSxpOVi0HIzE3WPawaiBWMg+mGijMXNJLyMSfmKjV+yKM+lFTcDTaYmoI7hJr/D2hix6EVErZewMhBToiqys6LW770rs7ruySatyk1O9kR7MZxdWNtOrSUW4crz2hnGNZ8USEYlMBtbUJHpf/ysAAC2RgD44uPKkV8gXrt2veS0mHvh/kXzqp8Crrm3C6omok0kJKA1tcOj6zW2DeO1QD3qLvvje3RPH7p7Sea6ff/YivnFpFr801IuY7iZEZjImnrg0ix/PLEEC+O7kPH5v52bcMNznb/+HZy5gZ3cMr9/SD0tIfPXiDKYzJoZikYL7X7Zs/HwhiV/d0g8t8B3DNf1dGIoZ+OblOVzb34UzSxm8fnNfwW0VRcFbd2/BZMbEP7x4GR98xZWYTLvzu65IRPzrbO2KgmijqzTTC8gXu5j0omZo2akHZ86cwaFDh7B//34cOnQIZ8+ebdVSiKgDCFla9PK6trBddjjuZ4nWxpKVBIAVJ73Wgpciq2WmV1RtTdLLS5h16jwv7muJqJGyFy8AUvptDQEguuPKMkUvb6ZXoOgVL5/00np6kLh2FMmf/qTRy24q7meJ1kYzkl4AoKsKtsRrLwL91vZBpB2Bb+ZaCF5KZXH/6fN4em4Zb7iiHx9+5U5c1RPHF89O4tGzE/h/nruI/99T52BLif9t1xaoioLXDvVCBfCDqcK0lyMkHjk7CSGB1w4VnuilKgp+dcsmXExl8a+XZuFI6bc2DIpqKv5gzxXIOgJfOjOB8VQWAPz2hgAwkuisohf3s9QMlulA0xRoenj5gTO9qJlaVvQ6duwYDh8+jFOnTuHw4cM4evRoq5ZCRB1ASFlywiqTXpVxP0u0NpJtXPTqj7gf5leS9GpWu8VyNFWDoRqIdWjRi/taImqk7IULAFBY9Nq+HeblyxCWWXBdkckAmgZFz39ZVCnpBQDdN/4S7NmZBq+6ubifJVobUgLt0Gl6W1cMrxzoxrcm5vDCYgp/++xFRDQVH7puJ357xzCGYhG84+ptuHGoF9+bWsTllIk3jwzg428cxXA817kgomNvfxd+OLPoz+gSUuIfz1zGM/NJ3HrlcGgh7rVDPUjoGv7t8hx0RcGukCQaAGyJR3HLjiE8u5DC/xyfQ7euocfIJ9leM7S2x9Orxf0sNYOZdWBEyzeZi8X1gj+JGqklr6qZmRmcPn0an//85wEABw4cwN13343Z2VkMDAzUdB/f+dkEUhmrmcusWU93FEvL2VYvw8f1VMb1VNau65lZyCBR9J+lV/T66QszmFtq/poTMQMH3tTd9MdphEbsZ5+c+CFSZqaZy6xZ90IMy8vtsRaA66lmo6xHSIn57ALOLbpn37dj0csrYK2o6BVZ+w/pMS3akUWv1e5rF7/7v2Cn0s1eZk3s7vZ63wLttyaupzKup7Ja17P8gx9AjcWgDw76l0W37wCEwOxXvgy9L99qK/3iC1CjhfMQvaKXopQper3mtVg49c/1/hprrhHHtD+eWUTacpq5zJp1pzJt9brkeirbaOuZyphQm9DesB6/uW0QP5tdxt88exE9hoZ3X7MNA7F8gV9TFfzers349a0D6IvoUBUFQ4koppL5kwNuHOrFz+eT+OqFaQxEDbywmMbTc8u4ZfsQXr+lP/RxDVXF6zb34YlLs7iqNw6jwmyu12/uw3MLSTy3kMLVvYXH2nGtc2Z6NWI/+/zPJpDJ2M1cZs262+z//428nqmJpbKtDYF8woszvagZWlL0Gh8fx5YtW6Bp7gtf0zRs3rwZ4+PjNe9QH/m3FzA51x5fEhDR2vjVV23F8HC+7ZYa0aFrCr7xo7UZxr15UxwH3rRnTR5rtRqxn338hVOYSs02c5lEHU9TVAwmNuGGra/EK3buQVSPVL9RTnB/1iwvX3oZnpo9jZ1XbIZaZaD23pGdSJyN49odO9EVqV4ka6QrN23FnsEda/KcNNJq97Uzj34J2cmpZi+zJpOtXkCIdlsT11MZ11PZStaz6YbXYPOWfHGr98ZX4bKuY/bxx0qu2331ywr2nU5vBOd7ezF41Q4Mhu1Th3uQeu31K1hNazXimPZrF2cxkzarX5GIcM1A94qOx5p17DYMYN9SGt8fn8OHb3oZRrrDE1ebK6znVwe78c8XZ/w2iQDwlqtHcOvVIxUf+3d7Y/ju1AJed+VQ1d/vvX1x3POtn+O6K/o77jjW04j97L//21ks8DtaCrHnmuGy742rrh7G9/7tLHZfNYxEd+2fo5utHd/L7bamdltPmI7ND/6Xd9wI226PQT6Dg92YmVlu9TJ8XE9lXE9l7bye7oSBqamlgu2f+uAbYa7RmZt6mT7E69X/eeMHYTvtcVbs0GAXpmeSrV6Gj+upbKOsR1GALj0BTXU/IC7OZQHUljodHu4p2Z81wyu6X4FXvO4VmKny+w8P92CbvgOfeMNxpBYcpND8tQW9/xXvgZQSU1NLUFUFg4OdkapdrSs/dhSO3R772Xb7/x9ovzVxPZVxPZWtZD1ad/H/ETFcdd9nIM3S/2PURFfJ/ye7/+unIBSl7P8zfW+9veZ1rwfvf/kO2A6/OwjD9VS2EdcT17Saj1GbfTz760O9+LXBXmhpG1Pp6o8Ttp4PvnwHMrn3v6YoSOi1/X5HXrUbmoKarvvhV+wsue5GOp4FgLe+47Vw2uY72q6qn33W0kZfTzSul30fdfdFceT/ugXT08tIptuj49RafU5fiXZbUzutp9K+tiVFr5GREUxMTMBxHGiaBsdxMDk5iZGRymdbBPUkIhCiPeb4bOqNwc62R6tFgOuphuuprNPWE4/qiFfoEdxIajOm+jZJQ/azka622c/2x3tgRdun6Mj1VMb1tA9lhYMZVnr9RmrlY9drtftaracXSpvsZyObeqDb7XU+XLutieupjOupbLXr0eJxIB6edChWbX+qVEn+tpNGHNN26RpEm/zOfVEDptE+r0uupzKup7UURYG2ysNDQ1UrtigsR1/BZ/+VXLcdNWI/G08YbfPdQXdvDOk2+k6L66msEz8DUmdoyZHf4OAgRkdHcfLkSQDAyZMnMTo6WnNsloiIKuN+loio+bivJSJqLu5niYiai/tZIlqPWnaKyPHjx3HkyBHcf//96O3txdjYWKuWQkS0LnE/S0TUfNzXEhE1F/ezRETNxf0sEa03LSt67dmzBw8//HCrHp6IaN3jfpaIqPm4ryUiai7uZ4mImov7WSJab9qjsTURERERERERERERERHRKrDoRURERERERERERERERB2PRS8iIiIiIiIiIiIiIiLqeCx6ERERERERERERERERUcdj0YuIiIiIiIiIiIiIiIg6HoteRERERERERERERERE1PH0Vi+gXqqqtHoJBbieyrieyrieytplPe2yjrXSbr8v11MZ11NZu60HaL81tct62mUda6Hdftd2Ww/Qfmvieirjeiprl/W0yzrWSrv9vlxPZVxPZVxPZe2ynnZZx1ppt9+X66mM66ms3dYDtN+a2mU9ldahSCnlGq6FiIiIiIiIiIiIiIiIqOHY3pCIiIiIiIiIiIiIiIg6HoteRERERERERERERERE1PFY9CIiIiIiIiIiIiIiIqKOx6IXERERERERERERERERdTwWvYiIiIiIiIiIiIiIiKjjsehFREREREREREREREREHY9FLyIiIiIiIiIiIiIiIup4LHoRERERERERERERERFRx2vbote+ffvw3HPPtXoZAICFhQW88pWvxL333tvqpZSo5Xlq9nNpmib+4i/+Ar/xG7+BW265Bbfddhu+/vWvV7zNhQsX8A//8A9NW1M7vX6A9n0N8fWzsfF9Uhu+T8Lx9VObdnj9AO35GtoI+D6pDd8n5bXTa6hdXz9Ae7yG2vH1s1HwfVIbvk/CtdPrB2jf1xBfPxsb3ye14fskHF8/tWmH1w/Qnq+herRt0audPP7447j++uvx5S9/GaZprui2QghIKZu0svZw/PhxXL58GV/+8pfxL//yL/jEJz6Bu+66C08++WTZ21y8eLHt3gzNxNdQeXz9kIfvk/L4PqmOr5/K+BoigO+Tavg+qYyvn8r4+iGA75Nq+D6pjq+h8vj6IQ/fJ+XxfVIdXz+VrZfXUNsXvf72b/8Wb33rW3Hbbbfh0KFDeOaZZ/xt11xzDU6cOIG3vvWtuPnmm3Hq1KmmrOGLX/wi3v/+92Pv3r144oknAACf+cxn8KEPfQh/9Ed/hN/93d/FBz7wASwtLfnb7rjjDrz//e/HwYMHsbi42JR1BRVXeteqin7x4kX88z//M44fP45oNAoA2Lt3L/74j/8Yf/mXfwkA+Ku/+ivceuuteMtb3oLbb78dQgjcddddeOGFF3Dw4EF88IMfbNr62uH1A7T/a4ivn42N75Pa8H0Sjq+f2rTq9QO0/2toI+D7pDZ8n5TXDq+hdn/9APy/eqPj+6Q2fJ+Ea4fXD9D+ryG+fjY2vk9qw/dJOL5+asPPRI2ht3oB1dx22234j//xPwIA/tf/+l84duwY/vEf/9Hf3t3djS9+8Yv4wQ9+gP/0n/4T9u/f39DH//nPf46FhQW87nWvw9TUFL74xS/illtuAQD84Ac/wKOPPoqhoSF89KMfxf3334+PfOQjAIDvf//7+NKXvoSBgYGGrqfdPPfcc7jyyivR399fcPn111+PT33qU3jkkUfwxBNP4KGHHkJ3dzfm5uagqiqOHj2KsbExfOlLX2rq+lr9+gH4Gqqk3V8/GwXfJ+2t3d8nfP20v3Z/DW0EfJ+0v3Z/n7T6NcTXT2Xt/vrZKPg+aW/t/j5p9esH4GuoknZ//WwUfJ+0t3Z/n/D10/7a/TW0Em1f9Hr66afxV3/1V1hYWICiKDh79mzB9t/5nd8B4D75k5OTyGazfiWyEf7pn/4JBw8ehKIo+K3f+i3cc889mJiYAAC8+c1vxtDQEADg93//93HPPff4t3vTm9607t8IAKpGOv/1X/8Vf/AHf4Du7m4AwKZNm9ZiWb5Wv34AvoYqaffXz0bB90l7a/f3CV8/7a/dX0MbAd8n7a/d3yetfg3x9VNZu79+Ngq+T9pbu79PWv36AfgaqqTdXz8bBd8n7a3d3yd8/bS/dn8NrURbF72EEPjQhz6EBx54ANdddx0mJibwpje9qeA63otf0zQAgG3bDXtDmKaJxx9/HNFoFI899hgAwLIsPPLIIyXXlVJCURT/566uroasoVaapkEI4f+czWbX5HH37t2Ll156CfPz8wVV4B//+Me45ppr1mQN5bT69QN0zmuIr5+Ni++T2vF9Uoqvn9q16vUDtPdraCPg+6R2fJ+Ea/VrqFNePwD/r97I+D6pHd8npVr9+gE65zXE18/GxfdJ7fg+KcXXT+34magx2n6ml23bGBkZAQD8/d///Zo+9te//nVcddVV+Ld/+zc88cQTeOKJJ/C3f/u3flTvG9/4BmZnZwEAjzzyCG666aY1XV/QlVdeiaeeegoA8J3vfAfT09Nr8rjbt2/HLbfcguPHj/tvwueeew4nTpzAn/7pn+LXf/3X8dBDD2F5eRkAMDc3B8CNrHqXNVMrXz9A57yG+PrZ2Pg+qQ3fJ+H4+qlNq14/QPu/hjYCvk9qw/dJefxMVBv+X72x8X1SG75PwvH/6trw9bOx8X1SG75PwvH1Uxt+JmqMtk162baNeDyOD37wg/j93/99jIyMlFSAm+1LX/oSbr311oLLXvOa10AIgSeffBKvf/3r8ed//uc4f/48du/ejSNHjqzp+oB81ftDH/oQjhw5gocffhivfe1rsXXr1jVbw/Hjx/Ff/+t/xe/8zu/AMAxEo1F87GMfwy//8i9DSomJiQkcOnQImqahq6sLDz74IK655hrs3r0bBw4cwFVXXYVPf/rTDV1TO7x+gPZ/DfH1s7HxfVIbvk/C8fVTm3Z4/QDt+RraCPg+qQ3fJ+W1w2uo3V8/QHu8htrx9bNR8H1SG75PwrXD6wdo/9cQXz8bG98nteH7JBxfP7Vph9cP0J6voXooslqzxhaYnJzEb//2b+Pb3/42YrFYq5cT6jOf+QxSqZQ/0K4VOuF5aoVOeV5a/RrqlOeJmqNT/v35PmlPnfK88PVDrdQp//58n7SvTnhuWv36ATrjeaLm6YR/f75P2lenPC+tfg11yvNEzdEp//58n7SnTnle+PpZf9ou6fWFL3wBf//3f4+PfOQj/EeugM9TOD4vteHztLHx3782fJ7C8XmpDZ+njY3//rXh81Qen5va8Hna2PjvXxs+T+H4vNSGz9PGxn//2vB5CsfnpTZ8npqjLZNeRERERERERERERERERCuhtnoBRERERERERERERERERKvV8vaGc3Nz+LM/+zO89NJLiEQi2LlzJ+666y4MDAzgzJkzOHLkCObn59Hf34+xsTHs2rULAPD+978fFy5cgKqqSCQS+C//5b9gdHS06jZaX5rx+vH85V/+JT7zmc/g8ccfx969e1vw2xE1BveztBrczxJVx/0srRb3tUTVcV9Lq8H9LFF13M/SanA/S21Fttjc3Jz87ne/6//8F3/xF/KjH/2olFLKt7/97fLRRx+VUkr56KOPyre//e3+9RYXF/2/f+1rX5O33XZbTdtofWnG60dKKZ9++mn57ne/W775zW+Wzz77bDN/BaKm436WVoP7WaLquJ+l1eK+lqg67mtpNbifJaqO+1laDe5nqZ20vL1hf38/brrpJv/n66+/HpcuXcLMzAxOnz6NAwcOAAAOHDiA06dPY3Z2FgDQ09Pj32Z5eRmKovg/V9pG60szXj+maeKuu+7CsWPH+NqhdYH7WVoN7meJquN+llaL+1qi6rivpdXgfpaoOu5naTW4n6V20vL2hkFCCDz00EPYt28fxsfHsWXLFmiaBgDQNA2bN2/G+Pg4BgYGAAAf+9jH8O1vfxtSSvz1X/91wX1V2kbrU6NeP5/61Kfwlre8BTt27GjJ70HUTNzP0mpwP0tUHfeztFrc1xJVx30trQb3s0TVcT9Lq8H9LLVay5NeQXfffTcSiQTe9ra31XT9e++9F9/4xjfwn//zf8YnPvGJmrfR+tSI18+PfvQjPPXUUzh8+HAzl0rUMtzP0mpwP0tUHfeztFrc1xJVx30trQb3s0TVcT9Lq8H9LLVa2xS9xsbGcO7cOfy3//bfoKoqRkZGMDExAcdxAACO42BychIjIyMlt73tttvw7//+75ibm1vRNlo/GvX6efLJJ/Hiiy/i5ptvxr59+3D58mW8+93vxre+9a21/pWIGo77WVoN7meJquN+llaL+1qi6rivpdXgfpaoOu5naTW4n6V20BZFr/vuuw9PP/00PvvZzyISiQAABgcHMTo6ipMnTwIATp48idHRUQwMDCCZTGJ8fNy//RNPPIG+vj709/dX3EbrUyNfP+9973vxrW99C0888QSeeOIJXHHFFfibv/kbvOENb2jJ70bUKNzP0mpwP0tUHfeztFrc1xJVx30trQb3s0TVcT9Lq8H9LLULRUopW7mA559/HgcOHMCuXbsQi8UAANu3b8dnP/tZvPDCCzhy5AgWFxfR29uLsbExXHXVVZiensb73/9+pNNpqKqKvr4+fOQjH8F1111XcRutP41+/RTbt28fTpw4gb179671r0bUMNzP0mpwP0tUHfeztFrc1xJVx30trQb3s0TVcT9Lq8H9LLWTlhe9iIiIiIiIiIiIiIiIiFarLdobEhEREREREREREREREa0Gi15ERERERERERERERETU8Vj0IiIiIiIiIiIiIiIioo7HohcRERERERERERERERF1PBa9iIiIiIiIiIiIiIiIqOOx6EVEREREREREREREREQdj0UvIiIiIiIiIiIiIiIi6ngsehEREREREREREREREVHH+/8DxbEHcIBHiC4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############# Plots samples ordered by distance to the centroids #################################\n",
    "\n",
    "number_of_lines = number_of_lines\n",
    "\n",
    "step = 50\n",
    "\n",
    "# creates a dictionary of clusters with number_of_lines samples ordered by distance to the centroids\n",
    "d_distance = {}\n",
    "selection_index_list = []\n",
    "for cluster in range(n_clusters):\n",
    "    d_centroids = kmeans.transform(data_kmeans)[:, cluster]\n",
    "    selection_index_list.append([el for el in range(step, step * number_of_lines + step, step)])  # number_of_lines samples ordered by distance to the centroids\n",
    "    index_ordered_from_d_centroid = np.argsort(d_centroids)[::][selection_index_list[cluster]].tolist()\n",
    "    merchant_list_dist_cluster = np.array(keys_list)[index_ordered_from_d_centroid].tolist()\n",
    "    d_distance[cluster] = merchant_list_dist_cluster\n",
    "\n",
    "for line in range(number_of_lines):\n",
    "\n",
    "    fig, axs = plt.subplots(1, n_clusters, figsize=(30, 5))\n",
    "\n",
    "    for cluster in range(n_clusters):\n",
    "        merchants_cluster = d_distance[cluster]\n",
    "        index_ordered_from_d_centroid = selection_index_list[cluster][line]  # random index of a single sample among the alpha% closest samples from the centroid of each cluster\n",
    "        merchant = merchants_cluster[line]\n",
    "        dict_merchants[merchant].plot(ax=axs[cluster], color=colors[cluster % len(colors)], use_index=True, y='amount', label='amount ($)') \\\n",
    "            .set_title('cluster ' + str(cluster) + ', cluster size ' + str(len(d[cluster])) + \\\n",
    "                       ' \\n distance to centroid ' + str(cluster) + ' rank ' + str(index_ordered_from_d_centroid) + '\\n merchant ' + merchant)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 580 ms, sys: 0 ns, total: 580 ms\n",
      "Wall time: 578 ms\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "################ Plots with samples for each cluster ordered by merchant name (no much meaning) #########################\n",
    "\n",
    "\n",
    "for line in range(number_of_lines):\n",
    "\n",
    "    fig, axs = plt.subplots(1, n_clusters, figsize=(30, 5))\n",
    "\n",
    "    for cluster in range(n_clusters):\n",
    "        merchants_cluster = d[cluster]\n",
    "        cluster_position = line\n",
    "        merchant = merchants_cluster[cluster_position]  # picks the position of merchants ordered by its name (this ordering has no meaning)\n",
    "        dict_merchants[merchant].plot(ax=axs[cluster], color=colors[cluster % len(colors)], use_index=True, y='amount', label='amount ($)') \\\n",
    "            .set_title('cluster ' + str(cluster) + ', cluster size ' + str(len(d[cluster])) + '\\n merchant ' + merchant)  # ,style='o')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}